{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Evaluating DeBERTaV3 with the Nonparametric Analysis\n", "---\n", "*A nonparametric analysis of hyperparameter search for fine-tuning DeBERTa and DeBERTaV3*" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# imports\n", "\n", "import json\n", "import warnings\n", "\n", "from matplotlib import pyplot as plt\n", "import numpy as np\n", "from scipy import stats\n", "\n", "from opda import nonparametric, utils\n", "from experiments import visualization\n", "\n", "\n", "# constants\n", "\n", "evaluations = {\n", " 'matched': {\n", " 'name': 'MultiNLI-m'\n", " },\n", " 'mismatched': {\n", " 'name': 'MultiNLI-mm'\n", " },\n", "}\n", "\n", "models = {\n", " 'deberta-base': {\n", " 'name': 'DeBERTa',\n", " 'style': {'linestyle': '-', 'color': '#FFB000'},\n", " },\n", " 'deberta-v3-base': {\n", " 'name': 'DeBERTaV3',\n", " 'style': {'linestyle': '--', 'color': '#648FFF'},\n", " },\n", "}\n", "\n", "bands = {\n", " 'dkw': {\n", " 'name': 'DKW',\n", " 'method': 'dkw',\n", " 'style': {'linestyle': '-.', 'color': '#FE6100'},\n", " },\n", " 'ks': {\n", " 'name': 'KS', \n", " 'method': 'ks', \n", " 'style': {'linestyle': '-', 'color': '#FFB000'},\n", " },\n", " 'ld_equal_tailed': {\n", " 'name': 'LD (equal-tailed)',\n", " 'method': 'ld_equal_tailed',\n", " 'style': {'linestyle': ':', 'color': '#785EF0'},\n", " },\n", " 'ld_highest_density': {\n", " 'name': 'LD (highest density)',\n", " 'method': 'ld_highest_density',\n", " 'style': {'linestyle': '--', 'color': '#648FFF'},\n", " },\n", "}\n", "\n", "confidences = {\n", " 0.01: {'style': {'marker': 'D', 'color': 'tab:gray' }},\n", " 0.05: {'style': {'marker': 'o', 'color': 'tab:blue' }},\n", " 0.10: {'style': {'marker': 'P', 'color': 'tab:orange'}},\n", " 0.25: {'style': {'marker': 'X', 'color': 'tab:green' }},\n", " 0.50: {'style': {'marker': '*', 'color': 'tab:red' }},\n", " 0.75: {'style': {'marker': 's', 'color': 'tab:purple'}},\n", " 0.90: {'style': {'marker': 'v', 'color': 'tab:brown' }},\n", " 0.95: {'style': {'marker': '^', 'color': 'tab:pink' }},\n", " 0.99: {'style': {'marker': 'p', 'color': 'tab:cyan' }},\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", "metadata": {}, "source": [ "## The DeBERTa Model Family\n", "\n", "One approach to natural language processing takes a neural network pretrained with raw text and then fine-tunes it on labeled data. [DeBERTa](https://github.com/microsoft/DeBERTa) offers one such pretrained model, with two major versions: *DeBERTa* [(He et al., 2021(a))](https://arxiv.org/abs/2006.03654) and *DeBERTaV3* [(He et al., 2021(b))](https://arxiv.org/abs/2111.09543).\n", "\n", "Despite sharing their name, DeBERTa and DeBERTaV3 have significant differences as models. For example, DeBERTa is trained with a generative masked-language modeling objective [(Devlin et al., 2018)](https://arxiv.org/abs/1810.04805), while DeBERTaV3 uses the discriminative ELECTRA pretraining [(Clark et al., 2020)](https://arxiv.org/abs/2003.10555).\n", "\n", "Both models have a number of hyperparameters to set when fine-tuning them. We can investigate these models individually and compare them to each other using optimal design analysis (OPDA)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Experimental Design\n", "\n", "In our case study, we compare fine-tuning two pretrained models, DeBERTa and DeBERTaV3, for natural language inference (NLI) on the [MultiNLI dataset](https://cims.nyu.edu/~sbowman/multinli/) [(Adina et al., 2018)](https://arxiv.org/abs/1704.05426).\n", "\n", "When assessing models with OPDA, one must first define the hyperparameter search distribution and then sample and evaluate hyperparameters from it. Since DeBERTa and DeBERTaV3 share the same hyperparameters for fine-tuning, we used the same search distribution for both:\n", "\n", "$$\n", "\\begin{align*}\n", " \\mathtt{batch}\\_\\mathtt{size} &\\sim \\operatorname{DiscreteUniform}(16, 64) \\\\\n", " \\mathtt{num}\\_\\mathtt{epochs} &\\sim \\operatorname{DiscreteUniform}( 1, 4) \\\\\n", " \\mathtt{warmup}\\_\\mathtt{proportion} &\\sim \\operatorname{Uniform}(0, 0.6) \\\\\n", " \\mathtt{learning}\\_\\mathtt{rate} &\\sim \\operatorname{LogUniform}(10^{-6}, 10^{-3}) \\\\\n", " \\mathtt{dropout} &\\sim \\operatorname{Uniform}(0, 0.3) \\\\\n", "\\end{align*}\n", "$$\n", "\n", "where $\\mathtt{warmup}\\_\\mathtt{proportion}$ is the number of warmup steps as a proportion of the first epoch. \n", "\n", "We fine-tuned both DeBERTa and DeBERTaV3 on MultiNLI using 1,024 hyperparameter settings sampled from this search distribution. MultiNLI has two validation sets: matched (same domains as training) and mismatched (different domains from training). Each fine-tuned model was evaluated on both. Thus, for each model and validation set we have 1,024 accuracy numbers—one for each sampled set of hyperparameters." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# load the data\n", "model_to_evaluation_to_ys = {}\n", "for model_ in models:\n", " for evaluation_ in evaluations:\n", " ys = []\n", " with open(f'../../data/deberta/{model_}.results.jsonl') as f_in:\n", " for ln in f_in:\n", " ex = json.loads(ln)\n", " ys.append(max(\n", " score\n", " for _, score in ex['learning_curves'][evaluation_]\n", " ))\n", " if model_ not in model_to_evaluation_to_ys:\n", " model_to_evaluation_to_ys[model_] = {}\n", " model_to_evaluation_to_ys[model_][evaluation_] = np.array(ys)\n", " \n", "total_samples = 1_024\n", "for model_ in models:\n", " for evaluation_ in evaluations:\n", " if len(model_to_evaluation_to_ys[model_][evaluation_]) != total_samples:\n", " raise RuntimeError(\n", " 'The experiment data does not contain the correct'\n", " ' number of examples.'\n", " )" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# experimental settings\n", "\n", "evaluation = 'matched'\n", "model = 'deberta-v3-base'\n", "band = 'ld_highest_density'\n", "\n", "sample_sizes = [6, 20, 34, 48]\n", "n = sample_sizes[-1] # Later analyses assume n == sample_sizes[-1]\n", "ns = np.arange(1, n+1)\n", "ns_grid = np.linspace(1, n, num=10_000)\n", "\n", "y_min = 0.\n", "y_max = 1.\n", "grid = np.linspace(y_min, y_max, num=100)\n", "\n", "confidence = 0.80\n", "\n", "bws = [1.0e-1, 7.5e-2, 5e-2, 2.5e-2]\n", "bw = 5e-2\n", "\n", "n_trials = 1_024\n", "\n", "cdf_confidence = 0.95\n", "coverage_confidence = 0.99" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tutorial: Comparing DeBERTa to DeBERTaV3\n", "\n", "Suppose we wanted to compare fine-tuning DeBERTa and DeBERTaV3 for NLI using MultiNLI [(Adina et al., 2018)](https://arxiv.org/abs/1704.05426). OPDA recommends that we identify the hyperparameters, define a search distribution, and then analyze the tuning curves associated with this search distribution. Assume we used the search distribution defined above:\n", "\n", "$$\n", "\\begin{align*}\n", " \\mathtt{batch}\\_\\mathtt{size} &\\sim \\operatorname{DiscreteUniform}(16, 64) \\\\\n", " \\mathtt{num}\\_\\mathtt{epochs} &\\sim \\operatorname{DiscreteUniform}( 1, 4) \\\\\n", " \\mathtt{warmup}\\_\\mathtt{proportion} &\\sim \\operatorname{Uniform}(0, 0.6) \\\\\n", " \\mathtt{learning}\\_\\mathtt{rate} &\\sim \\operatorname{LogUniform}(10^{-6}, 10^{-3}) \\\\\n", " \\mathtt{dropout} &\\sim \\operatorname{Uniform}(0, 0.3) \\\\\n", "\\end{align*}\n", "$$\n", "\n", "where $\\mathtt{warmup}\\_\\mathtt{proportion}$ is the number of warmup steps as a proportion of the first epoch. \n", "\n", "If our aim is to evaluate DeBERTaV3, then one rule of thumb for picking the number of search iterations is to determine how many iterations we expect model users to perform and then multiply that by at least 6.25 (if we plan to use 80% confidence bands). So, if a typical model user will perform 6-8 search iterations, we'll use at least 37.5 to 50 to construct the tuning curve. For this analysis, we'll use 48.\n", "\n", "Since the nonparametric bands from OPDA hold simultaneously, they provide quite a strong guarantee, so we'll use an 80% confidence level for constructing our bands." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Evaluating a Single Model\n", "\n", "To evaluate a single model, we construct the tuning curve with confidence bands. Potential users can then read the cost-benefit trade off from these plots and determine whether the model achieves sufficient performance for their application and within their computational budget. For DeBERtaV3 on MultiNLI, the tuning curves look as follows:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Subsample the data to obtain a sample of size n.\n", "ys = np.random.choice(\n", " model_to_evaluation_to_ys[model][evaluation],\n", " size=n,\n", " replace=False,\n", ")\n", "\n", "# Construct the confidence bands.\n", "lower_cdf, point_cdf, upper_cdf =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys,\n", " confidence=confidence,\n", " a=y_min,\n", " b=y_max,\n", " method=band,\n", " )\n", "\n", "# Plot the confidence bands.\n", "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(6, 4.25))\n", "\n", "ax.plot(\n", " ns_grid, \n", " point_cdf.quantile_tuning_curve(ns_grid),\n", " label='point estimate',\n", " **models[model]['style'],\n", ")\n", "ax.fill_between(\n", " ns_grid,\n", " upper_cdf.quantile_tuning_curve(ns_grid),\n", " lower_cdf.quantile_tuning_curve(ns_grid),\n", " alpha=0.275,\n", " label=f'{confidence * 100:.0f}% confidence',\n", " color=models[model]['style']['color'],\n", ")\n", "\n", "# Format the plot.\n", "ax.set_xlim(1, n // 4)\n", "ax.set_ylim(0.87, 0.91)\n", "ax.set_yticks(np.linspace(0.87, 0.91, num=5))\n", "ax.spines['right'].set_color('lightgrey')\n", "ax.spines['top'].set_color('lightgrey')\n", "ax.legend(loc='lower right')\n", "ax.set_xlabel('search iterations')\n", "ax.set_ylabel('accuracy')\n", "ax.set_title(\n", " f'{models[model][\"name\"]} Tuning Curve'\n", " f' on {evaluations[evaluation][\"name\"]}'\n", ")\n", "\n", "fig.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thus, we see that with 48 search iterations, we can bound the tuning curve fairly tightly up to about 7 search iterations. Below, we visualize what the tuning curve bounds look like for various sample sizes and both the matched and mismatched MultiNLI test sets:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Choose indices to subsample the data and obtain a sample of size\n", "# sample_size_.\n", "idxs = np.random.choice(total_samples, size=n, replace=False)\n", "\n", "fig, axes = plt.subplots(\n", " nrows=2,\n", " ncols=len(sample_sizes),\n", " sharex=True,\n", " sharey='row',\n", " figsize=(12, 6),\n", ")\n", "for j, sample_size_ in enumerate(sample_sizes):\n", " for i, evaluation_ in enumerate(evaluations):\n", " ys = model_to_evaluation_to_ys[model][evaluation_][\n", " idxs[:sample_size_]\n", " ]\n", "\n", " # Construct the confidence bands.\n", " lower_cdf, point_cdf, upper_cdf =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys,\n", " confidence=confidence,\n", " a=y_min,\n", " b=y_max,\n", " method=band,\n", " )\n", "\n", " # Plot the confidence bands.\n", " axes[i, j].plot(\n", " ns_grid, \n", " point_cdf.quantile_tuning_curve(ns_grid),\n", " **models[model]['style'],\n", " )\n", " axes[i, j].fill_between(\n", " ns_grid,\n", " upper_cdf.quantile_tuning_curve(ns_grid),\n", " lower_cdf.quantile_tuning_curve(ns_grid),\n", " alpha=0.275,\n", " color=models[model]['style']['color'],\n", " )\n", "\n", "# Format the plot.\n", "for j, sample_size_ in enumerate(sample_sizes):\n", " axes[1, j].set_xlabel('search iterations')\n", " axes[0, j].set_title(f'n = {sample_size_}')\n", " \n", "for i, evaluation_ in enumerate(evaluations):\n", " axes[i, 0].set_ylabel('accuracy')\n", " axes[i, -1].yaxis.set_label_position('right')\n", " axes[i, -1].set_ylabel(evaluation_, labelpad=18, rotation=270)\n", " \n", "for i in range(len(evaluations)):\n", " for j in range(len(sample_sizes)):\n", " axes[i, j].set_xlim(1, n // 4)\n", " axes[i, j].set_ylim(0.865, 0.915)\n", " axes[i, j].spines['right'].set_color('lightgrey')\n", " axes[i, j].spines['top'].set_color('lightgrey')\n", "\n", "fig.suptitle(\n", " f'{models[model][\"name\"]} Tuning Curves on MultiNLI'\n", ")\n", "\n", "fig.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see the main effect of increasing sample size is to shift over the point at which the upper confidence band jumps to the upper bound on performance. Increasing the sample size does tend to narrow the band as well; however, the effect is not very noticeable on DeBERTaV3." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparing Two Models\n", "\n", "Beyond evaluating a single model, we may also want to compare two models. To accomplish this task, we can plot their tuning curves with confidence bands side-by-side:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(6, 4.25))\n", "for model_ in models:\n", " # Subsample the data to obtain a sample of size n.\n", " ys = np.random.choice(\n", " model_to_evaluation_to_ys[model_][evaluation],\n", " size=n,\n", " replace=False,\n", " )\n", "\n", " # Construct the confidence bands.\n", " lower_cdf, point_cdf, upper_cdf =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys,\n", " confidence=confidence,\n", " a=y_min,\n", " b=y_max,\n", " method=band,\n", " )\n", "\n", " # Plot the confidence bands.\n", " ax.plot(\n", " ns_grid, \n", " point_cdf.quantile_tuning_curve(ns_grid),\n", " label=models[model_]['name'],\n", " **models[model_]['style'],\n", " )\n", " ax.fill_between(\n", " ns_grid,\n", " upper_cdf.quantile_tuning_curve(ns_grid),\n", " lower_cdf.quantile_tuning_curve(ns_grid),\n", " alpha=0.275,\n", " color=models[model_]['style']['color'],\n", " )\n", "\n", "# Format the plot.\n", "ax.set_xlim(1, n // 4)\n", "ax.set_ylim(0.87, 0.91)\n", "ax.set_yticks(np.linspace(0.87, 0.91, num=5))\n", "ax.spines['right'].set_color('lightgrey')\n", "ax.spines['top'].set_color('lightgrey')\n", "ax.legend(loc='lower right')\n", "ax.set_xlabel('search iterations')\n", "ax.set_ylabel('accuracy')\n", "ax.set_title(\n", " f'DeBERTa vs. DeBERTaV3 on {evaluations[evaluation][\"name\"]}'\n", ")\n", "\n", "fig.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In general, it's tempting to require that there's no overlap between the confidence bands before concluding that one model is better than the other; however, this criterion is too conservative. Inspired by [Minka (2002)](https://tminka.github.io/papers/minka-errorbars.pdf), one could use the following guidelines: the evidence for an improvement is *weak* if one point estimate is excluded by the other's confidence bands, *fair* if each point estimate is excluded by the other's confidence bands, and *strong* if the confidence bands have no overlap, over a nontrivial portion of the tuning curve.\n", "\n", "We see clear separation between DeBERTa and DeBERTaV3's tuning curves. Thus, we can confidently conclude that DeBERTaV3 outperforms DeBERTa for all hyperparameter tuning budgets (or at least up to a budget of 8 search iterations).\n", "\n", "Again, we can also explore what our plots would've looked like for various other sample sizes:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Choose indices to subsample the data and obtain a sample of size \n", "# sample_size_.\n", "idxs = np.random.choice(total_samples, size=n, replace=False)\n", "\n", "fig, axes = plt.subplots(\n", " nrows=2,\n", " ncols=len(sample_sizes),\n", " sharex=True,\n", " sharey='row',\n", " figsize=(12, 6),\n", ")\n", "for j, sample_size_ in enumerate(sample_sizes):\n", " for i, evaluation_ in enumerate(evaluations):\n", " for model_ in models:\n", " ys = model_to_evaluation_to_ys[model_][evaluation_][\n", " idxs[:sample_size_]\n", " ]\n", "\n", " # Construct the confidence bands.\n", " lower_cdf, point_cdf, upper_cdf =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys,\n", " confidence=confidence,\n", " a=y_min,\n", " b=y_max,\n", " method=band,\n", " )\n", "\n", " # Plot the confidence bands.\n", " axes[i, j].plot(\n", " ns_grid, \n", " point_cdf.quantile_tuning_curve(ns_grid),\n", " label=models[model_]['name'],\n", " **models[model_]['style'],\n", " )\n", " axes[i, j].fill_between(\n", " ns_grid,\n", " upper_cdf.quantile_tuning_curve(ns_grid),\n", " lower_cdf.quantile_tuning_curve(ns_grid),\n", " alpha=0.275,\n", " color=models[model_]['style']['color'],\n", " )\n", "\n", "# Format the plot.\n", "for j, sample_size_ in enumerate(sample_sizes):\n", " axes[1, j].set_xlabel('search iterations')\n", " axes[0, j].set_title(f'n = {sample_size_}')\n", " \n", "for i, evaluation_ in enumerate(evaluations):\n", " axes[i, 0].set_ylabel('accuracy')\n", " axes[i, -1].yaxis.set_label_position('right')\n", " axes[i, -1].set_ylabel(evaluation_, labelpad=18, rotation=270)\n", " \n", "for i in range(len(evaluations)):\n", " for j in range(len(sample_sizes)):\n", " axes[i, j].set_xlim(1, n // 4)\n", " axes[i, j].set_ylim(0.865, 0.915)\n", " axes[i, j].spines['right'].set_color('lightgrey')\n", " axes[i, j].spines['top'].set_color('lightgrey')\n", "\n", "fig.suptitle(f'DeBERTa vs. DeBERTaV3 on MultiNLI')\n", "\n", "fig.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly to before, our conclusion would've remained largely the same regardless of sample size. The main difference is at what number of search iterations our confidence bands become trivial, and thus for how far we can confidently claim DeBERTaV3 outperforms DeBERTa." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Choosing the Sample Size\n", "\n", "One important decision in our previous experiment was the total number of search iterations. If the experiment had too few iterations then it'd fail to provide a useful conclusion. On the other hand, running too many iterations would waste resources. What's more, if we collected iterations until the confidence bands give a useful conclusion, then we'd lose our statistical guarantees due to the optional stopping problem [(Yu et al., 2014)](https://doi.org/10.3758/s13423-013-0495-z). Thus, we'd like to know, a priori, what sample size is necessary. In statistics, this exercise is usually called a *power analysis*. While we don't develop a formal power analysis here, we'll explore a useful empirical rule of thumb." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How Does Sample Size Affect the Confidence Bands?\n", "\n", "Let's build some intuition for how the confidence bands change as we increase the sample size. First, we'll plot the confidence bands for various sample sizes, and second we'll plot where the confidence band becomes trivial (the upper bound on the support) against the total sample size." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(6.25, 3.65))\n", "\n", "# Plot the confidence bands for various sample sizes.\n", "ys = np.random.choice(\n", " model_to_evaluation_to_ys[model][evaluation],\n", " size=n,\n", " replace=False,\n", ")\n", "for sample_size_ in sample_sizes:\n", " # Construct the confidence bands.\n", " lower_cdf, _, upper_cdf =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys[:sample_size_],\n", " confidence=confidence,\n", " a=y_min,\n", " b=y_max,\n", " method=band,\n", " )\n", "\n", " # Plot the confidence bands.\n", " color = visualization.color_with_lightness(\n", " c=bands[band]['style']['color'],\n", " lightness=0.75 * (1 - sample_size_ / n) + 0.25,\n", " )\n", " \n", " axes[0].plot(\n", " ns_grid, \n", " lower_cdf.quantile_tuning_curve(ns_grid),\n", " label=f'n = {sample_size_}',\n", " **{**bands[band]['style'], 'color': color},\n", " )\n", " axes[0].plot(\n", " ns_grid,\n", " upper_cdf.quantile_tuning_curve(ns_grid),\n", " **{**bands[band]['style'], 'color': color},\n", " )\n", " axes[0].fill_between(\n", " ns_grid,\n", " upper_cdf.quantile_tuning_curve(ns_grid),\n", " lower_cdf.quantile_tuning_curve(ns_grid),\n", " alpha=0.15,\n", " color=bands[band]['style']['color'],\n", " )\n", "\n", "# Plot our best estimate of the ground truth.\n", "point_cdf = nonparametric.EmpiricalDistribution(\n", " model_to_evaluation_to_ys[model][evaluation],\n", " a=y_min,\n", " b=y_max,\n", ")\n", "\n", "axes[0].plot(\n", " ns_grid, \n", " point_cdf.quantile_tuning_curve(ns_grid),\n", " linewidth=1,\n", " linestyle='-',\n", " color='k',\n", ")\n", "\n", "# Format the plot.\n", "axes[0].set_xlim(1, n // 4)\n", "axes[0].set_ylim(0.87, 0.92)\n", "axes[0].spines['right'].set_color('lightgrey')\n", "axes[0].spines['top'].set_color('lightgrey')\n", "axes[0].legend(loc='lower right')\n", "axes[0].set_xlabel('search iterations')\n", "axes[0].set_ylabel('accuracy')\n", "axes[0].set_title(\n", " f'{confidence * 100:.0f}% Confidence Bands'\n", ")\n", "\n", "# Plot the trivial bound iteration vs. the sample size.\n", "trivial_bound_iterations = []\n", "for sample_size_ in sample_sizes:\n", " ys = np.random.choice(\n", " model_to_evaluation_to_ys[model][evaluation],\n", " size=sample_size_,\n", " replace=False,\n", " )\n", "\n", " lower_cdf, _, _ =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys,\n", " confidence=confidence,\n", " a=y_min,\n", " b=y_max,\n", " method=band,\n", " )\n", "\n", " trivial_bound_iterations.append(\n", " ns_grid[np.argmax(lower_cdf.quantile_tuning_curve(ns_grid))]\n", " )\n", "\n", "# Fit a linear regression to the sample size/trivial bound iteration data.\n", "regression = stats.linregress(sample_sizes, trivial_bound_iterations)\n", "\n", "axes[1].scatter(\n", " sample_sizes,\n", " trivial_bound_iterations,\n", " color='k',\n", " zorder=10,\n", ")\n", "axes[1].plot(\n", " sample_sizes,\n", " [\n", " regression.slope * sample_size_ + regression.intercept\n", " for sample_size_ in sample_sizes\n", " ],\n", " color='tab:purple',\n", " label=f'y = {regression.slope:.2f}x + {regression.intercept:.2f}',\n", ")\n", "axes[1].plot(\n", " [], \n", " [],\n", " ' ',\n", " label=rf'($R^2$ = {regression.rvalue**2:.4f})',\n", ")\n", "\n", "# Format the plot.\n", "axes[1].spines['right'].set_color('lightgrey')\n", "axes[1].spines['top'].set_color('lightgrey')\n", "axes[1].legend(loc='lower right')\n", "axes[1].set_xlabel('sample size')\n", "axes[1].set_ylabel('trivial bound iteration')\n", "axes[1].set_title('Max Nontrivial Bound')\n", "\n", "fig.suptitle(\n", " f'{models[model][\"name\"]} on {evaluations[evaluation][\"name\"]}',\n", " x=0.55,\n", ")\n", "\n", "fig.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On the right, we see where the upper confidence band becomes trivial (i.e., jumps to the upper bound) seems evenly spaced as we linearly increase the sample size. That observation suggests that there's a linear relationship between the sample size and where the upper bound becomes trivial. The plot on the right confirms this hypothesis, revealing a nearly perfect linear relationship with 99.95% of the variance explained." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How Does the Trivial Bound Iteration Depend on the Confidence?\n", "\n", "We've seen that for 80% confidence, there's a strong linear relationship between the sample size and the trivial bound search iteration. In general, this relationship depends on the confidence level. Let's plot this relationship for different confidence levels as well as different models:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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cuJB+/fqxaNEievToQffu3V3aXocOHeyOU71eT5MmTcjOznZ6O2W9vuX9Ud5jZ8+epU2bNk6/TlnKe29W9NrOGDVqFCkpKWzatIm4uDj27t3L1q1bWbp0KUuXLuWll17inXfesa6vKAqLFi1i8eLFJCUlkZOTg9lstj7u6HWvLatWq6Vx48YUFBTQsmVLpzPo9XoGDBhgd7/lWExISCg3r+U99Mcff5T5Hjp37hxms5mjR4/Su3fvcrfVunVrtm7dyv79+9mwYQN79uxh27ZtbNy4kY0bN/LNN9+wZs0a/P39y92OhaIoTJ8+nR07djBv3jzuuece62MFBQUcPHiQZs2asWDBArvnGgwG4M9zgBBCCOEsaXwSQghRpcqaUNgyL1F5j1m+1JTWpEmTMl/Dcn9OTo5TZXK0nbJYttm8efMK1y0uLmb48OHs27ePHj16cP/999OgQQP0ej0nT57k66+/pqioyOnXdqR0A+DFixf5+uuveeGFF5g0aRK7du0qs4HuemRlZQElE1yvXr3a4XrOTjhdltzcXMDxvrE0DFjWK60y+7MsjRo1YuLEifz000/ccccd/PHHH3z44Ycub6+s4xpKjm2TyXRd23H1vVNZ1fHaer2eUaNGMWrUKKDkCoOLFy/mscceY/78+dx+++307NkTgKeeeoqPPvqI8PBwJk2aRFhYmLVx5fXXX3f4vnJU1spmaNiwIVqt/XV5nD33WN5D33//fbnrVeY91L17d5vGtU2bNnHfffcRGxvLJ598wl//+lentvP3v//dOn/V3LlzbR67fPkyiqJw5swZuwZvV8sthBBCgFztTgghhAe79ip4195/7STBjji6+ltZQkJCADhz5kyF665YsYJ9+/bx0EMPsW/fPj799FPeeust5s2bx7hx45x+zcpo1KgRzz77LC+//DLJycn8/e9/t3nc8oX52quggfONdZYv6h9++CFKyRD9Mm/Tp093OYflNRzt43PnztmsV1pl9qcjDz30ELm5ucyYMYOAgADuvffe696mJ6iK/V9d9Ho9Dz/8MNOmTQNKrhwJJVdZ/Pjjj4mIiODIkSMsXryY+fPnM2/ePGbPnl0tZcvMzLTpaWXh7LnHctz+/vvv5b6HLFeDdMXw4cN58803Acq8YENZvv76a9555x0GDRpU5mTxlnL36tWr3HJb9pUQQgjhLGl8EkII4bESEhLKvKz6li1bgJJheVWtY8eO1KtXj927d3P58uVy101JSQFg8uTJDsvoLi+//DLNmjXjk08+4eTJk9b7LUMFr208M5vNHDhwwKltW65it3379qopbBk6depEQEAAu3fvpqCgwO7xTZs2AWUP+aoKY8eOpXnz5pw5c4YpU6Y4NcTSGzja/1DxULGacm3PvRMnTqAoCqNGjbIbkunu95WF0Wgs8/h39txTHe8hsK+78sTFxfHII4/Qtm1bfvvttzKH6QUFBdG5c2eSk5MrNWRUCCGEqIg0PgkhhPBY2dnZvP322zb3rVu3jo0bN9KtWzen5nuqLL1ez6OPPkpOTg5/+ctf7IZN5eTkWBvEWrVqBcDWrVtt1tm8eTNffPFFlZettMDAQF544QUMBoO19wP8Ob/V4sWLbdb/4IMPSE1NdWrbffv2pV+/fvz4448sWbLE7nGz2czmzZtdLzxQq1Yt7rnnHjIzM5k/f77NY2vXrmXdunW0b9+eQYMGXdfrOKLT6fjtt9/49ddf7V7fm1n2/zfffGPTc2f79u0VDgFzl7Vr17JixYoye2MdP36cZcuWATB48GDgz/dVfHy8TYb09HReeumlaihxiZdffpni4mKb1//Pf/6Dv78/d999d7nPnTx5Mi1btuSDDz4gLi7O7nGDwWB33ihLamoqH330EXl5eXaPFRQU8J///Af4s+4cOXbsGFOnTqV27dqsWrWKhg0bOlz3qaeeoqCggFmzZpU5vC41NdWmwVsIIYRwhsz5JIQQolzHjx8vc8JcixdffJGAgAC3vPaQIUP49NNP2blzJ/379+fkyZMsW7aMwMBAvvzyS7e8JsAbb7zBjh07+Pbbb9mxYwfjx4/H39+fEydOsHbtWrZu3Ur37t2ZOHEirVu35h//+AdJSUl069aNP/74g1WrVjF16lR+/vlnt5UR4JFHHmHBggV88803vPzyy7Rr144HH3yQf/zjH8ybN4/9+/fTrl079uzZQ1JSEsOGDXO60ejHH38kMjKSu+++m3//+9/07NmTwMBATp8+zfbt27l48SKFhYXXVf4FCxawefNm3nrrLeLj4+nXr591H9euXZtFixaVOe9OVendu3eFkz17m/79+zNo0CBiYmIYMGAAQ4cO5dSpU6xYsYKJEyfy66+/VnuZjhw5wl//+lcaNmzI0KFDadeuHYqicPz4caKioiguLuaxxx6z9hYKCwvjtttuY/ny5fTu3ZuRI0dy/vx5Vq1axciRI609Dt0pLCyM/Px8IiIimDhxIvn5+SxdupRLly7x3//+t8I54fz9/fn5558ZP348w4YNY8SIEdx4441oNBpOnTrFli1baNCgQYUTd+fk5PDkk0/y3HPPMXjwYLp160ZgYCBnzpxh9erVXLp0iV69evHkk0+Wu52//OUvZGVlMWrUqDIblENCQnj66acBePTRR9mxYwdff/0127ZtY9SoUTRr1ozz589z5MgRdu7cyQ8//EDr1q3LfU0hhBCiNGl8EkIIUa6yrrRW2tNPP+22xqe2bdvy6aef8vzzz/Pxxx9jMpkYPnw47777rlt6PVkEBASwfv16PvroI7777ju++OILdDodLVu2ZPbs2dYvXXXr1iUmJobnnnuOuLg4Nm3aRNeuXfn+++9p0qSJ2xufAgICeOmll3jyySd5/fXX+eabb2jSpAmxsbE888wzREdHo9friYyMZMeOHbz11ltONz61adOGhIQEPvjgA3777TcWLVqETqcjLCyMoUOHcvvtt193+Rs1asTOnTt58803WbFiBVu2bCE4OJgpU6Ywd+5cl6+kp3YrVqzgb3/7G6tWreLgwYPcdNNN/P7775w9e7ZGGp/uvfde6taty7p16zh48CDr16+nsLCQhg0bMmbMGGbMmMFtt91m85zFixfTunVrli9fzocffkjLli3529/+xgsvvOD29xWU9Mxbv349L774It9++y3Z2dl06tSJDz/80ObqcOXp06cPBw4c4J///CdRUVFs27YNf39/mjdvzpQpU5zaTufOnVm+fDnr1q1j586dfPfdd1y+fJl69erRtWtXbr31Vh577LEKz8GWoa0bNmxgw4YNdo+3atXK2vik0WhYvHgxN998M1988QWrVq3iypUrNG7cmBtuuIH33nvPOmm8EEII4SyNoihKTRdCCCGEKO3kyZO0adOG6dOn2w0fE0IId7I0LsvQMiGEEKLqyJxPQgghhBBCCCGEEMJtpPFJCCGEEEIIIYQQQriNND4JIYQQQgghhBBCCLeROZ+EEEIIIYQQQgghhNtIzychhBBCCCGEEEII4TbS+CSEEEIIIYQQQggh3EYan4QQQgghhBBCCCGE20jjkxBCCCGEEEIIIYRwG2l8EkIIIYQQQgghhBBuI41PQgghhBBCCCGEEMJtpPFJCCGEEEIIIYQQQriNND4JIYQQQgghhBBCCLeRxichhBBCCCGEEEII4TbS+CSEEEIIIYQQQggh3EYan4QQQgghhBBCCCGE20jjkxBCCCGEEEIIIYRwG2l8EkIIIYQQQgghhBBuI41PQgghhBBCCCGEEMJtpPFJCCGEEEIIIYQQQriNND4JIYQQQgghhBBCCLeRxichhBBCCCGEEEII4TbS+CSEEEIIIYQQQggh3EYan4QQQgghhBBCCCGE20jjkxBCCCGEEEIIIYRwG2l8EkIIIYQQQgghhBBuI41PQgghhBBCCCGEEMJtpPFJCCGEEEIIIYQQQriNND4JIYQQQgghhBBCCLeRxichhBBCCCGEEEII4TbS+CSEEEIIIYQQQggh3EYan4QQQgghhBBCCCGE20jjkxBCCCGEEEIIIYRwG2l8EkIIIYQQQgghhBBuI41PQgghhBBCCCGEEMJtpPFJCCGEEEIIIYQQQriNND4JIYQQQgghhBBCCLeRxichhBBCCCGEEEII4TbS+CSEEEIIIYQQQggh3EYan4QQQgghhBBCCCGE20jjkxBCCCGEEEIIIYRwG2l8EkIIIYQQQgghhBBuI41PQgghhBBCCCGEEMJtpPFJCCGEEEIIIYQQQriNND4JIYQQQgghhBBCCLeRxichhBBCCCGEEEII4TbS+CSEEEIIIYQQQggh3EYan4QQQgghhBBCCCGE20jjkxBCCCGEEEIIIYRwG2l8EkIIIYQQQgghhBBuI41PQgghhBBCCCGEEMJtpPFJCCGEEEIIIYQQQriNND4JIYQQQgghhBBCCLfR13QBapLZbCY3N5e6deui0WhqujhCCFEtFEXBbDaj1+vRatX3G4Sc+4UQaqT2c7/RaOTMmTM0adJElfmFEOpkNpsxmUz4+/uj19ds84/HNT5FRUWxYMECDh8+TG5uLs2bN2fKlCnMnTuX4OBg63q///47f//73/njjz9o2bIlL730Eg8++GClXis3N5f09PSqjiCEEF6hQ4cO1KpVq6aLUe3k3C+EUDO1nvvPnDlDXl4eeXl5NV0UIYSodm3atJHGp2tlZWXRr18/nnrqKRo0aEBSUhLz5s0jKSmJ6OhoALZu3crUqVN5+OGH+fe//01MTAwPPfQQQUFB3H777U6/lkajoX///qSnpxMUFOSuSNdNURSKiorw9/eXX+n/n9SJPakTe1In9hRF4erVq5w6dUq1v/xW5tyvpmNITVlBXXklq2+qbFaTycTRo0dVf+4/dOgQYWFh5a6rKArFxcXUqlVLFceRZPVNasorWR0zGAykpqai0+mqoXTl87jGp/vuu8/m/8OHD8ff359HHnmEs2fP0qxZM95880369evHZ599BkBkZCQpKSm89tprlW58ys/PR6vVesTOcERRFGrVqoVOp/P5N5OzpE7sSZ3YkzqxpygKfn5+AKqtk8qc+9V0DKkpK6grr2T1Ta5m9fV6cUSr1ZKfn49Op6uw55eiKGi1WvR6vc/Xl2T1XWrKK1kr5gk/PNR8CZzQoEEDAIqLiykqKiI2NpY77rjDZp27776b5ORkTp48WQMldC+j0UhUVBRGo7Gmi+IxpE7sSZ3YkzqxZzQarb1IRcXUdAypKSuoK69k9U1qylrd1FS3ktV3qSmvZPUOGkVRlJouRFlMJhMGg4HDhw8zc+ZMWrVqxYoVKzh8+DBdu3ZlzZo1jBs3zrr+sWPH6NChg9395cnNzSU4OJicnBzq1avnrijXTVEUjEajKlpynSV1Yk/qxJ7UiT3LMI3jx4/TuXNnj+716S6VOfer6RhSU1ZQV17J6psqm9VkMpGcnKzac396ejrh4eGkpaXRokWLcte9tm5NJpPP1pm8Z3yXmvJKVseKi4s5evSoR8z357E9n1q1akVgYCC9evUiLCyMH374AYDLly8DEBISYrN+aGgoUDJnlCNFRUXk5uba3KDkj7Hl37KWjUajzbLZbC532WAw2Cxb2vcsy4qi2C0DNstms9lmubCw0LpsaeUsvWwymWyWvSFTWTkqk8mSwZcyXe9+Kiws9LlM17ufLNvypUwAmzZtYt68eWzevLnSmSzbEM7xxl+WXKWmrKCuvJLVN6kpa3Wz1O2+fft455132LdvXw2XyH3UdBypKSuoK69k9Xwe2/gUFRVFfHw8X3zxBcnJyUycONH65c5V8+fPJzg42HoLDw8HICkpCYDk5GSSk5MBSExM5NixYwAkJCSQmpoKwK5du0hLSwMgPj6ejIwMAOLi4sjMzAQgJiaG7OxsAKKjo61X1YiKiqKwsNCmq1xhYSFRUVEA5OXlWYfDZGdnExMTA8D58+eJiYnBaDSSkZFBfHw8AGlpaezatQuA1NRUEhISgJJeYImJiR6dKTMzk7i4OACXMh06dIjo6GgOHDjgM5mudz8ZjUZiYmK4dOmSz2S63v20fv16oqOjuXTpks9kio6OZvPmzWzatAmA2NhY1q5d63Qmo9FIbGwswjmWYYre+ke+MtSUFdSVV7L6DoNZIfZSLgaz4vNZa5Klbvfu3cvKlSsxmUysXLnSJxug1HQcqSkrqCuvZPUOHjvsrrQDBw7QvXt3li1bRpcuXejatStr165l7Nix1nWcGXZXVFREUVGR9f+5ubmEh4eTlZVFaGiotXFLp9PZLBuNRjQajXVZq9Wi1WodLhsMBnQ6nXXZ0iXOsgxYu8pZlv38/Kxd6Pz8/DCbzZhMJuuy2WxGr9c7XDaZTCiKYl0uK4dkkkySyfszxcbGWhuaShs2bBiRkZFOZbJ0v1Xr0AtvGXIthBClnbpaxCOHTnIg7yo3BQXyv66taRXo7/TzZdid88PuoKTH08qVK+3unzRpEj179nRHEYUQosrJsLtKioiIwM/Pj+PHj9OuXTv8/Pw4cuSIzTqW/3fq1Mnhdvz9/alXr57NDbD+AdbpdGUu6/V6m2XLTPGOlv38/GyWLWMxLcsajcZuGbBZ1mq1NvcXFBTYzGxvWceyrNPpbJY9PZOjHM5m0mq15Obm2lytytszXe9+UhSFq1ev2uXw5kzXu5/0ej25ubl2+bw1U1xcXJkNTwCbN29m8+bNFWZSFIWCgoIyt1GTjh8/zuzZs+nevTt6vZ5u3brZPJ6bm8u8efPo27cvISEhNGnShIkTJ3Lw4EG3lktRFHJzc/GC32mum5qygrrySlbv9+v5ywzfdYSkvKsAJF25yoidR/g1Nd3nsnqCvXv3Orw4h6/1gPLV90xZ1JQV1JVXsnoHr2h82rlzJwaDgbZt2+Lv709kZCQ///yzzTpLliyhc+fOtG7dumYK6UZGo5EtW7Z4Zdc6d5E6sSd1Ys+X6mTz5s0VDpeLjY1l8+bN5a5jNBqtw/I8yaFDh1i9ejXt27enS5cudo+fPn2azz//nDFjxrB06VK++OILcnJy6N+/v3UopDv40jFUETVlBXXllazey6Qo/CX5FI8dPkWhWcFkvR/MZhNFift49tBJTF74JcRT7du3j9WrV9OhQweHlyb3pQYoX3vPlEdNWUFdeSWrd/C4YXe33norvXv3JiIigsDAQA4cOMA///lPGjduzO7du6lVqxZbt25l+PDhPPLII9x5553Exsby5ptvsmTJEu644w6nX0uGXgghvIEzDU+lRUZGMmzYMIePe+LQC7PZbP2QP2PGDPbs2WOdjw8gPz8fjUZD7dq1rfdduXKFVq1aMW3aND788EOnX0vO/UIIb3Gp2EjXbX+eCxvlXaZ+fh5/NG1ps96hQd1oUEtf7rY88dxfnZwZdudoqJ0jMgRPCOHpZNhdOfr27cuyZcuYNm0akydPZuHChcyaNYstW7ZYK2vw4MH88ssvbN26lbFjx/LDDz/w5ZdfVqrhyZuYzWaysrKsV8cSUidlkTqx5yt1UtkJwstb32w2W68a6kkc/bpsUadOHZuGJ4C6devSvn17zp4967Zy+cox5Aw1ZQV15ZWs3qtBLT3dgwKxXEy73cWz9D71BwBaRaGtsYiedQMqbHgSFTOZTKxevdr6/2v/5pRl9erV131BpJrma++Z8qgpK6grr2T1Dh7X+PTiiy+SkJBAbm4uV65cISkpiTfeeMPu1+lJkyaRmJhIUVERx44dY+bMmTVUYvczmUzs3r3b6/+4VSWpE3tSJ/Z8pU46duxYZeubTCafGSqQnZ1NUlISnTt3Lne9oqIicnNzbW6A9bgwmUxlLhuNRoqLi9m9ezdFRUXWP/JGo7HMZYPBYLNs6VhsWVYUxW4ZsFk2m802y5Yu1Y6WTSaTzbIzmUovl85hMBjssnp7pvL2k8lkYteuXdbX8oVMjvaT0Wi0ZvWVTI72kyWryWTymUyTGoUQqJQ8r35BHjm16wLgr5h5pOACkxoGO51JOKbT6ZgwYQJQ8oNImzZtKvxhZMKECV7fi8xXPis5Q01ZQV15Jat38LjGJ2HPz8+PsWPHWicdFlInZZE6secLdVJQUMDRo0cr9Zzjx487/IPk5+fHyJEjq6JoNe75559Ho9Ewe/bsctebP38+wcHB1lt4eDiAdVhfcnKydd6oxMREjh07BkBCQgLp6emMHTuWhIQE0tLSAIiPjycjIwMomQQ+MzMTgJiYGLKzswGIjo4mLy8PgKioKAoLCzEajURFRWE0GiksLCQqKgqAvLw868S22dnZxMTEAJCZmWmdYD4jI8M6V1daWhq7du0CIDU1lYSEBKDkqq+JiYkVZkpNTQVg165dNpkyMzMZO3Ys27dv95lM5e0nPz8/TCYThYWFPpPJ0X7SaDQUFRWh0Wh8JpOj/VRYWGi9uqmvZBpRW8c7eekANCzIo8v/d3JqYy7mqlbH+Kb1ncqUkpKCKF/Pnj2ZNGkSZrOZQ4cOWRsLLRcGKc1Xhtz5wmclZ6kpK6grr2T1Dh4351N18pZ5P8xmM5mZmTRs2LDCX2DUQurEntSJPW+uE0VROHjwINHR0Vy5cqVSzy3vA7HZbObChQtkZmZ67LwfZc35dK1FixYxc+ZMFi9ezPTp08vdXlFREUVFRdb/5+bmEh4eTlZWFqGhodaGOp1OZ7Ns6SVy+fJlQkJCrFcsNBqNaLVau2WDwWC9GqfBYECv16PRaKzLUNILovSyn5+ftWeKn5+ftUeOZdlsNqPX6x0um0wmFEWxLpeV49pMGo3Gulw6B0BWVpZNVm/PVN5+Ajh37hxNmjRBp9P5RCZH+8lsNnP+/HmaNGlifa63Z3K0n0wmE+fPn6dp06YAPpFJURTG7TzM4fxCZm5dxc4bbuJQszZoTCZG+5n4YnAvgAozWeb98NRzv7s5M+eTxd69e9m0aZO1gVCj0dhcWcpXGp7Auz8rVZaasoK68kpWx2TOJ1EpZrOZpKQkrxzX6S5SJ/akTux5a51kZGSwaNEifvnlF65cuUJoaCh9+/Z16rkVfSA2m81uvTpcdVizZg2PPPIIr776aoUNTwD+/v7Uq1fP5gZYv3zpdLoyly1fDJOSkqxfHi33l7Xs5+dns2z5pdyyrNFo7JYBm2WtVmuzbPkS6mhZp9PZLDuTqfRy6RyAXVZvz1TefjKbzRw5csT6hdIXMjnaT4qiWLP6SiZH+8mS1Ww2+0wmjUbDvE6tmF7PDy3Qp1ULpjdvwIwWDZhalGPN6kwm4ZybbrqJTp06lfnFzpcansB7Pyu5Qk1ZQV15Jat3kJ5PXtDzSQihDgUFBcTExLB3714URcHPz48hQ4YwYMAA/Pz8KrwKj7MfiD39ikfl9XzasWMHI0eO5J577uHLL790afty7hdCeKNDhw7x888/89xzzzk1Gfa1PP3c726V6flkce3fXV9reBJC+D7p+SQqxWw2c+bMGa9s3XQXqRN7Uif2vKVOzGYze/bs4cMPP2TPnj0oikLXrl2ZM2cOQ4cOtf76bZmLoizOfiA2m83WuUi8zeHDh5kwYQIjRozgs88+q5bX9JZjqCqoKSuoK69k9Q0XL16kdu3a1oYnX85a0yx12717dyZNmoRGo6Ft27Y+2fCkpuNITVlBXXklq3eQ67J6AbPZTEpKinWuBiF1UhapE3veUCenT59mzZo11gahxo0bM378eNq0aVPm+pYPvq7+Ems2mzlx4gT169e/zpJXrYKCAuvkuqdOnSI3N5eff/4ZgGHDhqEoCmPHjiUwMJC//vWv7Nmzx/rcevXq0aVLF7eUyxuOoaqipqygrryS1TdkZmbSqFEj6/99OWtNK123PXv25MiRI2VOOu4L1HQcqSkrqCuvZPUO1zXszmg08scff5Cdne3wykpDhw51uXDuJkMvhBA1JS8vj/Xr11uvpuTv709kZCR9+vRxajjEvn37WL16NRMmTKj0L7GeOPTi5MmTDhvcYmNjAYiMjCzz8WHDhrFp0yanX0vO/UIIb/TZZ5/RokULbrnlFpee74nn/urkyrA7izVr1pCamsrjjz/uptIJIYR7eNKwO5d6PimKwmuvvcaHH35ovQqEI44apYTzzGYzaWlphIeHe13rprtIndiTOrHniXViNBrZuXMnmzdvpri4GIAePXowcuRI6tat6/R2evbsyU033VTpLxCWOvE0rVu3pqLfQmpiikJPPIbcRU1ZQV15Jav3s1zdqHv37jb3+WJWT3Bt3YaGhrJv3z7rpP2+RE3HkZqygrrySlbv4FLj05tvvsnbb79NSEgIDzzwAC1atLBeSUNUPcu4zubNm3vdAeYuUif2pE7seVqdpKSksGbNGjIzMwFo1qwZN998c6V/gbVw5Zdrs9nM2bNnpcePkzztGHInNWUFdeWVrN4vJycHk8lkN+zOF7N6gmvrNjQ0FKPRyJUrVwgKCqrp4lUpNR1HasoK6sorWb2DS8PuWrdujUajYc+ePTRo0MAd5aoWMvRCCFEdLl++zLp16zhy5AgAtWvXZtSoUXTv3r1G/miofeiFnPuFEN7m6NGj/Pjjjzz99NMEBwe7tA21n/uvZ9jdhQsX+PTTT3nwwQdp2bKlm0oohBBVz5OG3bn0refcuXNMmTLFqxuevInJZOL48eMyhLEUqRN7Uif2arpODAYDsbGxfPzxx9bJSvv168eTTz5Jz549a6zh6cSJE9X+ut6qpo+h6qSmrKCuvJLV+2VmZuLn52fTYO6rWT3BtXUbGhoKlPyY5GvUdBypKSuoK69k9Q4uffNp06YNubm5VV0W4YCiKFy+fLlG5jvxVFIn9qRO7NVUnSiKwuHDh/noo4/YvHkzRqOR1q1bM3v2bMaPH09gYGC1lufasmVnZ9fY63sbNb2v1JQV1JVXsnq/ixcv0rBhQ5v5hnw1qye4tm79/PyoW7euTzY+qek4UlNWUFdeyeodXBp299///pe3336bgwcP0rhxY3eUq1rI0AshRFW7ePEia9assfYuqlevHmPGjKFr164eM0mp2odeyLlfCOFtvvrqK+rXr8/UqVNd3obaz/3XM+wOYOHChYSGhl7XPhBCiOrm9cPuJk+ezNChQxk4cCDffPMNSUlJnD59usybuH4mk4kjR454Zdc6d5E6sSd1Yq8666SwsJB169bx6aefcuLECXQ6HUOGDGHOnDl069bNoxqejh49WtPF8Bpqel+pKSuoK69k9W6KopCZmUnDhg1t7vfFrM64cuUKLVq0sM4/6w5l1W1oaKhP9nxS03GkpqygrryS1Tu4dIm6Nm3aoNFoUBSFBx980OF6Go0Go9HocuHEn65evVrTRfA4Uif2pE7subtOzGYziYmJbNiwgStXrgDQoUMHxo0bR/369d362q4qLCzEz8+vpovhNdT0vlJTVlBXXsnqvfLz8yksLLRrfALfy+qMN998s1q+X1xbtyEhIT47Z6KajiM1ZQV15ZWsns+lxqcHHnjAY37FVwOdTkePHj1quhgeRerEntSJPXfXydmzZ4mKiiI9PR2A+vXrM27cODp06OC217xeOp2OiIgIkpOTa7ooXkFN7ys1ZQV15ZWs3u3ixYsANGrUyOZ+X8xakSNHjvDxxx/z/vvvM3v2bLe9Tll1GxoaypUrVzAYDD71A46ajiM1ZQV15ZWs3sGlxqfFixdXcTFEedQ+Rr8sUif2pE7suatOCgoK2LhxI3v37gVKJiIdOnQoAwYMQK936bRabSx1IpyjpveVmrKCuvJKVu+WmZmJVqu1XnHNwhezVuTJJ59k9uzZdOzY0a2vU1bdWnozZ2dn2zUEejM1HUdqygrqyitZvYNnf0sSQggPYjab2bNnDzExMRQWFgLQrVs3xowZIxNXCyGEcIvMzEzq16/vdV8yqtrPP//MwYMHWb58Ofv27atw/aKiIoqKiqz/z8vLA7DOk2L5V6fT2SwbjUbMZjMARqMRjUaDVqslKCgIgMuXLxMaGopWq0Wr1WIwGNDpdNZlvV6PRqOxLlu2U3rZz88PRVGsy2azGZPJZF02m83o9XqHyyaTCUVRrMtl5bg2k0ajsS5bym40Gq1XzCqd1dszlbVsMBisx4LBYECr1fpEpvL2k6IomM1mFEWxyeHNmcrbT5b3rS9lKm8/WbI6m8kTuDTheGnbtm3j448/Zv78+Xz88cds27atKsolStHpdHTr1k31HzpKkzqxJ3Viryrr5NSpU3z++edERUVRWFhIkyZNmDFjBrfffrtXNTzpdDo6d+5c08XwGmp6X6kpK6grr2T1bmVNNg6+mdWRgoIC/va3v/HOO+84/Td3/vz5BAcHW29dunQBsPb+TU5Oti4nJiZy7NgxABISEjh9+jTdunVj7969pKWlWdfR6XRcvnyZuLg4MjMzAYiJiSE7OxuA6OhoayOX5fOC0WgkKioKo9FIYWEhUVFRQEljWHR0NFDSmyomJgYo2d9xcXEAZGRkEB8fD0BaWhq7du0CIDU1lYSEBACOHTtGYmJihZlSU1MB2LVrlzVTfHw8Fy5coFu3bmzbts1nMmVkZADY7ae8vDy6devGxo0bfSZTeftJURRSU1NRFMVnMjnaTwUFBaSlpaHT6Xwmk6P9dPnyZTIzM9HpdE5lspTVE2gUS3N3JcXHx/Pggw9y/PhxoORKHJZ5oG644QYWLVrEgAEDqq6kbuAtl9s2mUwkJiYSERGhig8YzpA6sSd1Yq8q6iQ3N5f169dz8OBBAAICAhgxYgS9evXyynq21Imfn59XdtetCpU596vpfaWmrKCuvJLVu33wwQfcdNNNjBw50ub+ymb15qEaL7/8MuvXr2fXrl1oNBo2bdpEZGQku3fvpnfv3mU+59qeT2fOnKFLly6cPHmSVq1aVdjz6dChQ3Tp0gU/Pz9rT4bPP/+cdu3aMWrUKJ/q+ZSUlGST1dszldfzKSkpic6dO+Pv7+8TmcrbTyaTiQMHDnDTTTdZt+ntmRztJ6PRyIEDB+jevTsajcYnMjnaTwaDgcTERGvWijJdvXqVlJQUOnToQK1atco8X1YXl4bdHTp0iDFjxlBQUMDo0aOJjIwkLCyMc+fOERsbS3R0NGPHjmXHjh3WXxnE9QkMDKzpIngcqRN7Uif2XK0To9HIjh07iIuLo7i4GICePXsycuRI6tSpU5VFrHYBAQEe1QXX06npfaWmrKCuvJLVOxUVFZGXl+dwjiFfyurIqVOneP/99/n111/JyckBsF5d9sqVK1y5coW6devaPc/f3x9/f3/r/3NzcwGsDW+lG+BKL1u+uAUGBqLX69Fqtdb7Q0NDuXz5ss38jqUnH6/MskajsS5bvqQ6u+yo7OVlcrRcVlZvz1TWsp+fnzWrn5+ftdOEt2eqqOx16tRBo9HY5PDmTBVl9bVMjvZTRVkdlb2mudTz6a677uLXX39l5cqVjBs3zu7xtWvXMmnSJG699VZ++umnKimoO3hLzychRPU6duwYa9eu5dKlSwC0aNGC8ePH07x58xouWdXw5l+/q4Kc+4UQ3uLMmTN8+eWXzJo1i2bNml3Xtrz13G/p5eRIv3792LFjR4XbSU9PJzw8nLS0NFq0aOFSWdasWUNqaiqPP/64S88XQojqVlxczNGjRz2i55NLcz5t2rSJ22+/vcyGJ4Bx48Zx++23Exsbe12FEyWMRiO7d+/GaDTWdFE8htSJPakTe5Wtk6ysLH788Ue+//57Ll26RJ06dZgyZQozZ870mYYno9Ho1EStooSa3ldqygrqyitZvdfFixcBypzzydeyOtK9e3diY2Ntbv/6178A+Oyzz/jkk0+q/DUd1a2l55OLs5Z4JLUcR6CurKCuvJLVO7g07C4nJ4c2bdqUu06bNm2sXWPF9dFoNISGhlq7hwqpk7JIndhztk6Ki4vZunUr27Ztw2QyodVq6du3L8OHDycgIKCaSls9NBoNISEhNvNgCMfU9L5SU1ZQV17J6r0yMzMJDg4u89dqX8vqSEhICMOHDy/zsV69etGzZ88qf01HdRsaGorRaOTKlSvWq995O7UcR6CurKCuvJLVO7jU+NSsWbMKu7fu3LnzursHixI6nY727dvXdDE8itSJPakTexXViaIoHD58mHXr1lnngmjTpg3jx4+ncePG1VXMaqXT6Wjbtq316h2ifGp6X6kpK6grr2T1Xo6udAe+l9WTOKrb0NBQoORqU77S+KSm40hNWUFdeSWrd3Bp2N2kSZPYtGkTr776KoWFhTaPFRYWMnfuXGJjY5k8eXKVFFLtjEYj8fHxXtm1zl2kTuxJndgrr04uXLjAN998w7Jly6xzAN1555088MADPtvwBCV1snPnzpouhtdQ0/tKTVlBXXklq/e6ePGiw8YnX8taGcOHD0dRFIdXurtejuo2JCQEKGl88hVqOo7UlBXUlVeyegeXej69+uqrrFq1infeeYfPP/+cvn370qRJE86fP8/u3bu5ePEibdu25dVXX63q8qqSVqulefPm1tnrhdRJWaRO7JVVJ4WFhWzatImdO3eiKAo6nY7BgwczaNCgGp+ErzpotVqaNWtmvVKQKJ+a3ldqygrqyitZvZPRaOTy5csOG598KauncVS3tWrVok6dOj7V+KSm40hNWUFdeSWrd3CpxA0aNGDHjh1Mnz6dK1euEBUVxaJFi4iKiiIvL48HH3yQHTt2UL9+/Upve9myZUyePJkWLVpQp04dunfvzsKFC20m9hs+fLj1kpGlb0eOHHEljsfTarW0atXKKw8wd5E6sSd1Yq90nZjNZhISEvjwww/ZsWMHiqLQqVMn5syZQ2RkpCoanqCkTsLDw2u6GF5DTe8rNWUFdeWVrN4pKysLRVFo1KhRmY/7UlZPU17dhoaGkp2dXf2FchM1HUdqygrqyitZvYPLJW7YsCELFy4kJyeHAwcOsGXLFg4cOEBOTg5fffWVw19pKvLBBx9Qu3Zt3n//fX7//XfGjx/PrFmzeOONN2zWGzRoENu3b7e5tW7d2tU4Hs1oNBIXF+eVXevcRerEntSJPUudnD59mq+++ooVK1aQn59PgwYNuO+++7j77rut8zeohdFoZNu2bTVdDK+hpveVmrKCuvJKVu+UmZkJlH2lO/CtrJ6mvLq1XPHOV6jpOFJTVlBXXsnqHVwadlean58fN954Y1WUBYDff//d5o/siBEjuHTpEh988AGvvvqqtYUvJCSE/v37V9nrejKtVku7du28snXTXaRO7Emd2Lt69SpnzpwhJiYGKOkuP2zYMPr164def92nP6+k1Wpp27atT/1q605qel+pKSuoK69k9U4XL14kMDCQOnXqlPm4L2X1NOXVbWhoKCdPnqz+QrmJmo4jNWUFdeWVrN7B4759lfXrTo8ePfjiiy/Iz8/3mStLVIZlXKf4k9SJPamTP5lMJvbs2UNsbKz1oggRERGMGjWKevXq1XDpapZWqyUsLEwan5ykpveVmrKCuvJKVu+UmZnpcMgd+FZWT1Ne3YaGhpKXl4fBYMDPz6+aS1b11HQcqSkrqCuvZPUOTjWXjRgxgpEjR5Kenm79vzO3kSNHVkkht27dSvPmzW0anjZv3kydOnUICAhg2LBhxMXFVbidoqIicnNzbW5Q8kXV8m9Zy0aj0WbZbDaXu2wwGGyWLfNVWZYVRbFbBmyWzWazdbm4uJiNGzdaX8PSxa70sslksln29EyOcjibqaioiJiYGIqKinwm0/XuJ6PRyMaNGykuLvaZTK7sp+PHj/P555+zZs0aCgsLqVOnDvfffz8TJ06kXr16XpmpKveT0Whk8+bNCOcYjUZiYmK8smtzZakpK6grr2T1TpmZmeVOY+FLWT1NeXVrGa7vKz/iqOk4UlNWUFdeyeodnGp82rRpE5s2baKgoMDm/87crtfWrVv56aefePbZZ633DRs2jP/85z+sXbuWr7/+moKCAkaNGsX27dvL3db8+fMJDg623iyT7iYlJQGQnJxMcnIyAImJiRw7dgyAhIQEUlNTAdi1axdpaWkAxMfHk5GRAUBcXJx1bH5MTIz1D1J0dDR5eXkAREVFUVhYiNFoJCoqCqPRSGFhIVFRUQDk5eURHR0NlPxBswwVysrKwmQyodVqycjIID4+HoC0tDR27doFQGpqKgkJCQAcO3aMxMREj86UmZlpbTB0JdPRo0fp1q0bhw8f9plM17uftFotxcXF1kZVX8hUmf2UlZXF0qVL+e6777hw4QIBAQG0atWK+++/n+DgYK/M5I79pNVqCQ4ORjhHq9XSrVs3r+zaXFlqygrqyitZvY+iKBU2PvlKVk9UXt1aGp98Zd4nNR1HasoK6sorWb2DRil9GTkPk56eTr9+/ejcuTPR0dEOKzg/P5+uXbvSpUsX65e0shQVFVFUVGT9f25uLuHh4WRlZREaGmrtuaDT6WyWjUYjGo3GuqzVatFqtQ6XDQYDOp3OuqzX69FoNNZlKGmxLL3s5+eHoijWZbPZjMlksi6bzWb0er3DZZPJhKIo1uWyckgmyeSLmYzGkgm0t23bZu0J1Lt3b+sV7Lwxk7v3U3FxMUePHqVz587odDqH50xflZubS3BwMDk5OaofhimE8EyXL1/mv//9L/feey/t27evkm2aTCaSk5NVe+5PT08nPDyctLQ0WrRo4fJ2FEXh7bffZvTo0fTr168KSyiEEFXP8rm/Q4cONX51b49tLsvOzmb8+PE0aNCA5cuXl9uyV6dOHSZMmMDevXvL3aa/vz/16tWzuQHWP8A6na7MZb1eb7NsKYujZT8/P5tljUZjs6zRaOyWAZtlrVZrXTaZTGzcuBGDwYBWq7V+IS29rNPpbJY9PZOjHM5mMpvNrFu3DrPZ7DOZrnc/GQwGYmJirI0ivpCpov107NgxPv30UzZt2oTBYCA8PJxHH32UW265xTpB67p166yNNN6Qyd37yWAwVEmvVLUwGAysW7fO2rDpy9SUFdSVV7J6n4qudAe+k9UTlVe3Go3Gp654p6bjSE1ZQV15Jat3cGnC8ZkzZzJlyhQmTZrkcJ1Vq1bxyy+/sHDhwkpv/+rVq9xyyy3k5OSwfft21Q8R0el09OnTR5W/UjkidWJPTXVy6dIl1q5dax32VrduXUaPHk1ERIS1IQfUVSfO0ul09OzZk3PnztV0UbyCmo4hNWUFdeWVrN4nMzMTPz+/cj8D+0pWT1RR3YaGhvrMnE9qOo7UlBXUlVeyegeXGp8WL15M69aty218OnDgAF9//XWlG5+MRiN33nknycnJbNmyxamZ3PPz81m1ahV9+vSp1Gt5C61WS/369Wu6GB5F6sSeGuqkuLiYLVu2EB8fb50HrX///gwdOpSAgAC79dVQJ5Wl1WoJDQ2VxicnqekYUlNWUFdeyep9Ll68SIMGDWx+ULmWr2T1RBXVbUhICKdOnarGErmPmo4jNWUFdeWVrN7BbcPuCgsLrcM9KuPxxx9n1apVvPLKK+Tm5rJjxw7rraioiC1btjBp0iQWLVpEbGws33//PUOGDOHcuXO89tprbkhS8wwGA6tXr/bKrnXuInViz5frRFEUkpKS+Oijj9iyZQsmk4l27drx2GOPMWbMmDIbnsC368RVlq66wjlqOobUlBXUlVeyep/MzEwaNWpU7jq+ktUTVVS3lmF3Hjx1rtPUdBypKSuoK69k9Q4u9XwCHP4SoygKaWlprFmzhmbNmlV6u5YrOT3zzDN2j6WmphIWFkZxcTEvv/wyly5dok6dOgwcOJDPPvuMvn37Vvr1vIFer2fIkCEuNeb5KqkTe75aJ+fPn2fNmjWcPHkSKPm1cezYsXTq1KncX4TBd+vkeuj1egYOHEh6enpNF8XG8ePHee+999ixYwdJSUl06tTJeiXS0r766isWLFjA6dOn6dixI2+//Ta33HKL28qlpmNITVlBXXklq3exXOmuoonGfSGrp6qobkNDQzEYDOTn51O3bt1qLl3VUtNxpKasoK68ktU7OF1irVZr80Vv3rx5zJs3z+H6iqLwwgsvVLpAli+Y5Vm7dm2lt+vNNBqNXJHpGlIn9nytTq5evUpsbCy7d++2XqVt8ODBDBo0yDrRdkV8rU6qgkajISgoqKaLYefQoUOsXr2afv36Wa/Sd62ffvqJWbNm8corrzBixAiWLFnC1KlT2bJlC/3793dLudR0DKkpK6grr2T1LgUFBVy9erXcycbBN7J6qorqNjQ0FCi5KqG3Nz6p6ThSU1ZQV17J6h2cHnY3dOhQ602j0dCyZUub+yy3yMhIbrvtNj755BPeeustd5ZdNQwGAytWrPDKrnXuInViz1fqxGw2s3fvXj788EN27dqFoih07tyZOXPmMHz4cKcbnsB36qQqWbrqepqJEyeSlpbGzz//TM+ePctcZ+7cudx99928+eabREZG8tlnn9GnTx/eeOMNt5VLTceQmrKCuvJKVu9y8eJFAKeG3Xl7Vk9VUd2Wbnzydmo6jtSUFdSVV7J6B6d7PpW+NLdWq+XBBx/02TmWPI1er2fMmDFe2bXOXaRO7PlCnaSnpxMVFcXZs2eBkktMjx8/nnbt2rm0PV+ok6qm1+sZOXIkqampNV0UG1pt+b+FnDhxgqNHj7JgwQKb+++++26ee+45ioqK8Pf3r/JyqekYUlNWUFdeyepdMjMz0Wg0FU4o6wtZPVVFdVurVi3q1KnjE41PajqO1JQV1JVXsnoHl0pc1nAI4V7eeHC5m9SJPW+tkytXrrBhwwb2798PlHyoGz58OP369bvuy4h6a524kzdemvXIkSMAdOrUyeb+zp07U1xcTGpqqt1jVUVNx5CasoK68kpW73Hx4kXq16/v1Lna27N6sorq1jLpuC9Q03GkpqygrryS1fO57Wp3ouoYjUaioqIwGo01XRSPIXVizxvrxGQysX37dj788ENrw9NNN93Ek08+ycCBA6+7kcQb68TdjEaj9cIO3sTyAT8kJMTmfsvQh6ysLIfPLSoqIjc31+YGJcef5d+ylo1GI0VFRURFRVFYWGj94cVoNJa5bDAYbJYtV0GyLCuKYrcM2CybzWabZcux62jZZDLZLDuTqfRy6RzFxcV2Wb09U3n7yXJ+sJTNFzI52k8Gg8Ga1VcyOdpPlqyWbXljpszMTBo2bFjhfrK8Zy2v4Uwm4RxnPj/4SuOTmj4rqSkrqCuvZPUOLjc+mUwmfvzxRx566CHGjx/PiBEj7G4jR46syrKqll6v5+abb/baFk53kDqx5211cuLECT777DPWrVtHUVERYWFhPPTQQ0ydOrXKJsT2tjpxlsmssD3lEiv2n2F7yiVMZucv9Wzpqqsm8+fPJzg42HoLDw8HsF5NLzk5meTkZAASExM5duwYAAkJCaSnp3PzzTeTkJBAWloaAPHx8WRkZAAQFxdHZmYmADExMWRnZwMlV27Ny8sDsDbolP6wUFhYSFRUFAB5eXnWBsHs7GxiYmKAkqE3cXFxAGRkZBAfHw9AWloau3btAkquApuQkADAsWPHSExMrDCTZcjlrl27bDJlZmZy8803s337dp/JVN5+0uv16PV6rl696jOZHO2n0nwlk6P9dPXqVeu+9dZMmZmZhISEVLifsrOzqVu3Lnq93qlMKSkpCOc48/khJCTEJxqffPWzUlnUlBXUlVeyegeNYvnZpRLy8/MZM2YMO3bsQFEUNBoNpTdj+b9Go/HoX1lyc3MJDg4mJyfHo2eMVxSFwsJCAgICKry0vFpIndjzljrJzs4mOjqaw4cPAxAYGMjIkSPp2bNnhfP+VJa31EllrE3K4PXfD5OR8+cXyrDgAOZO7MK4bmEVPl9RFAoKCkhNTaVz584eOQRvxowZ7Nmzx9o4BCVfziZMmMCRI0fo2LGj9f7169czZswYkpOTHQ67KyoqoqioyPr/3NxcwsPDycrKIjQ01Pp3SqfT2SxbflEyGAzo9Xp0Oh1arRaj0YhWq7VbNhgM1nUsz9FoNNZlKPm1qvSyn58fiqJYl81mMyaTybpsNpvR6/UOl00mk/VqkI5yXJtJo9FYl0vn0Gg0FBcX22T19kzl7SeNRsOVK1eoU6eOTT5vzuRoPymKQn5+PnXq1EGj0fhEJkf7yWw2k5+fT926dVEUxesyFRQU8N577zF58mS6du1a7n4ymUwUFBRYs1aUqbi4mKNHj3rsud/d0tPTCQ8PJy0tjRYtWpS7rjOfHxISEli5ciWvvPKKV34JtPDFz0qOqCkrqCuvZHXMcu7v0KEDtWrVqoYSOubSN7233nqL7du38/rrr5OZmYmiKMybN4+MjAyWLFlC27ZtueOOO2w+7AvXWYbJeGPXOneROrHn6XViMBjYvHkzH330EYcPH0aj0dCnTx+efPJJevfuXeUNT+D5dVJZa5MyeOy7fTYNTwDncgp57Lt9rE3KqHAbRqORjRs3uquIbmNpWLLM/WRx5MgRatWqRdu2bR0+19/fn3r16tnc4M+5r3Q6XZnLli/tlh4HlmNUr9eXuezn52ezbPlAYFnWaDR2y4DNslartVm2fKFxtKzT6WyWnclUerl0DrPZbJfV2zOVt5+MRiMxMTHWxgRfyORoP5lMJmtWX8nkaD9ZsloafbwtU05ODlBypbuK9pPZbLbJ6kwm4RxnPj9Yhn1berN5K1/7rFQeNWUFdeWVrN7BpZ5PHTt2pEGDBtbuvVqtlnnz5lmvfpeens5NN93Es88+y0svvVS1Ja5C3tLzSQhPZTKZKvwwqygKf/zxB+vWrbN2T2/ZsiU333wzTZs2rY5i+gSTWWHwghi7hqfSwoID2PrCCHTa8n8FMZlMJCcne+yv32X1fIKSvz19+vThu+++s943ePBg6tWrZx2e4gw59wshPNWBAwf47bffePHFF6v8Cp6efu53t8r0fHJGTk4O//73v5k2bRo33HBDFZRQCCGqnif1fHKpj+jp06eZMGGC9f9ardaml1OLFi2YMGECX3/9tUc3PnkLRVHIy8sjKCjI57sROkvqxF5118m+fftYvXo1EyZMoGfPnmWuk5mZydq1azl+/DgAQUFBjB49mhtvvLFayuhLx8mu1KxyG54AMnIK2ZWaxYB2DRyuY6kTT1NQUGBtQDp16hS5ubn8/PPPAAwbNoxGjRoxb9487r33Xtq1a0dkZCRLlixh586d1nlc3MGXjqGKqCkrqCuvZPUemZmZ1KtXz6mGJ2/P6smcqdt69eqh0+m8ft4nNR1HasoK6sorWb2DS+NcLPMjWAQHB1snVrRo2rQpp0+fvr7SCaCka92WLVu8smudu0id2KvOOtm3bx8rV67EZDKxcuVK9u3bZ/N4UVER69ev55NPPuH48eNotVoGDRrEnDlziIiIqLYTpS8dJ+dyrjq3Xm75DVRGo9Haa9WTXLhwgTvuuIM77riDTZs2kZaWZv3/oUOHALjnnnv44osv+OGHHxg7dizbtm3j119/ZcCAAW4rly8dQxVRU1ZQV17J6j0sV7pzhrdn9WTO1K1Go/GJScfVdBypKSuoK69k9Q4uDbvr1asX7dq1Y+nSpUDJr9KnTp3ijz/+wN/fH0VR6N27N9nZ2R59ZQ0ZeiFE5Vkanq41adIkevTowcGDB1m/fr21d0379u0ZN26c0x+mhS2jyczqgxm8vTqZC3kVz6P36oTOPDTE8fxHIEMv5NwvhPBUH330Ee3atWP8+PFVvm21n/uretgdwPfff49Op+Puu++uku0JIURV86Rhdy71fBo5ciSxsbHW1rbp06dz+vRpBgwYwHPPPcfgwYPZv38/t912W5UWVq3MZjNZWVmYzeaaLorHkDqxVx114qjhCWDlypV8+OGH/PLLL+Tl5REaGso999zDvffeW2MNT958nBQZTfy46zQjP9jMX37a71TDE0D9OuX/UTGbzV7/K2118uZjqLLUlBXUlVeyegeTyURWVpbTfzO9Oaunc7ZuQ0NDvf5vqpqOIzVlBXXllazewaXGp1mzZvHss89y8eJFAGbOnMkTTzzBgQMHeP/999m+fTu33nor8+bNq8qyqpbJZGL37t3WK/IIqZOyuLtOymt4ssjKykKn0zFixAgef/xxOnbsWKNjkb3xOMkvMvLllhMM/UcsL/1ykFOXCgit7ccdvZz7lbZpcGC5j5tMJrthksIxbzyGXKWmrKCuvJLVO2RlZaEoCo0aNXJqfW/O6umcrVtL45MLA0k8hpqOIzVlBXXllazewaVhd45cvHiREydO0KpVK6+4ipUMvRDCOc40PJU2adIkh5OQi7JlFxTzdfwpFsWnkl1gAKBpvQAeGdqWu/uG46/XqeZqd+4m534hhCdKTk5m6dKlPPPMM9StW7fKt6/2c787ht0dOXKEJUuWuG2fCSHE9fL6YXdvvPEG3377rd39jRo1ol+/fl7R8ORNzGYzFy5c8Mqude4idWLPXXViMpn4/fffK/Wc33//3SNa473hOLmQW8g7UckMejeGf204SnaBgdYNarPgthvZ/PxwZg5uQ+1aenRaDXMndsFRs5IGmDuxS4UNT2az2dprVVTMG46hqqKmrKCuvJLVO1y8eJGAgADq1Knj1PrenNXTOVu3oaGhAF499E5Nx5GasoK68kpW7+BS49Nbb73FwYMHq7oswgGz2UxSUpJXHmDuInViz111otPpKt2dXFEUj/hV1ZOPk9OXCnjl14MMXhDL/+JOkF9sonNYPT6a1oONzwznrj4t8dfb1uG4bmF8el9PwoIDbO4PCw7g0/t6Mq5bWIWvazabSU5OrtIsvsyTj6GqpqasoK68ktU7ZGZm0qhRI6eHq3tzVk/nbN2GhIQA3t/4pJbjSE1ZQV15Jat3cGnYXfv27RkxYgT/+9//3FGmaiNDL4RwTmxsLJs3b3Z6/cjISIYNG+bGEnmvP87l8emm4/yemIHJXHL67d0qlCci2zO8o3NfOkxmhV2pWVzIK6RxUAB929SvsMeTzfNVPvRCzv1CCE/0v//9j6ZNmzJp0iS3bF/t5353DLsD+Oc//0nfvn3lc48QwiN5/bC7u+++m7Vr15KTk1PV5RFlMJvNnDlzxitbN91F6sSeu+okJSWFQ4cOOb2+JzU8edJxknD6Mg9/vYex/47jt/1nMZkVhnVoxNJHB/DzYwOJ7NTY6V+7dVoNA9o1YHL35gxo16BSDU9ms5mMjAxXY6iOJx1D7qamrKCuvJLV8ymKQmZmZqWuDuutWb1BZeo2NDSU7Oxs9xfKTdR0HKkpK6grr2T1Di41Pr366qtEREQwYsQIVq9ezYULF6q6XKIUs9lMSkqKVx5g7iJ1Yq+q6+Ty5cssWbKEb7/9lszMTGrXrk3Hjh3LfY4nNTxBzR8niqKw9Vgm077YwdRP4tmQfB6NBibcGMaqJwfz9cy+9G1Tv1rLZDabOXHiRLW+pjer6WOoOqkpK6grr2T1fDk5ORgMhko3PnljVm9Qmbq1XPHOW6npOFJTVlBXXsnqHVwadmfpqqsoSrm/1Gs0GoxGo+ulczMZeiGEPYPBwLZt29i6dStGoxGNRkPfvn0ZPnw4gYGBbN68mdjYWLvneVrDU00ymxXWJ5/nk9jjHEgv6SGq12qY2qM5s4e3o12jmr0ijtqHXsi5XwjhaY4fP87333/PU089ZZ3Euqqp/dzvrmF3MTExHDhwgL/+9a9Vtk0hhKgqnjTsTu/Kk4YMGeL08BBx/cxmM2lpaYSHh6PVutRZzedIndi73jpRFIUjR46wbt06a/fx1q1bM378eJo0aWJdz9LAVLoBylMbnqr7ODGYzPx+4Cyfbkrh2IUrAAT4abm7T0tmDW1L85BAt5ehIpY6Ec5R07lGTVlBXXklq+e7ePEier2e4OBgp5/jrVm9QWXqNjQ0lNzcXIxGI3q9S1+tapSajiM1ZQV15ZWs3sGlM+SmTZuquBiiPJZxnc2bN/e6A8xdpE7sXU+dXLx4kbVr15KSkgJAvXr1GDNmDF27di2zobl0A5SnNjxB9R0nhQYTy/ak8XncCdIvXwUgKEDP9AGteXBQaxrU9Xfba1eW2Wzm7Nmz0uPHSWo616gpK6grr2T1fJmZmTRo0KBSZfbWrN6gMnVr6amWnZ1dqWGTnkJNx5GasoK68kpW7+DSsDtfIUMvhNoVFhYSFxfHjh07MJvN6HQ6Bg4cyJAhQ2q8W6Y3yCs08P3O03y5JZXMK0UANKxbi5mD23Bf/1bUC/Cr4RKWTe1DL+TcL4TwNIsWLaJevXrcdtttbnsNtZ/73TXsLicnh3//+99MmzaNG264ocq2K4QQVcGTht1dV1NZcXExUVFRfPDBB7z55pvW+wsLC7lw4YJXToLliUwmE8ePH8dkMtV0UTyG1Im9ytSJoigcOHCAjz76iPj4eMxmMx06dODxxx9n5MiRNX5iqiruOk6y8ot5P/oPBr0bw7trjpB5pYjmIYG8MbkrW18YwePD23t0w5NMOO48NZ1r1JQV1JVXsnq+yl7pDrw3qzeoTN0GBQWh1Wq9dtJxNR1HasoK6sorWb2Dy41PK1eupGXLlkycOJFnn32WefPmWR9LTEwkLCyMn376qSrKqHqKonD58mVU3EnNjtSJPWfrJCMjg4ULF/Lrr79y5coV6tevz7Rp05g2bRoNGjSoptJWj6o+TjJyrvLG74cZ9G4MH8YcJ7fQSLtGdXjvjpvY9NxwHhjQmgA/z/41WVEUr74kdHVT07lGTVlBXXklq2crKCigoKCg0o1P3pjVW1SmbrVaLSEhIV7b+KSm40hNWUFdeSWrd3Bp2N22bduIjIwkLCyM5557jh07dvDjjz/atL517NiRbt26sXz58iotcFWSoRdCTQoKCoiJiWHPnj0A+Pn5MXToUAYMGOCVE2RWp9TMfD7blMIvCekYTCWnzBubB/NEZDvGdGmKVutdF2BQ+9ALOfcLITzJqVOnWLx4MY899hiNGzd22+uo/dzvrmF3AN9//z06nY677767SrcrhBDXy+uH3b355puEhISwd+9e5syZU+b45t69e3PgwIFKb3vZsmVMnjyZFi1aUKdOHbp3787ChQvtWva++uorOnToQEBAADfddBOrVq1yJYpXMJlMHDlyxCu71rmL1Ik9R3ViNpvZvXs3H374obXhqVu3bsyZM4chQ4b4dMPT9R4nh87m8MQP+xj5/iaW7EnDYFLo37Y+38zsy8o5gxjXLcwrG56OHj1a08XwGmo616gpK6grr2T1bJmZmWg0GurXr1+p53ljVm9R2br15p5PajqO1JQV1JVXsnoHl7517ty5k9tvv73c7sHh4eGsWLGi0tv+4IMPaN26Ne+//z6NGjVi/fr1zJo1i7S0NObOnQvATz/9xKxZs3jllVcYMWIES5YsYerUqWzZsoX+/fu7EsnjXb16taaL4HGkTuxdWyenTp1izZo1nDt3DoDGjRtz880307p16xooXc1w5TjZfTKLT2KPE/vHRet9Izs15vHIdvRqVbkvB56osLAQPz/PnJPKE6npXKOmrKCuvJLVMymKwvnUs4SGhrr0Y5A3ZfU2lanb0NBQDhw4gKIoZV4l2NOp6ThSU1ZQV17J6vlcanwqKiqqcKhCdna2S5f++/33320atUaMGMGlS5f44IMPePXVV9FqtcydO5e7777bOsl5ZGQkiYmJvPHGG0RFRVX6NT2dTqejR48eNV0MjyJ1Yq90neTm5rJ+/XoOHjwIQEBAAJGRkfTu3VtVXe0rc5woisLmoxf5JDaFXSezANBq4JaIZjw2vB2dwzxseFZ2GhRcgtoNICTc6afpdDoiIiJITk52Y+F8h5rONWrKCurKK1k9V0HCBc4mniS0WVCln+ttWV0VFRXFggULOHz4MLm5uTRv3pwpU6Ywd+5cgoOD3fKala3b0NBQDAYDBQUF1KlTxy1lche1HEegrqygrryS1Tu41PjUtm1bdu/eXe4627dvp1OnTpXedlm9qXr06MEXX3xBfn4+Fy9e5OjRoyxYsMBmnbvvvpvnnnuOoqIi/P39K/26nkztY/TLInViz2QycejQIXJyctiyZQvFxcUA9OzZk5EjR3rdh6Gq4MxxYjIrrE06xyebjnPobC4AtXRabuvVgkeHtqV1Qw+st+w0+LAnmIpBVwue3Od0A5SlToRz1HSuUVNWUFdeyeqZFJNC7vpTZGvyaX8pBMWkoNE532vGE7N+8803dO/enYiICIfrJCUlsW/fPh544AGntpmVlUW/fv146qmnaNCgAUlJScybN4+kpCSio6Orqug2Klu3oaGhAFy+fNnrPm954nHkLmrKCurKK1mr3qlTp1x6XqtWrRw+5lLj02233cZbb73FokWLePDBB+0ef++990hKSuIf//iHK5u3s3XrVpo3b05QUBBbtmwBsGvY6ty5M8XFxaSmpjps9CoqKqKoqMj6/9zcki+alvGSln91Op3NstFoRKPRWJe1Wi1ardbhssFgQKfTWZf1ej0ajca6DGA0Gm2W/fz8UBTFumw2mzGZTNZls9kMYF3W6/U2yyaTCUVRrMtl5fDETNfmcDZTWfvM2zNd735KSUkhOjqaK1euANCsWTMmTJhA8+bNMRgM1nnTvCnT9e4ng8Fg874pncmMll8T0vlscwqpmQUA1K6lY1rfljw4sBVN6vl7ZCaj0YhfxoGShicAUzHms/sx1w1zaj9pNJrrHhZQXFzMhg0bOHLkCPn5+bz66qtAyXC+3NxcGjZs6FLPVyGEUJOCAxcovFxAfmAR9Qr8KUi8SJ0e7ptwvDrMmDGDefPmldv4tGLFCl577TWnG5/uu+8+m/8PHz4cf39/HnnkEc6ePUuzZs2uq8xVoXTjU1VPZi6EEDWhbdu2Ll1Rz9JuURaXvh0899xzdO7cmYcffpjRo0ezceNGAJ5//nmGDBnCCy+8QPfu3ZkzZ44rm7exdetWfvrpJ5599lkA62R+ISEhNutZTvpZWVkOtzV//nyCg4Ott/Dwkp4CSUlJACQnJ1t7BCQmJnLs2DEAEhISSE1NBWDXrl2kpaUBEB8fT0ZGBgBxcXFkZmYCEBMTY72UeXR0NHl5eUBJt+HCwkKMRiNRUVEYjUYKCwutQwXz8vKsv+BkZ2cTExNjzZyZmYlOpyMjI4P4+HgA0tLS2LVrFwCpqakkJCQAcOzYMRITEz06U2ZmJnFxcQAuZTp69CjdunXj0KFDPpPJ1f20bt06vv32W3744QeuXLlCYGAgkydPplmzZgQFBXllpqraTxs3bqRbt27k5eVZM6VnnOfVb2MY/s9YXlh+kNTMAoID/ZjRuxH/GlGXv9/ShatZGR6Z6cqZI+z49XO4YNtzKe9UIvtWL4LstAr3k06nu65J5leuXEnLli2ZOHEizz77LPPmzbM+lpiYSFhYGD/99JPL2/c0Op2Obt26+fyvaKCurKCuvJLV81h6PeVoSn78CFFqk7v+FIrJ+Q/63pL1WiaT6bp/oGjQoAGAtZd3Vats3fr7+1O7dm2vnHTcW48jV6gpK6grr2R1j/bt2zNu3Dinbu3bt69wexrFleYsShpE5syZw9KlS21mWtdoNNx555188skn1gYhV6Wnp9OvXz86d+5MdHQ0Wq2W77//nvvuu4+MjAyaNm1qXXfPnj306dOHbdu2MXDgwDK3V1bPp/DwcLKysggNDfWcXg3X9D4xGAwkJibSvXt3NBqN1/U+cVfPp0OHDtG1a1d0Op1PZKrsfjKZTGzbto1t27ZhMpnQaDS0adOGqVOnEhQU5JWZqno/FRUVkZycTLdu3ci9auCnvWf5assJsgpKekQ1DvJn5qBW3DegDbX9tJ6dKf8cyoc90fx/jycFsOu7pKuFec4ezEHNy+35dODAAWrVqlXp7rrbtm0jMjKSsLAwnnvuOXbs2MGPP/5o8zegY8eOdOvWjeXLlzu93eqWm5tLcHAwOTk5Fc5faDKZSExMJCIiwuc/0KgpK6grr2T1PPn7znN56VEO6E+yV5/KfYVDqIWe0Ls6Ot37qbJZq2OohlarZd68ebz22msO15k6dSrx8fGcP3++Uts2mUwYDAYOHz7MzJkzadWqVbkXN7r2c/+ZM2fo0qULJ0+epFWrVuX+TTebzRw6dIguXbrg5+fn1N/0hQsX0qBBA6ZMmeJVn70URSEpKckmq7d/Rna0n6Ck00Hnzp3x9/f3iUzl7SeTycSBAwe46aabrNv09kyO9pPRaOTAgQPW78u+kKmq2gauXr1KSkoKHTp0oFatWg7PmdfS6XS89tpr1ou+VeSNN95g3rx5Vd/zCUp6Gn3//fecO3eOqKgovvvuO1auXMnZs2f58ccfr7vhKTs7m/Hjx9OgQQOWL19u/YXEst2cnByb9S2/NJR3mVp/f3/q1atncwOsf4AtjRjXLuv1eptlS1kcLVtO3JZly/AWy7JGo7FbBmyWtVqtzbJl/LhWq7UemKWXS/dmcJTD0zKVlaMymQIDA30ukzP7SVEU/vjjDz755BPi4uIwmUy0adOGRx99lL59+1K7dm2vy+TO/VSIH++vP8bw97fwz3V/kFVgILx+IG9P7Ubc85HMHn4Ddf31np1JY4Ydn1gbnqCMhicAUzHacwcr3E+BgYFlPbtCb775JiEhIezdu5c5c+Zwww032K3Tu3dvDhw44NL2PZWr9eWN1JQV1JVXsnoOS6+nYowk6k/T0dSMWuhBQ6V7P3lC1hEjRlhvAIsXL7a5z3IbNmwY7dq1Y+XKldZ1K6NVq1YEBgbSq1cvwsLC+OGHH8pd/9oRD126dAGw9mAurzfzqVOnCAwMZO/evU73Zg4NDeXEiRNe15P+3LlzBAYGsnXrVp8bHXDtfsrJySEwMJCNGzf6TKaK9lN6errPZSpzdMCVK5w9e9anMpW3ny5cuOB0JktZPYHLPZ/c6erVq4wePZrTp0+zfft2mjdvbn3sxIkTtGvXjt9++43Jkydb7//www959tlnycvLc7pFrzK/fgvhCS5cuMCaNWusJ5Hg4GDGjBlDly5dvPLSvu6UfrmA/8WdYMnuNIqMJS3wHZsE8XhkOybcGIZe5wVzEmWnwd5FsO8byL/o3HOmLYUOY8tdxdVfv0NDQ7n99tv54osvAHj99dd54403bHo+vfjii3z00UfWucc8kZz7hRA1ydLraa/+BAf1p7mjcAB1+PNiOZXp/VQZ7ur5VHoInWVeQUfr1a9fnxEjRvCf//yHJk2aVOp1EhMTyc/P59ChQ7z11lu0bduW9evXO8xyPT2fXOnVEBsbS2JiIk8//bTP96iRTJJJMnlPJld7PtWtW5e//OUvvP32206t/8orr/Dvf/+b/Px8h+u49O1Lp9Px5ptvlrvO22+/ba3AyjAajdx5550kJyezdu1am4YnKJn4qkOHDixbtszm/iVLljBy5MhKVai3MBqN7N69G6PRWNNF8Rhqq5PCwkLWrl3LZ599RmpqKjqdjqFDh/LEE0/QtWtXNBqN6urEkeMX8nhm6QGG/3MT32w/RZHRzE0tgvnigd6s+csQJndv7tkNT2YzpMTAj9PgPxGw5f2Shqc6jZx7foPyx1sbjUb27dvnUtGKiooqbKzJzs62+SLi7dT0vlJTVlBXXsnqOSy9nq5SzCF9Gl2MLWwanirT+8lTslov5GE2oyiKddjFtTej0ciFCxf46aefKt3wBBAREcGAAQN4+OGHWbFiBbGxsfz6668O1792xINlHkxnejMrimK9srezvZlDQ0PJzc21fkn1ll7nZrPZLqu3jg6oaD9ZslrK7QuZyttPJpOJ/fv3W6fn8IVMjvaTJaul0ccXMjnaT2azmYSEBGtWZzK5IiQkxNrDyhkXLlywm5f7Wi7NOqsoilMzn7vSqerxxx9n1apVvP/+++Tm5rJjxw7rYz169MDf35958+Zx77330q5dOyIjI1myZAk7d+60dqnzNRqNhtDQUOnZUopa6sRsNnPgwAE2bNhgbUXu2LEjY8eOtRtiqpY6cSQxPZtPYlNYd/gcllPPoHYNmNqxNlMGdnGpMbxaXc2G/T/Anq/g0vE/7289BPrOgo43Q/ZpKMqDY+sh9q0/14n8O9wwGvyDoEG7cl9Go9EQEhJi82uws9q2bWv9gOrI9u3bHV5x1Bup6X2lpqygrryS1XMUnczBdLmIRH3JJawjjC1tV1DAlFVI0ckcAtqFlLstT8waGxtL69at3f46ERER+Pn5cfz48YpXdoErdVt6ahDLhOjewBOPI3dRU1ZQV17JWvU6depkHcbnjF27dtG5c+dy13Hbt7GLFy+6NA7dMq7xmWeesXssNTWV1q1bc88991BQUMC7777Lu+++S8eOHfn1118ZMGDAdZfbE+l0Oqdmj1cTNdTJmTNnWLNmDenp6UDJlV3GjRtX5jw7oI46uZaiKOw4kcUnm46z5Vim9f6xXZvw+PD23BQeUnOFc1ZGIuz+Eg4uA0PJVY+oFQTd74E+D0Ojjn+ua2lYunLNJK1hEdCsu1Mvp9PpaNu2rXUMe2XcdtttvPXWWyxatIgHH3zQ7vH33nuPpKQk/vGPf1R6255KTe8rNWUFdeWVrJ7Dv1U9/Ka2IDl6M33b9yCs041262h0GvxbVTwk2BOzDhs2zOb/J06cICcnh+DgYNq2bVtlr7Nz504MBkOVbrM0V+rW0vh0+fJlr2p88sTjyF3UlBXUlVeyVr0hQ4bw+uuvs23bNgYNGlTuuvHx8SQlJfH3v/+93PWcbnz65ptvbP6/f/9+u/ugpMtbWloa33zzDd26dXN281YnT550ar2HHnqIhx56qNLb90ZGo5Fdu3bRt29fz++9UU18uU7y8/PZuHGjdWhUrVq1GDZsGP369Ss3qy/XybUURWFj8gU+2XScfaezAdBpNUy+qRmzh7ejQ5OSrvUeWyfGIji8EnZ/AWk7/7y/cZeSBqeIO0t6MTly7dC6Coba2bz0/9eJK3MdPffccyxfvpyHH36YH374wdp76vnnn2f79u3Ex8fTvXt35syZU+lteyqPPYbcQE1ZQV15Javn0Oi17L54iFr+tRh26yj8/f0rfpIDnpo1JyeH1157jW+++Ybc3Fzr/fXq1WP69Om8/vrrBAcHO729W2+9ld69exMREUFgYCAHDhzgn//8JxEREUyZMsUNCVyr23r16qHVaq0XQfIWnnocuYOasoK68krWqvfAAw/w9ttvc99997Fu3To6dOhQ5npHjx7l/vvvR6vVMn369HK36XRpZ8yYYe3apdFoWLFiRZmXN7UMtQsMDGTevHnObl6UQ6vV0rx5c5+aR+V6+WKdmEwm9uzZQ2xsLIWFhQDceOONjB492qmGAl+sk2sZTWZWH8zg000pHDlXcqWIWnotd/UO55GhbQmvX9tmfY+rk7ImENfqofOkkkanVgPBmS60DdrBk/tKhuA5MdSuNK1WS7NmzVyaELxu3bps2bKFOXPmsHTpUuu8Fu+99x4ajYY777yTTz755Lq+THkajzuG3EhNWUFdeSWr57h8+TIJCQmMGDHius+Vnpj1woULDBkyhGPHjhESEsKwYcNo0qQJ58+fZ//+/fz3v/9lzZo1bNmyhcaNnZtUvW/fvixZsoR3330Xs9lM69atmTVrFs8++6zb5np1pW61Wi0hISFkZWW5pUzu4onHkbuoKSuoK69krXpt2rTh5Zdf5s033+Smm27ijjvuIDIykmbNmgFw9uxZNm3axNKlSykqKuKll16qsDeq01e7+/rrr4GSxqWZM2cyZcoUm6vNWeh0OurXr8+AAQOs3U89lVzxSHiKkydPEhUVZZ3UrUmTJtx88820atWqhkvmGYqMJpbvPcPncSmculQyNK2uv577+rdi5uDWNA4KqOESlsNshtRNsOtLOLoGlJIr7xHUDHo/CD0fgKCm1Vqkqrji0aVLl9i9ezdZWVnUq1ePPn36uDSBbE2Qc78Qoqb8+uuvnDhxgqeeeso6eWx1cdfV7kp76KGHWLRoES+++CKvvPIKderUsT6Wn5/PW2+9xYIFC5g5cyZffvmlW8rgSHp6OuHh4aSlpdGiRQu3vMZ3332Hn58fd911l1u2L4QQlVVcXMzRo0crfbU7izfffJP58+dTVFRkN6e3RqOhVq1aPP/887z++usVbsvpnk+lu1Bt3ryZqVOnMmnSpEoUW7jKaDQSHx/PwIEDfb4bobN8pU5ycnJYv349SUlJAAQEBDBixAh69+5d6dZsX6mT0vKLjPy46zRfbDnB+dySIV6htf2YOagNDwxoTXDt8j+412idODOBuK56v3jAn3Vy7YT1lWWZg8zX+eL7yhE1ZQV15ZWsnuHChQskJiZy8803V0nDkydm/f333xkxYgTvvPOO3WN16tRh/vz57Ny5k5UrV9ZA6Zznat2GhoaSlpbmxpJVPU88jtxFTVlBXXklq/u8+uqrPPzww/z222/s3r3b2lmiYcOG9OnThylTptC8eXOntuVSaRctWuTK04SLtFot7dq1U0U3Qmd5e50YjUa2b99OXFwcBoMBgF69ejFixAibXwkrw9vrpLTsgmIWx59kcfxJsgtK6qdpvQAeGdqWu/uGU7uWc6euGqmTykwgXgO0Wi1t27YlOzv7uraTkJBAQkKCdSLZHj160KNHj6opZDlWrlzJ22+/zeHDh6lbty5Dhgzh3Xffdduks770vqqImrKCuvJKVs+wadMmQkJC6NmzZ5VszxOz5ufn079//3LXGTBgQKWuoFQTXK3b4JAQEvYf4LeEdJrUC6Rvm/rotJ599S1PPI7cRU1ZQV15Jat7hYWF8dhjj/HYY49d13Z8u1nQR1jGdYo/eXOdHD16lLVr11rnBAgPD2f8+PHW8bOu8uY6sTifW8iXW07w/c7TFBSXzCfUpmEdZg9ry9QeLailr9xJttrq5HonEK9GWq2WsLAwlxufdu/ezaxZszh48CBQMhTbMh/gjTfeyJdffknv3r2rqrg2Nm3axNSpU60TIF66dInXXnuNMWPGcPDgQZeusFoRX3hfOUtNWUFdeSVrzTt79izJyclMnjy5yoa8eWLWbt26VXjxoJMnT7p0UaLq5Erdrk3K4LNN6fQwGnhhyR6K8CMsOIC5E7swrluYm0p6/TzxOHIXNWUFdeWVrO6zbt06/vvf/7Jz505yc3OpX78+/fr1Y86cOYwePbpS23Lqm5xWq0Wv13P06FHr/3U6XYU3X+/yVl2MRiMxMTEYjcaaLorH8MY6uXTpEj/88AM//PADWVlZ1K1bl6lTpzJz5szrbngC76wTi9OXCnj514MMWRDLF1tSKSg20TmsHh9N68GGvw3jrj4tK93wBNVQJ9lpsPEN+FdX+OXhkoYnrR663gozouCxeOjzkMc0PEFJncTFxbn03H379hEZGUliYiIjRoxg7ty5fPrpp8ydO9d6f2RkJPv376/aQv+/n376iVatWrFw4UJGjRrFXXfdxWeffUZKSgp79uxxy2t68/uqstSUFdSVV7LWvJiYGBo2bEhERESVbdMTs7788sv8/PPPbNiwoczHo6Oj+fnnn3nllVequWSVU9m6XZuUwWPf7eP0lZLPKkGakqkCzuUU8th3+1iblOG2sl4vTzyO3EVNWUFdeSWre8ydO5fx48ezdu1atFotJpOJgoICVq1axdixY3nppZcqtT2nWoeGDh2KRqOhdu3aNv8X1UOr1dKtWzdVdCN0ljfVSXFxMVu2bCE+Ph6TyYRWq6V///4MHTqUgICqmyjbm+rE4si5XD7dlMLvB85i/v/563q3CuWJEe0Z3qHRdZ9n3FInHjiBeGVotVo6d+5MZmZmpZ/70ksvYTAYWLduXZm/dKxbt46JEyfy4osvsnbt2qoorg2DwUBQUJDNcWG5XLeT186oNG98X7lKTVlBXXkla806deoUKSkp3HHHHVVaLk/MmpOTw5gxYxg7diyjR49m8ODB1qvdbdmyhQ0bNnDLLbdw+fJlvvnmG5vnPvDAAzVUanuVqVuTWeH13w+jAHlKyWS+QdoiMk11UQAN8PrvhxndpalHDsHzxOPIXdSUFdSVV7JWvZiYGN566y2GDBnCwoULadeuHTqdjmeeeYaHHnqIRx99lAULFtC/f/8yL0RXFqevdueL5IpHwp0UReHQoUNER0eTm5sLQNu2bRk/fjyNGjWq4dLVrH2nL/NJ7HE2JF+w3jesQyOeiGxP3zbXNxG223joBOKucPWKR0FBQUyePJnvvvvO4TrTpk1j1apV1mO+Km3ZsoURI0bwn//8h3vvvZdLly7x+OOPc+HCBXbv3u10Fjn3CyGqi6IoLF68mOLiYh555JEa/fG2Oq52p9Vq0Wg0Ff4gULoeLMO3TSaTW8pk4a6r3W1PucQ9X+yw/v+egP0cMjYm0Wjbq/3HWf0Z0K5Blb2uEEI4w9Wr3U2ZMoW4uDiOHz9uvVCRTqfjtddeY+7cuRQWFtKhQwduuOEGNm7c6NQ2ZVycFzAYDMTExDBixIhqvyyvp/L0Ojl//jxr1qyxznsQEhLC2LFj6dSpk9s+eHp6nSiKwtbjmXwSm8L2E5cA0Gjg5m5hPDa8Hd2aB1f5a1ZJnXj4BOKVZTAYiI2NdWmop16vp1WrVuWu06ZNG7d9qRkyZAi//vor06ZN44knngCge/furF27ttzXLCoqoqioyPp/S8OY5YuO5V+dTmezbDQaMRqNbN68maFDh+Lv749Wq8VoNKLVau2WDQYDOp3OuqzX69FoNNZlKOkqXXrZz88PRVGsy2azGZPJZF02m83o9XqHyyaTCUVRrMtl5bg2k0ajsS6XzmEymdi0aZNNVm/PVN5+MplMbNy4kREjRlCrVi2fyORoP117LvSFTI72U3FxMTExMYwcOdJahprMdPToUU6fPs20adMwGo1V+n4qKioiNjbWmtXZTO7kKxclqsznhwt5hTb/zzIHEq7LIdEYRkm/p7LX8xSe/vmxKqkpK6grr2Stejt27GDcuHEOr5AdEBDA2LFjWb58udPb9P1+aT5Ap9PRp08ft32h80aeWidXr15lzZo1fPbZZ5w8eRK9Xs/w4cN54okn6Ny5s1t/8azOOjGZFbanXGLF/jNsT7mEyez4F06zWWFt0jkmf7yN+7/axfYTl9BrNdzZuwUb/jaMj+/t6ZaGJ7iOOjEWQeIy+GoMfD4E9n1d0vDUuAtM+ACeOQI3/9PrGp6gpE5cvdLSwIED2blzZ7nr7Nixg8GDB7u0/YrEx8dz//33M2vWLGJiYli2bBlms5kJEyZw9epVh8+bP38+wcHB1lt4eDgASUlJACQnJ5OcnAxAYmIix44dA0qu6JeWlkafPn2sy5ZyZGSUzN8RFxdnHcIYExNjncg9OjqavLw8AKKioigsLMRoNBIVFYXRaKSwsJCoqCgA8vLyiI6OBiA7O5uYmBgAMjMzrfNzZWRkEB8fD0BaWpr1SlGpqakkJCQAcOzYMRITEyvMlJqaCsCuXbtsMl28eJE+ffoQHx/vM5nK20+WBgPLseMLmRztJ0VRKCoqQlEUn8nkaD9dvXrV2shT05kURWHVqlU0bdqU9u3bV/n76fLly9Z5Vp3JlJKSgrtNnz7d5Zsnqcznh8ZBtlMoJBmb0libTzNtbrnreQpP/UztDmrKCurKK1mrXnZ2doU/OgcHB5f7GfxaMuxOhl6IKmA2m9m/fz8bNmygoKCkd0znzp0ZM2YMoaGhNVy6qrU2KYPXfz9MRs6fv+CVdTUXg8nMyv1n+XRzCscvXAEgwE/L3X1aMmtoW5qHVP2Vya5bdhrsXQT7voH8iyX3afXQeVJJL6dWA0u6a3k5V4deHD58mEGDBvHEE0/w8ssvW+cBBCgoKOCtt97is88+Y9u2bXTu3LnKy927d29atWpl8wtLeno6LVu25LPPPuORRx4p83ll9XwKDw8nKyuL0NDQGu+p4Yu9TySTZJJMWo4cOcKyZct44IEHaNOmTY1nsgy9cOewO0/mrmF3JrPC4AUxnMsppORLlcIt/kcwKxBV3AkNGpoGB7D1hREeOeeTEMK3uTrsrnnz5kyYMIH//e9/1vtKD7sD6NevHwUFBdarYFdEej55AYPBwOrVqzEYDDVdFI/hSXWSnp7Ol19+ycqVKykoKKBhw4bcf//93HXXXdXa8FQddWK5mkvphieAjFJXcyk0mPh2+0mG/3MTzyw7wPELVwgK0DMnsj3bXhjBvEldq63hyak6MZshJQZ+nAb/iYAt75c0PAU1g8hX4K+H4I5F0HqQTzQ8WSYMd8V7771HREQE8+fPJzw8nFGjRnHvvfcyatQowsPDWbBgAREREfzzn/9k5syZ1ttDDz1UJWU/fPgw3bt3t7mvRYsWNGzYsNxf9P39/alXr57NDbB++bL0HLh22fIlbvXq1SiKYp3YUa/Xl7ns5+dns2zp6WhZ1mg0dsuAzbJWq7VZtnwJdbRc+sqyjnJcm6n0cukcJpPJLqu3ZypvPxkMBqKjo61Xi/GFTI72k9FotGb1lUyO9pMlq8FgqNFMALGxsbRr1442bdpcVyZH+8lkMrFu3TprVmcyVZdff/2VO++8k4iICNq3b2+9/8iRI/zjH//gzJkz1VYWV1TmM5VOq2HuxC6AZZCdhv2GMJro8mmmLendNndiF49tePKkz9TupqasoK68krXqtWnThuPHj9vdrygKubm5PP744+zevZsZM2Y4vU3p+eQFPZ8URSEvL8/uKk9q5gl1cuXKFTZu3Gjtzl6rVi2GDx9O3759rR/0qpO768Tyy961DU+lBQXo8ddrybxSDEDDurWYObgN9/VvRb2A6h9/XW6d+NAE4pWhKAo5OTmkp6dX+tdvV6+qUVUTyXbu3JlOnTrx66+/Wu87deoUbdq04eOPP+axxx5zajuVOfd7wrmmuqgpK6grr2StfgcOHOC3337j4Ycfpnnz5m55jcpmrY4Jx81mM/fccw8///wzAIGBgVy9etX6N+D8+fO0aNGCN954o9KX6L5elen55MpxZNszXGGifzJanZ5xU+9i/I2Vn2exunjKe6Y6qCkrqCuvZHXM1Z5P8+fP57XXXiM9PZ0mTZoAJT9iWM7rALfffjs//vij098RZMJxL6DRaDy6cawm1GSdmEwmdu/eTWxsrHUoz0033cSoUaMICgqqkTKB++tkV2pWuQ1PAHmFRvKA5iGBPDqsLXf2DifAr+a69pdZJz42gXhlaTQal49Ty9wmNWX27Nk8/fTT/OUvf2HixIlcunSJt956i8aNG3PnnXe65TXVdP5VU1ZQV17JWr0sk/d36tTJbQ1P4BlZr/Wvf/2LZcuWMXv2bN59910++OAD3nzzTevjTZo0YciQIaxevbraG58qw5W6HdctjNFdmrIrNatkcvHspuzfvJrOQcVuKmXV8MTjyF3UlBXUlVeyVr0HHngAnU7H5cuXrY1Pbdq0oXbt2nTq1Il77rmHqVOnVmqb0vjkBQwGA1FRUdx8880+P3u/s2qqTlJTU4mKiuLixZL5gMLCwhg/fjwtW7astjI44u46OZfj3GRy9/QN543J3fDT1fyoXmudjBmJ37E1sPsLSCs1YXbjLiUNThF3gX/dmitoNTIYDKxZs4a2bdtW+rkVTTrobk899RT+/v58+umnfPXVVwQFBTFgwACWLVtGgwbuuXy1ms6/asoK6sorWavXvn37yM7O5p577nHr63hC1mstXryYPn368MknnwCU+at8+/btWb16dXUXrVJcrVudVsOAdiV/jxSlGef+2MvmzZtp3bq1m0p6/TzxOHIXNWUFdeWVrFWvefPmPP/88zb3lTUMrzKk8ckL6PV6xowZUyNDuTxVdddJdnY20dHRHD58GCjpRj5y5Eh69uzp8lCkqubuOsnKd+6Xu/aN6npEwxOAPj+DmwP2ov/oGfsJxPvOgpYDfGIep8rQ6/WMHDmyxnsxuUKj0TB79mxmz55dba+ppvOvmrKCuvJK1upjMBiIi4sjIiKCxo0bu/W1ajprWY4fP84TTzxR7joNGjTg0qVL1VQi11RF3Wo0GoYOHcrSpUs5depUjf+A44gnHkfuoqasoK68ktU7OFXib775xuUXeOCBB1x+rviTNx5c7lYddWIwGNi+fTtxcXHWiVp79+5NZGSkzZW+PIU76+SqwezUevXr+rutDE4xmyF1E+z6Eo6uwU/5/3IHNYPeD0LPByCoaY0WsaZd71wf33//PYsXL2b//v3k5uZSr149evTowYwZM5g2bVoVldJzqOn8q6asoK68krV67N69m4KCAoYNG1Ytr+dp+zUwMJCcnJxy1zl16hQhISHVU6DrUBV126lTJ5o0aUJcXBz3339/FZTKPTztOHInNWUFdeWVrFVr8+bNLj2vvL9/TpV6xowZNt1mFUWpcHIryzrS+HT9jEajaroROsvddaIoCkePHmXt2rVcvnwZgJYtWzJ+/HjCwsKq/PWqgrvqZFdqFp9sOs6mPy46tX7TegFV9tqVUsYE4hrgYt3OhI59Hn2XiT45gXhlWa4E5cqwO5PJxJ133slvv/2GoigEBATQrFkzzp8/z4YNG9i4cSPLly9n2bJlHtMj8Hqp6fyrpqygrryS1Q2vYzCQsmcnJuOfVxsyGI1s3r6L1k0bc+7QAS7q/WjXux96N5XDE/drjx49WLduHYWFhQQE2H8eyMrKYu3atQwdOrQGSue8qqpbS++nZcuWkZaWRnh4eBWWsmp44nHkLmrKCurKK1mr3ogRI3Dl2nRms+MOC05d7e7rr7+2u+/nn39m9erVjBw5kiFDhtCkSRPOnz9PXFwcMTEx3HLLLdx2221Mnz690gWuLt50tTuj0Yher/f52fud5c46yczMZO3atdYxrUFBQYwePZobb7zRo+u/KutEURQ2Hb3IJ7HH2X2ypPFNA/j7aSkspwdUWHAAW18YUb2XEy5nAnGl90MYQ9vJe6cURVEoKiri+PHjlb7i0b/+9S+eeeYZBg8ezIIFCxgwYID1sR07dvDCCy+wdetWPvjgA/7yl7+4o/hVorJXu1PL+VdNWUFdeSVr1Us7lMjSN162ua+4YTOKG4ZR+3gi2v9vlLrztXcI7xrhljJUNmt1XO1uxYoVTJ06lfHjx/P555/z1Vdf8cYbb2AymUhJSWHmzJls3bqV9evXM2LECLeUwZHKXu2uKj9Tffrpp9SrV4/77rvvurblDnJ+8F1qyitZHXP1anc6nY6ePXvSp08fu8c+//xzevXqRe/eva337dmzhz179pTb+ORUz6drG5B+++031q9fz7p16xg9erTd+tHR0UyaNImHH37Ymc0LJ1gOMPGnqq6ToqIi4uLi2L59O2azGa1Wy4ABAxg6dCj+/jU8lMxJ11snJrPCmqQMPolN4XBGLgC1dFpu69WCR4e25ci5XB77bh8ApVutLae9uRO7VE/Dk7EIDq+seAJxRcFYWCjvnWtYLnldWV9//TUdOnRg48aNdr+09O/fnw0bNhAREcGiRYs8uvGpstR0/lVTVlBXXslatZp36kpw4ybkXLwAioKi01HcoCl+ly+UNDxpNAQ3akLzTl3dWg5P26+TJ0/mhRdeYMGCBbRq1Yo6deoA0LhxYy5duoSiKLz66qvV3vDkiqqqW0vvp+XLl5Oenl5hw1dN8LTjyJ3UlBXUlVeyVr1bbrmFuXPn2t3/+eefM2HCBJvH3njjDfbs2VPu9lwaF/HOO+9w5513ltnwBDBmzBjuuOMO3nrrLVc2L65hGSZjNBpruigeoyrrRFEUDh48yEcffcS2bdswm820b9+exx9/nNGjR3tVw5OrdVJsNLN0dxqjPtjMnB8SOJyRS+1aOmYNacOWFyKZf+uNtG5Yh3Hdwvj0vp40DbbtSt80OIBP7+vJuG5uHpKYnQYb34B/dYVfHi5peNLqoeut8OAaeCwe+jxkvXKdvHfsGY1GNm7c6NJzjx49yqRJkxx28fXz82PixIkcPXr0eoroUdR0DKkpK6grr2StelqdjoF33Av/P4CguEHJ379amRklKygKA++8F62behiB5+7X+fPns27dOm655RZq166NTqfDbDYzbtw41qxZw+uvv17TRaxQVddtly5daNiwIXFxcVWyvarkqceRO6gpK6grr2T1Di41lx06dMhhw5NFeHg4v/zyi0uFErb8/PyYPHlyTRfDo1RVnZw7d441a9Zw6tQpAEJCQhg3bhwdO3b0ui6brtRJQbGRn3al8cWWE2TkFAIQHOjHjIGtmTGwNaF17LtmjusWxuguTdmVmsWFvEIaBwXQt0199/V4umYCcSoxgbi8d+z5+fkxYcIEkpOTK/3cWrVqkZ+fX+46+fn5lerS6+nUdAypKSuoK69kdY9Og4YRv+x7svILMNRvjN+l82hMRmuvp04D3TuvkSfv19GjR1f4XcGTVXXdarVahg4dyi+//MKZM2do3rx5lW37ennycVTV1JQV1JVXsla/a4fXOTOywqXGp6CgoApb7uPi4ggKCnJl8+IaiqKQl5dHUFCQ1zWIuMv11klBQQGxsbHs2bMHRVHQ6/UMGTKEgQMHeu0kdZWpk5yrBr7dfpKF206SlV8MQOMgf2YNacs9/VpS17/8U4NOq2FAuwZVVvYylTGBOABthpYMret4c4UTiMt7x56lTlzRo0cPli5dyiuvvEKzZs3sHs/IyGDp0qX07NnzeovpMdR0DKkpK6grr2R1D41WS+MBkZw5egxdwRVqXaq+Xk8lL6Oe/Vrd3FG3Xbt2ZfPmzcTFxXHPPfdUyTargpqOIzVlBXXllaxVLyAggAsXLtjdf/FiyUWozp07Z3P/uXPnqFu3brnbdGnY3ZQpU4iPj+exxx6zK9CFCxeYPXs227dvZ+rUqa5sXlzDaDSyZcsWr+xa5y6u1onZbGbPnj18+OGH7N69G0VR6NKlC3PmzGHYsGFe2/AEztXJxbwi3l1zhEHvxvBe9FGy8otpWb8270y9kbjnI5k1tG2FDU9ul5EIK5+CDzrDupdKGp5qBUHfR+CJXTD9d+gy2akr1/nie+fjhI+58esb+fzA5wB8duAzbvz6Rj5O+Nip5xuNRuLj41167b/97W9cunSJ3r178/7777Nnzx7S0tLYs2cP7733Hr169SIrK4u//e1vLm3fE/niMeSImrKCuvJKVve8zsqVK0k4lkKdwisEnD6Kxmwu6fXUuKnbez1ZyuBp+3XVqlXceuutnD17tszHz549y6233sqaNWuquWSV44661Wq1DBkyhKNHj5KRkVFl271enngcuYuasoK68krWqtemTRtiYmLsejitX78ejUbDqlWryM7OBiAnJ4fff/+dzp07l7tNp652d63Lly8zbNgwkpKS8Pf3p3379jRu3JgLFy5w/PhxioqK6NatG3FxcYSEhFR289XGW652J6pGWloaUVFR1j/4jRo1Yvz48S5dct7bpGUV8L+4Eyzdk0aRseQE0rFJEI9HtmPCjWHodS61Q1cdZycQV7mPEz7ms8TPrP/v17QfO8/9WV+zI2bzRI8nKtzO9Vzx6IMPPuDFF1+061pr6UG4YMEC/vrXv1Zqm9VNzv1CiOuRm5vL0qVLOXfuHBMnTsQv5xJrPv7A+vj4Oc/QZUhkDZawbNVxtbvx48dz9uxZDhw44HCdHj160Lx5c1atWuWWMjhSmavduYvZbObjjz+mcePG3HXXXTVSBiGEurh6tbuXXnqJBQsWMHXqVJ5++mlCQ0PZuXMnL774IhMmTGDFihUEBQXRt29fdu7cyZkzZ/jggw94+umnHW7TpcYngKtXr7JgwQK+/fZbUlNTrfe3adOG+++/n+eff57atWu7sulq4y1fQMxmM9nZ2YSEhKDV1nAjgYcwm81kZWVRv379CuskLy+PDRs2WD8I+fv7M3z4cPr27eu2D181oazj5Nj5PD7dnMKK/WcxmUve6t3DQ5gT2Z4RnRqjrY4r05UnOw32LoJ930B+SRdOtHroPAn6zoKWA+A6upP60nun2FRMr+96Vbje3vv2Ukvn+A+L5b1z7tw5l7+AnDhxgu+//579+/eTm5tLvXr16NGjB9OmTfOKxtzKnPt96RiqiJqygrryStaqc/r0aZYuXYpOp+Ouu+6iWbNmmE0mFj79CDkXzhPcuCkz//2524fcQeWzVkfjU7Nmzbjlllv43//+53Cd2bNns2rVKtLT091SBkcq0/jkzuNo//79rFixgkcffZSmTcues7I6yfnBd6kpr2R1zNXGp8uXL9OrVy9Onjxpc3/Dhg3ZuXMnu3btYtasWdb5YG+//Xa+//77cq/C5/KeCQwMZN68eaSkpJCTk0NaWho5OTmkpKQwb948lxuejh8/zuzZs+nevTt6vZ5u3brZrTN8+HA0Go3d7ciRI67G8Wgmk4ndu3e7fHl0X7Rv3z5iY2PZt2+fw3VMJhPx8fF8+OGH1oan7t278+STTzJgwACfangC2+PkQFo2j367h9H/iuOXfWcwmRWG3NCQH2b149fHBzKqS5Oaa3gymyElBn6cBv+JgC3vlzQ8BTWDyFfgr4fgjkXQauB1NTyBb7139l/Y79R6By46/rUZSuqkvPeNM9q2bcurr77K8uXLWb9+PcuXL+fvf/+7VzQ8VZYvHUMVUVNWUFdeyVo19u7dy9dff02DBg2YNWuWde4765XvoFrmerLwxP2alZVF48aNy12nYcOGZGZmVlOJXOPOur3xxhsJDQ31mCvfeeJx5C5qygrqyitZq15oaCg7duzgySefJCIigu7duzNr1ix27dpFmzZtuOuuuzhz5gw7d+4kJSWFJUuWlNvwBNfR88ldVqxYwZw5c+jXrx9Hjx7FbDaTlJRks87w4cMxGo289957Nvd3796dgADbS8CXx1t6Pglb+/btY+XKldb/T5o0yW6C45SUFNasWWP9cNOsWTPGjx9PeHh4tZa1OimKwvYTl/h0Uwpbjv35oW5s1yY8Prw9N4WH1FzhoEomEFertNw01p1cx7fJ35JVmOVwvfs638fzfZ6vcPLB6vj125PJuV8IURkmk4k1a9awd+9eevfuzbhx4+zOnYqicD7lGE3a3eCxk91Wx7k/PDyc/v37s2zZMofr3HHHHWzbts3hvFDu4gnD7iz27dvH77//zuzZs2nSpEmNlkUI4dtc7fnkDtc9s3B+fj7Z2dkOW95atmxZqe1NnDjReunAGTNmsGfPnjLXCwkJoX///pUrrJcym81kZmbSsGFDn+9GWJFrG54A6/979uxJdnY269ats15Gvnbt2owcOZIePXr4bN2ZzQoxRy7wcexxEtKygZKr0U3u3ozHhrXjhiZuuurkpRQoygP/IGjQzvF6GYmw+0s4uAwMBSX31QqC7veUNDo16uie8uHd7530vHSiT0Wz7uQ6Dl867NRzgv2DK/zSYzabrVepqMj1/Co7dKj7J9utDt58DFWWmrKCuvJKVtdduXKFpUuXcvbsWSZOnOjwap4ajYam7Ttc9+tVhifu16FDh7J8+XISExOJiIiwe/zAgQOsXLmSW2+9tQZK5zx31+1NN91EXFwcW7Zs4fbbb6/y7VeGJx5H7qKmrKCuvJLVO7jc+PTVV1/x/vvv88cffzhcR6PRVHoWdm+rwOpg6f01dOhQVddPWQ1PFitXruSPP/4gJSUFo9GIRqOhT58+REZGEhgYWM0lrR5Gk5nVBzP4JDaFP87nAaDXwt19wnl0WHvC67txzrVLKfBhqQ/gT+6zbYDykAnEve29c+bKGaJPRhN9MpqkS3/2+NRqtPRt2pcdGTvKff7H+z/m0YhHy22AMpvNJCcn06hRowrLYxni7Apf6fbsbcfQ9VBTVlBXXsnqmjNnzrBkyRIURWH69Oke13vaE/frCy+8wPLlyxk8eDDPPvsso0ePpnnz5pw5c4bo6Gjef/99tFotL730Uk0XtVzurludTseQIUNYtWoVw4YNc+pvsrt44nHkLmrKCurKK1m9g0vD7j799FOeeOIJ9Ho9gwYNokWLFg7H9y1atMjlwll6PpU17G7v3r2YzWZMJhP9+vXjzTffrPCX9qKiIoqKiqz/z83NJTw8nKysLEJDQ61flnQ6nc2ypTHDsqzVatFqtQ6XDQYDOp3OuqzX69FoNNZlKLlEYullPz8/FEWxLluyWZbNZjN6vd7hsslksl5tylEOb860d+9efv/9d6eOm1atWjF27FiaNm3q0Zlc3U/FJoVlu0/zxdZUTmddBaCuv477+rfmgX4taBpS2/2ZjqxF89NdaAAFMN31E/rO4zFlnUKzdzHa/d/aTCBu7jQRpc/D6FoPwmgyedWx5+7306nsU8SmxxJ9KpqDmQetx7FWo6V3k96MbT2WYc2GcerKKR6KfsjmWNegQcH2FP7V6K/o2bhnuZks3W8rGnoxb948lxuf5s6d69LzqoMMuxNCVGT//v2sWrWKsLAw7rzzToKC3NSLuBpV15Dr5cuXM336dK5evWpzv6Io1K1bl2+++YYpU6a47fUd8aRhd1CyP/773//SsmVLbrvttpoujhDCR7k67K5NmzaVfi1FUewmKC/Npaayf//73zRs2JCkpCRiY2P59ttvWbRoUZk3dxg2bBj/+c9/WLt2LV9//TUFBQWMGjWK7du3l/u8+fPnExwcbL1ZfsGyNG4lJydbh2slJiZy7NgxABISEqxX9Nu1axdpaWkAxMfHk5GRAZQMT7HMLxQTE0N2djYA0dHR5OWV9EqJioqisLAQo9FIVFQURqORwsJCoqKigJKrskVHRwOQnZ1NTEwMABcuXGDjxo2YzWYyMjKIj48HIC0tjV27dgGQmppKQkICAMeOHSMxMdGjM2VmZlqH9FSUyTK5uDNq1apFREQEJ0+e9OhMruynuPidvPd7AkP/EcurKw9zOusq9evUYur/sXfe8W1V5/9/Xw3vHe8dO4mzEydx7CRkJ3bCprRQRggUaCnQQRctbRn9tWUVvi0to5QZVigpmwwHsodHEjshO/Heew+te39/yJa3LcmSLVl6v15++Vq6uvd8zjm61v3oeZ4zRcFnd8/lN2nTyM04QH19vfU0HdgD5blUFZyh25IQgNLsr+DNq5C9MB/Z4eehrQaNexBVM++Bh85wcurPuKQKBEEY87lXVlZGfX39mI2TMZr+t/t//Pv4v7ntq9u4+rOree74c3xb+y0CAguDF/JI0iP8xvs3vLLmFa6JvoaMPRnMD55PWmgaK11XAuAj+PBbv9/STYpLCsvClxGiCxlWkyiK5ObmYgyPP/44jz32mFk/EwVRFCkrK0MUxfFuitVxJK3gWHqdWo2nu77TZ599xty5c9m8ebPNGk+2Oq433ngj+fn5PPnkk3znO99h7dq13HjjjTzzzDPk5eWNi/FkKmPRt3K5nCuuuILTp0+PawF2W51H1sCRtIJj6XVqtTzFxcWUlZVRVVU14Gew58rKyiguLh72mGZFPrm5uXHPPffwr3/9y2wxxjBU5FN/2tramDVrFjNnzjTceA6GvUY+qdVqjh49yrJly5DJZOMeqTGW0Sc6nY4nn3wSU6apIAj89re/RalU2qQmU8epsUPDOxklvHWkgKYOfRprqI8bP1wxme8vjsZFhmFeHD58mCVLluDi4mJ5TTWXEV9KQSFpEBGQMfiYSBFJCMt+gm5KGsiV4zr3Ojs7yc7OJiUlBUEQxjXyqay5jG9KviG9KL3PinQCAgtDFhoinEK9Q4fUpNKq+OWeX7K/Yj+3T7+dhxY8xPM5z/PBuQ+4IuwK/m/t/6EQFMNqAr0pFhAQ4Cw4bkTkk1ar5ciRIyxdunTEFTzsHUfSCo6l16nVONra2vjoo48oKSlhw4YNLFq0yGaLh4PpWsci8mnLli2EhISQlpZmleOPBlMin8bqPaPVannhhReYPHkyN9xwg9XOM1IbnNeHiYkj6XVqHRpzI5/kcjmPPvrooF8qD/bc//t//4/HHntsWFPMrJEJCwuzqXoenp6eXHXVVWzbtm3Y/VxdXXF1dR3wePc/4N7/iHtv9x5UY7aVSqVZ2903x4DhhhX00TwrV6407N/9eO99hmq7rWoyZlsulyOXy00ynkAf7td7nG1NUzcjbVc1d/LawXzeyyymXa1/v00O9OTHK+O5PjECF0XfwEWZTNZnnlhcU0MeMkmj3x7CeAIQVv4apqXR+2PteM09d3f3Aem4lh6n4dpep6pjd9FudhXuIrcm1/C4gMCCkAWkxaaxLnodQR4Daz0MpslV4crza5/nZM1JFoXob4oeTnqYtdFrmRc0Dxe5i0HLcJqWLVtmiOAyhZaWFmpqaoiKiurTvg8//JDPP/8cNzc3HnjggSEL8tojCoViwhRPHwlH0gqOpdepdWQqKir48MMP0Wq13HHHHcTExFihdZbFFsf17rvv5sEHH7RJ88kUxqpvFQoFV1xxBTt37mTFihVMotG4xVws3AZbm0fWwpG0gmPpdWodf4y5ZzfLfNq8eTNvvfUWbW1teHp6mnMIJyYgiiIlJSVERUXZXVExS7B69Wqj0+6697dniuraeGV/Pv87Xopap3eOZ4b58MDqKWyYHYpcNvi3sFadJ1oV5O8zbl+dxrLnHgXj8d6pbq9md9Fu0gvTOVF9wvC4gEBicCKpsamsj1lPsEewWcd3kbuQFJrUc1xB6PP3SHT3iTn85je/4d1336WqqspgPr388ss8+OCDhn84W7du5fjx40yfPt2sc9gajnT9dSSt4Fh6nVqH59SpU3zxxRcEBQVx88034+vra+VWWgZbHNewsDCTFxuyRcaybxcsWMDBgwc5+PV2rj/3YM8T/RdzsRK2OI+shSNpBcfS69RqH5hlPv3hD3/gzJkzrF+/nqeeeooFCxbg5WX9lauGoq2tjS+//JKkJONvwOyJ7rzOiIgIu5tgo6W9vd1Q48cYVq9e3Sf6x544X9nMS3vz+PJUOWKXcbw4NoD7V8ezclrQiKH/VpknjSVw/E04saWngPhwyF0gbJ5lzm0Bxuq9U9NeY4hwyqnO6VMEPDE40RDhFOIZYrU2GIsoipSXl5tVaHv//v2sW7cOD4+elRSfeuopIiIieP/996msrOSOO+7g2Wef5fXXX7dks8cNR7r+OpJWcCy9Tq1D7/v1119z9OhR5s2bx1VXXdUnqtPWscVxvfbaa9m9ezcqlWrQbAN7YSz7tnsBp/T0dFbgSwBN+idUxn/+HQ22OI+shSNpBcfS69RqH5hlPnX/M5EkadgoE0EQTP72o7293VC3qaioiObmZkM63cqVKzl//jzPPvssN9xwA7GxsZSXl/Pcc89RWVnJRx99ZI4cm0ehULB06dLxbsaYIooix48fZ8+ePYbVUoKCgqipGdoAsVfj6XhRAy/vu8zX56oNj61KCOL+VVNYPDnA6ONYbJ6IIhTsg6zX4OIOkLrydr3DYfZ3IH4NlJ2AvX/uec3qP8DU9eAxCfxsZylqa753ajtqDRFOx6uO9zGc5gfNN0Q4hXqGWuX85qJQKEhOTjYr7a6iooINGzYY/j537hwlJSU888wzXHHFFQBs27bNUNB9IuBI119H0gqOpdepdSDt7e3873//o6CggLS0NJKTk226vtNg2OK4/uUvf+Ho0aN85zvf4ZlnnmHWrFnj3SSzGNO+rctjYbiSQy4yDnYmcx36BWCovaj/beUUPFucR9bCkbSCY+l1arUPzDKfli9fbrV/0NXV1Xzve9/r81j333v37iUyMhK1Ws0jjzxCXV0dnp6eLF26lFdeeYXFixdbpU3jjU6no6CggMmTJztEceDi4mK2b99OZWUlAMHBwWzcuJHJkyezf//+QVPw7M14kiSJQ5dreXHvZTLy9avTCQJcOSeMH6+MZ3aE6SH/o54nHY2Q+z4cex3qLvc8PnkFJN0LCVeCvOuSoem7fDLBMyB8vunntDKWfu/UdtTyTdE37CraxbHKY30Mp7lBc0mLSSM1NtXmDKfe6HQ68vPzzXqtSqXqU6hw//79CIJAamqq4bG4uDg+//zzUbfTVnCk668jaQXH0uvU2peqqiq2bt2KSqVi06ZNZi0nbQvY4rgmJiaiUqnIzc1l586duLm5ERwcPOC+QRAE8vLyxqmVIzNmfVuXB/9cgBJYxgK+ZjnLySKARvj43p79rJiCZ4vzyFo4klZwLL1OrfaBWebTvn37LNyMHmJjY0csVrVz506rnd8WkSSJhoYGYmNjx7spVqWlpYXdu3cblrV3c3Nj9erVLFq0yPDG6jaYehtQ9mQ8iaJE+tlKXtybx7dl+rBqpVzgO4mR/GhlHHFB5qevmj1PKk5B9mvw7Uegadc/5uoD826BpLshKGHga8Lm6VPsdGqbS7XrjSXeO3UddXxT/A27CndxrOoYotSzgsPcwLmkxqaSGpNKmFeYBVpsfSRJorGxEXd3d5NfGxkZaXh/Anz55ZcEBAQwd+5cw2N1dXXjmoZtaRzl+guOpRUcS69Taw9nzpzhs88+IyAggM2bN+Pn5zem7bMktjiuoiji4uJCdHR0n8f7f7Y3Y7HtMWXM+rZXat0iTpFFIu/yHTbzX3xpHXQ/S2OL88haOJJWcCy9Tq1jy7x58wgN7ftluyAIIwYoCZKtX/2tiCnLbTuxHlqtlszMTPbv349arQb0xRfXrl07ZEH77ggoezGeNDqRz3PLeXl/Hper9R8m3JQyblkczb3L4wj3M90IGBVaFZz9HLL/AyWZPY8Hz4Ske2DuzeA6goHQWALtdTaXamcJ6jvrDYZTdmV2H8NpTuAcUmNSWR+7ngiviHFspfmYu9z2z372M1588UV+/vOf4+bmxlNPPcUdd9zBG2+8Ydhn9erVtLS0cOzYMWs03SI4r/1OnDgeoiiyd+9eDh06xOzZs7n22mvtqr6TJTD32j9RKC0tJSoqipKSEiIjI8e7OXq6Ip+6acSHt/keILGZj/Cjy3Qao+LjTpw4mXio1WouXrzItGnT+mQwjMTnn3/O9OnTmTZtmlH7Nzc309jYOODLh944zSc7uAHR6XRcunSJqVOnTrgPC5cvX2bHjh3U1dUBEBERwZVXXklExPA39fbSJ50aHf89VsK/9+dT1qhPVfN2U3Dn0ljuXBrLJC/LFeM0qk8GKyAuU8CMa2HxvRC9RJ//N0EwZZ40dDb0MZx0ks7w3KxJs0iLTWN9zHoivW3kA6uZ6HQ6Ll68iE6nM/kGpLKykqVLl1JYWAjoVzXKzMw0fIivrq4mMjKSBx98kOeff94azbcIplz77eVaYwkcSSs4ll5H19rZ2cn//vc/8vLyWLt2LUuXLrW7+k6DYeq4Os0n482nMX3P1OXpI5tqL8LH99KIt96A8gxi87Wr8AsMsarx5OjXh4mMI+l1ah0ac80na2BW2t2aNWuM2k8QBL755htzTuGkH91FtycKDQ0N7Ny5kwsXLgDg6enJunXrmDdvntFV+225T5o7NbybUcQbhwqobdVHcwV6uXLP8snclhyNt5t1vm0dtE+GKyC+6C5YcAd4226NotEy3Dxp7GxkT8kedhXuIrMis4/hNHPSTFJjUkmNTSXKe2JFdnV2dpr1jX9oaChnzpwxXNdXrFjRx7ypra3l2WefJS0tzWJttQVs+VpjaRxJKziWXkfVWlNTw9atW2lvb+fWW29lypQp49gyy2PL43r27FnOnz9PW1sbmzZtGu/mmMyY9W0/Y8mPFu7kv7yteIi3dmSxefNm/K3cBFueR5bGkbSCY+l1arV9zIp8GskcEAQBSZIQBAGdTjfsvuOJvUQ+TSTUajWHDx/m0KFD6HQ6BEEgOTmZVatW4ebmNt7NGzV1rSrePFzI20cLaenUr/QY4efOfSvj+N6iKNyUY+jEm1JA3IFoUjWxp7jHcNJKPStyzgiYQWpsKmkxaUT5TCzDqTeO/u2389rvxIljcP78eT755BP8/Py4+eabCQgwfgXZichYXfuzs7O59957+fbbb/ucG+DAgQNs2LCBrVu3cu2111qtDYNhk2l3vemXgtd810He/nw/Wq2WzZs3O/z8deLEiXmYG/l01113mXW+N998c8jnLJp219zczIkTJ3jkkUeIjIzkgw8+sOkbG3u5AZkIN4qSJHHu3Dl27dpFU5O+0PbkyZPZuHEjwcHBJh/P1vqkvLGDVw/kszW7mE6NPrJoSrAX96+K55p54SjlxkVzjQZDn/hrkR9/w7QC4hOU7j6JiItgX9k+0ovSySjP6GM4TQ+YTlpsGqkxqUT7DJ2jPFHo7hPAZt4/Y42paXe2dK2xJo6kFRxLr6NpPXv2LDU1NRw8eJAZM2Zw/fXXj3uqgTUwdVzHYh6cOXOGlJQUZDIZ9957L+fPn2fHjh0G80mSJGJiYli5ciXvvPOOVdowFKam3Y3Le6Y7Bc/VGybF09LSwttvv41arWbz5s1MmjTJ4qd0tOuDo2gFx9Lr1Do05ppPQx27O8hoqOdEURz0OTAz7W4ofHx8WLVqFbt27WLOnDn85S9/4dFHH7XkKZzYIdXV1ezYsYOCggJAP0/S0tKYOXOm3ddcyKtp5ZV9eXySU4ZW1Pu4cyN9eWD1FNbPCEEmGyN9WhXC6U+YfPBfyOt6vmk0qYD4BKNZ3cw3hd/w8aWPOZ1zGq3YYzgl+CcYVqmL9Y0dv0Y6ceLEiROLolKpOHr0KBUVFaxevZrly5fb/WcNe+Kxxx4D4Pjx40yZMoUnnniCHTt2GJ4XBIElS5aQnZ1t9DE/+ugj3n33XY4fP05DQwNTp07lpz/9KXfdddfEG9t+KXje3t5s3ryZLVu28Pbbb3PHHXcQGBg4To1z4sSJI3H06NEBjwmCQEpKCj/4wQ+49957+zz32muv8dprrw17TKvk3Hh7e7Nx40befPNNp/lkAeRyObNnzx7vZphMZ2cn+/fvJzMzE1EUkcvlLFu2jCuuuGLU30COd5+cLmvi5X15bD9dQXfs4JK4STywegrLpkwauw9DvQqIy9pq8IQJXUB8JFrULewt2cuuwl0cKT/Sx3Ca6j+VtJg0UmNTmew7eRxbOb7I5XJmzJhhiH5yMjzjfa0ZSxxJKziWXkfRWldXx9atW2lpaeGWW24xeoUee8UWx3X//v3ceOONw9bWio6OZufOnUYf8/nnnyc2NpbnnnuOoKAgdu/ezb333ktJSYnB7LI0ttS3/Q2ozZs3W9SAsiWt1saRtIJj6XVqtTyLFy8e8rnIyMgBzxtzXbdawReZTEZFRYW1Du9Q6HQ6Tp06xdy5c+0ijFAURU6dOsXu3btpa2sDICEhgbS0NIvlq49Xn2QV1PPi3svsv1hjeGzdjBDuXx3Pgmhrl4PsYogC4pJ3GBURGwnZ+GvkvuFj0xYboFXdyt6SvaQXpnO4/DAaUWN4borfFOa6zuX2xbczNWDqOLbSduh+7zjaEuPmYm/X39HgSFrBsfQ6gtaLFy/y8ccf4+XlxbJly4iPn/jL0tviuLa0tIxYTqGjo8OkmrBffPFFH7NlzZo11NXV8fzzz/PHP/7R6IVqTMHW+tbLy8tgQL311lts3ryZoKAgixzb1rRaE0fSCo6l16l1bNBq9V/sD1a5yZhqTlYxn/Lz8/noo4+IjY21xuEdEnd39/FuglGUl5ezfft2SktLAQgICGDjxo1MnWr5G/+x6hNJkth3oYaX9l0mu7ABAJkA184L58erppAQ6j0m7RipgLg4NY3mvAJCvELGpj3jSKu6lX2l+9hVuIvDZX0Np3jfeH0Np9hUYr1juXTpEnG+cePYWtvDzc3NpheDGIm3336bv//975w7dw4vLy+SkpL4+OOPrXZNsJfrryVwJK3gWHonqlZJkjh06BB79uxh2rRpXHvttZSUlIx3s8YMWxvXqKioPoXGB+PEiRMmmYODRfkkJibyn//8h7a2Nry9rfM5zNb61tPTkzvuuIN33nnHYECZUzd1MGxNqzVxJK3gWHqdWq3PyZMnAf09f3/Ky8vx8hq+zItZ5tMPfvCDQR/XarWUlZVx6NAhNBoNf/rTn8w5vJN+yOVypk+fPt7NGJa2tja++eYbTpw4AYBSqWTlypWkpKSgUFje4xyLPtGJEjtOV/Di3jzOVTQD4CKX8d1FkfxoRRwxkzyten4DFacg+z9w6iPQdi2rOUgBcTnY/DwZDW2aNvaX7GdX4S4OlR1CLaoNz032ncyG2A2kxqQyxb9vqP9E7hNzkMvlTJs2zei0u+bmZptakOEvf/kLTz/9NI888ghLliyhtraWb775xmpmmj1cfy2FI2kFx9I7UbWq1Wo+++wzzp49y8qVK1m5ciWCIExIrYNhi+N69dVX88ILL/D111+zbt26Ac//97//JSMjgz/+8Y+jOs+hQ4eIiIgY1nhSqVSoVCrD3y0tLUDPynvdv+VyeZ9trVZrmEdarRZRFJHJZGi1WmQy2YBtjUaDXC43bCsUCgRBMGyD/h6p97ZSqUSSJMO2KIrodDrDtiiKKBSKAduurq7ccccdg9aA6q9jME3d2/119Nc6lpq6t3U6HZIkGbZHq2mocZo+fToajQaZTDZhNA01TjKZjPj4eGQyWR8d9qxpqHHq1iqXyyeMpqHGSRAEpkyZYtBqrKbRUltby/333w/Ap59+ypNPPmlYBKGhoYFPPvlkxHR3s+JU33rrrUF/3n33Xfbu3UtcXByvvvoq9913nzmHd9IPrVZLdna2IczNltDpdGRlZfHPf/7TYDzNmTOHn/zkJ1xxxRVWMZ7Aun2i1op8mF3Muuf38+D7OZyraMbDRc4PV8Rx8OHV/PWGOdY3nrQqOPVfeD0V/r0cTmzRG0/Bs+Dq/4NfnIMrn+mzcp0tzxNzade0s6NgBz/f+3NWfriShw8+zJ6SPahFNbE+sfxo7o/4+NqP+ey6z7h//v0DjKeJ2CejRavVGt6rxhAYGEhaWhovvfTSuEcTXLhwgccff5wPP/yQ3/72t6xcuZIbb7yRl156acRvWszFkeaQI2kFx9I7EbXW19fz+uuvc/nyZW6++WZWrVqFIAgTUutQ2KLWRx55hPDwcK688kruvfdejh07BsBLL73Epk2buPXWW4mNjeUXv/iF2ec4dOgQW7du5Ve/+tWw+z355JP4+voafmbOnAlg+PLl3Llzhu1Tp05x6dIlAHJycsjLyyM7O5vMzEzD/74jR44YSoocOHCA2tpaAPbs2UNjYyMA6enpBpNr+/btdHZ2otVq2b59O1qtls7OTrZv3w7ozbD09HQAGhsb2bNnD6C/wTtw4AAAFRUVHDlyBICSkhKysrLw8PBg+fLlKBQK3n77bbKysjh16tSImroX/snKyuqjqaysjOzsbPbv3z9umgAKCgrIyckB4NKlS6PSNNQ41dXVkZ2dPaE0DTdO3Tp6b9u7pqHGqbGxkR07dqDVaieMpqHGqaqqil27dqHVao3S1N1Wc1GpVLzwwgskJCSQnZ3NL3/5S+rq6pg7dy4PPvggDz74IHPmzKG2tpabb7552GMJkjHJef0oKioa9HGZTIafn5/Vwl8tjSnLbY8nOp2OgoICJk+ebFM5rIWFhezYsYOqqioAQkJCuPLKK4mJibH6ua3RJ+1qLVuzSvjPwXwqmjoB8PNQcufSWO5cGoufxxgs09xdQPz429Cuv2AhU8DM6/Sr1g1TQNxW54mptGvaOVB2gPTCdA6UHkCl6/nWMsYnRp9SF5PKNP9pIxZ2nyh9Ykl0Oh35+fmoVCqjlmh98MEH+eKLLygpKUEQBObPn88NN9zAtddey9y5c8eo1Xp++9vf8vHHH3Px4sVRHceUa78jzSFH0gqOpXeiac3Ly2Pbtm14eHhw880390k9mmhah8NUrWO1FHl+fj6bNm0adKWk5ORkPvjgA7NLc5SWlpKcnMyMGTNIT08ftt5T/8insrIyZs6cSWFhITExMcNGNYiiSHFxMVFRUYaoCluIfOod1dDe3s4HH3xAY2Mjt956K5GRkWZFakiSRFFRUR+tEzXyCfT3sZGRkbi6uk4ITcONk06nIy8vzxARNBE0DTVOWq2WvLw8pkyZgiAIE0LTUOOk0WjIz883aB1JU0dHB3l5eUybNs2kRb/UajWvvvoqTz31FOXl5Xh6evKPf/yDH/zgB/ziF7/gH//4R5/909LS+PTTT4c9h1nm00TBXswnW6O5uZn09HROnz4N6OvHrFmzhoULF9rlB72mdg1bjhbyxuECGtr1/5hCfFy5d3kctyyOxtPVanX59QxRQBzvcFh0FyzYDN4Tu45Tu6adg2UH2VW4i4OlB+nUdRqei/aOJi02jbTYNKMMJycjY84NSE5ODp9++imfffYZp06dQhAEoqOjuf7667nuuutYsWKFVYq+9mbVqlVMmjSJxMREXnjhBRobG0lKSuL5558nOTl5yNf1vwFpbm4mKiqK+vp6/P39bfbDxUT8wOTU5NQ0Gk2gj3rpjrK/9tprDV942qumsRwntVrNxYsXrW4+dZObm0tGRgb19fX4+PiQnJxMUlKS2cdrbGxk+fLlCILAwYMH8fX1Nen1paWlREVFUVJSQmRkpNntsCU6Ozt59913qaurY9OmTYSHO86CM06cODGO7mu/qeZTVFQUZWVlKJVK7rrrLh577DHCwsIMzx8/fpzDhw+j1WpZuHAhK1euHPGYFrlTaGtro6KiwrCymRPLotVqOXLkyLiHVWu1Wg4ePMg///lPg/G0cOFCfvKTn7B48eIxNZ4s0SfVLZ08ueMcy57ew3O7L9LQriFmkgdPfmcOB36zmnuWx1nXeOpohKMvwYtJ8M4NcOErvfE0eQXc9A78/FtY+RujjSdbmSfG0qHtIL0wnV/t/xWr/ruKX+3/FbuLdtOp6yTKO4p75tzDR9d8xJc3fMlPF/yUhIAEk40ne+uTsUCr1ZKZmWny6xITE3niiSfIzc2loKCA559/nri4OF588UXWrl1LcHAwmzdv5uOPP6a9vd0KLYfKykrS09PZsmULL730Ep9++imCIJCamkp1dfWQr+ufehEVFQVguI6NlHpx5MgRm0y9AMuGipeVlXHkyBGHSL1obGxEq9WyY8cOg76JoGmocZoIqRf19fV8/PHH7Nmzh8WLF/O9732PvXv3Onzqxc6dO41OvcjLy2MsmT9/Pvfddx+PPPIIDz744KiMp46ODq6++mqamprYsWOHycaTqdjL5wc3Nzduv/12AgMD2bJlC2VlZSYfw160WgJH0gqOpdep1fJUV1dz1113cfHiRV555ZU+xhPofYCf/vSn/OIXv2DlypWcPHmSt99+e9hjmh35pFarefbZZ3nrrbfIz883PB4XF8ddd93Fr371K5OctfHAXiKfRFGkpKSEqKgoq0cWDMXFixfZuXMn9fX1AERGRnLllVeO2zcso+mTkvp2Xj2Qz4fHSlBr9VFG00O9+fGqeK6aE4ZCbuU+NrKAuKnYwjwZiU5tJ4fKDrGrcBf7S/fT0a0fiPSKNKxSNyNghkUinOyhT8yl/dtvqXz0MUL/9AQec+YY/bruVILW1laLfPvd0NDAl19+yWeffUZ6ejqtra2GaMjrr7+ee+65Z1TH7820adO4dOkSJ0+eNKT81dfXExsby89//vMhF7kYTeSTJEmUl5cTFhZmKN5pq1ENo43UAH1aSm+t9q5puHECDOk3crl8QmgaapxEUaSoqIiYmBjDa21NU3NNJ53tKmQyGYIgQ6fTGrYbmurZvX87Tc0NXHXVVYb3/2DjpNPpKCoqMqR12dM4mTr3tFotxcXFBq22EPkUFxfHz3/+c376058Ouc+LL77Ic8891+f+YTi0Wi033HADR44c4eDBg4baTaZiSuSTvX1+UKlUvPfee1RXV3P77bebFNllb1pHgyNpBcfS69Q6NOZGPl2+fJkpU6aMvGMXf/rTn3j88ccRRXHIfcwynzo6Oli7di2ZmZnI5XLi4uIICwujsrKSvLw8dDodycnJfPPNNza95KG9mE/jSX19PTt37jTUWPH09GT9+vXMnTvX7t7Yl6paeHlfHp+dLEcn6qf9gmg/Hlg9hTXTg62bzqVVwdnPIPs1KOkVdRI8CxbfA3NuAlfrFEy2NGqdmtzqXJJCkxAEAUmSyK7MZn7wfFzkAy9ondpODpcdZlfhLvaV7utjOEV4RZAam0pabBozA2Y6U+pMoOT++2ndsxevtWuIevFFk15rrbofarWa3bt389lnn/Hll19SVVVlsRU2QF8rJC8vzxBF0M3KlSsJDAzkf//7n1HHcV77nTixLRqr2nnvsYxBn1O7NNLidw5BUvD9W25m6szYsW3cBGIsaj7JZDIef/xxHn300SH3+ctf/sKjjz5q9P+HH/7wh/znP//hueeeY+nSpX2eS0xMxNXV1ajjTMS0u96oVCref/99Kisruf322w1Rvk6cOHFszDWfTMUY88msnKKnn36ajIwMbr75Zp555pk+F7fS0lJ+85vfsHXrVp555hkee+wxc07hpBfdoXVLly612upx/VGr1Rw8eJAjR46g0+mQyWQkJyezcuVK3NzcxqQNQ6ETJTLzaqi5fIqgKXNJjg9CLhvatDhZ0siLey+TfrbK8NjyqYE8sHoKyZMDrGt4jKKAuKmMxTxR69Tc8NkNFLcUMy9oHls2bmHT9k2cqj1FtHc0n1z3CS5yF1Q6VY/hVLKPdm1PGla4Z7ghwmnWpFlW7f/xeO9YE01ZGdqGRhCg7bA+vaLt0GE6zpwBCRT+figjIoY9RnefBAQEWLx9Li4uXHXVVVx11VUAZqX3DcesWbOGTBvp7Owc9PHRMtHm0HA4klZwLL22rlWjGmhCSEh0epTT5pOPUu2Hd8N0/LwmjXgsW9dqSexVa1NTk9GGEWBIOfzlL3854LmCggKzi5cPhz32raurK7fddhvvv/8+7777LrfddhvR0dEjvs4etZqLI2kFx9Lr1GofmNXaDz/8kAULFvDBBx8MeC4yMpL333+fS5cusXXrVqf5ZAFkMhnx8fFjEmkkSRJnzpwhPT2d5uZmQB9CvXHjRoKCgqx+/pHYebqCJ744S1VzB3P9JU4dyCLEx53HrpnJhtk9eaiSJHE0r46X9uVx6LLe9BEE2DArlPtXTWFOpBVrBYxTAXFrz5PexhPAyZqTLHl/icFYKm4pJu1/aSSFJHGg7ABtmp4acGGeYaTG6COcZgfOHrMIp7F871gbUafj8tp1Ax6XVCoKb/yu4e/pZ88gDKNXJpMRFxdnqDtiTYYrAm4OV199NW+++Sa5ubnMnz8fgLq6Ok6cOMFDDz1k0XN1M5Hm0Eg4klZwLL32plVCR6vvZVQe1bi3RuDRMhkB4/5v2JvW0WArWrtraXVTWFg44DHQR16VlJTw3nvvMW3aNKOPX1hYONommoyt9K2puLi4cOutt/LBBx8YDKiRVqG2V63m4EhawbH0OrXaB2al3bm7u/PQQw/x17/+dch9fve73/H3v/+djo6OIfcZb5ypF32pqqpix44dhn/yvr6+bNiwgenTp9tEOtTO0xX8+N0TDDZhBeDl2xeQOjOUb85X8+Ley+SWNAKgkAlcNz+CH6+KY0qwt/Ua2NEIue/rU+vqe0VnTF4BSfdCwpUgty93ujdZFVncnX630fuHeoYaDKc5gXNsYg7ZG5ryctoyMmnPzKDtaAbaYYpqAwju7kw9eBC5l+ew+43VctuWRhRFUlJSqK+v5y9/+Qvu7u48+eSTXLp0idOnTxMaGmrUcZzXfidObIua4hb++9dsdPIOOj0q6HSvQpKJeDVNxa0j2LDfTY8kERRtxf/jExxrXfv1tbmM+x8vSRKCIPDWW2+xadMmi7XBGCZ62l1vNBoNH3zwAaWlpdx6661WiQ5z4sSJfWBu2t3+/ftNOs/bb7/NW2+9Zfm0Ow8PD2pqaobdp6amBg8PD3MO76QfWq2WAwcOsGLFCquE1nV0dLBv3z6ysrIMRSmXLVvGFVdcgVKptPj5zEEnSjzxxdlBjScACfjt/77lufSLXKpuBcBVIeP7SVHcuyKOSH8rzkUrFRA3FWvPk6TQJOYGzuVU7akh91HKlHw/4fukxqYyN2guMmF8HXlr94ml0dbU0JaZRXtmJm2ZmWiKi/vuoFQiKBRIg5j6rgkJRL3y8ojGU/eqlbYQyWgqMpmM7du389BDD/GjH/0ItVrN8uXLOXDggNHGk6nY2xwaDY6kFRxLry1r1Wq1XMq/QFPAKTSuTQiiAtf2ENzbw5DrTK8bastaLY2taH300UcNNSD/9Kc/sXLlSlatWjVgP7lcTkBAAKtXr2bGjBlj31ATsJW+NRelUsktt9zC1q1bee+997jllluIi4sbdF9712oKjqQVHEuvU6vlWbNmDWauTTckZrU2JSWFrVu38vOf/5xZs2YNeP7s2bN8+OGHrFy5ctQNdKK/4Zo9e7bFQ+tEUSQ3N5evv/7asDT69OnTSUtLw9/f36LnGi1ZBfVUNA1f06WxQ0NjhwZvVwWblsRw17LJBHkbX1PAJLoLiGf9B0qzeh4fxwLi1ponABqdhqMVR4n1jR3SfHKTu3H01qMoZLZzwbdmn1gCXWMjbdnZtGdk0paZgfpyv3pGcjnuc+bgkZyMZ0oy7omJqM5foPD73x9wrLA/PYGy3xKogyGTyZgxY8aAot32QmBgIO+8886Ync/W55AlcSSt4Fh6bVFrd8psbm4u7e3tKPDBqyEB185ABMxvpy1qtRa2ovXxxx83bO/fv5+77rqLO+64Y/waZAFspW9Hg1Kp5Pvf/z4ffvghH3zwAd///veJj48fsN9E0GosjqQVHEuvU6vlufPOO00yn3Jzc8nNzR12H7PuEh955BHS09NJSkri7rvvZuXKlYSEhFBVVcW+fft488030Wg0/O53vzPn8E76IZPJCA4OHnlHEygtLWXHjh2UlZUB+hu6jRs3DvpPyRaobDIuffPK2aE8eeNcfN2tFLHVWALH3oATW6xeQNxULD1PNKKGzIpMdhXu4pvib2hRtwy7f6eukzt33sk7G9+xmRQ7a7x3RoOutY2O48do6zKbVOfOQ++LuiDgOmM6nskperNp4aIBkUya6ioGQ1NdjTExAjKZjKCgILs1n8YaW5tD1sSRtIJj6bUVrd1pXydOnKCgoAB3d3fmzZtHbFgCX7+Ub5Fz2IrWscAWte7du3e8m2ARbLFvzaHbgPrvf/9rMKD6L50+UbQagyNpBcfS69RqeV5//XWT9v/Tn/5kHfNp2bJlvP/++9x77728+OKLvPTSS4bnJEnC19eXt99+m2XLlplzeCf90Gg07NmzhzVr1ow6Da61tZVvvvmGnJwcQF+YcNWqVSxevNimQxTr29RG7bcwxt/yxpMoQv5eyH59TAuIm4ol5olG1JBVkWUwnJrVzYbnfF18aVI3Dfv6kzUnOVZ1jKTQJLPOb2ks+d4xB7Gzk47cXNoyMmjPyKTj22+h39LSLlPi8VycjEdKMh5JSShGiDrsPKWPPPNcu4bQhx+m8qmnaduzh86TJ/FZv37ENmk0Gvbu3Ut4eLj5whyI8Z5DY4kjaQXH0jveWuvr6zl+/Lghyik6OpobbriBmTNnolAoqCluASxjPo231rHE1rW2tbXR2NiITjdwNUPAqJXYxgtb71tTUCgU3HTTTXz00Uds3bqVm2++malTpxqen0haR8KRtIJj6XVqtQ/Mdhu+973vsWHDBj777DNycnJobm7Gx8eHxMRErrvuOry9nQUhLYVcLicpKWlUxSF1Oh3Z2dns3bsXlUoFwNy5c1m/fr1djJVcZlwkTYCXBdPshiwgvlIf5WRjBcTNnSdaUUtWZRbphel8Xfw1Taoeg2mS2yTWx6wnLTaNWZNm8d0vvmtY7Q7AQ+FhWO0OINo7mnlB80YvxkJY4r1jCpJaTcfp0z1mU24ukrqvcaqMisIzJRmP5BQ8FiehNPGbC681a3BNmI7P1VchCAJRL/6L5i+/QhlhnJkkl8tZsGABlZWVJp3XURnrOTSeOJJWcCy946FVp9Nx/vx5jh8/TkFBAW5ubsybN4+FCxcOqDmndDWuXcbs5xzX8ef111/nueee48KFC0PuIwgCWq12DFtlGrbat+aiUCj43ve+x7Zt2/jwww+56aabDCsOTjStw+FIWsGx9Dq1Woe2tja++OILioqKiI+P57rrrhuV4WXWancTBUdZ8aigoIAdO3ZQ3bVSVmhoKFdeeaVNf+PUTWFtG/8+kMdHx0rRiiNP1Q/uTWFJ/KTRnXTYAuL3QJDxywPbKlpRS3ZltiHCqVHVaHguwC3AYDgtCF6AXNZzYVPr1Nzw2Q0UtxQzL2geWzZuYdP2TZyqPUW0dzSfXPcJLnLjV1GwdySdjs6z5/Sr0WVm0X78OFJ7e599FMHBeC5JwSM5Bc/kxSgjIsaptT1Yc7W7119/ncOHD/PGG29Y9LiWxFGu/U6cjAeDRTktXLiQGTNmDPuBtbGqHY1q8AgZ0BtPfiHOhWxGw1isdPryyy/zwAMPGBaviYyMHDKy/s0337RKG4bCkVa7GwqdTse2bdu4ePEi3/ve95g+ffp4N8mJEydWxtzV7oqKili9ejWFhYWGRSUSExPZv38/Xl5eFBUVcd999/Hwww+zatUq/vSnP/H4449bfrW7/uTn59PU1ISvr++QKyk4MR+NRkN6ejqpqakmOY1NTU2kp6dz5swZANzd3Vm7di0LFiyw+WJs5yqaeXlfHl+eKqfbc3KRC6h1QxtQYb5uLJ4cYN4JbbCAuKmMNE+0opZjVcf0EU5FX9OgajA8F+AWwLrodaTFprEwZGEfw6k3LnIXPrnuE07WnGRRyCIEQeDdK9/lWNUx5gXNsznjydz3zlBIoojq0mXDanTtWVmILX1rYcn9/Q0Fwj2Sk3GJjbWZGlig75Pdu3dbzXw+dOgQW7ZssWnzyRQsPYdsGUfSCo6l19pau6OcTpw4QX5+/rBRTkNhKWPJOa7jy9///ncCAwM5dOiQIbLGHrHFvrUEcrmc7373u3z88cd89NFHfPe732XKlCkTUutgTNRxHQpH0uvUanl+/etfU1RUxMMPP8wVV1zB559/zmuvvcazzz7LE088QUxMDHl5eWzZsoVVq1Yxf/587rzzzmGPaXbkU1NTE48++ihbtmyhubmnLoyPjw+bN2/miSeewNfX15xDjxn28u23JEm0tLTg7e1t1E2sRqPh6NGjHDx4EI1GgyAILFq0iNWrV+PhYdvfGh4vquelvXl8c77a8Nia6cHcvyqe2lYVP373BAC9J213j7x8+wI2zB55ta8+2HABcVMZbJ7oRB3Hq46zq3AXXxd/TX1nvWF/f1d/1sWsIzU2lUUhi2xqlTpLYep7Z7DXa4qKDAXC2zOz0NXX99lH5uWFx+LFhlQ616lTEGzY3JUkiaamJkpLS63y7fddd93Fli1bhqzxYQuYcu0f7RyyJxxJKziWXmtpra+vN6xY19bWRlRUFAsXLmTmzJnj9uHfOa5DMxaRT25ubtxzzz3861//ssrxR4MpkU8TfR7pdDo++eQTzp07x4033khkZOSE1dqbiT6u/XEkvU6tQ2Nu5FNoaCiLFi3iyy+/NDy2aNEitFqtobD4HXfcQVZWFufPnzfqmGbdbVZXV7N8+XIuXbqEn59fn9XucnNzeeGFF9ixYwcHDx40uRL75cuX+dvf/kZGRganT59m+vTpnD59esB+r7/+Ok8//TTFxcUkJCTwl7/8hauvvtocOTaPIAhGm2MXLlxg586dNDToo1qio6PZuHEjYUYswT5eSJLEwUu1vLj3MpkF+ht7mQBXzgnjx6vimRXeY2K+fPsCnvjiLBVNnYbHQn3deOyamcYbT3ZSQNxUuueJTtRxouoEuwp3sbtodx/Dyc/Vj7XRa0mLTSMpNGlCGk69MeW9042mvJy2jExDdJO2X20kwd0dj4ULDZFNbjNmINhwsf7+CIJgUp23LVu2mHT8y5cvm9okm8acOWSvOJJWcCy9ltSq0+m4cOECx48fN0Q5zZ07l4ULF9rESkPOcR1fwsLCbPrLB2Oxxb61JHK5nO985zt88sknbNu2jRtvvJFZs2aNd7OszkQf1/44kl6nVsvT1tbG7Nmz+zyWnJzc594gMjKSTz75xOhjmnXH9Lvf/Y5Lly7x29/+lt///vd4evYsBd7W1saf//xnnn76aR555BFee+01k4595swZvvrqK5KTkxFFcdCcwa1bt3Lvvffy+9//njVr1vDhhx9yww03cPDgQVJSUsyRZNNoNBq2b9/OlVdeOeQ3iXV1dezcuZNLly4B4OXlRWpqKnPmzLFZ91cUJXadqeSlfXl8W6Yvcq2UC9y4IJIfrYxncqDngNdsmB3G+pmhHD1xkvSTxaTOi2bJgnnGFSTvaIDcD+ymgLgp6EQd2RXZvHbgNS7LLlPXWWd4ztfVl3XR+ginpNAklLKJHYraG2PeO9raWn0KXYbebNIUF/d5XlAqcZ8/H4+UZDxTUnCfMwfBhG8NbA2NRsOOHTuMTpG+8847TbqGSJJks9ccczBmDk0UHEkrOJZeS2htaGgw1HLqjnK6/vrrxzXKaTCc4zq+bN68mbfeeou2trY+9wf2hi32raWRyWTccMMNSJLEtm3b0Gg0zJ8/f7ybZVUcYVx740h6nVotz6xZswYsHDFp0iTa2toMfzc2Npp0TLPS7oKDg5k7dy5ff/31kPusWbOG06dPG4pcG4soioZ6RHfeeSfHjh0bEPmUkJDAwoULef/99w2PLV26FD8/P7Zv3270uewp7a6zsxM3N7cBN3UqlYqDBw9y9OhRdDodMpmMJUuWsGLFClxdLbjymwXR6EQ+yy3n5X2XyavRT153pZxbk6O5Z/lkwnzdhz9AXR7SPxfSqfTDTdOI8JPjMCl+6P0naAFxURLJqc7Rp9QVfU1NR43hOR8XH0OE0+KwxQ5lOPVmsPeOrrGRtuzsLrMpA/XlvL4vkstxnz0bj5QUPFOScZ8/H5n7CHPSjpAkifb2dgoKCoxKvXBzcyM8PJwf/ehHRh3/o48+Iicnx6a/+TY17W6o6+9Ew5G0gmPpNVdr/ygnV1dXQy0nW4hyGgznuA7NWKTdabVabrnlFsrKynjqqadYsGABXl62UTPT1LQ7R5lH3Sl4Z8+e5frrr2fu3Lnj3SSr4UjjCo6l16l1aMxNu9u2bRu33noru3fvZuXKlQB9ioqLosiUKVOYNGkS2dnZRh3TrDCPtra2ESOMlixZQlZW1rD7DMZIhbDz8/O5ePEiTz/9dJ/Hv//97/PrX/8alUpls6bLaOi/UogkSZw+fZr09HRaugoeT5kyhQ0bNhAYGDgeTRyRTo2OD7NLePVAPmWNehPIx03BnUtjuXPZZAI8jXwzqFoACYW2DZC6/u7HBCggPhiiJJJbnUt6UTq7C3dT3dFj7nq7eLM6cjUbJm8gJSwFpdwxDaf+yFQqWjMzac/Kpj0jg85z56C35y4IuM6YjufiZDxSkvFYtAi5jXxQtham3HTMmTOH4uJiHn74YaP2P3/+PDk5OeY2zSYZaqWmiYgjaQXH0muK1oaGBk6cOEFOTo4hyum6665j1qxZdvGNsnNcx4/uz+CSJLF69eoh9xMEAa1WO1bNMgtb61trIZPJuOaaa1AqlXzyySdIksS8efPGu1lWw1HGtRtH0uvUalmCgoK44YYbSE1N5Z577mHFihUUFhYC8Mknn/DKK69QWFjI7373O6OPaVarZ8+ebTjxUBQWFg7IEbQE3cWs+i8NOmPGDNRqNQUFBUMuG6pSqVCpVIa/uwuld39D3/1bLpf32dZqtQiCYNiWyWTIZLIhtzUaDXK53LCtUCgQBMGwDfpvhnpvK5VKJEkybIuiiE6nQ6lUolar2blzJ1deeSVyuZyKigrS09MpKioCwM/Pj9TUVKZOnYpSqRxSx3hpamjt4INj5bxxqIC6NjUAgV4u3L0sltuXxOLpIjekV3a7qAqFAp1OhyRJhm3q8pFr29AVHkUGKCU1EqArOooc0Co8ERQuyE+8hXRiC0JXAXFJpoAZ1yIs/iHa8EXIeumw5Dj1bvtQ2wM0GTFOEhJn6s+wI38HX5d8TXV7L8NJ6c3qqNX6lLqgJHbv2s3ixYtRypU2rcmac0/d2or2zBnajmbQevQonadPI/RL33WJi9On0CUvxm3hQlwDAw2a5DaoyZLjJEkS6enpRqfdLVy4kBMnTlBSUkJUVJRRr5lIaLVahwnjdiSt4Fh6jdHaHeV04sQJ8vLyDFFOCxYsICTEfuogOsd1fFm+fPmEiDqwxb61Flqtlp07d7Jx40YEQeDTTz9FFEUSExPHu2kWx5HGFRxLr1Or5VmzZo2hnMYrr7zCyy+/jCAICILAd7/7XeRyOb/85S+59957jT6mWUsyPfLII2zbtm3ItLv09HS2bdvG73//e3MOPyzdhbT9/Pz6PO7v7w/oV14ZiieffBJfX1/DT/eNVHda37lz5zh37hwAp06dMtRPysnJoaCgAICsrCxKSkoAOHLkCBUVFQAcOHCA2lq92bFnzx5D/mPvyKTt27fT2dlpmDBarZbOzk5DqmBLSwvp6emAPn9yz549hm0vLy80Gg3btm3jP//5D0VFRcjlcuLj43nggQdwcXExVJ2/dOkSp06dGndNta0q/vLFtyx9ai/P7rpAXZuaSW7w/66fzSc/mEOCVIK3m5KKigqOHDkCQElJiSFirqCgwBBBcelkJqe+eAleXUlBzj7DCncCUJy9E15dScub30P2wnw49DxCey1ajxBY/QcylrxB+dI/Q8wSDhw8aLVxqq2t5cCBAwDGaRpmnC5cvEBudS6/2fEb1n+0nk07NvH+hfepbq/GS+lFslcyT8x/gn0372OtZi0zXGfg7uqOm5sbra2tNqnJWnNP09HBnpdeovpfL1K46Q4uL1lK8Z13Uffvf6M6dQpBFJGFh9O6JIXwZ5/F/+OPKfrVLwl99I+0zp5N5tmzNqfJmuOkUCiMNp5AfyMRHR1t0DoSV1xxBXfccYfRx7d1FAoFV155pUN8m+ZIWsGx9A6ntaGhgW+++Ya///3vfPTRR6hUKq677jp++ctfsnHjRrsynsA5ruPNvn372Lt3r1E/towt9q216NaqVCq55pprWLhwIZ9//jknTpwY76ZZHEcaV3AsvU6tlufxxx/n8ccf57HHHuOxxx4zbP/1r3/lrbfeIj8/n2effdakYxpV82mw1Y62bdvGV199xfr167niiisMq90dPHiQr7/+mquvvpobb7xxVDchg9V8eu+997j99tupqKggNDTU8PixY8dISkri8OHDLF26dNDjDRb5FBUVRX19Pf7+/jYb1aDRaMjKyuLw4cO0t7cDMHPmTNatW4ePj4/NRZ+UNXbw7/15fHS8lE6NPuJkWogX962IY+OsYNzdXE2PqCnNgdfWIUeLiBwZPfVkJKDPd2yTV6JbeBfC9KuQKVxsMvpksHGSJIkzDWfYVaBfpa6yvWeVNU+lJ6siV5Eak8oVkVcgk2QDNAmCQGtrKx4eHsjlcpvQZI25JxcEVOfO03L0CJ3Z2bQfP47U3tHnva4IDsYjORnXpEW4LFyIZ2wsoijarKaxHCe5XE5raytFRUVWrfthyzhrPg2OI2kFx9LbX6tOp+PixYscP37cEOXUvWKdvZlN/XHkcR2Jsaj5ZMs4az4NTn+tkiSxfft2jh07xtVXX83ChQvHu4kWw5HGFRxLr1Pr0Jhb88kaGGWXDbbaUbdnlZ6ebvgmvjdffPEFX375pcW/Ae+OcGpqaupjPnVHRAUEBAz5WldX10HrQXX/A+79j7j3dm9X0Zjt3uFvpmwLgmDY7r5JLSkp4auvvqKya7n3oKAgNm7cOCByYai2j6WmogYVr+w/y6c5ZWhF/fyYF+XHA6viWTcjBFmvFem69Q233aft2jZAXxtAhq6P4dRnZl7/Csy/hd4fqcZinMzSJJcjSRLf1nzLrsJdpBelU9FWYXjeQ+HB6ujVpMWksTRiKa7ywWuZdWvSaDTs2bPHkJ45XppG2jZ17ikUClSXLhlWo2vPzkbsSpk1HN/fH4/kZDxTkvFITsYlNtZg5mzfvp0ro6NN0mcL7ydrjZNGo2Hv3r0mRT85MlqtlvT0dIcJ43YUreBYeru1Ll26lFOnTpGbm0trayuRkZF2VcvJGBxxXMdT6w9+8AMEQeCvf/0rISEh/OAHPzDqdYIg8Prrr1u5deZjC307VvTXKggCV155JYIg8OWXXyKKIklJSePdTIvgSOMKjqXXqdU+MCry6e233zb7BJs3bzb7tYNFPuXn5xMfH8+nn37KddddZ3j8n//8J7/61a9oaWkx2tGz5dXuWltb+frrrw2pdK6urqxatYrFixfb3LdVp8uaeGnfZXacrjTUcV42ZRL3r5rC0vhJlnGfS7Lh9XUj7/fD/RA+f/TnsyKSJHGm7gzphensKtxFeVu54TkPhQerolaRFpvGsohlQxpOExlJktAUFdGWkUl7ViZtmVno6ur67CPz8sJj8WI8kxfjkZKC69SpCCMsVuCkB0f/9tuWr/1OnFia7iinEydOcPny5QkV5eTENKxx7e+OvD537hzTpk0bceGgbroj8MYSUyKfnOg/j+3atYvMzEw2btzI4sWLx7tJTpw4MQO7i3wajYFkaeLi4pg2bRofffRRH/Ppww8/ZO3atePeoaNFp9ORlZXFvn37DCmC8+fPJzk5mdDQUJsJI5QkiayCel7cl8eBizWGx9fPDOH+VfEkRvtb5kSNJXDsDTj2Zt/zo4946pNyp3AFj0mWOa+FkSSJs/Vn9RFOhemUtZYZnnNXuLMqssdwclO4mX2OlpYWvL29bWaeGIumvJy2zCzaMzJoy8xEW1nZ53nBzQ2PhQvxSEnGMyUFtxkzEIzIc7bnPhmMsgsNtDWphnze09eViITh33vdfeLEOCbaHBoOR9IKE19vY2OjYcW61tZWQkNDufbaa5k1a5bdf1Yajok+rr2xBa3d9Q4jIiL6/G3v2ELfjhVDaRUEgbS0NGQyGTt27EAUxRFXO7d1HGlcwbH0OrXaBzZXkau9vd1QXLeoqIjm5ma2bdsGwMqVKwkKCuLxxx/ntttuIz4+ntWrV/Phhx+SmZlpKLhrr+Tn57Njxw5qavRmTnh4OBs3biQ0NJT09HRSU1PHPbROkiT2Xqjmpb15HCvSpzrKZQLXzgvnvpXxJIR6j/4kogj5eyH7dbi4A6Sulcq8QmD61eAZiLD/aaDLeEr9M8Qu1xtPfrazGpckSZyrP2cwnEpbSw3PuSvcWRm50mA4uSvcR30+rVbLwYMHx2yeSJJEe1Y2HouTTL7waWtr9Sl0Xal0muLiPs8LSiXu8+frzabkZNznzkUw42ZprPvEmpRdaODT/8sZcb/rH0oc1oDSarUcOXKE6OhoSzZvwjKR5tBIOJJWmJh6RVE01HLqjnKaM2cO8+bN4+TJk8yePXvCaB2KiTiuQ2ELWmNiYob9216xhb4dK4bTKggC69evRxAEdu3ahSRJLFmyZJxaOnocaVzBsfQ6tdoHRqXdjSWFhYVMnjx50Of27t3LqlWrAHj99dd56qmnKC4uJiEhgb/+9a9cffXVJp3LVlIvGhsbSU9P52zXqlseHh6sXbuWxMREo8OXrY1OlNj+bQUv7cvjXIW+3o6LQsZNiyL50Yp4ogI8Rn+SjgbIfV9vOtXn9Tw+eSUk3QMJV4JcAeW58OrKnudtKNVOkiTO158nvUifUlfSUmJ4zl3hzorIFaTGpLI8crlFDKfxpPXAAUp++COi/vMqXsuXD7uvrrGRtuxs2jOzaM/MQHXpct8dZDLc5szGMzkFz5Rk3BMTkbnbd/9YmotZlex+4+yI+63/wUymLQ4ddh9n2p1tXPudOLEU3VFOubm5tLS0EBERwcKFCyd8lJMT03D0a78z7c58JEliz549HDp0iHXr1pGUkkRudS5JoUmGIuXZldnMD56Pi9x5zXHixJawu7S7sSQ2NhZj/LC7776bu+++ewxaZD00Gg1Hjhzh4MGDhtWykpKSWL16Ne69brxFUaSxsRE/P78xN6NUWh2fnCjjlf15FNbpV9rzdJFze0oMd18xmWAf81LE+lBxErJfg1MfgbZr1TJXH5h/Kyy6G4Km9d3fYxKSwhVBq9L/HudUO0mSuNhwkV2Fu9hVuIvilp4oHje5G8sjl5MWm8byiOV4KC1g0g3BWM+T+q1b9b8/2DrAfNK1ttFx4ri+blNGBp3nzkG/97XrjBl4JifjkZKMx6JFyL28LN7G8Xzv2CqiKBoWaHAyMo40hxxJK9i/3u4opxMnTnDp0iVcXFwMtZx6L8jSva89azUFp1YnlsCR+tYYrYIgsGbNGgRB4Ouvv+bjix+TLkvn9hm38+ukX/NM9jO8d+49loUv44U1L9isAeVI4wqOpdep1T6wOfPJEZAkiQsXLrBz504aGxsBfZhyd4pdf3Q6HdnZ2axZs2bMJli7WssHWSX850A+lc2dAPh7KLlr2WQ2L4nF12OUIX5aFZz9DLL+A6VZPY8Hz4LF98Ccm8B1CDPCLwrtfZlk799J0soNKMch1a7bcEovSie9MJ3C5kLDc65yV5ZH6A2nFZErrGo49cba80QSRRo++ACxq15Q24GD+t8HD1Lzr3+hqahAW1WF2NpGx7ffQr9Coi7x8foC4ckpeCxOQuFvobpgwzAe7x1LI4oSjVXtVFxussjxdDodJ06cIDw83CLHm+hMhDlkLI6kFexXb1NTk6GWU3eU0zXXXMPs2bOH/EbTXrWag1OrE0vgSH1rrFZBEFi2YhnbC7bjU+zDdL/pvHvuXbIrs7nQcAGAo+VH+emen9qsAeVI4wqOpdep1T6wubS7sWQ8Ui9qa2vZsWMHeXn6tDJvb29SU1OZPXu2TRQMa2rX8PbRQt48XEBDuwaAUB837l0Rxy2Lo/BwGaVf2V1A/MQWaK/VPyZTwsxrIeleiE4BG+iHwZAkicuNlw0RTr0NJxeZiyHCaWXkyjEznMYSXWsbl1avRjKyWLUyMrKrZlMKHsmLUQYHW7mF9o+oE2mobKemuKXnp7QVrcr4FYGcaXcj40y7c2JviKLIpUuXOH78+IhRTk6cDIWjX/udaXejJ6sii7vT72ZG4wxmNc7ijN8ZzvmdG7DfG2lvkBSaNA4tdOLESX+caXcOiEql4sCBAxw9ehRRFJHL5SxZsoTly5fj6uo67GtFUaS2tpbAwECruZvVzZ28fqiAdzOKaFPrb3RjJ3lw38p4blgQgatiFB9SDAXEX4OLO3sKiPtEwMK7YMEd4G3acs9j0SfdXG64zK4ifdHw/KZ8w+MuMheuiLhCbzhFrcRT6WnVdoyENftE0ulQFxYaZTyF/eXPeCQn42IDH+zGcp6Yik4rUl/R1sdoqittRasRB+yrUMrw9HOhqaZz1OcVRdGwqIGTkbHlOWRpHEkr2Ife/lFO4eHhI0Y5DYY9aLUUTq1OLIEj9a0pWpNCk7htxm28d+49JCRmN87GTefGRZ+LtCnbALh9xu0sClk0Fk03GUcaV3AsvU6t9oHTfLIykiTx7bffkp6eTmtrKwBTp05lw4YNTJpkXK0iURQ5ffo0K1assPgEK6lv598H8vjvsVLUWv1N7/RQbx5YPYUr54Qhl40iCmm4AuKL74VpG/UFxM3Amn0CkNeYR3qhvmh4XlNP25UyJcsilpEWm8aqyFV4uVi+TpG5WLJPJElCdemSYTW69uxsxObm4V8klxP+1JP4XnPNqM5tSaw9T4xFpxGpK2+lpriF6uIWaotbqC1rRdQODDxVusoJjPIiONqHoGgvgqJ98Av14PKxKqMKjo+EKIqcO3eOoKCgUR/LEbCVOTQWOJJWGB+9xqwS2jvK6fLlyyiVSubMmcPChQsJCwsz67yONLZOrU4sgSP1rSlaBUHgN0m/4VjlMc5zHq1My8yGmcS3xFPjWkNnaCc/n/9zm8jmGAxHGldwLL1OrfaBM+3OiqkXFRUV7Nixg+KuZeT9/f3ZsGEDCQkJFj+XqVysauHlfXl8frIcnaifAgtj/HlgdTyrE4JH90/D1ALiNkJ+Uz67CvURTpcbe1ZjU8qULAtfRmpsKquiVuHt4j2OrbQOkiShKS7WFwjPzKAtMwtdXV2ffWReXngkJSG4udGyY8eAY4T+5c/433jjWDXZZtGqddSW6o2mmhJ9RFN9WRuiOPBS6+Ku0BtMUd4ExXgTFOWNX7AHwiCmr3O1O8vhTLtzMl4Mt0poU1MTOTk55OTk0NzcTHh4OAsXLjQ5ysmJk6Fw9Gu/M+1u9EiSxNPZT/PeufcMj8lEGRHtEUxunUxwZzAoYOG8hSxYsICwsDCbNaKcOHEU7C7tbs2aNWYdXBAEvvnmG7Nea8+0t7ezZ88ejh8/jiRJKJVKli9fzpIlS1AqTS/ULYoiFRUVhIWFjdrdzC1p5MW9l9l9tsrw2IppQTywKp7FkwPM/wcxmgLiZmCpPiloKtBHOBXt4lLDJcPjCpmCpeFL9RFOUavwcbH9G1RT+0RTUWFYja4tKwttRUWf5wU3NzwWLsQjORnPlGTcZs5EUCgo/+1vBz1eR3a2zZlPlnzvDIa6U0tdaashmqm6uIWGynakQYwmV08FwdHeBEV7E9QV1eQT6G70e87Td/j0XGP36+4TJ8Zh7TlkSziSVhgfvc27dhl+ey1fjiiKXL582VDLyRJRToPhSGPr1OrEEjhS35qiNbsyu4/xBCDKREq8SijxKsFT40lsayxu5904fvw4ISEhJCYmMmfOHDw8xr8eqiONKziWXqdW+8Ao82nfvn1mHXyiOt379+9n7969rF69mpUrVxoeF0WR48ePs2fPHjo69BE/s2bNIjU1FV9fX7PPJ4oieXl5hISEmDXBJEniSF4dL+27zOHL+mgWQYCNs0P58copzIk0v21jXUBcrVOTW51LYmAieXl5BAcHc6zqGPOD5xu9qkZhUyHpRfqUuosNFw2PKwQFS8KXkBabxuro1XZhOPVmpHmira2lPSuLtoxM2jIz0BQV991BqcRj3jw8UlL0ZtPcucgGcce91q6l5Zs9uMTE4Pfd79K4bRvqoiK81q61ljSzGe17pzeqDi21JS19ajQ1VLXDILGj7t5Kg8EU1GU4eQe4jeqaGJHgz/UPJdLWpBpyH09fVyIShl9FUBRF8vPzCQgIMLstjoQl55Ct40haYWz09l8ltGWn3nyq2ref3L/9jXMdHbSKImFhYVx11VXMnj17xDqQ5uBIY+vU6sQSOFLfmqJ1fvB8loUv42j5UUT05ToS/BMMq911KDvwm+XHz1b9jJLCEnJyckhPT2f37t1Mnz6dxMRE4uLixu0e0ZHGFRxLr1OrfeBMuzMx9aLbeOqm24AqLi5m+/btVFZWAhAcHMzGjRuZPHmyVdpuDKIo8fW5Kl7cl8fJkkYAFDKBGxIj+NHKeKYEmxmJZIUC4sag1qn56Z6fcrj8MLfPuJ1fJ/2aZ7Kf4b1z77EsfNmwy7oWNxfrU+qK0jlff97wuEJQkBKeQmpMKmui1+DrOgojzsbQNTXRnp1tSKVTXbrcdweZDLc5sw2r0XksWIDM3d2oY4tqNYJSiSAISJKEpNEMalTZK51tGkPKXPdPU3XHoPt6+roYDKbuqCZPPxebNt8dPfXCmXbnZKzQtbZxee1axKYmNEolleHhFEVHUxEejlynJbqoiCmVVSz+5BPkXuO7aIWTiY+jX/udaXeWwdTP421tbZw8eZKcnBxqa2vx9fVl/vz5JCYmjurLeSdOnBiHLaXdOc0nE25A+htP3YSEhFBVpU9jc3V1Zc2aNSxatMhi/9hFUaSkpISoqCij3E2tTuSLU+W8vC+Pi1X6IuduShnfT4rm3hVxRPgZZzAMwIoFxEei+x9d9zctcuRs8NvAzsad6NAhQ8aS8CV9/uGVNJcYVqk7V9+zDKxckJMSlkJabNqEMpy0LS0U79qFR34+HZlZdJ49C/3e3q7Tp+OZnIxHSjIeixYh95549at6Y8x7p6NVTU1RV32mrt/NtYOvKucV4EpQlDfBMd4ERunNJmPT4WwFURQpLi6mtbXVYW9ATLn2m3r9tWccSSuMjd6mpibOZmVxOn03le5uiHI5/nV1xOXlE11UhM+cOUQ8/xxKC6bYDYYjja1T69A4zSfjzSfnPBoetU7NyZqTLApZZPgi8ljVMeYFzRvyi2BJkigtLSUnJ4czZ86gVquJj48nMTGRhIQEFArrr4PlSOMKjqXXqXVobMl8cq52ZyRDGU+AwXhKTExk7dq1eHlZdgU0URQpKysjIiJi2AnWqdHx0fFSXj2QR0m9PkrD21XBHUtjuGvZZAK9zLxJrjipr+X07bZxKyCeW53L4fLDhr8lJAI1gUhdOU8iIofLD7O7aDeVbZXsKtw1wHBKDkvWG05Ra/Bz87N6m62NqFLRkZNLW2YG7RmZdHz7LWi19E7KcomLwzMlGY/kFDwWJ6HwHz4la6LR/73T1qTqE81UU9xCa8PgaWw+gW59I5qivHH3tv/oLlEUKS8vd0b8GImx19+JgCNpBevolSSJiooKLly4wMWLF6msrEQmkxE7exbzP/ucsMJCPNvbARDc3YnZ8jaCGbUgTcWRxtap1YklcKS+NUeri9yFpNAkw9+CIPT5ezAEQSAqKoqoqCg2bNjAmTNnyMnJYdu2bbi7uzN37lwSExMJCbF89kQ3jjSu4Fh6nVrtg1FFPnV2dpKdnU15eTkq1eA3cHfccYfZjbM2xn77PZzx1Jv+NaDGilaVlvcyinjtUAE1LfpxmOTpwt3LJ3N7Sgw+bmZ8sB3jAuIjIUkSt2+/nVO1p4bcx13hToe2JzVKLshJCk0iLTaNtdFr8Xezb+NF0mjo+Pa0YTW6jhMnkNTqPvsoIyPxSF6MZ0oKHouTUYYEj1NrxxdJkmhr1BtNvYuBtzepB93fN9id4GhvAqO99b+jvHHztP4N4Xjh6N9+O9PunFgSrVZLYWEhFy5c4MKFC7S0tODm5sbUqVNJSEggPj4e8cwZim67fcBrY95/D48FC8ah1U4cEUe/9jvT7myTmpoacnJyOHXqFG1tbYSHh5OYmMjs2bNxc3Mb7+Y5cWL3TIjIpxdffJE//vGPNDU1Dfq8JEkIgmDT5pMxGGs8AYb9LG1A6XQ6CgoKmDx5cp8PC/Vtat46XMBbRwpp7tQCEOHnzg9XxHHToijcXcz4YDHGBcSNRRAEvq39dth9OrQdyARZH8MpwM1+iypLOh2d58/T3lUgvP3YcaSub8y7UQQF9RQIX7SIUo2GkH7zZKIjSRIt9Z0DIpo6WjQDdxbAP8SDoBh9JFN3RJOLu+MEgep0OvLz88e7GXbDUNffiYgjaYXR6W1vb+fSpUtcuHCBvLw81Go1fn5+zJw5k4SEBKKjo/scs7rr84HXurWE/OY3VD39DK3ffEPrnj1jYj450tg6tTqxBI7Ut+OtNSgoiNTUVNauXcvFixfJyclh+/bt7Nq1i1mzZpGYmEh0dLRFammOt9axxpH0OrXaB2bdcX388cf85Cc/Yc6cOfzxj3/kl7/8Jddffz3JyckcOHCAHTt2cOONN3L11Vdbur1jjrHGU+/9LW0+SZJEQ0MDsbGxAFQ2dfKfg/m8n1lMh0YHQFyQJ/evmsJ188NRyk0MvxunAuKmIEkSCQEJfYqF9yfCK4J3N75LoEfgGLbMckiShPryZcNqdO1Z2YjNzX32kfv54ZGcbEilc5kca/hnrNVqacjJMcyTiYgkSTTXdlBd1EJtSQvVXTWaVG3aAfsKMgH/UA9knioS5sUQEuvLpEgvXNzs02jSajSc3rubjpbmIfdx9/Zh9ur1KIZJ45EkicbGRtyNLC5vy7S2tjJ9+nTKysrIzs5m0aJFFj9H/+vvRMaRtILpeuvq6gzpdMXFxUiSRGRkJFdccQUJCQkEBQUNeXPktWYNrgnT8bn6KgRBIPJf/6T5y69QRoRbUNHQONLYOrU6sQSO1Le2olUulzNjxgxmzJhBc3OzoUj5yZMnCQgIIDExkXnz5uE9inqltqJ1rHAkvU6t9oFZaXcrVqzg4sWL5Ofn4+HhgUwm4/HHH+fRRx8F4P3332fz5s3s3r2bVatWWbrNFmOk1AudTsef//xnTOkiQRD4wx/+YBUXsqC2jX/vz+N/J0rR6PRtmhPhy/2r4kmdFYpcZuI3AuNYQNxYKtsqSS9M53+X/kd+08jRGm+kvTFizrmtIEkSmuJi2jIzu6KbMtHV1fXZR+bpiUdSEh4pyXimpOA6bRqCneX2moskSjRWt/cpBF5T3Iq6Y6DRJJMLBIR7EtSdNhftTWCEFwpzov9slMKTJ/jfXx8dcb8bH/kTsfOGj6SYKKkXDz/8MG+//TZVVVUmmU/OtDsnxiCKIqWlpQbDqba2FoVCQVxcHAkJCUybNs3iNR6dOLEmE+Xaby7OtDv7Q5IkioqKyMnJ4ezZs+h0OqZOnUpiYiJTp051yHnsxImp2H3a3alTp7jpppvw8PAwPKbT6Qzbt956K2+//TZ/+tOfbNp8Ggm5XM4111zD559/bvRrrrnmGotfCE+XNvDsl6c4WNSK2OWDJU8O4IHVU1g+NdD0MFQbKCA+HJVtlewu2k16YTq5NblGvy7aO5p5QfOs1zALoKmspC0jw2A2aSsq+jwvuLnhsWBBTyrdzJkIRq7+odPpuHTpklX/GTdWtaNR6YZ8Xukqxy/EY8jnh0IUJRoq2wy1mWqKW6gtaR30XHKFjEkRnn2KgU8K90KuHGjKjUWfjBVRs+YiVyjQaQeab93IFQqiZs0d9jg6nY6LFy9aunljzvnz53nxxRd57rnnuO+++6x2nok0h0bCkbTC4HrVajX5+fkGw6m9vR1PT0+mTZvGunXriIuLQzkGBcItjSONrVOrE0vgSH1ry1oFQSA2NpbY2Fg2btzIt99+S05ODh9++CGenp7MmzePxMREAgONy3qwZa3WwJH0OrXaB2aZTxqNhqCgIMPf7u7uNDY29tln3rx5vPrqq6NqnC2woKsWgzEG1LXXXmvY3xIcK6znpX157DlfbXhs7fRg7l8dz8IYE2sZaVVw5lN9ap0NFBDvT1VbFV8Xf82uwl3kVOcYHhcQSAxOJC02jaeynjKsbjcYJS0lQy7vOl5o6+poz8ykLTOL9owM1EVFfXdQKvGYN09vNiUvxm3ePGSjcKQ7OjpG3slMGqvaee+xjBH3u+2JlGENKJ1OpKGinZriZmqKW6kpbqa2tBWtWhywr0IpY1KkV08x8Bhv/MM8kZuQWmrNPhlL5AoFiRuv5dgXHw+5T+LG65AbYVZ2dnba5Q10b37yk59w3333kZCQYPVzTZQ5ZAyOpBX0eltaWsjLy+PChQvk5+ej0+kICgoyLP9tj6vJDIYjja1TqxNL4Eh9aw9a3dzcSEpKIikpicrKSnJycjhx4gRHjhwhOjqaxMREZs6cOWJkhz1otSSOpNep1fYxy3wKDw+nolfERkxMDDk5OX32KSoqQmFkxIatY4wBZSnjSZIkDlyq5cW9l8kqqAdAJsDVc8P58ap4ZoSZmCLSWAzH3rS5AuIA1e3VhginnOqcPsbSguAFpMamsi56HSGe+npTzepmXsx90bBPSlgKGRU9Zsj98+8fu8YPga65mfbsbNoyMmnPyEB16VLfHWQy3GbPxjM5GY+UZDwWLEBmodo7crmcxMREixxrMBqr20feqWu/bvNJpxGpr2ijuqiZmpJWaoqaqStrQ6cdxGhylRMU5dUnosk/xAOZqTXMemHtPrEmna2t1JeX0lBRRn1ZCfXlZdSVlQy5v1yh4IrvbxrxuHK5nLlz53Lu3DlLNndM2bZtG99++y3/+9//OHHixIj7q1SqPiuyNnfVUuuO2O3+LZfL+2xrtVoEQSAxMRGtVosoishkMrRaLTKZbMC2RqNBLpcbthUKBYIgGLZBX5ut97ZSqUSSJMO2KIrodDrDtiiKKBSKIbd1Oh2SJBm2B9MxmKbu7f46+mudCJr6b6vVaurq6rh06RLnz5/n888/NywBvnbtWqZNm4aPj08fTTKZzKY1jTROMpmM2bNnD9Bhz5qGmnvdWuVy+YTRNNQ4CYLAnDlzDFqN1eRkZOz584Op2KPW0NBQNm7cyPr16zl//jw5OTl89tln7Nixg9mzZ5OYmEhERMSA7BB71DoaHEmvU6t9YNZdXVJSUp8P/Bs2bODw4cM8+eSTnDlzhn//+998/PHHJCXZR+0dY1iwYAHXXnvtoM9ZwnjSiRLbv63g6n8eYvMbWWQV1KOUC9yyOIrdDy3nh3OUTAv2NO5gogiXv4EPboF/zINDz+uNJ58IWP0HeOgMfPcNiFky5sZTbUctH5z/gDt33sm6j9bxVNZTnKg+gYTE/KD5PJz0MLu/u5u3N77NbTNuMxhPAPfNu48H5j+AgMAD8x7gZ+E/4/659+v/nv8A982zXurNUIhtbbQePEjVs89ScON3uZiyhNIHHqThnXcMxpPr9OkEbN5M5MsvMS0zg8n//ZDgX/4Cr2XLLGY8gf4G+vTp01b7cDlYraXByDtRzd53zvHfv2bz6s/389+/ZrPvvQucOVBGdVELOq2Ii5uciGl+zFsXxfofzOTWx5O59/9W8J1fLWT5TdOYnhLGpHCvURlPYP0+GS2iTkdDZTl5x7M49sXHpP/7BbY+9jAv//B2Xrz7+3zwx1+x86X/I+uzbVzOPkpDeemQxzI26qm75oe90t7ezi9+8Qv++te/Gl2v6cknn8TX19fwExUVBcDp06cBOHfunKFPTp06xaWu925OTg75+fmcPn2arKwsSkr05t+RI0cMX8AcOHCA2lq9sb9nzx5DFHB6ejotLS0AbN++nc7OTrRaLdu3b0er1dLZ2cn27dsBaGlpIT09HYDGxkb27NkDQG1tLQcOHACgoqKCI0eOAFBSUkJWlj6CtaCgwPDlz6VLlzh16tSImgoKCgAGaCorK+P06dPs379/wmjqHqd9+/aRm5vLjh07eP7553n11Vc5fPgwHR0dpKWl8atf/YqAgADmz5+Pj4+PXWgyZe6pVCq2b9+OSqWaMJqGmntNTU3s2LEDnU43YTQNNU5VVVWkp6ej0+mM0pSX16u+p5NhsfXPD5bEnrUqFApmz57Npk2b+NnPfkZKSgqXL1/m9ddf5+WXX+bo0aO091op2p61moMj6XVqtQ/MKjj+ySef8Mgjj7Bjxw5iY2Opqalh0aJFlJbqb4wkScLX15cDBw4wZ84cizfaUphTdPbEiRN9IqBGazyptSKf5pbxyv488mvaAHBXyrktOZp7lscR6utmfIFIGy0gXttRy9dF+pS641XH+0Q4zQuaR1psGutj1hPqGWr0MceraKaoUtGRe5L2zAzaMjLpOHUK+tXgcYmLwyN5MZ7JKXgkL0bh7z8mbbN2n1zMqmT3G2dNfp2rh6JPNFNQtDe+ge4IphbINwNbKa7aHcVUX15KQ3kp9eVl1JeX0lhZgagb2tTzCphEQHgE/uFRBIRHEBAWgW9IGG/96n7EXvNOrlDwk7e3mWw+jXe/mMMjjzzC7t27ycrKQhAE9u3bx+rVq4ctOD5Y5FNUVBT19fX4+/sPG9UgiiIXL15k6tSphqiKiRr5JEkSFy5c6KPVnjW1traSn5/PpUuXuHTpEiqVCh8fH6ZOnUpCQgLR0dFcuHCBmTNnolAo7EKTuXNPp9Nx9uxZZs6caTimvWsaapy0Wi1nz55l1qxZCIIwITQNNU4ajYZz584ZtI6kqbvorD1e+y2BKQXHbeXzw1gw0bSKokh+fj45OTmcP69fJXv69OkkJiYSExPDhQsXJozWkZhoYzscTq1DY0sFx80ynwajoaGB1157jfz8fGJiYti0aRMRERGWOLTVMHfFoxMnTvDVV19x1VVXmW08dah1fJhdzKsH8ilv6gTA113J5qWx3LU0Fn9PEyaGDRYQr+uo45vib9hVuItjVccQpZ40q7mBc0mNTSU1JpUwr7Axb5spSBoNHadP6+s2ZWTSkZOD1OsmFkAZHo7HkhQ8U1LwWJyMMiR4nFprHdSdWmpLWjlzsIyLWVUj7j8pwovYOZMIivEmKMob70luphfFt0NEnY6m6kqDsdTbZOpobhrydQqlC/7hEfiHR+oNpvBIAsIj8Q8Lx8V98NpZ+999o0/tp0XX3MjK2+8yuq32+g+6qKiIadOm8cknn7B06VIADh06xDXXXMPevXtZtGiRUauPOVe7m7g0NjZy4cIFLly4QFFREaIoEhYWxrRp00hISCA0NNQhrkdOnAyGvV77LYVztTvHo729nVOnTpGTk0N1dTU+Pj7Mnz+f+fPn4z9GXw47cTLeTEjzyR4ZzQ2ITqcz6x93U4eGdzOKeONQAXVtagCCvF25d/lkbk2Owct1YOSCTqfj1KlTzJ07t+ecNlhAvL6znq+Lvia9MJ3squw+htOcwDmGCKdwr/BRn2vQPrEAkk5H5/nztGdm0ZaZQUf2McT2vrWOFEFBhgLhHikpuNjIBxhL9ImqXdNVm6mFmhL9qnON1e0MU+d9AOt/MJNpi42PYrMm1pgnHa0tfYyl7m3jopgiB5hM3pMCEUwsZqzTavnfjx5mlu8VnGk6xI3/ftqoqCfo6ROlUml3NyDdUU5DkZycTEbGyEXxTbn2W+taY4vYo1ZJkigvLzcYTtXV1chkMiZPnkxCQgLTpk3D19d30Nfao15zcWqdmJiq1Z7Np8uXL/O3v/2NjIwMTp8+zfTp0w2p08ZiauSTcx5NHLr/Vxw/fpxvv/0WrVbL5MmTSUxMZMaMGROmTnF/HGFsu3FqHRpbMp8m5jttDDB1Ute2qnjjUAHvHC2iRaW/QY0KcOe+lfHcuCASN+Xwx3Pvrg1kYwXEGzobDBFO2ZXZ6KSe3NPZk2brI5xiU4nwsnwUnLsF6iVJkoQ6L09fIDwzg7asbMSmvlEqcl9fPLoKhHumpOAyebLNfnNuSp90tmqoKW6hunvVuZIWmmsGXznBy98VN28ltcWtlmrqmGHOPOmJYtIbSw1dKXP15WXDRzG5uOIfFj7AZPIPj8DFzXL1vQRkLArciIvgyqLAjQgmlu9zc3Ozyzzx+fPns3fv3j6P5ebm8tBDD/HKK69Yrc6gJa419oI9aNVoNBQUFHDhwgUuXrxIa2sr7u7uTJ06lZUrVxIfH4+rq6tRx7IHvZbCqXVi4ihaz5w5w1dffUVycrIhrdDaOErfwsTXKggCERERhIaGEhcXh1qt5uTJk3z88ce4ubkxZ84cFixYQGiobXx5akkm+tj2xqnV9jEq8mnLli0A3HDDDXh7exv+NoY77rjD/NZZmbFIvShtaOc/B/LZml2CqmuFr2khXty/agpXzw1DYUxBZVGE/L36KKeLO6E7osgnAhbeBQvuAO+Q4Y9hQRo7Gw2GU1ZlVh/DaeakmaTFppEak0qkt/UigiRJoj0rG4/FSSYZQZIkoSkpoS0jg/aMTNqystB1FQLtRubpiUdSksFscp02zeTIFFujvVlNTXFLn5+W+s5B9/UJdCMoypvAaG+Co70JjPLGw8fF6JpPthT5NBKGKKayUuorygzbjVWVw0cxTQokIKw7Va7HZDIniskcGrfn03qgrKc9KyLxu3Ky0a+352+/+2NMzaf+ONPu7I+2tjYuXbrEhQsXyMvLQ6PREBAQQEJCAgkJCURFRSGz8+u0EyfWxp6v/d0rcALceeedHDt2zKqRT04cg7q6OnJycjh58iStra2EhYWRmJjInDlzcHNzG+/mOXFiEewu8unOO+9EEARSUlLw9vY2/D0ckiQhCIJNm0/W5HJ1Ky/vy+Oz3DK0ot7fmx/lxwOrp7B2ejAyY4otdxUQl7JfRxjnAuKNnY3sKdnDrsJdZFZk9jGcZgTMIDU2lbSYNKJ8osakPc0HDnDswAEWqTrxXbFi2H01lZWGmk1tmRloyyv6PC+4ueGxYAEeycl4piTjNmsWgh2G32q1Wk6cOEFC3Czqyzv6GE1tjapBX+Mb5G6ozdT9281TOei+ihGi80zdbyzQarWcOH6cyeGhNHfXYyorpaFCbzJ1tDQP+VqFiyv+XUW+/cMjCYiI7Nq2bBSTMUiihK5Jhba+E01NO60Hy/o833q4DJ/UGGSKkW++tVotOTk5dvuNyVjT3V+JiYkTNiy/G1vTWltba0in615FLCoqihUrVpCQkEBgYOCoolBtTa81cWqdmDiS1rE2lx2pbx1Z66RJk1i3bh2rV6/m8uXL5OTksGPHDtLT05kxYwaJiYnExsbabMbDSDjy2E5k7FmrUa194403EASBsDB9ceg333zTqo2yZXSiRFZBPdUtnQR7u7F4cgDyXkbSt6VNvLTvMjvPVNIdU3bFlEDuXx3PkrhJxl28+hUQFwCd0hMh8TZkSfeOWQHxJlUTe4r3sKtoF5nlmWilnkiQ6QHTDRFO0T7RY9Ke3jR++F+Cjh+nsbJygPmkraujPSurK5UuE3VhYd8XK5W4z5uLZ3KK3myaNw/ZOLvA5iBJEq0NKoPBVF3UTGVBO9ntmQN3FsA/xKNnxbmuyCZXd+MvWEEx3sgUAqJ26GBJmUIgKMbbHDmjpqO1RW8sleujmOrL9KlyjVUVHBwmxaw7iikgIhL/sC6TKTwC74CxiWIC/ViK7Vp09Z1oGzrR1nfqt7v+1jWoQBwmSFUn0ZxeZFT0kyAI+Pn59Vn9zZ5ZtWoV1ixdKAgC/v7+dvvB0xTGW6soipSUlBjS6erq6lAoFMTHx3Pttdcybdo0PD09LXa+8dY7lji1TkwcSas59F/ptKWlBcCQdj7SSqfdq6GO9SqG47HSaX+t9q5pqHEC8Pf3R6vVIpfL+2iaNm0acXFxdHR0GIqUf/vtt/j7+zN37lwWLFiAl5eXzWkaaZy6I7x7j42tj5M5c69ba/fKnxNB01DjJElSH63GarIFjI586s3mzZut0RabZ+fpCp744iwVTT3pSmG+bjx69Uz8PV14ce9lDl7qSeFKmxXC/aumMC/Kb+SDD1VAPGQ2JN2DfM73xqSAeJOqib0le9lVuIuMigy0Yo/hlOCfoDecYlOJ8Ymxelt6I4kiDR98gNj1waH9wAGUWi3tBw5S/fd/oCkrQ1tVha6xEdXFi31fLJPhNns2nsnJ+tpNCxKReQy+ipitIkkSzbWdPdFMXcXAO1s1A/YVBPAP8+wxmqK9CYz0wsVtdM64d4Abt/9pyaDn7MbNS4l3gPXClHVaLU3VVQNWk2soHyGKydUV/7CIHpMpfOyjmCSNDm2Dqq+xVN+JrstsklQj/GOQC8j9XNHVDZ4uaWz0k1wuJy4ujnPnzpkrxaGQy+VMmTJlvJsxJoyHVpVKRV5eHhcvXuTixYt0dHTg5eXFtGnTSE1NZfLkyYYPlZbGObYTE6dWJ908+eSTPPHEEwMeP3fuHDExMYb/g7Nnz+bUqVO4u7szffp0cnJy8Pf3Z8qUKRw5coSIiAhiYmI4cuQI8fHxREREcODAAWbPnk1wcDB79uwhKSmJgIAA0tPTWb58OT4+Pmzfvp3U1FQUCgXbt2/nyiuvRKvVkp6eznXXXUdLSwsHDx7kqquuorGxkezsbNLS0qitreX06dOsWbOGiooK8vLyWLFiBSUlJZSVlbF06VIKCgpoaGggKSmJS5cu0dHRQWJiolGasrKyBmiaMmUKe/bsmVCahhqnKVOm8NVXXw2raeHChdTW1nLttdeSlZXFwYMHOXDgANHR0bi6unLTTTdRV1dnM5qGG6fz588TFxdHZ2enXY2TqXOvvb2dy5cvk5CQQH19/YTQNNQ4NTQ0UFZWRkJCAmVlZSNqKigosPr11ljMWu2utbXVqOWsrcVbb73FXXcNXFb84Ycf5qmnnjL6OKbU/dh5uoIfv3tixEW/5DKB6+aFc9+qeKaFGBEBYkQBca1OR1ZWFosXL7ZKaF2zupl9JfvYVbiLI+VH+hhOU/2nkhajN5wm+xpfU8bS6FrbuLR6NVKX+SQBQq/f/XFNSMAzJRmP5BQ8khYh9x6faBxzkESJppqetLnq4hZqS1pQtQ+sQSSTCQREeBIU5c2kSE+qW4q5Yn0S7h7GFds1Ba1GQ96xTHTaoc0nuUJJ/KJkFKO8WexoaR5Q6LuhK4pJHMa9954UpE+V66rB5BMSRnFVDVesWYvSytFtkiiha1b3jVjqZTKJLeoRjyHzcUER4IbC3w15gJt+O0C/Lfd2oWlnQZ9aT/0xpvaTVqslKysLHx8fu6z7YQlMufZ395e1rr+2hDla1To1udW5JIXq6+9JkkR2ZTbzg+fjIh/8Pdfc3MzFixe5cOECBQUF6HQ6goODmTZtGtOnTyc8PHxMIjmcYzsxcWodGnuu+dQbY2s+9Y98KisrY+bMmRQWFhITEzNsVINOp+P48eMsWLAAFxeXCR35JIoix44d66PV3jUNNU6SJHHs2DESExNxc3MzWlNbWxsXLlzgxIkTlJeX4+Hhwdy5c5k3bx6hoaE2G1Gj1WrJzMwkOTnZ8Lc9jJM5c0+j0ZCZmUlKSgoymWxCaBpqnNRqNdnZ2SQnJyOTyUbU1NHRQV5env3UfOpPSEgI119/PZs2bSI1NXXcinzu3LmzzxLKERGWX1EN9Kl2T3xxdkTj6bbkaO5bGU9UwAhRNSYWEJfJZERERFi0n1vULQbD6XD54T6G0xS/KYYIpzjfOIud01xElYrOM2cMxhP0GE79b08i/v53PBYnoQgIGLP2jQZRlGisau9bDLykBU3nQINFphCYFO5lqM0UHONNQLinocaSPmVFwtXN+tVW4QABAABJREFUOlECFRfP8eXfRzZ3b3r0r0TNmjvifvoopspBTSajopi6Cn0bin6HRaDsVxxSFEUUJSXILXQDIrZruqKXOtDV639rG1SGdDl0w18lBFe5wUzqbSwp/N1Q+LsiDFMvS9SKtB4uH/b4xkQ/yWQywsPDaW21v5ULxwNrXH9tFVO1qnVqfrrnpxwuP8ztM27n10m/5pnsZ3jv3HssC1/GC2tewEXugiRJVFVVGeo3VVRUIAgCsbGxrFu3joSEBPz9/a2sbiDOsZ2YOLU66cbV1bXPypfNzfrPFt3GW28Drve2QqEw9G23GdP9eO99uukdnWnKtiAIhu3um1Rjt4dq+3CahtoWRXGAVnvXNNh29w18REQErq6uhi85jNHk5eXFwoULWbhwIdXV1Zw4cYKTJ0+SkZFBZGQkiYmJzJo1yzB3+muSJInOY8fxWJxkcU3DbcvlcqKiogwphvYyTuZsd2vtbutE0DTUOCkUCiIjI4fVOlTbxxuz7sji4+P54IMP2Lp1K0FBQdxyyy3cfvvtLFy40NLtG5aFCxcSGBho9fNkFdT3SbUbiqvnhg9vPHUVECf7dTChgLhMJiMmZvRpbq3qVvaVdhlOZYfRiD0RLFP8ppAak0pqbCrxfvGjPtdokLRaOk+fNhQI7ziRgzRSfRq5nPCnnsRnQ9rYNNIMRJ1IQ2U71UV6g6m2uIWa0la0g6RbyZUyAiO9+qTOBYR5Ih/BVLDEPBmKkPhpCIIMSRp6eWNBkBES37cmWXcUU315CQ1daXL15WU0GR3F1Ndk8g6YZHQtJlP7RNKKPRFL/Wsv1auQOodeAU9/QgGFv6vBXJL795hMigA3BHeF2REdqvzGEc0tdBKq/Ebcpw1tvspkMqKiopxpd0Zi7feVLWGK1m7j6Wj5UQDePfcu2ZXZXGi4AEBGWQa/+vhXrPdYz+WLl2lubsbV1ZUpU6awZMkSpkyZMu5F751jOzFxanViCRypb51aTSM4OJgNGzawbt06Lly4QE5ODl988QU7d+5k1qxZLFiwgMjIyD6f99oOHqTkhz8i6j+v4rV8+WhlGI1zbCcm9qzVLPPp1KlTnDp1ii1btvDBBx/wj3/8gxdeeIGEhAQ2bdrEbbfdRnT02BehthaVzSMbT8Pu16+AOACuPjD/Vlh094gFxLVaLUeOHGHp0qUmh5C3adp6IpzKDqMWe1J/JvtOZkPsBlJjUpniP341AyRRRHX+fI/ZlH0Msb29zz7yoEA8k1NAqaD5k08HHCP0T0/ge801Y9TikdFpRerL2/S1mbrNptJWdJqBxo3CRWYoAB7cZTT5h3ogk5v2TeZo5okxKF1d8QkKoqm6ash93H18yNn5BY2V5YZ6TJ0jRDEFhEUONJkGiWIyh/59IokSYqu6p95Sv9pLumY1I4U4yryV+kilXhFMcn83FJPckPu4IhizkqUZuMX54XtdPOIg6ZfdyD0VuMX5DXuc7j4JsJPowPHG2u8rW8IUrbnVuRwuP9znsfzafKI6oghvDye0IxSlpOSs11nmzpxLQkICMTExNvXtm3NsJyZOrU4sgSP1rVOreSgUCmbNmsWsWbNoamoiNzeXnJwccnNzCQwMJDExkXnz5uHp6Unzrl0ANO/aNabmk3NsJyb2rNXs1s6dO5e//e1vPPvss3z99de88847fPrpp/z+97/nj3/8I1dccQWbNm3i7rvvtmR7+zBr1ixqa2uJiYnh3nvv5Te/+c2wH2z75353h9+OtOpFXUuHUe2pa9EfW6PRIJe0yM59jpj1H2Rl2YZ9pJBZkHQv2hnXo/DwA/S1dIbL6wSIjY015HSOlNfZ3NnMgdID7C7ezaGyQ30Mp1ifWNJi01gXtY4pflMM+b+iKI5ZrqpCoaDz0iXaMjLozD5GW1YWYlNTn76U+/rivngx7smL8V66FHl0NIIgUPX73w/a9x3Z2Xhfd9245N+qOjU0V6uoLmqmuqiZutI26spbB10VTukmJzDSi+AYHyZFehIU7UVAmLchmqh77kldDoipOcWxsbGGc1k6R1+SJJZ87zZ2vvj8kO+B9qZGDn3w9oDHvScFGiKX/ELDCAiPZFJkNO4+vsi7QpQHq0FgzjipWzsRWnRo6ztQVbcRV+FL/ZZz6Oo70TWqYJjV+gAEFzlyf1fkAa4oA9yR+bsi93fFJdADwUepf36I3G9BJlh17nmlhBm2VVodh+uaWB7kjxypz3VB1/Xawa4R3fOk+/rnZHhkMhnx8fEOkdZiitak0CRum3Eb205vI6Itgoj2CII6g5Aho96lnou+F0mclciv1/zaZvvOObYTE6fWiUl7ezvbt28HoKioiObmZrZt2wbAypUrCQoKsuj5HKlvnVpHj6+vLytXrmTFihUUFBRw4sQJvtm9m2927ybW1ZXIEzkECwItO3dRGxmpb4u3N/633GLVlZWdYzsxsWeto7bKBEFg/fr1rF+/no6ODj755BPeeecdvv76aw4dOmQV8yksLIwnnniC5ORkBEHg888/5w9/+ANlZWX861//GvJ1Q616cfr0aZYvXz5kRftJnWW4yiRUoj6iIZxa/IUWGiRvytGn/XkrJSYpOqCxmJKP/khs/UHoqEMGSDIlwszrOKhKYNEND6JQKk2qaF9fX8/ly5eJjo4esqL92ctnOVBygMvyy+wv2Y9G6kmpC3MN45qEa4jpiGGq/1RmzJhBdnY2hf6FY1Ol/8AB1s+bR/U331CZvhuf4mJ0tbV9xkB0c8MnORlVwjTqwsNZfNNN5OXnU9nQQFJcHOfPn6ejo4P4tWtp+PobhJAQwjZtonzLFoTqarzWrh2TlQeu3Hg1xReqyNp/ihCfGCoKGmis7ABpYLSLTAnh8f64+EqILm0sW7eQmuYyGhsbSUqayvnz5ympriIwIpHTpy2zmsK5c+fw8vIa1WoK9XW1HNm7h5mTYym5dIHC82dxk0Rqy4pRt7UN+970Dg3HI2AScTPn0KaT8AwMIumKFZw+d86gKTs7G52XLz6BQWatInPF0mV46lw5+NUeEuPmIDVrKD1bQLBbALr6TqSOgal8fUp9C6B2k/CO8EfloqNe28yUhdOpUTVS0VZD8qol5OXlda0QMbtr7tWQGJJoKG463qtezF6zjj+eOMf0hiqeDo3lbyGe1Fy6aPRKHm0jjKOTHrrrfjgCxmptaWnh3LlzhJ4N5eqSq5GQqHGrITcgl3KPcjoVnST4J/Dw2oeRCbb7wcg5thMTp9aJSXV1Nd/73vf6PNb99969e1m1apVFz+dIfevUajkEQSAuLo6Y4BCm/f0fFPr7UxAfR35KMi6J8wmpqiLk8y8IrazES6nE97rrkXt5Wq09zrGdmNizVrNWuxuKlpYWtm3bxjvvvMP+/fuBnmgia/PrX/+a//u//6OkpISwsLBB9xks8ikqKor6+nr8/f2HjHw6cqma21/PQkQgnBr2uP4KN0FDp6RkjepvVDCJlbJveT7uOAFle/oUENcl3oFs0Z0I3qGjqmh/8OBBVq5caYh+UigUtKpaOVB6gK9LvuZg6UE6dT1pf1HeUWyI3cC66HVM85s2oHq/tav0d5aVoT5+nLaMDNoys9CW9y2ULLi64paYiNeSJbgvXozLjOko3dyMWnlA09GBThAM4YZySULp7m5xTZpOLVVFTdSVtVNb3Ep1cTONle0M9o5x81QSFO3FpCgvQmJ8CYzyxNPfZUD0kDVXUxBFkf3797N8+XJcXFxGHKeO5iZqSotprqqkvryUurISGivKaaquHLYWk7uPLx3NTQMev/7hx4idt2DUmgRBQN3YgdSkRmxQo6ptQ2xUIzao0NR1IBqTGuepRB7ghuCrpKKthti5U1AEuOEa5IXgrUQSJLtd9eLT8loeulSGSpSQuuoJeAJ/S4jkhvDAETUBHDhwgODgYLtf8chcTF3t7sCBA6xYscLuQptNZTitTU1NnDt3jrNnz1JSUqL/tm0SZIlZlHuUo5YPXM3x9hm385uk34zJynXm4BzbiYlT69BMlNXuzKW0tJSoqChKSkqI7Io+GQrnPJqYjKVWTXk5Zb/8Fe05OTT4+1MWGUlVaAgNAQFIMhmT/PyInzaN+Ph4YmNjrbIKmXNsJyamalWr1Vy8eNF+V7vrjU6nY/v27bz77rt8+eWXdHZ2IpPJSE1NZdOmTZZoo1HcdNNN/O1vfyM3N3dI86n/qhfdjLTqRXJ8ECG+7lQ0dRIoNOMm6KOK3AQNP5DvYI08lzhZJZR2vaBXAXF5rwLio6loP2fOHGQyGSpRxcHSg+wq3MWB0gMDDKe02DTSYtNI8E8Y8IHfmlX6tfX1dGRl0ZaRQXtGJurCwj7nRqnEfd5cPBcn45GSjPv8+cgGmfzDVelvrGpH01WcW5JEIoPjaK5SIQgyoAWlqxy/EA+zNIlagfL8RmpKWqguaqG2pIWGqvZBTQ53HxdDbabuHy9/1yFvsIxZecBSqynMmTPH8LdSqUSn1dJYVdGr0HepYbuztWf1wP4oXd0MdZj8wyIIiNCnzPmHhqNwdeX1n96DW7MbiZPWkVP3NZ0+ncQlLurTB8NpElU6NDVtaOs6ewp896q9JA1SG6s3glLWs0pc/9Xj/N2QufasAEhtEN6BgYOGpvYem7EcJ3NWvdBJEr84X8yHlQ1dndCrkCXw4wul7G9q57npUYZzDaZJFEVmzpxJbb/oQyeDI5PJmD17tl2GNptKf60NDQ0Gw6msrAy5XE58fDzXX389rb6t3Lf/vmGP9+65d1kTvYak0KSxaL7JOPLYTmScWp1YAkfqW6dW66AMDyfm7be4kJxCQEMDAQ0NzPn2W9Q+Pihe+w/5RUVcuHCBrKwsZDL9YjBxcXHEx8cTFhZmkTY6x3ZiYs9azTafMjIyePfdd/nvf/9LXV0dkiQxf/58Nm3axK233kpISIgl2zmuyGUCT67142+fHGW5cKrPc/codwKgkXugXHSHUQXETUUlqjjZcZJdB/WGU4e2pwZVpFckabFppMamMiNgxph9w6xrbqb92DGD2aS6eLHvDjIZbrNm4ZmSjEdyCh4LEpF5DLMS4Ag0VrXz3mMZI+532xMpBgNqKDrbNNQUt/T5aaoZvK6Xp5+rwWDqNpw8/QYamONNe3OTwVg618tkaqyqQBKHNnK8A4O6Cn33LvodiVfApGHn0uo7fkTr+4X4ugQyJ2AlXrfG9tlf0knomlRo6zvQ1av0xlKv1ePENs2QxwZAALmva4+x1F3Qu8tsknkpjZrrMpmM4ODgEfezBxo1uh7jaQi2Vtbzx/hwJrkMfWmXyWQEBQU5zScjmUhzaCRkMhkKhYIjR45w9uxZKioqUCgUTJkyhe985ztMmzbN8AWOWqdmWfgyjpYfRUR/jUnwTzCsdidDxpLwJcwLmjduekbC0cbWqXXi4UhaxxpH6lunVuvR8e23SB197zFcmpuJ0WqZdc01SJJEfX09+fn55OXlcfjwYfbu3Yu7uzuTJ08mPj6euLg4/Pz8zDq/c2wnJvas1SzzaerUqeTn5yNJEhEREfz6179m06ZNzJo1y9LtM5qtW7cil8tJTEy0/MEbS1i1awOrXAemFXSjRAtLHgS/KIucslPbyeGyw+wq3MW+0n19DKcIrwhSY1NJi01jZsDMMTGcxPZ22o+foD1Tn0bXeeYM9DM1XBMSusymZDwWLUI+QjqLKTRWt4+8U9d+vc2njhY11f2Mppa6wVcl9A5wIyjGm6Aob8NvD5/xDU3sjU6robErRa5/JJOxUUy9TSb/sHCUruatKOdfFYCrqz6FdZJrGMpjLjQUX0Jb34G2QYWusROGD15C5qHoiVjy7xe95OuKoBi9m6/RaNizZw9r1qzpE0lkS+gkiXqNlmq1lmqVRv9braFGraVKrTFsV6iGvv70plSlHtZ80mg07N27l/DwcEtJmNDYwxwaLbW1tZw9e5YzZ85QXV2NUqlk6tSpLFu2jKlTpw4aou0id+GFNS/w0z0/5XD5YW6fcTu/Tvo1z2Q/w3vn3mNJ+BJeWPMCLnLbuYb2xxHGthun1omJI2kdaxypb51arUfr3r0AeK1bS8hvfkPV08/Q+s03tO7Zg8eCBQiCwKRJk5g0aRJJSUnodDpDfd/8/Hy+/PJLJEli0qRJhqio2NjYQTN5BsM5thMTe9ZqVs0nb29vvvvd77Jp0yZWr1495vUc0tLSWLNmDXPmzAHg888/59VXX+VnP/sZ//d//2f0cYyu+3HuS/jwtpEPePN7MONqo8/fH5VOxaGyQ+wq3MX+kv20a3sMl1D3UDZM3sCGyRuYOcn6hpOoVtORm0t7RiZtmZl0nDoFmr7RKi6xsXikJOOZkoLH4sUorLh0+8WsSna/cXbE/eavj8LFTWEwmlobVIPu5xPk3pM6F6X/7eY1/m9eSZLoaGnWG0tlpTRUlHUZTKU0VlUOG8XkExiMV1AwwdGxTIqI0ptMEZF4+Q8fxTQUolqHrqFXOlzXb01dB7pqI1aAVAgD0+J6mUwyN+vnY4uiSGNjI35+fmMamipJEm06scs86jGTeptL3b9r1dqRfDqjCXdVcnzJ8NcHURSpr6+nsrLSYet+mFLzabzmkDWRJImamhrOnj3L2bNnqampwcXFhalTpxIdHc3cuXNxczPOmFbr1JysOcmiEH3arSRJHKs6xrygeTZtPMHEHNuhcGqdmJiq1VnzyfiaT855NDEZa63tJ06gKSvH5+qrDP8jm7/8CmVEOB4LFoz4+s7OTgoKCsjLyyMvL4/GxkZkMhmRkZGGqKjw8PAhtTjHdmJiqla7r/lUXV2Nu7u7pdtiNNOnT+f111+ntLQUURSZNm0af//73/nJT35inRPKjTQljN2vFyqdisNlh0kvSmdfyT7aND2rUIV5hulT6mJSmR0426qGk6TV0nn6NG0ZmbRlZtBxIgdJ1de4UYSH4ZmyxBDdpLTB1Mrc3SV9HxDAL9ijT32moCgvXD3G12jSaTU0VlZSX9FlMpWXUV9RSkNZKZ1trUO+TunqRkBEVx2m8EjDtjlRTJLYnRrXZSw19DWZxNYRUuP6ty3GG6/kMEP0kszLBUE2voWGZTIZARY0RdWiSK1aO8BAqlZrqVFrqFb1/N0xjFHYHwGYpFQQ7KIg2EVJsGvX766/g7p+H2po4XeXyoY8zsOTQ0e8TshkMvz9/amsrDS6fY6MpefQeCFJElVVVQbDqa6uDldXVxISElizZg3x8fFmfXvmInfpU9NJEASbrfHUn4kytsbg1DoxcSStY40j9a1Tq/XwWLAAeplMgiDge43xgQpubm7MmDGDGTNmAPRJ0Tty5Ah79+7Fzc3NkKIXHx/fJ0XPObYTE3vWapb5NJ7GE8A//vEP/vGPf4zdCSdNseh+ap2aI+VH2FW4i70le/sYTqGeoaTG6FPq5gTOMayA1b0Eu6VC6yRRRHX+PG0ZmbRnZtJ+7Bhiv+XX5UGBhgLhnikpKCMjxzzKTZIkWuo6qSpoNmp/Tz9XIhP8DUZTYJQXLmMQYTMYhiimshLqy3simBoqyoaPYhIEfLpqMfmHRxAQ1mUyhUcMG8Wk0WhIT083zBNJkhDbtQOjl7pNpkYV6IYPfBTcFCgmuaHwd0Ue4I7M14Xmr/IHTanTlLbifm8QMguky1mK/n0yGJIk0aDV6aOTVANNpd7mUr3GtNU7veQyg4kU1MtM6m8uTVIqUBhh1E3xcOWJvHI6xYHj5iYTuCl05H9EGo2G3bt3Ex0dbZIWR8WYOWSrSJJERUWFwXBqaGjAzc2N6dOnk5qaSlxcXJ9C+Pas1RwcSa9T68TEkbSONY7Ut06t9kNAQAABAQEsWrQIURT7pOh99dVXSJJEQECAIUUvMjKS/fv3261eU7D3sTUFe9ZqVNrdli1bALjhhhvw9vY2/G0Md9xxh/mtszKmpF5QlweqFri0G/b+uefx1X+AqevB1RsmxQ/5crVOzdHyowbDqVXTE90S4hFCamwqqTGpzA2ai0zoe/MuSRItLS14e3ubbf5IkoQ6P99QILw9KwtdU1OffWS+vnguXmwwm1zi4sbUbJJEiabajgHFwFXtWqOPsf4HM5m2ONSKrRyIIYqpXG8y6esxlehrMQ0XxeTmTkB3/aVeNZn8wsJRuhiXyy1pRIOZpK3voKOyBVmbaIheklQjmCVyoW+9pT7brsj6RYg1bs+n9cDQkTdeKyLxu3KyUW23Nu06kWqVmsLGZloVSmo0OqpVXelv/dLhNCZkHysE+kQj9Y9OCnZREOKqJNBFgacV0hpeKq7iT3kVAx5/LD6cH0ePXHxQkiSampooLS112NQLU679lrj+jiWSJFFWVmYwnJqamnB3d2f69OnMnDmTyZMnDznm9qZ1tDiSXqfWiYmpWp1pd8an3Tnn0cRkImvt7OyksLDQYEbV19cjCAJhYWFMnTqV+Ph4IiIiJmxK2kQe2/6YqtXu0u7uvPNOBEEgJSUFb29vw9/DIUkSgiDYtPlkEt3GUmtV38fD5kL4/EFfotFpOFrRZTgV76VF01MUOtg92FA0fDDDqTeCIIxsjvVDkiQ0paUGs6ktKxNdTd/VrWQeHngkJeGRkoJn8mJcp09HGKMLkihKNFW3U13UQk1JC7VdRpO6c6BZIpMLePq5DlkofCyQJImOrhXl9D9lNHRtN1VXjRDFFExAeESXwRRl2DamFpMkSuha1OjqBqbFaRs6EZtHLkIt83EZvPbSJDfk3sanxolakdbD5X0eu+gtY1pLj/bWw2X4pMZYLfpJJ0nU9TKPqtT9zKRe5lKLzrRKSv4KuSE6KcR1aHPJXylHNo7/1H4cFcxyf29622UCMNvLuIhUQRDw9va2StsmIuZcfy1C9xceI3yxAfrrU0lJCWfPnuXcuXM0Nzfj6elpMJxiY2ON+rA5blrHCUfS69Q6MXEkrWONI/WtU+vEoDuyefr06QA0NDQYjKjMzEz279+Pq6srcXFxhsgof3//cW615ZjIY9sfe9ZqlPn0xhtvGJzT3n87Gi/mvMgrp17hQT8fftTYzCt+Prx49Ffc13aZBxIfAPSGU0ZFBrsKd7GnZA8t6h7DKcg9yBDhND94/rCGU2+60+6uvPLKYUPrNFVVtGdm6lPpMjLQlPc1CgRXV9wXJOKZnIJnSjJus2YhjEGonqgTaahsp6akhZous6mmpBXtIFE5coWMSZFePcXAo70JCPfkYlY537x1HEkcetU7QeaBTmt8lNRg6KOYKgYU/K4vL0XVLy2xN/oopsgBJpMxUUxih3bwtLiu7RFT41zl+hpLfi4UN5YzZeEMXAI9DdFLgtIy326q8hsNbemQw9Mz3PgyQsk1pRoePteJmwjoJFT5jbhPMz4PWZIkWnSi3kBS9SrOrdYMMJfqTCzO7SoT8NaqifH1IcTVxWAghbj2TYULdFHgaiffBAmCwBxvj5F3HAKNRsOOHTuIi4uzYKsmLsZefy1KXR78s1ch0p+cGGBAiaJIcXGxwXBqbW3Fy8uLGTNmMHPmTKKjo03+dnNctI4jjqTXqXVi4khaxxpH6lun1omJv78/8+bNo6ysjJ///OfU1NQYzKgdO3YgiiL+/v4GI2ry5MlGLzZiizjS2NqzVrNWu5somJJ60W08dZMcMJPM+p7V166afBUuche+Kf6GZnVPfaJA90DWx6wnLTaNxOBEow2n3kiSRGdnJ25ubn1MP219Pe1ZWYboJnVhYd8XKhS4z5uHZ7K+bpP7vHnIjFya01x0OpH68rY+aXN1pa1oNQMtA4WLjMBI7z7FwP3DPJDLB/ZRxseHOPzfF0Aa2nxC8GDZTT8l5TtXDNtGQxRTWWlPwe8uk6mpqgpJGiGKKSKSgLAI/LvS5ALCI/D0DxjSkJW0+tS4gcaSCm1dJ1LnCIaZTEDu7zoweinADbm/GzIPhWEFjcHmiaWQtCKt2ZW819zMk/IOVDJ9nyBJuIrwO507t/v64LkoFEEhQy2KfVd662cuVfWqpTRYDaOhEIBAFwUhw6S+hXTVVPKUCahUKqv1iT0iSRLt7e0UFBQ4bOqFqWl31nxfDUp5Lry6sufvH+6H8PmIokhhYSFnz57l/PnztLW14ePjYzCcoqKiRtXGcdE6jjiSXqfWiYmpWp1pd6al3Tnn0cTDkbTC0HpVKlWfFL26ujoEQSAiIsKwil5kZKRdpeg50tiaqtXu0u7684Mf/IA5c+bw0EMPWbo9Nolap+5jPAF9jCeArwq+MmxPcpvUx3CSy0b/D16hUKBrbqbj+HG92ZSZherChb47yWS4zZzZtRpdCh4LEpF5eo763EOh04jUlbf2MZpqy1oRtQONBKWbnKAob/1PjP63X6gHMiNTvqZfMZ8j27yRdMNFPnkz/Yr5hr+1Gg1NVRV6k6mr0He34TRcFJOLuzv+XUW+DSZTRCR+oWGDRjFJooTYou4bvdS93dCJrlkNI3grMi9lj7HUz2SS+7giyI3rp97Fgy2NKBe4zaWVLJdO9BZQF4KASg6Pyzt5Tq0m7HgTNWotDVrTinN7dxXnDupKexusllKwi5IAI4tzg/7ibM0+sVcc8aZjNIzZHOpOtau9aHhIh4yCMyc4eyCH80VVdHSq8PPzY+7cucycOZOIiAiLfshytPeLI+l1ap2YOJLWscaR+tapdeIymN7u1W4TEhIAaGxsHDRFb/LkyX1S9Gzd1HGksbVXrWa1+v3333cY4wkgtzrXqP1WR61m08xNLAheYBHDSWxvp/34CVqOHqUyPR238nLoV1vIddo0Q4Fwj0WLkFsp/1Or1lFb1tqTNlfcQn1ZG+IgESsu7gqCor0IivYhKNqL4GgffIPcja4tNBh+wV7MWbOMU7s/HnKfiGnh5O7cajCZmqqHj2LyDQrWG0thEfrV5LoMJ0+/gRdXsVOLtraTjvoWQ72l3rWXGMRw63M6Fxly/14RS90m06Su6CWX0c8XrVZrdghmm06nj05S9S3EXdWrMHdph5r6EQylFp1IS7vK8LdSEAas9BbkoiDYVUlIr7+DXJR4DBLxNlpG0ycTFa1WS3p6ujPtzkjGbA71SrWTgDxiOM10LhBP55ES/KVGFnCRmTc/Rtj0JKt8AHS094sj6XVqnZg4ktaxxpH61ql14mKsXj8/PxYuXMjChQsRRZGKigqDGbVz505EUcTPz69Pip67u3G1RscKRxpbe9ZqVtrdrFmzSEpK4q233rJCk8YOY1MvJEni6eynee/ce0Puc+v0W/nt4t+O6oZAVKvpyM3VFwjPzKTj1CnQaPrs4xIbqzebkpPxWLwYxaRJZp9vKNSdWupKW6ku1hcCry5uoaGyHWmw5d09lb2MJn3qnE+g5cMdtRoNdWUlvPe7h5BE4yNqXNzdu1aT62UyhQ+MYpK0IrpG1aBFvXX1nYgjrbgnA7mvqyEVTjGp78pxMk+l1b8tkCQJrVaLQqFPw9OKErWafiu7qXr+rumqqVSt1tJmYnHuoXAR4N05cQS7KQlxUeKnkI/rtyT9+8SJvk9UKhWXL1922NQLU9PuxmQO/X/2zjw+qvL6/+87SxZCNvYt7LKLgCyCsguIKEpd6lbXYt3a7/fbamvtT6FuaKv227rXqtWvWtdaUQIESSBAgLBJCATZAiQQCNlDlsnM3Pv7I86YYbLMDJlk7tzzfr3mlSczd555Puc+987cc885z8nv0P4+nYMMYB2TKVB60FkrYQQHGMEBulNUH2/4QwpeMDDa8WIkvaI1PPFXq6Td+Zd2J/Mo/DCSVmgdvTabjWPHjrmdUUVFRSiKQq9evTxS9Nr7nGKkfeuv1rBIu3vuuec4ceIEvXv3bu0xhRyKohAfGd/sNolR/ociag4HtdnZVG3NpHrrFqp37ESz2Ty2sfTqScykSVjHjSP+ssuI+KHoe2thq3FQlFfpkTpXerq60TSx6FgrXfvG0a3fj+lzHRMjW+0A1zSN6vKy+hS5kz8W+i49ecIriql7VD/Gdr6cXcXfcrr2GBEdOtB7yPAf6jD1djucXFFMmqahnrXXO5aKa6k5eJrKH9LiHCW1OMttLafGxVgwd4rGkhiJpVM05k6RP64clxCJEoTInXPRNI0Kh9PtTCo8Z6W3U7U2ih31tZaK7Y6WJHkQbVJ+SG+z0i2y8VpKb+QV8p/Csib7uLFHJ6Z1Dq3VF1wnZ+FHnE7/UiKNTrDnkKZpHDxZzjpuoUDpQV8tn9u1z+hPHl5n18jgrlRotOPFSHpFa3hiJK1tjZFsK1rDl/PVGxkZyZAhQxgyZAgA5eXlbkfUtm3bSE9PJyIiwiNFr1OnpmvhBhMj7Vu9ag1oxNdddx1paWlMmTKF3/72t0yYMIHu3bs3Osn69u173oNsbzRN47XvXmt2m1e/e5VfjP5FsweapqrYvv/evRpd9fbtqOfUHjJ36eIuEB4zaRLWpKQfQ+u6dDkvHbVVdnfKnOtRXljT6LYx8RF07RdH16SOP/yNJSYholVOJA67nbJTJxt1Mtmqm6vF1IGEHr0oPHqYCztNJz6iCxd2mk5R4Uc88NZHKE6l3plU/ENh78OlFJcUuGsvaY0UPW+IYj0nNc6j9lIkpsjgHeC1TpUzdgdnbPZGHEueqXA2P4pzm8DtOPKonRRp9XAudYuwEGM2tbh/Hx3Qo1nn00N9u/k8trbAlWKmx7DUYOFwOFi7dq2k3flIMOeQpmkcPHiQdevWUVBQQN/eo7l9zGD6R5SgfPnpjxv+5C3oMqTe8XTOqnetidGOFyPpFa3hiZG0tjVGsq1oDV+CoTc+Pp5x48Yxbtw4VFXl1KlTbmfU6tWrUVWV+Ph4tyNq4MCBzabolZ2uxt7ICugurJFmErq3vMqzkfatnrUGlHZnMpnc0STNXawqioLD0UK6Ujvia+pFZkEm96Tc4/FcTI1GVbSn9nfmvcOEHhPc/2uaRt2RI+7V6KozM3GWl3u8xxQfT8zECXSYdAkxl0wiYtCgVnHw1Jyt+7E+0w9/K4pqG922Y6dIuv1Qn6lr3zi6JHUkJv78VsVrGMVUv5pcPiU/OJoqCgubr8XUrbvXanKJvfrQITYBtaKOnNdWknj2R0dcnbmOqKgY1Cp74326+65PjWvoYGpY2NvUsXVT41RNo9ju+HGltx+ik840ErVU7mdx7jiL6YfV3poozP1Dwe5OVgvmVr7zMCFjL3k2b1v3jbSSOWVkq36WEByMnnrhT9pdoDhVjczcEgora+kWG8XEAZ0w/1D3zsvp1LcvM2bMoH///vXnoCZWuxMEQTgfjH7u9yftThAE/6mrq3On6B0+fJiioiIAd4reoEGDPFL0yk5X8+GSLS32e+sfL/HJASU0ju7T7m6//fawz6VsyJhuY7i016VknMxAQ2PCfiePfKnx558obBtqRkFhSq8pjO4ymrq8PPdqdFVbt+A8U+TRl6lDB6InjCfmB2dT5NChKC38ANA0jcrKSmJjYxu1e1W5zSOa6czxSs6W2hrpCeK6RHkUAu/StyPRHQOfhI66uvoopoIT9VFMJ/Io+aHgd11N0yvTRUR38FpNLrFHL+LjuqFVOn9Mhyux4ThaQ2XpYcrKakGFROodTwdiTQypVIlwRrgdT6YOlnMilhqsHpcQiWI5/9S4qgZpb6cbRCQV1tkptNXXUiqsc3DGbsfph2s3QlF+dCBFWn5wLnmnv3WNsBLdSIpfS/Oktfjr8L68f7LY6/nbe7V+/bHzpa1soidcNhF8I5A5tCq7gD9+vY+C8h8d/j3jo3jiquEMijzr4XS6/fbbf3Q6uTg3tS7IqXYujHa8GEmvaA1PjKS1rTGSbUVr+NLWeiMiIrjgggu44IILgPqbfa6oqB07drBhwwasVqs7RS8xugcaGop3kQEPmouMcmGkfatnrQE5n/ReaNxfIswR/G3W3/hV6q/YdHITv9gaB5Tzi63xHOpVyaKKwdywP4G8ZVdiP3nS471KZCTR48bWp9JNmkT0qFEofobHORwONmzYwJw5c6irUjnzQxFwVzHw6vK6Rt+X0L1DfdrcD86mLkmxRMX4H5rnjmI6kUfJyRP1UUwn8ikpONFsFJOimIjr1s1zNbnuvYmP7orFHoGzwYpxzs211JWcpLAuv/nBKFBjgueHR/FNbytX59v5XU4tiWO6kbhwEKaowFLj7KpGkd07OsnLuVTnoNrP4tydrZZGo5O6R3r+H3+exbld82Tu3LlBDcGckhjLlMS2uRg+X9rKJnrC4XCQkZERFinRbYG/c2hVdgH3f7DznHprGpbKUyR/vpMupuqmnU4uOg+CX+4EW2XQU+0aYrTjxUh6RWt4YiStbY2RbCtaw5f21hsXF8fYsWMZO3YsmqZ5pOitWbMGp9OJqVskVlsCEbZErLYETFpg42xvrW2JnrUGlHZ3/PhxEhISmk1XqKyspLS0NKQvcHxe7U5VKXr9derOFFJUdYaIr9Oa7tRiIXr0aGIumUSHSZcQPeYiTJH+p7BpmkZlca1H2tyZ45XUVHqnOykKJPSIcUczde3bkS59YomI9s8R445iOlmfIlf6Qy2mkpMnmo1iiuwQQ2Kv3vVOpl5JdErsRVxUF6KVjmgVDo/V49SzPqTGxUb8GLXUYPU4U2wEm9/cycOjo8jvYEJVFEyaRlKVyp/31HLZbydjahDZpGkaZT9EKZ1pkPbWsH7S6R9qKpXY/Ut762A20b2xdDfX/5H1q711tlqwmvTlkRbCH6OnXgQr7c6palz2fGqDiCeNPqZyxlpP0sVUzSlnR45H9uerRxdhaYMFCgRBEBpi9HO/pN0JQuhQV1fHnu37+fbLTOyRpTit9QtemR0xWOvisdbFYa2Lx6RGcONjE+jaVx83vkMR3afdDRgwgCVLlvDEE080uc3f/vY3nnjiibBYVUmtrqHo5VcAaG539X75ZTpOmYwpJsav/jVNo/xMDWeOV1KUV0nhD84mW5V3vSzFpNCpZ8wP9Zli62s09emINdK3HxGaplFVVvqDY+nED4W+66OYygtPQxO+SEUxEd+tO4k9e9OlexKdE5KIi+pMB1MsSrXyY5rcDhs4Neycwc6ZxvuKMv+4SlznBmlxnaKwJEShWBu/KHt39X6WTOyAUwH1h2gBVVE4HmPi5kkduHjdXhK7x1Bo+9G5VOeHb9WsQFdrvROpa4SV7pGNO5e6RViIsYTejzZVVSkrKyMhIQGTSS5sQWzSGKqqUlpa2t7D0A3+zKHM3BK34ykCBzMjDtPLXMkpZ0dW2YZQoMZCncK2o6VMHhR6aapGO16MpFe0hidG0trWGMm2ojV8CWW9ERER9O0zgI6VRVAJTpMNe2QZ9ogy6iJLqI2pzyYyO6JJ21jKkBGD6NevHwkJCY1GjYey1tbArmpsLK3kssRYzGi61RqQ88mXYKkAAqpCFnPHGMz3PUrpBx82mpGqAYm33UbcnMtb7EtTNcoKqz1rNOWdpa7G29FkMit07t2Rzr1jKK4+waWXX0z3fvFYIlp2fDjq6ig9ddLbyeRDFFOnnkn06DaQTvG9iYvqTDQdsdRZUMvqcJTUoh1wORSrqaGRvsxKvWMpMdKzqPcPTiZTB+/wQKemUWJ3UGizUVjhvdLb4apasiNq6419zglHUxScCmTihKIKr74TLOZGo5O6N1jxrWuElU5WMyad5c02xOl0sm3bNmbNmqW7E1GwEJt443Q62blzJ7169WrvoegCf+ZQYWW94ylWqeXyiENEKQ5W2y7gpBoHDb49XNuFGkY7XoykV7SGJ0bS2tYYybaiNXzRk16zGom5pjtRNd2BemeUI6ICe0Q5p4tOkfNVNgCxsbH07duXfv360bdvX7p164aiKLrS6i/Hamzcu/couytruCg2mteH9uGgTrUGbe34/Px8YmPDIzzuxPelrNmfBOMfbXqj/RDzfSm9hya6n1KdKqWnPR1NRXlnGy2aZraY6Nw7hq794uia1JFu/eLo1DMGszsKaITXezyjmDydTOVnCpuNYurWfQDduw6gU1wv4iI7E6XEYKmzolU4UCvq4BT1DzScVHLuiE2xEQ3S4iKxdIrG0ikSc6dozHERKKb61RDPOlWPld3OlJRRWOC50lthnZ2iOgc+VVJqwjmkaBqdbBr3dk1kaL9O7hXfukZYiNTZQRkoVquVefPmtfcwQgqxiTdWq5XZs2eTk5PT3kPRBf7MoW6xUXQ1neXyiEPYNDPf2IZRqUU1ul0oYrTjxUh6RWt4YiStbY2RbCtawxc96zWrkZhruxJZ25Ubr51Ax64W8vLyOHbsGMePH2fVqlWoqkpUVBR9+/alb9++jBgxQnfOmJb48nQpv95/nDq1/ro++2wNl+88zItjJuqu3hP44Xx68sknPf5ft25do9s5nU7y8vL4+OOPueSSS85rcKFCVXnjK8edy6kj5VQU17hrNBXlncVh93apWKwmuiR1pGtSLF37xdK1byyJPWMwN1EDpK62ltz9+9Bqqig7eeKHleWaj2KymiJJjO1J964DSIztSWxkJ6KJwVJnQat0glODs9Q/ALDj5Md6TEqE2XPFuAZtNd5KsaZx8hwHUmHdWc7kl7rT3grrHNSovhfnVvAszt0t8sdopa5mC3/ae5zcJmaspij0Mpv51Zh+rbKinR5RVZWioiK6dOkSdifeQBGbeKOqKmfONJ4SK3jjzxyKrTnF/MgDFDk7sLZuMLZzvmIVoEd8FBMHdAriiAPHaMeLkfSK1vDESFrbGiPZVrSGL+GkNzo6miFDhjBkyBAA7HY7+fn5HD9+nOPHj7N+/XrsdjsWi4U+ffq4o6P69OnT7nWOAsGpafx6/3E+OVWKAu6FbJwa2FQnL2ftJ713L14Y3hezjjJ3fHY+LV261N1WFIV169Y16YAC6NWrF88///z5jC2k0NRKNLXpdDXF1IEtXx3xet4aaa53NPWNpVvfWLr0jSWxewdM5ziaNE3jbEmx12pyTUUxmTDTwRJHp+gedO2UVO9giuhEFB2w2CxQ98P2KlDe4HP4Ib3PpGBO+DEtzpQYydmECEpirRR3MFFk0jxWeCusq6awooIzRf4X5+5oNnmktzXmXOr2Q3FuSzPFuU/a7Tx1pKDJ1xcN7W5YxxPUf8FkZ2czbdo03X/BtBZiE29UVSUnJ4euXbu291D85rPPPuODDz5gx44dlJaWcsEFF/CrX/2Ku+66K2hLzZ47h5xOp1ehXk3TyMjI4Ntvv6Vb0iA+OhCPE8/55hrdkqtHYA7RRQiMdrwYSa9oDU+MpLWtMZJtRWv4Eup6fa1Z3Nh2VquVAQMGMGDAAABsNhurVq2iS5cu5Ofns23bNtLT01EUhZ49e7rT9Pr27UuHDh1aVUcwKLM7+eRUfY1WDbA4HSRUn6UoNgELGjfUlvLcqUj+3+DedI4IWjJbq+Pzanfr168H6n9kz5o1izvvvJM77rjDazuz2UynTp0YNmxYSE7yhvi64lF2ei6rX/sdaE07n1A6ENNlMT0Gdf4xoikploRuHVAaXGi4ajGVnPix0HfJiXxKC/Kpq6nx6DLK3JGOlnhirAnER3f9wcGUSKTWAXOdudH6Uw0xdbRi7xxFaecIShMiKI21UBxtoihCoUjROGN3eKz8ZvejTpdFoemV3n74v3uklS4RFmJaaUWVYzU2Jm1pOlVo6yXD6Rft/8qCgmA09Lri0eTJk+nfvz/XXnstXbt2Zc2aNfzpT3/iiSeeYMmSJT73E+hqdzt37mTFihUsWLCAcePGAfU/7JKTk9mxYwdTp05l5syZrN57ij9+va/BqnfQMz6KJVeP4IpRPX0XLAiC0Iro9dzfWshqd4IQepSdrm60JI0La6SZhO7+O4s0TaOoqMidpnf8+HHKy+sjMrp27ep2RPXr14/4+Hif+3XY7RzevhWno+kV3M0WK4PGT8JynmlxV2z/nu9Lyhh1IpdRJ49QZ7bw4cQ5oCgowJjYaFaOH9piP7pc7W769Onu9pIlS5g5cybTpk0LyqBCjfLCkyimWDRnvfOpe1Q/4gZcSUVuMqdrjwGgmGK5cEYHLr1+XH0tptISSk4e5liWp5OpoujHKCaLEkFHazwxlgT6W0fRsUMCCTHd6GhNJFKLxqSd47zTABs4geIIhZIYM6WdIyhJiKCko5niaDPFVigywxnVyRm7g0qnCtTVP2qpfzRDosXsjk7qHtm0cymxHYpz94uOZFiHSL6vrk9mGeKo4YAlGgcwrEOk4R1PqqpSUFBAz549Q97x21aITbxx2USPfP3113Tp0sX9/6xZsyguLuall17i8ccfD8o+dtnr1KlTfP311wAsX74cgJEjR/L5559z5MgRFi5cyNixYwG4YlRP5ozoQWZuCYWVtXSLrU+1C9WIJxdGO16MpFe0hidG0trWGMm2ojV80YPeQBxLjXGuVkVR6Nq1K127dmX8+PEAlJWVcfz4cY4dO8axY8fYsWMHAPHx8R6RUV26dGkyor7gQA7f/O9zLY7nxieeJWnk6CZf1zQNe/5ZrH06NvpZZWVlzDySzfjv6wMvcnr2Y3fvQaAomDSNcY5qFnTt0eI4Qo2AYrT8ucMcDnTuPQBL9KXYz/6bOouV1bNuZE3feOYMuJGRKf+L1WFHMXXi+J5Ucnd87o5iUjDRwRJHR0sCMdZ4+luGEdNlErGRnehoTcDKj84SDaiyQFGEwvFIE8WRCsWRCiVxVopjzBSYHFR2jKDIBCWaek5xbmf9QwUaKU8VZVIadSDVr/b2YypcFx0U5142NIkVZ8owqU6GHivi+169UE1mFnRNaO+htTuqqnL48GG6d+8esl8wbY3YxBtVVTly5AidOoVm3aHmaOh4cjF27FjeeustqqqqgrLIhaqqZGVlsW3bNo/nly9fzvr167HZbNx6660MHDjQ43WzSWHyoM6tPp5gYrTjxUh6RWt4YiStbY2RbCtawxcj6fVFa0JCAgkJCYweXe8Uqq6udjujjh8/zp49e9A0jQ4dOnhERvXo0cPdZ+9hI4nv1r3pxb0Uhfiu3ek9bGSz463eVUjppwdI/OlQYsZ2cz9/6tQpMjIyyM7OJiIqiu+SBrOn10Bs1h8jlixozK6rYF4n/S3u5nPaXTjia+pFztYC1r6zj5PmlXw99yqK4+JRf/A6dqmo4Na1yQysUuloTSDGkkCMJZ6O1gQ6mGNxmOodSUWRCsURCsUux1JEvXOpKNpMcZRCsVXB5sdNcRPQpZFUN0/nUv3fjmZT0OqhCIKgP8Ip9eLWW29l/fr15OfnN7mNzWbDZvvRM19RUUFSUhIlJSUkJibidNaHe5vNZo+2w+Fg9+7dfP3115hMJjRNQ9M0FKV+NU+ojwqePn06JpMJu92O2Wx2ty0WC4qiuNsADofDo221WtE0zd1WVRWn0+luq6qKxWJpsu10OtE0zd1uTMe5mhRFcbdNJhMmk6nJtmgSTaIpfDS5Ui/C4dwfCJJ2JwhCc9TV1ZGXl+dO08vPz8fhcBAREeFRxLwy9yApb/y1yX7mP/QbRkyd2eTrmlPj1AvbcJbaMHeKovuvL+ZY3jE2bdrE4cOHiY+PZ/LkyYwdO5Z53x3h+6paj6LiTk1jWEwUqROH+awrVNLuwtsF2kpUqRpZAyJ57ye3UBxb73gCUBWForg4Xr72JpZffgPfXjKHd6ZMZOnUYdw1vSeXz4pj8txYrprekTsvieE34zrw7Mgo3hwcyed9I0jrbmVPnImTET86nmLNJgZFR3JJfAzXdEtgcZ8u/H5ADx7v2oEPLxzAt+OHkDVlJHkzLiLr0lF8O2Eo/7poEH8d3pc/DOrF4qSuXNs9kSmJHRnUIYpYizksHU+qqnLs2DFUP1bTC3fEJt6ITbxRVZW8vLz2HkarsHHjRj7++GMefvjhZrdbtmwZ8fHx7kdSUhIA2dnZAOTk5JCTUx/WnJWVxcGDBwFITU1l69atdO7cmQEDBrijxVwXmwCnT59m8+bN7u3LysoASElJobKyEoDk5GRqa2txOBwkJyfjcDiora0lOTkZgMrKSlJSUoD6MOvU1FQAioqKSE9PB6CgoICMjAwA8vLyyMzMBCA3N5ddu3YBcPDgQbKysprVtGvXLnJzcwHIzMx0z4WMjAxOnjzJsWPHWL9+PUVFRWGhyZVimp6e7qVJVVVWrVpFRUVF2Ghqaj/V1dWRnJxMXV1d2Ghqaj9VVFS4l+AOF01N7afCwkLWrl3rTjdpSdPhw4cRfMNIvx9Ea/hiJL2toTUiIoJBgwYxc+ZM7rjjDh599FHuvvtupk6ditlsZsuWLbz33nv8Z+MW6i4Yja1bHxwdE3BGd8QZ1QE1MpqYHr3pO2Y8drudpmJ8qncX4iy1oaJxqOw4b736Ju+//z5nz55l0aJF/PKXv2TSpElERETw7JA+3N2nC3f07ux+3NO7E/8vVtHlfpXIJx8in77dc4rbik7Vh9YF4MixKorXSm9df6ip1PD/rhFWOpi9/YEOh4PMzEwmTpzovhtmdMQm3ohNvBGbeOOySVxcnK7vfufn5zNp0iSGDx9OSkpKs+HkgUQ+NYx46t+/P8eOHXNHEDSMfDKZTKiqysKFC7nwwgt1Hamhqirbt29n3LhxREREhESkRjCjT1RVZcuWLUyaNAmr1RoWmpraTw6Hg61btzJp0iT3/3rX1NR+stvtbN26lUsuucS9QqXeNTW1n+rq6ti2bRuTJk1yn4sk8qlp/Il8MtLvB9EavhhJb1to1TSNwsJCjh07RvaObeSfOIlmbT6SyGKxYLVaPR7aaRtmB5xVaqkw1dDT1ImZP72CwRcM9iloxF+toRT5JM4nH5xPmqYxdv0eClWnO+rpnA2IUhTu7NOF7pERbodStx+cSwlhGn0kCII+0XvaXVlZGVOnTkVRFDZs2ODXKiXQ8rnf6XTy7LPPui8yfcFsNvPYY4/p0p6CIBgDvZ/7zxdJuxMEobVQnU7e/u97KSstBcWEZjYTk9iZuff/N05VxW63N/qoPllO9eESHKhYMDHM0ZtuWrxX7afWJJScT5J25wOKovBwjbVxx1P9BjxTG8XSC/pwf99uXNejE1M7xTI0JopEq+W8HU9Op5NDhw75dSEU7ohNvBGbeCM28cbpdHLkyJH2HkbA1NTUcNVVV1FeXs7KlSv9djz5gtlsZsGCBQDu1VJaOo8vWLBA9xdzRjtejKRXtIYnRtLa1hjJtqI1fDGS3rbWajKbufSGWzHZ6zDV1WKuqWLmT27ggiFDGDZsGBdeeCHjxo1j0qRJXHbZZcycOZM5s+cw6XQ/ptlHMMs+imn2EXTT4kGBijXH0Jy+xQTpeb/q1vm0f/9+5syZQ0xMDD169OC3v/0tdXV1Qfks1aEyfWMxw8udmFTPSWFSNUaUOZm2sQjVEZy8S03TKC0tbTJv1IiITbwRm3gjNvFG0zR3zRG94XA4uPHGG8nJyWHVqlX07t07aJ81btw4Fi5cCEBMTEyz2y5cuJBx48YFbSxthdGOFyPpFa3hiZG0tjVGsq1oDV+MpLc9tA67dDrx3boDEN+tB8OmTGt2e1etJy80cJbUUp11xqfP1fN+1WXaXWlpKSNHjuSCCy7gscce48SJE/z617/mtttu45VXXvG5H1/T7moOlFD8zl42dzbzy/EdvF5/ZXs1lxQ76Xz3SKKH6G/5ckEQjIVeUy/uvfde3nrrLV588UWmTJni8drYsWOJjIz0qR9fz/0AO3fuZPny5U2+Hi6OJ0EQwh+9nvtbC0m7EwShtdmXnsrKV1/ya4W7RlHAnBhFj9+MRzG3brmeUEq702XlsTfeeIOKigq+/PJL9+pDDoeDBx54gMcee4xevXq16udFDUwg/ppBzKm286XqREOjurycDvHxKCgMH5eIJcZK1MCEVv1cF06nk4MHD3LBBRcY8sdCY4hNvBGbeCM28cbpdHLgwIH2HkZAuFZ7+s1vfuP1Wm5uLv3792/1z7zooosoLy8nPT3d6w5TuDmejHa8GEmvaA1PjKS1rTGSbUVr+GIkve2ldfjUmXTq1Yfugy5odjvb0fKmHU/gjn6yHS0nalBCs33peb/q0vm0cuVKLr/8crfjCeDGG2/kvvvuIyUlhTvvvLNVP0+xmIidXO/QmtyqPftOTU1NO31y6CI28UZs4o3YxJva2lqsVmt7D8Nvjh492i6fm5CQwIIFC/jmm2/cz4Wb48mF0Y4XI+kVreGJkbS2NUayrWgNX4yktz20KopCj8FDWtwusl8cnW4Z1mxdJ8WsENmv+Yh8F3rdr7pMu+vWrRt33303zz33nMfzvXv35mc/+5nX8y4CWW47FJbSDcflgUWTaBJN7afJ6Mtt+5N215CdO3eyYsUKFixYEJaOJ0EQwhtJu5O0O0EQjEcopd3psuB4aWkpCQkJXs8nJiZSUlLS5PuWLVtGfHy8+5GUlARAdnY2ADk5OeTk5ACQlZXFwYMHAdi1axe5ubkAZGZmkpeXB0BGRgYFBQUApKenU1RUBEBqaqq7oG9KSgqVlZUAJCcnU1tbi8PhIDk5GYfDQW1tLcnJyQBUVla600rKyspITU0F4PTp06SkpOB0OikoKCAjIwOAvLw8MjMzgfqUk127dgFw8OBBsrKyQlpTUVER6enpAAFp2rt3L9nZ2ezevTtsNJ3vfnI6naxevdp9DISDptbYT9nZ2ZSUlISVpvPZT06nky1btiD4htPpJDs7G6fTybhx43jsscfC1vHUUKsRMJJe0RqeGElrW2Mk24rW8MVIekWrPtBl5JPVauWpp57i0Ucf9Xh+1KhRTJkyhb///e+Nvk+vkU92u52cnBxGjhyJoiiGjNQ4V4erbs2QIUMwm81hoel895Omaezdu5fhw4e7543eNZ3vfrLZbBw6dIihQ4e6zx1613S++0lRFPbt24eiKIa9++1P5JORIgWMpBWMpVe0hif+ajWSbRrDn8gnI9lKtIYvRtIrWpsmlCKfdOl86tatG/fccw/Lli3zeL6ltLtzCTT1QhAEQc8Y6Qu6MeTcLwiCETH6uV/S7gRBMCKh5HzSZcHxYcOGsX//fo/nysvLKSgoYNiwYT734/K7VVRUtOr4WhtXaN2oUaMM+WOhMcQm3ohNvBGbeOOyiSuSyoj4c+430hwyklYwll7RGp74q9XpdHL27FnDnvtVVQVwp8M3h5EcdaI1fDGSXtHaNA6Hg7Nnz7rPge2JLp1P8+fP59lnn6WsrMxd++mzzz7DZDIxd+5cn/tx1Vlx1X4SBEEwEq6UY6Mh535BEIyMUc/9p0+fBmDixIntPBJBEIS2Jzc3l/79+7frGHSZdldaWsrIkSMZMmQIjz32GCdOnODXv/41t956K6+88orP/aiqysmTJ4mNjUVRlCCO+Pxw1abKy8uTFJEfEJt4IzbxRmzijcsmx44do0+fPphMulx34rzw59xvpDlkJK1gLL2iNTzxV6umaaiqSnx8vCHP/Q6Hg127dtG9e/cW9VdWVjJixAj27dtHbGxsG42wfRCt4YuR9IrWpnHVgO3Tp4+7nmx7ocvIp8TERNauXcsvf/lLrr32WmJjY/n5z3/OM88841c/JpNJVznfcXFxYf9Dyl/EJt6ITbwRm3iTkJBgyIsPCOzcb6Q5ZCStYCy9ojU8MZLW88FisTBhwgSftnWlZffu3TvsbStawxcj6RWt+kCXzieA4cOH8+2337b3MARBEARBEARBEARBEIRmMOZtb0EQBEEQBEEQBEEQBKFNEOeTDoiMjGTJkiVERka291BCBrGJN2ITb8Qm3ohN/MNI9jKSVjCWXtEanhhJa1tjJNuK1vDFSHpFqz7QZcFxQRAEQRAEQRAEQRAEQR9I5JMgCIIgCIIgCIIgCIIQNMT5JAiCIAiCIAiCIAiCIAQNcT4JgiAIgiAIgiAIgiAIQUOcT4IgCIIgCIIgCIIgCELQEOeTIAiCIAiCIAiCIAiCEDTE+SQIgiAIgiAIgiAIgiAEDXE+CYIgCIIgCIIgCIIgCEFDnE+CIAiCIAiCIAiCIAhC0BDnkyAIgiAIgiAIgiAIghA0xPkkCIIgCIIgCIIgCIIgBA1xPgmCIAiCIAiCIAiCIAhBQ5xPgiAIgiAIgiAIgiAIQtAQ55MgCIIgCIIgCIIgCIIQNMT5JAiCIAiCIAiCIAiCIAQNcT4JgiAIgiAIgiAIgiAIQUOcT4IgCIIgCIIgCIIgCELQEOeTIAiCIAiCIAiCIAiCEDTE+SQIgiAIgiAIgiAIgiAEDXE+CYIgCIIgCIIgCIIgCEFDnE+CIAiCIAiCIAiCIAhC0BDnkyAIgiAIgiAIgiAIghA0xPkkCIIgCIIgCIIgCIIgBA1xPgmCIAiCIAiCIAiCIAhBQ5xPgiAIgiAIgiAIgiAIQtAQ55MgCIIgCIIgCIIgCIIQNMT5JAiCIAiCIAiCIAiCIAQNcT4JgiAIgiAIgiAIgiAIQUOcT4IgCIIgCIIgCIIgCELQEOeTIAiCIAiCIAiCIAiCEDTE+SQIgiAIgiAIgiAIgiAEDXE+CYIgCIIgCIIgCIIgCEFDnE+CIAiCIAiCIAiCIAhC0BDnkyAIgiAIgiAIgiAIghA0xPkkCIIgCIIgCIIgCIIgBA1xPgmCIAiCIAiCIAiCIAhBQ5xPgiAIgiAIgiAIgiAIQtAQ55MgCIIgCIIgCIIgCIIQNMT5JAiCIAiCIAiCIAiCIAQNcT4JgiAIgiAIgiAIgiAIQUOcT4IgCIIgCIIgCIIgCELQEOeTIAiCIAiCIAiCIAiCEDQs7T2A9kRVVSoqKujYsSOKorT3cARBENoETdNQVRWLxYLJZLx7EHLuFwTBiBj93O9wODhx4gTdu3c3pH5BEIyJqqo4nU4iIyOxWNrX/RNyzqfk5GSef/559u3bR0VFBb179+baa69lyZIlxMfHu7f7+uuv+X//7//x/fff07dvX37/+99z1113+fVZFRUV5Ofnt7YEQRAEXTBkyBAiIiLaexhtjpz7BUEwMkY99584cYLKykoqKyvbeyiCIAhtzoABA8T5dC4lJSVMmjSJX/3qV3Tu3Jns7GyWLl1KdnY2KSkpAGzcuJFFixbx85//nP/93/8lNTWVe+65h9jYWK6//nqfP0tRFC655BLy8/OJjY0NlqTzRtM0bDYbkZGRcpf+B8Qm3ohNvBGbeKNpGjU1NRw7dsywd379OfcbaQ4ZSSsYS69oDU/81ep0Ojlw4IDhz/179+6lZ8+ezW6raRp1dXVEREQYYh6J1vDESHpFa9PY7XZyc3Mxm81tMLrmCTnn02233ebx/4wZM4iMjOTee+/l5MmT9OrVi6eeeopJkybxxhtvADBz5kwOHz7ME0884bfzqaqqCpPJFBI7oyk0TSMiIgKz2Rz2B5OviE28EZt4IzbxRtM0rFYrgGFt4s+530hzyEhawVh6RWt4EqjWcLdLU5hMJqqqqjCbzS1GfmmahslkwmKxhL29RGv4YiS9orVlQuHGQ/uPwAc6d+4MQF1dHTabjbS0NG644QaPbW666SZycnI4evRoO4wwuDgcDpKTk3E4HO09lJBBbOKN2MQbsYk3DofDHUUqtIyR5pCRtIKx9IrW8MRIWtsaI9lWtIYvRtIrWvWBomma1t6DaAyn04ndbmffvn3cfffd9OvXj6+++op9+/YxcuRIVq5cyRVXXOHe/uDBgwwZMsTr+eaoqKggPj6e8vJy4uLigiXlvNE0DYfDYQhPrq+ITbwRm3gjNvHGlaZx6NAhhg8fHtJRn8HCn3O/keaQkbSCsfSK1vDEX61Op5OcnBzDnvvz8/NJSkoiLy+PPn36NLvtubZ1Op1hazM5ZsIXI+kVrU1TV1fHgQMHQqLeX8hGPvXr14/o6GguvvhievbsyUcffQRAaWkpAAkJCR7bJyYmAvU1o5rCZrNRUVHh8YD6L2PX38baDofDo62qarNtu93u0Xb591xtTdO82oBHW1VVj3Ztba277fJyNmw7nU6Pth40NabDH00uDeGk6Xz3U21tbdhpOt/95OornDQBrFu3jqVLl7J+/Xq/Nbn6EHxDj3eWAsVIWsFYekVreGIkrW2Ny7Y7d+7k2WefZefOne08ouBhpHlkJK1gLL2iNfQJWedTcnIyGRkZvPXWW+Tk5HD11Ve7L+4CZdmyZcTHx7sfSUlJAGRnZwOQk5NDTk4OAFlZWRw8eBCAXbt2kZubC0BmZiZ5eXkAZGRkUFBQAEB6ejpFRUUApKamUlZWBkBKSop7VY3k5GRqa2s9QuVqa2tJTk4GoLKy0p0OU1ZWRmpqKgCnT58mNTUVh8NBQUEBGRkZAOTl5ZGZmQlAbm4uu3btAuqjwLKyskJaU1FREenp6QABadq7dy8pKSns3r07bDSd735yOBykpqZSXFwcNprOdz+tWbOGlJQUiouLw0ZTSkoK69evZ926dQCkpaWxatUqnzU5HA7S0tIQfMOVpqjXL3l/MJJWMJZe0Ro+2FWNtOIK7KoW9lrbE5dtd+zYwfLly3E6nSxfvjwsHVBGmkdG0grG0ita9UHIpt01ZPfu3YwZM4bPPvuMESNGMHLkSFatWsW8efPc2/iSdmez2bDZbO7/KyoqSEpKoqSkhMTERLdzy2w2e7QdDgeKorjbJpMJk8nUZNtut2M2m91tV0icqw24Q+VcbavV6g6hs1qtqKqK0+l0t1VVxWKxNNl2Op1omuZuN6ZDNIkm0aR/TWlpaW5HU0OmT5/OzJkzfdLkCr81auqFXlKuBUEQGnKsxsa9e4+yu7KGi2Kj+fvI/vSLjvT5/ZJ253vaHdRHPC1fvtzr+YULFzJu3LhgDFEQBKHVkbQ7Pxk9ejRWq5VDhw4xaNAgrFYr+/fv99jG9f+wYcOa7CcyMpK4uDiPB+D+AjabzY22LRaLR9tVKb6pttVq9Wi7cjFdbUVRvNqAR9tkMnk8X11d7VHZ3rWNq202mz3aoa6pKR2+ajKZTFRUVHisVqV3Tee7nzRNo6amxkuHnjWd736yWCxUVFR46dOrpvT09EYdTwDr169n/fr1LWrSNI3q6upG+2hPDh06xH333ceYMWOwWCyMGjXK4/WKigqWLl3KxIkTSUhIoHv37lx99dXs2bMnqOPSNI2Kigp0cJ/mvDGSVjCWXtGqf748XcqMzP1kV9YAkH22hllb9/Nlbn7YaQ0FduzY0eTiHOEWARWux0xjGEkrGEuvaNUHunA+bd26FbvdzsCBA4mMjGTmzJl8/vnnHtt88sknDB8+nP79+7fPIIOIw+Fgw4YNugytCxZiE2/EJt6Ek03Wr1/fYrpcWloa69evb3Ybh8PhTssLJfbu3cuKFSsYPHgwI0aM8Hr9+PHjvPnmm8ydO5dPP/2Ut956i/Lyci655BJ3KmQwCKc51BJG0grG0ita9YtT0/ivnGPcv+8YtaqG0/08qKoTW9ZOHt57FKcOL0JClZ07d7JixQqGDBnS5NLk4eSACrdjpjmMpBWMpVe06oOQS7v7yU9+wvjx4xk9ejTR0dHs3r2bP//5z3Tr1o1t27YRERHBxo0bmTFjBvfeey833ngjaWlpPPXUU3zyySfccMMNPn+WpF4IgqAHfHE8NWTmzJlMnz69yddDMfVCVVX3j/w777yT7du3u+vxAVRVVaEoCh06dHA/d/bsWfr168ctt9zCyy+/7PNnyblfEAS9UFznYOSmH8+FXStL6VRVyfc9+npst/fSUXSOsDTbVyie+9sSX9Lumkq1awpJwRMEIdSRtLtmmDhxIp999hm33HIL11xzDe+88w6LFy9mw4YNbmNddtll/Pvf/2bjxo3MmzePjz76iH/84x9+OZ70hKqqlJSUuFfHEsQmjSE28SZcbOJvgfDmtldV1b1qaCjR1N1lFzExMR6OJ4COHTsyePBgTp48GbRxhcsc8gUjaQVj6RWt+qVzhIUxsdG4FtMedOYk4499D4BJ0xjosDGuY1SLjiehZZxOJytWrHD/f+53TmOsWLHivBdEam/C7ZhpDiNpBWPpFa36IOScT48++ii7du2ioqKCs2fPkp2dzZNPPul1d3rhwoVkZWVhs9k4ePAgd999dzuNOPg4nU62bdum+y+31kRs4o3YxJtwscnQoUNbbXun0xk2qQJlZWVkZ2czfPjwZrez2WxUVFR4PAD3vHA6nY22HQ4HdXV1bNu2DZvN5v6SdzgcjbbtdrtH2xVY7GprmubVBjzaqqp6tF0h1U21nU6nR9sXTQ3bDXXY7XYvrXrX1Nx+cjqdZGZmuj8rHDQ1tZ8cDodba7hoamo/ubQ6nc6w0bSwawLRWv37OlVXUt6hIwCRmsq91YUs7BLvsyahacxmMwsWLADqb4gMGDCgxRsjCxYs0H0UWbj8VvIFI2kFY+kVrfog5JxPgjdWq5V58+a5iw4LYpPGEJt4Ew42qa6u5sCBA36959ChQ01+IVmtVmbPnt0aQ2t3fvvb36IoCvfdd1+z2y1btoz4+Hj3IykpCcCd1peTk+OuG5WVlcXBgwcB2LVrF/n5+cybN49du3aRl5cHQEZGBgUFBUB9EfiioiIAUlNTKSsrAyAlJYXKykoAkpOTqa2txeFwkJycjMPhoLa2luTkZAAqKyvdhW3LyspITU0FoKioyF1gvqCgwF2rKy8vj8zMTAByc3PZtWsXUL/qa1ZWVouacnNzAcjMzPTQVFRUxLx589i8eXPYaGpuP1mtVpxOJ7W1tWGjqan9pCgKNpsNRVHCRlNT+6m2tta9umm4aJrVwcyzlfkAdKmuZMQPQU4D1DpqTGbm9+jkk6bDhw8jNM+4ceNYuHAhqqqyd+9et7PQtTBIQ8Il5S4cfiv5ipG0grH0ilZ9EHI1n9oSvdT9UFWVoqIiunTp0uIdGKMgNvFGbOKNnm2iaRp79uwhJSWFs2fP+vXe5n4Qq6pKYWEhRUVFIVv3o7GaT+fy7rvvcvfdd/PPf/6TO+64o9n+bDYbNpvN/X9FRQVJSUmUlJSQmJjodtSZzWaPtitKpLS0lISEBPeKhQ6HA5PJ5NW22+3u1TjtdjsWiwVFUdxtqI+CaNi2Wq3uyBSr1eqOyHG1VVXFYrE02XY6nWia5m43puNcTYqiuNsNdQCUlJR4aNW7pub2E8CpU6fo3r07ZrM5LDQ1tZ9UVeX06dN0797d/V69a2pqPzmdTk6fPk2PHj0AwkKTpmlcsXUf+6pquXvjN2y94CL29hqA4nQyx+rkrcsuBmhRk6vuR6ie+4ONLzWfXOzYsYN169a5HYSKonisLBUujifQ928lfzGSVjCWXtHaNFLzSfALVVXJzs7WZV5nsBCbeCM28UavNikoKODdd9/l3//+N2fPniUxMZGJEyf69N6WfhCrqhrU1eHagpUrV3Lvvffy+OOPt+h4AoiMjCQuLs7jAbgvvsxmc6Nt14Vhdna2++LR9XxjbavV6tF23Sl3tRVF8WoDHm2TyeTRdl2ENtU2m80ebV80NWw31AF4adW7pub2k6qq7N+/331BGQ6amtpPmqa5tYaLpqb2k0urqqpho0lRFJYO68cdcVZMwIR+fbijd2fu7NOZRbZyt1ZfNAm+cdFFFzFs2LBGL+zCyfEE+v2tFAhG0grG0ita9YFEPukg8kkQBGNQXV1NamoqO3bsQNM0rFYrU6dOZfLkyVit1hZX4fH1B3Gor3jUXOTTli1bmD17NjfffDP/+Mc/Aupfzv2CIOiRvXv38vnnn/PII4/4VAz7XEL93B9s/Il8cnHu9264OZ4EQQh/JPJJ8AtVVTlx4oQuvZvBQmzijdjEG73YRFVVtm/fzssvv8z27dvRNI2RI0fy0EMPMW3aNPfdb1ctisbw9QexqqruWiR6Y9++fSxYsIBZs2bxxhtvtMln6mUOtQZG0grG0itaw4MzZ87QoUMHt+MpnLW2Ny7bjhkzhoULF6IoCgMHDgxLx5OR5pGRtIKx9IpWfSDrsuoAVVU5fPiwu1aDIDZpDLGJN3qwyfHjx1m5cqXbIdStWzfmz5/PgAEDGt3e9cM30Duxqqpy5MgROnXqdJ4jb12qq6vdxXWPHTtGRUUFn3/+OQDTp09H0zTmzZtHdHQ0//M//8P27dvd742Li2PEiBFBGZce5lBrYSStYCy9ojU8KCoqomvXru7/w1lre9PQtuPGjWP//v2NFh0PB4w0j4ykFYylV7Tqg/NKu3M4HHz//feUlZU1ubLStGnTAh5csJHUC0EQ2ovKykrWrFnjXk0pMjKSmTNnMmHCBJ/SIXbu3MmKFStYsGCB33diQzH14ujRo0063NLS0gCYOXNmo69Pnz6ddevW+fxZcu4XBEGPvPHGG/Tp04errroqoPeH4rm/LQkk7c7FypUryc3N5YEHHgjS6ARBEIJDKKXdBRT5pGkaTzzxBC+//LJ7FYimaMopJfiOqqrk5eWRlJSkO+9msBCbeCM28SYUbeJwONi6dSvr16+nrq4OgLFjxzJ79mw6duzocz/jxo3joosu8vsCwmWTUKN///60dC+kPUoUhuIcChZG0grG0ita9Y9rdaMxY8Z4PBeOWkOBc22bmJjIzp073UX7wwkjzSMjaQVj6RWt+iAg59NTTz3FM888Q0JCArfffjt9+vRxr6QhtD6uvM7evXvrboIFC7GJN2ITb0LNJocPH2blypUUFRUB0KtXL6688kq/78C6COTOtaqqnDx5UiJ+fCTU5lAwMZJWMJZe0ap/ysvLcTqdXml34ag1FDjXtomJiTgcDs6ePUtsbGx7D69VMdI8MpJWMJZe0aoPAkq769+/P4qisH37djp37hyMcbUJknohCEJbUFpayurVq9m/fz8AHTp04PLLL2fMmDHt8qVh9NQLOfcLgqA3Dhw4wL/+9S/++7//m/j4+ID6MPq5/3zS7goLC3n99de566676Nu3b5BGKAiC0PqEUtpdQFc9p06d4tprr9W140lPOJ1ODh06JCmMDRCbeCM28aa9bWK320lLS+PVV191FyudNGkSv/zlLxk3bly7OZ6OHDnS5p+rV9p7DrUlRtIKxtIrWvVPUVERVqvVw2EerlpDgXNtm5iYCNTfTAo3jDSPjKQVjKVXtOqDgK58BgwYQEVFRWuPRWgCTdMoLS1tl3onoYrYxBuxiTftZRNN09i3bx+vvPIK69evx+Fw0L9/f+677z7mz59PdHR0m47n3LGVlZW12+frDSMdV0bSCsbSK1r1z5kzZ+jSpYtHvaFw1RoKnGtbq9VKx44dw9L5ZKR5ZCStYCy9olUfBJR297e//Y1nnnmGPXv20K1bt2CMq02Q1AtBEFqbM2fOsHLlSnd0UVxcHHPnzmXkyJEhU6TU6KkXcu4XBEFvvP3223Tq1IlFixYF3IfRz/3nk3YH8M4775CYmHhe+0AQBKGt0X3a3TXXXMO0adOYMmUK77//PtnZ2Rw/frzRh3D+OJ1O9u/fr8vQumAhNvFGbOJNW9qktraW1atX8/rrr3PkyBHMZjNTp07loYceYtSoUSHleDpw4EB7D0M3GOm4MpJWMJZe0apvNE2jqKiILl26eDwfjlp94ezZs/Tp08ddfzYYNGbbxMTEsIx8MtI8MpJWMJZe0aoPAlqibsCAASiKgqZp3HXXXU1upygKDocj4MEJP1JTU9PeQwg5xCbeiE28CbZNVFUlKyuLb7/9lrNnzwIwZMgQrrjiCjp16hTUzw6U2tparFZrew9DNxjpuDKSVjCWXtGqX6qqqqitrfVyPkH4afWFp556qk2uL861bUJCQtjWTDTSPDKSVjCWXtEa+gTkfLr99ttD5i6+ETCbzYwdO7a9hxFSiE28EZt4E2ybnDx5kuTkZPLz8wHo1KkTV1xxBUOGDAnaZ54vZrOZ0aNHk5OT095D0QVGOq6MpBWMpVe06pszZ84A0LVrV4/nw1FrS+zfv59XX32VF198kfvuuy9on9OYbRMTEzl79ix2uz2sbuAYaR4ZSSsYS69o1QcBOZ/++c9/tvIwhOYweo5+Y4hNvBGbeBMsm1RXV7N27Vp27NgB1BcinTZtGpMnT8ZiCei02ma4bCL4hpGOKyNpBWPpFa36pqioCJPJ5F5xzUU4am2JX/7yl9x3330MHTo0qJ/TmG1d0cxlZWVejkA9Y6R5ZCStYCy9olUfhPZVkiAIQgihqirbt28nNTWV2tpaAEaNGsXcuXOlcLUgCIIQFIqKiujUqZPuLjJam88//5w9e/bwxRdfsHPnzha3t9ls2Gw29/+VlZUA7joprr9ms9mj7XA4UFUVAIfDgaIomEwmYmNjASgtLSUxMRGTyYTJZMJut2M2m91ti8WCoijutqufhm2r1Yqmae62qqo4nU53W1VVLBZLk22n04mmae52YzrO1aQoirvtGrvD4XCvmNVQq941Nda22+3uuWC32zGZTGGhqbn9pGkaqqqiaZqHDj1ram4/uY7bcNLU3H5yafVVUygQUMHxhmzatIlXX32VZcuW8eqrr7Jp06bWGJfQALPZzKhRowz/o6MhYhNvxCbetKZNjh07xptvvklycjK1tbV0796dO++8k+uvv15Xjiez2czw4cPbexi6wUjHlZG0grH0ilZ901ixcQhPrU1RXV3Nr3/9a5599lmfv3OXLVtGfHy8+zFixAgAd/RvTk6Ou52VlcXBgwcB2LVrF8ePH2fUqFHs2LGDvLw89zZms5nS0lLS09MpKioCIDU1lbKyMgBSUlLcTi7X7wWHw0FycjIOh4Pa2lqSk5OBemdYSkoKUB9NlZqaCtTv7/T0dAAKCgrIyMgAIC8vj8zMTAByc3PZtWsXAAcPHiQrK6tFTbm5uQBkZma6NWVkZFBYWMioUaPYtGlT2GgqKCgA8NpPlZWVjBo1irVr14aNpub2k6Zp5Obmomla2Ghqaj9VV1eTl5eH2WwOG01N7afS0lKKioowm80+aXKNNRRQNJe7208yMjK46667OHToEFC/EoerDtQFF1zAu+++y+TJk1tvpEFAL8ttO51OsrKyGD16tCF+YPiC2MQbsYk3rWGTiooK1qxZw549ewCIiopi1qxZXHzxxbq0s8smVqtVl+G6rYE/534jHVdG0grG0ita9c1LL73ERRddxOzZsz2e91ernlM1HnvsMdasWUNmZiaKorBu3TpmzpzJtm3bGD9+fKPvOTfy6cSJE4wYMYKjR4/Sr1+/FiOf9u7dy4gRI7Bare5IhjfffJNBgwZx+eWXh1XkU3Z2todWvWtqLvIpOzub4cOHExkZGRaamttPTqeT3bt3c9FFF7n71LumpvaTw+Fg9+7djBkzBkVRwkJTU/vJbreTlZXl1tqSppqaGg4fPsyQIUOIiIho9HzZVgSUdrd3717mzp1LdXU1c+bMYebMmfTs2ZNTp06RlpZGSkoK8+bNY8uWLe67DML5ER0d3d5DCDnEJt6ITbwJ1CYOh4MtW7aQnp5OXV0dAOPGjWP27NnExMS05hDbnKioqJAKwQ11jHRcGUkrGEuvaNUnNpuNysrKJmsMhZPWpjh27BgvvvgiX375JeXl5QDu1WXPnj3L2bNn6dixo9f7IiMjiYyMdP9fUVEB4Ha8NXTANWy7Ltyio6OxWCyYTCb384mJiZSWlnrUd2xYfNyftqIo7rbrItXXdlNjb05TU+3GtOpdU2Ntq9Xq1mq1Wt1BE3rX1NLYY2JiUBTFQ4eeNbWkNdw0NbWfWtLa1Njbm4Ain37605/y5Zdfsnz5cq644gqv11etWsXChQv5yU9+wscff9wqAw0Geol8EgShbTl48CCrVq2iuLgYgD59+jB//nx69+7dziNrHfR897s1kHO/IAh64cSJE/zjH/9g8eLF9OrV67z60uu53xXl1BSTJk1iy5YtLfaTn59PUlISeXl59OnTJ6CxrFy5ktzcXB544IGA3i8IgtDW1NXVceDAgZCIfAqo5tO6deu4/vrrG3U8AVxxxRVcf/31pKWlndfghHocDgfbtm3D4XC091BCBrGJN2ITb/y1SUlJCf/617/48MMPKS4uJiYmhmuvvZa77747bBxPDofDp0KtQj1GOq6MpBWMpVe06pczZ84ANFrzKdy0NsWYMWNIS0vzePzlL38B4I033uC1115r9c9syrauyKcAq5aEJEaZR2AsrWAsvaJVHwSUdldeXs6AAQOa3WbAgAHu0Fjh/FAUhcTERHd4qCA2aQyxiTe+2qSuro6NGzeyadMmnE4nJpOJiRMnMmPGDKKiotpotG2DoigkJCR41MEQmsZIx5WRtIKx9IpW/VJUVER8fHyjd6vDTWtTJCQkMGPGjEZfu/jiixk3blyrf2ZTtk1MTMThcHD27Fn36nd6xyjzCIylFYylV7Tqg4CcT7169WoxvHXr1q3nHR4s1GM2mxk8eHB7DyOkEJt4IzbxpiWbaJrGvn37WL16tbsWxIABA5g/fz7dunVrq2G2KWazmYEDB7pX7xCax0jHlZG0grH0ilb90tRKdxB+WkOJpmybmJgI1K82FS7OJyPNIyNpBWPpFa36IKC0u4ULF7Ju3Toef/xxamtrPV6rra1lyZIlpKWlcc0117TKII2Ow+EgIyNDl6F1wUJs4o3YxJvmbFJYWMj777/PZ5995q4BdOONN3L77beHreMJ6m2ydevW9h6GbjDScWUkrWAsvaJVv5w5c6ZJ51O4afWHGTNmoGlakyvdnS9N2TYhIQGodz6FC0aaR0bSCsbSK1r1QUCRT48//jjffPMNzz77LG+++SYTJ06ke/funD59mm3btnHmzBkGDhzI448/3trjNSQmk4nevXu7q9cLYpPGEJt405hNamtrWbduHVu3bkXTNMxmM5dddhmXXnppuxfhawtMJhO9evVyrxQkNI+RjisjaQVj6RWt+sThcFBaWtqk8ymctIYaTdk2IiKCmJiYsHI+GWkeGUkrGEuvaNUHAY24c+fObNmyhTvuuIOzZ8+SnJzMu+++S3JyMpWVldx1111s2bKFTp06+d33Z599xjXXXEOfPn2IiYlhzJgxvPPOOx6F/WbMmOFeMrLhY//+/YHICXlMJhP9+vXT5QQLFmITb8Qm3jS0iaqq7Nq1i5dffpktW7agaRrDhg3joYceYubMmYZwPEG9TZKSktp7GLrBSMeVkbSCsfSKVn1SUlKCpml07dq10dfDSWuo0ZxtExMTKSsra/tBBQkjzSMjaQVj6RWt+iDgEXfp0oV33nmH8vJydu/ezYYNG9i9ezfl5eW8/fbbTd6laYmXXnqJDh068OKLL/L1118zf/58Fi9ezJNPPumx3aWXXsrmzZs9Hv379w9UTkjjcDhIT0/XZWhdsBCbeCM28cZlk+PHj/P222/z1VdfUVVVRefOnbntttu46aab3PUbjILD4WDTpk3tPQzdYKTjykhawVh6Ras+KSoqAhpf6Q7CS2uo0ZxtXSvehQtGmkdG0grG0ita9UFAaXcNsVqtXHjhha0xFgC+/vprjy/ZWbNmUVxczEsvvcTjjz/u9vAlJCRwySWXtNrnhjImk4lBgwbp0rsZLMQm3ohNvKmpqeHEiROkpqYC9eHy06dPZ9KkSVgs53360yUmk4mBAweG1V3bYGKk48pIWsFYekWrPjlz5gzR0dHExMQ0+no4aQ01mrNtYmIiR48ebftBBQkjzSMjaQVj6RWt+iDkrr4au7szduxY3nrrLaqqqsJmZQl/cOV1Cj8iNvFGbPIjTqeT7du3k5aW5l4UYfTo0Vx++eXExcW18+jaF5PJRM+ePcX55CNGOq6MpBWMpVe06pOioqImU+4gvLSGGs3ZNjExkcrKSux2O1artY1H1voYaR4ZSSsYS69o1Qc+uctmzZrF7Nmzyc/Pd//vy2P27NmtMsiNGzfSu3dvD8fT+vXriYmJISoqiunTp5Oent5iPzabjYqKCo8H1F+ouv421nY4HB5tVVWbbdvtdo+2q16Vq61pmlcb8Girqupu19XVsXbtWvdnuELsGradTqdHO9Q1NaXDV002m43U1FRsNlvYaDrf/eRwOFi7di11dXVhoymQ/XTo0CHefPNNVq5cSW1tLTExMfzsZz/j6quvJi4uTpeaWnM/ORwO1q9fj+AbDoeD1NRUXYY2+4uRtIKx9IpWfVJUVNRsGYtw0hpqNGdbV7p+uNzEMdI8MpJWMJZe0aoPfHI+rVu3jnXr1lFdXe3xvy+P82Xjxo18/PHHPPzww+7npk+fzl//+ldWrVrFe++9R3V1NZdffjmbN29utq9ly5YRHx/vfriK7mZnZwOQk5NDTk4OAFlZWRw8eBCAXbt2kZubC0BmZiZ5eXkAZGRkUFBQAEB6ero7Nz81NdX9hZSSkkJlZSUAycnJ1NbW4nA4SE5OxuFwUFtbS3JyMgCVlZWkpKQA9V9orlShkpISnE4nJpOJgoICMjIyAMjLyyMzMxOA3Nxcdu3aBcDBgwfJysoKaU1FRUVuh2Egmg4cOMCoUaPYt29f2Gg63/1kMpmoq6tzO1XDQZM/+6mkpIRPP/2UDz74gMLCQqKioujXrx8/+9nPiI+P16WmYOwnk8lEfHw8gm+YTCZGjRqly9BmfzGSVjCWXtGqPzRNa9H5FC5aQ5HmbOtyPoVL3ScjzSMjaQVj6RWt+kDRGi4jF2Lk5+czadIkhg8fTkpKSpMGrqqqYuTIkYwYMcJ9kdYYNpsNm83m/r+iooKkpCRKSkpITEx0Ry6YzWaPtsPhQFEUd9tkMmEymZps2+12zGazu22xWFAUxd2Geo9lw7bVakXTNHdbVVWcTqe7raoqFoulybbT6UTTNHe7MR2iSTSFoyaHo76A9qZNm9yRQOPHj3evYKdHTcHeT3V1dRw4cIDhw4djNpubPGeGKxUVFcTHx1NeXm74NExBEEKT0tJS/va3v3HrrbcyePDgVunT6XSSk5Nj2HN/fn4+SUlJ5OXl0adPn4D70TSNZ555hjlz5jBp0qRWHKEgCELr4/rdP2TIkHZf3Ttk3WVlZWXMnz+fzp0788UXXzTr2YuJiWHBggXs2LGj2T4jIyOJi4vzeADuL2Cz2dxo22KxeLRdY2mqbbVaPdqKoni0FUXxagMebZPJ5G47nU7Wrl2L3W7HZDK5L0gbts1ms0c71DU1pcNXTaqqsnr1alRVDRtN57uf7HY7qampbqdIOGhqaT8dPHiQ119/nXXr1mG320lKSuIXv/gFV111lbtA6+rVq91OGj1oCvZ+stvtrRKVahTsdjurV692OzbDGSNpBWPpFa36o6WV7iB8tIYizdlWUZSwWvHOSPPISFrBWHpFqz4IqOD43XffzbXXXsvChQub3Oabb77h3//+N++8847f/dfU1HDVVVdRXl7O5s2bDZ8iYjabmTBhgiHvUjWF2MQbI9mkuLiYVatWudPeOnbsyJw5cxg9erTbkQPGsomvmM1mxo0bx6lTp9p7KLrASHPISFrBWHpFq/4oKirCarU2+xs4XLSGIi3ZNjExMWxqPhlpHhlJKxhLr2jVBwE5n/75z3/Sv3//Zp1Pu3fv5r333vPb+eRwOLjxxhvJyclhw4YNPlVyr6qq4ptvvmHChAl+fZZeMJlMdOrUqb2HEVKITbwxgk3q6urYsGEDGRkZ7jpol1xyCdOmTSMqKspreyPYxF9MJhOJiYnifPIRI80hI2kFY+kVrfrjzJkzdO7c2eOGyrmEi9ZQpCXbJiQkcOzYsTYcUfAw0jwyklYwll7Rqg+ClnZXW1vrTvfwhwceeIBvvvmGP/zhD1RUVLBlyxb3w2azsWHDBhYuXMi7775LWloaH374IVOnTuXUqVM88cQTQVDS/tjtdlasWKHL0LpgITbxJpxtomka2dnZvPLKK2zYsAGn08mgQYO4//77mTt3bqOOJwhvmwSKK1RX8A0jzSEjaQVj6RWt+qOoqIiuXbs2u024aA1FWrKtK+0uhEvn+oyR5pGRtIKx9IpWfRBQ5BPQ5J0YTdPIy8tj5cqV9OrVy+9+XSs5/eY3v/F6LTc3l549e1JXV8djjz1GcXExMTExTJkyhTfeeIOJEyf6/Xl6wGKxMHXq1ICceeGK2MSbcLXJ6dOnWblyJUePHgXq7zbOmzePYcOGNXtHGMLXJueDxWJhypQp5Ofnt/dQPDh06BAvvPACW7ZsITs7m2HDhrlXIm3I22+/zfPPP8/x48cZOnQozzzzDFdddVXQxmWkOWQkrWAsvaJVX7hWumup0Hg4aA1VWrJtYmIidrudqqoqOnbs2Maja12MNI+MpBWMpVe06gOfR2wymTwu9JYuXcrSpUub3F7TNH73u9/5PSDXBWZzrFq1yu9+9YyiKLIi0zmITbwJN5vU1NSQlpbGtm3b3Ku0XXbZZVx66aXuQtstEW42aQ0URSE2Nra9h+HF3r17WbFiBZMmTXKv0ncuH3/8MYsXL+YPf/gDs2bN4pNPPmHRokVs2LCBSy65JCjjMtIcMpJWMJZe0aovqqurqampabbYOISH1lClJdsmJiYC9asS6t35ZKR5ZCStYCy9olUf+Jx2N23aNPdDURT69u3r8ZzrMXPmTK677jpee+01nn766WCO3TDY7Xa++uorXYbWBQuxiTfhYhNVVdmxYwcvv/wymZmZaJrG8OHDeeihh5gxY4bPjicIH5u0Jq5Q3VDj6quvJi8vj88//5xx48Y1us2SJUu46aabeOqpp5g5cyZvvPEGEyZM4MknnwzauIw0h4ykFYylV7TqizNnzgD4lHand62hSku2beh80jtGmkdG0grG0ita9YHPkU8Nl+Y2mUzcddddYVtjKdSwWCzMnTtXl6F1wUJs4k042CQ/P5/k5GROnjwJ1C8xPX/+fAYNGhRQf+Fgk9bGYrEwe/ZscnNz23soHphMzd8LOXLkCAcOHOD555/3eP6mm27ikUcewWazERkZ2erjMtIcMpJWMJZe0aovioqKUBSlxYKy4aA1VGnJthEREcTExISF88lI88hIWsFYekWrPghoxI2lQwjBRY+TK9iITbzRq03Onj3Lt99+y3fffQfU/6ibMWMGkyZNOu9lRPVqk2Cix6VZ9+/fD8CwYcM8nh8+fDh1dXXk5uZ6vdZaGGkOGUkrGEuvaNUPZ86coVOnTj6dq/WuNZRpybauouPhgJHmkZG0grH0itbQJ2ir3Qmth8PhIDk5GYfD0d5DCRnEJt7o0SZOp5PNmzfz8ssvux1PF110Eb/85S+ZMmXKeTtJ9GiTYONwONwLO+gJ1w/8hIQEj+ddqQ8lJSVNvtdms1FRUeHxgPr55/rbWNvhcGCz2UhOTqa2ttZ948XhcDTattvtHm3XKkiutqZpXm3Ao62qqkfbNXebajudTo+2L5oathvqqKur89Kqd03N7SfX+cE1tnDQ1NR+stvtbq3hoqmp/eTS6upLj5qKioro0qVLi/vJdcy6PsMXTYJv+PL7IVycT0b6rWQkrWAsvaJVHwTsfHI6nfzrX//innvuYf78+cyaNcvrMXv27NYcq2GxWCxceeWVuvVwBgOxiTd6s8mRI0d44403WL16NTabjZ49e3LPPfewaNGiViuIrTeb+IpT1dh8uJivvjvB5sPFOFXfl3p2heoaiWXLlhEfH+9+JCUlAbhX08vJySEnJweArKwsDh48CMCuXbvIz8/nyiuvZNeuXeTl5QGQkZFBQUEBAOnp6RQVFQGQmppKWVkZUL9ya2VlJYDbodPwx0JtbS3JyckAVFZWuh2CZWVlpKamAvWpN+np6QAUFBSQkZEBQF5eHpmZmUD9KrC7du0C4ODBg2RlZbWoyZVymZmZ6aGpqKiIK6+8ks2bN4eNpub2k8ViwWKxUFNTEzaamtpPDQkXTU3tp5qaGve+1aumoqIiEhISWtxPZWVldOzYEYvF4pOmw4cPI/iGL78fEhISwsL5FK6/lRrDSFrBWHpFqz5QNNdtFz+oqqpi7ty5bNmyBU3TUBSFht24/lcUJaTvslRUVBAfH095eXlIV4zXNI3a2lqioqJaXFreKIhNvNGLTcrKykhJSWHfvn0AREdHM3v2bMaNG9di3R9/0YtN/GFVdgF//HofBeU/XlD2jI9iydUjuGJUzxbfr2ka1dXV5ObmMnz48JBMwbvzzjvZvn272zkE9RdnCxYsYP/+/QwdOtT9/Jo1a5g7dy45OTlNpt3ZbDZsNpv7/4qKCpKSkigpKSExMdH9PWU2mz3arjtKdrsdi8WC2WzGZDLhcDgwmUxebbvd7t7G9R5FUdxtqL9b1bBttVrRNM3dVlUVp9PpbquqisViabLtdDrdq0E2peNcTYqiuNsNdSiKQl1dnYdWvWtqbj8pisLZs2eJiYnx0KdnTU3tJ03TqKqqIiYmBkVRwkJTU/tJVVWqqqro2LEjmqbpTlN1dTUvvPAC11xzDSNHjmx2PzmdTqqrq91aW9JUV1fHgQMHQvbcH2zy8/NJSkoiLy+PPn36NLutL78fdu3axfLly/nDH/6gy4tAF+H4W6kpjKQVjKVXtDaN69w/ZMgQIiIi2mCETRPQld7TTz/N5s2b+eMf/0hRURGaprF06VIKCgr45JNPGDhwIDfccIPHj30hcFxpMnoMrQsWYhNvQt0mdrud9evX88orr7Bv3z4URWHChAn88pe/ZPz48a3ueILQt4m/rMou4P4Pdno4ngBOlddy/wc7WZVd0GIfDoeDtWvXBmuIQcPlWHLVfnKxf/9+IiIiGDhwYJPvjYyMJC4uzuMBP9a+MpvNjbZdF+2uiAPXHLVYLI22rVarR9v1g8DVVhTFqw14tE0mk0fbdUHTVNtsNnu0fdHUsN1Qh6qqXlr1rqm5/eRwOEhNTXU7E8JBU1P7yel0urWGi6am9pNLq8vpozdN5eXlQP1Kdy3tJ1VVPbT6oknwDV9+P7jSvl3RbHol3H4rNYeRtIKx9IpWfRBQ5NPQoUPp3LmzO7zXZDKxdOlS9+p3+fn5XHTRRTz88MP8/ve/b90RtyJ6iXwShFDF6XS2+GNW0zS+//57Vq9e7Q5P79u3L1deeSU9evRoi2GGBU5V47LnU70cTw3pGR/Fxt/Nwmxq/i6I0+kkJycnZO9+Nxb5BPXfPRMmTOCDDz5wP3fZZZcRFxfnTk/xBTn3C4IQquzevZv//Oc/PProo62+gmeon/uDjT+RT75QXl7O//7v/3LLLbdwwQUXtMIIBUEQWp9QinwKKEb0+PHjLFiwwP2/yWTyiHLq06cPCxYs4L333gtp55Ne0DSNyspKYmNjwz6M0FfEJt60tU127tzJihUrWLBgAePGjWt0m6KiIlatWsWhQ4cAiI2NZc6cOVx44YVtMsZwmieZuSXNOp4ACsprycwtYfKgzk1u47JJqFFdXe12IB07doyKigo+//xzAKZPn07Xrl1ZunQpt956K4MGDWLmzJl88sknbN261V3HJRiE0xxqCSNpBWPpFa36oaioiLi4OJ8cT3rXGsr4Ytu4uDjMZrPu6z4ZaR4ZSSsYS69o1QcB5bm46iO4iI+PdxdWdNGjRw+OHz9+fqMTgPrQug0bNugytC5YiE28aUub7Ny5k+XLl+N0Olm+fDk7d+70eN1ms7FmzRpee+01Dh06hMlk4tJLL+Whhx5i9OjRbXaiDKd5cqq8xrftKpp3UDkcDnfUaihRWFjIDTfcwA033MC6devIy8tz/793714Abr75Zt566y0++ugj5s2bx6ZNm/jyyy+ZPHly0MYVTnOoJYykFYylV7TqB9dKd76gd62hjC+2VRQlLIqOG2keGUkrGEuvaNUHAaXdXXzxxQwaNIhPP/0UqL8rfezYMb7//nsiIyPRNI3x48dTVlYW0itrSOqFIPiPy/F0LgsXLmTs2LHs2bOHNWvWuKNrBg8ezBVXXOHzj2nBE4dTZcWeAp5ZkUNhZct19B5fMJx7pjZd/wgk9ULO/YIghCqvvPIKgwYNYv78+a3et9HP/a2ddgfw4YcfYjabuemmm1qlP0EQhNYmlNLuAop8mj17NmlpaW5v2x133MHx48eZPHkyjzzyCJdddhnfffcd1113XasO1qioqkpJSQmqqrb3UEIGsYk3bWGTphxPAMuXL+fll1/m3//+N5WVlSQmJnLzzTdz6623tpvjSc/zxOZw8q/M48x+aT3/9fF3PjmeADrFNP+loqqq7u/StiV6nkP+YiStYCy9olUfOJ1OSkpKfP7O1LPWUMdX2yYmJur+O9VI88hIWsFYekWrPgjI+bR48WIefvhhzpw5A8Ddd9/Ngw8+yO7du3nxxRfZvHkzP/nJT1i6dGlrjtWwOJ1Otm3b5l6RRxCbNEawbdKc48lFSUkJZrOZWbNm8cADDzB06NB2zUXW4zypsjn4x4YjTPtTGr//9x6OFVeT2MHKDRf7dpe2R3x0s687nU6vNEmhafQ4hwLFSFrBWHpFqz4oKSlB0zS6du3q0/Z61hrq+Gpbl/MpgESSkMFI88hIWsFYekWrPggo7a4pzpw5w5EjR+jXr58uVrGS1AtB8A1fHE8NWbhwYZNFyIXGKauu472MY7ybkUtZtR2AHnFR3DttIDdNTCLSYjbManfBRs79giCEIjk5OXz66af85je/oWPHjq3ev9HP/cFIu9u/fz+ffPJJ0PaZIAjC+aL7tLsnn3yS//u///N6vmvXrkyaNEkXjic9oaoqhYWFugytCxZiE2+CZROn08nXX3/t13u+/vrrkPDG62GeFFbU8mxyDpc+l8pfvj1AWbWd/p078Px1F7L+tzO4+7IBdIiwYDYpLLl6BE25lRRgydUjWnQ8qarqjloVWkYPc6i1MJJWMJZe0aoPzpw5Q1RUFDExMT5tr2etoY6vtk1MTATQdeqdkeaRkbSCsfSKVn0QkPPp6aefZs+ePa09FqEJVFUlOztblxMsWIhNvAmWTcxms9/h5JqmhcRd1VCeJ8eLq/nDl3u47Pk0/p5+hKo6J8N7xvHKLWNZ+5sZ/HRCXyItnja8YlRPXr9tHD3jozye7xkfxeu3jeOKUT1b/FxVVcnJyWlVLeFMKM+h1sZIWsFYekWrPigqKqJr164+p6vrWWuo46ttExISAP07n4wyj4ykFYylV7Tqg4DS7gYPHsysWbP4+9//HowxtRmSeiEIvpGWlsb69et93n7mzJlMnz49iCPSL9+fquT1dYf4OqsAp1p/+h3fL5EHZw5mxlDfLjqcqkZmbgmFlbV0i41i4oBOLUY8ebzf4KkXcu4XBCEU+fvf/06PHj1YuHBhUPo3+rk/GGl3AH/+85+ZOHGi/O4RBCEkCTTt7tixYwF9Xr9+/Zp8zRJIhzfddBPvv/8+5eXlxMfHBzQowXdUVaWgoICePXtiMgUUrBZ2iE28CZZNDh8+zN69e33ePpQcT6E0T3YdL+XVtMN8m3Pa/dz0IV15cOZgJg7o5FdfZpPC5EGdAxqHyyaCb4TSHAo2RtIKxtIrWkMfTdMoKipi1KhRPr9Hr1r1gD+2TUxMpKysrG0GFgSMNI+MpBWMpVe0tj4DBw4MaDGF5iKyAnI+Pf7443z33XfMmjWLJ598kgkTJtCtW7dAuhJ8QFVVDh8+TPfu3cP+YPIVsYk3rW2T0tJSUlJS3ClaHTp0ICkpie+//77J94SS4wnaf55omsamQ8W8tu4QGYeLAVAUuHJUT+6fMYhRvdveea+qKkeOHKFTJ/8cXkalvedQW2IkrWAsvaI19CkvL8dut9OlSxef36NXrXrAH9u6VrzTK0aaR0bSCsbSK1qDw+DBgxk8eLBP2x46dIhDhw41u01AaXeuUF1N05pNEVEUBYfD4W/3bYakXgiCN3a7nU2bNrFx40YcDgeKojBx4kRmzJhBdHQ069evJy0tzet9oeZ4ak9UVWNNzmleSzvE7vxyACwmhUVje3PfjEEM6tq+K+IYPfVCzv2CIIQahw4d4sMPP+RXv/qVu4h1a2P0c3+w0u5SU1PZvXs3//M//9NqfQqCILQWgabdmc1mnnjiCZYsWeLT9k8++SRLly5t/cinqVOn+lwMUTh/VFUlLy+PpKSksPfk+orYxJvztYmmaezfv5/Vq1e7w8f79+/P/Pnz6d69u3s7l4OpoQMqVB1PbT1P7E6Vr3ef5PV1hzlYeBaAKKuJmyb0ZfG0gfROiA76GFrCZRPBN4x0rjGSVjCWXtEa+pw5cwaLxeJXOQu9atUD/tg2MTGRiooKHA4HFktAl1btipHmkZG0grH0ilZ9ENAZct26da08DKE5VFXlxIkT9O7dW3cTLFiITbw5H5ucOXOGVatWcfjwYQDi4uKYO3cuI0eObNTR3NABFaqOJ2i7eVJrd/LZ9jzeTD9CfmkNALFRFu6Y3J+7Lu1P546RQftsf1FVlZMnT0rEj48Y6VxjJK1gLL2iNfQpKiqic+fOfo1Zr1r1gD+2dUWqlZWV+ZU2GSoYaR4ZSSsYS69obX2io6Opq6vzeXubzUZ0dPM32gNKuwsXJPVCMDq1tbWkp6ezZcsWVFXFbDYzZcoUpk6d6ldYplGprLXz4dbj/GNDLkVnbQB06RjB3ZcN4LZL+hEXZW3nETaO0VMv5NwvCEKo8e677xIXF8d1110XtM8w+rk/WGl35eXl/O///i+33HILF1xwQav1KwiC0BoEmnbXp08f5s+fz1tvveXT9osXLyY5OZkTJ040uc15ucrq6upITk7mpZde4qmnnnI/X1tbS2FhYbP5foLvOJ1ODh06hNPpbO+hhAxiE2/8sYmmaezevZtXXnmFjIwMVFVlyJAhPPDAA8yePTtsHE/BmiclVXW8mPI9lz6XynMr91N01kbvhGievGYkG383iwdmDA5px9ORI0faexi6wUjnGiNpBWPpFa2hT1FRkd9RM3rVqgf8sW1sbCwmk0m3RceNNI+MpBWMpVe0tj7Dhg0jMzPT5+0zMzMZPnx4s9sE7Hxavnw5ffv25eqrr+bhhx9m6dKl7teysrLo2bMnH3/8caDdCw3QNI3S0tKAljoMV8Qm3vhqk4KCAt555x2+/PJLzp49S6dOnbjlllu45ZZb6Ny5cxuNtm1o7XlSUF7Dk1/v49LnUnk59RAVtQ4GdY3hhRsuYt0jM7h9cn+irKF9N1nTNF0vCd3WGOlcYyStYCy9ojW0qa6uprq62m/nkx616gV/bGsymUhISNCt88lI88hIWsFYekVr6zN16lT27NnDpk2bWtw2IyOD7OxsLr300ma3CyjtbtOmTcycOZOePXvyyCOPsGXLFv71r395eN+GDh3KqFGj+OKLL/ztvs2Q1AvBSFRXV5Oamsr27dsBsFqtTJs2jcmTJ+uyQGZbkltUxRvrDvPvXfnYnfWnzAt7x/PgzEHMHdEDk0lfCzAYPfVCzv2CIIQSx44d45///Cf3338/3bp1C9rnGP3cH6y0O4APP/wQs9nMTTfd1Kr9CoIgnC+Bpt3l5uYydOhQevfuzerVqxkyZEij2x04cID58+dz/Phxvv/+ewYOHNhknwFFPj311FMkJCSwY8cOHnrooUbzm8ePH8/u3bv97vuzzz7jmmuuoU+fPsTExDBmzBjeeecdL8/e22+/zZAhQ4iKiuKiiy7im2++CUSKLnA6nezfv98QYYS+IjbxpimbqKrKtm3bePnll92Op1GjRvHQQw8xderUsHY8ne882XuynAc/2snsF9fxyfY87E6NSwZ24v27J7L8oUu5YlRPXTqeDhw40N7D0A1GOtcYSSsYS69oDW2KiopQFIVOnTr59T49atUL/tpWz5FPRppHRtIKxtIrWlufAQMG8Nhjj3H8+HEuuugibr/9dt59911Wr17N6tWreffdd7njjju46KKLyM3N5be//W2zjicIcLW7rVu3cv311zcbHpyUlMRXX33ld98vvfQS/fv358UXX6Rr166sWbOGxYsXk5eXx5IlSwD4+OOPWbx4MX/4wx+YNWsWn3zyCYsWLWLDhg1ccsklgUgKeWpqatp7CCGH2MSbc21y7NgxVq5cyalTpwDo1q0bV155Jf3792+H0bUPgcyTbUdLeC3tEGnfn3E/N3tYNx6YOYiL+/l3cRCK1NbWYrWGZk2qUMRI5xojaQVj6RWtoYmmaZzOPUliYmJAN4P0pFVv+GPbxMREdu/ejaZpja4SHOoYaR4ZSSsYS69obX2WLl2K2Wxm2bJlfPjhh3zwwQceryuKQkREBI8//jh//OMfW+wvoLS7Dh06cP/99/Piiy8C8Mc//pEnn3zSw/t233338dFHH1FRUeFX340VXLz33nv55JNPKC0txWQyMXToUC6++GI++ugj9zZTpkwhISGB5ORknz9LUi+EcKWiooI1a9awZ88eAKKiopg5cybjx483ZKi9L2iaxvoDZ3gt7TCZR0sAMClw1ehe3D9jEMN7htg5oiwPqouhQ2dISPLrrUZPvZBzvyAIoULVztP86z+fEtUrltvuuzOon6XXc39ycjLPP/88+/bto6Kigt69e3PttdeyZMkS4uPjfe4nmGl3OTk5fPrppzz88MPExMS0at+CIAjnQ6Bpdw0pKCjgP//5D9u2baOwsBCALl26MGHCBK699lp69+7tUz8BRT4NHDiQbdu2NbvN5s2bGTZsmN99NxZNNXbsWN566y2qqqo4c+YMBw4c4Pnnn/fY5qabbuKRRx7BZrMRGRnp9+eGMnr9sRBMxCbeOJ1O9u7dS3l5ORs2bKCurg6AcePGMXv2bEP+GPJlnjhVjVXZp3ht3SH2nqx3lkeYTVx3cR9+MW0g/buEoN3K8uDlceCsA3ME/HKnzw4ol00E3zDSucZIWsFYekVraKI5NSrWHKNMqWJwcQKaU0Mx+x41E4pa33//fcaMGcPo0aOb3CY7O5udO3dy++23+9RnSUkJkyZN4le/+hWdO3cmOzubpUuXkp2dTUpKSmsN3QN/bZuYmAhAaWmp7n5vheI8ChZG0grG0itag0vPnj25//77uf/++8+rn4BqPl133XVs2rSJd999t9HXX3jhBbKzs/npT396XoNzsXHjRnr37k1sbCz79+8H8HJsDR8+nLq6OnJzc5vsx2azUVFR4fEA3BFbTqez0bbD4fBoq6rabNtut3u0XcFlrramaV5twKOtqqpH29Wfqqo4HA6vttPp9GjrQVNjOkRT4JoOHz5MSkoKa9eupa6ujl69erF48WIWLlxIRESELjUFcz/VOVQ+2Xacy19ax4Mf7WTvyQo6RJj5+WUDSPvNNJ5aOJz+XWJCU1PB7nrHE4CzDvXkd37tp/NdHaOuro7k5GReeuklnnrqKffztbW1FBYWurUJgiAITVO9u5Da0mqqTDbiqiOpzjrT8ptCnDvvvJP//Oc/zW7z1Vdfcdddd/nc52233caf/vQnrrvuOmbMmMFDDz3EsmXLWLNmDSdPnjzPEbcODZ1PgiAI4cTq1atZsGABXbp0ISIigh49enDNNdewZs0av/sKyPn0yCOPMHz4cH7+858zZ84c1q5dC8Bvf/tbpk6dyu9+9zvGjBnDQw89FEj3HmzcuJGPP/6Yhx9+GPjxpJ6QkOCxneukX1JS0mRfy5YtIz4+3v1ISqqPFMjOzgbqQ2ZdEQFZWVkcPHgQgF27drmdWpmZmeTl5QH1SwoWFBQAkJ6eTlFREQCpqanupcxTUlKorKwE6sOGa2trcTgcJCcn43A4qK2tdacKVlZWuu/glJWVkZqa6tZcVFSE2WymoKCAjIwMAPLy8sjMzATqq9Hv2rULgIMHD5KVlRXSmoqKikhPTwcISNOBAwcYNWoUe/fuDRtNge6n1atX83//93989NFHnD17lujoaK655hp69epFbGysLjW11n5au3Yto0aNorKy0q0pv+A0j/9fKjP+nMbvvthDblE18dFW7hzflb/M6sj/u2oENSUFIanp7In9bPnyTSj0jFyqPJbFzhXvQllei/vJbDafV5H55cuX07dvX66++moefvhhli5d6n4tKyuLnj178vHHHwfcf6hhNpsZNWpU2N9FA2NpBWPpFa2hhyvqqVypBiBB60DFmmNoTt9vDuhF67k4nU5MpoAuQdx07twZwB3l3dr4a9vIyEg6dOigS+eTXudRIBhJKxhLr2gNDkuWLGH+/PmsWrUKk8mE0+mkurqab775hnnz5vH73//er/4CqvkE9Q6Rhx56iE8//dSj1pOiKNx444289tprbodQoOTn5zNp0iSGDx9OSkoKJpOJDz/8kNtuu42CggJ69Ojh3nb79u1MmDCBTZs2MWXKlEb7s9ls2Gw29/8VFRUkJSVRUlJCYmKiW4fZbPZoOxwOFEVxt00mEyaTqcm23W7HbDa72xaLBUVR3G2oj4Jo2LZarWia5m6rqorT6cRqtWK328nKymLMmDEoioKqqlgsFndElMViwel0ommau92YjlDS1HDsTbWb0+RKMRs5ciRmszksNPm7n5xOJ5s2bWLTpk04nU4URWHAgAEsWrSI2NhYXWpq7f1ks9nIyclh1KhRVNTY+XjHSd7ecISS6vpIom6xkdx9aT9umzyADlZTaGuqOoX28jiUHyKeNMArOcMcgfrQdtTY3k3uJ0VR2L17NxEREX6H627atImZM2fSs2dPHnnkEbZs2cK//vUvj++AoUOHMmrUKL744guf+21r/Kn55HQ6ycrKYvTo0WH/g8ZIWsFYekVr6FG18zSlnx5gt+UoOyy53FY7lQgsJP50KDFju/nUh79a2yJVw2QysXTpUp544okmt1m0aBEZGRmcPn3ar76dTid2u519+/Zx9913069fv2YXNzr3d/+JEycYMWIER48epV+/fs1+p6uqyt69exkxYgRWq9Wn7/R33nmHzp07c+211+rqt5emaWRnZ3to1ftv5Kb2E9QHHQwfPpzIyMiw0NTcfnI6nezevZuLLrrI3afeNTW1nxwOB7t373ZfL4eDptbyDdTU1HD48GG/az6lpqYyZ84cLrvsMt555x0GDRqE2WzmiSee4J577uEXv/gFK1eu5Msvv+Saa67xqc+AbzskJiby4YcfcurUKZKTk/nggw9Yvnw5J0+e5F//+td5O57KysqYP38+nTt35osvvnDfIXH1W15e7rG9605Dc8vURkZGEhcX5/EA3F/ALifGuW2LxeLRdo2lqbbrxO1qu1a9cLUVRfFqAx5tk8nk0Xblj5tMJvfEbNhuGM3QlI5Q09SYDn80RUdHh50mX/aTpml8//33vPbaa6Snp+N0OhkwYAC/+MUvmDhxIh06dNCdpmDup1qsvLjmIDNe3MCfV39PSbWdpE7RPLNoFOm/ncl9My6gY6QltDUpKmx5ze14gkYcTwDOOkyn9rS4n6Kjoxt7d4s89dRTJCQksGPHDh566CEuuOACr23Gjx/P7t27A+o/VAnUXnrESFrBWHpFa+jginqqw0GW5ThDnb2IwAIKfkc/hYLWWbNmuR8A//znPz2ecz2mT5/OoEGDWL58uXtbf+jXrx/R0dFcfPHF9OzZ02PhocY4N+NhxIgRAO4I5uaimY8dO0Z0dDQ7duzwOZo5MTGRI0eO6C6S/tSpU0RHR7Nx48awyw44dz+Vl5cTHR3N2rVrw0ZTS/spPz8/7DQ1mh1w9qw7DTdcNDW3n1xFv33R1FxZoub429/+Rnx8PF9++SWDBg3yeK1Pnz588cUX9OnTh7/97W8+9xlw5FMwqampYc6cORw/fpzNmzd7VE8/cuQIgwYN4j//+Y+Hh+3ll1/m4YcfprKy0mePnqx4JOiNwsJCVq5c6T6JxMfHM3fuXEaMGKHLpX2DSX5pNX9PP8In2/KwOeprEA3tHssDMwex4MKeWMznF/LfJpTlwY53Yef7UOVjLZBbPoUh85rdJNC734mJiVx//fW89dZbQOMrnT766KO88sornD171ud+2xo59wuC0J64op52WI6wx3KcG2onE8OPi+X4E/3kD8GKfGqYQqcoSpN1BU0mE506dWLWrFn89a9/pXv37n59TlZWFlVVVezdu5enn36agQMHsmbNmia1nE/kUyBRDWlpaWRlZfHf//3fYR9RI5pEk2jSj6ZAI5969OjBrFmzPBz9rsinJUuWALB48WK++OKLZksfNSSgqy+z2exRZLYxnnnmGbcB/cHhcHDjjTeSk5PDqlWrvJbtGzhwIEOGDOGzzz7zeP6TTz5h9uzZAS8fGMo4HA62bduGw+Fo76GEDEazSW1tLatWreKNN94gNzcXs9nMtGnTePDBBxk5ciSKohjOJk1xqLCS33y6mxl/Xsf7m49hc6hc1Ceet24fz8r/mso1Y3qHtuNJVeFwKvzrFvjraNjwYr3jKaarb+/vPLjZlx0OBzt37gxoaDabrUVnTVlZmceFiN4x0nFlJK1gLL2iNXRwRT3VUMdeSx4jHH08HE/+RD+FilbXBY+qqmiaxtKlSz2ecz0cDgeFhYV8/PHHfjueAEaPHs3kyZP5+c9/zldffUVaWhpffvllk9ufm/HgqoPpSzSzpmnulb19jWZOTEykoqLCfZGql6hzVVW9tOo1O6Cl/eTS6hp3OGhqbj85nU6+++47d3mOcNDU1H5yaXU5fcJBU1P7SVVVdu3a5dbqi6ZAKCsro1+/fs1uEx8fT01Njc99BlR11rUCky/b+csDDzzAN998w4svvkhFRQVbtmxxvzZ27FgiIyNZunQpt956K4MGDWLmzJl88sknbN261R1SF24oikJiYqJEtjTAKDZRVZXdu3fz7bffUlVVBdTX1Jk3b55XiqlRbNIUWfllvJZ2mNX7TuE69Vw6qDOLhnbg2ikjAnKGtyk1ZfDdR7D9bSg+9OPz/afCxMUw9EooOw62Sji4BtKe/nGbmf8PLpgDkbHQeZBX1w1RFIWEhASPu8G+MnDgQPcP1KbYvHmz12qkesZIx5WRtIKx9IrW0MF2tBxnqY0syzEARjv6em6ggbOkFtvRcqIGJTTbVyhqTUtLo3///kH/nNGjR2O1Wjl06FDLGwdAILZtWBrEVRBdD4TiPAoWRtIKxtIrWlufzp07U1xc3Ow2GzZsYPDg5m98NyRoV2NnzpwJKA/dldf4m9/8xuu13Nxc+vfvz80330x1dTXPPfcczz33HEOHDuXLL79k8uTJ5z3uUMRsNvu1U42AEWxy4sQJVq5cSX5+PlB/ArjiiisarbMDxrDJuWiaxpYjJby27hAbDha5n583sjsPzBjMRUkJ7Tc4XynIgm3/gD2fgb1+1SMiYmHMzTDh59B16I/buhxLZ88p0tpzNPQa49PHmc1mBg4c6M5h94frrruOp59+mnfffbfRZbJfeOEFsrOz+dOf/uR336GKkY4rI2kFY+kVraFDZL84rIv6kJOynomDx9Jz2IVe2yhmhch+LacEh6LW6dOne/x/5MgRysvLiY+PZ+DAga32OVu3bsVut7dqnw0JxLYu51NpaamunE+hOI+ChZG0grH0itbWZ8CAAY06+DVNo6KigkcffZRt27bx5z//2ec+fXY+vf/++x7/f/fdd17PQX3IW15eHu+//z6jRo3yeSAujh496tN299xzD/fcc4/f/esRh8NBZmYmEydODP3ojTYinG1SVVXF2rVr3alRERERTJ8+nUmTJjWrNZxtci6aprE2p5DX1h1i5/EyAMwmhWsu6sV9MwYxpHt9aH3I2sRhg33LYdtbkLf1x+e7jah3OI2+sT6KqSnOTa1rIdXO46N/sEkgtY4eeeQRvvjiC37+85/z0UcfuaOnfvvb37J582YyMjIYM2YMDz30kN99hyohO4eCgJG0grH0itbQQbGY2HZmLxGREUz/yeVERka2/KYmCFWt5eXlPPHEE7z//vtUVFS4n4+Li+OOO+7gj3/8I/Hx8T7395Of/ITx48czevRooqOj2b17N3/+858ZPXo01157bRAUBGbbuLg4TCaTexEkvRCq8ygYGEkrGEuvaG19FixYwBNPPMHp06c9UqVfeOEFdwmmG264gf/5n//xuU+fR3vnnXe6Q7sUReGrr75qdHlTV6pddHQ0S5cu9XkgQtOYTCZ69+4dVnVUzpdwtInT6WT79u2kpaVRW1sLwIUXXsicOXN8chSEo03OxeFUWbGngNfXHWb/qfqVIiIsJn46Pol7pw0kqVMHj+1DziaNFRA3WWD4wnqnU78p4EsIbedB8Mud9Sl4PqTaNcRkMtGrV6+ACoJ37NiRDRs28NBDD/Hpp5+661q88MILKIrCjTfeyGuvvXZeF1OhRsjNoSBiJK1gLL2iNXQoLS1l165dzJo167zPlaGotbCwkKlTp3Lw4EESEhKYPn063bt35/Tp03z33Xf87W9/Y+XKlWzYsIFu3Xwrqj5x4kQ++eQTnnvuOVRVpX///ixevJiHH344aLVeA7GtyWQiISHB58K7oUIozqNgYSStYCy9orX1uf322zGbzZSWlrqdTwMGDKBDhw4MGzaMm2++mUWLFvnVp8+r3b333ntAvXPp7rvv5tprr/VYbc6F2WymU6dOTJ482R1+GqrIikdCqHD06FGSk5Pdy2Z2796dK6+8ssUib0bB5nDyxY4TvJl+mGPF9alpHSMt3HZJP+6+rD/dYqPaeYTNoKqQuw4y/wEHVoJWv/Iesb1g/F0w7naI7dGmQ2qNFY+Ki4vZtm0bJSUlxMXFMWHChIAKyLYHcu4XBKG9+PLLLzly5Ai/+tWv3MVj24pgrXbXkHvuuYd3332XRx99lD/84Q/ExMS4X6uqquLpp5/m+eef5+677+Yf//hHUMbQFPn5+SQlJZGXl0efPn2C8hkffPABVquVn/70p0HpXxAEwV/q6uo4cOCA36vdBQOfI5/uuOMOd3v9+vUsWrSIhQsXBmVQgicOh4OMjAymTJkS9mGEvhIuNikvL2fNmjVkZ2cDEBUVxaxZsxg/frzf3uxwsUlDqmwO/pV5nLc2HOF0RX2KV2IHK3dfOoDbJ/cnvkPzP9zb1Sa+FBA3t+2FB/xok3ML1vuLqwZZuBOOx1VTGEkrGEuvaA0NCgsLycrK4sorr2wVx1Moav3666+ZNWsWzz77rNdrMTExLFu2jK1bt7J8+fJ2GJ3vBGrbxMRE8vLygjiy1icU51GwMJJWMJZe0aoPAhrtu+++29rjEJrBZDIxaNAgQ4QR+orebeJwONi8eTPp6enY7XYALr74YmbNmuVxl9Af9G6ThpRV1/HPjKP8M+MoZdX19ukRF8W90wZy08QkOkT4dupqF5v4U0C8HTCZTAwcOJCysrLz6mfXrl3s2rXLXUh27NixjB07tnUG2QzLly/nmWeeYd++fXTs2JGpU6fy3HPPBa3obDgdVy1hJK1gLL2iNTRYt24dCQkJjBs3rlX6C0WtVVVVXHLJJc1uM3nyZDIzM9toRIERqG3jExLY9d1u/rMrn+5x0Uwc0AmzKbRX3wrFeRQsjKQVjKVXtLY+69evD+h95y480RB9ucoMiiuvU/gRPdvkwIEDrFq1yl0TICkpifnz59OrV6/z6lfPNnFxuqKWf2w4wodbj1NdV19PaECXGO6bPpBFY/sQYfHvJNtmNjnfAuJtiMlkomfPngE7n7Zt28bixYvZs2cPUJ+K7aoHeOGFF/KPf/yD8ePHt9ZwPVi3bh2LFi3i9ttv55lnnqG4uJgnnniCuXPnsmfPnoBWWG2JcDiufMVIWsFYekVr+3Py5ElycnK45pprWi3lLRS1jho1qsXFg44ePRrQokRtSSC2XZVdwBvr8hnrsPO7T7Zjw0rP+CiWXD2CK0b1DNJIz59QnEfBwkhawVh6RWvrM2vWLHys0OSBqqpNvuaT88lkMmEymdi3bx9DhgzBZDK5LzaaQ1EUHA6H7yMVGsXhcJCens60adN0F1oXLPRok+LiYlavXs2BAweA+uLNc+bMYfTo0T4dTy2hR5u4OF5czRvph/l8ez51zvoT1vCecTw4cxDzR/UM+K5h0G3SWgXE2xCHw8GGDRvo2rWr3+/duXMnM2fOpLq6mtmzZzN16lR3Idn09HRSU1OZOXMmGzZsYMyYMa0+9o8//ph+/frxzjvvuI+Zbt26MWvWLLZv387UqVNb/TP1fFz5i5G0grH0itb2JzU1lS5dujB69OhW6zMUtT722GP89Kc/5c477+Tyyy/3ej0lJYXPP/+czz//vB1G5zv+2nZVdgH3f7CTRMXE2CiIVWzYNCunymu5/4OdvH7buJB1QIXiPAoWRtIKxtIrWoPDxRdfzIQJE7yef/PNN7n44os9bjhv376d7du3N9ufT6OdNm0aiqLQoUMHj/+FtsFkMjFq1ChDhBH6ip5sUldXx4YNG8jIyMDpdGIymbjkkkuYNm0aUVGtVyhbTzZxsf9UBa+vO8zXu0+i/uBYH98vkQdnDWbGkK7nfZ4Jik1CsIC4P5hMJoYPH05RUZHf7/3973+P3W5n9erVzJkzx+v11atXc/XVV/Poo4+yatWq1hiuB3a7ndjYWI954VquO5A7M76gx+MqUIykFYylV7S2L8eOHePw4cPccMMNrTquUNRaXl7O3LlzmTdvHnPmzOGyyy5z36TYsGED3377LVdddRWlpaW8//77Hu+9/fbb22nU3vhjW6eq8cev96EBlVp9Md9Yk40iZ0c0QAH++PU+5ozoEZIpeKE4j4KFkbSCsfSK1uBw1VVXsWTJEq/n33zzTRYsWODx2pNPPtk6zqd169Y1+78QXEwmk8/L0RoFPdhE0zT27t1LSkoKFRUVAAwcOJD58+cHFHXSEnqwiYudx0t5Le0Q3+YUup+bPqQrD84czMQB51cIuyGtapMQLSDuLyaTia5duwbkfMrIyOCGG25o1PEEMG/ePK6//nq++eab8x1mo9x55528//77vPbaa9x6660UFxfz2GOPMXbsWC699NKgfKaejqvzxUhawVh6RWv7oWkaqamp9OjRg+HDh7dq36GmFerP04qioGkaKSkppKSkeG3z9ddfe3xPuNK3Q8355KttM3NLKCivBcCOhVrNQqxic7+uAQXltWTmljB5UOdgDPe8CMV5FCyMpBWMpVe06oPwjkkLE+x2O6mpqcyaNavNl+UNVULdJqdPn2blypXuugcJCQnMmzePYcOGBS1qMNRtomkaGw8V8VraYTYfKQbqM9KuHNWT+2cMYlTv+Fb/zFaxSYgXEPcXu91OWlpaQDXGLBYL/fr1a3abAQMGBG0J76lTp/Lll19yyy238OCDDwIwZswYVq1a1exn2mw2bLYfLwRczmCn0+nx12w2e7QdDgcOh4P169czbdo0IiMjMZlMOBwOdzp6w7bdbsdsNrvbFosFRVHcbagPlW7YtlqtaJrmbquqitPpdLdVVcVisTTZdjqdaJrmbjem41xNiqK42w11OJ1O1q1b56FV75qa209Op5O1a9cya9YsIiIiwkJTU/vp3HNhOGhqaj/V1dWRmprK7Nmz3WNoT00HDhzg+PHj3HLLLTgcjlY9nmw2G2lpaW6tvmoKJuGyKJE/vx8KK2s9/i9Ro0kyl5Pl6El93FPj24UKof77sTUxklYwll7R2vacW9vJl++Y8I9LCwPMZjMTJkwI2gWdHglVm9TU1LBy5UreeOMNjh49isViYcaMGTz44IMMHz48qOmqbWkTp6qx+XAxX313gs2Hi3GqTac8qarGquxTXPPqJn72diabjxRjMSncOL4P3/56Oq/eOi4ojic4D5s4bJD1Gbw9F96cCjvfq3c8dRsBC16C3+yHK/+sO8cT1Nsk0JWWpkyZwtatW5vdZsuWLVx22WUB9d8SGRkZ/OxnP2Px4sWkpqby2WefoaoqCxYsoKampsn3LVu2jPj4ePcjKSkJgOzsbABycnLIyckBICsri4MHDwL1K/rl5eUxYcIEd9s1joKCAgDS09PdUWSpqanuQu4pKSlUVlYCkJycTG1tLQ6Hg+TkZBwOB7W1tSQnJwNQWVnpjg4oKysjNTUVgKKiItLT0wEoKCggIyMDgLy8PPdKUbm5uezatQuAgwcPkpWV1aKm3NxcADIzMz00nTlzhgkTJpCRkRE2mprbTy6HgWvuhIOmpvaTpmnYbDY0TQsbTU3tp5qaGreTp701aZrGN998Q48ePRg8eHCrH0+lpaWYzWbMZrNPmg4fPkywueOOOwJ+hBL+/H7oFutZQiHb0YNupip6mSqa3S5UCNXf1MHASFrBWHpFa+sTFRVFYWGh1/NnztTXuT116pTH86dOnaJjx47N9qlowSqUoQMqKiqIj4+nvLycuLi49h6OoGNUVeW7777j22+/pbq6Pjpm+PDhzJ07l8TExHYeXeuyKruAP369zx1iDjS6movdqbL8u5O8vv4whwrPAhBlNXHThL4snjaQ3gmtvzLZeaPDAuKB4HQ6ycnJYfjw4X59ce3bt49LL72UBx98kMcee8xdBxCgurqap59+mjfeeINNmza1enoJwPjx4+nXrx9ffPGF+7n8/Hz69u3LG2+8wb333tvo+xqLfEpKSqKkpITExMR2j9QIx+gT0SSaRJOJ/fv389lnn3H77bczYMCAdtdUV1fHgQMH/D73hwv5+fkkJSWRl5dHnz59Wq1fp6px2fOpnCqvpf6iSuOqyP2oGiTXDUNBoUd8FBt/Nyskaz4JghDeuM79Q4YMISIiwuf3jRo1CqfTyd69ez3qS3300UfcfvvtdO/enb1795KQkEB5eTnDhw8nKSmp2RvVEvmkA+x2OytWrMBut7f3UEKGULJJfn4+//jHP1i+fDnV1dV06dKFn/3sZ/z0pz9tU8dTW9jEtZpLQ8cT1NcyuP+DnazKLqDW7uT/Nh9lxp/X8ZvPdnOo8CyxURYemjmYTb+bxdKFI9vM8eSTTVQVDqfCv26Bv46GDS/WO55ie8HMP8D/7IUb3oX+l4aF48lVMDwQXnjhBUaPHs2yZctISkri8ssv59Zbb+Xyyy8nKSmJ559/ntGjR/PnP/+Zu+++2/245557WmXs+/bt81pFr0+fPnTp0qXZO/qRkZHExcV5PAD3xZcrcuDctusibsWKFWia5v7itVgsjbatVqtH2xXp6GoriuLVBjzaJpPJo+26CG2qbTabPdq+aGrYbqjD6XR6adW7pub2k91uJyUlxb0qbzhoamo/ORwOt9Zw0dTUfnJptdvt7aoJIC0tjUGDBjFgwIDz0tTUfnI6naxevdqt1RdNbcWXX37JjTfeyOjRoxk8eLD7+f379/OnP/2JEydOtNlYAsGf31Rmk8KSq0cAriQ7he/sPelurqKXqT66bcnVI0LW8RRKv6mDjZG0grH0itbW5+qrr+b777/nhhtuYMOGDWRnZ/P222/zX//1X9x2221UV1czevRorr/+ekaNGsWpU6e4+eabm+1TIp90EPmkaRqVlZVeqzwZmVCwydmzZ1m7dq07nD0iIoIZM2YwceLEoC972RjBtonrzt65jqeGxEZZiLSYKDpbB0CXjhHcfdkAbrukH3FRbZ+T3KxNwqSAuL9omkZ5eTn5+fl+3/1ueNfDHxRFaZVaI8OHD2fYsGF8+eWX7ueOHTvGgAEDePXVV7n//vt96sefc38onGvaCiNpBWPpFa1tz+7du/nPf/7Dz3/+c3r37h2Uz/BXa6BRr/6gqio333wzn3/+OQDR0dHU1NS4vwNOnz5Nnz59ePLJJ/n9738flDE0hT+RT4HMI8/IcI2rI3MwmS1cseinzL/Q/zqLbUWoHDNtgZG0grH0itamCTTyqbS0lIsvvthdw9hFly5d2Lp1K5mZmSxevJiqqioArr/+ej788MNmr4Ol4LgOUBQlpJ1j7UF72sTpdLJt2zbS0tLcqTwXXXQRl19+ObGxse0yJgi+TRqu5tIUlbUOKoHeCdH8YvpAbhyfRJS1/UL7G7VJmBUQ9xdFUQKep67aJu3Ffffdx3//93/zX//1X1x99dUUFxfz9NNP061bN2688cagfKaRzr9G0grG0ita2xZX8f5hw4YFzfEEoaH1XP7yl7/w2Wefcd999/Hcc8/x0ksv8dRTT7lf7969O1OnTmXFihVt7nzyh0Bse8WonswZ0YPM3JL64uJlPfhu/QqGx9YFaZStQyjOo2BhJK1gLL2itfVJTExky5YtPPPMM6xfvx6TycSECRP4/e9/T//+/RkwYABXXnkl33//PV26dKF///4t9inOJx1gt9tJTk7myiuvDPvq/b7SXjbJzc0lOTnZXWitZ8+ezJ8/n759+7bZGJoi2DY5Vd50QeeG3DwxiSevGYXV3P5ZvW6bzJ2N9eBK2PYW5DXIQ+42ot7hNPqnENl8gbxwwW63s3LlSgYOHOj3e1ta6S7Y/OpXvyIyMpLXX3+dt99+m9jYWCZPnsxnn31G587BWb7aSOdfI2kFY+kVrW3Lzp07KSsrazH94HwJBa3n8s9//pMJEybw2muvATR6V37w4MGsWLGirYfmF4Ha1mxSmDyo/vtI03px6vsdrF+/3qeLsvYiFOdRsDCSVjCWXtEaHLp168Zf//rXJl+PjY1l/PjxPvcnzicdYLFYmDt3brukcoUqbW2TsrIyUlJS2LdvH1AfRj579mzGjRsXcCpSaxNsm5RU+XbnbnDXjiHheAKwVBVwZdQOLK/8xruA+MTF0HdyWNRx8geLxcLs2bPbPYopEBRF4b777uO+++5rs8800vnXSFrBWHpFa9tht9tJT09n9OjRdOvWLaif1d5aG+PQoUM8+OCDzW7TuXNniouL22hEgdEatlUUhWnTpvHpp59y7Nixdr+B0xShOI+ChZG0grH0ilZ94NOI33///YA/4Pbbbw/4vcKP6HFyBZu2sIndbmfz5s2kp6e7C7WOHz+emTNneqz0FSoE0yY1dtWn7Tp1jAzaGHxCVSF3HWT+Aw6sxKr9MO7YXjD+Lhh3O8T2aNchtjfnW+vjww8/5J///CffffcdFRUVxMXFMXbsWO68805uueWWVhpl6GCk86+RtIKx9IrWtmHbtm1UV1czffr0Nvm8UNuv0dHRlJeXN7vNsWPHSEhIaJsBnQetYdthw4bRvXt30tPT+dnPftYKowoOoTaPgomRtIKx9IrW0MenUd95550eYbOaprVY3Mq1jTifzh+Hw2GYMEJfCbZNNE3jwIEDrFq1itLSUgD69u3L/Pnz6dmzZ6t/XmsQLJtk5pbw2rpDrPv+jE/b94iLarXP9otGCogrwJmOw0mc91ssI64OywLi/uJaCSqQtDun08mNN97If/7zHzRNIyoqil69enH69Gm+/fZb1q5dyxdffMFnn30WMhGB54uRzr9G0grG0itag/A5djuHt2/F6fhxtSG7w8H6zZn079GNU3t3c8ZiZdD4SViCNI5Q3K9jx45l9erV1NbWEhXl/XugpKSEVatWMW3atHYYne+0lm1d0U+fffYZeXl5JCUlteIoW4dQnEfBwkhawVh6RWvr41qp1R80TfMqUN4Qn1a7e++997ye+/zzz1mxYgWzZ89m6tSpdO/endOnT5Oenk5qaipXXXUV1113HXfccYffg24r9LTancPhwGKxhH31fl8Jpk2KiopYtWoVhw7VOzBiY2OZM2cOF154YUjbvzVtomka6w6c4bW0Q2w7Wu98U4BIq4naZiKgesZHsfF3s9p2OeFmCohr4+/BkThIjp0GaJqGzWbj0KFDfq949Je//IXf/OY3XHbZZTz//PNMnjzZ/dqWLVv43e9+x8aNG3nppZf4r//6r2AMv1Xwd7U7o5x/jaQVjKVXtLY+eXuz+PTJxzyeq+vSi7ouPelwKAvTD06pG594lqSRo4MyBn+1tsVqd1999RWLFi1i/vz5vPnmm7z99ts8+eSTOJ1ODh8+zN13383GjRtZs2YNs2bNCsoYmsLf1e5a8zfV66+/TlxcHLfddtt59RUM5PwQvhhJr2htmkBXuzObzZjN5kajrGw2m9drDocDh8OBqjZ9rehT5NO5DqT//Oc/rFmzhtWrVzNnzhyv7VNSUli4cCE///nPfele8AHXBBN+pLVtYrPZSE9PZ/PmzaiqislkYvLkyUybNo3IyHZOJfOR87WJU9VYmV3Aa2mH2VdQAUCE2cR1F/fhF9MGsv9UBfd/sBOAhl5r12lvydUj2sbx5LDBvuUtFxDXNBy1tXLsnINryWt/ee+99xgyZAhr1671utNyySWX8O233zJ69GjefffdkHY++YuRzr9G0grG0itaW5few0YS36075WcKQdPQzGbqOvfAWlpY73hSFOK7dqf3sJFBHUeo7ddrrrmG3/3udzz//PP069ePmJgYoL5obXFxMZqm8fjjj7e54ykQWsu2ruinL774gvz8/BYdX+1BqM2jYGIkrWAsvaK19fnDH/7AkiVLvJ43m81erz311FONbtuQgPIinn32WW688cZGHU8Ac+fO5YYbbuDpp58OpHvhHFxpMg6Ho72HEjK0pk00TWPPnj288sorbNq0CVVVGTx4MA888ABz5szRleMpUJvUOVQ+3ZbH5S+t56GPdrGvoIIOEWYWTx3Aht/NZNlPLqR/lxiuGNWT128bR494z1D6HvFRvH7bOK4YFeSUxLI8WPsk/GUk/Pvn9Y4nkwVG/gTuWgn3Z8CEe9wr18mx443D4WDt2rUBvffAgQMsXLiwyRBfq9XK1VdfzYEDB85niCGFkeaQkbSCsfSK1tbHZDYz5YZb4YcEgrrO9d9/EUUF9RtoGlNuvBVTkCKMIHT367Jly1i9ejVXXXUVHTp0wGw2o6oqV1xxBStXruSPf/xjew+xRVrbtiNGjKBLly6kp6e3Sn+tSajOo2BgJK1gLL2itf3xIaEusNXu9u7d26TjyUVSUhL//ve/A+leOAer1co111zT3sMIKVrLJqdOnWLlypUcO3YMgISEBK644gqGDh2qu5DNQGxSXefg48w83tpwhILyWgDio63cOaU/d07pT2KMd2jmFaN6MmdEDzJzSyisrKVbbBQTB3QKXsTTOQXE8aOAuBw73litVhYsWEBOTo7f742IiKCqqqrZbaqqqvwK6Q11jDSHjKQVjKVXtAaHYZdOJ+OzDympqsbeqRvW4tMoToc76mnYlODWNQrl/TpnzpwWrxVCmda2rclkYtq0afz73//mxIkT9O7du9X6Pl9CeR61NkbSCsbSK1r1QUDOp9jY2BY99+np6cTGxgY0KMETTdOorKwkNjZWdw6RYHG+NqmuriYtLY3t27ejaRoWi4WpU6cyZcoU3Rap88cm5TV2/m/zUd7ZdJSSqjoAusVGsnjqQG6e1JeOkc2fGswmhcmDOrfa2BulkQLiAAyYVp9aN/TKFguIy7HjjcsmgTB27Fg+/fRT/vCHP9CrVy+v1wsKCvj0008ZN27c+Q4zZDDSHDKSVjCWXtEaHBSTiW6TZ3LiwEHM1WeJKG67qKf6jzHOfm1rgmHbkSNHsn79etLT07n55ptbpc/WwEjzyEhawVh6Ras+CCjt7tprryUjI4P777+fwsJCj9cKCwu577772Lx5M4sWLWqVQRodh8PBhg0bQi60rj0J1CaqqrJ9+3Zefvlltm3bhqZpjBgxgoceeojp06fr1vEEvtnkTKWN51bu59LnUnkh5QAlVXX07dSBZxddSPpvZ7J42sAWHU9BpyALlv8KXhoOq39f73iKiIWJ98KDmXDH1zDiGp9WrgvHY+fVXa9y4XsX8ubuNwF4Y/cbXPjehby661Wf3u9wOMjIyAjos3/9619TXFzM+PHjefHFF9m+fTt5eXls376dF154gYsvvpiSkhJ+/etfB9R/KBKOc6gpjKQVjKVXtAbnc5YvX86ug4eJqT37/9k77/Cmrvv/v64k7228NzZgNhgwNnvbkL2TJhAymzRJR9qMNm3SJL+2GU3SftOStGlIAlkkkBAyAJttlgcemGHAeOO995B07+8PYWGDhyxLtmzp9Tw8XF8d3Xve5xxd6X7uZ2BbeAFBFDVeT14+Rvd66uyDqc3rjz/+yG233UZJSUmPr5eUlHDbbbexa9euIe7ZwDDG2MpkMhYtWsSFCxcoLS012HEHiymuI2NhTlrBvPRatI4MdKp2dzW1tbUsWbKE06dPY2Njw7hx4/Dy8qKiooKLFy/S3t7O1KlTSUhIwNXV1QjdNgwjpdqdBcNQVFTEzp07tV/4np6erFmzRq+S8yONopoWPkjI5esTRbSrNGFr4d5OPLEsjOun+aKQ62WHNhy6JhA3czakb+A/mf/R/h3lE0VS2ZXxenz64zwZ8WS/xxlMxaN33nmH3//+99ckLe/0IHzjjTd4+umnB3TMocZy7bdgwcJgaGho4Ouvv6asrIwbb7wRq/pqdm14R/v6mqd+x+RFy4axhz0zFNXu1qxZQ0lJCSdPnuy1TUREBP7+/vz4449G6UNvDKTanbEQRZENGzbg5eXF3XffPSx9sGDBgnkxmGp3L730Uq8Jx69+7dVXX+Xll18efLW7q3FzcyMpKYk33niDTz/9lDNnznDmzBkAxo4dy7p163juueewt7fX5/AWrkIURerq6nB1dUUmG2YjgYkgiiI1NTW4u7v3OyaNjY3s3btX+0PIxsaGpUuXMnfuXKP9+BoOelon2eWNvH8ohx0ZJahFjZ15ZqArTy0bx/KJXsiGojJdX9QVQerHkLYZmis1+2QKmHQTzH0UgubBINxJR9Nnp0Pd0c3wBHQzPAH8J/M/PDr9UazlvX+xiKJIbW2t3v347W9/yy233MLnn39ORkYGDQ0NODs7ExERwb333jvqjLmjaQ31hzlpBfPSa9FqOAoLC/n666+Ry+U89NBD+Pn5IarVHNv6OfUV5UPm9QSmOa8nT57khhtu6LNNVFTUkBueBoqxxrbT+2nHjh2UlZXh49NzzsqhxBTXkbEwJ61gXnotWoeWGTNmXHP9EgSh3zBAvXtrZ2fHyy+/TE5ODvX19RQVFVFfX09OTg4vv/yy3oanixcv8vjjjzNz5kwUCgVTp069ps3SpUu14rr+O3funL5yTBq1Wk1KSore5dFHI2lpaRw4cIC0tLRe26jVao4dO8a//vUvreFp5syZ/PKXv2TevHmjyvAE3dfJyaI6Hvv0BKv+kcC3acWoRYlF4z344tEotj8xn5WTvYfP8CSKkLMfvrwX/m86HH5bY3hy8oNlf4Snz8CdH0Pw/EEZnmB0fXYyKjJ0aneysvenzaAZk74+N7oQGhrKiy++yDfffMOePXv45ptv+NOf/jTqDE8wutZQf5iTVjAvvRathiE1NZVNmzYxZswYHn30UW3uO23lOxiSXE+dmOK81tTU4OXl1WcbDw8PqqqqhqhH+mHMsZ02bRpubm4mU/nOFNeRsTAnrWBeei1aDc/27dt7zU+XlpbGY4891m3fr3/9a/Ly8vo8pl5hd8Zkx44dPPXUU0RFRXHhwgVEUeT06dPd2ixduhSVSsVbb73Vbf/MmTOxte1eAr4vLKEXI5O0tDS+//577d833XTTNQmOc3Jy2LVrl/bHjZ+fH2vWrCEwMHBI+zqUSJLE8dxq3j+Yw+HsKz/qYqd488TSccwIdB2+zoFBEoibK0UNRcTlx/Fp1qfUtNX02m7tpLU8F/lcv08dhiL0wpSxXPstWLAwENRqNbt27SI1NZU5c+awevXqa66dkiRRnpONd9h4k00AOxTX/sDAQKKjo9m6dWuvbe68806OHj3aa14oY2EKYXedpKWl8cMPP/D444/j7e09rH2xYMHC6EbfsDtjMOjMws3NzdTV1fVqeQsKChrQ8W688UZt6cAHHniAEydO9NjO1dWV6OjogXV2hCKKIlVVVXh4eIx6N8L+uNrwBGj/njVrFnV1dcTFxWnLyNvb27NixQoiIiJG7diJosT+cxVsOHCR9KI6QFON7uaZfvxiSRjjvY1UdbI6B9obwcYJxoT13q40E1I+hFNbQdmi2WftBDN/pjE6eYYbp3+M7M/OpcZLxBfEE5cfx9nqszq9x8XGpd+bHlEUqays1Ol4g3kqu3jx0ISdGJuRvIYGijlpBfPSa9GqP01NTXz99deUlJRw44039lrNUxAEfMZNGPT5BoIpzuvixYv55ptvyMzMZPr06de8fvLkSb7//ntuu+22Yeid7hh7bGfMmEFCQgKHDx/mjjvuMPjxB4IpriNjYU5awbz0WrSODPQ2Pm3cuJG3336b8+fP99pGEIQBZ2EfaQM4FHR6fy1evNisx6cnw1Mn33//PefPnycnJweVSoUgCERGRrJs2TLs7OyGuKdDg0ot8tOpUt47kMP58kYAFDK4JzKQx5aMI9DdiDnXqnPgX11+gP8yrbsBykQSiI+0z05xUzHx+fHE58dzuvqKx6dMkDHXZy6JpYl9vn9DxgYem/5YnwYoURTJysrC09Oz3/50hjjrw2hxex5pa2gwmJNWMC+9Fq36UVxczFdffYUkSaxfv97kvKdNcV6ff/55vvnmGxYuXMgzzzzDqlWr8Pf3p7i4mPj4eN5++21kMhl/+MMfhrurfWLssZXL5SxatIgff/yRJUuW6PSdbCxMcR0ZC3PSCual16LV8Dz44IN6ve/jjz/u9TW9wu7ef/99nnzySRQKBQsWLCAgIACFomc7Vl8n749Oz6eewu5SU1MRRRG1Wk1UVBT/7//9v36ftLe3t9Pe3q79u6GhgcDAQGpqanBzc9PeLMnl8m7bncaMzm2ZTIZMJut1W6lUIpfLtdsKhQJBELTboCmR2HXbysoKSZK0253aOrdFUUShUPS6rVartdWmetMxkjWlpqbyww8/6LRugoODiY2NxcfHx6Q16TtPHWqJrSmF/O9IHoU1rQA42shZGx3C/VEB+LjaG1/Tud0IW+5GACRAffcWFJPWoK4pQEj9BFnGp90SiIsTb0SKfAR5yAJUavWIWnvG/jwV1BVw4NIB4gviOVV1SruOZYKMOd5ziA2JZYnfEgqaCng4/uFua11AQKL7JXzjqo3M8prVp6ZO99v+Qi9efvllvY1PPVXGMBUsYXcWLFjoj4yMDH788Ud8fX256667cHIykhfxEDJUIdfffPMN69evp7W1tdt+SZJwdHRk8+bN3HLLLUY7f2+YUtgdaObj3XffJSgoiNtvv324u2PBgoVRymCq3fWEJEm93h9IktRntTu9TGX//Oc/8fDw4PTp0xw4cIBPP/2Ujz/+uMd/xmDJkiX83//9H7t372bTpk20tLSwcuVKjh8/3uf7XnvtNVxcXLT/Op9gdRq3srKytOFamZmZZGdnA5Cenq5NnpWcnExRUREAx44do7S0FNCEp3TmF9q/fz91dXUAxMfH09io8UrZuXMnbW1tqFQqdu7ciUqloq2tjZ07dwKaqmzx8fEA1NXVsX//fgAqKirYt28foihSWlrKsWPHACgqKiI5ORmAvLw80tPTAcjOziYzM9OkNVVVVWlDevrT1JlcXBesra2ZPn06+fn5Jq1Jn3lKOJbEWz+ks/jNA7z4/VkKa1pxd7Dm1nEKdjw8nediJ5CRmEBNTY3xNCXsh5IMyvPO0HnJEYBLKT/Bx9cje3cmsqPvQHMlSjtPyic/Ak+f4eT4X5Pd7gGCMORrr7i4mJqamiGbJ100fbPnG/6b+l/u++k+bthxA2+nvs2pqlMICMz2ms0LkS/wnNNz/Gf5f7gx6EYS9ycy02smsT6xLLFZAoCz4MzvXX9PJ9HW0SzwW4C32rtPTaIokpGRgS68/PLL/PnPf9br32hBFEWKi4v7/CIdLZiTVjAvvRatutOZ32nHjh1Mnz6d9evXm6zhyVTn9fbbbyc3N5fXXnuN2267jRUrVnD77bfz5ptvkpOTMyyGp4EyFGMrl8tZuHAhp0+fHtYE7Ka6joyBOWkF89Jr0Wp4jh8/fs2/xMREBEHgoYceuua1hx9+uN9j6uX5ZGtryyOPPMK///1vvYToSm+eT1fT3NzMlClTmDx5svbGsydGqudTR0cHx48fZ8GCBchksmH31BhK7xO1Ws1rr73GQJapIAj8/ve/x8rKyiQ1DXSe6lqVfJpYxCfH8qhv1YSx+jjb8vPFY7lnbhDWMrTr4ujRo8ybNw9ra2vDa6q8iPheNApJiYiAjJ7nRPKPRFjwS9TjYkFuNaxrr62tjZSUFKKjoxEEYVg9n4obitlXtI/4gvhuFekEBGZ7z9Z6OPk4+fSqqV3Vzu/2/45DpYdYO3EtT896mnfS3+HLrC9Z6LuQf6z4BwpB0acm0BjF3N3dLQnHdfB8UqlUHDt2jPnz5/fq4TtaMCetYF56LVp1o7m5ma1bt1JUVMTq1auZM2eOySYPh4FrHQrPp82bN+Pt7U1sbKxRjj8YBuL5NFSfGZVKxbvvvsvYsWO59dZbjXae/vpguT6MTsxJr0Vr7xg64bhcLuell1665mHzq6++yssvv9ynUUyvmfH19TWpfB4ODg5cf/31bNu2rc92NjY22NjYXLO/8wu46xdx1+2uk6rLtpWVlV7bnTfHgPaGFTTePEuWLNG279zftU1vfTdVTbpsy+Vy5HL5gAxPoHH36zrPpqapk/62yxva+PBwLp8nFdLSofm8jfVw4BdLwrglwh9rRXfHRZlM1m2dGFxTbQ4ySanZ7sXwBCAseRYmxNL1Z+1wrT07O7trwnENPU999b26vZo9BXuIy48jozJDu19AYJb3LGJDYlkZtBJP+2tzPfSkyUZhwzsr3uFk5UnmeGtuip6PfJ4VQSuY4TkDa7m1VktfmhYsWKD14BoIjY2NVFZWEhgY2K1/X331Fd9//z22trY8+eSTvSbkHYkoFIpRkzy9P8xJK5iXXovW/iktLeWrr75CpVJx//33ExwcbITeGRZTnNeHH36Yp556yiSNTwNhqMZWoVCwcOFCdu/ezeLFixlDnW7FXAzcB1NbR8bCnLSCeem1aB0aOvN593R/rss9u17Gp/Xr1/PJJ5/Q3NyMg4ODPoewMABEUaSoqIjAwMBRn0CtJ5YtW6Zz2F1n+5FMQXUz/zmUyzepl+hQayzHk32deXLZOFZP9UEu6/kprFHXiaodcg/q1latNOy5B8FwfHYqWirYU7CH+Px40irStPsFBCK8IogJiWFV8Cq87L30Or613JpIn8grxxWEbn/3R+eY6MNzzz3HZ599Rnl5udb49P777/PUU09pv3C2bNlCamoqEydO1OscpoY5XX/NSSuYl16L1r7JzMzkhx9+wNPTk7vvvhsXFxcj99IwmOK8+vr6DrjYkCkylGM7a9YsDh8+zOG9O7kl66krL1xdzMVImOI6MhbmpBXMS69F69Bw8qQmeqOkpOSa10pKSnB07LuglF69/dOf/kRkZCSrVq0iISGBpqYmfQ5jMJqbm/nxxx+JjNT9BmwkYU4xrFfT0tKizfGjC8uWLevm/TOSOFfWwK++TGfZWwf5MrmQDrXI3BB3Pnkwkp9+tZDrp/v2angCI62TuiLY9yr8Ywokvtd/e7k1+M4w3PkHyVB9dipbKvki6wvW71rPyq0reT35da3hKcIrgt/P/T177tjDpjWbuG/SfXobngyBKIo9fmHowqFDh1i5ciX29lcqKb7++uv4+/uTkJDA119/jSRJ/P3vfzdUd4cdc7r+mpNWMC+9Fq29t42Pj2f79u1MmTKFBx98cMQYnsA05/Wmm25iz5493dJcjESGcmw7Czhlns+jhi7rr13337+DwRTXkbEwJ61gXnotWo1PVVUVTzzxBADfffcd1dXV2tdqa2vZvn07EyZM6PMYeuV86gzf6CvTOWieyA/06UdLS4s2b9OGDRvIycnhnXfeATSJxs+dO8ff//53br31VkJCQigpKeHtt9/mzJkzHD58mLlz5+p8LkvFI9NFFEVSU1PZv3+/tlqKp6cnlZWVvb5npBqeUgtqef/gRfZmVWj3LQ335Iml45g71n3oOySKkHcQkj+EC7tAunxhc/KDqbdB2HIoToMDf7nynmV/gvGrwH4MuJpWKWpjUdVapfVwSi1P7VZ1bqbnTK2Hk4+DzzD2smf0zfvh5ubGgw8+qL0mZ2VlMWXKFN58802eeeYZAO655x5SU1O1ydhNEcu134IFCy0tLXzzzTfk5eURExNDVFSUSed3MgRDkfOpvr6e5cuX4+Pjw5tvvsmUKVOMch59MLVqd1qqc1A21/F/X+xifNtJbkZTAIbb/gceE4Y0BM+CBQujj8HmfGpvb+e///0vr7zyCrW1tTzzzDO8/fbb+Pj4aHPVfffdd5SUlPDGG2/w7LPP9nosvcLuFi1aZLQv6IqKCu68885u+zr/PnDgAAEBAXR0dPDCCy9QXV2Ng4MD8+fP5z//+c+ADE8jCbVaTV5eHmPHjjWL5MCFhYXs3LmTsrIyALy8vFizZg1jx47l0KFDPYbgjTTDkyRJHLlYxYYDF0nM1VSnEwS4bpovv1gSxlT/gT95HfQ6aa2DjC/gxEaovnhl/9jFEPkohF8H8suXDGX38sl4TQK/mQM/p5Ex9GenqrWKfQX7iCuI40TZiW4Gp+me04kNjiUmJMYkDU6dqNVqcnNz9Xpve3t7ty+tQ4cOIQgCMTEx2n2hoaF8//33g+6nqWBO119z0grmpdeitTvl5eVs2bKF9vZ21q1bx9ixY4e4l4bBFOc1IiKC9vZ2MjIy2L17N7a2tnh5eV1z3yAIAjk5OcPUy/4ZsrGtzoF/zcIKWMAs9rKIRSTjTh18++iVdkYMwTPFdWQszEkrmJdei1bD09HRwQcffMDrr79OSUkJDg4OfPjhhzz00EOoVCr+7//+j/fff1/bfvXq1fz617/u85h6GZ8OHjyoz9t0IiQkpN9kVbt37zba+U0RSZKora0lJCRkuLtiVBobG9mzZ4+2rL2trS3Lli1jzpw52g9Wp4GpqwFqJBmeRFEi/mwZGw7kcKq4HgArucBtEQE8tiSUUM++42T7Qu91UpoJKR/Cqa2gbNHss3GGGT+DyIfBM/za9/jO0ITYqTtMLtSuK4b47FS3VrOvcB9x+XGcKD+BKF1xcZ3uMZ2YkBhigmPwdfQ1QI+NjyRJ1NXVYWdnN+D3BgQEaD+fAD/++CPu7u5Mnz5du6+6urrfeO+RhLlcf8G8tIJ56bVovcKZM2fYsWMH7u7urF+/HldX1yHtnyExxXkVRRFra2uCgoK67b/6t70egRdDypCNbZfQujlkkkwEn3Eb6/kaF5p6bGdoTHEdGQtz0grmpdei1fCEhYVRXFyMlZUVP//5z/nzn/+Mr6/mfuedd97hvvvu4+jRo6hUKmbPnq3T/bheYXejBUvohWmgUqlISkri0KFDdHR0AJrkiytWrOg1oX2nB9RIMTwp1SLfZ5Tw/qEcLlZofkzYWsn42dwgHl0Uip/rwA0Bg0LVDme/h5T/QVHSlf1ekyHyEZh+N9j0Y0CoK4KW6lEZalfTVqM1OKWUpXQzOE3zmEZMcAyrQlbh7+g/jL3UH31DL37961+zYcMGfvOb32Bra8vrr7/O/fffz0cffaRts2zZMhobGzlx4oQxum4QLNd+CxbMD1EUOXDgAEeOHGHq1KncdNNN3ap2mgNDEXZnyphk2N1lz6dO6nBmE3cCEuvZiiuXjU5DlHzcggULow99w+5sbGxYu3YtL730kk4VYE+ePElGRgbr16/vtY1enk8Whha1Wk12djbjx48fdT8WLl68yK5du7QJy/z9/bnuuuvw9+/7pn7hwoV4e3szfvz4oeim3rQp1Xx9ooj/HsqluE4TquZkq+CB+SE8MD+EMY42BjuXTuukrghSP4a0zdB8OX+WTAGTboK5j0LQPE38ny64Bpq80Wkgn53attpuBie1pNa+NmXMFGJDYlkVvIoAJxP5waonarWaCxcu6PXeP/zhD/zwww/anE++vr68+uqr2tcrKio4evQoTz31VG+HGHGM5uvv1ZiTVjAvveauta2tjW+++YacnBxWrlzJ/PnzR0V+J3Oa16FmyMZ2TJjGsNTeCFUXcP32UdbzNZu4k00OT7D+pqW4engb1fBkTuvInLSCeem1aDU8Z86cYdy4cTq337FjBy+//LLhjU/Lly/XqZ0gCOzbt0+fU1i4is6k26OF2tpadu/ezfnz5wFwcHBg5cqVzJgxQ+eSkaY8Jg1tSj5LLOCjI3lUNWm8uTwcbXhk0VjuiwrCydY4T1t7HJO+EojPeRBm3Q9OppujaLD0tU7q2urYX7SfuPw4kkqTuhmcJo+ZTExwDDEhMQQ6mbaRbaC0tbXp9cTfx8eHM2fOaK/rixcv7uY5VFVVxd///ndiY2MN1ldTwJSvNYbGnLSCeek1V62VlZVs2bKFlpYW7r333gH9kB4JmPK8nj17lnPnztHc3My6deuGuzsDZsjG9irDkiuNPMDXbFI8zSe7klm/fj1uRu6CKa8jQ2NOWsG89Fq0GhZjfF/qFXbXn3FAEARtJTy1Wt1n2+HEEnox9HR0dHD06FGOHDmCWq1GEASioqJYunQptra2w929QVPd1M7HR/PZdDyfxjZNpUd/VzseXxLKnXMCsbUaQkv8QBKImxH17fXsL7xicFJJVypyTnKfRExIDLHBsQQ6jy6DU1fMPfTCcu23YME8OHfuHNu3b8fV1ZW7774bd/dhqCBrQgzVtT8lJYVHH32UU6dOdTs3QEJCAqtXr2bLli3cdNNNRutDT5hk2F1XrgrBa3jwMJu+P4RKpWL9+vVmv34tWLCgH4Otdqcrr776Ki+//DKiKPbaRq87z94O2NDQQFpaGi+88AIBAQF8+eWX+hzewlWMhhtFSZLIysoiLi6O+npNou2xY8eyZs0avLy8Bnw8UxuTkrpWPkjIZUtKIW1KzedjnJcjTywN48YZfljJdfPmGgzaMXFTIU/9aGAJxEcpnWPiH+rPweKDxBfEk1iS2M3gNNF9IrEhscQExxDkHNTH0UYHnWNiQTdM7VpjTMxJK5iXXnPTevbsWSorKzl8+DCTJk3illtuMeoP7uHCFOf1zJkzLF++HJlMxtNPP825c+fYtWuX9vVFixbh4eHB1q1bh9z4NBCGZWy7huDZOOE8JowHHhjLpk2b+OSTT1i/fj1jxowx+GlNcR0ZC3PSCual16J1ZGBQtwdnZ2eWLl1KXFwc06ZN469//SsvvfSSIU9hYQRSUVHBrl27yMvLAzTrJDY2lsmTJ4/4nAs5lU3852AO29OLUYkaJ8LpAS48uWwcqyZ5I5MNkT5VO8Lp7Yw9/G/k1VeeNA4ogfgoo6GjgX35+/g2+1tOp59GJV4xOIW7hWur1IW4hAxfJy1YsGDBgkFpb2/n+PHjlJaWsmzZMhYtWjTif2uMJP785z8DkJqayrhx43jllVe6GZ8EQWDevHmkpKTofMytW7fy2WefkZqaSm1tLePHj+dXv/oVDz744Oib26tC8JycnFi/fj2bN29m06ZN3H///Xh4eAxT5yxYsGBOHDp0aEDt8/Pz+21jtGp3v/jFL9i9e7fW4GCKWEIvjEtbWxuHDh0iKSkJURSRy+UsWLCAhQsXjvgnkKeL63n/YA47T5fS+QmaFzqGJ5eNY8G4MUP3Y8iQCcRHAY0djRwoOkBcfhzHSo51MziNdxtPbHAsMSExjHUZO4y9HH5G8hMTQ2C59luwMDqprq5my5YtNDY2cttttzFhwoTh7pJJMRTXfk9PT66//no++eQTAF555RVeffXVbmk4nn32WT744AOtJ3x/zJs3j5CQEG655RY8PT3Zs2cPb775Ji+99JLW2KULJh921wdNTU1s3ryZ1tZW1q9fbzFAWbBgQWf0DbuTy+XoYyoyeNidLshkMkpLS411eLNCrVaTmZnJ9OnTR8SNoiiKZGZmsmfPHpqbmwEIDw8nNjbWYPHqwzUmyXk1bDhwkUMXKrX7Vk7y5ollYcwKMnY6yMv0kkBccvKl1H8N3mueRe7iNzR9MQGaOpo4UHSA+Px4jpYcRSkqta+Ncx3HdJvprJ27lvHupl0Zcajo/OyYW4lxfRlp19/BYE5awbz0moPWCxcu8O233+Lo6MiCBQsICxv9ZelNcV4bGxv7TafQ2to6oJywP/zwQzdjy/Lly6muruadd97hxRdf1LlQzUAwtbF1dHTUekB1huB5enoa5NimptWYmJNWMC+9Fq2G54EHHhiQ8SkjI4OMjIw+2xjF+JSbm8vWrVsJCQkxxuHNEjs7u+Hugk6UlJSwc+dOLl26BIC7uztr1qxh/HjD3/gP1ZhIksTB85W8d/AiKfm1AMgEuGmGH79YOo5wH6ch6Ud/CcTF8bE05OTh7eg9NP0ZRpo6mjh46SBx+XEcLe5ucApzCdPkcAqJIcQphOzsbEJdQoext6aHra2tSReD6I9Nmzbxz3/+k6ysLBwdHYmMjOTbb7812jVhpFx/DYE5aQXz0jtatUqSxJEjR9i/fz8TJkzgpptuoqioaLi7NWSY2rwGBgZ2SzTeE2lpaQMyDvbk5RMREcH//vc/mpubcXIyzu8wUxtbBwcH7r//fj799FOtAUqfvKk9YWpajYk5aQXz0mvRalg2btw4oPavvvqqcYxPDz30UI/7VSoVxcXFHDlyBKVSyauvvqrP4S1chVwuZ+LEicPdjT5pbm5m3759pKWlAWBlZcWSJUuIjo5GoTC8jXMoxkQtSuw6XcqGAzlklTYAYC2XccecAB5bHErwGAejnl9LaSak/A8yt4LqclnNHhKIy8Hk18lgaFY2c6joEHH5cRwpPkKH2KF9bazLWFaHrCYmOIZxbt3Lgo7mMdEHuVzOhAkTdE463tDQYFKhaX/961954403eOGFF5g3bx5VVVXs27fPaMa0kXD9NRTmpBXMS+9o1drR0cGOHTs4e/YsS5YsYcmSJQiCMCq19oQpzusNN9zAu+++y969e1m5cuU1r3/99dckJiby4osvDuo8R44cwd/fv0/DU3t7O+3t7dq/GxsbgSuV9zr/l8vl3bZVKpV2HalUKkRRRCaToVKpkMlk12wrlUrkcrl2W6FQIAiCdhs090hdt62srJAkSbstiiJqtVq7LYoiCoXimm0bGxvuv//+HnNAXa2jJ02d21fruFrrUGrq3Far1UiSpN0erKbe5mnixIkolUpkMtmo0dTbPMlkMsLCwpDJZN10jGRNvc1Tp1a5XD5qNPU2T4IgMG7cOK1WXTWZAnr5qX7yySc9/vvss884cOAAoaGhfPDBBzz++OOG7q9ZolKpSElJQaVS9d94iFGr1SQnJ/Ovf/1La3iaNm0av/zlL1m4cKFRDE9g3DHpUIl8lVLIyncO8dQX6WSVNmBvLefni0M5/Pwy/nbrNOMbnlTtkPk1bIyB/y7S5HRStYLXFLjhH/DbLLjuzW6V60x5nehLi7KFXXm7+M2B37DkqyU8f/h59hftp0PsIMQ5hMemP8a3N33Ljpt38MTMJ64xPI3GMRksKpVK+1nVBQ8PD2JjY3nvvfeG3Zvg/PnzvPzyy3z11Vf8/ve/Z8mSJdx+++289957ODoaJ6G+Oa0hc9IK5qV3NGqtqalh48aNXLx4kbvvvpulS5ciCMKo1Nobpqj1hRdewM/Pj+uuu45HH32UEydOAPDee++xbt067r33XkJCQvjtb3+r9zmOHDnCli1beOaZZ/ps99prr+Hi4qL9N3nyZADtw5esrCztdmZmJtnZ2QCkp6eTk5NDSkoKSUlJ2u++Y8eOaVOKJCQkUFVVBcD+/fupq6sDID4+Xmvk2rlzJ21tbahUKnbu3IlKpaKtrY2dO3cCGmNYfHw8AHV1dezfvx+AqqoqEhISACgtLeXYsWMAFBUVkZycjL29PYsWLUKhULBp0yaSk5PJzMzsV1NnHt7k5ORumoqLi0lJSeHQoUPDpgkgLy+P9PR0ALKzswelqbd5qq6uJiUlZVRp6mueOnV03R7pmnqbp7q6Onbt2oVKpRo1mnqbp/LycuLi4lCpVDppGkwO7ubmZrZs2cIbb7zBtm3bUCqV/b+pD/RKOF5QUNDjfplMhqurq9HcXw3NSEk6q1arycvLY+zYsSYVw5qfn8+uXbsoLy8HwNvbm+uuu47g4GCjn9sYY9LSoWJLchH/O5xLaX0bAK72VjwwP4QH5ofgaj8ESdI7E4inboIWzQULmQIm36ypWtdHAnFTXScDpUXZQkJxAvH58SRcSqBdfeWpZbBzsCakLjiGCW4T+k3sPlrGxJCo1Wpyc3Npb2/XKensU089xQ8//EBRURGCIDBz5kxuvfVWbrrpJqZPnz5Evdbw+9//nm+//ZYLFy4M6jgDufab0xoyJ61gXnpHm9acnBy2bduGvb09d999d7fQo9GmtS8GqnWoik3k5uaybt06jh8/fs1rUVFRfPnll3qn5rh06RJRUVFMmjSJ+Pj4PvM9Xe35VFxczOTJk8nPzyc4OLhPrwZRFCksLCQwMFDrVWEKnk9dvRpaWlr48ssvqaur49577yUgIEAvTw1JkigoKOimdbR6PoHmPjYgIAAbG5tRoamveVKr1eTk5Gg9gkaDpt7mSaVSkZOTw7hx4xAEYVRo6m2elEolubm5Wq39aWptbSUnJ2fACccLCgpYtmwZ+fn5CIKAJElERERw6NAhHB0dKSgo4PHHH+f5559n6dKlvPrqq7z88st9Jhw3WrW7kcBIMT6ZGg0NDcTHx3P69GlAkz9m+fLlzJ49e0T+0KtvUbL5eD4fHc2jtkXzxeTtbMOji0L52dwgHGyMlpdfQy8JxHHygzkPwqz14DS68zi1KFs4XHyYuPw4Dl86TJu6TftakFMQsSGxxIbE6mRwstA/+tyApKen891337Fjxw4yMzMRBIGgoCBuueUWbr75ZhYvXmyUpK9dWbp0KWPGjCEiIoJ3332Xuro6IiMjeeedd4iKiur1fVffgDQ0NBAYGEhNTQ1ubm4m++NiNP5gsmiyaBqMJtB4vXR62d90003aB54jVdNQzlNnxaOhqnSakZFBYmIiNTU1ODs7ExUVRWRkpN7Hq6urY9GiRQiCwOHDh3FxcRnQ+0dytbveaGtr47PPPqO6upp169bh52c+BWcsWLCgG/pWu7vrrrv45ptveO6551i4cCHff/89H374IX/605945ZVXAJgwYQILFy7ko48+4vvvv+e7777jo48+6vWYBrlTaG5uprS0VFvZzIJhUalUHDt2bNjdqlUqFYcPH+Zf//qX1vA0e/ZsfvnLXzJ37twhNTwZYkwqGtt4bVcWC97Yz9t7LlDboiR4jD2v3TaNhOeW8ciiUOManlrr4Ph7sCESPr0Vzv+kMTyNXQx3fQq/OQVLntPZ8GQq60RXWlWtxOfH88yhZ1j69VKeOfQMewr20KZuI9ApkEemPcLWG7fy460/8qtZvyLcPXzAhqeRNiZDgUqlIikpacDvi4iI4JVXXiEjI4O8vDzeeecdQkND2bBhAytWrMDLy4v169fz7bff0tLSYoSeQ1lZGfHx8WzevJn33nuP7777DkEQiImJoaKiotf3XR16ERgYCKC9jvUXenHs2DGTDL0Aw7qKFxcXc+zYMbMIvairq0OlUrFr1y6tvtGgqbd5Gg2hFzU1NXz77bfs37+fuXPncuedd3LgwAGzD73YvXu3zqEXOTk5DCUzZ87k8ccf54UXXuCpp54alOGptbWVG264gfr6enbt2jVgw9NAGSm/H2xtbVm7di0eHh5s3ryZ4uLiAR9jpGg1BOakFcxLr0Wr4UlISGDNmjW89tprXH/99fz3v/8lIiKCHTt2aNtER0drv3tuuummPg1PMAjPp46ODv7+97/zySefkJubq90fGhrKgw8+yDPPPDMgy9pwMFI8n0RRpKioiMDAQKN7FvTGhQsX2L17NzU1NQAEBARw3XXXDdsTlsGMSVFNCx8k5PLViSI6VBovo4k+TvxiaRjXT/NFITfyGOuYQHygmMI66Y82VRtHio8Qlx/HoUuHaO3UDwQ4Bmir1E1yn2QQD6eRMCb60nLqFGUv/RmfV1/Bfto0nd/XGUrQ1NRkkKfftbW1/Pjjj+zYsYP4+Hiampq03pC33HILjzzyyKCO35UJEyaQnZ3NyZMntSF/NTU1hISE8Jvf/KbXIheD8XySJImSkhJ8fX21yTtN1athsJ4aoAlL6ap1pGvqa54AbfiNXC4fFZp6mydRFCkoKCA4OFj7XlPT1FDZRltLOzKZDEGQoVartNu19TXsObST+oZarr/+eu3nv6d5UqvVFBQUaMO6RtI8DXTtqVQqCgsLtVpNwfMpNDSU3/zmN/zqV7/qtc2GDRt4++23u90/9IVKpeLWW2/l2LFjHD58WJu7aaAMxPNppP1+aG9v5/PPP6eiooK1a9cOyLNrpGkdDOakFcxLr0Vr7+jr+eTk5MSTTz7J66+/rt335JNPsnnzZu3DkxdeeIF//etf2r/7Qy/jU2trKytWrCApKQm5XE5oaCi+vr6UlZWRk5ODWq0mKiqKffv2mXTJw5FifBpOampq2L17tzbHioODA6tWrWL69Okj7oOdXd7I+wdz2HGyBLWoWfazglx5ctk4lk/0Mm44l6odzu6AlA+hqIvXidcUmPsITLsLbIyTMNnQdKg7yKjIINInUhv/m1KWwkyvmVjLr72gtanaOFp8lLj8OA5eOtjN4OTv6E9MSAyxIbFMdp9sCakbAEVPPEHT/gM4rlhO4IYNA3qvsfJ+dHR0sGfPHnbs2MGPP/5IeXm5QStsREVFkZOTo/Ui6GTJkiV4eHjwzTff6HQcy7XfggXToq68hc//nNjjax3WdTS6ZiFICu752d2MnxwytJ0bRQxFzieZTMbLL7/MSy+91Gubv/71r7z00ks6fz/8/Oc/53//+x9vv/028+fP7/ZaREQENjY2Oh1nNIbddaW9vZ0vvviCsrIy1q5dq/XytWDBgnmjr/EpOjoaX19ftm/frt330ksv8Ze//EWb1+mJJ57g008/1dn4pFdM0RtvvEFiYiJ33303b775ZreL26VLl3juuefYsmULb775Jn/+85/1OYWFLnS61s2fP99o1eOupqOjg8OHD3Ps2DHUajUymYyoqCiWLFmCra3tkPShN9SiRFJOJZUXM/EcN52oME/kst6NFieL6thw4CLxZ8u1+xaN9+DJZeOIGutuXIPHIBKID5ShWCcd6g5u3XErhY2FzPCcweY1m1m3cx2ZVZkEOQWx/ebtWMutaVe3XzE4FR2kRXUlDMvPwU/r4TRlzBSjjv9wfHaMibK4GFVtHQjQfFTj4tp85CitZ86ABAo3V6z8/fs8RueYuLu7G7x/1tbWXH/99Vx//fUAeoX39cWUKVN6DRtpa2vrcf9gGW1rqC/MSSuYl15T16psv9YIISHRZl9Cs3MuVh2uONVOxNVxTL/HMnWthmSkaq2vr9fZYARoQw5/97vfXfNaXl6e3snL+2Ikjq2NjQ333XcfX3zxBZ999hn33XcfQUFB/b5vJGrVF3PSCual16LV8DzzzDPce++9HDp0iCVLlgB0O58oiuzevZuJEyfqfEy9evvVV18xa9Ysvvzyy2teCwgI4IsvviA7O5stW7ZYjE8GQCaTERYWNiSeRpIkcebMGeLj42loaAA0LtRr1qzB09PT6Ofvj92nS3nlh7OUN7Qy3U0iMyEZb2c7/nzjZFZP9dW2kySJ4znVvHcwhyMXNUYfQYDVU3x4Yuk4pgUYMVfAMCUQN/Y66Wp4AjhZeZJ5X8zTGpYKGwuJ/SaWSO9IEooTaFZeyQHn6+BLTLDGw2mqx9Qh83Aays+OsRHVai6uWHnNfqm9nfzb79D+PfHsGYQ+9MpkMkJDQ7V5R4xJX0nA9eGGG27g448/JiMjg5kzZwJQXV1NWloaTz/9tEHP1cloWkP9YU5awbz0jjStEmqaXC7Sbl+BXZM/9o1jEdDte2OkaR0MpqK1M5dWJ/n5+dfsA43nVVFREZ9//jkTJkzQ+fj5+fmD7eKAMZWxHSjW1tbce++9fPnll1oDVH9VqEeqVn0wJ61gXnotWg2Pp6cnt956KzExMTzyyCMsXrxYez3evn07//nPf8jPz+cPf/iDzsfUK+zOzs6Op59+mr/97W+9tvnDH/7AP//5T1pbW3ttM9xYQi+6U15ezq5du7SLysXFhdWrVzNx4kSTCIfafbqUX3yWRk8LVgDeXzuLmMk+7DtXwYYDF8koqgNAIRO4eaY/v1gayjgvJ+N1sLUOMr7QhNbVdPHOGLsYIh+F8OtAPnIt8cmlyTwc/7DO7X0cfLQGp2ke00xiDY00lCUlNCcm0ZKUSPPxRFR9JNUGEOzsGH/4MHJHhz7bDVW5bUMjiiLR0dHU1NTw17/+FTs7O1577TWys7M5ffo0Pj4+Oh3Hcu23YMG0qCxs5Ou/paCWt9JmX0qbXTmSTMSxfjy2rV7adne9EIlnkBG/x0c5xrr2a3Jz6fYdL0kSgiDwySefsG7dOoP1QRdGe9hdV5RKJV9++SWXLl3i3nvvNYp3mAULFkYG+obdyeVy7TUb6Lbd+fqvf/1r/v73v+t8TL3uhO3t7amsrOyzTWVlJfb29voc3sJVqFQqEhISWLx4sVFc61pbWzl48CDJycnapJQLFixg4cKFWFlZGfx8+qAWJV754WyPhicACfj9N6d4O/4C2RVNANgoZNwTGciji0MJcDPiWjRSAvGBYux1EukTyXSP6WRWZfbaxkpmxT3h9xATEsN0z+nIhOF9+mDsMTE0qspKmpOSaUlKojkpCWVhYfcGVlYICgVSD0Z9m/BwAv/zfr+Gp86qlabgyThQZDIZO3fu5Omnn+axxx6jo6ODRYsWkZCQoLPhaaCMtDU0GMxJK5iXXlPWqlKpyM49T717JkqbegRRgU2LN3YtvsjVA88baspaDY2paH3ppZe0OSBfffVVlixZwtKlS69pJ5fLcXd3Z9myZUyaNGnoOzoATGVs9cXKyoqf/exnbNmyhc8//5yf/exnhIaG9th2pGsdCOakFcxLr0Wr4Xn55ZfpyU/JxsYGPz8/li1bNmBDvl69jY6OZsuWLfzmN79hypQp17x+9uxZvvrqK21soIXBIZPJmDp1qsFd60RRJCMjg71792pLo0+cOJHY2Fjc3NwMeq7BkpxXQ2l93zld6lqV1LUqcbJRsG5eMA8uGIunk+45BQZEZwLx5P/BpeQr+4cxgbix1gmAUq3keOlxQlxCejU+2cptOX7vcRQy07ngG3NMDIG6ro7mlBRaEpNoTkqk4+JV+YzkcuymTcM+KgqH6CjsIiJoP3ee/HvuueZYvq++gpWv7zX7r0YmkzFp0qRrknaPFDw8PPj000+H7HymvoYMiTlpBfPSa4paO0NmMzIyaGlpQYEzjrXh2LR5IKB/P01Rq7EwFa0vv/yydvvQoUM8+OCD3H///cPXIQNgKmM7GKysrLjnnnv46quv+PLLL7nnnnsICwu7pt1o0Kor5qQVzEuvRavhefHFFw1+TL3uEl944QXi4+OJjIzk4YcfZsmSJXh7e1NeXs7Bgwf5+OOPUSqVA4r/s9A7MpkMLy+v/hsOgEuXLrFr1y6Ki4sBzQ3dmjVrevxSMgXK6nUL37xuqg+v3T4dFzsjeWzVFcGJjyBts9ETiA8UQ68TpagkqTSJuPw49hXuo7Gj7yoGbeo2Htj9AJ+u+dRkQuyM8dkZDOqmZlpTT9B82djUnnUOuj5REARsJk3EISpaY2yaPecaTyZlRTk9oayoQBcfAZlMhqen54g1Pg01praGjIk5aQXz0msqWjvDvtLS0sjLy8POzo4ZM2YQ4hvO3vdyDXIOU9E6FJii1gMHDgx3FwyCKY6tPnQaoL7++mutAWrcuHHd2owWrbpgTlrBvPRatA4/jY2NbNmyhUcffbTXNnoZnxYsWMAXX3zBo48+yoYNG3jvvfe0r0mShIuLC5s2bWLBggX6HN7CVSiVSvbv38/y5csHHQbX1NTEvn37SE9PBzSJCZcuXcrcuXNN2kWxprlDp3azg90Mb3gSRcg9ACkbhzSB+EAxxDpRikqSS5O1BqeGjgbtay7WLtR31Pf5/pOVJzlRfoJIn0i9zm9oDPnZ0QexrY3WjAyaExNpSUyi9dQpuKq0tPW4MBzmRmEfHYV9ZCSKfrwO2zI1nmcOK5bj8/zzlL3+Bs3799N28iTOq1b12yelUsmBAwfw8/PTX5gZMdxraCgxJ61gXnqHW2tNTQ2pqalaL6egoCBuvfVWJk+ejEKhoLKwETCM8Wm4tQ4lpq61ubmZuro61OprqxkCOlViGy5MfWwHgkKh4K677mLr1q1s2bKFu+++m/Hjx2tfH01a+8OctIJ56bVoHT6OHDnCxo0b2bp1Ky0tLYY3PgHceeedrF69mh07dpCenk5DQwPOzs5ERERw88034+RkSQhpKORyOZGRkYNKDqlWq0lJSeHAgQO0t7cDMH36dFatWjUi5kou082Txt3RgGF2vSYQX6LxcjKxBOL6rhOVqCK5LJn4/Hj2Fu6lvv2KgWmM7RhWBa8iNiSWKWOmcMcPd2ir3QHYK+y11e4AgpyCmOE5Y/BiDIQhPjsDQerooPX06SvGpowMpI7uhlOrwEAcoqOwj4rGfm4kVgN8cuG4fDk24RNxvuF6BEEgcMO/afjxJ6z8dTMmyeVyZs2aRVlZ2YDOa64M9RoaTsxJK5iX3uHQqlarOXfuHKmpqeTl5WFra8uMGTOYPXv2NTnnrGx065cu7SzzOvxs3LiRt99+m/Pnz/faRhAEVCrVEPZqYJjq2OqLQqHgzjvvZNu2bXz11Vfcdddd2oqDo01rX5iTVjAvvRatQ0t5eTmbNm3io48+4sKFCwiCgLOzM4899lif79Or2t1owVwqHuXl5bFr1y4qLlfK8vHx4brrrjPpJ06d5Fc189+EHLaeuIRK7H+pfvloNPPCxgzupH0mEH8EPHUvD2yqqEQVKWUpWg+nuvY67Wvutu5ag9Msr1nIZVcubB3qDm7dcSuFjYXM8JzB5jWbWbdzHZlVmQQ5BbH95u1Yy3WvojDSkdRq2s5maarRJSXTkpqK1NLSrY3CywuHedHYR0XjEDUXK3//YertFYxZ7W7jxo0cPXqUjz76yKDHNSTmcu23YGE46MnLafbs2UyaNKnPJ7R15S0o23v2kAGN4cnV21LIZjAMRaXT999/nyeffFJbvCYgIKBXz/qPP/7YKH3oDXOqdtcbarWabdu2ceHCBe68804mTpw43F2yYMGCkdG32t3ViKLIzp072bhxIz/99BMqlQqZTMaSJUt46KGHuOOOO7Cx6dsRxCBuG7m5udTX1+Pi4tJrJQUL+qNUKomPjycmJmZArnX19fXEx8dz5swZAOzs7FixYgWzZs0y+WRsWaUNvH8whx8zS+i0OVnLBTrUvRugfF1smTvWXb8TmmAC8YHS3zpRiSpOlJ/QeDgV7KW2vVb7mrutOyuDVhIbEsts79ndDE5dsZZbs/3m7ZysPMkc7zkIgsBn133GifITzPCcYXKGJ30/O70hiSLt2Re11ehakpMRG7vnwpK7uWkThNtHRWEdEmIyObBAMyZ79uwxmvH5yJEjbN682aSNTwPB0GvIlDEnrWBeeo2ttdPLKS0tjdzc3D69nHrDUIYly7wOL//85z/x8PDgyJEjWs+akYgpjq0hkMvl3HHHHXz77bds3bqVO+64g3Hjxo1KrT0xWue1N8xJr0Wr8bh48SIfffQRmzZtorS0VBN5ERjI+vXrefDBBwkJCdH5WHp7PtXX1/PSSy+xefNmGhqu5IVxdnZm/fr1vPLKK7i4uOhz6CFjpDz9liSJxsZGnJycdLqJVSqVHD9+nMOHD6NUKhEEgTlz5rBs2TLs7U37qWFqQQ3vHchh37kK7b7lE714YmkYVU3t/OKzNAC6LtrOEXl/7SxWT+2/2lc3TDiB+EDpaZ2oRTWp5anE5cext3AvNW012vZuNm6sDF5JTEgMc7znmFSVOkMx0M9OT+9XFhRoE4S3JCWjrqnp1kbm6Ij93LnaUDqb8eMQTNi4K0kS9fX1XLp0yShPvx988EE2b97ca44PU2Ag1/7BrqGRhDlpBfPSayytNTU12op1zc3NBAYGMnv2bCZPnjxsP/4t89o7Q+H5ZGtryyOPPMK///1voxx/MAzE82m0ryO1Ws327dvJysri9ttvJyAgYNRq7cpon9erMSe9Fq29o6/n06effsrGjRtJSEhAEARsbGy4+eabeeihh1ilQ57ZntDrbrOiooJFixaRnZ2Nq6trt2p3GRkZvPvuu+zatYvDhw8POBP7xYsXeeutt0hMTOT06dNMnDiR06dPX9Nu48aNvPHGGxQWFhIeHs5f//pXbrjhBn3kmDydMZS6cP78eXbv3k1trcarJSgoiDVr1uCrQwn24UKSJA5nV7HhwEWS8jQ39jIBrpvmyy+WhjHF74oR8/21s3jlh7OU1rdp9/m42PLnGyfrbngaIQnEB0rnOlGLatLK04jLj2NPwZ5uBidXG1dWBK0gNiSWSJ/IUWlw6spAPjudKEtKaE5M0no3qa7KjSTY2WE/e7bWs8l20iQEE07WfzWCIAwoz9vmzZsHdPyLFy8OtEsmjT5raKRiTlrBvPQaUqtareb8+fOkpqZqvZymT5/O7NmzTaL6jmVehxdfX1+TfvigK6Y4toZELpdz2223sX37drZt28btt9/OlClThrtbRme0z+vVmJNei1bD88ADDyBJElOmTOHnP/8569atw9XVdVDH1OuO6Q9/+APZ2dn8/ve/549//CMODldKgTc3N/OXv/yFN954gxdeeIEPP/xwQMc+c+YMP/30E1FRUYiiiCiK17TpLOH3xz/+keXLl/PVV19x6623cvjwYaKjo/WRZNIolUp27tzJdddd1+uTxOrqanbv3k12djYAjo6OxMTEMG3aNJO1/oqiRNyZMt47mMOpYk2Sayu5wO2zAnhsSRhjPRyuec/qqb6smuzD8bSTxJ8sJGZGEPNmzdAtIXlrLWR8OWISiA8EtagmpTSFDxM+5KLsItVt1drXXGxcWBmk8XCK9InESja6XVG7ostnR1VVpQmhS9QYm5SFhd1eF6yssJs5E/voKByio7GbNg1hEPHSw41SqWTXrl06h0g/8MADA7qGSJJkstccfdBlDY0WzEkrmJdeQ2itra3V5nLq9HK65ZZbhtXLqScs8zq8rF+/nk8++YTm5uZu9wcjDVMcW0Mjk8m49dZbkSSJbdu2oVQqmTlz5nB3y6iYw7x2xZz0WrQans7f88XFxWRlZZGdnU1k5OAqmusVdufl5cX06dPZu3dvr22WL1/O6dOntUmudUUURW0+ogceeIATJ05c4/kUHh7O7Nmz+eKLL7T75s+fj6urKzt37tT5XCMp7K6trQ1bW9trbura29s5fPgwx48fR61WI5PJmDdvHosXL+434ddwoVSL7Mgo4f2DF8mpbAbAzkrOvVFBPLJoLL4udn0foDoH6V+zabNyxVZZh/DLVBgT1nv7UZpAXJRE0ivSNSF1BXupbK3UvuZs7az1cJrrO9esDE5d6emzo66rozkl5bKxKZGOiznd3ySXYzd1KvbR0ThER2E3cyYyu37W5AhCkiRaWlrIy8vTKfTC1tYWPz+/fqtXdLJ161bS09NN+sn3QMPuerv+jjbMSSuYl159tV7t5WRjY6PN5WQKXk49YZnX3hmKsDuVSsXPfvYziouLef3115k1axaOjqaRM3OgYXfmso46Q/DOnj3LLbfcwvTp04e7S0bDnOYVzEuvRWvv6Bt2l5qayscff8wXX3xBfX291gvqwQcf5P7778fDw2PAfdfLzaO5ublfD6N58+aRnJzcZ5ue6C8Rdm5uLhcuXOCNN97otv+ee+7h2Wefpb293WSNLoPh6kohkiRx+vRp4uPjabyc8HjcuHGsXr1ar4UwFLQp1XyVUsQHCbkU12mMQM62Ch6YH8IDC8bi7qDjh6G9EZBQqJoB6fLfVzEKEoj3hCiJZFRkEF8Qz578PVS0XjHuOlk7sSxgGavHribaNxoruXkanK5G1t5OU1ISLckptCQm0paVBV1t7oKAzaSJOMyNwj46Cvs5c5CbyA9lYzGQm45p06ZRWFjI888/r1P7c+fOkZ6erm/XTJLeKjWNRsxJK5iX3oFora2tJS0tjfT0dK2X080338yUKVNGxBNly7wOH52/wSVJYtmyZb22EwQBlUo1VN3SC1MbW2Mhk8m48cYbsbKyYvv27UiSxIwZM4a7W0bDXOa1E3PSa9FqWGbPns3s2bN5++23+eabb9i4cSMHDx7kmWee4Q9/+APXX389Dz30ENddd53Oxcz06vXUqVPJz8/vs01+fj5Tp07V5/B9cu7cOYBrSoNOmjSJjo4O8vLyei0b2t7eTnt7u/bvzkTpnU/oO/+Xy+XdtlUqFYIgaLdlMhkymazXbaVSiVwu124rFAoEQdBug+bJUNdtKysrJEnSbouiiFqtxsrKio6ODnbv3s11112HXC6ntLSU+Ph4CgoKAHB1dSUmJobx48djZWXVq47h0lTb1MqXJ0r46Ege1c0dAHg4WvPwghDWzgvBwVquDa/sDLVUKBSo1WokSdJuU52LXNWMOv84MsBK6kAC1AXHkQMqhQOCwhp52idIaZsRLicQl2QKmHQTwtyfo/Kbg6yLDkPOU9e+97Z9jSYd5klC4kzNGXbl7mJv0V4qWroYnKycWBa4TBNS5xnJnrg9zJ07Fyu5lUlrMuba62hqQnXmDM3HE2k6fpy206cRrgrftQ4N1YTQRc3FdvZsbDw8tJrkJqjJkPMkSRLx8fE6h93Nnj2btLQ0ioqKCAwM1Ok9owmVSmU2btzmpBXMS68uWju9nNLS0sjJydF6Oc2aNQtv75GTB9Eyr8PLokWLRoXXgSmOrbFQqVTs3r2bNWvWIAgC3333HaIoEhERMdxdMzjmNK9gXnotWo2HjY0N9957L/feey+5ubl8/PHHfPLJJ+zYsYPvvvsOX19f1q5dy8MPP9xvlVO9SjK98MILbNu2rdewu/j4eLZt28Yf//hHfQ7fJ52JtK9OduXm5gZoKq/0xmuvvYaLi4v2X+eNVGdYX1ZWFllZWQBkZmZq8yelp6eTl5cHQHJyMkVFRQAcO3aM0tJSABISEqiq0hg79u/fT11dHUA3z6SdO3fS1tamXTAqlYq2tjZtqGBjYyPx8fEA1NXVsX//fu22o6MjSqWSbdu28b///Y+CggLkcjlhYWE8+eSTWFtbk5GRAUB2djaZmZnDrqmqqZ2//nCK+a8f4O9x56lu7mCMLfy/W6ay/aFphEtFONlaUVpayrFjxwAoKirSeszl5eVpPSiyTyaR+cN78MES8tIPaivcCUBhym74YAmNH9+J7N2ZcOQdhJYqVPbesOxPJM77iJL5f4HgeSQcPmy0eaqqqiIhIQFAN019zNP5C+fJqMjguV3PsWrrKtbtWscX57+goqUCRytHohyjeGXmKxy8+yArlCuYZDMJOxs7bG1taWpqMklNxlp7ytZW9r/3HhX/3kD+uvu5OG8+hQ88SPV//0t7ZiaCKCLz86NpXjR+f/87bt9+S8Ezv8PnpRdpmjqVpLNnTU6TMedJoVDobHgCzY1EUFCQVmt/LFy4kPvvv1/n45s6CoWC6667ziyeppmTVjAvvX1pra2tZd++ffzzn/9k69attLe3c/PNN/O73/2ONWvWjCjDE1jmdbg5ePAgBw4c0OmfKWOKY2ssOrVaWVlx4403Mnv2bL7//nvS0tKGu2sGx5zmFcxLr0Xr0BAaGsr/+3//j8LCQn766Sduv/12qqureeutt5g4cSILFizo8/065XzqqdrRtm3b+Omnn1i1ahULFy7UVrs7fPgwe/fu5YYbbuD2228f1E1ITzmfPv/8c9auXUtpaSk+Pj7a/SdOnCAyMpKjR48yf/78Ho/Xk+dTYGAgNTU1uLm5maxXg1KpJDk5maNHj9LS0gLA5MmTWblyJc7OzibnfVJc18p/D+WwNfUSbUqNx8kEb0ceXxzKmile2NnaDNyj5lI6fLgSOSpE5Mi4kk9GAro9Yxu7BPXsBxEmXo9MYW2S3ic9zZMkSZypPUNcnqZKXVnLlSprDlYOLA1YSkxwDAsDFiKTZNdoEgSBpqYm7O3tkcvlJqHJGGtPLgi0Z52j8fgx2lJSaElNRWpp7fZZV3h5YR8VhU3kHKxnz8YhJARRFE1W01DOk1wup6mpiYKCAqPm/TBlLDmfesactIJ56b1aq1qt5sKFC6Smpmq9nDor1o00Y9PVmPO89sdQ5HwyZSw5n3rmaq2SJLFz505OnDjBDTfcwOzZs4e7iwbDnOYVzEuvRWvv6JvzSVeqqqr49NNP2bhxI2fPnu2xYFwnOpnLeqp21Gmzio+P1z6J78oPP/zAjz/+aPAn4J0eTvX19d2MT50eUe7u7r2+18bGpsd8UJ1fwF2/iLtud7Uq6rLd1f1tINuCIGi3O29Si4qK+Omnnyi7XO7d09OTNWvWXOO50Fvfh1JTQW07/zl0lu/Si1GJmvUxI9CVJ5eGsXKSN7IuFek69fW13a3vqmZAkxtAhrqbwanbyrzlPzDzZ3T9STUU86SXJrkcSZI4VXmKuPw44gviKW0u1b5ur7BnWdAyYoNjme8/Hxt5z7nMOjUplUr279+vDc8cLk39bQ907SkUCtqzs7XV6FpSUhAvh8xqj+/mhn1UFA7RUdhHRWEdEqI15uzcuZPrgoIGpM8UPk/GmielUsmBAwcG5P1kzqhUKuLj483GjdtctIJ56e3UOn/+fDIzM8nIyKCpqYmAgIARlctJF8xxXodT60MPPYQgCPztb3/D29ubhx56SKf3CYLAxo0bjdw7/TGFsR0qrtYqCALXXXcdgiDw448/IorioCtcmQrmNK9gXnotWocPDw8Pnn76aZ5++mkSExP7bKuT59OmTZv07sz69ev1fm9Pnk+5ubmEhYXx3XffcfPNN2v3/+tf/+KZZ56hsbFRZ4ueKVe7a2pqYu/evdpQOhsbG5YuXcrcuXNN7mnV6eJ63jt4kV2ny7R5nBeMG8MTS8cxP2yMYazPRSmwcWX/7X5+CPxmDv58RkSSJM5UnyE+P564/DhKmku0r9kr7FkauJTYkFgW+C/o1eA0mpEkCWVBAc2JSbQkJ9GclIy6urpbG5mjI/Zz5+IQNRf76Ghsxo9H0DHRnQXL029TvvZbsGBoOr2c0tLSuHjx4qjycrIwMIxx7e/0vM7KymLChAk6J53t9MAbSgbi+WRB83ssLi6OpKQk1qxZw9y5c4e7SxYsWNADY3s+DQSdPJ8GY0AyNKGhoUyYMIGtW7d2Mz599dVXrFixYtgHdLCo1WqSk5M5ePCgNkRw5syZREVF4ePjYzJuhJIkkZxXw4aDOSRcqNTuXzXZmyeWhhER5GaYE9UVwYmP4MTH3c+PxuOpW8idwgbsxxjmvAZGkiTO1pzVeDjlx1PcVKx9zU5hx9KAKwYnW4Wt3udobGzEycnJZNaJrihLSmhOSqYlMZHmpCRUZWXdXhdsbbGfPRv76CgcoqOxnTQJQYc455E8Jj1RfL6W5vr2Xl93cLHBP7zvz17nmFjQjdG2hvrCnLTC6NdbV1enrVjX1NSEj48PN910E1OmTBnxv5X6YrTPa1dMQWtnvkN/f/9uf490TGFsh4retAqCQGxsLDKZjF27diGKYr/Vzk0dc5pXMC+9Fq2G58MPP+Svf/0r27Zt6zf8tqOjg3/9618sWrSoT0O1yWXkamlp0SbXLSgooKGhgW3btgGwZDq1xT8AAK/bSURBVMkSPD09efnll7nvvvsICwtj2bJlfPXVVyQlJWkT7o5UcnNz2bVrF5WVGmOOn58fa9aswcfHh/j4eGJiYobdtU6SJA6cr+C9AzmcKNCEOsplAjfN8OPxJWGE+zgN/iSiCLkHIGUjXNgF0uW4UUdvmHgDOHggHHoDuGx4ivkLhCzSGJ5cTacalyRJZNVkaQ1Ol5ouaV+zU9ixJGCJ1uBkp7Ab9PlUKhWHDx8esnUiSRItySnYz40c8IVPVVWlCaG7HEqnLCzs9rpgZYXdzJkaY1NUFHbTpyPocbM01GNiTIrP1/LdP9L7bXfL0xF9GqBUKhXHjh0jKCjIkN0btYymNdQf5qQVRqdeURS1uZw6vZymTZvGjBkzOHnyJFOnTh01WntjNM5rb5iC1uDg4D7/HqmYwtgOFX1pFQSBVatWIQgCcXFxSJLEvHnzhqmng8ec5hXMS69Fq+H58ccfUSgUOuV9s7a25h//+AeZmZl9Gp90CrsbSvLz8xk7dmyPrx04cIClS5cCsHHjRl5//XUKCwsJDw/nb3/7GzfccMOAzmUqoRd1dXXEx8dz9nLVLXt7e1asWEFERITO7svGRi1K7DxVynsHc8gq1eTbsVbIuGtOAI8tDiPQ3X7wJ2mthYwvNEanmpwr+8cugchHIPw6kCugJAM+WHLldRMKtZMkiXM154gv0ITUFTUWaV+zU9ixOGAxMcExLApYZBCD03DSlJBA0c8fI/B/H+C4aFGfbdV1dTSnpNCSlExLUiLt2Re7N5DJsJ02FYeoaByio7CLiEBmN7LHx9BcSC5jz0dn+2236qHJTJjr02cbS9idaVz7LVgwFJ1eThkZGTQ2NuLv78/s2bNHvZeThYFh7td+S9id/kiSxP79+zly5AgrV64kMjqSjIoMIn0itUnKU8pSmOk1E2u55ZpjwYIpoW/Y3dixY4mKimLLli3XvLZhwwbmzp3bLR/cHXfcwfnz5zl16lSvxzQ5z6eQkBB0sYc9/PDDPPzww0PQI+OhVCo5duwYhw8f1lbLioyMZNmyZdh1ufEWRZG6ujpcXV2H3BjVrlKzPa2Y/xzKIb9aU2nPwVrO2uhgHl44Fi9n/ULEulF6ElI+hMytoLpctczGGWbeC3MeBs8J3dvbj0FS2CCo2jX/D3OonSRJXKi9QFx+HHH5cRQ2XvHisZXbsihgEbEhsSzyX4S9lQGMdL0w1Ouk5vKFqObLLdcYn9RNzbSmpWryNiUm0paVBVd9rm0mTcIhKgr76Cjs58xB7uho8D4O52fHVBFFUVugwUL/mNMaMietMPL1dno5paWlkZ2djbW1tTaXU9eCLJ1tR7LWgWDRasEQmNPY6qJVEASWL1+OIAjs3buXby98S7wsnrWT1vJs5LO8mfImn2d9zgK/Bby7/F2TNUCZ07yCeem1aDU8lZWVvUZK/OpXv+Kll17qZnwKCAjgwIEDfR7T5IxP5oAkSZw/f57du3dTV1cHaNyUO0PsrkatVpOSksLy5cuH7MPU0qHiy+Qi/peQS1lDGwBu9lY8uGAs6+eF4GI/SBc/VTuc3QHJ/4NLyVf2e02BuY/AtLvAphdjhGsgqseTSDm0m8glq7EahlC7ToNTfEE88fnx5Dfka1+zkduwyF9jcFocsNioBqeuGHudSKJI7ZdfIl7OF9SccFjz/+HDVP773yhLS1GVlyM2NdN66hRclUjUOixMkyA8Khr7uZEo3AyUF6wPhuOzY2hEUaKuvIXSi/UGOZ5arSYtLQ0/Pz+DHG+0MxrWkK6Yk1YYuXrr6+u1uZw6vZxuvPFGpk6d2usTzZGqVR8sWi0YAnMaW121CoLAgsUL2Jm3E+dCZya6TuSzrM9IKUvhfO15AI6XHOdX+39lsgYoc5pXMC+9Fq2GRxRFOjo6rtnfmZdaqVR2229vb09LS0ufxzS5sLuhZDhCL6qqqti1axc5OZqwMicnJ2JiYpg6dapJJEerb1Gy6Xg+Hx/No7ZFs6B8nG15dHEoP5sbiL31IO2VnQnE0zZDS5Vmn8wKJt8EkY9CUDSYwDj0hCRJXKy7qPVw6mpwspZZaz2clgQsGTKD01Cibmome9kyJB2TVVsFBFzO2RSNfdRcrLy8jNzDkY+oFqkta6GysPHKv0tNqNp1rwhkCbvrH0vYnYWRhiiKZGdnk5qa2q+XkwULvWHu135L2N3gSS5N5uH4h5lUN4kpdVM443qGLNesa9p9FPsRkT6RPRzBggULQ42+YXdhYWFMmDCBXbt2ddt/+vRpZsyYwb333sunn36q3X/PPfdof6f0hsXzaYhob28nISGB48ePI4oicrmcefPmsWjRImxsbPp8ryiKVFVV4eHhYTTrZkVDGxuP5PFZYgHNHZob3ZAx9jy+JIxbZ/ljoxjEjxRtAvEP4cLuKwnEnf1h9oMw635wGli556EYk04u1l4krkCTNDy3Ple731pmzUL/hRqDU+ASHKwcjNqP/jDmmEhqNR35+ToZnnz/+hfso6KwNoEfdkO5TgaKWiVSU9rczdBUfakJlVK8pq3CSoaDqzX1lW2DPq8oitqiBhb6x5TXkKExJ60wMvRe7eXk5+fXr5dTT4wErYbCotWCITCnsR2I1kifSO6bdB+fZ32OhMTUuqnYqm254HyBZqtmANZOWssc7zlD0fUBY07zCual16LV8CxatIjPPvuMjIwMZs6cqd3/zjvv4O3tzffff09OTg5hYWGcPXuWH374gRtvvLHPY1qMT0ZGkiROnTpFfHw8TU1NAIwfP57Vq1czZoxuuYpEUeT06dMsXrzY4AusqKaF/ybk8PWJS3SoNDe9E32ceHLZOK6b5otcNggvpL4SiM99FCas0SQQ1wNjjglATl0O8fmapOE59Vf6biWzYoH/AmJDYlkasBRHa8PnKdIXQ46JJEm0Z2drq9G1pKQgNjT0/Sa5HL/XX8Oln4vOUGLsdaIraqVIdUkTlYWNVBQ2UlXYSFVxE6LqWsdTKxs5HoGOeAU54xnkiGeQM64+9lw8Ua5TwvH+EEWRrKwsPD09B30sc8BU1tBQYE5aYXj06lIltKuX08WLF7GysmLatGnMnj0bX19fvc5rTnNr0WrBEJjT2A5EqyAIPBf5HCfKTnCOc6hkKibXTiasMYxKm0rafNr4zczfmEQ0R0+Y07yCeem1aDU8Tz75JJ999hlLly7lsccew9/fn/j4eHbv3s3u3bu59dZbmTFjBuHh4WRlZdHe3s6zzz7b5zEtYXdGDL0oLS1l165dFF4uI+/m5sbq1asJDw83+LkGyoXyRt4/mMP3J0tQi5olMDvYjSeXhbEs3GtwXxoDTSBuIuTW5xKXr/Fwulh3pRqblcyKBX4LiAmJYWngUpysnYaxl8ZBkiSUhYWaBOFJiTQnJaOuru7WRuboiH1kJIKtLY1XuV8C+Pz1L7jdfvtQddlkUXWoqbqkMTRVFmk8mmqKmxHFay+11nYKjYEp0AnPYCc8A51w9bJH6MHoa6l2ZzgsYXcWhou+qoTW19eTnp5Oeno6DQ0N+Pn5MXv27AF7OVmw0Bvmfu23hN0NHkmSeCPlDT7P+ly7TybK8G/xZ2zTWLzavEABs2fMZtasWfj6+pqsIcqCBXNB37A7gPfee4/f/va32vxOMpmMN954g9/+9rfExcXx+OOPU1hYiJeXF2+99Rb33Xdfn8fTye1k+fLlA+pkJ4IgsG/fPr3eO5JpaWlh//79pKamIkkSVlZWLFq0iHnz5mFlNfBE3aIoUlpaiq+v76CtmxlFdWw4cJE9Z8u1+xZP8OTJpWHMHeuu/xfEYBKI64GhxiSvPk/j4VQQR3btlfhUhUzBfL/5Gg+nwKU4W5v+DepAx0RZWqqtRtecnIyqtLTb64KtLfazZ2MfFYVDdBS2kycjKBSU/P73PR6vNSXF5IxPhvzs9ERHm4rqS01ab6aKwkZqy1qQejA02Tgo8ApywjPICc/LXk3OHnY6f+YcXPoOz9W1XeeYWNANY68hU8KctMLw6G2Ii9P+77hoEaIocvHiRW2OBEN4OfWEOc2tRasFQ2BOYzsQrSllKd0MTwCiTKTIsYgixyIclA6ENIVge86W1NRUvL29iYiIYNq0adjbD38+VHOaVzAvvRatxuGJJ57ghhtuYO/evSiVShYtWsTkyZMBiI2NJS8vj8bGRpycdHPO0Mn4dPDgQb06O1ot3YcOHeLAgQMsW7aMJUuWaPeLokhqair79++ntVXj8TNlyhRiYmJwcXHR+3yiKJKTk4O3t7deC0ySJI7lVPPewYscvajxZhEEWDPVh18sGce0AP37NtQJxDvUHWRUZBDhEUFOTg5eXl6cKD/BTK+ZOlfVyK/PJ75AE1J3ofaCdr9CUDDPbx6xIbEsC1o2IgxOXelvnaiqqmhJTqY5MYnmpESUBYXdG1hZYT9jBvbR0Rpj0/TpyHqwjjuuWEHjvv1YBwfjescd1G3bRkdBAY4rVhhLmt4M9rPTlfZWFVVFjd1yNNWWt0APvqN2TlZaA5PnZYOTk7vtoK6J/uFu3PJ0BM317b22cXCxwT+87yqCoiiSm5uLu7u73n0xJwy5hkwdc9IKQ6P36iqhjbs1xqfyg4fIeOstslpbaRJFfH19uf7665k6dWq/eSD1wZzm1qLVgiEwp7EdiNaZXjNZ4LeA4yXHEdGk6wh3C9dWu2u1asV1iiu/XvprivKLSE9PJz4+nj179jBx4kQiIiIIDQ0dtntEc5pXMC+9Fq3GIygoiIceeqjX13U1PIEl7G7AoRedhqdOOg1QhYWF7Ny5k7KyMgC8vLxYs2YNY8eONUrfdUEUJfZmlbPhYA4ni+oAUMgEbo3w57ElYYzz0tMTyQgJxHWhQ93Br/b/iqMlR1k7aS3PRj7Lmylv8nnW5yzwW9BnWdfChkJNSF1BPOdqzmn3KwQF0X7RxATHsDxoOS42gzDEmRjq+npaUlK0oXTt2Re7N5DJsJ02VVuNzn7WLGR2djodW+zoQLCyQhAEJElCUip7NFSNVNqaldqQuc5/9RWtPbZ1cLHWGpg6vZocXK1N2vhu7qEXlrA7C0OFuqmZiytWINbXo7SyoszPj4KgIEr9/JCrVQQVFDCurJy527cjdxzeohUWRj/mfu23hN0ZhoH+Hm9ububkyZOkp6dTVVWFi4sLM2fOJCIiYlAP5y1YsKAbgwm7MzQW49MAbkCuNjx14u3tTXm5JozNxsaG5cuXM2fOHIN9sYuiSFFREYGBgTpZN1VqkR8yS3j/YA4XyjVJzm2tZNwTGcSji0Pxd9XNwHANRkwg3h+dX3SdT1rkyFntuprddbtRo0aGjHl+87p94RU1FGmr1GXVXCkDKxfkRPtGExsSO6oMTqrGRgrj4rDPzaU1KZm2s2fhqo+3zcSJOERFYR8dhf2cOcgHYKkeiejy2Wlt6qCy4HJ+psv/N1T1XFXO0d0Gz0AnvIKd8AjUGJt0DYczFURRpLCwkKamJrO9ARnItX+g19+RjDlphaHRW19fz9nkZE7H76HMzhZRLsetuprQnFyCCgpwnjYN/3fexsqAIXY9YU5za9HaOxbjk+7GJ8s66psOdQcnK08yx3uO9kHkifITzPCc0euDYEmSuHTpEunp6Zw5c4aOjg7CwsKIiIggPDwchcL4dbDMaV7BvPRatPaOKRmfLNXudKQ3wxOgNTxFRESwYsUKHB0NWwFNFEWKi4vx9/fvc4G1KdVsTb3EBwk5FNVovDScbBTcPz+YBxeMxcNRz5vk0pOaXE6ntg1bAvGMigyOlhzV/i0h4aH0QLoc8yQicrTkKHsK9lDWXEZcftw1Bqco3yiNwSlwOa62rkbvs7ER29tpTc+gOSmRlsQkWk+dApWKrkFZ1qGhOERHYR8Vjf3cSBRufYdkjTau/uw017d382aqLGykqbbnMDZnD9vuHk2BTtg5jXzvLlEUKSkpsXj86Iiu19/RgDlpBePolSSJ0tJSzp8/z4ULFygrK0MmkxEydQozd3yPb34+Di0tAAh2dgRv3oSgRy7IgWJOc2vRasEQmNPY6qPVWm5NpE+k9m9BELr93ROCIBAYGEhgYCCrV6/mzJkzpKens23bNuzs7Jg+fToRERF4exs+eqITc5pXMC+9Fq0jg0F5PrW1tZGSkkJJSQnt7T3fwN1///16d87Y6Pr0uy/DU1euzgE1VDS1q/g8sYAPj+RR2aiZhzEO1jy8aCxro4NxttXjh+0QJxDvD0mSWLtzLZlVmb22sVPY0aq6EholF+RE+kQSGxLLiqAVuNmObMOLpFTSeuq0thpda1oaUkdHtzZWAQHYR83FIToa+7lRWHl7DVNvhxdJkmiu0xiauiYDb6nv6LG9i5cdXkFOeAQ5af4PdMLWwfg3hMOFuT/9toTdWTAkKpWK/Px8zp8/z/nz52lsbMTW1pbx48cTHh5OWFgY4pkzFNy39pr3Bn/xOfazZg1Dry2YI+Z+7beE3ZkmlZWVpKenk5mZSXNzM35+fkRERDB16lRsbW2Hu3sWLIx4RoXn04YNG3jxxRepr6/v8XVJkhAEwaSNT7qgq+EJ0LYztAFKrVaTl5fH2LFju/1YqGnu4JOjeXxyLJ+GNhUA/q52/HxxKHfNCcTOWo8fFkOcQFxXBEHgVNWpPtu0qlqRCbJuBid325GbVFlSq2k7d46WywnCW06kIl1+Yt6JwtPzSoLwOXO4pFTifdU6Ge1IkkRjTds1Hk2tjcprGwvg5m2PZ7DGk6nTo8naznycQNVqNbm5ucPdjRFDb9ff0Yg5aYXB6W1paSE7O5vz58+Tk5NDR0cHrq6uTJ48mfDwcIKCgrods+Ly7wPHlSvwfu45yt94k6Z9+2jav39IjE/mNLcWrRYMgTmN7XBr9fT0JCYmhhUrVnDhwgXS09PZuXMncXFxTJkyhYiICIKCggySS3O4tQ415qTXonVkoNcd17fffssvf/lLpk2bxosvvsjvfvc7brnlFqKiokhISGDXrl3cfvvt3HDDDYbu75Cjq+Gpa3tDG58kSaK2tpaQkBAAyurb+N/hXL5IKqRVqQYg1NOBJ5aO4+aZfljJB+h+N0wJxAeCJEmEu4d3SxZ+Nf6O/ny25jM87D2GsGeGQ5IkOi5e1Faja0lOQWxo6NZG7uqKfVSUNpTOemyI9stYpVJRm56uXSejEUmSaKhqpaKgkaqiRiou52hqb1Zd01aQCbj52CNzaCd8RjDeIS6MCXDE2nZkGppUSiWnD+yhtbGh1zZ2Ts5MXbYKRR9hPJIkUVdXh52OyeVNmaamJiZOnEhxcTEpKSnMmTPH4Oe4+vo7mjEnrTBwvdXV1dpwusLCQiRJIiAggIULFxIeHo6np2evN0eOy5djEz4R5xuuRxAEAv79Lxp+/Akrfz8DKuodc5pbi1YLhsCcxtZUtMrlciZNmsSkSZNoaGjQJik/efIk7u7uREREMGPGjAFV1roaU9E6VJiTXovWkYFeYXeLFy/mwoUL5ObmYm9vj0wm4+WXX+all14C4IsvvmD9+vXs2bOHpUuXGrrPBqO/0Au1Ws1f/vIXBjJEgiDwpz/9yShWyLyqZv57KIdv0i6hVGv6NM3fhSeWhhEzxQe5bIBPBIYxgbiulDWXEZ8fzzfZ35Bb37+3xkexH/Ubc24qSJKEsrCQ5qSky95NSairq7u1kTk4YB8ZiX10FA7R0dhMmIAwwmJ79UUSJeoqWrolAq8sbKKj9VpDk0wu4O7ngGdn2FyQEx7+jij08f4zUfJPpvHN317qt93tL7xKyIy+PSlGS+jF888/z6ZNmygvLx+Q8ckSdmdBF0RR5NKlS1qDU1VVFQqFgtDQUMLDw5kwYYLBczxasGBMRsu1X18sYXcjD0mSKCgoID09nbNnz6JWqxk/fjwRERGMHz/eLNexBQsDZcSH3WVmZnLXXXdhb2+v3adWq7Xb9957L5s2beLVV181aeNTf8jlcm688Ua+//57nd9z4403GvxCePpSLX//MZPDBU2Il+1gUWPdeXLZOBaN9xi4G6oJJBDvi7LmMvYU7CE+P56Mygyd3xfkFMQMzxnG65gBUJaV0ZyYqDU2qUpLu70u2NpiP2vWlVC6yZMRdKz+oVaryc7ONuqXcV15C8p2da+vW9nIcfW27/X13hBFidqyZm1upsrCRqqKmno8l1whY4y/Q7dk4GP8HJFbXWuUG4oxGSoCp0xHrlCgVl1rfOtErlAQOGV6n8dRq9VcuHDB0N0bcs6dO8eGDRt4++23efzxx412ntG0hvrDnLRCz3o7OjrIzc3VGpxaWlpwcHBgwoQJrFy5ktDQUKyGIEG4oTGnubVotWAIzGlsTVmrIAiEhIQQEhLCmjVrOHXqFOnp6Xz11Vc4ODgwY8YMIiIi8PDQLerBlLUaA3PSa9E6MtDL+KRUKvH09NT+bWdnR11dXbc2M2bM4IMPPhhU50yBWZdzMehigLrpppu07Q3Bifwa3juYw/5zFdp9KyZ68cSyMGYHDzCXkaodznynCa0zgQTiV1PeXM7ewr3E5ceRXpGu3S8gEOEVQWxILK8nv66tbtcTRY1FvZZ3HS5U1dW0JCXRnJRMS2IiHQUF3RtYWWE/Y4bG2BQ1F9sZM5ANwiLd2trafyM9qStv4fM/J/bb7r5Xovs0QKnVIrWlLVQWNlBZ2ERlYQNVl5pQdYjXtFVYyRgT4HglGXiwE26+DsgHEFpqzDEZSuQKBRFrbuLED9/22iZizc3IdTBWtrW1jcgb6K788pe/5PHHHyc8PNzo5xota0gXzEkraPQ2NjaSk5PD+fPnyc3NRa1W4+npqS3/PRKryfSEOc2tRasFQ2BOYzsStNra2hIZGUlkZCRlZWWkp6eTlpbGsWPHCAoKIiIigsmTJ/fr2TEStBoSc9Jr0Wr66GV88vPzo7SLx0ZwcDDp6end2hQUFKDQ0WPD1NHFAGUow5MkSSRkV7HhwEWS82oAkAlww3Q/frE0jEm+AwwRqSuEEx+bXAJxgIqWCq2HU3pFejfD0iyvWcSExLAyaCXeDpp8Uw0dDWzI2KBtE+0bTWLpFWPIEzOfGLrO94K6oYGWlBSaE5NoSUykPTu7ewOZDNupU3GIisI+Ogr7WbOQGSj3jlwuJyIiwiDH6om6ipb+G11u12l8UitFakqbqShooLKoicqCBqqLm1GrejA02cjxDHTs5tHk5m2PbKA5zLpg7DExJm1NTdSUXKK2tJia4iJqSoqpLi7qtb1coWDhPev6Pa5cLmf69OlkZWUZsrtDyrZt2zh16hTffPMNaWlp/bZvb2/vVpG14XIutU6P3c7/5XJ5t22VSoUgCERERKBSqRBFEZlMhkqlQiaTXbOtVCqRy+XabYVCgSAI2m3Q5Gbrum1lZYUkSdptURRRq9XabVEUUSgUvW6r1WokSdJu96SjJ02d21fruFrraNB09XZHRwfV1dVkZ2dz7tw5vv/+e20J8BUrVjBhwgScnZ27aZLJZCatqb95kslkTJ069RodI1lTb2uvU6tcLh81mnqbJ0EQmDZtmlarrpos9M9I/v0wUEaiVh8fH9asWcOqVas4d+4c6enp7Nixg127djF16lQiIiLw9/e/JjpkJGodDOak16J1ZKDXXV1kZGS3H/yrV6/m6NGjvPbaa5w5c4b//ve/fPvtt0RGjozcO7owa9Ysbrrpph5fM4ThSS1K7DxVyg3/OsL6j5JJzqvBSi7ws7mB7Hl6ET+fZsUELwfdDiaKcHEffPkz+L8ZcOQdjeHJ2R+W/QmePgN3fATB84bc8FTVWsWX577kgd0PsHLrSl5Pfp20ijQkJGZ6zuT5yOfZc8ceNq3ZxH2T7tMangAen/E4T858EgGBJ2c8ya/9fs0T05/Q/D3zSR6fYbzQm94Qm5tpOnyY8r//nbzb7+BC9DwuPfkUtZ9+qjU82UyciPv69QS8/x4TkhIZ+/VXeP3utzguWGAwwxNobqBPnz5ttB+XPeVa6omctAoOfJrF139L4YPfHOLrv6Vw8PPznEkopqKgEbVKxNpWjv8EV2asDGTVQ5O59+UoHv3HYm57ZjaL7prAxGhfxvg5DsrwBMYfk8EiqtXUlpWQk5rMiR++Jf6/77Llz8/z/s/XsuHhe/jyxWfY/d4/SN6xjYspx6ktudTrsXT1eurM+TFSaWlp4be//S1/+9vfdM7X9Nprr+Hi4qL9FxgYCMDp06cByMrK0o5JZmYm2Zc/u+np6eTm5nL69GmSk5MpKtIY/44dO6Z9AJOQkEBVlcawv3//fq0XcHx8PI2NjQDs3LmTtrY2VCoVO3fuRKVS0dbWxs6dOwFobGwkPj4egLq6Ovbv3w9AVVUVCQkJAJSWlnLs2DEAioqKSE7WeLDm5eVpH/5kZ2eTmZnZr6a8vDyAazQVFxdz+vRpDh06NGo0dc7TwYMHycjIYNeuXbzzzjt88MEHHD16lNbWVmJjY3nmmWdwd3dn5syZODs7jwhNA1l77e3t7Ny5k/b29lGjqbe1V19fz65du1Cr1aNGU2/zVF5eTnx8PGq1WidNOTld8nta6BNT//1gSEayVoVCwdSpU1m3bh2//vWviY6O5uLFi2zcuJH333+f48eP09KlUvRI1qoP5qTXonVkoFfC8e3bt/PCCy+wa9cuQkJCqKysZM6cOVy6pLkxkiQJFxcXEhISmDZtmsE7bSj0STqblpbWzQNqsIanDpXIdxnF/OdQDrmVzQDYWcm5LyqIRxaF4uNiq3uCSBNNIF7VWsXeAk1IXWp5ajcPpxmeM4gNiWVV8Cp8HHx0PuZwJc0U29tpzThJS1IizYlJtGZmwlU5eKxDQ7GPmotDVDT2UXNRuLkNSd+MPSYXksvY89HZAb/Pxl7RzZvJM8gJFw87hIEmyNcDU0mu2unFVFNyidqSS9SUFFNTcom6slJEde9GPUf3Mbj7+ePmF4i7nz/uvv64ePvyyTNPIHZZd3KFgl9u2jZg49Nwj4s+vPDCC+zZs4fk5GQEQeDgwYMsW7asz4TjPXk+BQYGUlNTg5ubW59eDaIocuHCBcaPH6/1qhitnk+SJHH+/PluWkeypqamJnJzc8nOziY7O5v29nacnZ0ZP3484eHhBAUFcf78eSZPnoxCoRgRmvRde2q1mrNnzzJ58mTtMUe6pt7mSaVScfbsWaZMmYIgCKNCU2/zpFQqycrK0mrtT1Nn0tmReO03BANJOG4qvx+GgtGmVRRFcnNzSU9P59w5TZXsiRMnEhERQXBwMOfPnx81WvtjtM1tX1i09o4pJRzXy/jUE7W1tXz44Yfk5uYSHBzMunXr8Pf3N8ShjYa+FY/S0tL46aefuP766/U2PLV2qPkqpZAPEnIpqW8DwMXOivXzQ3hwfghuDgNYGCaYQLy6tZp9hfuIy4/jRPkJROlKmNV0j+nEhMQQExyDr6PvkPdtIEhKJa2nT2vyNiUm0ZqejtTlJhbAys8P+3nROERHYz83Citvr2HqrXHoaFNRVdTEmcPFXEgu77f9GH9HQqaNwTPYCc9AJ5zG2A48Kf4IRFSrqa8o0xqWuhqZWhvqe32fwsoaNz9/3PwCNAYmvwDc/QJw8/XD2q7n3FmHPvuoW+6nOTfezpK1D+rc15H6BV1QUMCECRPYvn078+fPB+DIkSPceOONHDhwgDlz5uhUfcxS7W70UldXx/nz5zl//jwFBQWIooivry8TJkwgPDwcHx8fs7geWbDQEyP12m8oLNXuzI+WlhYyMzNJT0+noqICZ2dnZs6cycyZM3EboofDFiwMN6PS+DQSGcwNiFqt1uuLu75VyWeJBXx0JI/q5g4APJ1seHTRWO6NCsbR5lrPBbVaTWZmJtOnT79yThNMIF7TVsPegr3E58eTUp7SzeA0zWOa1sPJz9Fv0OfqcUwMgKRW03buHC1JyTQnJdKacgKxpXuuI4WnpzZBuH10NNYm8gPGEGPS3qK8nJupkcoiTdW5uooW+sjzfg2rHprMhLm6e7EZE2Osk9amxm6Gpc5t3byYAq4xMjmN8UAYYDJjtUrFN489zxSXhZypP8Lt/31DJ68nuDImVlZWI+4GpNPLqTeioqJITOw/Kf5Arv3GutaYIiNRqyRJlJSUaA1OFRUVyGQyxo4dS3h4OBMmTMDFxaXH945Evfpi0To6GajWkWx8unjxIm+99RaJiYmcPn2aiRMnakOndWWgnk+WdTR66PyuSE1N5dSpU6hUKsaOHUtERASTJk0aNXmKr8Yc5rYTi9beMSXj0+j8pA0BA13UVU3tfHQkj0+PF9DYrrlBDXS34/ElYdw+KwBbq76PZ9eZG8jEEojXttVqPZxSylJQS1diT6eOmarxcAqJwd/R8F5wdgbIlyRJEh05OZoE4UmJNCenINZ391KRu7hgfzlBuEN0NNZjx5rsk/OBjElbk5LKwkYqOqvOFTXSUNlz5QRHNxtsnayoKmwyVFeHDH3WyRUvJo1hqfZyyFxNSXHfXkzWNrj5+l1jZHLz88fa1nD5vQRkzPFYg7VgwxyPNQgDTN9na2s7IuPEZ86cyYEDB7rty8jI4Omnn+Y///mP0fIMGuJaM1IYCVqVSiV5eXmcP3+eCxcu0NTUhJ2dHePHj2fJkiWEhYVhY2Oj07FGgl5DYdE6OjEXrWfOnOGnn34iKipKG1ZobMxlbGH0axUEAX9/f3x8fAgNDaWjo4OTJ0/y7bffYmtry7Rp05g1axY+Pqbx8NSQjPa57YpFq+mjk+fT5s2bAbj11ltxcnLS/q0L999/v/69MzJDEXpxqbaF/yXksiWliPbLFb4meDvyxNJx3DDdF4UuCZVFEXIPaLycLuyGTo8iZ3+Y/SDMuh+cvPs+hgGpa6vTGpySy5K7GZwmj5lMbEgsMcExBDgZzyNIkiRaklOwnxs5IEOQJEkoi4poTkykJTGJ5uRk1JcTgXYic3DAPjJSa2yymTBhwJ4ppkZLQweVhY3d/jXWtPXY1tnDFs9AJzyCnPAKcsIj0Al7Z2udcz6ZkudTf2i9mIovUVNarN2uKy/r24tpjAfuvp2hcleMTPp4MelD3c5cmhKKr/RncQCu143V+f0j+en31eiS8+lqLGF3I4/m5mays7M5f/48OTk5KJVK3N3dCQ8PJzw8nMDAQGQj/DptwYKxGcnX/s4KnAAPPPAAJ06cMKrnkwXzoLq6mvT0dE6ePElTUxO+vr5EREQwbdo0bG1th7t7FiwYhBHn+fTAAw8gCALR0dE4OTlp/+4LSZIQBMGkjU/G5GJFE+8fzGFHRjEqUWPfmxnoypPLxrFiohcyXZItX04gLqVsRBjmBOJ1bXXsL9pPXH4cSaVJ3QxOk9wnERMSQ2xwLIHOgUPSn4aEBE4kJDCnvQ2XxYv7bKssK9PmbGpOSkRVUtrtdcHWFvtZs7CPisIhOgrbKVMQRqD7rUqlIi0tjfDQKdSUtHYzNDXXtff4HhdPO21ups7/bR2semyr6Mc7b6DthgKVSkVaaipj/Xxo6MzHVHyJ2lKNkam1saHX9yqsbXC7nOTbzS8Ad/+Ay9uG9WLSBUmUUNe3o6ppQ1nZQtPh4m6vNx0txjkmGJmi/5tvlUpFenr6iH1iMtR0jldERMSodcvvxNS0VlVVacPpOquIBQYGsnjxYsLDw/Hw8BiUF6qp6TUmFq2jE3PSOtTGZXMaW3PWOmbMGFauXMmyZcu4ePEi6enp7Nq1i/j4eCZNmkRERAQhISEmG/HQH+Y8t6OZkaxVp95+9NFHCIKAr68mOfTHH39s1E6ZMmpRIjmvhorGNrycbJk71h15F0PSqUv1vHfwIrvPlNHpU7ZwnAdPLAtjXugY3S5eVyUQFwC1lQNCxH3IIh8dsgTi9e317C/cT1xBHEklSaikK54gE90naj2cgpyDhqQ/Xan76ms8U1OpKyu7xvikqq6mJTn5cihdEh35+d3fbGWF3YzpOERFa4xNM2YgG2YrsD5IkkRTbbvWwFRR0EBZXgspLUnXNhbAzdv+SsW5y55NNna6X7A8g52QKQREVe/OkjKFgGewkz5yBk1rU6PGsFSi8WKqKdaEytWVl3K4jxCzTi8md/8A3HwvG5n8/HFyHxovJtDMpdiiQl3Thqq2DVVNm2b78t/q2nYQ+3BSVUs0xBfo5P0kCAKurq7dqr+NZJYuXYoxUxcKgoCbm9uI/eE5EIZbqyiKFBUVacPpqqurUSgUhIWFcdNNNzFhwgQcHBwMdr7h1juUWLSOTsxJqz5cXem0sbERQBt23l+l085qqENdxXA4Kp1erXWka+ptngDc3NxQqVTI5fJumiZMmEBoaCitra3aJOWnTp3Czc2N6dOnM2vWLBwdHU1OU3/z1Onh3XVuTH2e9Fl7nVo7K3+OBk29zZMkSd206qrJFNDZ86kr69evN0ZfTJ7dp0t55YezlNZfCVfydbHlpRsm4+ZgzYYDFzmcfSWEK3aKN08sHceMQNf+D95bAnHvqRD5CPJpdw5JAvH69noOFB0gLj+OxNJEVOIVg1O4W7jG4BQSQ7BzsNH70hVJFKn98kvEyz8cWhISsFKpaEk4TMU//w9lcTGq8nLUdXW0X7jQ/c0yGbZTp+IQFaXJ3TQrApl9z1XETBVJkmioarvizXQ5GXhbk/KatoIAbr4OVwxNQU54BDhibTs4y7iTuy1rX53X4zk7sXW0wsndeG7KapWK+orya6rJ1Zb048VkY4Obr/8VI5Pf0HsxSUo1qtr27oalmjbUl41NUns/XwxyAbmrDerqnsMldfV+ksvlhIaGkpWVpa8Us0IulzNu3Ljh7saQMBxa29vbycnJ4cKFC1y4cIHW1lYcHR2ZMGECMTExjB07Vvuj0tBY5nZ0YtFqoZPXXnuNV1555Zr9WVlZBAcHa78Hp06dSmZmJnZ2dkycOJH09HTc3NwYN24cx44dw9/fn+DgYI4dO0ZYWBj+/v4kJCQwdepUvLy82L9/P5GRkbi7uxMfH8+iRYtwdnZm586dxMTEoFAo2LlzJ9dddx0qlYr4+HhuvvlmGhsbOXz4MNdffz11dXWkpKQQGxtLVVUVp0+fZvny5ZSWlpKTk8PixYspKiqiuLiY+fPnk5eXR21tLZGRkWRnZ9Pa2kpERIROmpKTk6/RNG7cOPbv3z+qNPU2T+PGjeOnn37qU9Ps2bOpqqripptuIjk5mcOHD5OQkEBQUBA2NjbcddddVFdXm4ymvubp3LlzhIaG0tbWNqLmaaBrr6WlhYsXLxIeHk5NTc2o0NTbPNXW1lJcXEx4eDjFxcX9asrLyzP69VZX9Kp219TUpFM5a2PxySef8OCD15YVf/7553n99dd1Ps5A8n7sPl3KLz5L67fol1wmcPMMPx5fGsYEbx08QHRIIK5Sq0lOTmbu3LlGca1r6GjgYNFB4vLjOFZyrJvBabzbeGKDNQansS6655QxNOqmZrKXLUO6bHySAKHL/1djEx6OQ3QU9lHR2EfOQe40PN44+iCJEvWVV8LmKgobqSpqpL3l2hxEMpmAu78DnoFOjAlwoKKxkIWrIrGz1y3Z7kBQKZXknEhCrerd+CRXWBE2JwrFIG8WWxsbrkn0XXvZi0nsw3rvNMZTEyp3OQeTs7cvheWVLFy+Aisje7dJooS6oaO7x1IXI5PY2NHvMWTO1ijcbVG42SJ3t9Vsu2u25U7W1O/O65br6Wp0yf2kUqlITk7G2dl5ROb9MAQDufZ3jpexrr+mhD5aO9QdZFRkEOmjyb8nSRIpZSnM9JqJtbznz1xDQwMXLlzg/Pnz5OXloVar8fLyYsKECUycOBE/P78h8eSwzO3oxKK1d0Zyzqeu6Jrz6WrPp+LiYiZPnkx+fj7BwcF9ejWo1WpSU1OZNWsW1tbWo9rzSRRFTpw40U3rSNfU2zxJksSJEyeIiIjA1tZWZ03Nzc2cP3+etLQ0SkpKsLe3Z/r06cyYMQMfHx+T9ahRqVQkJSURFRWl/XskzJM+a0+pVJKUlER0dDQymWxUaOptnjo6OkhJSSEqKgqZTNavptbWVnJyckZOzqer8fb25pZbbmHdunXExMQMW5LP3bt3dyuh7O9v+IpqoAm1e+WHs/0anu6LCuLxJWEEuvfjVTPABOIymQx/f3+DjnNjR6PW4HS05Gg3g9M413FaD6dQl1CDnVNfxPZ22s6c0Rqe4IrB6erbE/9//hP7uZEo3N2HrH+DQRQl6spbuicDL2pE2XatgUWmEBjj56jNzeQV7IS7n4M2x5ImZEXCxtY4XgKlF7L48Z/9G3fveulvBE6Z3m87jRdTWY9GJp28mC4n+tYm/fb1x+qq5JCiKKIoKkJuoBsQsUV52XupFXWN5n9Vbbs2XA5131cJwUauNSZ1NSwp3GxRuNkg9JEvS1SJNB0t6fP4ung/yWQy/Pz8aGoaeZULhwNjXH9NlYFq7VB38Kv9v+JoyVHWTlrLs5HP8mbKm3ye9TkL/Bbw7vJ3sZZbI0kS5eXl2vxNpaWlCIJASEgIK1euJDw8HDc3NyOruxbL3I5OLFotdGJjY9Ot8mVDg+a3RafhrasBruu2QqHQjm2nMaZzf9c2nXT1zhzItiAI2u3Om1Rdt3vre1+aetsWRfEarSNdU0/bnTfw/v7+2NjYaB9y6KLJ0dGR2bNnM3v2bCoqKkhLS+PkyZMkJiYSEBBAREQEU6ZM0a6dqzVJkkTbiVTs50YaXFNf23K5nMDAQG2I4UiZJ322O7V29nU0aOptnhQKBQEBAX1q7a3vw41ed2RhYWF8+eWXbNmyBU9PT372s5+xdu1aZs+ebej+9cns2bPx8PAw+nmS82q6hdr1xg3T/fo2PF1OIE7KRhhAAnGZTEZw8ODD3Jo6mjh46bLBqfgoSvGKB8s413HEBMcQExJDmGvYoM81GCSVirbTp7UJwlvT0pH6y08jl+P3+ms4r44dmk7qgagWqS1roaJAY2CqKmyk8lITqh7CreRWMjwCHLuFzrn7OiDvx6hgiHXSG95hExAEGZLUe3ljQZDhHdY9J1mnF1NNSRG1l8PkakqKqdfZi6m7kcnJfYzOuZgGOiaSSrzisXR17qWadqS23ivgaU4ooHCz0RqX5G5XjEwKd1sEO4XeHh3tuXX9GrdQS7Tn1mE3oXfjq0wmIzAw0BJ2pyPG/lyZEgPR2ml4Ol5yHIDPsj4jpSyF87XnAUgsTuSZb59hlf0qLl64SENDAzY2NowbN4558+Yxbty4YU96b5nb0YlFqwVDYE5ja9E6MLy8vFi9ejUrV67k/PnzpKen88MPP7B7926mTJnCrFmzCAgI6PZ7r/nwYYp+/hiB//sAx0WLBitDZyxzOzoZyVr1Mj5lZmaSmZnJ5s2b+fLLL/m///s/3n33XcLDw1m3bh333XcfQUFDn4TaWJQ19G946rPdVQnEAbBxhpn3wpyH+00grlKpOHbsGPPnzx+wC3mzsvmKh1PxUTrEK6E/Y13GsjpkNTHBMYxzG76cAZIo0n7u3BVjU8oJxJaWbm3knh44REWDlYKG7d9dcwyfV1/B5cYbh6jH/aNWidSUNGtyM3Uamy41oVZea7hRWMu0CcC9Lhua3HzskckH9iRzMOtEF6xsbHD29KS+orzXNnbOzqTv/oG6shJtPqa2fryY3H0DrjUy9eDFpA9Xj4kkSohNHVfyLV2Ve0nd0EF/Lo4yJyuNp1IXDya5my2KMbbInW0QdKlkqQe2oa643ByG2EP4ZSdyBwW2oa59HqdzTNxHiHfgcGPsz5UpMRCtGRUZHC052m1fblUuga2B+LX44dPqg5VkxVnHs0yfPJ3w8HCCg4NN6umbZW5HJxatFgyBOY2tRat+KBQKpkyZwpQpU6ivrycjI4P09HQyMjLw8PAgIiKCGTNm4ODgQENcHAANcXFDanyyzO3oZCRr1bu306dP56233uLvf/87e/fu5dNPP+W7777jj3/8Iy+++CILFy5k3bp1PPzww4bsbzemTJlCVVUVwcHBPProozz33HN9/rC9Ova70/22v6oX1Y2tOvWnulFzbKVSiVxSIcv6HjH5f8iKU7RtJO8pEPkoqkm3oLB3BTS5dPqK6wQICQnRxnT2F9fZ0NZAwqUE9hTu4UjxkW4GpxDnEGJDYlkZuJJxruO08b+iKA5ZrKpCoaAtO5vmxETaUk7QnJyMWF/fbSzlLi7YzZ2LXdRcnObPRx4UhCAIlP/xjz2OfWtKCk433zws8bftbUoaKtqpKGigoqCB6kvNVJc09VgVzspWjkeAI17BzowJcMAzyBF3XyetN1Hn2pMuW0AGGlMcEhKiPZehY/QlSWLenfexe8M7vX4GWurrOPLlpmv2O43x0Houufr44u4XwJiAIOycXZBfdlHuKQeBPvPU0dSG0KhGVdNKe0UzoaUu1GzOQl3ThrquHfqo1gcgWMuRu9kgd7fByt0OmZsNcjcbrD3sEZytNK/3EvstyASjrj3HaF/tdrtKzdHqehZ5uiFH6nZdUF9+b0/XiM510nn9s9A3MpmMsLAwswhrGYjWSJ9I7pt0H9tOb8O/2R//Fn882zyRIaPGuoYLLheImBLBs8ufNdmxs8zt6MSidXTS0tLCzp07ASgoKKChoYFt27YBsGTJEjw9PQ16PnMaW4vWwePi4sKSJUtYvHgxeXl5pKWlsW/PHvbt2UOIjQ0Bael4CQKNu+OoCgjQ9MXJCbef/cyolZUtczs6GclaB20qEwSBVatWsWrVKlpbW9m+fTuffvope/fu5ciRI0YxPvn6+vLKK68QFRWFIAh8//33/OlPf6K4uJh///vfvb6vt6oXp0+fZtGiRb1mtB/TVoyNTKJd1Hg0+FGFm9BIreRECZqwPycriTGKVqgrpGjri4TUHIbWamSAJLNCmHwzh9vDmXPrUyisrAaU0b6mpoaLFy8SFBTUa0b7sxfPklCUwEX5RQ4VHUIpXQmp87Xx5cbwGwluDWa823gmTZpESkoK+W75Q5OlPyGBVTNmULFvH2Xxe3AuLERdVdVtDkRbW5yjomgPn0C1nx9z77qLnNxcympriQwN5dy5c7S2thK2YgW1e/cheHvju24dJZs3I1RU4LhixZBUHrhuzQ0Uni8n+VAm3s7BlObVUlfWCtK13i4yK/ALc8PaRUK0bmbBytlUNhRTV1dHZOR4zp07R1FFOR7+EZw+bZhqCllZWTg6Og6qmkJNdRXHDuxn8tgQirLPk3/uLLaSSFVxIR3NzX1+Np18/LB3H0Po5Gk0qyUcPDyJXLiY01lZWk0pKSmoHV1w9vDUq4rMwvkLcFDbcPin/USETkNqUHLpbB5etu6oa9qQWq8N5euW6luADlsJJ3832q3V1KgaGDd7IpXtdZQ2VxK1dB45OTmXK0RMvbz2KonwjtAmNx3uqhdTl6/kxbQsJtaW84ZPCG95O1CZfUHnSh7N/cyjhSt05v0wB3TV2tjYSFZWFj5nfbih6AYkJCptK8lwz6DEvoQ2RRvhbuE8v+J5ZILp/jCyzO3oxKJ1dFJRUcGdd97ZbV/n3wcOHGDp0qUGPZ85ja1Fq+EQBIHQ0FCCvbyZ8M//I9/NjbywUHKjo7COmIl3eTne3/+AT1kZjlZWuNx8C3JHB6P1xzK3o5ORrFWvane90djYyLZt2/j00085dOgQcMWbyNg8++yz/OMf/6CoqAhfX98e2/Tk+RQYGEhNTQ1ubm69ej4dy65g7cZkRAT8qGS/zTPYCkraJCuWt79FKWNYIjvFO6GpuBfv75ZAXB1xP7I5DyA4+Qwqo/3hw4dZsmSJ1vtJoVDQ1N5EwqUE9hbt5fClw7Spr4T9BToFsjpkNSuDVjLBdcI12fuNnaW/rbiYjtRUmhMTaU5KRlXSPVGyYGODbUQEjvPmYTd3LtaTJmJla6tT5QFlaytqQdC6G8olCSs7O4NrUrapKC+op7q4harCJioKG6gra6GnT4ytgxWeQY6MCXTEO9gFj0AHHNysr/EeMmY1BVEUOXToEIsWLcLa2rrfeWptqKfyUiEN5WXUlFyiuriIutIS6ivK+szFZOfsQmtD/TX7b3n+z4TMmDVoTYIg0FHXilTfgVjbQXtVM2JdB2JtO8rqVkRdQuMcrJC72yK4WFHaXEnI9HEo3G2x8XREcLJCEqQRW/Xiu5Iqns4upl2UkC7nE3AA3goP4FY/j341ASQkJODl5TXiKx7py0Cr3SUkJLB48eIR59o8UPrSWl9fT1ZWFmfPnqWoqEjztG0MJIvJlNiX0CG/tprj2klreS7yuSGpXKcPlrkdnVi09s5oqXanL5cuXSIwMJCioiICLnuf9IZlHY1OhlKrsqSE4t89Q0t6OrVubhQHBFDu402tuzuSTMYYV1fCJkwgLCyMkJAQo1Qhs8zt6GSgWjs6Orhw4cLIrXbXFbVazc6dO/nss8/48ccfaWtrQyaTERMTw7p16wzRR5246667eOutt8jIyOjV+HR11YtO+qt6ERXmibeLHaX1bXgIDdgKGq8iW0HJQ/JdLJdnECorg0uX39Algbi8SwLxwWS0nzZtGjKZjHaxncOXDhOXH0fCpYRrDE6xIbHEhsQS7hZ+zQ9+Y2bpV9XU0JqcTHNiIi2JSXTk53c7N1ZW2M2YjsPcKOyjo7CbORNZD4u/ryz9deUtKC8n55YkkQCvUBrK2xEEGdCIlY0cV297vTSJKoGS3DoqixqpKGikqqiR2vKWHo0cds7W2txMnf8c3Wx6vcHSpfKAoaopTJs2Tfu3lZUVapWKuvLSLom+L2m325quVA+8GisbW20eJjdff9z9NSFzbj5+KGxs2PirR7BtsCVizErSq/fS5txGaMScbmPQlyaxXY2yshlVdduVBN9dci9JPeTG6opgJbtSJe7q6nFutshsrlQApMoTJw+PHl1Tu87NUM6TPlUv1JLEb88V8lVZ7eVB6JLIEvjF+Uscqm/h7YmB2nP1pEkURSZPnkzVVd6HFnpGJpMxderUEenaPFCu1lpbW6s1OBUXFyOXywkLC+OWW26hyaWJxw893ufxPsv6jOVBy4n0iRyK7g8Yc57b0YxFqwVDYE5ja9FqHKz8/Aje9Anno6Jxr63FvbaWaadO0eHsjOLD/5FbUMD58+dJTk5GJtMUgwkNDSUsLAxfX1+D9NEyt6OTkaxVb+NTYmIin332GV9//TXV1dVIksTMmTNZt24d9957L97e3obs57Ailwm8tsKVt7YfZ5GQ2e21R6x2A6CU22M1536dEogPlHaxnZOtJ4k7rDE4taqu5KAKcAwgNiSWmJAYJrlPGrInzOqGBlpOnNAam9ovXOjeQCbDdsoUHKKjsI+Kxn5WBDL7PioB9kNdeQuf/zmx33b3vRKtNUD1RluzksrCxm7/6it7zuvl4GqjNTB1GpwcXK81YA43LQ31WsNSVhcjU115KZLYuyHHycPzcqLvrkm/A3B0H9PnWlp2/2M0fZGPi7UH09yX4HhvSLf2klpCXd+OqqYVdU27xrDUpXqc2Kzs9dgACCB3sbliWOpM6H3Z2CRztNJprctkMry8vPptNxKoU6qvGJ56YUtZDS+G+THGuvdLu0wmw9PT02J80pHRtIb6QyaToVAoOHbsGGfPnqW0tBSFQsG4ceO47bbbmDBhgvYBToe6gwV+CzhechwRzTUm3C1cW+1Ohox5fvOY4Tlj2PT0h7nNrUXr6MOctA415jS2Fq3Go/XUKaTW7vcY1g0NBKtUTLnxRiRJoqamhtzcXHJycjh69CgHDhzAzs6OsWPHEhYWRmhoKK6urnqd3zK3o5ORrFUv49P48ePJzc1FkiT8/f159tlnWbduHVOmTDF0/3Rmy5YtyOVyIiIiDH/wuiKWxq1mqc21YQWdWKGCeU+Ba6BBTtmmauNo8VHi8uM4eOlgN4OTv6M/MSExxIbEMtl98pAYnMSWFlpS02hJ0oTRtZ05A1cZNWzCwy8bm6KwnzMHeT/hLAOhrqKl/0aX23U1PrU2dlBxlaGpsbrnqoRO7rZ4BjvhGeik/d/eeXhdE7uiVimpuxwid7Unk65eTF2NTG6+fljZ6FdRzq3cHRsbTQjrGBtfrE5YU1uYjaqmFVVtO+q6NujbeQmZveKKx5LbVd5LLjYIisFb85VKJfv372f58uXdPIlMCbUkUaNUUdGhoqJdqfm/Q0llh4ryDqV2u7S99+tPVy61d/RpfFIqlRw4cAA/Pz9DSRjVjIQ1NFiqqqo4e/YsZ86coaKiAisrK8aPH8+CBQsYP358jy7a1nJr3l3+Lr/a/yuOlhxl7aS1PBv5LG+mvMnnWZ8zz28e7y5/F2u56VxDr8Yc5rYTi9bRiTlpHWrMaWwtWo1H04EDADiuXIH3c89R/sabNO3bR9P+/djPmoUgCIwZM4YxY8YQGRmJWq3W5vfNzc3lxx9/RJIkxowZo/WKCgkJ6TGSpycsczs6Gcla9cr55OTkxB133MG6detYtmzZkOdziI2NZfny5UybNg2A77//ng8++IBf//rX/OMf/9D5ODrn/cj6Eb66r/8D3v05TLpB5/NfTbu6nSPFR4jLj+NQ0SFaVFcMLj52Pqweu5rVY1czeYzxDU5iRwetGRm0JCbRnJREa2YmKLt7q1iHhGAfHYVDdDT2c+eiMGLp9gvJZez56Gy/7WauCsTaVqE1NDXVtvfYztnT7kroXKDmf1vH4f/wSpJEa2ODxrBUfIna0uLLBqZL1JWX9enF5OzhhaOnF15BIYzxD9QYmfwDcHTr24upN8QONeraLuFwl/9XVreirtChAqRCuDYsrouRSWZr/HhsURSpq6vD1dV1SF1TJUmiWS1eNh5dMSZ1NS51/l/VoerPTqczfjZWpM7r+/ogiiI1NTWUlZWZbd6PgeR8Gq41ZEwkSaKyspKzZ89y9uxZKisrsba2Zvz48QQFBTF9+nRsbXUzTHeoOzhZeZI53pqwW0mSOFF+ghmeM0za8ASjc257w6J1dDJQrZacT7rnfLKso9HJUGttSUtDWVyC8w3Xa78jG378CSt/P+xnzer3/W1tbeTl5ZGTk0NOTg51dXXIZDICAgK0XlF+fn69arHM7ehkoFpHfM6niooK7OzsDN0XnZk4cSIbN27k0qVLiP+/vTsPb6pK/wD+vVnbpmmS7nuBQimUtbIjlrUMoDgOiuAGOj8FZQAVZFwBN7YB1xnXURwdEcVBBYGyln2VVaAVKKUtXei+t9nu+f2RJjRN2qZL0iZ5P8/Th+bm5va859x7SN6ccy7PIyYmBu+99x7mz59vnz8otDEpYet+9aj1ahzJPoJdGbuwP2s/qrS370IVIgsxTKmLSkQf/z52TTgxnQ61Fy+i6vgJVJ04jpozZ8HU5okbUWgIZMOGm0Y3iTvh1Mpzu7PMN3CAMtDLbH2mgAhvSL06NtGk12lRmpeH4ty6JFNONopzb6Ik+yZqqyobfZ1Y6gHfsLp1mELDTb+3ZhQT441T4+oSSyXmSSa+spmpcQ3LFiWH99AQ0+glgbcEnKBjFxoWCATwbcekqIbnUajRWSSQ8jU6FGi0yFffflzTRKKwIQ6An1iEQIkIgRIxAqV1/9Y9Dqj793BJBV66mt3ocf7eNbjZfkIgEEClUiEvL8/m8rmz9j6HOgpjDLdu3TIlnIqKiiCVStGzZ0+MHTsW0dHRrfr2TCKUmK3pxHFcp13jqSFXaVtbUKyuyZ1idTR3qluK1X684uOBekkmjuOguMf2gQoeHh7o1asXevXqBQBmU/SOHj2K5ORkeHh4mKboRUdHm03Ro7Z1Tc4ca6uSTx2ZeAKA999/H++//77j/qBf93bdT6PX4GjOUey8sRPJWclmCadgWTASowxT6vr69zXdAct4C/b2GlrHeB7q1FRUHT+B6hMnUP3bb+Ab3H5dGOBvWiBcNmwYxOHhDh/lxhhDRVEtbqWX27S/TClFeE+VKdHkH+ENiQNG2FhjGsWUnYXinNsjmEpys5sexcRx8Klbi0kVGgbfkLokU2hYk6OYtFotdu3aZTpPGGPgq3WWo5eMSaZSNaBveuAj5yGCyM8DIpUUQl9PCBQSlG+7bnVKnfZmJTyfDICgHabLtZeGdWINYwwlOr1hdJLaMqlUP7lUrG3Z3Tu9hQJTEimgXjKpYXLJTyyCyIZEXXcvKV5Py0Etb9luHgIO04Ob/49Iq9Vi9+7diIyMbFEs7sqWc6izYowhNzfXlHAqKSmBh4cHYmNjkZiYiG7dupkthO/MsbaGO8VLsbomd4rV0dypbilW5+Hr6wtfX18MGjQIPM+bTdHbtm0bGGPw9fU1TdELDw/HgQMHnDbelnD2tm0JZ47Vpml3X3/9NQDgvvvug1wuNz22xWOPPdb60tlZS6ZeoCgNUFcAV3cDyW/d3j7mVaDHBEAqB/yiG325Rq/BsZxjpoRTpfb26JYgryAkdklEYlQi+gX0g4Az//DOGENFRQXkcnmrkz+MMWiuXzctEF598iT0ZWVm+wgUCsiGDDElmyTdujk02cR4hrLCGovFwNXVOpuPMeGJ3ogZEmzHUloyjWLKMSSZDOsxZRnWYmpqFJOHJ3yN6y/VW5NJGRIKscS2udxMy5uSSbriGtTkVUBQxZtGLzF1M8kSIWe+3pLZ71IIGowQK91+HZUHGx95431XOJSTu9pUdnur1vPIV2two7QclSIxCrR65Kvrpr81mA6nbcHsYxEHs9FIDUcnBUpECJKK4S8RQWaHaQ0fZd7CG2m5FtuXRYfi6cjmFx9kjKGsrAw3b95026kXLen726P/dSTGGLKzs00Jp7KyMnh6eiI2Nha9e/dG165dG21zZ4u1rdwpXorVNbU0Vpp2Z/u0OzqPXJMrx1pbW4sbN26YklHFxcXgOA4hISHo0aMHoqOjERYW5rJT0ly5bRtqaaxON+1u9uzZ4DgOw4YNg1wuNz1uCmMMHMd16uRTixgTS5W3zLeH9ANCB1h9iVavxbHcuoRTZjIqtLcXhQ70DDQtGm4t4VQfx3HNJ8caYIxBe/OmKdlUdfIE9AXmd7cSeHnBa/BgeA0bBtnQIZDGxoJzUIfE8wxl+dXIz6hAQVYFCusSTZpay2SJQMhBppQ2ulC4IzDGUFN3RznDTzZK6n4vy7/VzCimQPiGhtUlmCJMv9uyFhPjGfQVGuiLLKfF6UpqwZc3vwi1wEdife0lPw8I5bZPjeN1PCqP5JhtuyIXIKbiduyVR7Lhkxhlt9FPesZQVC95dEvTIJlUL7lUoW/ZSkoqkdA0OilI2nhySSUWQtCB/6k9HRGIUSo56qfLOAB9vG0bkcpxHORyuV3K5opa0/+2C+MXHs18sQEY+qesrCxcvnwZKSkpKC8vh0wmMyWcunTpYtObzQ6LtYO4U7wUq2typ1gdzZ3qlmJ1DcaRzbGxsQCAkpISUyLqxIkTOHDgAKRSKbp162YaGaVSqTq41O3Hldu2IWeO1abk05dffmnKnNZ/7G7+dfZf+OTCJ/ib0gdzSsvxidIH/zq2GHOrrmHewHkADAmn47nHsfPGTuzL2ocKze2EU4BngGmE04DAAU0mnOozTrubPHlyk0PrtLduofrECcNUuuPHoc0xTxRwUik84wdCNnQYZMOGwiMuDpwDhurxeh4ledUoyKpAQV2yqSCrEjoro3KEIgH8wr1vLwYeKYdvqAxXTuZg71enwfjG73rHCbyg19k+SsoawyimXIsFv4tzbkLdYFpifYZRTOEWSSZbRjHxNTrr0+Lqfm92apxUaFhjSSlBZmkOut/RCxJ/mWn0Eidun2831ddLTWWpEQKre3ng1zAx7rmpxd9TauHBA9AzqK+XwjPG9nnIjDFU6HlDAkldb3FujdYiuVTUwsW5pQIOcp0GUQofBEklpgRSkNR8Kpy/RASpk3wTxHEc+sq9mt+xEVqtFjt27EC3bt3asVSuy9b+t10VpQEf1luIdP4ZiwQUz/PIzMw0JZwqKyvh7e2NXr16oXfv3oiMjGzxt5sdEmsHcqd4KVbX5E6xOpo71S3F6ppUKhX69++P7OxsPPvssygoKDAlo3bs2AGe56FSqUyJqK5du9p8s5HOyJ3a1pljbdXd7lxFS6ZeGBNPRkN9e+NE8e27r03pOgUSoQR7M/eiXHN7fSJ/T39MiJqAiV0mYmDgQJsTTvUxxlBbWwsPDw+zpJ+uuBjVJ0+aRjdpbtwwf6FIBM/+/SEbali3ybN/fwhsvDVna+n1PIpzqsymzRXdrIROa5kyEEkE8A+Xmy0GrgrxglBoWUfHNx/GkR8+AFjjySdwXhg5fQGG/eXOJstoGsWUffP2gt91SaayW7fAWDOjmMLC4RsSBlXdNDnf0DDIVL6NJmSZzjA1zjKxpIauqBastpmEmYCDUCW1HL3k6wGhygMCL5HpDhrWzpP2wnQ8Kk/l4dvycqwU1kAtMNQJGIOUB17Se+IRhQ9kg4LBiQTQ8Lz5nd4aJJdu1VtLydoaRo3hAPhLRAhqYupbUN2aSjIBB7Vabbc6cUaMMVRXVyM9Pd1tp160dNqdPa8rq3LOAZ8l3H781AEgdAB4nseNGzdw+fJlpKamoqqqCj4+PqaEU0RERJvK2CGxdiB3ipdidU0tjZWm3bVs2h2dR67HnWIFGo9XrVabTdErKioCx3EICwsz3UUvPDzcqabouVPbtjRWp5t219ATTzyBvn374rnnnmvv8nRKGr3GLPEEwCzxBADb0reZfvfz8DNLOAkFbf8PXiQSQV9ejprTpw3JphMnof7jD/OdBAJ49O5ddze6YfCKHwiBTNbmv90YvZZHUU6lWaKpMLsSvM4ykSD2ECIgQm74iTL8qwz2gsDGKV+xdw7A0R/lYPqmRj7JEXvnANNjnVaLslu5hiRT3ULfxoRTU6OYJJ6eUNUt8m1KMoWFQxkcYnUUE+MZ+AqN+egl4+8ltdCXa4BmcisCb/HtxFKDJJPQRwpOaFs91V88uL3xQg4PSypxUlILQwqoDsdBLQSWC2uxTqNByOkyFGh0KNG1bHFued3i3AF1096sraUUKBHD18bFuQFD52zPOnFW7vihoy0cdg4Zp9oVXjFt0kOA9EtncPngWaRm3EJNrRpKpRL9+vVD7969ERYW1q5vstztenGneClW1+ROsTqaO9Utxeq6rMVrvNttz549AQClpaVWp+h17drVbIpeZ0/quFPbOmusrSr1hg0b3CbxBADn8s/ZtN+YiDF4tPejiA+Mb5eEE19djerTZ1Bx7Bjydu2CR04O0GBtIWlMjGmBcK9BgyC00/xPnUaPwuzK29PmMitQnF0F3sqIFYmnCAGR3giI9EFApDcCI32gCPC0eW0ha5SB3ug7diQu7N7c6D5hMaE4l7TRlGQqy296FJMiINCQWAoJM9xNri7hJFNadq58rQ66wlrUFFeY1luqv/YSrCTczP6cRAChqt6IJWOSya9u9JKk7eeLTqdr9RDMKr3eMDpJbb4Q9616C3PfrNGguJmEUoWeR0W12vRYzHEWd3oLkIgQKBUjqN7jAIkYXlZGvLVVW+rEVel0OuzatYum3dnIYedQval2DEAaonARsfgD0ag9mgUVK0U8rqD3g8sQEjvYLm8A3e16cad4KVbX5E6xOpo71S3F6rpsjVepVOKOO+7AHXfcAZ7nkZuba0pGJSUlged5KJVKsyl6np62rTXqKO7Uts4ca6um3cXFxWHw4MH46quv7FAkx7F16gVjDKtPrca3Kd82us9DsQ/hxSEvtukDAa/RoObcOcMC4SdOoObCBUCrNdtH0qWLIdk0dCi8hgyByM+v1X+vMZpaHYpuViI/07AQeH5mBUryqsGs3d5dJq6XaDJMnfPxb//hjjqtFkXZWfj2pefAeNtH1Eg8PevuJlcvyRRqOYqJ6XjoS9VWF/XWF9eCb+6OewJAqJCapsKJ/MzvHCeQie3+bQFjDDqdDiKRYRqejmco1Da4s5v69uOCujWV8jU6VLVwce7GSDjgv327IdBDjCCJGEqRsEO/JWlYJ8RQJ2q1GteuXXPbqRctnXbnkHMo5xzYZwm4iq7Yj+HI5YLhx4rRG1fQG1cQhELDeMO6KXj24G7XizvFS7G6ppbGStPuWjbtjs4j1+NOsQLtE69arUZGRoYpGVVYWAiO4xAaGmo2Ra+j+xR3atuWxuoS0+5WrVqF7OxshIWFtXeZOh2O46CQKprcR+XR8qGITKdD7cWLqDpxEtUnjqP69BkwtdpsH1FoCGRDh0IcHw/FnXdCUrfoe3tR1+hQmFVhNnWu5Fa11WlinnIxAiJ9EBh1e/qct0rabhc4YwzVZaWGKXI5txf6LsnJthjFFOQRhYF+43G2aA9u1WZA4uWFsJhedeswhZkSTsZRTIwx8JVaQ2KpqBY1V2+hom5anK64FvoydfNT42QiCH09IVJJIfL1hNBXevvOcUopODuM3GmIMYZynd6UTMpvcKe3vFo1inSGtZaKtLrmQjLjKeDqpreJESi1vpbSJ1n5+Dm/tNFjTA/2xV1+nevuC8bOmdym17dsSqS7s/c5xBjD1Zwy7MdDyOWCEclu4jG2CV2QBYveVWrfOxW62/XiTvFSrK7JnWJ1NHeqW4rVdbU1XqlUipiYGMTExAAAysrKTImoU6dO4eDBg5BIJGZT9Hx9G18L157cqW2dNdZWlXjatGlITk7GiBEjsGTJEgwePBhBQUFWT7LIyMg2F7KjMcbw0bmPmtznX+f+hTn95jR5oTGeh/qPP0x3o6v+7TfwDdYeEvr7mxYIlw0dCnFExO2hdf7+bYqjtkprmjJn/CnLr7G6r0whQUCUDwIivOv+lUOmlLRLR6LTalGal2M1yaSubmotJi8og0ORfyMNfX0ToJD4o69vAgrzN+CZzzeA03OGZFJR3cLeaSUoKs41rb3ErCx6Xh8nbjA1zmztJSkEUvtd4LV6HgVaHQrUWiuJJfOpcOoWLM4tAEyJI7O1k6Ris+RSoEQEmVDQbPu+2DW4yeTT3yIDbS6bIxinmDnjsFR70el02Lt3L027s5E9zyHGGK5evYr9+/cjNzcXkWH98NiA7ugiKQb30w+3d/zL54B/jCHx1OCud+3J3a4Xd4qXYnVN7hSro7lT3VKsrsse8SoUCsTHxyM+Ph48zyMvL8+UjNq5cyd4nodCoTAlorp169bkFL3SW9XQWrkDupFYKoQyqPm7PLtT2zpzrK2adicQCEyjSZr6sMpxHHS6ZqYrdSBbp16czD2Jv+76q9k2WQ1Dlad57F9O/BKDgwebHjPGoLl+3XQ3uuqTJ6EvKzN7jUChgGzIYHgNHQbZsKGQREe3S4KnplJze32mun/LC2ut7uvtK0Vg3fpMAZE+8I/whkzRtrvi1R/FZLib3E0U1yWayvPzm16LKTDI4m5yqtBweMmV4Ms1SPloB1SVtxNxGqEGHh4y8FVa68c0HdswNa5+gqn+wt4C7/adGsczhiKt7vad3upGJxVYGbVU1sLFuX1Egrq7vTWyMHfdgt2+YhGE7fzNw+Cjl5CltqzrSKkYJ0fEtevfIvbh7lMvWjLtrrX0PMPJ9GLkV9QiUO6BIV19Iaxb984i6RQZidGjR6NLly6GPqiRu90RQkhbuHvf35Jpd4SQltNoNKYpemlpaSgsLAQA0xS96Ohosyl6pbeq8e2y480e9+HXh9mUgCLWOf20u8cee8zl51LWNyBwAEaGjsTRnKNgYBicqscLPzH84y8cTvUUggOHEaEj0M+/HzRZWaa70VWdOA59QaHZsQReXvAcPAiyumSTtGdPcM28AWCMoaKiAnK53Gq9V5WpzUYzFWRWoLJEbeVIgI+/h9lC4P6R3vD0bv1JqNNoDKOYcrMNo5iys1Bct+C3pqbxO9NJPL0s7ianCg6FwicQrEJ/ezpcsRq6GzWoKElDaWktwAMqGBJPV+QCxFTwkOglpsSTwEvUYMRSvbvHKaXgRG2fGldVb9rbrXojkvI1WuSrDWsp5Wt0KNBqoW9BalfCcbcTSFJRXXLJcvpbgEQMTytT/Jo7T9rL+70i8XVOkcX2x0Lbf/2xtnJUnTgTY50Q27TmHEq6mIvXt15GbtnthH+IwgNL7+6FaGmlWdLpscceu510Mmo4tc7OU+2M3O16cad4KVbX5E6xOpo71S3F6rocHa9EIkGPHj3Qo0cPAIYv+4yjok6fPo1Dhw5BLBabpuipPIPBwMBZLjJgpqmRUUbu1LbOHGurkk/OvtB4S0mEEnww9gMs2LcAR3KOYM4JHwBlmHNCgWuhFbivvDseSFUia+VkaHNyzF7LSaXwjB9omEo3dCg8+/QB18LhcTqdDocOHcKECROgqeJRULcIuHEx8OoyjdXXKYO8DNPm6pJN/hFyeMhaPjTPNIopOwvFOdmGUUzZN1Gcm93kKCaOE8AnMND8bnJBYVB4BkCklUBf745x+mO10BTnIF9zs+nCcECNAFjdywO/holxz00t/p5SC9WAQKimRkPg0bqpcVqeoVBrOTrJIrmk0aG6hYtz+4lFVkcnBUnNHyvauDi38TxJTEy06xDMESo5Rqgc82G4rRxVJ85Ep9Ph6NGjLjEl2hFaeg4lXczF0/8902C9NQZRRR62/3gG/oLqxpNORn7RwPwzgLrC7lPt6nO368Wd4qVYXZM7xepo7lS3FKvr6uh4fXx8MHDgQAwcOBCMMbMpert374Zer4cgUAqxWgmJWgWxWgkBa105OzpWR3LmWFs17S4zMxNKpbLJ6QoVFRUoKSnp1B9wbL7bHc+j8OOPoSnIR2FVASRbkxs/qEgEz379IBs2FF5Dh8FzQH8IpC2fwsYYQ0VRrdm0uYLMCtRUWE534jhAGSwzjWYKiPSGf7gcEs+WJWJMo5hyDFPkSurWYirOyW5yFJPUSwZVaJghyRQaAV9VKHw8/OHJeYOV68zuHsdX2jA1Ti65PWqp3t3jBHIJjn16Bov7eeCmlwA8x0HAGCKqePzj91rcuWQ4BPVGNjHGUFo3Sqmg3rS3+usn3apbU6lY27Jpb15CAYKsTXczPpYa7vbmJxZBLHCujDRxfe4+9cJe0+70PMOdq/fVG/HEEC4ow0BxDvwF1cjTeyNT2gW/vHgfRA64QQEhhNTn7n0/TbsjpPPQaDT4/bdU7PnpJLTSEujFhhteCXUyiDUKiDU+EGsUEPASTH95MAIineOL787I6afdde3aFcuWLcPSpUsb3eeDDz7A0qVLXeKuSnx1DQo//CcAoKnmCvvwQ3iPGA6BTNai4zPGUFZQg4LMChRmVSC/LtmkrrJcL4sTcPANkdWtzyQ3rNEU7g2x1LY3EYwxVJWW1CWWsusW+jaMYirLvwU0kovkOAEUgUFQhYTBPygCfsoI+Hj4wUsgB1fN3Z4md1oN6Bm0KIAWBdaP5SG8fZc4v3rT4nw9IFJ6gBNb/1C2fmcqlg3xgp4D+LrRAjzHIVMmwMyhXrhj/yWogmTIV99OLmlakFsVckCA2JBECpCIESS1nlwKlIggE3W+N208z6O0tBRKpRICAX2wBahOrOF5HiUlJR1dDKfRknPoZHqxKfEkgQ5jJGkIFVYgT++NJHUMcnk5oOFw6kYJhkd3vmmq7na9uFO8FKtrcqdYHc2d6pZidV2dOV6JRILI8K7wrigEKgC9QA2ttBRaSSk00mLUygyziYQ6TyQfLkFM72hERUVBqVRaHTXemWNtD1qe4XBJBe5UySEEc9pYW5V8smWwVCsGVHVaQm8ZhHNfRMl/v7U6I5UBUD3yCHwmjG/2WIxnKM2vNl+jKasSmhrLRJNAyMEvzBt+YTIUVWdj5Pg7EBSlgEjSfOJDp9GgJC/HMslkwygm35AIBAd2g68iDD4efvCEN0QaEfhSDXTFtWBXjAnFatTAyrGEnCGxpJKaL+pdl2QSeFkOD9QzhmKtDvlqNfLLLe/0llZVi4uSWkNlN+hwGMdBzwEnoQcKyy2OrRQJrY5OCqp3x7cAiRi+YiEETjZvtj69Xo9Tp05h7NixTtcR2QvViSW9Xo8zZ84gNDS0o4viFFpyDuVXGBJPcq4W4yXX4MHpsFPdAzm8D1Dvfw/jfp2Nu10v7hQvxeqa3ClWR3OnuqVYXZczxSvkpRDWBMGjJgiAIRmlk5RDKynDrcI8pPxyEQAgl8sRGRmJqKgoREZGIjAwEBzHOVWsLZVRo8ZTl27gfEUN+ss98XHPcFx10ljtdu/4mzdvQi53jeFx2X+UYHdqBDDoxcZ3SgVkf5QgrKfKtInX8yi5ZZ5oKsyqtLpomlAkgF+YDAFRPgiI8EZglA98Q2QQmkYB9bZ4jfkoJvMkU1lBfpOjmAKDuiIooCt8fULhI/WDByeDSCMGK9eBL9cAeTD8gEGPCjQssUAuqTctTgqRrydEvlIIfT0h9JGAExjuhlip583u7FZQXIr8XPM7veVrtCjU6GDTSkqNJIc4xuCrZngqQIWeUb6mO74FSESQOtlF2VpisRgTJ07s6GJ0KlQnlsRiMcaNG4eUlJSOLopTaMk5FCj3QICgEuMl16BmQvyqjkUF87C6X2fkbteLO8VLsbomd4rV0dypbilW1+XM8Qp5KYS1AZDWBmD6nwfDO0CErKwsZGRkIDMzE0lJSeB5Hh4eHoiMjERkZCR69+7tdMmY5vx0qwTPp2ZCwxs+11+srMH4M2lYN2CI0633BLQg+fTGG2+YPd6/f7/V/fR6PbKysrBx40YMGzasTYXrLKrKrN85rqG862UoL6oxrdFUmFUJndYypSISC+Af4Y2ACDkCouQIiJRDFSKDsJE1QDS1tUhPvQxWU4XSnOy6O8s1PYpJLJBCJQ9BUEBXqOQhkEt94QkZRBoRWIUe0DOgEoYfAIAWetxej4mTCM3vGFfvd14hRhFjyGmQQMrXVKLgZolp2lu+Roca3vbFuTmYL84dKL09WilAKMKaS5lIb+SMZRyHUKEQCwZEtcsd7ZwRz/MoLCyEv7+/y3W8rUV1YonneRQUWJ8SSyy15ByS1+RhkvQKCvVe2KvpDnWD/2I5AMEKDwzp6mvHEreeu10v7hQvxeqa3ClWR3OnuqVYXZcrxevp6YmYmBjExMQAALRaLW7evInMzExkZmbiwIED0Gq1EIlECA8PN42OCg8P7/B1jlpDzxieT83E93kl4ADTjWz0DFDzenx4IRUHw0KxtlckhE40c8fm5NPy5ctNv3Mch/379zeagAKA0NBQrF69ui1l61QYXwHGNz5djRN44fgv1y22i6VCQ6IpUo7ASDn8I+VQBXlB0CDRxBhDZXGRxd3kGhvFJIAQXiIf+HoGI8A3wpBgkvjCA14QqUWApm5/HkBZvb+Duul9Ag5C5e1pcQKVFJVKCYrlYhR5CVAoYGZ3eMvXVCO/vBwFhS1fnNtbKDCb3mYtuRRYtzi3qInFuXO0Wrx5PbfR5+/rGeS2iSfA8B/MxYsXcddddzn9fzDtherEEs/zSElJQUBAQEcXpcU2bdqE//73vzh9+jRKSkrQo0cPLFiwAI8//rjdbjXb8BzS6/UWC/UyxnD06FHs2bMHgRHR2HBFAT3Mzzdj6Zbd0xvCTnoTAne7XtwpXorVNblTrI7mTnVLsbquzh6vrWsWW9tPLBaja9eu6Nq1KwBArVYjKSkJ/v7+uHnzJk6dOoWDBw+C4ziEhISYpulFRkbCy8urXeOwh1KtHt/nGdZoZQBEeh2U1ZUolCshAsMDtSVYlSfFq93D4Cex22S2dmfz3e4OHDgAwPAme+zYsZg9ezZmzZplsZ9QKISvry9iY2M75Ulen613PLp4MB07P/o7wBpPPoHzgsz/SQRH+90e0RQhhzLQC1y9DxrGtZiKs28v9F2cfRMluTehqakxO6SH0BveIgVkYiUUngF1CSYVpMwLQo3Q6vpT9Qm8xdD6eaDET4ISpQQlchGKPAUolHAo5BgKtDqzO79pW7BOl4hD43d6q3scJBXDXyKCrJ3uqJJRo8bQ441PFToxrBeiPFt+Z0FC3I2z3vFo+PDh6NKlC/785z8jICAAu3fvxpo1a7B06VIsW7bM5uO09m53Z86cwbZt2zBlyhTEx8cDMLyx2759O06fPo1Ro0ZhzJgx2HkpD69vvVzvrndAiMIDy+7pjT/1CbE9YEIIaUfO2ve3F7rbHSGdT+mtaqtL0hiJpUIog1qeLGKMobCw0DRNLzMzE2VlhhEZAQEBpkRUVFQUFAqFzcfVabVI++0E9LrG7+AuFIkRPWgoRG2cFven3/7AH8Wl6JOdjj4516ERivDtkAkAx4EDMEDuiR2DejZ7HKe8211CQoLp92XLlmHMmDG466677FKozqYsPwecQA6mNySfgjyi4NN1MsrTt+NWbQYAgBPI0Xe0F0beH29Yi6mkGMU5aci4YJ5kKi+8PYpJxEngLVZAJlKii7gPvL2UUMoC4S1WQco8IWANkncMgBrQAyiScCiWCVHiJ0GxUoJibyGKPIUoEgOFQqCA16NAq0OFngegMfzUwvDTBJVIaBqdFCRtPLmk6oDFuaM8pYj1kuKPasNklhhdDa6IPKEDEOsldfvEE8/zyM3NRUhISKdP/DoK1YklY504o61bt8Lf39/0eOzYsSgqKsI777yD1157zS5tbKyvvLw8bN26FQCwZcsWAEBcXBx+/PFHXL9+HVOnTsXAgQMBAH/qE4IJvYNxMr0Y+RW1CJQbptp11hFPRu52vbhTvBSra3KnWB3NneqWYnVdzhBvaxJL1jSMleM4BAQEICAgAIMGDQIAlJaWIjMzExkZGcjIyMDp06cBAAqFwmxklL+/f6Mj6nOvpODX91Y1W57pS1cgIq5fo88zxqC9WQlxuLfVv1VaWoox1y9i0B+GgRcpIVE4HxYNcBwEjCFeV40pAcHNlqOzadUYrZZ8w+wK/MK6QuQ5EtrKzdCIxNg5djp2Ryowoet0xO16D2KdFpzAF5m/70P66R9No5g4COAl8oG3SAmZWIEuoljI/IdCLvWFt1gJMW4nSxiAKhFQKOGQKRWgSMqhSMqh2EeMIpkQuQIdKrwlKBQAxYxvsDi33vDDA7CyPJWHgLOaQDLc7e32VDh/J1ice2XPCGwrKIWA16NnRiH+CA0FLxBiSoCyo4vW4XieR1paGoKCgjrtfzCORnViied5XL9+Hb6+nXPdoabUTzwZDRw4EJ9//jmqqqrscpMLnudx4cIFnDp1ymz7li1bcODAAajVajz88MPo1q2b2fNCAYfh0X7tXh57crfrxZ3ipVhdkzvF6mjuVLcUq+typ3htiVWpVEKpVKJfP0NSqLq62pSMyszMxO+//w7GGLy8vMxGRgUHB5uOGRYbB0VgUOM39+I4KAKCEBYb12R5q8/mo+SHK1A92BOygYGm7Xl5eTh69CguXrwIiYcHzkV0x++h3aAW3x6xJALDOE05Jvo6383dbJ5254psnXqRciIXe7+8jBzhDmxNvBtFPgrwdVlH//JyPLx3O7pV8fAWKyETKSETKeAtVsJLKIdOYEgkFUo5FEk4FBkTSxJDcqnQU4giDw5FYg7qFnwpLgDgb2Wqm3lyyfCvt1Bgt/VQCCHOx5WmXjz88MM4cOAAbt682eg+arUaavXtzHx5eTkiIiJQXFwMlUoFvd4w3FsoFJr9rtPpcP78eWzduhUCgQCMMTDGwHGGu3kChlHBCQkJEAgE0Gq1EAqFpt9FIhE4jjP9DgA6nc7sd7FYDMaY6Xee56HX602/8zwPkUjU6O96vR6MMdPv1uJoGBPHcabfBQIBBAJBo79TTBQTxeQ6MRmnXrhC398aNO2OENIUjUaDrKws0zS9mzdvQqfTQSKRmC1iXpF+Fbs+eb/R40z62yL0HjWm0eeZniFv7SnoS9QQ+nog6Pk7kJGVgSNHjiAtLQ0KhQLDhw/HwIEDMfHcdfxRVWu2qLieMcTKPLBvSKzNcXWWaXeunQJtJ1U8w4WuUvznLw+hSG5IPAEAz3Eo9PHBh3+egS3jH8CeYRPw5YghWD4qFo8nhGD8WB8MT5Tj7gRvzB4mw6J4L6yI88Cn3aX4MVKC5CAxfvcRIEdyO/EkFwoQ7SnFMIUM9wYq8WS4P17qGozXArzwbd+u2DMoBhdGxCFrdH9cGNkHewb3xHf9o/F+r0i8Eh2KJyMC8OcgFUaovBHt5QG5SOiSiSee55GRkQG+BXfTc3VUJ5aoTizxPI+srKyOLka7OHz4MDZu3IjFixc3ud/KlSuhUChMPxEREQCAixcvAgBSUlKQkmIY1nzhwgVcvXoVALBv3z6cOHECfn5+6Nq1q2m0mPHDJgDcunULx44dM+1fWloKANi1axcqKioAANu3b0dtbS10Oh22b98OnU6H2tpabN++HQBQUVGBXbt2ATAMs963bx8AoLCwEAcPHgQA5Obm4ujRowCArKwsnDx5EgCQnp6Os2fPAgCuXr2KCxcuNBnT2bNnkZ6eDgA4efKk6Vw4evQocnJykJGRgQMHDqCwsNAlYjJOMT148KBFTDzPIykpCeXl5S4TU2PtpNFosH37dmg0GpeJqbF2Ki8vN92C21Viaqyd8vPzsXfvXtN0k+ZiSktLA7GNO71/oFhdlzvF2x6xSiQSREdHY8yYMZg1axZefPFFPPHEExg1ahSEQiGOHz+O//znP/j58HFoevSDOjAcOm8l9J7e0Ht4gZd6QhYchsgBg6DVatHYGJ/q8/nQl6jBg+FaaSY+/9en+Prrr1FZWYn77rsP8+fPx9ChQyGRSLAiJhxPhPtjVpif6eevYb54Vc45ZbvSyCcbRj7t+T0PjxTmGYbWtSKRI+Y4izu9BdStqVT/cYBEDC+hZT5Qp9Ph5MmTGDJkiOnbMHdHdWKJ6sQS1YklY534+Pg49bffN2/exNChQ9GrVy/s2rWryeHkrRn5VH/EU5cuXZCRkWEaQVB/5JNAIADP85g6dSr69u3r1CM1eJ7Hb7/9hvj4eEgkkk4xUsOeo094nsfx48cxdOhQiMVil4ipsXbS6XQ4ceIEhg4danrs7DE11k5arRYnTpzAsGHDTHeodPaYGmsnjUaDU6dOYejQoaa+iEY+Na4lI5/c6f0Dxeq63CleR8TKGEN+fj4yMjJw8fQp3MzOARM3PZJIJBJBLBab/bBbagh1QCVXi3JBDUIEvhjz4J/QvUd3mwaNtDTWzjTyiZJPNiSfGGMYeOB35PN606inBjvAg+MwO9wfQVKJKaEUWJdcUrro6CNCiHNy9ml3paWlGDVqFDiOw6FDh1p0lxKg+b5fr9djxYoVpg+ZthAKhXj55Zedsj4JIe7B2fv+tqJpd4SQ9sLr9fji2adQWlICcAIwoRAylR8Sn34Wep6HVqu1+lOdU4bqtGLowEMEAWJ1YQhkCou1n9pTZ0o+0bQ7G3Ach8U1YuuJJ8MOeLvWA8t7hOPpyEBMC/bFKF85eso8oBKL2px40uv1uHbtWos+CLk6qhNLVCeWqE4s6fV6XL9+vaOL0Wo1NTW4++67UVZWhh07drQ48WQLoVCIKVOmAIDpbinN9eNTpkxx+g9z7na9uFO8FKtrcqdYHc2d6pZidV3uFK+jYxUIhRj5wMMQaDUQaGohrKnCmL88gB4xMYiNjUXfvn0RHx+PoUOH4s4778SYMWMwYdwEDL0Vhbu0vTFW2wd3aXsjkCkADijfnQGmt21MkDO3q9Mmn1JTUzFhwgTIZDIEBwdjyZIl0Gg0dvlbvI5HwuEi9CrTQ8CbnxQCnqF3qR53HS4Er7PPvEvGGEpKShqdN+qOqE4sUZ1YojqxxBgzrTnibHQ6HaZPn46UlBQkJSUhLCzMbn8rPj4eU6dOBQDIZLIm9506dSri4+PtVhZHcbfrxZ3ipVhdkzvF6mjuVLcUq+typ3g7ItbYkQlQBAYBABSBwYgdcVeT+xvXerLAAH1xLaovFNj0d525XZ1y2l1JSQni4uLQo0cPvPzyy8jOzsbzzz+PRx55BP/85z9tPo6t0+5qrhSj6MtLOOYnxPxBXhbP//O3agwr0sPviTh4xjjf7csJIe7FWadePPXUU/j888+xbt06jBgxwuy5gQMHQiqV2nQcW/t+ADhz5gy2bNnS6POukngihLg+Z+372wtNuyOEtLfLB/dhx7/eadEd7qziAKHKA8GLBoETtu9yPZ1p2p1Trjz2ySefoLy8HD/99JPp7kM6nQ7PPPMMXn75ZYSGhrbr3/PopoTi3mhMqNbiJ14PBobqsjJ4KRTgwKFXvAoimRge3ZTt+neN9Ho9rl69ih49erjlmwVrqE4sUZ1YojqxpNfrceXKlY4uRqsY7/a0aNEii+fS09PRpUuXdv+b/fv3R1lZGQ4ePGjxDZOrJZ7c7Xpxp3gpVtfkTrE6mjvVLcXqutwp3o6KtdeoMfANDUdQdI8m91PfKGs88QSYRj+pb5TBI1rZ5LGcuV2dMvm0Y8cOjB8/3pR4AoDp06dj7ty52LVrF2bPnt2uf48TCSAfbkhoDW/XI9uupqamg/5y50V1YonqxBLViaXa2lqIxeKOLkaL3bhxo0P+rlKpxJQpU/Drr7+atrla4snI3a4Xd4qXYnVN7hSro7lT3VKsrsud4u2IWDmOQ3D3mGb3k0b5wPeh2CbXdeKEHKRRTY/IN3LWdnXKaXeBgYF44oknsGrVKrPtYWFhePTRRy22G7Xmdtud4Va6rnh7YIqJYqKYOi4md7/ddkum3dV35swZbNu2DVOmTHHJxBMhxLXRtDuadkcIcT+dadqdUy44XlJSAqVSabFdpVKhuLi40detXLkSCoXC9BMREQEAuHjxIgAgJSUFKSkpAIALFy7g6tWrAICzZ88iPT0dAHDy5ElkZWUBAI4ePYrc3FwAwMGDB1FYWAgA2Ldvn2lB3127dqGiogIAsH37dtTW1kKn02H79u3Q6XSora3F9u3bAQAVFRWmaSWlpaXYt28fAODWrVvYtWsX9Ho9cnNzcfToUQBAVlYWTp48CcAw5eTs2bMAgKtXr+LChQudOqbCwkIcPHgQAFoV06VLl3Dx4kWcP3/eZWJqazvp9Xrs3LnTdA24Qkzt0U4XL15EcXGxS8XUlnbS6/U4fvw4iG30ej0uXrwIvV6P+Ph4vPzyyy6beKofqztwp3gpVtfkTrE6mjvVLcXqutwpXorVOTjlyCexWIw333wTL774otn2Pn36YMSIEfjss8+svs5ZRz5ptVqkpKQgLi4OHMe55UiNhnEY162JiYmBUCh0iZja2k6MMVy6dAm9evUynTfOHlNb20mtVuPatWvo2bOnqe9w9pja2k4cx+Hy5cvgOM5tv/1uycgndxop4E6xAu4VL8XqmloaqzvVjTUtGfnkTnVFsboud4qXYm1cZxr55JTJp8DAQPz1r3/FypUrzbY3N+2uodZOvSCEEGfmTv9BW0N9PyHEHbl730/T7ggh7qgzJZ+ccsHx2NhYpKammm0rKytDbm4uYmNjbT6OMe9WXl7eruVrb8ahdX369HHLNwvWUJ1YojqxRHViyVgnxpFU7qglfb87nUPuFCvgXvFSrK6ppbHq9XpUVla6bd/P8zwAmKbDN8WdEnUUq+typ3gp1sbpdDpUVlaa+sCO5JTJp0mTJmHFihUoLS01rf20adMmCAQCJCYm2nwc4zorxrWfCCHEnRinHLsb6vsJIe7MXfv+W7duAQCGDBnSwSUhhBDHS09PR5cuXTq0DE457a6kpARxcXGIiYnByy+/jOzsbDz//PN4+OGH8c9//tPm4/A8j5ycHMjlcnAcZ8cSt41xbaqsrCyaIlKH6sQS1YklqhNLxjrJyMhAeHg4BAKnvO9Em7Sk73enc8idYgXcK16K1TW1NFbGGHieh0KhcMu+X6fT4ezZswgKCmo2/oqKCvTu3RuXL1+GXC53UAk7BsXqutwpXoq1ccY1YMPDw03ryXYUpxz5pFKpsHfvXsyfPx9//vOfIZfL8X//9394++23W3QcgUDgVHO+fXx8XP6NVEtRnViiOrFEdWJJqVS65YcPoHV9vzudQ+4UK+Be8VKsrsmdYm0LkUiEwYMH27SvcVp2WFiYy9ctxeq63CleitU5OGXyCQB69eqFPXv2dHQxCCGEEEIIIYQQQkgT3PNrb0IIIYQQQgghhBDiEJR8cgJSqRTLli2DVCrt6KJ0GlQnlqhOLFGdWKI6aRl3qi93ihVwr3gpVtfkTrE6mjvVLcXqutwpXorVOTjlguOEEEIIIYQQQgghxDnQyCdCCCGEEEIIIYQQYjeUfCKEEEIIIYQQQgghdkPJJ0IIIYQQQgghhBBiN5R8IoQQQgghhBBCCCF2Q8mnTuLatWuYO3cuBgwYAJFIhD59+ljd74svvkBMTAw8PDzQv39//Prrrw4uqWNs2rQJ9957L8LDwyGTyTBgwAB8+eWXaLg+vrvUBwBs374dCQkJCAgIgFQqRbdu3fD888+jrKzMbL+tW7eif//+8PDwQExMDNavX99BJXa8yspKhIeHg+M4/Pbbb2bPudO58tVXX4HjOIufF1980Ww/d6oTa1JTUzFhwgTIZDIEBwdjyZIl0Gg0zb6OMYZVq1YhMjISnp6eGD58OI4fP+6AErdea2LNzc3FkiVLMGDAAMjlcoSHh+Ohhx5CRkaGg0rdOq1t1/ree+89cByHu+++206lbD9tiTc7OxuzZs1CQEAAPD090atXL3z77bd2LnHrtTbWoqIizJ07F5GRkZDJZOjTpw8++eQTB5S49Wx9X9iQM/ZPjkZ9P/X9jaG+v3Oivr95TtM/MdIp/Pzzzyw8PJxNmzaN9e3bl8XFxVns89133zGO49irr77K9u3bx+bMmcNEIhE7duxYB5TYvoYNG8ZmzJjBNm7cyPbu3ctefPFFJhAI2PLly037uFN9MMbYN998w1544QX2448/suTkZPbhhx8yPz8/NmHCBNM+hw4dYkKhkM2ZM4ft27ePvfrqq4zjOLZp06YOLLnjLFmyhAUFBTEA7NSpU6bt7naurF+/ngFgSUlJ7NixY6afzMxM0z7uVicNFRcXs5CQEHbXXXexpKQk9sUXXzCFQsHmzZvX7GtXrlzJJBIJe+edd9iePXvYfffdx+RyOUtLS3NAyVuutbFu3bqVRUdHs7fffpvt3buXff/996xPnz4sMDCQ5efnO6j0LdOWdjXKzc1lSqWSBQYGsilTptixtG3XlnhzcnJYREQEGz9+PNu8eTPbs2cPe//999kXX3zhgJK3XFtiHTNmDAsJCWHr169ne/fuZYsWLWIA2GeffeaAkreOLe8LrXG2/snRqO+nvr8x1PdT398ZuHrfT8mnTkKv15t+nzVrltUTLSYmhs2cOdNs2/Dhw9mkSZPsXj5HKygosNj25JNPMh8fH1NduVN9NOazzz5jAFh2djZjjLHExEQ2YsQIs31mzpzJevXq1RHFc6iUlBQmk8nYJ598YpF8crdzxZh8snYdGblbnTS0YsUKJpPJWFFRkWnbp59+yoRCoel6sqampob5+Piwl156ybRNrVazqKgo9vTTT9u1zK3V2lhLSkqYVqs125aVlcU4jmNr1661W3nborWx1vfoo4+yxx57jCUkJHT6DyBtifeRRx5hI0aMYDqdzt7FbBetjTU3N5cBYOvXrzfbftddd7GxY8faq7htZsv7woacsX9yNOr7qe9vDPX9nRP1/a7V99O0u05CIGi6Ka5fv44rV65g+vTpZttnzJiBvXv3Qq1W27N4Dufv72+xbeDAgSgvL0dVVZXb1Udj/Pz8AAAajQZqtRrJycl44IEHzPaZMWMGUlJScOPGjQ4ooePMnz8fc+fORc+ePc2207liieoE2LFjB8aPHw9fX1/TtunTp4PneezatavR1x09ehTl5eVmdSeRSPCXv/wF27dvt2uZW6u1sSqVSohEIrNt4eHhCAgIQE5Ojt3K2xatjdXo8OHD+Pnnn7Fq1Sp7FrPdtDbe8vJy/PDDD3jmmWcgFAodUdQ2a22sWq0WAKBQKMy2KxQKi6n8nUlz7wutccb+ydGo76e+3xrq+zsv6vub50z9EyWfnERqaioAIDY21mx7r169oNFokJ6e3hHFcqjDhw8jLCwMcrncretDr9ejtrYWZ86cwRtvvIGpU6eiS5cuSEtLg1artVonwO1zyBX9+OOP+P3337F06VKL59z5XImLi4NQKES3bt2wcuVK6PV6AO5dJ0apqakW8SuVSoSEhDR5rTRVd5mZmaipqWn/wrZRa2O15sqVK8jPzzf1K51NW2LV6/X429/+hldeeQUhISH2LGa7aW28Z86cgUajgVgsRkJCAsRiMYKDg/H3v//d9Ia9s2ltrBEREUhMTMSKFStw+fJlVFRU4IcffsCuXbswb948exfboZyxf3I06vup72+I+n7q+52dM/VPlHxyEiUlJQAMF1t9KpUKAFBcXOzoIjnU4cOHsXHjRixevBiAe9dHVFQUPD09cccddyAkJAQbNmwA4L51Ul1djeeffx4rVqyAj4+PxfPuWC8hISF4/fXX8fXXX2PHjh2YPHkyXn31VSxcuBCAe9ZJQyUlJRbxA4Y6aCr+kpISSKVSeHh4WLyOMWaq286ktbE2xBjDggULEBoaipkzZ7ZjCdtPW2L96KOPUFVVheeee85OpWt/rY03Ly8PAPB///d/GDRoEHbt2oXnnnsO7733ntUkfmfQlrbdvHkzgoKCEBcXBx8fHzz00EN49913MW3aNDuVtmM4Y//kaNT3U9/fEPX91Pc7O2fqn0TN70JIx7p58yYefPBBjBkzBgsWLOjo4nS47du3o6qqCpcuXcJbb72Fe+65B7t37+7oYnWYt956C0FBQXj88cc7uiidxsSJEzFx4kTT48TERHh6euLdd9/FK6+80oElI85s+fLl2Lt3L5KSkiCTyTq6OO0qPz8fS5cuxddffw2JRNLRxbE7nucBAOPHj8e6desAAGPGjEFFRQXWrl2LpUuXwtPTsyOL2G4YY3j88cdx9epVbNiwASEhIdi9ezeeffZZqFQqzJgxo6OLSEinRn2/66C+n/r+jkbJJydhHJFQVlaG4OBg03ZjJrP+PFhXUlpaikmTJsHPzw//+9//TPNg3bU+AKBfv34AgOHDh2Pw4MEYMGAAfvrpJ/Tu3RuAoU7qc+U6ycjIwLp16/DTTz+Z4q6srDT9W1lZ6dbnSn3Tp0/H2rVrce7cOaoTGPqQhtcKYKiDpuJXqVRQq9Wora01+4appKQEHMeZ6rYzaW2s9X3++ed444038MUXX2DcuHHtXcR209pYly5din79+mHUqFEoLS0FAOh0Ouh0OpSWlsLb29tiDZTOoC3nMQCMHTvWbPu4cePw9ttv49q1a+jbt2/7FraNWhvrtm3bsGnTJly4cMEU0+jRo5Gfn49Fixa51AcQZ+yfHI36fur766O+34D6fufmTP0TTbtzEsY5nA3ntqampkIikaBbt24dUSy7qqmpwd13342ysjLs2LHDbME4d6wPa/r16wexWIxr164hOjoaYrHYap0AlvOAXUF6ejo0Gg2mTJkClUoFlUqFe+65B4Dhm5zx48fTuWIF1YmhDhrGX1ZWhtzc3CavFeNzf/zxh9n21NRUREZGdspvDFsbq9FPP/2Ep59+Gm+88QaeeOIJexWzXbQ21tTUVBw8eNDUj6hUKhw5cgQ7d+6ESqXCnj177F30VmltvMYvKxpTW1vbLuVrT62N9fLlyxAKhejTp4/Z9oEDByInJwfV1dV2KW9HcMb+ydGo76e+vz7q+81R3++cnKl/ouSTk+jWrRtiYmKwadMms+3ff/89xo0b53JDRXU6HaZPn46UlBQkJSUhLCzM7Hl3q4/GnDhxAlqtFt26dYNUKsWYMWPw448/mu3z/fffo1evXujSpUvHFNKOBgwYgOTkZLOfd999FwDwySef4KOPPqJzpc7GjRshFAoxcOBAqhMAkyZNwp49e0zfdALApk2bIBAIkJiY2OjrRowYAR8fH7O602q12Lx5MyZPnmzPIrdaa2MFgP3792PmzJl48skn8dprr9m5pG3X2ljfe+89i76kf//+GDZsGJKTkzFkyBAHlL7lWhtvVFQU+vbta/HBavfu3fD09Gz2A0pHaEuser0eFy5cMNt++vRpBAYGwsvLy15Fdjhn7J8cjfp+6vvro77fgPp+5+ZU/RMjnUJVVRXbtGkT27RpExs9ejSLiIgwPc7Pz2eMMbZhwwbGcRxbunQpS05OZnPnzmUikYgdPXq0g0vf/p588kkGgK1bt44dO3bM7Ke2tpYx5l71wRhj9913H3v77bfZ1q1b2Z49e9i6detYcHAw69evH1Or1Ywxxg4dOsSEQiF7+umnWXJyMlu6dCnjOI798MMPHVx6x0lOTmYA2KlTp0zb3O1cSUxMZKtWrWLbtm1j27ZtY3PmzGEcx7Fnn33WtI+71UlDxcXFLCQkhCUkJLCdO3eyL7/8kimVSjZv3jyz/caOHcuio6PNtq1cuZJJpVL23nvvsb1797Jp06YxuVzO0tLSHBmCzVob6+XLl5lCoWB9+vRhR44cMeuHr1275ugwbNKWdm0oISGBTZkyxZ7FbbO2xLtlyxbGcRxbuHAh27VrF3v77beZWCxmr7zyiiNDsFlrYy0vL2eRkZGse/fu7JtvvmF79uxhS5YsYQKBgL355puODsNmtrwvdIX+ydGo76e+n/p+6vup7+84lHzqJNLT0xkAqz/Jycmm/f7973+z7t27M4lEwvr27cu2bt3acYW2o6ioqEbrIz093bSfu9QHY4ZOZcCAAUwulzOZTMbi4uLYa6+9xsrKysz2++WXX1jfvn2ZRCJh3bt3Z1988UUHlbhjWEs+MeZe58qCBQtYjx49mKenJ5NKpaxv377s/fffZzzPm+3nTnVizeXLl9m4ceOYp6cnCwwMZIsXLzYlco0SEhJYVFSU2Tae59mKFStYeHg4k0qlbOjQoZ0+adeaWNevX99oPzxr1izHBtACrW3XhpzhAwhjbYt348aNLC4ujkkkEhYVFcVWrFhh0U90Jq2N9erVq2z69OksNDSUeXl5sbi4OPbee+8xnU7nwNK3jC3vC12lf3I06vup728K9f2dD/X9rtP3c4wxZseBVYQQQgghhBBCCCHEjdGaT4QQQgghhBBCCCHEbij5RAghhBBCCCGEEELshpJPhBBCCCGEEEIIIcRuKPlECCGEEEIIIYQQQuyGkk+EEEIIIYQQQgghxG4o+UQIIYQQQgghhBBC7IaST4QQQgghhBBCCCHEbij5RByO4ziMHj26o4vRYbp06YIuXbq0+Tj79+8Hx3FYvnx5m4/VWSxfvhwcx2H//v0dXRRCSDujvp/6/sZQ30+I66K+n/r+xlDf734o+eSC2rtzmj17NjiOw40bN9rleMS+2us/OXtwxf84CeksqO93b9T3E+KeqO93b9T3E2ci6ugCEEJaZ8iQIUhJSYG/v39HF6Xd/O1vf8OMGTMQGRnZ0UUhhJBOifp+QghxP9T3E1dAySdCnJSXlxdiY2M7uhjtyt/f36X+UyWEkPZGfT8hhLgf6vuJS2DEpSxbtowBsPqTnp5u2q+goIAtXLiQdenShUkkEhYQEMAeeOAB9vvvv5sdLyoqyuqxEhISTPts3ryZzZgxg0VHRzNPT0/m4+PD7rzzTvbjjz9aLWPD1zdFr9ezzz//nA0ePJipVCrm4eHBwsLC2N13382Sk5Mt9j9w4AC7++67mZ+fH5NIJKx79+7slVdeYVVVVWb7qdVq9sEHH7DExEQWHh5uqoP77ruPnTlzxuK469evZwDY+vXr2ZYtW9iIESOYt7c3i4qKMjvmO++8wwYNGsS8vb2ZTCZjvXr1Ys899xwrLi42q9OoqChWUVHBFixYwEJCQphEImF9+/ZlmzZtsqleGGMsOTmZAWDLli1jjDGWnp7eaNsb92lpPdX/G0eOHGETJkxgCoWC1e86vvjiCzZ16lQWFRXFpFIpU6lULDExke3bt8/sWLacm8Z9rLXtli1b2OjRo5mPjw/z8PBg/fr1Y+vWrWNardZsP2M9zJo1i129epX9+c9/Zkqlknl5ebFx48axc+fOWRz7ypUrbPbs2abrQaVSsX79+rGFCxcynudtbBFCOg71/dT3U99PfT9xP9T3U99PfT/1/c6ERj65mNGjR+PGjRv4z3/+g4SEBLMF/pRKJQCgoKAAw4cPR1paGkaPHo0ZM2YgPT0dP/74I7Zt24adO3fizjvvBAA8++yz+Oqrr3D+/HksXLjQdIz6c4tfeuklSCQS3HnnnQgJCUFBQQG2bNmC+++/Hx988AHmz5/f6nheeuklrFmzBtHR0XjooYcgl8uRnZ2Nw4cPY8+ePWbxffzxx5g3bx6USiXuueceBAYG4rfffsPbb7+N5ORkJCcnQyKRAACKi4vx7LPPYtSoUZg8eTJUKhWuX7+OLVu2YMeOHTh48CAGDx5sUZ5NmzZh165duPvuu/HMM8+gvLwcAFBTU4MJEybgyJEj6NGjBx5//HFIpVJcvXoVn376KR577DGoVCrTcbRaLRITE1FSUoJp06ahuroaGzduxPTp05GUlITExMQW15VSqcSyZcvw3nvvATC0nVFr68no6NGjWLFiBcaMGYOnnnoKmZmZpufmzZuH/v37Y/z48QgICEB2djZ+/vlnjB8/Hps3b8a9995rKkNz52Zj3nnnHSxatAi+vr546KGHIJPJsGXLFixatAiHDh3C5s2bwXGc2Wtu3LiBYcOGIS4uDk888QTS0tLwyy+/YMyYMUhJSUFQUBAAICcnB0OGDEFVVRWmTJmCBx98EFVVVbh69So++ugjrF27FiIRdZWkc6O+n/p+6vsNqO8n7oT6fur7qe83oL7fSXR09ou0v4aZ8YYef/xxBoC99NJLZtu3bdvGALDu3bszvV5v2j5r1iyLb1DqS0tLs9hWUVHB+vbtyxQKhUVWHS34BsTX15eFhoZaHIMxxoqKiky/X7p0iYlEIta/f39WWFhott/KlSsZALZ27VrTttraWnbz5k2LY168eJF5e3uz8ePHm203fgMiEAjY7t27LV63aNEiBoA9+uijTKfTmT1XWlrKKioqTI+N3yrde++9TK1Wm7bv2bOHAWATJ05srDrMNNbOxm9YrGlpPRn/BgD25ZdfWj3m9evXLbbl5OSw0NBQ1qNHD5vKbGTtG5Br164xkUjEAgMDWWZmpml7bW0tu/POOxkA9vXXX5u21/8maNWqVWbHf/XVVxkAtnLlStO2Dz74gAFg7733nkV56p9jhHR21PdT3099P/X9xP1Q3099P/X91Pc7C7rbnZvRaDT47rvv4Ofnh1dffdXsucmTJ2PChAm4du0ajhw5YvMxu3XrZrHN29sbs2fPRllZGU6dOtWmMkskEgiFQovtvr6+pt8//fRT6HQ6fPjhh/Dz8zPbb8mSJQgICMB3331n2iaVShEWFmZxzLi4OIwZMwYHDx6EVqu1eP7ee+/F+PHjzbbpdDp89tlnUCgUeP/99y3KqlAo4O3tbXGsd9991+ybhnHjxiEqKqrN9dWUltaTUXx8PB5//HGrx+zatavFtpCQEEybNg1Xr15FRkZGm8q8YcMG6HQ6LFq0CBEREabtUqkUq1evBgB89dVXVsv1wgsvmG3761//CgBW69jT09NiW/1zjBBnRn2/AfX91Pc3RH0/cWXU9xtQ3099f0PU93cMGlPmZlJTU1FbW4sxY8bAy8vL4vkxY8Zg9+7dOHfuHEaNGmXTMfPz87Fq1Srs2LEDGRkZqKmpMXs+Jyen1eWdMWMGPvroI/Tp0wczZszAmDFjMHz4cIsO4/jx4wCAnTt3Yu/evRbHEYvFSE1NNdt27tw5rFmzBocPH0ZeXp7FfzqFhYUICQkx2zZkyBCLY6empqKiogLjx483G2LbFKVSabXzDg8Px7Fjx2w6Rmu0pp4AWB2KbHT9+nWsXLkS+/btQ3Z2NtRqtdnzOTk5iIqKanWZz549C8B8CLHR8OHD4eHhgXPnzlk8N2DAAAgE5vn18PBwAEBpaalp2z333IOXXnoJ8+bNw969e/GnP/0JCQkJVt9cEeKsqO+/jfp+6vsB6vuJe6C+/zbq+6nvB6jv72iUfHIzxrnKxnmvDRk7XeN+zSkuLsbgwYORmZmJkSNHYvz48VAqlRAKhTh37hx++eUXi06pJd5//3107doV69evx1tvvYW33noLHh4emD59OtatW2e6Q0JxcTEA4O2337bpuEePHsXYsWMBAImJiejRowe8vb3BcRx+/vlnnD9/3mq5rdVbWVkZAFj9RqUxCoXC6naRSASe520+Tku1tJ6MGjtfrl27hiFDhqC8vBxjxozBPffcAx8fHwgEAuzfvx8HDhxoU/sDTZ+zHMchKCgI2dnZFs/5+PhYbDPO4dbr9aZtXbp0wfHjx7F8+XJs374dP/zwAwAgNjYWb7zxBh544IE2lZ+QzoD6fgPq+6nvN6K+n7gD6vsNqO+nvt+I+v6ORcknN2O8MG/dumX1+by8PLP9mvPFF18gMzMTb775psVw3lWrVuGXX35pQ2kNncbixYuxePFi5OTk4MCBA1i/fj2+/vpr5OXlYefOnWblLS8vh1wub/a4b7/9NtRqNQ4dOmRaZNHo+PHjOH/+vNXXNVzcDri9aJ61jrCzaWk9GVmLGzAMIS4pKcE333yDRx55xOy5uXPn4sCBA60vbJ3652zDb1IYY7h165bN52tj+vTpgx9//BFarRanT5/Gjh078MEHH+DBBx9EaGgoRo4c2abjE9LRqO83oL6f+v76qO8nro76fgPq+6nvr4/6/o5Daz65IOPc4/pZXqPY2Fh4eHjg1KlTqK6utnh+//79AAxDF205XlpaGgCY7mxQ36FDh1pc9qaEhoZi5syZSEpKQvfu3bFnzx7TUN+hQ4cCuD28tDlpaWnw9fW1+A+ouroaZ86caVG5evbsCR8fH5w6dQolJSUteq09CIVCq20FtLyemtNY+zPGrK4f0NS51JiBAwcCuH1u1nfixAnU1taana9tIRaLMWzYMLz++uv44IMPwBjDr7/+2i7HJsTeqO9vHvX91PdbQ30/cWbU9zeP+n7q+62hvt/xKPnkgoyLpWVlZVk8J5FIMHPmTBQWFmLlypVmzyUlJWHnzp3o3r27Wca3qeMZM9KHDx82275hwwZs3769TXGo1WocPXrUYntVVRUqKyshFotNc3ufeeYZiEQizJ8/3+x2oEalpaWmOcTGcpeUlODSpUumbXq9HosXL0ZBQUGLyikSiTBnzhyUlZVh4cKFFh1sWVkZKisrW3TMtvD19UVhYSFqa2stnmtpPTWnsfZftWoVLl68aLVsgPVzqTEPPfQQRCIR3nnnHbN1BDQaDf7+978DAGbPnm3z8Ro6ffq01eHmxm8JPTw8Wn1sQhyJ+n7q+6nvtx31/cRVUN9PfT/1/bajvr9j0bQ7FxQbG4vQ0FBs3LgRUqkU4eHh4DgO8+fPh0KhwOrVq3HgwAG89dZbOHr0KIYOHYobN25g06ZN8PLywvr1680WbBs7dizWrl2Lp556CtOmTYNMJkNUVBQeffRRPProo1i9ejXmz5+P5ORkREVF4fz589i7dy/+8pe/YPPmza2Oo6amBiNHjkRMTAzuuOMOREZGorKyEr/++ivy8vKwePFiSKVSAIbhkx999BGefvpp9OzZE5MnT0Z0dDQqKipw/fp1HDhwALNnz8Ynn3wCAJg/fz527dqFO++8E9OnT4eHhwf279+P7OxsjB492mq2vSlvvPEGjh8/jm+++QbHjx/HpEmTIJVKcf36dSQlJeHw4cPtlqVvztixY/Hbb79h0qRJGDVqFCQSCe666y7cddddLa6n5sydOxfr16/HtGnTMH36dPj5+eH48eM4c+YMpkyZgm3btpnt39y5aU10dDRWr16NRYsWoV+/fpg+fTpkMhm2bt2KP/74A/fee6/F0N+W+Oabb/Dpp5/irrvuQnR0NHx8fHD58mVs374dvr6+jd7tg5DOhvp+6vup77cd9f3EVVDfT30/9f22o76/gzHiko4fP84SEhKYXC5nABgAlp6ebnq+oKCALViwgEVFRTGxWMz8/f3Z/fffz37//Xerx1uzZg3r0aMHE4vFDABLSEgwPXfu3DmWmJjIVCoVk8vlLCEhge3Zs4etX7+eAWDr1683O1bD1zdGo9Gw1atXs8TERBYeHs4kEgkLCgpid911F9uwYQPjed7iNSdPnmQzZsxgoaGhprji4+PZiy++yFJSUsz2/fHHH1l8fDzz8vJi/v7+bPr06SwtLY3NmjXLor4ai6W+2tpatnbtWjZgwADm6enJvL29We/evdmiRYtYSUmJab+oqCgWFRVl9RgJCQnM1ssyOTmZAWDLli0z215RUcGefPJJFhISwoRCodV9bK2nxv5Gw3KMHDmSyeVyplQq2eTJk9np06fZsmXLGACWnJxstn9T52Zjr2GMsV9++cX0OqlUyvr27cvWrVvHtFqt2X7p6ekMAJs1a5bV8jY8/44fP87mzJnD+vTpw5RKJfP09GQ9evRgf/vb31hGRkajcRPSGVHfT30/9f2zrJaX+n7iyqjvp76f+v5ZVstLfX/nwjHGWDvnswghhBBCCCGEEEIIAUBrPhFCCCGEEEIIIYQQO6LkEyGEEEIIIYQQQgixG0o+EUIIIYQQQgghhBC7oeQTIYQQQgghhBBCCLEbSj4RQgghhBBCCCGEELuh5BMhhBBCCCGEEEIIsRtKPhFCCCGEEEIIIYQQu6HkEyGEEEIIIYQQQgixG0o+EUIIIYQQQgghhBC7oeQTIYQQQgghhBBCCLEbSj4RQgghhBBCCCGEELuh5BMhhBBCCCGEEEIIsRtKPhFCCCGEEEIIIYQQu6HkEyGEEEIIIYQQQgixG0o+EUIIIYQQQgghhBC7oeQTIYQQQgghhBBCCLEbSj4RQgghhBBCCCGEELuh5BMhhBBCCCGEEEIIsRtKPhFCCCGEEEIIIYQQu6HkEyGEEEIIIYQQQgixG0o+EUIIIYQQQgghhBC7oeQTIYQQQgghhBBCCLEbSj4RQgghhBBCCCGEELuh5BMhhBBCCCGEEEIIsRtKPhFCCCGEEEIIIYQQu6HkEyGEEEIIIYQQQgixG0o+EUIIIYQQQgghhBC7oeQTIYQQQgghhBBCCLEbSj4RQgghhBBCCCGEELuh5BMhhBBCCCGEEEIIsRtKPhFCCCGEEEIIIYQQu6HkEyGEEEIIIYQQQgixG0o+EUIIIYQQQgghhBC7oeQTIYQQQgghhBBCCLEbSj4RQgghhBBCCCGEELuh5BMhhBBCCCGEEEIIsRtKPhFCCCGEEEIIIYQQu6HkEyGEEEIIIYQQQgixG0o+EUIIIYQQQgghhBC7oeQTIYQQQgghhBBCCLEbUUcXgLg+vV4PrVbb0cUghBBCCCGEEOJixGIxhEJhRxeDNIOST8RuGGPIy8tDaWlpRxeFEEIIIYQQQoiLUiqVCA4OBsdxHV0U0ghKPhG7MSaeAgMD4eXlRR0BIYQQQgghhJB2wxhDdXU18vPzAQAhISEdXCLSGEo+EbvQ6/WmxJOfn19HF4cQQgghhBBCiAvy9PQEAOTn5yMwMJCm4HVStOA4sQvjGk9eXl4dXBJCCCGEEEIIIa7M+LmT1hruvCj5ROyKptoRQgghhBBCCLEn+tzZ+VHyiRBCCCGEEEIIIYTYDSWfCCGEEEIIIYQQQojdUPKJOBW9Xt8hf/fatWuYO3cuBgwYAJFIhD59+ljs88UXXyAiIgLBwcFYsWKFxfOvv/467r33XkcU1yV99dVX4DjO4ufFF1807UNtYH+2XAuAoS1iYmLg4eGB/v3749dffzV7vrKyEg899BAUCgUGDBiAU6dOmT2v1WoRGxuLn376yW6xuLJNmzbh3nvvRXh4OGQyGQYMGIAvv/wSjDHTPqNHj7Z6TaWmppr2oXZyDFv6N4Cuq86gseuG4zhs3LixyX3o2nK8X3/9FfHx8ZBKpYiIiMCyZcusvpfcunUr+vfvDw8PD8TExGD9+vVmz+t0OsyfPx++vr7o0aMHduzYYXGMsWPH4t1337VbLK7OlraaPXu21WsrKSnJtA+1lWPY0l6MMaxZswZdu3aFVCpFnz598P3331sc680330RQUBAiIyPx1VdfWTz/+OOPY+HChfYKhTgSI8QOampq2OXLl1lNTU27HfP06dPsjTfeYKdPn263Y9rq559/ZuHh4WzatGmsb9++LC4uzuz5y5cvMw8PD/bvf/+bff7550wkErHdu3ebns/IyGAqlYqlpaU5uuguY/369QwAS0pKYseOHTP9ZGZmMsaoDRyluWuBMca+++47xnEce/XVV9m+ffvYnDlzmEgkYseOHTPt89JLL7H+/fuzpKQkNmPGDNalSxem0WhMz69Zs4aNHz/eITG5omHDhrEZM2awjRs3sr1797IXX3yRCQQCtnz5ctM+CQkJbOTIkWbX07Fjx8z6bWonx2iuf2OMrqvO4tKlSxbXzIMPPshEIhErKChgjNG11VkcO3aMCQQC9vDDD7OkpCS2bt065unpyRYtWmS236FDh5hQKGRz5sxh+/btY6+++irjOI5t2rTJtM+nn37KIiMj2datW9nChQuZj48PKyoqMj3/ww8/sF69ejGtVuuw+FyJrW01a9Ys1q1bN4trq7S01LQPtZX92dpeq1evZiKRiC1fvpzt3LmTzZs3j3Ecx7Zs2WLaZ+fOnUyhULDvv/+erVixggmFQpaammp6/sSJEywwMJCVlJQ0Wy57fP4k7YuST8Qu2vviP336NFu2bJnpx9EJKL1eb/p91qxZFh+4//nPf7LJkyebHv/pT39iL7zwgunx/fffz15++WX7F9TOdHqeHb1WyH4+e5MdvVbIdHreYX/b+OHM+Oa+IXdpA5PCa4xlnzX860DNXQuMMRYTE8Nmzpxptm348OFs0qRJpseDBg1iP/zwA2OMsby8PAaAXbp0iTHGWG5uLvP19TU9dlZqnZqdyDnBeN5wnfA8z07knGBqndruf9vadfLkk08yHx8fUxsmJCSwKVOmNHkcd2in+nieZ5XHb7eZozTXvzFG1xVjjJXkVbH8jPJGf0ryqjqkXF27djX7/8fdry2tRsNSjx5ilw7ua/Qn9eghpq2XbLOHiRMnsvj4eLNta9euZWKxmOXl5Zm2JSYmshEjRpjtN3PmTNarVy/T4/vvv5+tWbOGMcaYVqtl3t7ebNu2bYwxxqqrq1lkZCTbtWuXvUJxKJ7nmTqz3KH9oK1t1dj7jvrcqa00ep7tKyxjGge+H2fMtvZSq9VMLpez559/3my/u+++m/Xr18/0ePHixeyZZ54xPY6NjWX/+te/GGOGc3HIkCHss88+s6lclHzq/EQdN+aKENucOXMGW7ZsMdtmfBwfH++QMggETc9QVavV8PT0ND328vKCWq0GACQnJ+P48eNWh5E6k6SLuXh962XkltWatoUoPLDsnt74U5+QDiyZgTu0gUlRGvBhvXN//hnAL9ohf7q5a+H69eu4cuUKVq9ebbZ9xowZeOGFF6BWqyGVSs3ay3hrXGN7/f3vf8djjz2G3r172yECx9DoNViwbwGO5BzBI70ewQuDX8CaU2vwbcq3GBk6Eh+M/QASocRuf9/f399i28CBA/H555+jqqoKcrncpuO4ejs1VHXoELKemoOIzz+D96hRHV0cE7qugNJb1fh22fFm93v49WFQBnk5oEQGR48eRXp6Ot56660Wvc6V2yr3Sgp+fW9Vs/tNX7oCEXH97FaOs2fP4oknnjDbNnHiRCxevBg7d+7EY489BrVajeTkZKxZs8ZsvxkzZuC7777DjRs30KVLF7P2EolEkEgkpvZatWoV4uPjMWHCBLvF4kjVZ/NR8sMVqB7sCdnAQIf8TVvaylbu0lYZNWo8dekGzlfUoL/cE5/FdUGUp9Qhf9uW9kpLS0NFRQUSExMt9ps/fz4yMzMRGRnZ5Pv3r776Cnq9Hn/961/tHxRxCFrziXRq1hJPRlu2bMGZM2ccXCLrBg8ejD179uDChQs4f/489uzZg8GDB0Ov12PBggVYs2YNZDJZRxez1ZIu5uLp/54xSzwBQF5ZLZ7+7xkkXcx1WFni4uIgFArRrVs3rFy50jS/3NXbwIy6ounHHci4pklsbKzZ9l69ekGj0SA9PR2Aob0+//xzFBUV4f3334dCoUBMTAyOHz+OnTt3Yvny5Y4uersxJp6O5RwDAPw35b+YvnU6vk35FgBwLOcYFuxbAI1e49ByHT58GGFhYWaJpwMHDkAmk8HDwwMJCQk4ePCg2WtcuZ2sKd+50+xfR2usf6PrCtCqbVvz0db92suGDRsgk8ks1hN052srLDYOisAgoLHbnnMcFIHBCIuNs2s5amtrIZWafxg3Pk5JSQEApKWlmdbXqq9Xr14Abl97gwcPxjfffINbt27h66+/RllZGQYOHIiMjAx8+OGHeOedd+wai6MwPUP57gwAQPnuDDA9a+YV7cOWtjK6du0aFAoFJBIJ7rjjDvz8889mz7tDW/10qwSjT6biYkUNAOBiZQ3GnPwDP90qccjft6W9amtrzbY3tt/gwYOxefNmpKenY+/evTh37hwGDx6M8vJyvPzyy/jggw+a/eKTOA8a+UQ6raYST0aOHgHVmFGjRmHGjBno378/AODee+/FzJkz8dFHH0GlUmHmzJkdWr620PMMr2+9DGtvPxgADsDrWy9jQu9gCAWNvNFsByEhIXj99dcxdOhQcByHLVu24NVXX0V2djb++c9/unQbmBSlGRJNhVfMtxsfS+UOGwHVmJISwxsfpVJptl2lUgEAiouLAQBLly5FYmIi/P39IZFI8OWXX8LLywsLFizA22+/DYVC4dByt6dz+edwJOeI2bY/Sv4w/c6Dx5GcIzhfcB6Dgwc7pEyHDx/Gxo0bsW7dOtO2hIQEPPbYY+jRowdycnKwdu1ajB8/HgcOHMDw4cMBuHY7AQDjeZR89x34CkMCtyJpp+nfwvBwAIBALodq5kxwdnzz21z/RtdV56TT6fDDDz9g6tSpZl9uuPu1JRAKMeKBh7HjX418yGcMI6Y/DIFQaNdy9OjRAydPnjTbdvy4YfSc8Zqx9dpasGABtm3bhuDgYHAch1WrVqFLly6YNm0a5s2bh65du9ozFIepPp8PfYlh1Im+uBbVFwocMvrJlrYCDCN4Bw8ejLi4OJSWluLjjz/Gfffdh02bNuH+++8H4NptpWcMz6dm4vu8EnCA6b25ngE1jMfTlzNwoLgC62IjIGws+dsObGmv6OhocByHkydPYvTo0Y3uN3PmTPzwww/o1q0bAGDevHm48847sWjRIowfPx4jRoywWxzE8Sj5RDolWxJPRp0lAfXJJ59g+fLl0Gq1iIiIQGFhId544w3s3r0bFRUVmDdvHrZv346goCC88847mDhxYoeW11Yn04stRjzVxwDkltXiZHoxhkf72a0cEydONKuzxMREeHp64t1338Urr7yCkJAQl20DAJZT7erb/OTt3x04Ba8toqKicPnyZVy/fh3BwcGQy+X44osvwBjDE088gRMnTmDevHm4fv06Ro0ahX//+98ICAjo6GLbZHDwYDzc62HTSCdrHun1CAYFDXJIeW7evIkHH3wQY8aMwYIFC0zbX3/9dbP97r77bsTFxeHNN9/E9u3bAbh2OwEAX12Dgg8+BF9WZhilUZdg4mtqUPD+BwBjECgUUNz7Zwi97Tdysrn+zVau3l6dze7du1FQUICHHnrIbDtdW0DsyAQc3fQtygrygXp32QTHQREQhNgRd9m9DM888wz++te/4v3338ejjz6Ky5cv45VXXoFQKATXwg/mCoUCx44dQ3p6OpRKJXx9fbF3716cOnUK33zzDa5cuYKnnnoK58+fx4ABA/Dvf/8b0dGd///i+uqPegIAcIbRT179AsAJ7ZfIAGxvq4Z3PJs6dSpGjBiBpUuXmpJPrtxWpVo9vs8zJEwbfilsfLwxrxivRYfCT2K/j/m2tJePjw8eeeQRrF69Gn379sWwYcOwdetWfPfddwBg2k8kEmHr1q3IzMyEVCpFUFAQUlNT8dVXX+HixYvIy8vDU089hcOHDyM6Ohoff/wxBg1yzPsn0v5oDBvpdPR6PbZt29ai12zbts3qrXMdLTg4GBEREQCAV155Bffffz8GDBiAN998E1evXsXVq1fx2muv4YEHHkBhYWEHl9Y2+RWNJ55as197mj59OvR6Pc6dO2fa5optAMD2qXUdPAXP+G1xWVmZ2Xbjt8u+vr6mbUKhED169IBcLkdZWRleeeUVfPjhh9BqtZg2bRoefPBBZGVlgeM4s6RJZ8dxHJYMXoKeqp5Wn++p6okXBr/Q4g8/rVFaWopJkybBz88P//vf/5ocui6TyTBlyhScPn3abLurthMACL1l6PbTZngOHGj4gGz8f0SvBxiD58CB6PbzT3ZNPDWmfv9G11XntGHDBvj5+TX7RYY7XlvG0U9miSfAYaOeAGD27Nl49tlnsXjxYvj5+WHcuHGYO3cufH19ERJiWKuyJdcWx3Ho1q0bfH19odPpsHDhQvzjH/+Al5cXHnnkEfTr1w/Z2dmIi4vDI488Yvf42lv9UU8AAHZ79JO92dJW1ggEAkybNg0pKSmoqakxbXfVtvKTiDBA7onG3j1wAAbKPe2aeAJsb693330Xd9xxByZPngxfX18sWrQIb775JgBYtGtkZCSCgoIAAM8++yyWLFmCkJAQLFiwACKRCFlZWbj//vsxbdo0aDSOXbaAtB9KPpFORygUYsqUKS16zZQpUyB0wBsZW509exabN282LUC6Z88ePPzww1CpVJgxYwYkEolp2GlnFyj3aNf9HMWV2gCAYUpde+5nJ8Z1M4zrZBilpqZCIpGYhlU3tHz5ckycOBHDhg1DamoqsrOz8fTTT0Mmk+H//u//sHv3bruXvb0wxrDm1BqzqXb1/VHyB/5x6h9gDT+UtbOamhrcfffdKCsrw44dO9plGo8rtZORODQUUf/5Cly9BU8BgPP0RNTX/4G4iQ8+jkLXVedTU1ODn3/+GQ888ADEYnGbj+eKbRU7MsF87ae6tZ4cMeoJMCQm3n33XRQWFuL8+fO4desWnnzySRQUFGDYsGEADFODxGKx1WsLsFxnzehf//oX/P398eCDD6K8vBynTp3CU089BS8vL8ydOxfHjx9HZWWlfQNsRxajnow4x6z9ZEtbtZartdXUQFWTyaepgSq7l8HW9vLz88OuXbuQnZ2N33//HTdv3kRkZCQkEkmjM1Z++eUXXL9+Hc899xwAw/v3J554AjKZDPPmzUNmZiauXLli9bWk86PkE+mU4uPjMXXqVJv2nTp1aodPuWto/vz5WL58Ofz8bk9Dq66uBmAY2aVWq+3+wbO9DOnqixCFR5P/0YUoPDCkq28je9jPxo0bIRQKMXDgQIvnXKkNABim0s0/Azx1APjL5+bP/eVzw/ZOMOWuW7duiImJwaZNm8y2f//99xg3bhwkEss7vKWkpODrr7+2uJOXsb2qqqqcqq1O5Z1qcsodYFiE/Ldbv9mtDDqdDtOnT0dKSgqSkpIQFhbW7Guqqqrw66+/YvBg6+tQuVo71Vfz++9g9b41BwBWU4Oa33/voBKZ9290XXU+W7ZsQWVlpcWUO2vc9dqyGP3kwFFP9SkUCvTr1w9KpRIffvghunbtivHjxwMwLH48ZswY/Pjjj2av+f7779GrVy906dLF4ngFBQV488038cEHH5htr99eAMDzvB2isQ+LUU9GDhz9BDTdVtbwPI9NmzYhLi7O7I5pRq7YVlMCFGistDyAyQGOWy/O1vYKDQ1Fnz59IBKJ8PHHH+PBBx+0etddtVqN559/Hu+++67Z/2sN28sZ+0NiQGs+kU7LmFBqau0nRyWeqqurTes0ZGRkoLy83PRGJSEhwWwdhm+//RYVFRWYO3euadvYsWPx0UcfoXfv3ti3bx8YYxg6dKjdy90ehAIOy+7pjaf/e8ZscUMApoTUsnt623WxccCwJsrYsWPRt29fAIbz4rPPPsPChQsRHBxstq+rtYFJY4kl/xggdIBDimDLtbB8+XI8/PDDiI6OxpgxY/D999/jxIkTFnd7Mlq4cCFefPFFUzv27NkToaGheP755/HYY49h5cqVGDdunEPiaw8DAgdgZOhIHMs5Br7uLWJPVU/TSCgBBBgeOhz9A/rbrQzPPPMMfv31V6xbtw7l5eVmo/wGDhyIkydP4h//+Afuu+8+dOnSBTk5OVi3bh3y8vIsEhxGrtZO9VUmJwMAvMePQ9CSJbi1eg0q9+5F5b598HLA/zG29G/ufl11Nhs2bEBkZCTuvPNOs+2HDh2ia6se09pP+bccOuoJAE6ePIkDBw5gwIABqKmpwZYtW/DNN99gx44dZqPlX3vtNYwePRrPPPMMpk+fjuTkZGzYsAHff/+91eO+/PLLePDBB9GvXz8AhrVt7rjjDrz22mtYvHgx1qxZg8GDB8PHx8chcbZVo6OejByw9pMtbZWRkYFZs2Zh5syZ6N69O0pKSvDxxx/jt99+w//+9z+rx3W1tgKAKE8pesk88EdVrdmi4nrGECvzQJSntIlXtw9br61vv/0WNTU16N69O3JycvDpp58iPT0d335r/Qu6tWvXIjY21mwGzNixY7Fq1SooFAp8/fXXCA8PR8+e1pc1IE6AEWIHNTU17PLly6ympqbNxzp9+jRbtmyZxc/p06fboaS2SU9PZzDkXSx+kpOTTftVVlaysLAwtn//frPXl5WVsZkzZzIfHx/WvXt3tmXLFoeVvb3s+D2HDVuxh0X9/VfTz7AVe9iO33Mc8vcXLFjAevTowTw9PZlUKmV9+/Zl77//PuN53mw/V24Dk8JrjC3zuf1TeM1hf9rWa+Hf//436969O5NIJKxv375s69atVo+3efNmFhMTwzQajdn2I0eOsP79+zNvb282adIklpPjmPOsvah1ajZn1xzW56s+bNWJVUzP69nKEytZn6/6sDm75jC1Tm3Xvx8VFdVoO6Wnp7OrV6+yiRMnsuDgYCYWi5lSqWSTJ09mJ06csHo8V20no6rTp1nplq2m/oTneVa6ZSurctD/M7b2b+58XZXkVbF/ztnb7E9JXpXdy1JcXMwkEglbsmSJxXN0bVm6dGAvWzt9Crt0cJ9D/+7Zs2fZ0KFDmbe3N/P29mbjxo1jR48etbrvL7/8wvr27cskEgnr3r07++KLL6zu99tvv7GAgABWVFRktv3y5cts5MiRTCaTsREjRrDU1NR2j8deaq6VsKy/H2z2p+Zaid3KYEtbFRUVsalTp7Lw8HAmkUiYt7c3Gz16NEtKSrJ6TFdsK6OjJRXslStZFj9HSyoc8vdtvba++eYbFhsby6RSKfPz82OPPvooy8rKsnrMrKwsplKp2JUrV8y2Z2dns0mTJjFvb2/Wr18/duzYsUbL1Z6fP4l9cIzRuDXS/mpra5Geno6uXbvCw6PtawE1vPtdZ5xq5w70PMPJ9GLkV9QiUG6YamfvEU+kEUVphsXFpfIOn2pHrNPoNThfcB6DggaB4zgwxvDbrd/QP6A/JELLaVKEkKaV3qqGVt34zUXEUiGUQV4OLBGxBWMMt9KuIii6h0NutEBahul41FwuanJdJ07IwbO3HzgRrdhCOq/2/vxJ2h8ln4hd2OPiP3PmDLZt24YpU6ZQ4okQQgghhBBCCABKPjkDWvOJOI34+Hj079+/U93VjhBCCCGEEEIIIU2jsZPEqVDiiRBCCCGEEEIIcS6UfCKEEEIIIYQQQgghdkPJJ2JXtKQYIYQQQgghhBB7os+dnR8ln4hdiMViAEB1dXUHl4QQQgghhBBCiCszfu40fg4lnQ8tOE7sQigUQqlUIj8/HwDg5eVFt9clhBBCCCGEENJuGGOorq5Gfn4+lEolrRHciXGMxqcRO2GMIS8vD6WlpR1dFEIIIYQQQgghLkqpVCI4OJgGPHRilHwidqfX66HVaju6GIQQQgghhBBCXIxYLKYRT06Akk+EEEIIIYQQQgghxG5owXFCCCGEEEIIIYQQYjeUfCKEEEIIIYQQQgghdkPJJ0IIIYQQQgghhBBiN5R8IoQQQgghhBBCCCF2Q8knQgghhBBCCCGEEGI3lHwihBBCCCGEEEIIIXZDySdCCCGEEEIIIYQQYjf/DxXohduYuUXpAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute the linear relationships between the total number of search\n", "# iterations and the trivial bound iteration.\n", "model_to_confidence_to_results = {model_: {} for model_ in models}\n", "for model_ in models:\n", " for confidence_ in confidences:\n", " trivial_bound_locations = []\n", " for sample_size_ in sample_sizes:\n", " ys = np.random.choice(\n", " model_to_evaluation_to_ys[model][evaluation],\n", " size=sample_size_,\n", " replace=False,\n", " )\n", "\n", " lower_cdf, _, _ =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys,\n", " confidence=confidence_,\n", " a=y_min,\n", " b=y_max,\n", " method=band,\n", " )\n", "\n", " trivial_bound_locations.append(\n", " ns_grid[np.argmax(lower_cdf.quantile_tuning_curve(ns_grid))]\n", " )\n", "\n", " regression = stats.linregress(sample_sizes, trivial_bound_locations)\n", " \n", " model_to_confidence_to_results[model_][confidence_] = (\n", " regression, trivial_bound_locations,\n", " )\n", "\n", "# Plot the linear relationships and how their parameters change.\n", "fig, axes = plt.subplots(\n", " nrows=len(models),\n", " ncols=3,\n", " sharex='col',\n", " sharey='col',\n", " figsize=(14, 7),\n", ")\n", "for i, model_ in enumerate(models):\n", " for confidence_ in confidences:\n", " regression, trivial_bound_locations =\\\n", " model_to_confidence_to_results[model_][confidence_]\n", "\n", " # Plot the linear relationships.\n", " axes[i, 0].scatter(\n", " sample_sizes,\n", " trivial_bound_locations,\n", " label=f'{confidence_ * 100:.0f}%',\n", " **confidences[confidence_]['style'],\n", " )\n", " axes[i, 0].plot(\n", " sample_sizes,\n", " [\n", " regression.slope * sample_size_ + regression.intercept\n", " for sample_size_ in sample_sizes\n", " ],\n", " **confidences[confidence_]['style'],\n", " )\n", "\n", " # NOTE: In order to apply separate styles to each point, separately plot\n", " # each point for the 1/slope and intercept vs. total search iterations\n", " # relationships.\n", " \n", " # Plot 1/slope vs. total search iterations.\n", " axes[i, 1].scatter(\n", " [confidence_],\n", " [1/regression.slope],\n", " **confidences[confidence_]['style'],\n", " )\n", " # Plot intercept vs. total search iterations.\n", " axes[i, 2].scatter(\n", " [confidence_],\n", " [regression.intercept],\n", " **confidences[confidence_]['style'],\n", " )\n", "\n", " # Add a line connecting the points in the 1/slope vs. total search\n", " # iterations plot.\n", " axes[i, 1].plot(\n", " *zip(*[\n", " (confidence_, 1/regression.slope)\n", " for confidence_, (regression, _)\n", " in model_to_confidence_to_results[model_].items()\n", " ]),\n", " color='grey',\n", " linewidth=1,\n", " )\n", " # Add a line connecting the points in the intercept vs. total search\n", " # iterations plot.\n", " axes[i, 2].plot(\n", " *zip(*[\n", " (confidence_, regression.intercept)\n", " for confidence_, (regression, _)\n", " in model_to_confidence_to_results[model_].items()\n", " ]),\n", " color='grey',\n", " linewidth=1,\n", " )\n", "\n", "# Format the plot.\n", "for i, model_ in enumerate(models):\n", " axes[i, 0].set_ylabel('trivial bound iteration')\n", " axes[i, 1].set_ylabel('1 / slope')\n", " axes[i, 2].set_ylabel('intercept')\n", " \n", " yaxis2 = axes[i, -1].twinx()\n", " yaxis2.set_yticks([])\n", " yaxis2.spines['right'].set_color('lightgrey')\n", " yaxis2.spines['top'].set_color('lightgrey')\n", " yaxis2.set_ylabel(models[model_]['name'], labelpad=18, rotation=270)\n", " \n", "for j in range(3):\n", " axes[len(models)-1, j].set_xlabel('total search iterations')\n", "\n", "for i in range(len(models)):\n", " for j in range(3):\n", " axes[i, j].spines['right'].set_color('lightgrey')\n", " axes[i, j].spines['top'].set_color('lightgrey')\n", "\n", "axes[1, 0].legend(\n", " loc='lower left',\n", " bbox_to_anchor=(0.25, -0.5),\n", " ncol=len(confidences),\n", ")\n", "\n", "fig.suptitle('Empirical Rule for Minimum Sample Size')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The relationships are affected by the confidence level but not the model. In fact, the relationship will look exactly the same for all models because the vertical distance between the confidence bands at the order statistics, and thus the iteration at which the bound becomes trivial, doesn't depend on the data. It does depend on the confidence level; however, we see that for all confidence levels the relationship is well-approximated by a linear function. As the confidence level increases, the intercepts of these lines approach zero and the reciprocals of the slopes increase. Thus, as one would expect, higher levels of confidence require a greater multiple of search iterations to get an effective bound." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Empirically Demonstrating Exact Coverage\n", "\n", "We want distribution-free confidence bands with *exact* simultaneous coverage. This would mean that for any continuous distribution of performance results, the confidence bands contain the entire tuning curve exactly the requested percentage of the time. Our confidence bands do **not** provide this guarantee for the average tuning curve. On the average tuning curve, the confidence bands are conservative in part because we cannot bound the tails of the distribution in a nonparametric way. However, the guarantee *does* hold for the median tuning curve. While one can prove this fact, we'll empircally demonstrate it as well." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulating Random Search\n", "\n", "In order to measure the coverage, we need to know the ground truth tuning curve. Thus, our approach will be to create a simulation that closely approximates running random search on DeBERTa and DeBERTaV3. To create the simulation, first we take the 1,024 search iterations run on each. Next, we'll use [kernel density estimation (KDE)](https://en.wikipedia.org/wiki/Kernel_density_estimation) to approximate the continuous performance distributions resulting from random seach. Finally, we'll take these continuous distributions as the ground truth and simulate constructing the confidence bands many times in order to estimate their coverage.\n", "\n", "Because of the large sample sizes we use in the KDE, our simulations will closely approximate the underlying distributions' CDFs. We must use KDE rather than bootstrap resampling (i.e., sampling from the empirical CDF) because our coverage guarantee only holds when the underlying distribution is continuous, thus we must remove the discretization effects from having a finite sample." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Assessing the CDF Fit\n", "\n", "Before constructing the simulation, let's check that the sample size is sufficiently large to obtain a tight fit to the underlying distribution.\n", "\n", "First, we can visualize what the empirical distributions look like:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the performance distributions.\n", "fig, axes = plt.subplots(\n", " nrows=2,\n", " ncols=2,\n", " sharex=True,\n", " sharey='row',\n", " figsize=(6, 5),\n", ")\n", "for j, model_ in enumerate(models):\n", " visualization.plot_distribution(\n", " model_to_evaluation_to_ys[model_][evaluation],\n", " 'y',\n", " axes=axes[:, j]\n", " )\n", " \n", "# Format the plots.\n", "\n", "# Collect titles in order to move them to the right side of the figure.\n", "row_titles = [set() for _ in range(2)]\n", "for i in range(2):\n", " for j, model_ in enumerate(models):\n", " row_titles[i].add(axes[i, j].get_title())\n", "\n", "for i, titles in enumerate(row_titles):\n", " if len(titles) != 1:\n", " raise RuntimeError(\n", " 'Found multiple titles for the row.'\n", " )\n", " title = next(iter(titles))\n", "\n", " for j in range(1, len(models)):\n", " axes[i, j].set_ylabel(None)\n", "\n", " axes[i, -1].yaxis.set_label_position('right')\n", " axes[i, -1].set_ylabel(title, labelpad=18, rotation=270)\n", "\n", "for j, model_ in enumerate(models):\n", " for i in range(1):\n", " axes[i, j].set_xlabel(None)\n", " \n", " for i in range(2):\n", " axes[i, j].set_title(None)\n", " \n", " axes[0, j].set_title(models[model_]['name'])\n", "\n", "for i in range(len(models)):\n", " for j in range(2):\n", " axes[i, j].set_xlim(y_min, y_max)\n", " axes[i, j].spines['right'].set_color('lightgrey')\n", " axes[i, j].spines['top'].set_color('lightgrey')\n", "\n", "fig.suptitle(\n", " f'Performance Distributions on {evaluations[evaluation][\"name\"]}'\n", ")\n", "\n", "fig.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, let's check how closely the empirical CDF approximates the true CDF. We can visualize the fit using our CDF confidence bands:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the CDFs with confidence bands.\n", "fig, axes = plt.subplots(\n", " nrows=len(evaluations),\n", " ncols=len(models),\n", " sharex=True,\n", " sharey=True,\n", " figsize=(6, 5),\n", ")\n", "for i, evaluation_ in enumerate(evaluations):\n", " for j, model_ in enumerate(models):\n", " lower_cdf, point_cdf, upper_cdf =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " model_to_evaluation_to_ys[model_][evaluation_],\n", " confidence=cdf_confidence,\n", " a=y_min,\n", " b=y_max,\n", " method=band,\n", " )\n", "\n", " # Plot the confidence bands.\n", " axes[i, j].plot(\n", " grid,\n", " point_cdf.cdf(grid),\n", " label='eCDF',\n", " **models[model_]['style'],\n", " )\n", " axes[i, j].fill_between(\n", " grid,\n", " upper_cdf.cdf(grid),\n", " lower_cdf.cdf(grid),\n", " alpha=0.275,\n", " label=f'{cdf_confidence * 100:.0f}%',\n", " color=models[model_]['style']['color'],\n", " )\n", "\n", "# Format the plots.\n", "for j, model_ in enumerate(models):\n", " axes[1, j].set_xlabel('y')\n", " axes[0, j].set_title(models[model_]['name'])\n", " \n", "for i, evaluation_ in enumerate(evaluations):\n", " axes[i, 0].set_ylabel(r'$\\mathbb{{P}}(Y \\leq y)$')\n", " axes[i, -1].yaxis.set_label_position('right')\n", " axes[i, -1].set_ylabel(evaluation_, labelpad=18, rotation=270)\n", "\n", "for i in range(len(evaluations)):\n", " for j in range(len(models)):\n", " axes[i, j].set_xlim(y_min, y_max)\n", " axes[i, j].set_ylim(0., 1.)\n", " axes[i, j].spines['right'].set_color('lightgrey')\n", " axes[i, j].spines['top'].set_color('lightgrey')\n", " axes[i, j].legend(loc='upper left')\n", "\n", "fig.suptitle(\n", " f'Empirical CDFs on MultiNLI',\n", " x=0.56,\n", ")\n", "\n", "fig.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Due to our large sample size of 1,024 search iterations, the confidence bands are extremely narrow and thus the empirical CDF approximates the true CDF very well for all models and evaluation test sets." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Choosing the KDE Bandwidth\n", "\n", "The most important hyperparameter in KDE is the bandwidth. Intuitively, we'd like our simulation to behave like resampling except with the discretization effects removed. Thus, we want a relatively small bandwidth that preserves the distribution's shape. Cross-validation tends to encourage oversmoothing in order to cover unseen points with high likelihood. Instead, we will select the bandwidth visually." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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XMwBs0aJFdvcDYAEBASw9Pd3ufrPZzIxGI2vRooV8X3x8PAPAmjZt6nD89PR0Fhoa6vCDkTTQIf2gcuPGDabT6djMmTNZx44dWevWreXnPvfccwyA3eCAsx+spB84H3/8cYc6Ll26xAwGQ6kHoJwN4EVGRrKKFSs6fV1RNpuNvfnmm8zHx0duK51Ox+6//342YcIEu8EVxhj7+eefGQA2ffp0p8d78sknmV6vtxvEcjYA1bRpUxYQEOAwmMQYY0eOHHH4wbJhw4bMYDCwM2fOlJjJ3QGo3Nxc5ufnxypVqsQyMzMdnt+9e3eHQQHph9TvvvvO4fnSY0eOHCmxVlf1Tp8+nQFgs2bNcnhs9+7dDADr0qWLfJ/0GaxWrZriwa+iNZf0Q3fr1q0ZALZ//37GGGOHDh1iANiIESOcPn/s2LEMADt69Kh8n5TX2Z9atWqxBQsWOBxHGoBy9eeXX35x+LcoPCA+fvx4Fh0dzQCwqlWrshMnThSb09kAlCtNmjRhtWrVUvTcESNGMABsxYoVDo/98MMPDv+eUp/SsWNHh+dLj40dO1bRuQu3c15eHgsPD2c9e/ZkjDGWnZ3NwsLCWJ8+fRhjrNwPQOXl5bF69eoxPz8/uQ/25gBUYGCgQ/8RFxcnvw9tNpvdY0uWLHHoQwq/b4t7fnR0tMP5pb5i+/btimsmhBCiDlqCRwghXtSjRw9s2rRJ/vutW7ewe/duvPbaa2jfvj22b99utxwnPT0ds2fPxpo1a3D+/HmHfSykDZoLq1+/vnz1LInRaETVqlXtrmb1zz//AIDTpVOBgYFo1qyZwx4j0t4ksbGxGDBgAHbs2AHGGLp06YKcnBzMmDED6enpCAoKQmxsLOrWret0j6TCpDo6dOjg8FhkZCTuvffeUu3jEhoaarf/lOSee+6R93YqiU6nw0cffYS33noLGzZswL59+3Dw4EH89ddfOHHiBL766its2rRJbjPp0uSnT592us/VtWvXYLPZcObMGadXMQOArKwsHD16FBEREZg1a5bD42azGQBw6tQpAPn7XJ08eRL16tVDVFSUolzuOHXqFHJychAdHe306njR0dHYunUr/v77b4c2bNmypcPz77nnHgBwuLKauw4fPgwATvfUadu2Lfz8/PD33387PPbAAw+osuROCen9kJSU5PT9ILXhqVOn7JbGAkBiYqK8CXl2djbOnTuH6dOnY9SoUThx4oTT5bczZ850axPy8+fPy/upSapVq4Zdu3ahXr16io8j2bFjB+bOnYv9+/fj5s2bdvtwKf03d9WuUv/jrF3Vfq+ZTCY899xz+Oyzz3DlyhXExcUhJSUFI0aMcPtY3mAymfD+++9jwIAB8vJQrcydO9fh33jYsGF2+/JFRUU59B/Vq1cHkL+8u+hSWekxZ/+Pc/V8Z8uJXR2LEEKItmgAihBCypFKlSqhd+/eqFChArp374533nkHW7duBZC/p1Lnzp1x6NAhNG/eHIMHD0alSpVgNBrlPUJyc3MdjhkcHOz0XEaj0W7fktu3bwPIv2qSM1WrVnW4r1GjRqhSpYq871NsbCyCg4PRsmVLZGdnY9q0adi1axeioqJw5coVjBo1qsR/AyV1lGYAKiQkxOn9RqNR0SbYhYWHh2PIkCEYMmQIgPyBpFdeeQWrV6/G888/Lw+iJScnAwB++OEHl8dztSFuSkoKGGO4cuWKw+CAs2NI/341atRQHsgNaWlpAJy/H4A7P9xJzyvM2XtR2luorHvouKpLp9OhatWquHLlisNjxeVQg/QDbuXKlQHceT+sX78e69evL/Z1JW2Q7O/vjyZNmmDZsmU4ePAgPv30U4wZM0bxnkrFKTwgfuPGDSxevBgTJkxA79698eeffzoMZLvy008/oX///ggMDESPHj1Qq1YtVKhQATqdTt7HS4m0tDTo9Xr537CwqlWrQqfTeey9NmLECMydOxeLFi3Cjh07UK1aNfTq1atUx/KGZ555BrNnz8b333+PcePGOf03VcPcuXMd2rdz5852A1Cu2sfVY9KAe2FqHosQQoi2aACKEELKIWkGzYEDB+T7fv31Vxw6dAgjR47EggUL7J6/fPlyLF68uEznlAZorl+/7vTxolcgknTu3BkrV67ElStXsGPHDnTs2BEGgwFt2rSBv78/YmNj5R/8pRkLWtThTdWqVcP333+PdevW4ciRI7h16xYqVaok//Czdu1aPPbYY6U6tnSMli1b4uDBgyU+X/r3czbYogapnuLa4dq1a3bP85TCdRUdiGGMISkpyWlNRWdOqOXChQtISEhA5cqV5R+8pfPPmzfP4eqRpWEymdCiRQtcunQJhw8fLvMAVGGVK1fG+PHjcfv2bbz//vt45513MHfuXMWvnzp1Kvz8/PDXX385zMRbvny54uMEBwfDZrPhxo0bDoPS169fB2PMY++1Jk2aoFWrVvjiiy+QlJSE8ePHu9ycXa/Pv9h00SswAncGij1Jp9Nh1qxZ6Nq1K95++22nV/VTQ1muIkkIIURsem8XQAghxFFKSgoA2M3MkS5d3qdPH4fn79q1q8znlK5y98cffzg8lpGR4XSZC3BnUOnHH3/EiRMn0KVLFwCAr68v2rVrh+3bt8szpEq65HjhOpxlio+PR0JCgsP9BoMBQNln0ZSFr68vTCaT3X3SQKLSJX7OBAUFoWHDhjh58qSipUOBgYG4//77cfHiRZw9e7bE57v7b3fffffBz88PBw4cQFZWlsPj0jLNkq6kp7bmzZvbnb+w/fv3Iycnx6M1vffeewCA/v37y4NcarwfinLWV6hp0qRJiIiIwP/+9z+3BhbOnz+Phg0bOgw+JSYm4sKFC4qP46pdvfFeGzFiBBITE2Gz2Upcfiddpc7ZYLC0tFAJNfu3Ll26oEePHtiwYQPi4uLKfDxCCCHEHTQARQgh5dAnn3wCAOjYsaN8nzS7oegA0c6dO/HNN9+U+Zw1a9ZEx44dceTIEYclYx988EGxgx/SANRHH30EAPIAlPTY33//jS1btqB+/fqIiIgosY6HH34YtWvXxrp16+yyMsYwadIkpz+ESZcVdzY4paY5c+bI+/QU9fnnnyMjIwP33XcfKlWqBCB/sLBmzZr45JNPnP6wZzabnQ74FTVmzBhkZWVh9OjRTpdnXbx40W5w4D//+Q+sVitefvllZGdn2z03JydHXgoGuP9v5+Pjg4EDB+LmzZuYOXOm3WObNm3C5s2bUa9ePbRv317R8dTy7LPPwmg04pNPPrHb2yUvLw8TJkwAkL8PjdYyMjIwbtw4LFq0CNWrV8ekSZPkxx566CG0bt0aP/74I1asWOHwWpvNhp07dyo+14EDB7Br1y6YTCa0bdtWlfqL8vf3x4QJE2A2m+VBNSUiIyNx7tw5u5lyOTk5eOmll9xa+jR06FAAwLRp0+yW2t2+fVtekio9xxOee+45/PLLL9i4cSMaNGjg8rnBwcFo0KAB/vjjD5w7d06+Pz09HRMnTlR8TrX7tw8//BA6nc7uvUkIIYR4Ai3BI4QQLzp37pzdZsTJycnYvXs3Dh06hLCwMLtNpx9//HHUqlULH330EY4dO4bGjRvj9OnTWLduHZ544gmsWrWqzPV88cUXaN++PYYMGYI1a9YgKioKf/75Jw4cOIAOHTo4nZXUoEEDVK9eHYmJiahUqRKaNm0qPxYdHQ2bzYZbt27hqaeeUlSDXq/H119/jV69eqFbt27o378/IiIisH37diQmJqJp06Y4cuSI3Wuio6PlH6iOHz+OkJAQhIaGqrLMqbDvv/8e48ePR5MmTdC6dWtUqVIFqamp2LdvHw4dOgR/f3/Mnz9ffr6vry9WrVqFRx55BJ06dUKXLl3QpEkT6HQ6xMfHY9euXahUqVKxg1qSF154Afv27cPixYuxe/dudOvWDREREUhKSsKpU6ewf/9+LFu2TF7q9dJLL2Hnzp1YuXIloqKi0Lt3bwQHB+Pff//F5s2b8e2336Jv374A8gcMV61ahX79+uGRRx6Bn58fHnjgATz++OPF1jNr1izs3LkT77//Pvbs2YPWrVvj0qVL+Omnn1ChQgUsXLhQXn7kKXXr1sWsWbMwbtw4NG3aFM888wwCAgKwdu1anD59Gn369MFzzz2n6jkXLFiATZs2gTGG9PR0nD17Fjt37kR6ejoaNWqE5cuXy3tiSX788UdER0djwIABmDt3Llq0aAF/f3/8+++/2Lt3L27cuIGcnByHc82ePVvegyknJwdnz57F2rVrYbFY8MEHHzicBwB+//13p8cC8peNvvjii4pyPv/885g1axaWLFmCSZMmoW7duiW+5tVXX8Wrr76K5s2b46mnnoLFYsHWrVvBGMMDDzwg75NWko4dO+LVV1/FvHnz0LhxY/Tr1w+MMaxevRqXL1/GmDFj7AbqtRYYGCh/dpQYN24cnn/+ebRt2xZPP/00bDYbNm7ciFatWik+xn333YeIiAgsX74cvr6+uOeee6DT6fDqq68Wu7edK82aNcOzzz5b4t508+fPt7tIRmGjRo1yesEKQgghxBUagCKEEC8qetUp6YeLl156CW+//TZq1qwpPxYYGIjt27fjzTffRFxcHHbs2IFGjRrhhx9+QNWqVVUZgGrcuDF2796NCRMmyLNZHn74YezevRuzZ88udqlfdHQ0li1bhs6dO9vtqdOqVSsEBgYiIyND0fI7Sbdu3bBt2za88847+Omnn+Dv74+uXbvip59+kjf+Luz+++/HwoULMWfOHMybNw+5ubmIjIxUfQBq4cKFWLt2LbZv347NmzcjKSkJBoMBkZGReOmll/DGG284LDlq1aoV/vnnH3z88cfYsGEDdu/eDV9fX9SoUQN9+/bFwIEDSzyvtHFzr1698M0332DdunXIyMhAlSpVEBUVhdmzZ6Nbt252z1++fDliYmKwYMECLFmyBIwx1KhRA88884zdFcJGjx6NS5cuYfny5Zg1axYsFguGDh3qcgCqcuXK2L9/P9577z38+uuv2LVrF0JCQtC3b19MmTLF4QpunjJ27FjUq1cPn3zyCZYuXYq8vDzUr18fc+bMwZgxY1Tf70naQ8dgMCAoKAgRERHo3bs3+vbtiz59+jgsyQSA2rVr4/Dhw/jkk0+wZs0aLFy4EAaDAdWrV0fHjh2LHagtfJU7vV6PSpUqoVu3bvjPf/6DRx991Olrtm3bhm3btjl97IEHHlA8AOXn54eJEyfi1VdfxbRp07BkyZISX/Of//wHJpMJ8+bNwzfffIPQ0FA8+uijmDlzJp5++mlF55V89tlnaN68OebPn4+vv/4aQP4FEKZPn47hw4e7dSxPGz16NMxmM+bOnYsFCxagevXqGDZsGN555x3FVwI0GAz4+eefMWHCBPz4449IT08HkD8bqzQDUADw/vvv46effkJeXl6xz4mLiyt2mV7nzp1pAIoQQojbdIwx5u0iCCGEEEIIIYQQQoi4aA8oQgghhBBCCCGEEKIpGoAihBBCCCGEEEIIIZqiAShCCCGEEEIIIYQQoikagCKEEEIIIYQQQgghmqIBKEIIIYQQQgghhBCiKRqAIoQQQgghhBBCCCGaogEoQgghhBBCCCGEEKIpGoAihBBCCCGEEEIIIZqiAShCCCGEEEIIIYQQoikagCKEEEIIIYQQQgghmqIBKEIIIYQQQgghhBCiKRqAIoQQQgghhBBCCCGaogEoQgghhBBCCCGEEKIpGoAihBBCCCGEEEIIIZqiAShCCCGEEEIIIYQQoikagCKEEEIIIYQQQgghmqIBKEIIIYQQQgghhBCiKRqAIoQQQgghhBBCCCGaogEoQgghhBBCCCGEEKIpGoAihBBCCCGEEEIIIZqiAShCCCGEEEIIIYQQoikagCKEEEIIIYQQQgghmqIBKEIIIYQQQgghhBCiKRqAIoQQQgghhBBCCCGaogEoQgghhBBCCCGEEKIpGoAihBBCCCGEEEIIIZqiAShCCCGEEEIIIYQQoikagCKEEEIIIYQQQgghmqIBKEIIIYQQQgghhBCiKRqAIoQQQgghhBBCCCGaogEoQgghhBBCCCGEEKIpGoAihBBCCCGEEEIIIZqiAShCCCGEEEIIIYQQoikagCKEEEIIIYQQQgghmqIBKEIIIYQQQgghhBCiKRqAIoQQQgghhBBCCCGaogEoQgghhBBCCCGEEKIpGoAihBBCCCGEEEIIIZqiAShCCCGEEEIIIYQQoikagCKEEEIIIYQQQgghmqIBKEIIIYQQQgghhBCiKRqAIoQQQgghhBBCCCGaogEoQgghhBBCCCGEEKIpGoAihBBCCCGEEEIIIZqiAShCCCGEEEIIIYQQoikagCKEEEIIIYQQQgghmqIBKEIIIYQQQgghhBCiKRqAIoQQQgghhBBCCCGaogEoQgghhBBCCCGEEKIpGoC6S+3YsQM6nQ5Tp071dimEEM5Rf0IIUQP1JYQQtVB/Qkj5RANQRGh///03Jk2ahB49eqBy5crQ6XTo3LlzqY934MAB9OrVC6GhoQgICECbNm2wcuXKYp+fmJiIkSNHonr16vDz80ODBg0wY8YMmM3mUteglM1mw7x589CkSRP4+/ujcuXKGDhwIC5cuOD0+fPmzcPw4cPRtGlTGI1G6HQ67NixQ/M6CeGFTqcr8U9CQoKiY9WqVavYYxTXR+Xm5mL69OmIioqCn58fIiIi8Pzzz+P69esqpize5s2b0alTJwQFBSE4OBjR0dHYtm2bw/Nu3bqFr7/+Gr1790adOnXg6+uL8PBwPPLII9i8ebNHaiWkPJs6darLfuTSpUtuHe/MmTN45plnEB4eDn9/fzzwwAOYP38+GGNOn5+WloaxY8ciMjISvr6+qFWrFt58801kZGSokK5kP/zwAx566CEEBAQgLCwMjz32GA4dOuTwvCtXrmDu3LmIiYlBzZo14ePjg2rVqqFfv37Yv3+/R2olpDwzm81YvXo1hg4dioYNGyIwMBBBQUFo3bo15s+fD6vV6tbx6LsJ8QSjtwsgREtr1qzBzJkz4ePjg/r16+PmzZulPlZsbCx69OgBPz8/DBgwAEFBQVi9ejX69++PhIQEjBs3zu75165dQ+vWrXH58mU88cQTiIqKws6dO/HOO+/gzz//xJo1a6DT6coasVgvvPACFixYgEaNGmHMmDG4evUqVq5ciS1btmDfvn2Iioqye/6YMWMAANWrV0flypVx7do1zWojhEdTpkxxev+5c+fwww8/4P7778e9996r+HghISF4/fXXHe6vVauWw302mw19+vTB5s2b0aZNG/Tr1w9nz57FggULsG3bNuzbtw+VK1dWfG53LV26FIMHD0blypUxbNgwAMCKFSvQvXt3rFy5Ek899ZT83J9++gkvvfQSIiIi0LVrV9SoUQOXL1/G6tWrsWnTJnz00Ud48803NauVEF4MHTrU6ec9NDRU8TFOnDiBdu3aITs7G8888wwiIiKwfv16vPzyyzhx4gTmzZtn9/zMzEx06tQJf//9N2JiYjBw4EAcPnwYs2fPxs6dOxEXFwc/P78yJivejBkz8M477yAyMhIvvvgi0tPTsXz5crRr1w7btm1D+/bt5efOmzcPs2bNQt26dRETE4PKlSvj7NmzWLNmDdasWYNly5ahf//+mtVKSHl3/vx5PPXUUwgMDETXrl3Ru3dv3L59G2vXrsXLL7+MDRs24LfffnPr5w36bkI0x8hdKTY2lgFgU6ZM8XYpmjp27Bj766+/WF5eHktMTGQAWKdOndw+jtlsZnXr1mW+vr7s8OHD8v2pqamsfv36zMfHh126dMnuNUOGDGEA2Pz58+X7bDYbGzBgAAPAli1bVtpYJdq+fTsDwDp27Mhyc3Pl+zds2MAAsJiYGIfXrFu3jiUmJjLGGHvhhRcYABYbG6tZjUQcd0t/UpxXXnmFAWBz5sxR/JrIyEgWGRmp+PnfffcdA8AGDhzIbDabfP/8+fMZAPb888+7U7JbkpOTWWhoKAsPD2cJCQny/QkJCSw8PJyFh4eztLQ0+f5t27ax3377jVmtVrvjnDp1ioWEhDCTycSuXLmiWb2EX3dLXzJlyhTV/h/bsWNHBoBt2LBBvi83N5d16NCBAWB79uyxe/67777LALAJEybY3T9hwgQGgH3wwQdlrqk4Z86cYUajkdWvX5+lpqbK9x8+fJj5+vqyhg0b2vUbq1evZjt27HA4TlxcHDOZTCwsLIzl5ORoVi/h293Qn1y+fJl98cUXLCMjw+7+jIwM9uCDDzIAbOXKlYqPR99N6LuJJ9AA1F2qcKe8a9cu1qlTJxYYGMhCQkLYk08+yc6ePWv3/L59+zKdTseuX79ud/8DDzzAALD//ve/dvcvXLiQAWCLFi3SPItSZRmA2rx5MwPAhg8f7vDYokWLGAA2bdo0+b60tDTm6+vL6tSpY9chM8bYpUuXGAAWHR3tcKy0tDT27rvvsvvvv5/5+fmxkJAQFhMTw3bt2uVWvQMHDmQA2M6dOx0e69y5MwPA4uPji309DUARd9yN/YkkOzubhYWFMR8fH4c8rrj7Ja9t27YMgMNAt81mY3Xq1GEBAQEsKyvL4bFvv/2WtWvXjgUFBTF/f3/WsmVL9u233yo+L2OMffXVVw59nGTq1KkMAFu8eLGiYz3//PMMAPvpp5/cqoHcHe6WvkStAajTp08X+31ix44dDt9bbDYbi4iIYIGBgU5/YA0MDGR16tRxOFZubi6bM2cOa968OatQoQILDAxkDz/8MPv111/dqnfixInF9hfDhg0r9nuLMzExMQwAO3DggFs1kLvH3dKfFGfZsmUMAPvPf/6j+DX03YS+m3gC7QF1l9u3bx+6du2KkJAQvPrqq+jUqRN++eUXtGvXzm6voOjoaDDG7PYEunXrFo4cOQIgf3laYdLfo6OjtQ/hAVLumJgYh8d69OgBANi5c6d83969e5Gbm4vu3bs7THuNjIxEgwYNsHv3bru12cnJyWjbti2mT5+OsLAwvPjii+jXrx/++usvREdHY82aNW7VGxAQYDeV3VW9hKjhbuxPfv75Z6SkpKB3795uTzPPzc3FokWL8MEHH+Dzzz8vdk+TnJwc7N+/Hw0aNEBkZKTdYzqdDt27d0dmZiYOHjwo388Yw6BBgzBy5EjcuHEDzz77LEaNGoXMzEyMHDkS48ePV1ynu/2fKyaTCQBgNNIOAKR4d0tfEhcXh1mzZuHjjz/GmjVr3N6DydVn8+GHH0ZAQIDdZ/Ps2bO4evUq2rdvj4CAALvnS98ZLly4YLeXXW5uLnr06IFx48aBMYaRI0fiueeeQ3x8PPr06YPPP/9clXqpLyFauVv6k6JK+xmh7yZEa/SvfJfbvHkzvvzyS7zwwgvyfV999RVefPFFvPbaa1i7di2AO51rbGwsnn76aQD5H2rGGLp27Yq4uDhkZmbKX2hiY2NRp04d1KxZs8QaLl26hEWLFrlVt6evaHH27FkAcNg3CQCqVauGwMBA+TklPV+6//Tp04iPj0edOnUAAK+++iqOHz+Ob775BqNGjZKfO3PmTDz44IN4/vnn0bNnzxL3ZsjMzERiYiIaN24Mg8Hg9NyFayRELXdjf/Ltt98CgN1nVqlr165h+PDhdve1atUKP/74I+rWrSvfd/78edhsNpf9CZD/me7QoQMAYMGCBfjxxx8xfPhwfPXVV/KXq7y8PDz11FOYM2cOBg4ciJYtW5ZYp6v+zJ3+JC0tDatWrYKfn59cJyHO3C19SdF95UJDQ/Hpp59iyJAhil7v6rNpMBhQu3ZtnDhxAhaLBUajUdF3k82bN+Ps2bPyfnbTp0/Hjh07MHnyZEybNk3+pVp6ejq6dOmCcePG4cknn0RERISiegMDA1GtWjWn5y6cyZV///0Xv//+O6pXr44mTZqU+Hxyd7tb+pOivvvuOwDOB2hcoe8mRHNemnlFvEyallq/fn2HtbBWq5VFRUXZTUO12WwsPDycNWjQQH7eK6+8wgIDA+XlaRs3bmSMMXbu3DkGgI0YMcKtWtz5UxplWYLXvXt3BsBhuq4kIiKCBQcHy3+fMWMGA8C++eYbp89/9tlnGQB26NAhxhhjN27cYAaDgXXp0sXp8z/77DMGgK1du7bEWq9cucIAsPbt2zt9fMuWLQwAGzNmTLHHoCV4xB13Y3/CGGMXLlxgOp2O1axZ0yF3SaZOncq2bdvGkpKSWGZmJjt8+DAbPHgwA8AiIyPt9i3YvXs3A8AGDRrk9Fhff/01A8A++eQT+b6mTZs6nfrOGGNHjhxhANi4ceMU1RoVFcUAMLPZ7PBYXl4eA8CaNm1a4nGkpcHTp09XdF5y97lb+pKff/6Zfffdd+zChQssOzubXbx4kc2bN4+FhYUxnU6neGnb6NGjGQC2detWp4+3a9eOAWDJycmMMcZ++OEHp0uJJJMmTWIA2M8//8wYy/83DwsLY3Xr1nXYToAxxn777TcGgM2bN09RvSaTidWoUcPpY2fOnGEAWO/evV0eIy8vT973asmSJYrOS+5Od0t/4oy0PK24nyuKQ99NiCfQDKi7XPv27aHX26/E1Ov1aN++Pc6ePYt//vkH3bp1ky+/uWrVKiQmJqJ69eqIjY1Fhw4d0LFjR/j6+iI2NhY9e/Z0e0pq586di71U8N3iwIEDsFqtyM3NdfobD2kE/9SpU3jsscewY8cOuynCANCsWTP07dtX+2IJKcbd1p989913YIxh+PDhDrlLUnTmQ7NmzbBkyRIAwPfff49vvvkGY8eOLVVdWVlZOHr0KCIiIjBr1iyHx81mM4D8/gRw/pvZ0NBQp1fBKa2JEyfixx9/RM+ePTFp0iTVjkvEJHpf8sQTT9j9vVatWnjllVfQsGFDdO/eHe+88w569+6tybndcfr0aaSkpCAiIgLTpk1zePzGjRsA7vQlf//9t8N2AbVq1ZKvTlVWNpsNw4YNQ1xcHEaPHo3BgwerclwiNtH7k6LWrVuHV155BZGRkVi6dKlbr6XvJsQTaADqLle1alWX99++fVu+Lzo6GqtWrUJsbCy6d++O48ePY9iwYfDz80Pbtm3lzri8r4kujZCQEAD2/x6FpaWlISwszK3nF35ecnIyAGD37t3YvXt3sXVkZmYCyF/3XPTL4NChQ9G3b1+3z02IWu6m/sRms2HRokXQ6/UYMWKEasd94YUX8P3332P37t3ylzx3P9MpKSlgjOHKlStOf2iUSP3JpUuXHJ4XGRkpf8krfP5KlSq5PLczkydPxocffoguXbrg559/dro0mJDC7qa+pLCuXbuibt26OHr0KNLS0hAcHOzy+Ur6Bp1Oh6CgIMXPL/w86bvJ8ePHcfz48WLrkPqSv//+26Ev6dSpkzwAFRISUurvJjabDSNGjMCyZcvw3HPP4csvvyy2HkIKu5v6kw0bNuCpp55C1apVsX37dlSvXl2V49J3E6ImGoC6yyUlJbm8v/AHt/DaaGnNrnRfdHQ0pk+fjtu3b2PHjh2IiopCjRo1FNXAwx5QhdcSF12XfO3aNWRkZOChhx5y+nxnzp49Cx8fH3nduPQlc9y4cZg9e3aJ9UydOrXYf4OAgABUr14dFy9ehNVqdehQS9oDgpDSupv6k02bNuHy5cvo0aOHov0flAoPDwdw5wsYANSpUwd6vd5lfwLc+UxL/UnLli3tNv8sTkm/mY2KisLBgwdx9uxZhy95JfUnkydPxvvvv4/OnTtj7dq18Pf3L7EeQu6mvqSo8PBwnDt3DllZWSUOQLn6rmG1WnHx4kXUrl1b3lhXyXeTws+Tzt+vXz+sWrWqxNqHDRvmcrZTVFQU9u7di2vXrjnsA+WqL7HZbBg+fDiWLFmCgQMHyoP/hChxt/Qn69evR79+/RAeHi7vT6UW+m5CVOW1xX/Eq0paF12/fn2nlyKtVq0aq1OnDnvppZdYWFiY/Npdu3YxAGz27NkMABs9erTbtbjzpzTKsgfUpk2bGIpczliyaNEihiKXAb19+zbz8fFhderUcdg34dKlSwywv2xyYmIi0+l0rF27dm7X5syAAQMY4Pxyxp07d2ZwcsnUwmgPKOKOu7E/efLJJxmg/iV7Fy9ezACwF154we7+Nm3aOP3cFnep44YNG7IKFSqwlJSUMtf05ZdfOvRxEleXOn7nnXfkPjczM7PMdRDx3Y19SWEZGRksKCiIBQQEON3XpKhTp045fJ+Q7Nixw+F7i81mYxERESwwMJBlZGQ4nDswMJDVrl1bvs9sNrPg4GAWGRnJ8vLyypAs39tvv11sfzFs2DCn31usVisbMmQIA8D69+/PLBZLmesgd4e7qT9Zt24d8/X1ZdWrV2dnzpxx67VK0HcToiYagLpLFe4Iv/zyS7vHpA/0Y4895vA6aWCjcuXKrG/fvvL9ubm5rEKFCqxy5coMAFu2bJnmGdylZAAqLy+PnTx5kp07d87ufrPZzOrUqcN8fX3Z4cOH5ftTU1NZ/fr1mY+PD7t48aLda6QvTPPnz5fvs9ls8mZ3Rf+N+vfvzwCwjz76yOlmn/v27VPcUW7fvp0BYB07dmS5ubny/Rs2bGAAWExMjMvX0wAUccfd1p9cv36dmUwmVrlyZbvPV1HF9ScnT550+lk+efIkq1atmtMfwr777jsGgA0cONCuf5g/fz4DwJ5//nm750v3P/XUUw4/aDKWv4F60T6rOMnJySwkJISFh4ezhIQE+f6EhAQWHh7OwsPD7TYmZYyxyZMnMwCsQ4cOTs9PiDN3Q1+SlpbGTp8+7XB/VlaW/P3A2S+7Tp48yU6ePOlwv7Qh94YNG+T7cnNzWYcOHRgAtnv3brvnv/vuuwwAmzBhgt39EyZMYADYBx984PT+MWPGOB2EOnr0KEtKSnIdusDp06eZ0Whk9evXZ6mpqfL9hw8fZr6+vqxhw4Z2AwVWq5UNHTqUAWBPP/20okE5QiR3Q3/CWP53e19fX1atWjV26tSpEp9P303ou4m36Ri7y3d/vkvt2LED0dHR6NGjh7yhXqNGjXD8+HGsXbsWlSpVwv79+x2mb3799dfyZUw//fRTjBkzRn4sJiYGW7duBQBcvXpVtXXHZXHq1Cl8+OGHAIDs7GysXLkSVatWRc+ePeXnFJ4Se+nSJdSuXRuRkZG4dOmS3bFiY2PRo0cP+Pn5YcCAAQgKCsLq1asRHx+P2bNnY9y4cXbPT0xMROvWrXH58mU8+eSTqFevHnbu3Il9+/bh8ccfx6+//ipfzhjI32uha9eu+Pvvv9GkSRO0bdsWoaGhSEhIkKeYJiYmOr18sTOjR4/GggUL0KhRIzz66KNITEzEihUrEBgYiL1796J+/fp2z//www/ljf/27t2LM2fOoEePHvL5+vbtS5ucE6fulv5EMmfOHIwfPx5jx47FnDlzin1ecf3J1KlT8cknn6Bjx46IjIxEQEAAzpw5gw0bNsBsNmPixIn44IMP7I5ls9nQq1cvbN68GW3atEGnTp1w7tw5/Pzzz6hVqxb279+PypUry89nBZujL168GNWrV0e3bt0QERGBpKQknDp1Cvv378eyZcswYMAARZmXLl2KwYMHo3Llyujfvz8AYMWKFbh58yZWrFghX7IayO9Thw8fDqPRiNdeew2BgYEOx+vcuTM6d+6s6Nzk7nE39CWXLl1CnTp10KpVKzRs2BDVqlVDUlISfv/9d1y+fBlNmjRBbGysw5IS6ftC0a/tx48fR/v27ZGdnY3+/fujevXqWL9+PY4fP45XXnkF8+bNs3t+ZmYm2rdvj3/++QcxMTFo0aIFDh06hC1btqBVq1bYuXOn3XKU3NxcPP7449i6dSvq1q2Ljh07okqVKrhy5QqOHj2Kf/75B3v37kWbNm0U5Z8xYwbeeecdREZGol+/fkhPT8fy5cuRl5eHbdu2oX379vJzp06dimnTpiEwMBCvvfaavJSwsL59+6JZs2aKzk3uLndDf3Lq1Ck0a9YMubm5GDBgABo0aODwnKIXAqDvJvTdxOu8OvxFvEb6rcCUKVPYrl27WKdOnVhAQAALDg5mTzzxBDt79qzT10mXyQXAjh49avfYBx98wADYXb7U25RMeS3s4sWLDMi/1Kgz+/fvZz179mTBwcHM39+fPfTQQ2z58uXFnv/q1atsxIgRrGrVqszHx4dFRUWx9957r9hZE1lZWeyjjz5iLVu2ZAEBAczf35/Vrl2b9e3bly1ZssSt3/5ZrVb26aefskaNGjFfX19WqVIl1r9/f4ffeEg6derk8t9pypQpis9N7i53S38iadiwIQPATpw44fJ5xfUnO3bsYM888wyLiopiwcHBzGg0smrVqrE+ffqwzZs3F3u8nJwcNnXqVFa3bl3m4+PDqlWrxkaNGsWuXbtW7GtWrFjBunXrxsLCwuRLoHfu3JnNmTOH3bhxw63cGzduZB06dGABAQEsMDCQderUyenl36dMmVJiv0v9CXHmbuhLbt++zf7zn/+wVq1ascqVKzOj0ciCgoLYQw89xD766COnlydnjLlclnPq1Cn21FNPsYoVKzJfX1/WpEkT9sUXXzidTc1Y/uzt119/nd17773MZDKxmjVrsnHjxjnMFpBYLBb21Vdfsfbt27Pg4GDm6+vLatasyXr27Mnmz5/v9kyCpUuXsgcffJD5+/uzkJAQ1qtXL/bXX385PE+a/eTqz8KFC906N7l73A39iZKfc4qu/KDvJvTdxNtoBhQhhBBCCCGEEEII0RRdQoIQQgghhBBCCCGEaIoGoAghhBBCCCGEEEKIpmgAihBCCCGEEEIIIYRoigagCCGEEEIIIYQQQoimaACKEEIIIYQQQgghhGiKBqAIIYQQQgghhBBCiKZoAIoQQgghhBBCCCGEaIoGoAghhBBCCCGEEEKIpmgAioAxhpYtWyImJsbbpQjv9OnTMBqN+N///uftUggpM+o7PIf6DiIy6ks8h/oSIjrqTzyH+hNSGjQAVQZLly7FCy+8gAcffBC+vr7Q6XRYtGiRt8ty25IlS3Do0CFMnz7d6eMHDhxAr169EBoaioCAALRp0wYrV670cJXApEmToNPpMHHixGKf8/nnn0On0+GRRx6BxWLRvCZ33wMNGjTAwIEDMW3aNKSnp2teX2FXrlzB3LlzERMTg5o1a8LHxwfVqlVDv379sH///lId01vvjdJ+9srLe5n6Ds+ivkMdarZneXlvuOJujd7IRH2JZ1Ffog7qS8pfXwJQf+Jp1J+og/qT8tmfuMRIqUVGRjIALDw8XL69cOFCr9a0ZcsW1r59e6d/evbsyaZOncoyMjLk51utVlarVi3WoUMHp8fbvn07M5lMLCgoiI0ePZqNHTtWzjp79mxPxWKMMXbjxg1WoUIFFhoaytLS0hwe/+WXX5her2fNmzdn6enpHqmpNO+BI0eOMADs/fff90iNkgkTJjAArG7dumzkyJHs7bffZv369WMGg4Hp9Xq2fPlyt47nzfdGaf7dy9N7mfoO6jt46jsYU7c9y9N7ozju1uitTNSXUF9CfUn5eG8Uh5e+hDHqT6g/of6kvLw3isNTf+IKDUCVwdatW9mlS5cYY4zNnDmzXHTUL774Ijtz5gxbtWoVmz9/vt1jV69eZa1atWK9evViVquVMcbYunXrGAD2zTffOBzLbDazunXrMl9fX3b48GH5/tTUVFa/fn3m4+Mj51eLzWZz+fjYsWOdfmj27NnD/P39Wc2aNdnVq1c9Vk9p3wNNmzZlkZGRcjt4wurVq9mOHTsc7o+Li2Mmk4mFhYWxnJwcRcfyxnujMHf/3b1db1HUd1DfwVPfoWZ7euuzOHToUKb0d27u1ujN/oX6EupLqC+hvkQt1J9Qf0L9CfUnnkBL8MqgW7duiIyM9HYZds6ePYuoqChs3boVPXv2tHvs/Pnz6NevH1q0aIG9e/cCABYuXAidTod+/fo5HGv79u04f/48nn32WTRr1ky+PyQkBJMmTUJeXh4WL15cpnqzsrKwfv16jBkzBvXr10dcXJzL548fPx5+fn6YO3cuzGaznLl3797w9fXFxo0bUb16dY/VU9r3wDPPPIP4+HjExsaWtlS3Pfnkk+jUqZPD/R06dEB0dDRSUlJw9OhRRccq7XsjLi4Ojz/+OMLDw+Hr64uoqCi88847yMrKciuLu//unngvu4P6Duo7eOo71GxPb/cdWtTozf6F+hLqS6gvob5ELdSfUH9C/Qn1J55g9MpZiSYuXbqE2rVrAwDi4+NRq1Ytu8c3btyIZ555BgcPHkRCQgIYY4iNjUWDBg0QFhbmcLwdO3YAgNNN/Hr06AEA2Llzp9t1Hj16FJs3b8amTZvwxx9/IDc3F3q9Hi1btkS1atVcvrZ69eoYOXIkvvjiC/zwww949NFH8cgjjyAtLQ2bN2/G/fff79F6Sqtt27YAgG3btqFr166anMMdJpMJAGA0KusSSvPemD9/Pv7zn/8gNDQUjz/+OKpUqYKDBw9ixowZiI2NRWxsLHx8fMqQQt167ybUd1Df4Yqa7clD3+FujdS/3EF9CfUlrlBf4rpG6kvsUX9C/Ykr1J+4rrE89yc0ACWQrVu3olu3brhw4QKioqIcHv/nn3/w/vvvY/HixXj66adx8uRJJCcn45FHHnF6vLNnzwKA02NVq1YNgYGB8nNcSU5OxtatW7F582Zs3rwZV69elY/Rv39/9OjRAzExMQgPD1eUc8KECfj666/x8ccfY/78+bhw4QKWLl2Kzp07K3q92vWUxoMPPggA2L17t8vnzZ07F6mpqYqP27dvX7tRbiX+/fdf/P7776hevTqaNGmi6DXuvjdOnDiBMWPGoGnTpti2bRsqVaokP/bhhx9i4sSJmDdvHsaNG+dW7Uqp9V4WFfUdnRW9/m7tO9T8/PDQd7hbI/Uvd1Bf0lnR66kvob6E+pKSUX/SWdHrqT+h/oS3/oQGoASybds2fP7551i9erU8silJSkpClSpVcPPmTezduxezZ8/G77//DgCoWrWq0+Pdvn0bQP5UPWeCg4Pl5xSnc+fO2LVrF2w2G0wmE9q1a4dXXnkFPXv2RLNmzaDT6dyNiXvvvRdDhw7FggULAAAffPABnn32WUWv1aKe0ggODoafnx8uX77s8nlz585FfHy84uPWqlXLrQEos9mMwYMHIzc3F7NmzYLBYFD0OnffG1999RUsFgvmzZtn10kDwFtvvYVPPvkEP/74o2YDUGq8l0VGfUfJ7ua+Q83PDw99h7s1Uv9yB/UlJaO+hPqS4mqkvsQe9Sclo/6E+pPiaizP/QkNQHnRuHHjkJubq/j5r732mtNRTACw2WxISUlBeHg44uLi8M0339g9vmnTJlSpUgWDBg3C559/Dr1ej1u3bgEAQkNDS52hJIcPH4bNZgMANG3aFD179kSPHj3K3Ck+/fTTWLBgAbp06eLy8qWeqqc0KlasiJs3b7p8zqVLlzQ7v81mw7BhwxAXF4fRo0dj8ODBmp1r3759AIDNmzdj27ZtDo+bTCacOnVK/vvUqVMdnvP6669r+l7lCfUd1Hd4s+/wJHf7DiD/C2txX3CdtdXChQsxbNiwshfLIepLqC+hviQf9SVlR/0J9SfUn+Sj/sQ1GoDyoq+++gqZmZmKn//UU08V21EfPnwYzZs3h81mw44dO+T1njqdDnq9HllZWWjfvj2+++473HPPPQAAf39/AEBOTo7TY0ojpsWNjqalpTldY11YfHw8tm7dik2bNmHLli2YOHEiJk6ciKpVqyImJkaeFlq5cuWS/wEKOXnyJADg4Ycfdut1WtVTGtnZ2ahQoYLm53HGZrNhxIgRWLZsGZ577jl8+eWXbr3e3fdGcnIyAGDGjBmKjj9t2jSH+4YNG1bqLxVqvJfLE+o7qO/wZN+h5udH674DyB+sLjrFf82aNfjnn38wZcoUh+cX/e2quzXy3L9QX0J9CfUlxaO+xD3Un1B/Qv1J8ag/uYMGoLwoIyNDtWP9/vvv6NatGw4ePIgXXngB7777bomvkToj6UNUlPQ/hbNnz6Jly5Z2j127dg0ZGRl46KGHXJ4jNDQUTz/9NJ5++mkAwLFjx7Bp0yZs2rQJK1euxPfffw+dTocWLVqgR48eeO2111ClSpUSaz98+DAAONRVEq3qcZfNZsPt27fRqFEjl8/TYg8om82G4cOHY8mSJRg4cCAWLVoEvd69C2K6+94IDg4GkN/ZBQUFlXh8xphb9ZREjfdyeUJ9B/Udnuw71Pz8aN13APlf8oq6dOkS/vnnH6ezK8taI8/9C/Ul1JdQX1I86kvcQ/0J9SfUnxSP+pNCGFHFzJkzGQC2cOFCr5z/scceY9nZ2ez9999nu3btUvSalJQUptfrWXR0tNPHN23axACw4cOHOzy2aNEiBoBNmzat1DVnZmaydevWsVdeeYXVq1ePAWCxsbGKXtukSRMGgCUkJJT6/GrWw5h774FTp04xAOzZZ591+bzIyEgGQPGfks5ttVrZkCFDGADWv39/ZrFYFOcrzN33xksvvcQAsC1btpTqfK4o+XfX+r1cFtR3uI/6Ds/2HWq2p7f6jqFDhzKlX3ncrbG89C/Ul7iP+hLqS9x1N/QljFF/UhrUn1B/4q67pT8pigagVOLNjjo7O5s9/vjjjDHGHn30UZaXl6f4tc2aNWNBQUHMarU6PGY2m1mdOnWYr68vO3z4sHx/amoqq1+/PvPx8WEXL14sa/my8+fPs5s3b5b4vOzsbGY0GlmVKlVUO3dZ6pG48x5YvHgxA8C++uqrMlToHqvVKnd0Tz/9NDObzYped+7cOXby5Em795W7742jR48yo9HIGjRowOLj4x3OkZKSwg4dOlSqXEr+3T39XnYH9R1lR32HtkrbnuWp73DnS567NZaX/oX6krKjvkRb1Je4rrG89CWMUX+iBupPtEX9iesay1N/UhQtwSuDBQsW4I8//gAAHD16VL5vx44dAPLX8Y4aNUrzOnbt2oWHH34YmZmZMBqNMJlMil/7xBNPYMqUKdi3bx/atWtn95jRaMSCBQvQo0cPdOzYEQMGDEBQUBBWr16N+Ph4zJ49G7Vq1XJ5/NJsSFj0agJFHTlyBBaLBS1atFB8XK3qKe17YOvWrTAajXjsscfcqL5spk+fjsWLFyMwMBD169fH+++/7/AcZ1Ndu3btivj4eFy8eFFub3ffG40bN8b//vc/vPTSS2jQoAF69eqFunXrIj09HRcuXMDOnTsxbNgwxXtRufvvrsZ7WU3Ud1DfwVPfUdr2LI99hxZ5vdm/UF9CfQn1JdSXqIX6E+pPqD+h/sQjvDLsJQhp1LK4P0OHDvVIHW+++Sa7//77WbNmzdhHH33k1muvXLnCjEYje+mll4p9zv79+1nPnj1ZcHAw8/f3Zw899BBbvny5ouMHBAS4NdVSydTQL7/8kgFgkyZNUhpTs3pK8x7IzMxkgYGBrG/fvm7XXxYl1YpifsshTZd1Nkru7nvjzz//ZAMGDGARERHMZDKx8PBw1qJFC/b222+zkydPqpaluM9eWd7LaqK+o2TUdwx1eI23+g6Ju+1ZnvoOd37LWNoavdG/UF9SMupLhjq8hvoS6kucof6kZNSfDHV4DfUn1J+4S8eYyrv9Eu4MHjwY69evR3x8vOKN1EjpLViwAKNHj8bOnTvRsWNHb5dDSKlR3+FZ1HcQUVFf4lnUlxCRUX/iWdSfEHfRABRBfHw87rvvPkyePBmTJk3ydjlCs1gsqF+/Ppo0aYJff/3V2+UQUibUd3gO9R1EZNSXeA71JUR01J94DvUnpDRoDyiCyMhILF68GElJSd4uRXj//vsvhgwZgsGDB3u7FELKjPoOz6G+g4iM+hLPob6EiI76E8+h/oSUBs2AIoQQQgghhBBCCCGa0nu7AEIIIYQQQgghhBAiNhqAIoQQQgghhBBCCCGaogEoQgghhBBCCCGEEKIp2oS8BDabDWlpaQgMDIROp/N2OYQQlTHGYLPZYDQaoddrNyZPfQkh4qP+hBCiBupLCCFq8VR/ohQNQJUgLS0Nly9f9nYZhBCN1a9fHz4+Ppodn/oSQu4e1J8QQtRAfQkhRC1a9ydK0QBUCXQ6Hdq0aYPLly8jKCjI5XPNZjO2bNmCmJgYmEwmD1XoWaJnFD0fQBmLslqtOHPmjOa/EaC+xB5lFANltEf9iXdQRv6Jng/gvy8BxG8n0fMBlFEU5bE/UUrHGGPeLqI8S0tLQ0hICG7fvo3g4GCXz2WMIScnB35+fsJOYxU9o+j5AMpYlNVqxcmTJ9GwYUMYDAbNaqK+xB5lFANltEf9iXdQRv6Jng/gvy8BxG8n0fMBlFEU5bE/Uap8DIMJxGgUf1KZ6BlFzwdQRh7wXr8SlFEMlLH8471+JSgj/0TPB4iRUYQMroieD6CMouA1Iw1AqchisWDDhg2wWCzeLkUzomcUPR9AGXnAe/1KUEYxUMbyj/f6laCM/BM9HyBGRhEyuCJ6PoAyioLnjLQErwTuTnO3WCwwGo1CT/cTOaPo+QDKWFR5nOZObSQGyigG6k/KP8rIP9HzAfz3JYD47SR6PoAyiqI89idK0QwolfE4Cuku0TOKng+gjDzgvX4lKKMYKGP5x3v9SlBG/omeDxAjowgZXBE9H0AZRcFrRhqAUpHFYsGWLVu4fTMoIXpG0fMBlJEHvNevBGUUA2Us/3ivXwnKyD/R8wFiZBQhgyui5wMoo1asNobsPKvHzsdzO9ISvBK4OzWVEMKX8jrNnRDCH+pPCCFqoL6EEL4MWrAPJxPTEfdWNAJ9y9fm4LQET2CMMaSlpUHkMT3RM4qeD6CMPOC9fiUooxgoY/nHe/1KUEb+iZ4PECOjCBlcET0fQBm18k/CbSRn5uFKSrZHzsdzO9IAlIosFgt27drF5VQ4pUTPKHo+gDLygPf6laCMYqCM5R/v9StBGfknej5AjIwiZHBF9HwAZdRKntUGAMi1eGYZHs/tSEvwSkBTUwkRG01zJ4SohfoTQogaqC8hhB+MMdSeuAEAsOrFtniwVkUvV2SPluAJzGazITk5GTabzdulaEb0jKLnAygjD3ivXwnKKAbKWP7xXr8SlJF/oucDxMgoQgZXRM8HUEYtmK135vPkWjxzTp7bkQagVGS1WnHgwAFYrZ7bAd/TRM8oej6AMvKA9/qVoIxioIzlH+/1K0EZ+Sd6PkCMjCJkcEX0fABl1ILZemcQKM9DA1A8tyMtwSsBTU0lRGw0zZ0QohbqTwghaqC+hBB+pGTmofl7WwEAXz7XAj0bV/dyRfZoCZ7AbDYbrl+/zuVUOKVEzyh6PoAy8oD3+pWgjGKgjOUf7/UrQRn5J3o+QIyMImRwRfR8AGXUQuEZUJ5cgsdrO9IAlIpsNhuOHTvG5RtBKdEzip4PoIw84L1+JSijGChj+cd7/UpQRv6Jng8QI6MIGVwRPR9AGbVQeNDJkwNQvLYjLcErAU1NJURsNM2dEKIW6k8IIWqgvoQQfly4kYEuc3YCAN7v2xjPtYn0ckX2aAmewGw2G65cucLlSKRSomcUPR9AGXnAe/1KUEYxUMbyj/f6laCM/BM9HyBGRhEyuCJ6PoAyaiHPS0vweG1HGoBSkc1mw/nz57l8IyglekbR8wGUkQe8168EZRQDZSz/eK9fCcrIP9HzAWJkFCGDK6LnAyijFgpf+c5TV8HjuR1pCV4JaGoqIWKjae6EELVQf0IIUQP1JYTw46/4ZPSbvxcA8Hq3KLzerb6XK7JHS/AEZrPZEB8fz+VIpFKiZxQ9H0AZecB7/UpQRjFQxvKP9/qVoIz8Ez0fIEZGETK4Ino+gDJqIddLM6B4bUcagFIRz2sxlRI9o+j5AMrIA97rV4IyioEyln+8168EZeSf6PkAMTKKkMEV0fMBlFELZuudBWW0B1TJaAleCWhqKiFio2nuhBC1UH9CCFED9SWE8GPriSSMXnIQADC4TSTe69vYyxXZoyV4ArNarTh37hysVqu3S9GM6BlFzwdQRh7wXr8SlFEMlLH8471+JSgj/0TPB4iRUYQMroieD6CMWjBbPb8Ej+d2pAEoFTHGkJKSApEnlYmeUfR8AGXkAe/1K0EZxUAZyz/e61eCMvJP9HyAGBlFyOCK6PkAyqiFwoNOuRbPDAjx3I60BK8ENDWVELHRNHdCiFqoPyGEqIH6EkL4sfJAAt5afQQA0KtJNfxvUEsvV2SPluAJzGq14tSpU1xOhVNK9Iyi5wMoIw94r18JyigGylj+8V6/EpSRf6LnA8TIKEIGV0TPB1BGLeQVWoKXa/bcEjxe25EGoFSWnZ3t7RI0J3pG0fMBlJEHvNevBGUUA2Us/3ivXwnKyD/R8wFiZBQhgyui5wMoo9oKL8ErPBilNV7bkZbglYCmphIiNprmTghRC/UnhBA1UF9CCD++2nkeMzeeAgA8VKsiVr7Y1ssV2aMleAKzWq04duwYl1PhlBI9o+j5AMrIA97rV4IyioEyln+8168EZeSf6PkAMTKKkMEV0fMBlFELdpuQe2gGFM/tSANQhBBCCCGEEEIIIW4y2+0Bxd+AkKfRErwS0NRUQsRG09wJIWqh/oQQogbqSwjhx8yNJ/HVzgsAgDqVA7B9XGfvFlQELcETmNVqxeHDh7mcCqeU6BlFzwdQRh7wXr8SlFEMlLH8471+JSgj/0TPB4iRUYQMroieD6CMWrBbgufBq+Dx2o40AKUyf39/b5egOdEzip4PoIw84L1+JSijGChj+cd7/UpQRv6Jng8QI6MIGVwRPR9AGdVWeAmeJ6+Cx2s70hK8EtDUVELERtPcCSFqof6EEKIG6ksI4cdbq/7ByoOXAQDBfkYcmdrDyxXZoyV4ArNYLDhw4AAsFou3S9GM6BlFzwdQRh7wXr8SlFEMlLH8471+JSgj/0TPB4iRUYQMroieD6CMWjBb78zn8dQMKJ7bkQagVKTT6RAWFgadTuftUjQjekbR8wGUkQe8168EZRQDZSz/eK9fCcrIP9HzAWJkFCGDK6LnAyijFuz2gLLY4IkFZjy3o9HbBYjEYDCgXr163i5DU6JnFD0fQBl5wHv9SlBGMVDG8o/3+pWgjPwTPR8gRkYRMrgiej6AMmqh8KwnxgCLjcFk0HZgiOd2pBlQKrJYLNizZw+XU+GUEj2j6PkAysgD3utXgjKKgTKWf7zXrwRl5J/o+QAxMoqQwRXR8wGUUQuFZ0A5+7sWeG5HGoBSkV6vR40aNaDXi/vPKnpG0fMBlJEHvNevBGUUA2Us/3ivXwnKyD/R8wFiZBQhgyui5wMooxaKDjjlemAAiud2pCV4KtLr9YiMjPR2GZoSPaPo+QDKyAPe61eCMoqBMpZ/vNevBGXkn+j5ADEyipDBFdHzAZRRC2ar52dA8dyO/A2ZlWMWiwVxcXFcToVTSvSMoucDKCMPeK9fCcooBspY/vFevxKUkX+i5wPEyChCBldEzwdQRi0UvfJdrsWq+Tl5bkcagFKRXq9H3bp1uZwKp5ToGUXPB1BGHvBevxKUUQyUsfzjvX4lKCP/RM8HiJFRhAyuiJ4PoIxa8MYeUDy3Iy3BU5G0FlNkomcUPR9AGXnAe/1KUEYxUMbyj/f6laCM/BM9HyBGRhEyuCJ6PoAyasFxBpTn9oDiEX9DZuWYxWLB9u3buZwKp5ToGUXPB1BGHvBevxKUUQyUsfzjvX4lKCP/RM8HiJFRhAyuiJ4PoIxaKLoHlCcGoHhuRxqAUpFer0fjxo25nAqnlOgZRc8HUEYe8F6/EpRRDJSx/OO9fiUoI/9EzweIkVGEDK6Ing+gjFpwvAqe9ntA8dyOtARPRXq9HlWqVPF2GZoSPaPo+QDKyAPe61eCMoqBMpZ/vNevBGXkn+j5ADEyipDBFdHzAZRRC9IAlI9RjzyLzWN7QPHajvwNmZVjZrMZmzdvhtls9nYpmhE9o+j5AMrIA97rV4IyioEyln+8168EZeSf6PkAMTKKkMEV0fMBlFGT81kZACDIN39ujyeW4PHcjjQApSKDwYBWrVrBYDB4uxTNiJ5R9HwAZeQB7/UrQRnFQBnLP97rV4Iy8k/0fIAYGUXI4Iro+QDKqAVpxlOgn9Hu71riuR1pCZ6K9Ho9Klas6O0yNCV6RtHzAZSRB7zXrwRlFANlLP94r18Jysg/0fMBYmQUIYMroucDKKPaGGPyVfACPTgDiud2pBlQKjKbzVi/fj2XU+GUEj2j6PkAysgD3utXgjKKgTKWf7zXrwRl5J/o+QAxMoqQwRXR8wGUUfVzFSy/A+4MQHliBhTP7UgDUCoyGo3o0KEDjEZxJ5aJnlH0fABl5AHv9StBGcVAGcs/3utXgjLyz1v5ktJywBgr+YkqEKENRcjgiuj5AMqoNrP1zmBTkLwET/ur4PHcjjQApSKdTofg4GDodDpvl6IZ0TOKng+gjDzgvX4lKKMYKGP5x3v9SlBG/nkj34ajiWj9wTZ8FXfBI+cToQ1FyOCK6PkAyqi2wrOdPLkEj+d2pAEoFZnNZvz6669cToVTSvSMoucDKCMPeK9fCcooBspY/vFevxKUkX/eyHfsym0AwImraR45nwhtKEIGV0TPB1BGtUn7P+l1gL+PZ5fg8dqOqg9AxcbG4p133kF0dDSioqIQFhaGGjVqoFmzZhg8eDAWLFiAa9eulekcP/30E/r06YN77rkHAQEBaNasGb777juHKbTffvst6tevDz8/PzzwwANYt25dmc5bEqPRiJiYGC6nwiklekbR8wGUkQe8168EZRQDZSz/eK9fCcrIP2/ku52d/4Nbeo5nfoAToQ1FyOCK6PkAyqg2abDJx6iHrzF/aMUTM6B4bkdVKs7MzMRnn32Gb775BvHx8fJAkJ+fHypWrIjs7GwcO3YMR44cwQ8//ACTyYTHH38cb7zxBtq3b+/2+T755BPUqlULc+bMQeXKlbF161aMHj0aCQkJmDJlCgBg+fLlGD16NP773/+iS5cuWLFiBZ544gns2rULbdq0USO2Uzy+CdwlekbR8wGUkQe8168EZRQDZSz/eK9fCcrIP0/nuzMAZfHYOUVoQxEyuCJ6PoAyqkmaAWUy3BmAyrNqPwAF8NuOZZ4B9eWXX6JevXr473//i+DgYLz33nvYtm0bbt++jaysLFy+fBm3bt2C2WzGqVOnsHjxYjzzzDPYsmULOnbsiCeffBIXL15065xr167Fjz/+iP79+6NLly6YOXMmRo4ciU8++QQ2W36DT5kyBQMGDMB7772H6OhofPnll2jVqhWmT59e1sjFslgs2LBhAywWz/2PzNNEzyh6PoAy8oD3+pWgjGKgjOUf7/UrQRn554180gBUmodmQInQhiJkcEX0fABlVJu0CbmvUQ8faQaUWftNyHluRx0r46UfTCYTBg4ciLfeeguNGzdW/Lrs7Gz88MMPmDlzJoYOHYp33323LGVg/vz5ePnll5GWloYbN26gbt26+OWXX9C3b1/5OZ999hnefPNNpKWlwdfXV9Fx09LSEBISgtu3byM4ONjlcxljsFgsMBqNXG4IpoToGUXPB1DGoqxWK06ePImGDRvCYDBoVhP1JfYooxgooz3qT7yDMvLPG/n6fP4H/rl8G9VD/LB3YlfNz8d7XwLQ+1AElFFdRy6novfnu1E9xA+DWtfE7C1nMPChezHzyaaanrc89idKlXkG1PHjx7FkyRK3Bp8AwN/fH6NGjcKZM2cwePDgspaBP/74AzVq1EBQUBBOnToFALjvvvvsntOwYUPk5eW5PePKHTyOQrpL9Iyi5wMoIw94r18JyigGylj+8V6/EpSRf57O540leCK0oQgZXBE9H0AZ1STNgPKxmwHlmSV4vLZjmQeg6tevb/f3WbNmubUbu8FgQO3atctUwx9//IHly5dj/PjxAICUlBQAQGhoqN3zwsLCAADJycnFHis3NxdpaWl2f4D8kUPpv85uWywW5ObmYsuWLcjJyZGXAlosFqe3zWaz3W1pIpp0mzHmcBuA3W2bzWZ3W3oTFnfbarXa3VaSqfBt6VhbtmxBXl6eMJlc5RMhU9HbOTk52LJlCywWizCZiraT2WzGli1bkJ2drTiT2qgvubv7EsDxsyZCpqLtlJeXZ/dZEyFT0XaS3qvS3z3dlwDUn1B/In5/4o3vJtIAVEauBXlmi+qZRPtuIr0HivusifC5o76Ez0ze/G4ibThuMujgY8gfWsmx3B3fTUpL9avgTZw4EY0bN8b69evVPrRTly9fRv/+/REdHY0xY8aU+XgzZ85ESEiI/Ofee+8FABw7dgwAcPLkSZw8eRIAcOTIEZw9exYAcPjwYVy+fBl9+vTB4cOHkZCQAADYs2cPEhMTAQBxcXG4efMmAGD79u1ITU0FAGzZsgXp6ekAgA0bNiAnJwcWy511nTk5OdiwYQMAID09HVu2bAEApKamYvv27QCAmzdvIi4uDgCQmJiIPXv2AAASEhLw559/AgAuXryIw4cPAwDOnj2LI0eOlJhJmi32559/IiEhASaTCWFhYXIOETIVbieTyYSgoCDcvn1bmExF2ykuLg4dOnSAyWQSJlPRdsrJyUGfPn2wdevWEjNJOdRGfcnd3ZcAwN69e9G2bVuYTCZhMhVtp8zMTPTp0wexsbHCZCraTiaTCcCdL80lZdIC9SfUn4jen3j6uwljTB6AAoAjJ07TdxMF2U0mEypXrixf0Zz6kvKfqWg7id6XePq7iXQVPEtuLnxN+cvbbtxKVT1TefxuUlpl3gOqqMWLF2PixIlISkpCjx49MHfuXIdZUmpJTU1Fhw4doNPpsGvXLoSEhADIf4M9+uijOHXqFBo0aCA/f+vWrYiJicHJkycdludJcnNzkZubK/89LS0N9957L5KTkxEWFiaPVhoMBrvb0mhoVlYW/P39YTAYoNfrYbFYoNfrHW6bzWb5OWazWV6/Kd0G8kc+C982mUzyiKfJZILNZoPVapVv22w2GI3GYm9brVYwxuTbznIUzaTT6eTber0eOp0OqampCA4Otruf50yF20an0yElJQUhISEwGAxCZHL23svMzERISIhcuwiZCreTwWBARkYG/Pz85A66uEy5ubk4d+6c6uuiqS+5u/sSZ581ETIVzafX65GZmSl/1kTIVLSdgPyZ1aGhodDpdC4z6fV6TfZZoP6E+pO7oT/x5HeTHCvQeMpm+TO1c3xH3BNWgb6blJBdr9cX+1kT4XNHfQmfmbz53ST2zC2MXnIQD9wTgiFta2HcT/+gQ1Q4vh/ZWvjvJqWl+gyooUOH4syZM3jjjTewbds2NGnSBOPHj5eneKolOzsbjz32GG7fvo2NGzfKg0/Anb2fpL2gJKdOnYKPjw/q1KlT7HF9fX0RHBxs9weA3FgGg8HpbaPRCMYYdu3aBQDQ6/Xy/c5um0wmu9vS5mHSbZ1O53AbgN1tvV5vd1t60xV322Aw2N1WkqnwbenDsGfPHnkaoAiZiubbu3evnE+ETEVvA8Du3bvlzkmETEXbyWq1YteuXXIGJZnURn3J3d2XSAp/1kTIVLSdbDab3WdNhExF20n6/4LVavVKXwJQf0L9ST6R+5Oi+bTOVHj2EwBk5jH6bqIgu6vPmgifO+pL+Mzkze8m0gwoX6MBvqb8GqT7RP9uUlqqz4Aq7PTp03j99dexefNmVKlSBR988AFGjBhR5uNaLBY88cQT2LNnD3bt2oX777/f4TkNGjRAq1atsHTpUvm+hx9+GMHBwfK0NCXcvToEIYQvVmv5vNIMIYQ/1J8QwocTV9PQ67Nd8t9XPN8GretU8mJF9qgvIYQPaw5fwesr/sbD9cIxpG0knv/+LzSvGYpfXm7v7dJkSvuT+Pj4Uh0/MjLSrecbS3UWhRo0aICNGzfit99+w9ixYzFq1CjMnz8fn332Gdq2bVvq47788stYt24d5syZg7S0NOzbt09+rHnz5vD19cXUqVMxaNAg1K1bF9HR0VixYgX2798vr+HUgs1mQ2pqKkJDQ+1GmUUiekbR8wGUkQe8168EZRQDZSz/eK9fCcrIP0/nKzoDyhNXwhOhDUXI4Iro+QDKqLa8QpuQS3tAeeIqeFpkrFOnDkozN0maMaiUR951vXv3xokTJzBjxgycPHkSDz/8MAYPHoyrV6+W6njSZlrjxo1D27Zt7f5IG3cNHDgQ33zzDZYtW4YePXpg9+7d+OWXX8o08FUSq9WKAwcOyGs8RSR6RtHzAZSRB7zXrwRlFANlLP94r18Jysg/T+crOgCVlqP9laJEaEMRMrgiej6AMqotz5o/+OJj1MtXwZPu05IWGXv27On0j06nQ7169Rzur1evXqnOo+kSPIvFgn/++Qf79+/Hn3/+if379+PMmTPyyFpAQACmTp2KsWPHyuszyxuamkqI2GiaOyFELdSfEMKHlQcS8NbqI/Lfp/VuhKHtanmvoCKoLyGED9/9cRHT153A4w9EYHj7Wnjyf3tQs2IFxL0V7e3SZGXtTwwGA959911MmTLF7v7p06dj6tSp3p8B9eOPP+KNN95Au3btEBwcjIceegivvPIKlixZgtTUVPTp0wcfffQRfvrpJzRt2hRvvvkmoqOj5UsL8sxms+H69etuNwJPRM8oej6AMvKA9/qVoIxioIzlH+/1K0EZ+efpfI5L8LSfASVCG4qQwRXR8wGUUW3SbCeTQSfPgMq1aD/ziud2VH0AatCgQfj0009x4MAB3HfffXjppZewdOlSnD9/HomJifj5558xfvx49OvXD7t378bnn3+OPXv24PXXX1e7FI+z2Ww4duwYl28EpUTPKHo+gDLygPf6laCMYqCM5R/v9StBGfnn6Xze2gOK9zYUIYMroucDKKPazPJV8PTwK3IVPC15MqPJZEJmZqbD/RkZGaW6yp7qS/A++OADtG3bFg899BACAgIUvWbEiBFYu3Ytbty4oWYpqqCpqYSIjaa5E0LUQv0JIXyYvOYYvt8XD4NeB6uNYeBD92Lmk029XZaM+hJC+DBny2nM234OQ9pGYtTDddDx41hU8DHgxPSe3i5NVtb+JDIyErVq1cLOnTvt7u/YsSMuXbqEf//9163jqT4DatKkSYiOjlY8+AQA9evXR3JystqleJzNZsOVK1eEH1EWOaPo+QDKyAPe61eCMoqBMpZ/vNevBGXkn6fzSTOgqof4AQDSPDQDivc2FCGDK6LnAyij2uRNyA16+Bg9OwPKUxk7deqEXbt2YcqUKbh+/TquX7+OyZMn448//kCHDh3cPl65uPbi4MGDsWDBAm+XUWY2mw3nz58X/gMtckbR8wGUkQe8168EZRQDZSz/eK9fCcrIP0/nkwag7gnzB+C5JXi8t6EIGVwRPR9AGdUmDTaZjHr4FgxAWWwMVptm13kD4NmMEyZMgL+/P9577z1Uq1YN1apVw4wZM+Dr64u3337b7eNpehU8EdDUVELERtPcCSFqof6EED488b/dOPxvKp5qeQ9W/XUZzWuG4peX23u7LBn1JYTw4Z01R7F03794rWsUnu9YB42mbAYAnJzeE/4+2n123aFGf/Lnn3/iv//9L/bv3w/GGFq1aoUZM2agbdu2bh+rXMyAEoXNZkN8fLzwI8oiZxQ9H0AZecB7/UpQRjFQxvKP9/qVoIz883Q+b82A4r0NRcjgiuj5AMqoNmkGlE+hGVCA9lfC83Q7PvTQQ9i6dSvS0tKQnp6O7du3l2rwCaABKFXRmlr+iZ4PoIw84L1+JSijGChj+cd7/UpQRv55Ol9awQDUvWEV7P6uJRHaUIQMroieD6CMapMHoAx6GA166HX292tFi4zx8fGl+uMuo2oVExiNRrRr187bZWhK9Iyi5wMoIw94r18JyigGylj+8V6/EpSRf57MxxjzygwoEdpQhAyuiJ4PoIxqM1vzdzOSNiD3NRqQbbYiV+MBKC0y1qlTB6XZncndQTDNZkAdOXIES5YsKfbvIrJarTh37hysVm2n3HmT6BlFzwdQRh7wXr8SlFEMlLH8471+JSgj/zyZL9tslX9orFEwAJV/n7Y/MIrQhiJkcEX0fABlVJs00GQy5A+rSANRWg9AaZWxXr166Nmzp6I/9erVK9U5NBuA+uWXXzB8+PBi/y4ixhhSUlJKNXLIC9Ezip4PoIw84L1+JSijGChj+cd7/UpQRv55Mp80+8mg16FqsJ98f4bGs6BEaEMRMrgiej6AMqpNGri+MwNKGoDSdvBLq4yDBg3Chg0bFP157rnnSnUOWoKnIqPRiFatWnm7DE2JnlH0fABl5AHv9StBGcVAGcs/3utXgjLyz5P5pAGoEH8TTAY9KvgYkJVnRVqOGWEBPpqdV4Q2FCGDK6LnAyij2gpvQl74v1rvAcVzO9Im5CqyWq04deqU8FMaRc4oej6AMvKA9/qVoIxioIzlH+/1K0EZ+efJfLez7gxAAUCQX/7v47XeB0qENhQhgyui5wMoo9rkGVCG/N3HfT24BE/tjP7+/sjLy1P8/NzcXPj7+7t9HhqAUll2dra3S9Cc6BlFzwdQRh7wXr8SlFEMlLH8471+JSgj/zyVT5oBFSwPQOX/Ny1H+yvhidCGImRwRfR8AGVUU5616AwoQ/79Gg9AAepnDA0NxfXr1xU///r16wgNDXX7PLQET0UGgwHNmzf3dhmaEj2j6PkAysgD3utXgjKKgTKWf7zXrwRl5J8n8xVeggcAwR6aASVCG4qQwRXR8wGUUW15RTYh9/XQEjwtMt533334888/FT//zz//RMOGDd0+D82AUpHVasWxY8eEn9IockbR8wGUkQe8168EZRSDNzL+fiIJm44leux8vLcj7/UrQRn558l8aQUDTSFFZ0BlazsDSoQ2FCGDK6LnAyij2uQZUF64Cp7aGTt06ICjR49i9+7dJT53z549OHbsGNq3b+/2eWgAihBCCCFcSM8x46Uf/sIryw4j3QPLZQgh4rkzAyp/5pOn9oAihIhHngFV5Cp4eRwO8A0ZMgRGoxHPPfcczpw5U+zzzpw5g8GDB0Ov12Po0KFun4eW4KnIYDCgcePG3i5DU6JnFD0fQBl5wHv9SlBGMXg644mraTBb8y85fDU1Bw2qmTQ/J+/tyHv9SlBG/nkynzTTKbhg5pO0F5QnluDx3oYiZHBF9HwAZVSbucgMKHkTcrP2S/DUzli7dm1MmjQJ7733Hh544AE8/fTTiI6ORkREBADg6tWr2LFjB1auXInc3FxMnDgRderUcfs8NANKRVarFYcPHxZ+SqPIGUXPB1BGHvBevxKUUQyeznj8app8O/G2ZzYY5b0dea9fCcrIP0/mK7oH1J0ZUNovweO9DUXI4Iro+QDKqDZpBpSv0X4JnrQ0TytaZZw6dSqmTp0KnU6HH374ASNHjsQjjzyCRx55BCNHjsTSpUsBAJMnT8aMGTNKdQ6aAaWy0lyKkDeiZxQ9H0AZecB7/UpQRjF4MuOJxMIDUDkeOy/v7ch7/UpQRv55Kp/jJuSemQEFiNGGImRwRfR8AGVUkzQr+84m5PlXwdN6BhSgXcbJkydj1KhR+OWXX3DgwAHcuHEDABAeHo5WrVqhb9++qFGjRqmPTwNQKjIYDLjvvvu8XYamRM8oej6AMvKA9/qVoIxi8HRGuxlQqZ6ZAcV7O/JevxKUkX+ezJdWzAyoNI1nQInQhiJkcEX0fABlVJs0A0qa+WQy6PLv13gGlNYZq1evjpdfflmTY2u2BC8kJAQ1a9Ys9u8islgsOHDgACwWcTcxFD2j6PkAysgD3utXgjKKwZMZcy1WnE1Kl//uqRlQvLcj7/UrQRn558l8Gbn55wgsGHjy1AwoEdpQhAyuiJ4PoIxqYozJA02mIlfBM2s8AMVzO2o2A+r111/H66+/XuzfRaTT6RAWFgadTuftUjQjekbR8wGUkQe8168EZRSDJzOeTcqAxcbkv3tqAIr3duS9fiUoI/88mU8aaArwLXoVPG1nQInQhiJkcEX0fABlVJO0/A4oPAPKMwNQWmSMj48v1esiIyPdej4twVORwWBAvXr1vF2GpkTPKHo+gDLygPf6laCMYvBkxuNXbwMA/E0GZJutHtuEnPd25L1+JSgj/zyZLzMvfwAqSB6A8txV8HhvQxEyuCJ6PoAyqqnwMjt5E/KCAShpaZ5WtMhYp04dMMZKfmIRNpt7WekqeCqyWCzYs2cPl1PhlBI9o+j5AMrIA97rV4IyisGTGaX9nx6OCgeQPwOqNF+U3MV7O/JevxKUkX+ezJeZaz8DKtBX2gNK+yV4vLehCBlcET0fQBnVZC40yCTNfLozA0rb7ydaZOzZs2exf3Q6HerVq2d3X2kHwGgGlIr0ej1q1KgBvV7ccT3RM4qeD6CMPOC9fiUooxg8mVEagOp6XxVsPZGErDwr0rItCKlg0vS8vLcj7/UrQRn556l8uRar/IOhNADl7yNdtUrbS7aL0IYiZHBF9HwAZVSTNAPKoNfBoM9fCicNQGm9CbkWGdevX1/sYwaDAYMGDcKUKVPk+6ZPn46pU6e6fR5VBqBsNpvQb2Kl9Hq922sgeSN6RtHzAZSRB7zXrwRlFIOnMlptDCcT8wegWkSGoWKAD5Iz85CYlu2RASie25H3+pWgjPzzVL6MQrOcAgoGnvxM+T/D5Fi0H4DivQ1FyOCK6PkAyqgmaZmddOU7oNAm5BovweO5HVUZNXr88ceRlZWlxqG4ZrFYEBcXJ/yURpEzip4PoIw84L1+JSijGDyV8dKtTGTlWeFr1KNOeACqh/gBABJTtd+InPd25L1+JSgj/zyVLzM3f5DJ32SAsWCmgp8xfyDKbGWw2rRbNiNCG4qQwRXR8wGUUU3SLCdp3yfgzmCUJ66Cx2s7qjIAtXHjRnTq1AlJSUlqHI5ber0edevWFXo2mOgZRc8HUEYe8F6/EpRRDJ7KeDYpHQDQoFoQjAa9PAB11QMbkfPejrzXrwRl5J+n8mUU2f8JAPxMBvl2jobL8ERoQxEyuCJ6PoAyqkmaASXNeip82xNL8HhtR1Uq/uyzz3D48GG0bdsWp0+fVuOQXKI1tfwTPR9AGXnAe/1KUEYxeCrjzYw8AEDV4PyBp+oh/gCAa7e1nwHFezvyXr8SlJF/nsonDUAF+t4ZdPIt9MOj1gNQvLehCBlcET0fQBnVZHY6A0q6Cp62m5Dz3I6qVPzKK69g1apVSEpKQvv27bFr1y41Dssdi8WC7du3czkVTinRM4qeD6CMPOC9fiUooxg8lTElM38AqmIFHwBANWkGlIeW4PHcjrzXrwRl5J+n8klXwAv0uzMDSq/XybMWcjTct0WENhQhgyui5wMoo5qy8/IHrH0LzaK8cxU87ZfgebId/+///g89e/a0u0+n00Gn0xXziuKpNmTWt29f/P7779DpdIiJicGKFSvUOjQ39Ho9GjduzOVIpFKiZxQ9H0AZecB7/UpQRjF4KmNyVsEAVGD+AFREaP4A1LU0zyzB47kdea9fCcrIP0/lk5fg+dhfh8lPGoDSeAYU720oQgZXRM8HUEY1pRdc1CC40IC2vAm5B5bgebIdx4wZg9atW9vdN2HCBKSkpLh9LFUrbtu2Lfbs2YMaNWpg0KBB+Oijj9Q8fLmn1+tRpUoV4T/QImcUPR9AGXnAe/1KUEYxeCqjwwyo4PwleJ7YhJz3duS9fiUoI/88lU+eAeVbZACqYAaD1gNQvLehCBlcET0fQBnVlJ5rBgAE+d25Gq+PhzYhLw/t6OPjg+DgYLdfp3rFUVFR2LdvHx588EFMnDgRMTExmDZtGtatW4erV6+qfbpyxWw2Y/PmzTCbzd4uRTOiZxQ9H0AZecB7/UpQRjF4KmNyVv7xwwLsZ0BdvZ0NxrTdZ4H3duS9fiUoI/88lc/ZJuRA4QEo7X5oFKENRcjgiuj5AMqoJmkGVFChGVB39oDSdgCK53Y0lvwU91itVmzYsAEZGRlgjOH333+Xl+YBQJUqVdCiRQu0bNkS06dPV/v0XmUwGNCqVSsYDIaSn8wp0TOKng/wTkbGGBKSs3FvRf9SrRV2F+/tyHv9SlBGMXgqozwDKiD/t4zSZuQ5ZhtuZ5sRWjAzSgu8tyPv9StBGfnnqXwZTvaAAgA/U/4PjbkazoASoQ1FyOCK6PkAyqimtGxpBpSTASirtr8c47kdVZsBlZmZif/7v/9DnTp1MHz4cJw9exajRo3C5s2bMXfuXAwZMgSNGzfGrVu3sHHjRsyYMUOtU5cber0eFStWFH5Ko8gZRc8HeCfj/209g44fx+LnQ1c8cj7e25H3+pWgjGLwVMbkggGosIKBJj+TAZUKZkNpvRE57+3Ie/1KUEb+eSpfiUvwLNouweO9DUXI4Iro+QDKqKY7e0AVWoLnwT2geG1HVSr+73//i5o1a2L8+PG4ceMGXn75ZZw/fx5ff/01unfvjjFjxmDhwoX4559/kJ6ejv3792P+/PlqnLpcMZvNWL9+PZdT4ZQSPaPo+QDPZ7yeloOv4i4AAHacueGRc/LejrzXrwRlFIOnMibLM6DuzHSqXrAML/G2thuR896OvNevBGXkn6fyZeTmDzA5bkLumSV4vLehCBlc0TJfjtmKZ77ai8+2nVX92O4QvQ0Bz2VMk5fg3RmA8tRV8HhuR1WW4M2cORMVKlTAG2+8gfHjx6NatWrFPtfX1xetWrVCq1at1Dh1uWI0GtGhQwcYjaqvbCw3RM8oej7A8xn/t+M8cgvWQZ+4etsj5+S9HXmvXwnKKAZPZMzOsyK7YFlMWKEBqPBAXwDArYLBKa3w3o68168EZeSfp/IVtwTP16T9VfBEaEMRMriiZb5jV27jz4vJuJychTFdo1Q/vlKityHguYzpOY5L8HykASiN94DiuR1VqXjixIkYO3YsKlWqpMbhuKXT6Uq1EzxPRM8oej7AsxkTb2dj2f5/5b9fuJmJrDwLKvho21ny3o68168EZRSDJzKmZOUPMBn1OgQVWjYjTXmXpsBrhfd25L1+JSgj/zyV784SPPt9UzyxCbkIbShCBle0zCf9IiVX44GJkojehoDnMkozoIL9C82AMubvdZun8QwonttRlSV4M2bMuOsHn4D8qXC//vorl1PhlBI9o+j5AM9m/CL2HPKsNjxUuyIqB/mCMeBkYrrm5+W9HXmvXwnKKAZPZJT3fwrwsbuIQbB//mCUtAmoVnhvR97rV4Iy8s9T+Uq+Cp52M6BEaEMRMriiZT5pcNPbA1CityHguYzOZkB58ip4vLYjf3O2yjGj0YiYmBgup8IpJXpG0fMBns246VgSAODVLvXw7R8XseP0DZxITEPLyDBNz8t7O/JevxKUUQyeyCjNgKoUYH+lO2nPhbQcbb988d6OvNevBGXkn6fyZRY3AFWwcbCWm5CL0IYiZHBFy3zS4KbWAxMlEb0NAc9lTJf3gHKyBE/jq+BpnfH27ds4fvw4bty4gezsbFSqVAn33HMPGjZsWOZji/vO8xKRP8wS0TOKng/wTMaMXAtuZuQCAB64NxSNIoLzB6A8uA8Uz3ivXwnKKAatMxa9Ap7EU0vwAP7bkff6laCM/PPUdxMAdst5Ac8swQPEaEMRMriiVT55AMpqg83GoNfrSniFdkRvQ8AzGaUZ2N64Ch6gfsbExEQsWLAAv/zyC44cOQKbzTFDxYoV0blzZwwfPhy9evWym5muVJmX4PXs2RMHDhwo1WszMzPx4Ycf4osvvihrGeWCxWLBhg0bYLFo/2XYW0TPKHo+wHMZ429lAsi/alWwnwn3Vw8BABy/mqbpeQH+25H3+pWgjGLwRMYUJ1fAAzy3BI/3duS9fiUoI/88la/YGVAFm5DnargET4Q2FCGDK1rmyyk080nr/YFcEb0NAc9llH4BFuzkKngWG4PNpt0sKDUz/vvvvxgyZAgiIyMxdepUXLhwAZ07d8ZLL72E//73v3jvvfcwbtw4PPfcc6hatSrWrFmDxx9/HHXr1sXixYvdPl+Zh81u3LiBNm3aoGPHjhgyZAiefPJJhISEuHzNvn37sHTpUixfvhzZ2dmlKrw8MhqN6NWrl9CjyqJnFD0f4LmM/97KAgDUrFgBANAoIn+jvFPX0mGx2mA0qLIFnVO8tyPv9StBGcXgiYzJWfkDTGEBJrv7PbkEj+d25L1+JSgj/zyVT74Knhf2gBKhDUXI4IqW+QoPbuaabfJ7ztNEb0PAMxnNVpu8sbz9HlB3ZgTlWW3w02vTzmplXLVqFYYOHQp/f388//zzeO6559CmTRuXr7l9+zZ+/vlnLFmyBCNGjMBnn32Gv/76S3ntZaoYwF9//YXFixdj2rRpGDlyJEaPHo0GDRqgZcuWqFq1KkJDQ5GTk4Pk5GScPn0aBw8eRHp6OgwGAwYMGID3338fNWvWLGsZ5YbFYhH6Aw2In1H0fIBnMsYn5w9ARVbKH4CqWbECAn2NyMi14PyNTDSoFqTp+XlvR97rV4IyikHrjMmZ+Ut5Kzoswcs/pyeW4PHejrzXrwRl5J/W+SxWm7zErvhNyLWdmSJCG4qQwRWt8mXnFRqAslgBmIp/ssZEb0NA+4wZhb57BDrZhBzIH6TScqBRjYxJSUmYPHkyXn31VQQEBCh6TUhICIYPH47hw4fjwIEDmDx5slvnVGUKwtChQ3H+/HmsXbsWffv2RVJSEpYuXYo5c+Zg8uTJmDFjBubPn48dO3agTp06mDp1KuLj47FkyRLhBp+2bNki/JRGkTOKng/wXMb4ghlQkQUzoPR6HRpWzx90Oq7xPlC8tyPv9StBGcXgiYwpmdIMqKJL8DwzA4r3duS9fiUoI/88kS8z984AQICv/Q+Fvh7YhFyENhQhgyta5iv83vLmlfBEb0PAMxml7x4VfAx2g04+dgNQ2i7BK2vGhQsXom/fvnj77bcVDz4V1apVK2zatMmt16g2LKjT6fDoo4/i0UcfBQCcPHkSly9fxq1bt+Dv74/KlSujUaNGJS7P45nJZEKfPn28XYamRM8oej7Acxn/Tc7fA6pmpTsd2v3Vg3HgUgpOXE3Dky20Ozfv7ch7/UpQRjF4ImNycXtA+Ul7QGn7JZr3duS9fiUoI/88kS8jL7+v8DHo4Wu0H4DyxBI8EdpQhAyuaJmv8Oy6XA0HOksiehsCnsno7Ap4QP4v3I16HSw2pulG5GpkHDVqFGbMmIG3335bpaqUUX0Tlr1792LlypVIS0tD9+7dMWDAAPTp0wft2rUTevAJABhjSEtLA2PaXnbRm0TPKHo+wHMZ5RlQBUvwAKBRhGc2Iue9HXmvXwnKKAZPZEzJKukqeGZNz897O/JevxKUkX+eyHdnA3LHJTGeWIInQhuKkMEVLfMVHtzUeqmnK6K3IeCZjNIMqCA/x6WU0oyoPA1nuqmRsWLFijhz5ozi52dmZiI2NhYffPBBqc8JqDgAlZWVhccffxybNm1CRkYGVq5cifbt2+Pvv/9W6xTlnsViwa5du4Sf0ihyRtHzAZ7JmGex4WpqNoA7S/AAoHbl/NlQVwoe0wrv7ch7/UpQRjF4ImOxM6AKluDZGJCZp+2yGZ7bkff6laCM/PNEPmnGQqCf4wIQ6Sp4Ws6AEqENRcjgipb57GdAeXcJnshtCHgmozT7OthJfyJtRK7l1Q7VyPjoo49i6dKl+N///uf08YsXL2LZsmV45ZVX0KJFC4SGhqJr16545513Sn1OQMUleLNnz8b169cRGBiIVq1aYcSIEbh58yaee+45fPfdd4iIiFDrVDh37hxmz56Nffv24dixY7jvvvtw7Ngxh+d9++23mDVrFv799180aNAAM2bMwGOPPaZaHUWZTCZ5CaKoRM8oej7AMxmvpGbDxgB/kwGVg3zl+6sG+QEAktJywBiDTqcr7hBlwns78l6/EpRRDFpnZIzJM6CKDkD5GvUwGXQwWxnSss0OV7VSC+/tyHv9SlBG/nkinzwDysfJAFTBkrwcDQcGRGhDETK4omU++z2gvLsET+Q2BDyTMd3FDCifgj3ltF6CV9aMc+fOxaVLl/DKK6/ghx9+wNixY3Hx4kXs2bMHe/fuRVJSEoD8rZZ8fX3RqlUrtG7dGg899FCZzqvaDKj9+/fj119/Rbt27bBixQr07t0bb7/9Npo3b47Zs2erdRoAwPHjx7F+/XrUq1cP999/v9PnLF++HKNHj0b//v2xceNGtG3bFk888QT27dunai2F2Ww2JCcnw2bz3qi21kTPKHo+wDMZ428V7P9UsYLdIFOV4PzBqFyLTdN9W3hvR97rV4IyikHrjBm5FnkTz6JL8HQ6XaFleNSfFIf3+pWgjPzzRD5pAMrZYLW0BC9XwxlQIrShCBlc0TJf4feWN2dAid6GgGcyFrcHFHBnI3KzRbslgGpkDA0NRWxsLD7++GMcOXIETz/9NN566y38+uuvCA0NxZAhQ/D555/jzz//RFpaGvbs2YP/+7//w8CBA8tUu2oDUOnp6ahWrRrat2+P999/H7/99hs++OADNGzYELt371brNACAxx9/HAkJCVi1ahVatHC+k/GUKVMwYMAAvPfee4iOjsaXX36JVq1aYfr06arWUpjVasWBAwdgtXpvVFtromcUPR/gmYz/Jufv/1Sz0P5PQP4XvJCCZTNJ6TmanZ/3duS9fiUooxi0zihdAc/fZIC/j+O+LZ64Eh7v7ch7/UpQRv55Il+GvAeUd5bgidCGImRwRct82YUHoLy4B5TobQh4JuOdASgne0AVzIDScgmeWhl1Oh3GjRuH06dPY9CgQdDpdPD398eQIUPw9ddf4+WXX0bLli1hNKo3y1z1TcgLq1KlCoYMGQJ/f39Vj6vXuy77woULOHPmDJ555hm7+wcMGIBt27YhNzdX1XokJpMJPXr0gMnk+EYUhegZRc8HeCbjpZv5A1C1igxAAUC14DvL8LTCezvyXr8SlFEMWmdMLmb5nSRIvhKedgNQvLcj7/UrQRn554l80gCU8z2gtN+EXIQ2FCGDK1rmK09XwRO5DQHPZJR+8RXs72wPKO03IVc7Y0REBL7//nv88ccfaNiwIf773//i/vvvx2+//abK8QvTdABK4uld9k+dOgUAuO++++zub9iwIfLy8nDx4kVNzmuz2XD9+nXhpzSKnFH0fIBnMv6bXLAEr1KAw2PSMrykNG0GggH+25H3+pWgjGLQOmNyZn4/ERbg/AuWp5bg8dyOvNevBGXknyfyyUvwnO0BJc2A0nBgQIQ2FCGDK1rmyylHS/BEbkPAMxmlPaCCXVwFT8s9oLTK2LZtWxw4cAALFixARkYG+vbti0ceeQSnT59W7RyqDUAxxvD111/j33//dfqYJ6WkpADIX9dYWFhYGAAgOTm52Nfm5uYiLS3N7g8AeXqb1Wp1ettiscBsNuPYsWPIy8uT3wwWi8XpbbPZbHdb+jeSbjPGHG4DsLtts9nsbku74Bd322q12t1WkqnwbZvNBpvNhqNHj8rHESGTq3wiZCp6Oy8vD0ePHpXr0iJT/K38GVD3hPg6ZKoSJA1A5aiWqWg7Wa1WHDt2DLm5uYozqY36kru7LwEcP2siZCraThaLxe6zpnam5IIleKEFS+2KZgryy5+1kJqVq0lfwhiT36tWq9UrfQlA/Qn1J+L3J574bpKRm1+Pv4/eIVPB+BNyzFb6buIiu6vPmgifOy37ksIDUHkWG/UlKmby9HcT4M7M6yA/o0Mmkz5//9tcs0W1TJ7+bjJixAicOXMGY8eOxfbt29G0aVOMHz8eGRkZpTpeYarOgAoPD8fMmTPRq1cvvP7669i4cSOys7W93LraZs6ciZCQEPnPvffeCwDyVfZOnjyJkydPAgCOHDmCs2fPAgAOHz6MhIQEdOnSBYcOHUJCQgIAYM+ePUhMTAQAxMXF4ebNmwCA7du3IzU1FQCwZcsWpKenAwA2bNiAnJwcWCwWbNiwARaLBTk5OdiwYQOA/L22tmzZAgBITU3F9u3bAQA3b95EXFwcACAxMRF79uwBACQkJODPP/8EkH8pxcOHDwMAzp49iyNHjpSYSZot9ueffyIhIQFGoxEmkwk3btwQJlPhdjIajdDpdHIOETIVbaedO3eiefPmMBqNmmT6Y/dueQ+o1MtnHTKZLPmzo66n5aiWqWg7ZWdno0uXLtiyZUuJmaQcaqO+5O7uS6TbTZo0gdFoFCZT0XbKyMhAly5dsH37dk0ypWTmL8GzZac7zWTOzL///L+JmvQl6enpMBqNyMjIgMViUZRJC9SfUH8ien+i9XeTPXv2yDOg0m4mOWS6mhAPIH+Z1IkTJ+i7STHZjUYj/P397d6X1Jcoy2S/BM9GfYmKmTz93QQAbqTmD8QE+5kcv5vk5o9/XIxP4Pq7SXBwMGbPno2jR4+ia9eu+L//+z/Ur18fixcvLvUxAQBMJQ8//DA7d+6c/PcLFy6wr776ig0aNIjVqFGDvffee2z37t3MYrGodUrGGGNDhw5ljRo1srtv/fr1DAA7deqU3f1btmxhANjJkyeLPV5OTg67ffu2/CchIYEBYMnJyYwxxiwWi5yh8G2z2czy8vLY5cuXWW5uLrNarfL9zm7n5eXZ3bbZbHa3bTabw23GmN1tq9Vqd9tsNru8bbFY7G47y1E0U+HbVquVWa1WFh8fLx9HhEyu8omQqejt3NxclpCQINeldqaEW+kscsI6VmfiepaVk+uQaeEf51nkhHXshSUHVctUtJ0sFgu7fPkyy8nJKTFTdnY2O3r0qOp9E/Uld3dfwpjjZ02ETEXbyWw2233W1M704caTLHLCOvbumiNOM01fe4xFTljH3l93XJO+xGazye9Vi8VSYiaLxUL9CfUn1J8ozOTJ7yZms5m9vvwwi5ywjs2PPeOQKSUjh0VOWMciJ6xjmdm59N2kmOyuPmsifO607EtavrdFfo99EXuW+hIVM3n6uwljjD322S4WOWEd+/3ENYdMA77awyInrGO/HEoQ6rvJunXrWP369ZlOpyvTcVTbznzKlCmYM2cOzp07h9q1a6Nbt2546qmn8Pzzz4MxhoMHD2Lr1q2YOXMmTCYT2rdvj3Hjxql1ejvS3k+nTp1CgwYN5PtPnToFHx8f1KlTp9jX+vr6wtfX1+F+g8Fg99+it41GIywWC86fP4+qVavKG6UX3jG+8O3CG4a5c1un08m39Xq9fB4lt4ur3VWmorctFgsuXbqEiIgIYTK5yidCpqK39Xo9Lly4gGrVqmmS6Vpa/oyF6iF+8Pf1cai3Wkj+xuRJ6TmqZSpab+HPok6nU5RJbdSX3N19iXT80nzWynOmou2k9LNW2kzSDKhKgX5Oaw/1z+9jMnItTj9bZe1LgPxp89J7tWifUTST1arN/jHUn1B/Inp/ovV3E71eL29CHuTv+N0koNA+LmabDhU06E94/24CuP6sifC507IvsZsBZbZRX6JiJk9/NwHuXNQgyM/kULuPMf/vFpvzzxav300effRRxMTE4JNPPinTcVQbgOrWrRu6desGAIiPj8fWrVvxn//8B6mpqWjevDm6deuG8ePHw8fHB1lZWejQoYNmA1B16tRB/fr18dNPP6FPnz7y/StWrEDXrl3h4+P8ajplZTQa0bFjR02OXV6InlH0fID2Ga+k5k87rRHq/OqXVQs2Ib+u4SbkvLcj7/UrQRnFoHXGmxn5/UR4oOMPTEDhq+Bptwk57+3Ie/1KUEb+eSKfvAm5r/OrVhn0OlhtDDkWK0Kg/gCQCG0oQgZXtMxXXjYhF70NAc9kTFdwFTwtNyH3VjuaTCZMmDChTMfQ5Cp4kZGRGDVqFH788Uds2LABTz31FA4ePIinnnoKffv2xf/+9z/k5eWV+vhZWVlYtWoVVq1ahfj4eKSlpcl/l9bsTp06FcuWLcOUKVOwY8cOvPTSS9i/fz8mT56sVkwHNpsN8fHx8iZhIhI9o+j5AO0zXk4pGIAKK24AKn8mw/X0HNhs2lyggPd25L1+JSijGLTOeCNdGoBy/ouj4ILNyaXLIWuB93bkvX4lKCP/PJHP1QAUAPgZC66EZ9ZmJqMIbShCBle0yme22mAp9J03V8OrLZZE9DYEPJNR+sVXkJOr4PkY82ddaX0VPDUyXrx4scwzpM6cOePW88s8APX999/j+PHjxYbX6XRo0aIF3nrrLfz2229YsWIFmjVrhl69epX6nNevX8fTTz+Np59+Gjt27EBCQoL89+PHjwMABg4ciG+++QbLli1Djx49sHv3bvzyyy9o27Ztqc9bEpvNhitXrgj/gRY5o+j5AO0zXi1hBlTlgqvgma0MKVmlH4h2hfd25L1+JSijGLTOeDMjv4+Q+o2ipMsfp+VoNwOK93bkvX4lKCP/PJEvvWAAKqC4AShT/hKZwkul1CRCG4qQwRWt8hUd1PTmDCjR2xDQPmOO2Yq8gsElaSZ2YT4FM6DyNGxntTJ+//33qF+/PhYsWOD2xeOOHTuGIUOGoFGjRm69rsxL8IYOHQqdTgdfX180adIELVq0QPPmzdG8eXM0bdrUYZ2xr6+v3XK90qhVq5Z8SUVXRo4ciZEjR5b6PO4yGo1o166dx87nDaJnFD0foH3GkpbgmQx6hAf64GZGHpLSclGpmKU1ZcF7O/JevxKUUQxaZmSMyTOgihuAkr74pWdrNwOK93bkvX4lKCP/PJGvxBlQ8gCUNrNTRGhDETK4olW+ooOauRoNciohehsC2mdML/ill04HBPq4WoKnzUoPQL2MgwcPxt9//40XXngBY8eORZ8+fRATE4PWrVsjKipK3kMLyL+q3sGDB7F3716sXLkSR44cQdWqVTFv3jy3zlnmGVBfffUVXnzxRTRr1gzHjx/HV199hZdeeglt2rRBUFAQmjZtiqFDh+LTTz9FXFwc0tLSynrKcstqteLcuXOabUJaHoieUfR8gPYZ5RlQxSzBA4AqQfnL8JLSczSpgfd25L1+JSijGLTMmJZtkX/DWNweUJ5Ygsd7O/JevxKUkX+eyJeZm3/s4gagfE3aLsEToQ1FyOCKVvkcZ0B5799P9DYEtM8ofecI9DVCr9c5PG4yaj8DSq2MtWvXxs8//4y4uDjExMRg5cqVGDp0KO677z6YTCZUqlQJ99xzDypUqICQkBB07doVkydPRlpaGmbMmIFz587hxRdfdOucZR6AGj16NL744gvs2bMH6enpOHHiBIYMGQLGGCwWC06cOIHvv/8eY8eORXR0NMLCwhAVFYX+/fuX9dTlDmMMKSkpimZn8Ur0jKLnA7TNyBjDlYI9oCKKmQEFFN6IXJsBKN7bkff6laCMYtAy442CDciD/IzyzISi7gxAabcEj/d25L1+JSgj/7TOZ7MxZOaVsASv4MpVORr90ChCG4qQwRWt8hUdcPLmEjzR2xDQPqM0AyrYyf5PwJ0leFruAaV2xvbt28v7a3/99dcYNGgQGjduDD8/P2RmZqJGjRro1KkTJk2ahN9//x0XLlzAxIkTERAQ4Pa5VLsKHpC/39OJEyewdOlSfPzxxxg5ciRCQ0MRHx+Pn3/+GR999BGSkpKQmJiIVatWqXnqcsFoNKJVq1beLkNTomcUPR+gbca0bAsy8/L/J1vcEjzgzkbkSRpdCY/3duS9fiUooxi0zCgvv3OxTFdagpdnsSHHbC12oKoseG9H3utXgjLyT+t8WWYrpJ/Til+Cp+0MKBHaUIQMrmiVz2EJnpevgidyGwLaZ5SugOds/ycA8DF65ip4WmSsVq0aRo0ahVGjRql+bInqV8GbMmUK+vTpg3HjxiE0NBRA/lXx3njjDVy8eBGDBg1CaGgoDh48qPapvc5qteLUqVPCT2kUOaPo+QBtM15OzQIAVArwcfmDYBV5AEq7JXg8tyPv9StBGcWgZcabBTOgwovZ/wnI33tB2p5Aq2V4vLcj7/UrQRn5p3W+lMz8Cxr4GPXyQFNRWu8BJUIbipDBFa3yOSzB0+g9poTobQhon7GkGVAmQ/4XkzwNB6B4bkfVB6DOnTuHqKgop4/5+flh4cKFCAwMxPz589U+dbng7u7xPBI9o+j5AO0ySsvvXO3/BNxZgqfVDCiA/3bkvX4lKKMYtMpY0gbkAKDX6xBUMJshXcNleLy3I+/1K0EZ+adlPmlAu3Kgr92muoVJA1BabhAtQhuKkMEVLfJll6Or4AHityGgbca0bNczoEweWIIH8NuOqi7BA4B7770X+/btK/6ERiMeffRRIZfgGQwGNG/e3NtlaEr0jKLnA7TNKG1AHhFSwgBUwSbk1zXahJz3duS9fiUooxi0zFj4B0ZXgvxMSMuxyF8I1cZ7O/JevxKUkX9a57uZkT8DKjzQp9jnyEvwNNogWoQ2FCGDK1rlK7oET8vNqUsiehsC2meUfuFV0gCUlu3MczuqPgNq0KBBiIuLw5IlS4p9Tnp6OpKSktQ+tddZrVYcO3aMy6lwSomeUfR8gLYZryi4Ah5QeA8o7Zbg8dyOvNevBGUUg5YZlcyAArTfiJz3duS9fiUoI/+0zicv6XUxoC1vQq7hEjze21CEDK5olU96T0kXTPP2VfBEbkNA+4x39oAqaRNy7TZ657kdVR+AmjBhAlq0aIERI0bghRdewNmzZ+0e37dvH3788UdUrVpV7VMTQrzsamr+gJKrK+ABd5bg3UjPhdUm7lU4CCGld0P+gbH4GQsAEOwnLcHTZgYUIYR/N9NLHoDylfeA8u7yKCIeaQBKGrDw9hI8UjYpWfnfN8IqFDMAVbAJuZZ7QPFM9SV4fn5+iI2NxZAhQ/DNN99gwYIFqFOnDiIjI3H9+nUcP34cjDFMmjRJ7VN7ncFgQOPGjb1dhqZEzyh6PkDbjJelGVAlDEBVCvSFQa+D1cZwMyNXnhGlFt7bkff6laCMYtAyo7wEr4QZUNIX+rRsbWZA8d6OvNevBGXkn9b5bhVsQl5JyRI8jWZAidCGImRwRat8OQUDTqEVTLidbfbqAJTobQhonzE5K78/CQtw3p/Ie0BpvASP13ZUfQYUAAQGBuLnn3/G5s2b0bt3b1y/fh3bt2/HsWPHcO+992LevHmYOHGiFqf2KqvVisOHD3M5FU4p0TOKng/QNqO8CXkJA1AGvU7e10WLZXi8tyPv9StBGcWgZUZ5CV6g6wHqYP/836VpeRU8ntuR9/qVoIz80zrfDSVL8DSeASVCG4qQwRWt8klXvQspWDLu7avgidyGgPYZU6UBqArFDUDlr7XUchNynttR9RlQhXXv3h3du3cHANy+fRsmkwkVKlTQ8pRe5+/v+gdvEYieUfR8gDYZc8xWecZCSXtAAfnL8K6l5eDa7Rw0vUf1crhvR97rV4IyikGLjDYbwy1p0+Cgkpbg5X+h13IJHu/tyHv9SlBG/mmZT16C52JGpbwHlIb784jQhiJkcEWr78hAoQEoLy/BE70NAW0zJmcWLMErZgaUp5bg8dqOmg5AFRYSEuKpU3mNwWDAfffd5+0yNCV6RtHzAdplTLydP5PJ32Qodk10YfnL7m5rMgOK93bkvX4lKKMYtMqYmm2GpWB/uEoBJWxCXrAHlJZL8HhuR97rV4Iy8k/rfDcV7CnniSV4vLehCBlc0SpfdsF7KrjQABRjDDqdTvVzlUT0NgS0z3hnBpTzn3fuLMHTbp9bnttRkyV4dyuLxYIDBw7AYtHmS3B5IHpG0fMB2mW8WrD/U0Son6L/oVYLyV9Wc02DASje25H3+pWgjGLQKqP0w2JoBZP8m8TiSF/ob2drMwOK93bkvX4ltMz4V3wKZm8+7dWrVgHit6PW+W4WzKisrGAJXq5GS/BEaEMRMriiVT5pWac0Awrw3gbVorchoH3G5EzXS/Ckq+Bp2cY8t6PHZkDdDXQ6HcLCwrwymu0pomcUPR+gXUZ5/6cwZctspY3Hr93OVbUOgP925L1+JSijGLTKeGf/J9eznwCgYsEUeOkLodp4b0fe61dCy4zvrTuBvxNS0bhGMHo2rq768ZUSvR21zJdnsckD1JVcDkBpOwNKhDYUIYMrWuUrugQPyJ8F5Vuw7NOTRG9DQNuM2XlWeQllsZuQF/ziTMs9oHhuRxqAUpHBYEC9evW8XYamRM8oej5Au4z/JmcBKHkDckm1ggGo6+naLMHjuR15r18JyigGrTLKA1AlXAEPuDMAdUujASje25H3+pXQKqPNxnAmKR0AcLnglyzeIno7aplPGpw26HUI9S9+iwB5E3KNZruJ0IYiZHBFq3zSDKggvzs/eueabYC6F4FWRPQ2BDTuTwqW3/kY9AjwcT6A6IlNyHluR1qCpyKLxYI9e/ZwORVOKdEzip4P0C7j+RsZAIC6lQMUPV9egndbmyV4PLcj7/UrQRnFoFXGmwquWCWR9ohKzlR/NiXAfzvyXr8SWmW8ejsbWXn5gxFXU9X/f5U7RG9HLfNJ/UmlAB/o9cXPFpBmo2h1FTwR2lCEDK5olU8a1KxgMsC3YHaMt5b1it6GgLYZUwoGtEMrmIqdfSQvwdNws3me25EGoFSk1+tRo0YN6PXi/rOKnlH0fIB2GeUBqCqBip5fNTj/h0Yt9oDivR15r18JyigGrTK6MwOqUuCdJXiMqb/hJ+/tyHv9SmiV8ez1DPn2tTTvzoASvR21zHdD4YC21kvwRGhDETK4olW+3IL3lJ/dAJR39oASvQ0BbTOmFMyAqljM8jug0CbkVu02Iee5HWkJnor0ej0iIyO9XYamRM8oej5Am4xWG8Olm/lL8OpVVjoAlT8DKj3Hgqw8Cyr4qNcd8d6OvNevBGUUg1YZlf7ACNz5Emi2MqTlWOz22FAD7+3Ie/1KaJXxXNKdAShvz4ASvR21zHerYAPy8BIGtOUleBoOQPHehiJkcEWrfNKsOj+TAb4mA5Bj0Wyz+5KI3oaAthlTsvL3kwt1ccVv6eIpWm5CznM78jdkVo5ZLBbExcVxORVOKdEzip4P0Cbj5ZQs5Flt8DXqEaFwD6ggP5O8dlrtZXi8tyPv9StBGcWgVUZ3ZkD5mQxyX6LFRuS8tyPv9SuhVcaz19Pl21osF3eH6O2oZT55Sa+LGQtA4QEo7Zbg8d6GImRwRat8OfIMKH25WIInchsC2maUluApmwGl7RI8XtuRBqBUpNfrUbduXS6nwiklekbR8wHaZJSW39UOD4DBxf4KRVWV9oFSeRke7+3Ie/1KUEYxaJVRvmS6ggEo4M6VrbTYB4r3duS9fiW0ylh4Cd719BxYvHTZdED8dtQy382CAe2SZ0BpOzAgQhuKkMEVrfJlFwxA+RZagqfl/kCuiN6GgLYZk+U9oIofgJL2gDJr2MY8tyN/FZdjPK/FVEr0jKLnA7TJeP56JgDl+z9JpCvhJWkwAMVzO/JevxKUUQxaZbxe0CeEB7qesSCRfhMpDVypifd25L1+JbTIyBizW4JnY8D1dG02uldC9HbUMt+dixqUMANK403IRWhDETK4olU+eQaU0SBvdk97QGlHy4yp0h5QLgagTMb8X8ZrvQSP13bkr+JyzGKxYPv27VxOhVNK9Iyi5wO0yXjnCnjuDUBVlQeg1P1Sz3s78l6/EpRRDFpkTMnMw62C3zDWqqTsqpqVAu5sRK423tuR9/qV0CJjUlou0nMtMOh18kUzEm97byNy0dtRy3zSwHTJm5BruweUCG0oQgZXtMonDWr6+xjgK8+0884AlOhtCGibMVnBHlCFNyHX4uIoAN/tSANQKtLr9WjcuDGXI5FKiZ5R9HyANhnvDEAp+2FRIg1Aqb23Bu/tyHv9SlBGMWiRUVr2VCPUHwG+yi5OUFHDASje25H3+pXQ5n2Yv/9TrUoVULNiBQBAohf3gRK9HbXMd9PNq+BZbEyT5ZYitKEIGVzRKp+0rLM87AElehsC2mZMVXAVPGkTckC7K+Hx3I50FTwV6fV6VKlSxdtlaEr0jKLnA7TJeP5GwRI8N2dAVSv4rbIWS/B4bkfe61eCMopBi4xnkvJ/8K9fVXl/Iu0BJf2gqSbe25H3+pXQIuPZguV3UVWCYDLqAaQg0YtXwhO9HbXMJ82AqlTSEryCGVAAkGOxIdCg7g92IrShCBlc0SqffBW8wkvwvHgVPJHbENA2o/SLrjAFe0AB+RuRFx6QUgvP7cjfkFk5ZjabsXnzZpjNZm+XohnRM4qeD1A/Y3JmntwZ13FzBlQ1jTYh570dea9fCcooBi0yniuYARVVNUjxa7Rcgsd7O/JevxJaZDwrvw8DEVHw/ypvzoASvR21yme1MfniBJVLmAHlW+iHRC2W4YnQhiJkcEWrfHeugmeQByO8tQRP9DYEtM2YWrAEL0zBVfAA7a6Ex3M70gCUigwGA1q1agWDwVDykzklekbR8wHqZ7xw485ymQo+7k2qlPeAUvlLPe/tyHv9Smid8Xp6jteuMCOhdiwdaQZUlBsXNdByCR7v7ch7/UpokfFcwRK8elUC5V+WeHMPKNHbUat8KVl5sDFAp3O9ZAYAdDqdPAilxQCUCG0oQgZXtMhnttpgseUvwyoPS/BEb0NA24x3ZkAVvweUQa+DdFFwrb6L8tyONAClIr1ej4oVK3K5FlMp0TOKng9QP+OFguV37s5+Au7MgLqengubTb010ry3I+/1K6Flxn0XbqHdzO2YsPqI6sd2B7Vj6ZwtzQyogqU1tzS6Ch7P7ch7/UqonZExhjOFluBVLwczoERvR63ySctywyr4wKhgSd2djci12QOK9zYUIYMrWuQrPJjpZyofV8ETuQ0B7TLmmK3ILmhPVzOggDuzoLS6Eh7P7chfxeWY2WzG+vXruZwKp5ToGUXPB6ifsbRXwAPyNwTV6fI3/Lyl4swF3tuR9/qV0CojYwyzN5+Gxcaw/kgiMnK9d3UQakf3pWbl4UbBpe7ruTEDqlJA/tKaW5nq7wHFezvyXr8SamdMyTLjdnb+sepUDkD1EH8A3p0BJXo7apXvlnwFPNc/LEr8CwagsvO0WYLHexuKkMEVLfIVHsz0NervXAXPS3tAid6GgHYZUwo2IDfqdQgq4SIp0lJLrTYh57kdaQBKRUajER06dIDRKO7e7qJnFD0foH5Gab8Wd6+AB+T/dkC6Ko2aG5Hz3o6816+EVhn3XriFg/EpAPJ/67Tz9A1Vj+8Oakf3Fb4CXqDCK+ABQMXAO0vw1L7kMe/tyHv9SqidURpoCg/0gZ/JIM+Aup6eq9l+HiURvR21yifNWivpCngSaZneTQ0Gs0VoQxEyuKJFvjv7P+ntlnl6awme6G0IaJcxJTN/sCe0gg90Op3L50obkWv1/wye25EGoFSk0+kQHBxc4huSZ6JnFD0foG5Gm43hr3/zf9i/PyKkVMeoVrAP1DUVlzbw3o6816+EVhnnbTsHAKjgk/9b7C0nrql6fHdQO7pP3v/JjSvgAXc2ITdbGdJVnvXGezvyXr8SameU/n8kLRMPD/SFUa8DY/mDUN4gejtqle+w9B2lerCi51cpuDrvjTT121mENhQhgyta5JMGmqTlnd5egid6GwLaZZRmQLna/0kiL8HTqJ15bkcagFKR2WzGr7/+yuVUOKVEzyh6PkDdjCcS05CaZUagrxEP3FO6ASjpN8tXUtVb2sB7O/JevxJaZDxwKRl7L9yCyaDDrH5NAQDbT1332owFakf3nZX33XFvAMrPZEBAwaCj2vtA8d6OvNevhNoZpVkz1YLzl97p9br/Z++846Sqzsf9TNve6b0jVbGgYIsUQdFEUzSxlxBj1OQbTRSDMcZYMMXyi8YYY6KJ0Rg1GhVRVoqiooICAkp3gaUuW2fbtHvv74/ZGVhYhru7t8w5nOfjfrgMM3PfZ9+Z45133nNOctOMPS5Nw5M9j3b5Ld9aDcBJA0tM3T+xU96+Bnum84qeQxkcUmGHX2IKXpY/UYBytwNK9hyCfY7JAtQR1n8CCPjjhSG71oASOY+qAGUhfr+fadOmCdkKZxbZHWX3A2sdl26pBODkQSWmFvdsi8Eta0clpvJZgeh5FD1+M9jh+MKycgC+fUJfZoztRde8TOpDMT75qtqyc7QHlcf2s6ki0QFlfgHyBPun4Vn7wVH0PIoevxmsdkx0QCW+IAHoXRQ/3lXrzkLksufRDr/apkhyMfnxA4tNPSbRAVVh4bIACWTIoQwOqbDD78ApeIDra0DJnkOwz7HGxA54CRIdUFGbOqBEzqMqQFmMiC+C9mKXY3l1E8vK3PmgeCAqh+ZZuqUKgFOHdOnwcyQWGrayAAXi51H0+M1gtePqHbUATBvdA5/Xw9SR3QF3p+GpPLaPjnZAAZQkFiK3YSc80fMoevxmsNJxT7D1FLz4cbwbysrp4u1F9jxa7ffp1vj0u8Hdculicg2o7vn71/uyAxlyKINDKqz2S3ZApckUPJA/h2CPY01TvNuoxEQH1P41oOxZhBzEzaMqQFlILBZj3rx5xGLu7bpkN3Y5Lt5QwbSHl3DxXz7itVU7LX3u9qByaJ5ITE8WDE8d0rXDz5MsQO2zrgAleh5Fj98MVjs2hmPJ19CYPvHpoNNG9wCg9Iu9li9MbQaVx/ZR1xRNfujrSAdU15YLQit31ATx8yh6/Gaw2jG5BlTBAR1QLcWoXS5NwZM9j3b4JabfnWxy+h1At/yWDigbClAy5FAGh1TY4dfc0gGVGWg9Bc+utYGOhOw5BPscq5MdUCYKUH57FyEXOY+qAGUhfr+fGTNmCFuNNIMdjv/9bAcz//FpcoC+839rXfuGUeXQPKt31NIU0SjJzWBEz/Z/WEyQ2D1vX32YuiZr5jGLnkfR4zeD1Y5f7ApiGPEpM4lvsE8d0pUMv5c9wRBbq5osOU97UHlsH59ui39YbO8OeAkS30hWW1yAEj2PosdvBqsdE7vgHTgFr09xvANqR407BSjZ82iHX6IANb4dBajuLQWofTYUoGTIoQwOqbDDLzkFr6Ug4fYaULLnEOxzrG0yX4BKTMGzq9NN5DyqApTFiFiFbC9WOm6uqOfWlz9H0w0uHNebY/sWEgzFuPXlz13pWACVQ7N8uDk+/W7ikC54vR3fgSE/K5C8yN+8r77TcSUQPY+ix28GKx0T0+/G9tm/GH5WwJfc+Sjx706j8mieV1bGu18TnWvtJbEGlB1T8ETPo+jxm8EqR8Mw9i9CfkABql9JDgDbXShmJ5A9j1b6haIaa3bWAe0tQCWm4IVsuQ6VIYcyOKTCar9EASq7ZaOMRCeUm1PwZM8h2ONY3fJFualFyH3xz0Z2boQjah5VAcpCYrEYpaWlwr4YzGC143+Wl6MbcObwbjx08TgeungcmX4v72+q5L8rnJ+Kp3Jong9bFiDvzPpPCaxeB0r0PIoevxmsdkx80Dj2oN0YE7szfl5eZ8l52oPKo3nqmqO88+VeIL6IfEfo2rIGlNWLkIueR9HjN4OVjvXhGE2R+AfGAwtQAxIFqOom16b0ypxHq/1Wbq8lqhn0KMikX0m26cclpuCFojr1YWt/1zLkUAaHVNjhF4odbhc896bgyZxDsMexsiHMut1BAEpyj7wIeUZLvu2cgidqHlUBykICgQAXXHABgcCRX5SiYqVjJKbzSkuR6coJA/B6PQztnsdPpgwD4N/Ltnf6HO1F5dAc1Y0RVm6PL+55WifWf0owxOKd8ETPo+jxm8FqxzU74gWmsX2LWt1+bMvf3eiAUnk0z7w1u4nEdIZ1z2N074IOPUeJTWtAiZ5H0eM3g5WOe1u6nwqzA+Rk7J/a0Lc4B68nvp7LvgZ7FqhOhex5tNovMf3upIEleDzmu7SzM3zkt0wBtnoangw5lMEhFXb4hQ/eBc/lKXiy5xCsd2yOaMz8x6fsqw/TrySbUwYd+cv3DJs7oETOoypAWYhhGASDQdemjjmBlY6L1ldQ1RihW34mZx3TLXn7RSf2xeuBz7bVsK2qsdPnaQ8qh+b46/tfEdUMxvYpZECXnE7HZHUHlOh5FD1+M1jpGAxF+aoyPlYcOAUP4Lh+8b9/sStIzMY26LZQeTTPqy1fRnzrhL7t+rB4IHZNwRM9j6LHbwYrHXe3sQA5xBeU7dWyE54b0/Bkz6OVfnuDIZ5ZuhWAiYPb36XdraBlIfKgtQUoGXIog0Mq7PBLrgF18C54UXc6oGTPIVjrWBEMcePzK1hVXktRToBnrjmZXBPrVCbWgIrYtAueyHlUBSgLicVivP/++0K2wpnFSscXPy0H4tMt/L79L8XuBVmcNjTeVfO/lbs6fZ72oHJ4ZKobI/yj5cLuJ1OGdfjD4oFYvROe6HkUPX4zWOm4tmX6Xd/i7EO2xh3UNY/cDB/NUc3SnRbNoPJoju1VTSzbWo3HAxce37vDz5OYgldlwxQ8kfMoevxmsNJxTxvrPyXo3zINb5sLBSjZ82iVn6Yb3PyfVVQ3RhjVq4CLTmr/lN7uyZ3wrN0QR4YcyuCQCjv8alvWDUpsrpEZcH8Knsw5BGscY5rOb99ez5m/X8yi9RVk+Lw8ecVJyVkbRyJZgLIpzyLnURWgLCQQCHDeeecJ2QpnFqsc9wZDvLuhAoCL27g4+NYJfQB4deUORyu7KodH5qn3v6IpojG6dwFTR3a3JKZhLQWoHTXNNEc635Iseh5Fj98MVjompt8dvP4TgM/rYUxLV9Rqh9eBUnk0x2OLNwHx6byJDpOO0LsosXhwmAYL124RPY+ix28GKx0THVC92ihAJTp+t1c7X4CSPY9W+f1lyRaWbqkiO+Djj5ccn+w2aQ/dWhYit2MKnug5lMEhFXb4JTq0B3aN7/qcDlPwZM4hWOP49Idb+fO7WwhFdU7oX8S/rzuFkweZ39AgUYCycwqeqHlUBSgL0XWd6upqdN29XQ3sxirH/67YgW7A+IHFDG6jkjxtVE+yAz62VjWxsry2U+dqDyqHqalqCFve/QTQJS+T4pwAhgFbLOhSET2PosdvBisdV7d0QI3tU9Tmvx/XL3775w6vA6XyeGReXbmDFz/dgccDN0wa0qlYuuRl0rswC8PYX5S0AtHzKHr8ZrDScU+wGThMB5SLBSjZ82iF32fbaniwdCMAd39jdLK7ur0kOqCsLkDJkEMZHFJhh99XLde1ic6Z5BQ8lzqgZM8hdN5R1w2e/XgbALefO4L//uhUThxgvvgE8WnbAFGb8ixyHlUBykI0TWP58uVomjsVbSewwtEwDF7+bAcAF53Yr8375Gb6OWdMT2D/2iBOoHJ4eBrDMWb+81MaIxojexUwbVTHtko/HIkLRSsKUKLnUfT4zWCl4+ctReq2OqAOvD2xU55TqDymZnNFPbNfWQvATyYP41QLNjSwY9F50fMoevxmsNIxZQdUSbyDwen1KUH+PHbWr645yk/+vRJNNzj/2F4dmnqXYP8UPGsLUDLkUAaHVFjtF45pyYL1kG4HdUC5tAaU7DmEzjsu2bSP7dVN5Gf5uWriwA594W73IuQi51EVoCwkEAgwffp0IVvhzGKF48ryWr7a10h2wMeMY3sd9n7fPD4+De+1VTuTC/jZjcph24SiGj/456es3F5LYXaAh797nGXdTwmsXIhc9DyKHr8ZrHIsq2xkR00zAZ8n2el0MMe1FCXW7Q462vKu8nh4Fq7by/ee/JjmqMZpQ7skdz/tLMe2LDq/2sJio+h5FD1+M1jpuH8NqEOngybWgNpe3dzp87QX2fPYGb+opvOLV1azs7aZ/iU53P+tsZ26Rulm0xpQMuRQBodUWO23vaoJ3Yiv/5R4XR04Bc+NBaRlzyF03vFfLd1PF53Yj+yM9k/jBfsXIRc5j6oAZSG6rlNRUSFkK5xZrHD8b0v307ljeiYX5GuL04d2pW9xNsFQjDdX7+7w+dqDyuGhrN8T5KInPmLplipyM3z849qTGdGzY9ukp2Jo93zAmi4V0fMoevxmsMpx8fr4WnInDyo57HjStzib4pwAUc1g/e76Tp2vPag8Hsq2qkZue/lzvv+PT6lsiDCiZz6PfPd4fF5rCtrH2dABJXoeRY/fDFY67gm2vQse7J+CV9kQptHCdcbMIHse2+tX1xRlc0U9/1m+nSkPvse8NXvwez388ZLjKcjq3Aey7jatASVDDmVwSIXVfluS0+9yk0XRxBQ83YCY7nwBSvYcgnnHtTvrmPbwe1zz9DLe37QPwzAor25iYcu15WUT+nc4hoDf3kXIRc6jKkBZiK7rrF27VsgXglk66xiKarz+eXxnu++cmLo92uv1cMnJ8Tf+88u2d+h87UXlcD/1oSgPlm7g649+wJqddRRk+XnqqvGMO0yXSWc5c1h8+s2HmyupbercNuqi51H0+M1glePils0MJh1z+AXxPR5P8nX7/qZ9nTpfe1B53M8Xu+r40b8+46w/vMuLn8a/hJh5+iD+d+NpyW+FrSCx4Hx5dTPVjZ0bRxKInkfR4zeDVY7NES25Y1Vba0AVZgcoyokXN5xeB0r2PJr1+3JXkIueWMpxvyll6kNLmPXfNWyvbqJrXgYPfXecJdco3QvsmYInQw5lcEiF1X5b9sWn6x643m1iFzxwZx0o2XMI5hxX76jl0r9+zMa9DSzesI8r/raMY39dyvRHlmAYcNrQLqZ3vGsLuxchFzmPh28/UbQbv9/P5MmT3Q7DVjrr+M6Xe6kPxehTlM2EwV2OeP+LTuzLw+9s5LNtNWzYU88xPfM7fG4zqBzGL8Cf+2Qbj7+7JfkB7uxRPbjvwjF0b+MbYasY1iOfET3zWb+nnvlf7OG74zv+rYPoeRQ9fjNY4dgUifHJV9UAnJWiAAVw7theLN6wj9dW7eLGSUMtn0LaFiqPsGlvPQ+9s5G31u5J3va14d24afJQxg9s34KeZijMDjCoay5llY2s3lF7xNeFGUTPo+jxm8Eqx0T3U06Gj4Ksti+RB5TkUNtUx7aqJkb2sr4b+HDInscj+YVjGr9/ewN//7CMRNNIQZafXoXZfOuEPlwxcQA5GdZ8rOmWFy9A1TZFCce0Du2k1xYy5FAGh1RY7XdgB1SCDN/+AlQkpoN138GYQvYcwpEdP9tWzdVPL6c+FOOE/kUc27eIFz8tp/6AztbrzuzcxiiJqZZ2FaBEzqMqQFmIruvs3r2bXr164fXK2VzWGUfDMHj2o/ic2m+f0AeviSkX3QuymDqyB29/sYfnP9nG3ReM6VDcZjmac1jXHOX5T7bztw++orIhXnga3DWX2845humjezrygf3rx/Vm/Z4NvP75rk4VoETPo+jxm8EKx6Wbq4hoOv1Ksltd3LXFOWN68sv/rWVTRQPrdtczqrf9HxyP5jzuqw/z8IKNvLBsO7oBHg98/dje3DhpqO1fJBzbt7ClAFVnSQFK9DyKHr8ZrHLcXbd/B7zD/T+vf5dcPt9RR7kLHVAy5zGVX3l1Ezc+v4LVLbtbnje2F788fyS92linywqKcgJk+LxENJ199WH6FudY8rwy5FAGh1RY7ddWB5TX60m+vpxclzKB7DmE1I5vrt7NzS+uIhLTOXlgCX+/Zjx5mX5unX4Mu2qb8XigICvQ6S/dAy2LkEds7IASNY9iRdtO1q9fz9lnn01ubi49e/bktttuIxKxpiW/LXRdZ8uWLUK2wpmlM45vr93Dsq3VZPq9fPdk88WFS0+J3/eVlTupsWhKxeE4GnP45a4gd7y6holzFvLbt9dT2RChb3E2D3xrLKU3n8k5Y3o5UnwC+MZxvQH4aEtVpxb/FD2PosdvBiscD5x+d6TXaEFWgCkj4sWI11Y5s7Pm0ZZHwzBYu7OO217+nNN+u4jnP4kXn6aN6sH8n57JHy853vbiExy4E541C5GLnkfR4zeDVY5rW9Yg7FN0+MJG/5L4v22rdnYnPNnz2Jbf3mCIh9/ZyHl/fJ/VO+oozgnwt6tO4k+XnWBb8Qni07YTU4OtXAdKhhzK4JAKK/0Mw+CrZAdU66lcie6YkAs74cmeQ2jbMarp/HHhJm58fgWRmM7UkT145trxyfVDczP9DOuRz9Du+ZbM+Ng/Bc+edb5EzqO0HVA1NTVMnjyZYcOG8corr7Bz505uueUWmpqaeOyxx2w5p9/v58wzz7TludOFjjqGohr3vrkOgB9+bUjKi7uDOX1oV4b3yGPj3gbufG0tj116QrvPb5ajJYcDR5/EUx9u438rd7J+z/5FmYf3yOO6M4dwwbjeyYHTSfqV5DCuXxGrymuZt3o3V582qEPPI3oeRY/fDJ11NAyDdzfE13NKtf7TgVwwrjdvrd3D65/vYtY5I0x1YXaGoyGPhseLv88o7n9rIwvW7W21Ls64fkX84twRnGJiurWVHNe3ZSc8ixYiFz2PosdvBiscNd3gXx/H15s8d8zhd+gdUBLvttxW5WwHlOx59Hh95A4YyyMLt7Bud5AdNc1s2deQXKT5+P5F/OnSE+jdjuvHztA1P5Odtc2WrgMlQw5lcEiFlX77GsLUh2J4PDCgS+suuj7F2azfU8+7GyoY1LVj17odRfYcNkc05q3ZwxtbsrjunXcY1auA6aN78tqqXXy5OwjA1acO5M7zR1m2AUpbJHfBs6nLTeQ8SluAeuKJJwgGg7z66quUlMTXmYjFYtxwww3Mnj2b3r17W35OXdcpLy+nX79+wrXCmaWjjk8u+Yqdtc30Kszi+q8Nbtc5vV4Pv//OcXzrz0uZu3o300bvSnbKWI2sOTQMgy93B1nwZQWlX+7hi13B5L9l+LxMGdmdKyYMYOKQLo51Ox2ObxzXm1XltbyycidXTBzYof85iJ5H0eM3Q2cd3/lyLztrm8n0e02tJwfxdaLys/zsrguxbGu16cd1FFnzGNV0PtxcyRuf72bBur3UNUeT/5bh93L2qB5ce9pATuhf7Mp4Mrp3IV5PfAHh7VVNyZ3LOoroeRQ9fjNY4bhofQXbq5sozA7wzeP7HPZ+idfThj31hKIaWQFr1gc6ErLmsa45yrMfbeWZpVuT0/8PZPzAYq6cOJBzx/TE7+AXY93zrV+IXIYcyuCQCiv9vmqZftevOOeQceLyCQP45f/W8rcPyrhiwgBHX9sy5/DLXUFueO4zth7wBcGK7bWs2F4LxNeJ/NX5o/j2ETbCsoIMBzqgRM2jtAWot956i6lTpyaLTwAXX3wx119/PaWlpVx99dWWn1PXdXbu3EmfPn2EeyGYpb2OhmHwz4+28eiiTQD8YsbIDi0SeVy/Im6aNJT/t3ATd/5vLYO65DK25VtuK5Elh5GYzoY99Xy+o5ZlZdUs3VJFZcP+iygPMGFwCecd25vzj+1FUU6Ge8EexPnH9uKBt9ezekcdt7y4igcvOq7d/2MWPY+ix2+Gzjhurqjnlhc/B+CyUwaQnWHuA2BWwMe5Y3ry4qc7+N3b6/n71eNtfe3LkkdNNyirbOTz8lre27iP9zbua1V0ys/wMG10L6aN6cXpQ7uSm+nupUV2ho8T+hfz6bYafvzvFfz7ugmdWpxY9DyKHr8ZrHB8ZmkZAN87uV/KMWVsn0K65mVQUR/m3je/5N4Lx3bofO1FljwahkF1Y4TlW6sp/XIvpV/spaFl4d+cgIdJI3owYUhX+pfkMKhLbqcLyB1lYMt5n/6gjG8c25vClt0PO4MMOZTBIRVW+iUWIB/cxhqV32nZZGlHTTPz1u6x7Yv1tpAph5GYztpd8TX5tlQ08MSSr4jEdHoUZHJGLw+XThrHqh1BFq7fS7/iHH427RhLd95NRUbLNMv6UBTDMCz/Qk7kPHoMw7CnLOcy3bt359prr+WBBx5odXufPn244oorDrn9cASDQQoLC6mrq6OgwLndTkSnMRzjs201vLB8O/PWxHc/umBcbx757rgOvwGjms63/7yU1Tvq8Hjg0pP7c8nJ/RnaPc+xbyDtJqrp1IdiBJujNIRj1IdiNEdjRGI6Uc1ANwwMI/6BUNMNQjGNxrBGXXOUffVhKupDbKtqYmdtM5re+q2dFfByxrBuTB3Znakje9Alz+FtN9rB22v3cNPzK4jpBtNH9+AHZwzm2L5FycHcSjRNY926dYwcORKfz77XkRpLOk8kprNmZy0/f2k1ZZWNnDyohOdmntKu6aIb9tTznT8vpT4cY2j3PB679HiGdc+3tQ3bLWKaTlVjhH31YaoaI1Q3honEdGK6gd/rISvgI9PvxevxYBDfVbA+FKOqIcK+hjC7a5vZWdvM9uqmQ9ap6JqXwYyxvThvbC9OGliSdr+/r/Y18O0/L6WmKcrUkd158KJxlnyAPBJqPBGTtTvrOP/RD/B6YMltk4646PSSjfu48u/LAPjzZSdw7tjDT9nrLDFNpzmqkeH3kuHzutalrOsGlQ1hNuyt58tdQaoaI/i8HjL9XnoWZNGrKJu8TD9ZAS+hqE5lQ5iKYIgdNfFxpLYpSk1ThB01za0K2ADH9MjnhklDmDG2lyvT/9tiX32YCx77gF11IU4f2pVnrhnvaJeKGkvE5565X/K3D8r4/umDuPP8UYf8+/9bsImHF2xkTJ8C3rjpdNvf280RjfV7gng9HgZ3yyU/y/7/J6ZibzDEn9/dwisrdtC7KJuvHdONkT0L8Ps85GX6GdItj16FWZRVNrJmZx2bKhoo29dIXXOUnAwf4ZjOiu01NEVaT3GbdEw3Hrp4HMW57n65vnJ7Dd98fCkAV04cwK/OH+XoGHIgTo0nZpG2ABUIBLjnnnu4/fbbW90+ZswYTj31VJ588sk2HxcOhwmH93eKBINB+vXrR3V1NcXFxWha/EXu8/laHX9VEeSG51cSjUQJZARaBhEPGEa83eSg43glNNVxy91bHXsA47DHGLQ84DDHiVR39Ljl6cKRMBkZmfHzGgZGS3yarhNpKaDUNUeT2+T6vR5+ce4IrjltIJqm4ffHv4mOxWIEAgEMw0ge67qOpmnJY13X8fv9yePakMbdr3/BG6t3J3Pk83rokpuR/DCV+CDUEi77X+IeYroej9UwiGk6mm4QaynmaHqLi67j83nxe+PP5fN68Ps8+DzxY6/HgwfweON/JhKV/DUdJk8cEI9hgG4YRLV4YSkU1WiMaPHtWC2iKDvA2L6FHN+viJMHFnPiwGKyMwKEw2G2b9/O4MGDk79fj8dDNBptlZvO5OngY03TMAwjeQyHvocOPI7FYixYV8GPX1iVbF3N8Hspzg6Qk+lvaWuNf5vg8bTxHgIikQiv3nAq+bnZKZ3C4TCbN2+2fFDu6FgSi8X448JNvPn5zqNuLDnQKYFhGGhGvPi0rz5Ec0shpFdhFq/fdBpd8zLb/Rpdt6uO7/9zRXLL9Qy/l16FWQR8HvxeL8lLwMN4JN/HgG7EPyBGNYOIphOJaUQ1g5hmYGDgBQJ+Lxl+L5l+HwGfF3/LmOJp+UUceNHZ3jwlflOJ31Piw2pzRKM+HOOAX2WnyA74GNErn1MGFjN5ZA9O6F+Mocdft9u2baNv375kZmam1Viyakcdl/71E8It42rXvAyKsgP4vF48HqPN91ab7yEDTukd4JffGp98jx7Oyev12nKR19HxpK4xxHf/+slReW2SyskwWq4NPB6qGsLJqV/njOnJo9891tTr9A/vbOaJ97bg9UCXvEyKswPEv4T2HHEMaes48VbVdINwTKMpotMYjtEc3f/hyuuBnAw/+Vl+sgM+/D4PXuLXI3bkSW+5VgrHdCqCISIWTiUZ1DWXs4Z3ZdqoHpwyuCvRaCTtrk027G3kO08spSmi0TUvk8JsP4FEEfAw76GUrz3i1yZPXXUSA7sXpnRKx2uT55eV8+9l5Yd9rx2NY0lbTvE/DXbWhmgIx7jvwjFcfGLvQ16jlfUhTv/dYkJRnQFdcsjye1s6WaxzSnxGC8U0yqubOPC76ZKcALmZfnIy/fEvohzKk6brRDWdnbWhI37uOVDpcJTkZjC0Wy49C7OYMLgr3x7XE6/XkxbXJn95bzMPvL0Bw4B+xfEi/WFfe+39f7MBI0q8/P7SCa5dm3QUaafgdZQ5c+Zw9913H3L72rVrOeOMM1i3Lr6Q9pgxY1i9ejXZ2dmMGDGCz9d8wfo9DS33tm6+ePpy5N3oehdmMmFIVwZGtnHpSb3QNI158+YxY8YMYrEYpaWlXHDBBdTX1/P+++9z3nnnUVtby/Lly5k+fTqVlZWsXbuWyZMns3v3brZs2cKZZ57Jz0/rwnF59by3L4tV26upD+uWztGP4+6OAll+D0U5mWR4NAJeKCrIIxJqwuPxkJ+XS1NDA36/j27FBTQFaynJy2Zov+7U7Sln9IAenDxqMBtWfcLQoX3p06cPixYtor5oDNndu/Puu++Sl5fHoEGDKC0t5YwzzqCgoIB58+Yxbdo0/H6/JXkqLy9n586dnHrqqZSVlVFTU8P48ePZtGkTzc3NHH/88Yd9P61cuZKhxcU8+/1TeOiNz9hQo1MX0thbH4Z25Lr0nXc475zUTh988AH9+5vfldEsHR1LVq5cyaadIbZUh1FjyaEUZQeYMLiEEwI7KcryEQqF2v0arfpqC/+78TRufPZjPt/VSCSm27qgcFjTIKwB0SPe12o8xD8c5wcM8jOga3ERTQ31aAb4M3OoqQuC10tWVjZauJHCnEz69yghVFPBoF4lHDukL3s2f8HEsUPp368vixYtYmBuV/w+L/MXvMMJJ5xATU0NGzZsSLux5MQRI7j55HyeWdPEnvoolQ2RNteYMUMXQ6e5uZmsrKyUTuecc46F2dtPR8eTVZ9/rq5NTDKwSw4/PK0f8+bNM/U6/dm0s1hVVsHH2+vZVx+2dLe0w6Eb0BCOJaesOY0HGNg1l755UJIJXbp2Z9fefVQ2aTTofmrqm4jqkJOVQbYnSrf8LI7p25Vo7V4G9uzCkH692LX5CyaMGcqQgf1YtGgRQwq64/V60vba5CcnF/Dg0loqG8KtljLoDIvefY9LvyHgtUm5xrrkxjX27krtPtb5HdM1g9LS0kNeo3pzkK/19jJ/m73XIAfSNS+DaCRCXQSqm6JUNzl/XXIgo7pn8a0ROXTr3Z/Xlm2iukkjMzuHXVVBdjfEiOmQ6YNhXbM5flB3PA0V9O/RhbzCYjZs3MhZYwdyxtghvPvuYsaMGUr37t2ZP39+2lybnNYlxO1ndOWhpdWU1zRb/vvzh929Nuko0nZAde/ene9///vMmTOn1e1HmoLXmW8ZV5bX4fV60TQNr9eDx3P445gWa/kWNnHsw+PxJI8BNF1rdez3+ePfciePdTRdTx7ruoHP5zvscWKb7MQxgNfrPeyxpml4PJ6UTrqu4fF48fu8GLpGZsBPYU4GeQEPvYpzba84x2Ix9gZD1IY0msJRQlEdr9dLrCU3Xq8XQ9fB48HXcuzzesgI+MHQyPD7CPh9GLpOwBf/5iEWi3vreGgOR8DjRQfCkSh4vBgGRGMxPC3zbTUt3jEFENPaypPREq8v3jWhGwQCPjyGgc/rITsjQMAHOQEvBTmZZPtbuq7a0S3k8XiSx15vwqPt42g0is/nSx6nw7eMR3ICD7vqwtQ0xjtgdAOiMQ08HrxeD9FY2++nkwcUkpkRSOmUjt8ybqpoYF9D9KgaS9pyStw/M+Anw+8jN+BhWI8CvF6PZa/RaExjT32EPbXNRDUdw+Np8WvbyeNpOdZ0PF4PGX4fHkMnw+8jM+DH59GT8cZisfi3fYaHplCYqO5BM6A5HMHr9WEAkWgMny8+rnQ8TwYY8XHFS7yAnZ+TSV6Gl6LsAJkZgaN+LGmOGWzeUxcfP4iPGR5PvJPBzPupW66fEb2LjuiUbh1QoXCEj8tqjrprEzNO8Y5sH/mZfgaUZFGUm9Xu16mmaeysaSIY1qluDKPrOl5v+53i11Ie/D4fuqaRleEnNzNApo/4NVVWgKZQhIhm0BjVqWkIEdPjBalwyxgC1uUpEbthGPg8kJURoFtugG75GWRnZhx140lVY4S9wQjB5jAx3UheK3b0tTeuTz75OZkpndLx2mRbdRM7a8NqLDHh5PV68Bg6fUvyGNAl57Cv0WhMY9O+JhpCUcJRDY/Xa7mT3+cDQ2dwtzx6FmajaRoNYY3dwTD1TWGaY0YrD7vzhBH/zFWSl8WQrtnJceLg115M06lujlGcFf+sJvJYUtkYZd2uOstfewWZXo7rX3JEp3TrgJK2AHXmmWfSpUsXXn311eRtdXV1FBcX8/e//930IuTtmRutaRqbNm1i2LBhaZFcO5DdUXY/UI5t3Tfd1llQOZID5SgHajxJf5Sj+MjuB+KPJYm4ZM6T7H6gHGUhHccTs6THSn82cO6557JgwQJqa2uTt7300kt4vV6mTZtm23mbm61vr0s3ZHeU3Q+UowiIHr8ZlKMcKMf0R/T4zaAcxUd2P5DDUQaHVMjuB8pRFkR1lLYDqqamhtGjRzN8+HBmz57Nzp07ueWWW7jssst47LHHTD+P2h1CoZCbdP2WUaFQiIcaTxQKhRWosUShUFiF6oByiOLiYhYuXIjf7+fCCy/k9ttvZ+bMmTz00EO2nVPTNNauXZuc7ykjsjvK7gfKUQREj98MylEOlGP6I3r8ZlCO4iO7H8jhKINDKmT3A+UoCyI7Sr0L3siRI1mwYIHbYSgUCoVCoVAoFAqFQqFQHNVIOwXPKlRrqkIhN6rNXaFQWIUaTxQKhRWosUShUFhFuk3Bk7oDygoS9blgMHjE+yZa4caMGZMWybUD2R1l9wPl2NZ9GxoasLsWr8aS1ihHOVCOh95XjSfOoxzFR3Y/EH8sAfnzJLsfKEdZSMfxxCyqAHUE6uvrAejXr5/LkSgUCjuprq6muLjYtudXY4lCcfSgxhOFQmEFaixRKBRWYfd4YhY1Be8I6LrOrl27yM/Px+PxpLxvMBikX79+lJeXS9vGKruj7H6gHA/GMAx0XaewsBCv1759GdRY0hrlKAfKsTVqPHEH5Sg+svuB+GMJyJ8n2f1AOcpCOo4nZlEdUEfA6/XSt2/fdj2moKBA2hd7AtkdZfcD5eg0aixpG+UoB8rRWdR40jbKUXxk94P0cuzIWALp5WAHsvuBcpQFER3dL4EpFAqFQqFQKBQKhUKhUCikRhWgFAqFQqFQKBQKhUKhUCgUtqIKUBaSmZnJXXfdRWZmptuh2IbsjrL7gXIUAdHjN4NylAPlmP6IHr8ZlKP4yO4HcjjK4JAK2f1AOcqCyI5qEXKFQqFQKBQKhUKhUCgUCoWtqA4ohUKhUCgUCoVCoVAoFAqFragClEKhUCgUCoVCoVAoFAqFwlZUAUqhUCgUCoVCoVAoFAqFQmErqgClUCgUCoVCoVAoFAqFQqGwFVWAUigUCoVCoVAoFAqFQqFQ2IoqQCkUCoVCoVAoFAqFQqFQKGxFFaAUCoVCoVAoFAqFQqFQKBS2ogpQCoVCoVAoFAqFQqFQKBQKW1EFKIVCoVAoFAqFQqFQKBQKha2oApRCoVAoFAqFQqFQKBQKhcJWVAFKoVAoFAqFQqFQKBQKhUJhK6oApVAoFAqFQqFQKBQKhUKhsBVVgFIoFAqFQqFQKBQKhUKhUNiKKkApFAqFQqFQKBQKhUKhUChsRRWgFAqFQqFQKBQKhUKhUCgUtuJ3O4B0R9d1gsEgeXl5eDwet8NRKBQWYxgGuq7j9/vxeu2ryauxRKGQHzWeKBQKK1BjiUKhsAqnxhOzqALUEQgGg+zYscPtMBQKhc0MHz6cjIwM255fjSUKxdGDGk8UCoUVqLFEoVBYhd3jiVlUAeoIeDweJkyYwI4dO8jPz09532g0SmlpKdOmTSMQCDgUobPI7ii7HyjHg9E0jY0bN9r+jYAaS1qjHOVAObZGjSfuoBzFR3Y/EH8sAfnzJLsfKEdZSMfxxCwewzAMt4NIZ4LBIIWFhdTV1VFQUJDyvoZhEAqFyMrKkraNVXZH2f1AOR6MpmmsW7eOkSNH4vP5bItJjSWtUY5yoBxbo8YTd1CO4iO7H4g/loD8eZLdD5SjLKTjeGKW9CiDpWDz5s1cf/31jBs3Dr/fz5gxY0w9zjAMHnjgAfr37092djYTJ07k448/tjla8PvlbyqT3VF2P1COIiB6/GZQjnKgHNMf0eM3g3IUH9n9QA5HGRxSIbsfKEdZENUx7QtQX3zxBW+++SZDhw5l1KhRph/329/+lrvuuoubb76ZuXPn0qtXL6ZNm8ZXX31lW6yxWIx58+YRi8VsO4fbyO4oux8oRxEQPX4zKEc5UI7pj+jxm0E5io/sfiCHowwOqZDdD5SjLIjsmPZT8HRdT85XvPrqq/n0009Zu3ZtyseEQiF69OjBjTfeyP333w9AJBJh+PDhzJgxg8cff9z0+dvb5h6LxfD7/VK3+8nsKLsfKMeDScc2d5UjOVCOcqDGk/RHOYqP7H4g/lgC8udJdj9QjrKQjuOJWdK+A6oji2UtXbqUYDDIxRdfnLwtIyODb33rW8ybN8/K8A5BxCpke5HdUXY/UI4iIHr8ZlCOcqAc0x/R4zeDchQf2f1ADkcZHFIhux8oR1kQ1VHMiYNHYP369QCMGDGi1e0jR45k+/btNDc3k52dbfl5Y7EYpaWlzJgxQ9oV92V3lN0PxHGMaTqb9zWwraqJpkiM5oiObhgYhsGR2jY1TeOLL77gnqumk52V6Ui8ViJKjjqDcpSDdHasD0XZuLeB7dWNhKM6UT0+frQXTdOo/motP7kk/RzNkM45sgrlKD7p6Le1spFt1U3sqWsmHNM7/XyJa5PZl06lJD/HggidJx3zZCWy+4FydArDMPikrJpdtc00RzU03dpJZ5qmsXvzF9x62bnC5VHKAlRNTQ2ZmZlkZWW1ur24uBjDMKipqTlsASocDhMOh5N/DwaDQDzJB/7p8/laHcdiMbxeLxdccAGxWCw5dTBx+8HH0WgUn8+XPE60zyWOgWRbXeI4EAgk2+0CgQC6rqNpWvJY13X8fv9hjzVNwzCM5HFbHgc7eTyeVn6BQIDzzjsv2Zkmg9OBuTnYTwang48Bvv71r6et0576CHf+bw1Lt1QRinbmgs/Hrw/4wHk4p2g02olzHB41lhzdY4nX68Xj8bR6r8ng1FaeLrjgAqLRKIZhpIVTYyjCrS+vYd7aPR1457bNZScPwu/3t2p5b8vJri2O1XiixhPZxxNIr2uThxds4rHFWzrwbj0SPq5vilKcJ961icfjSflek+F9p8YSMZ3S8drkgy3VXPX3ZR14l5pn6oierl6bdJT0iiYNmDNnDoWFhcmffv36ASTXnVq3bh3r1q0DYPXq1WzatAmAlStXUlZWRjAYZNmyZZSXlwPx6YC7d+8GYMmSJVRWVgKwaNEiamtrASgtLaW+vh6AefPmEQqFiMX2LywWCoWSUwfr6+spLS0FoLa2lkWLFgFQWVnJkiVLANi9ezdLly4FoLy8nGXL4i/+srIyVq5cCcCmTZtYvXq1KScg6WQYBu+//75UTgfmyTAMFi9ezL59+6RxaitPO3fuxDCMtHN6+p2VnPvIEhat30coqpOb4WNIkY8T++YydWQPTurh56whhcwY25OTeniZPKyYGWN7ckI3D1OPKWHG2J4c3xXOHtGFs0d0Zf78+Ud0SnhYjRpLju6xJOG0bds2DMOQyunAPNXU1BAMBtPGqT4U5eI/vZcsPhVneTm+dw5TR/ZgfK8AXxtcwIyxPRnf08+koWbGkq6cO6YnWuVWmpubTTnZgRpP1HhyNIwn6XJt8p/FK/lTS/Gpf6Gfk/pkc+6Ynkzok8mZg/KYMbYnJ3doPIlfm3y05F1hr00Mw2Dp0qVs374dUGOJCE5t5Un2sSQdrk0Wr68AoFe+n7NH9WBi3yxOH5DLjLFWjCXxa5Ocpj2uXpt0GEMgrrrqKmP06NFHvN+f/vQnAzCam5tb3f7kk08aHo/HaGpqOuxjQ6GQUVdXl/wpLy83AKO6utowDMOIxWJGLBY75DgajRrNzc3G3LlzjaamJkPTtOTtbR1HIpFWx7qutzrWdf2QY8MwWh1rmtbqOBqNpjyOxWKtjtvyONjpwOPE+d544w0jFApJ45TKTwang4+bmpqMN954w4hEImnl9ObnO40Bs+YaA2bNNb7+xyXG6u3VhqbpppwOzlM4HDbmzp1rNDY2HtGpubnZWLNmTTIOq1BjydE9lhjGoe81GZwOzlMoFGr1XnPTqTkcMS547ANjwKy5xuhfvW18vKWyQ04H5ynxWg2Hw0d0isViajxR44kaT0w6peO1SbA5Ykycs8AYMGuucft/P+/0GCnTtUksFkv5XpPhfafGEjGd0vHaZPrD7xkDZs013li1wxKndLw26ShpvwvegZjdBW/RokVMmTKFVatWcdxxxyVv/9nPfsZ///tftm7davqc7d0dQqFQtB9NNzjnkSVsqmjguyf1454Lx5Dhd6ZBU0vTnWYUCkX7eHdDBVc/vZz8LD///sEExvQpdDwGNZ4oFGLzi1fW8O9l2+lXks1b/3cmeZnurFaixhKFQlyqGyOccM87AHz2y6l0yXN3PVqnxhOzSDkF79RTT6WgoICXXnopeVs0GuWVV15hxowZtp1X13Wqq6vR9c4vVJiuyO4oux+kp+O8NbvZVNFAQZafO84f2eniUzo6tgfR4zeDcpSDdHJcuC7e7n7+sb0tLT6lk2NHED1+MyhH8UkHP8MwmPv5LgDu/+ZYy4tP6eDYWWRwSIXsfqAcnWBZWRUAx/TIt6345LZjZ0j7AlRTUxMvv/wyL7/8Mtu2bSMYDCb/nlinZ8qUKQwdOjT5mKysLH7xi1/whz/8gf/3//4fixYt4pJLLqGqqoqf//zntsWqaRrLly9PLj4mI7I7yu4H6eeo6wZ/XBif5/390wdTkNX5nRzSzbG9iB6/GZSjHKSLo2EYLFy3F4CpI7tb+tzp4thRRI/fDMpRfNLBr7oxQn04vq35+IEllj9/Ojh2FhkcUiG7HyhHJ/j4q2oAJgy2fhxJ4LZjZ0j7KXhbt25l0KBBbf7b4sWLOeusszjrrLPYunVrq6l1hmHwwAMP8Pjjj7Nv3z7GjRvHww8/zMSJE9t1ftWaqlDYy9zVu7jp+ZXkZ/n5YNZkCrOd3UpUtbkrFOLz5a4gM/74PlkBL6t+NY2sgDst5mo8USjEZcX2Gr71+FJ6FWbx0S+muBqLGksUCnGZ/vASNuyt58+XncC5Y3u5HY6agtdeBg4ciGEYbf6cddZZALz77ruHrOvk8Xj4xS9+QXl5OaFQiI8//rjdxaf2ous6FRUVQrbCmUV2R9n9IP0cX1gW383imtMGWVZ8SjfH9iJ6/GZQjnKQLo6J7qfTh3a1vPiULo4dRfT4zaAcxScd/LZVNQIwoEuOLc+fDo6dRQaHVMjuB8rRbqoawmzYG9957+RB9nVAiZzHtC9AiYSu66xdu1bIF4JZZHeU3Q/SyzGm6azYXgPAjLE9LXvedHLsCKLHbwblKAfp4rigZbvjKSN7WP7c6eLYUUSP3wzKUXzSwW9rZRMAA7vk2vL86eDYWWRwSIXsfqAc7WZZWXz6nZ3rP4HYeUz7KXhuo1pTFQr7WLOjjq8/9gH5WX4+/9U0vF6P4zGoNneFQmwq6kOcfN9CAJbNnkL3gizXYlHjiUIhLj99YSX/W7WLWeeM4EdnDXE1FjWWKBRi8uvXv+CZpVu5auIA7r5gjNvhAGoKntTous7OnTuFrESaRXZH2f0gvRw/3Rb/luDEAcWWFp/SybEjiB6/GZSjHKSD43sb4huSHNu30JbiUzo4dgbR4zeDchSfdPDbWpXogLJvCp7bjp1FBodUyO4HytFu9tWHARjcLc/W84icR1WAshBd19myZYuQLwSzyO4oux+kl+On2+LT704aUGzp86aTY0cQPX4zKEc5SAfHzRUNAJzQ39pxJEE6OHYG0eM3g3IUn3TwS6wB1d/GApTbjp1FBodUyO4HytFuGlp20szN9Nt6HpHzaO9v5ijD7/dz5plnuh2GrcjuKLsfpI+jYRh8ujXRAWXtIn3p4thRRI/fDMpRDtLBsbwm3rXQv8SeD43p4NgZRI/fDMpRfNz2q2uOUtMUBWCATWtAue1oBTI4pEJ2P1COdtMUaSlAZdg71U3kPKoOKAvRdZ1t27YJWYk0i+yOsvtB+jjuqGlmbzCM3+thXL8iS587XRw7iujxm0E5ykE6OG6vtrcAlQ6OnUH0+M2gHMXHbb/tLdPvuuZlkmdT54LbjlYgg0MqZPcD5Wg3DWENcKYDStQ8qgKUhYg8F9MssjvK7gfp4/hZy/S70X0Kybb4W4J0cewoosdvBuUoB+ngmPjg2M/GApTbjp1B9PjNoBzFx22/rS3T7+xa/wncd7QCGRxSIbsfKEe7SXZAZdrbASVyHtUUPAvx+/2ceuqpbodhK7I7yu4H6eO4vGX63XiL13+C9HHsKKLHbwblKAduO9Y1RQmG4hd7/UqybTmH246dRfT4zaAcxcdtv8T6T3ZNvwP3Ha1ABodUyO4HytFuGh3qgBI5j6oDykI0TWPz5s1omuZ2KLYhu6PsfpA+jokOqJMGWl+AShfHjiJ6/GZQjnLgtmNi/aeueZnkZNhzsee2Y2cRPX4zKEfxcdvP7h3wwH1HK5DBIRWy+4FytJvGxCLkNl2TJBA5j6oAZSGGYVBTU4NhGG6HYhuyO8ruB+nhGIpqbNhbD9izc1U6OHYG0eM3g3KUA7cdy6sT0+/s6X4C9x07i+jxm0E5io/bfompvAO62tcB5bajFcjgkArZ/UA52ommGzRH4wWhHJsXIRc5j2oKnoX4/X7Gjx/vdhi2Iruj7H6QHo47apowDMjP9NMtP9Py508Hx84gevxmUI5y4Laj3QuQg/uOnUX0+M2gHMXHbb/EGlAD1FiSEhkcUiG7HyhHO0ms/wTOTMETNY+qA8pCNE1j/fr1QrbCmUV2R9n9ID0ct7V809i/Sw4ej8fy508Hx84gevxmUI5y4LajEwUotx07i+jxm0E5io+bfk2RGBX1YQAG2rgGlAw5lMEhFbL7gXK0k6ZI/Hw+r4dMv71lFpHzqApQFtPc3Ox2CLYju6PsfuC+Y2KthQE2rrXgtmNnET1+MyhHOXDTsbwmfu5+xfaNJSB+HkWP3wzKUXzc8iuvjp+3MDtAYU7A1nPJkEMZHFIhux8oR7toSK7/5LPlC/aDETWPagqehfh8Po4//ni3w7AV2R1l94P0cNxu824z6eDYGUSP3wzKUQ7cdty/BpR9BSi3HTuL6PGbQTmKj5t+1Y0RALrkZdh6HhlyKINDKmT3A+VoJ00O7YAHYudRdUBZiKZprF27VshWOLPI7ii7H6SHY7IDyqYPjeng2BlEj98MylEO3HTUdIMdNfun89p2HsHzKHr8ZlCO4uOmX11zFICibHu7n2TIoQwOqZDdD5SjnSQ7oBwoQImcR1WAUigUjpNYt8WuDiiFQiE/e4MhoppBwOehZ0GW2+EoFApBCbYUoAptLkApFAq5SSxCnmvzDniio6bgWYjP52PMmDFuh2ErsjvK7gfuO8Y0PTltxq41oNx27Cyix28G5SgHbjomCtl9irLxee1ba0H0PIoevxmUo/i46VfbHJ+CZ3cBSoYcyuCQCtn9QDnaiZMdUCLnUXVAWYimaaxcuVLIVjizyO4oux+477i7LkRMN8jwe23rWnDbsbOIHr8ZlKMcuOm43YH1n0D8PIoevxmUo/i46Zecgpdj7xpQMuRQBodUyO4HytFOErvg5WQ4MwVP1DyqApTFZGdnux2C7cjuKLsfuOu4tWUB8v4lOXht7FoQPY+ix28G5SgHbjnucKgABeLnUfT4zaAcxcctv0QBqsCBKXgy5FAGh1TI7gfK0S4akx1QzkzBEzWPagqehfh8PkaMGOF2GLYiu6PsfuC+47aWBcgH2rhosNuOnUX0+M2gHOXATcdEB1R/mwtQoudR9PjNoBzFx02/2iZn1oCSIYcyOKRCdj9QjnbS6PAueKLmUXVAWUgsFmP58uXEYjG3Q7EN2R1l9wP3HbclO6DsW4DcbcfOInr8ZlCOcuCm467aEBBfA8pORM+j6PGbQTmKj5t+Tu2CJ0MOZXBIhex+oBztxMlFyEXOoypAWYjH46G4uBiPx75pRW4ju6PsfuC+Y7IDqqt9XQtuO3YW0eM3g3KUAzcdKxvDAHTLz7T1PKLnUfT4zaAcxcdNP6d2wZMhhzI4pEJ2P1COduLkIuQi51GIAtT69es5++yzyc3NpWfPntx2221EIpEjPq6qqorrr7+e/v37k5uby5gxY3jiiSdsi9Pn8zF06FB8Pnm3XpTdUXY/cN8xUYCyc9qM246dRfT4zaAc5cBNx6qG+HVA1zx7Fw4WPY+ix28G5Sg+bvrVJgpQOfZPwRM9hzI4pEJ2P1COdpJYhDzXgUXIRc5j2hegampqmDx5MpFIhFdeeYX777+fJ598kltuueWIj73ooot4/fXX+c1vfsMbb7zBOeecw49+9CP++te/2hJrLBZj6dKlQrbCmUV2R9n9wF1HwzDYVh2fgjewi71T8ETOo+jxm0E5yoFbjpGYnpw20yXX3g4o0fMoevxmUI7i46afk1PwRM+hDA6pkN0PlKOdONkBJXIe034R8ieeeIJgMMirr75KSUkJEP+F33DDDcyePZvevXu3+bg9e/awePFinn76aa6++moAJk+ezPLly3nhhRf4wQ9+YHmsXq+XPn364PWmfV2vw8juKLsfuOtYUR8mFNXxeT30KbZv3RbR8yh6/GZQjnLglmNNU7z7yef12D5tRvQ8ih6/GZSj+Ljlp+uGY1PwZMihDA6pkN0PlKOdJNeAcmAXPJHzmPYRv/XWW0ydOjVZfAK4+OKL0XWd0tLSwz4uGm35n0lhYavbCwsLMQzDlli9Xi8DBgwQ8oVgFtkdZfcDdx0T0+/6FGUT8Nl3ftHzKHr8ZlCOcuCW4776+PpPJbkZeL32rn8geh5Fj98MylF83PJriMTQWz4WFDhQgBI9hzI4pEJ2P1COdtIQdm4Knsh5TPuI169ff8gWg0VFRfTq1Yv169cf9nH9+vVj2rRp3H///Xz55ZfU19fz4osvUlpayo033mhLrLFYjCVLlgjZCmcW2R1l9wN3HXfVNgPO7Folch5Fj98MylEO3HKsakys/2Tv9DsQP4+ix28G5Sg+bvnVNcW/sM70e8kK2Nu1IEMOZXBIhex+oBztpKllCl6OAx1QIucx7QtQNTU1FBUVHXJ7cXEx1dXVKR/7yiuv0KNHD0aPHk1BQQGXXnopDz/8MN/+9rcP+5hwOEwwGGz1A6BpWvLPto5jsRiGYTBkyBB0XUfX9eTtbR1Ho9FWx4murMSxYRiHHAOtjnVdb3WceAEe7ljTtFbHZpwOPNZ1Ha/Xy8CBA5O/LxmcUvnJ4HTwsa7rDB48GK/X67jTnmB82/QeBZmWOh2cJ4/Hw5AhQ9A0zbST1aix5OgeSxLPf+B7TQang/MEtHqvOeVU1RDvgOqSG7Dc6eA8JV6rHo/HlbEE1HiixhP5xxO3rk2qGuLXJUXZAVvGSJmuTTRNS/lek+F9p8YSMZ3S5doksQh5tt9ruVM6Xpt0lLQvQHUUwzC45ppr2LRpE88//zyLFy9m1qxZ/PSnP+WFF1447OPmzJlDYWFh8qdfv34ArF27FoB169axbt06AFavXs2mTZsAWLlyJdu2baNPnz58+umnlJeXA7B06VJ2794NwJIlS6isrARg0aJF1NbWAlBaWkp9fT0A8+bNIxQKEYvFmDdvHrFYjFAoxLx58wCor69PTj2sra1l0aJFAFRWVrJkyRIAdu/ezdKlSwEoLy9n2bJlAJSVlbFy5UoANm3axOrVq4/oVFZWBsCyZcsoLy/H6/WydetW9u7dK43TgXnyer1s3rw5WdyUwengPC1evJicnBy8Xq/jTnvq4hd6nlDQUqeD89TY2EifPn14++23j+iU8LAaNZYc3WMJwAcffEBGRgZer1cap4PzFAwG6dOnDwsWLHDUKbEDnjfaZLnTwXnyer2sXLmSSCRiyskO1HiixhPZxxO3rk1WrInHnuXTbRkjZbo2KSsrw+v1smPHDnbu3Nkud1Feo2osEdMpXa5NEouQ79i62XKndLw26TBGmtOtWzfj9ttvP+T23r17G7NmzTrs49544w0DMFavXt3q9pkzZxq9e/c+7ONCoZBRV1eX/CkvLzcAo7q62jAMw4jFYkYsFjvkOBqNGqFQyFi4cKHR3NxsaJqWvL2t40gk0upY1/VWx7quH3JsGEarY03TWh1Ho9GUx7FYrNVxWx4HOx14nHiuBQsWGOFwWBqnVH4yOB183NzcbCxYsMCIRqOOO13/7KfGgFlzjb+9v8VSp4PzFIlEjIULFxpNTU1HdGpubjbWrFmTPJ9VqLHk6B5LDOPQ95oMTgfnKRwOt3qvOeV0/7wvjQGz5hp3v77GcqeD85R4rSb+nsopFoup8USNJ2o8MemUDtcmr60sNwbMmmt8+/EPbRkjZbo2SbwGDvdek+F9p8YSMZ3S5dpk6Ow3jQGz5hrlVQ2WO6XjtUlHSftd8EaMGHHIWk91dXXs3r37kLWhDuTLL7/E5/MxZsyYVrcff/zxPPXUUzQ1NZGTk3PI4zIzM8nMPHRNCZ/P1+rPg4/9fj9er5cxY8Ykq8qJ2w+8T4JAINChY4/Hkzz2er3J85g5PlzsqZzaOh47dmzy77I4Hc5PFqcDjzMyMhg7dmyrczrllJiC17tlDSirnA6OV9d1xowZQ2ZmJh6Px5ST1aixRI0lHX2vpbPTwXky+16z2inRAdU1P8typ4OPvV4vY8eOxefzHTJmHOyktbTUW40aT9R4Ivt44ta1SUM4Pq2lKCfD1PupPceyXZtAfNrR4d5rsrzv1FginlM6XJuEYxpRLT7dryAnw3Kng4/T4dqko6T9FLxzzz2XBQsWJNvOAF566SW8Xi/Tpk077OMGDBiApmnJtr4En332Gd27d2+z+NRZvF4v3bt3b/Vmlg3ZHWX3A3cd99Yl1oDKsvU8oudR9PjNoBzlwC3HypY1oLrm2r8Iueh5FD1+MyhH8XHLr665Zddsm3fAAzlyKINDKmT3A+VoF03h/UWeHJs3NACx85j2EV9//fXk5+dz4YUXUlpaytNPP82tt97K9ddfT+/evZP3mzJlCkOHDk3+fcaMGfTv35/vfOc7/Otf/2LhwoXMmjWLZ555hh//+Me2xBqNRpk/f35aLvZlFbI7yu4H7jnqukFFy9bpPQvtLUCJnkfR4zeDcpQDtxz3d0Bl2H4u0fMoevxmUI7i45ZfbXN8LHGiACVDDmVwSIXsfqAc7SKx/lNWwIvfZ3+JReQ8pv0UvOLiYhYuXMiPf/xjLrzwQvLz85k5cyb33Xdfq/tpB6yoD5Cfn8/ChQu54447mDVrFrW1tQwaNIiHHnqIm266yZZYfT4f48ePb9ViJxuyO8ruB+45VjaGiekGXg90s3nrdNHzKHr8ZlCOcuCW4/5d8OzvgBI9j6LHbwblKD5u+QVbOqCKcuwvQMmQQxkcUiG7HyhHu0jsgJeb4Ux5ReQ8pn0BCmDkyJEsWLAg5X3efffdQ24bOnQo//nPf2yK6lC8Xi8lJSWOnc8NZHeU3Q/cc9xb1zJlJi/T9m8GRM+j6PGbQTnKgRuOhmFQ2RjvWuiSZ38HlOh5FD1+MyhH8XHLz+kpeKLnUAaHVMjuB8rRLhIdULmZzpRXRM5j2k/BE4loNMqbb74pZCucWWR3lN0P3HNMLEBu9/pPIH4eRY/fDMpRDtxwbAjHiMTiCwc70QEleh5Fj98MylF83PKrbXKuACVDDmVwSIXsfqAc7aIpEi9A5WQ405Ekch5VAcpC/H4/Z5xxRqtV62VDdkfZ/cA9RycLUKLnUfT4zaAc5cANx8T6T7kZPrIduNATPY+ix28G5Sg+bvklO6AcmIInQw5lcEiF7H6gHO2isaUDKs+hDiiR8yhexGmMx+OhoKDA7TBsRXZH2f3APceKlgJUz0L7OxZEz6Po8ZtBOcqBG46JHfC62LyWXALR8yh6/GZQjuLjlp+TU/BkyKEMDqmQ3Q+Uo100tuyCl+NQAUrkPKoOKAuJRqO89tprQrbCmUV2R9n9wD3HPXUtBSiHpuCJnEfR4zeDcpQDNxwrEzvgObD+E4ifR9HjN4NyFB+3/JwsQMmQQxkcUiG7HyhHu0hMwcvLdG4Knqh5VAUoC/H7/UybNk3IVjizyO4oux+45+j0FDyR8yh6/GZQjnLghmNVo7MdUKLnUfT4zaAcxccNP003qA/FPzQWOVCAkiGHMjikQnY/UI520ZDogHJoFzyR86gKUBYj4ougvcjuKLsfuOO4NzkFz/4CFIifR9HjN4NylAOnHasc7oAC8fMoevxmUI7i47RfsHl/50CBAwUokCOHMjikQnY/UI52kOiAynVoEXIQN4+qAGUhsViMefPmEYvF3A7FNmR3lN0P3HN0cgqe6HkUPX4zKEc5cMOxKrEGlAM74IH4eRQ9fjMoR/Fxwy8x/S43w0fAZ/9HIhlyKINDKmT3A+VoFw0ti5DnOrQGlMh5VAUoC/H7/cyYMUPYaqQZZHeU3Q/ccWyOaARb2tx7ONABJXoeRY/fDMpRDtxwrGyMd0B1cagDSvQ8ih6/GZSj+LjhV+vg+k8gRw5lcEiF7H6gHO2iqWUKnlMFKJHzqApQFiNiFbK9yO4oux8475hY/yknw0e+g98MiIzo8ZtBOcqB046V9c6uAQXi51H0+M2gHMXHab/kAuQ5zk3nlSGHMjikQnY/UI520ODCFDxR89ipAtTixYv55S9/yaRJkxg2bBjFxcX06dOHcePGccUVV/DUU0+xZ88eq2JNe2KxGKWlpcK+GMwgu6PsfuCO44HT7zwej+3nEz2PosdvBuUoB244VjU6uwaU6HkUPX4zKEfxccNv/w54zn0xJnoOZXBIhex+oBztoqllCl6Og1+0i5pHj2EYRnse0NjYyB//+Ef++te/sm3bNhIPz8rKoqSkhObmZurq6tB1HYBAIMDXv/51br75Zk477TTrDWwmGAxSWFhIXV0dBQUFboejUAjJ/1bu5Kf/WcXEwV3493UT3A6nFZqmsW7dOkaOHInPZ9+3FmosUSis4fjflFLTFKX05jMZ3iPf7XBaocYThUIcnv1oK3e+9gXTR/fgL1ec5HY4rVBjiUIhFhc/8RHLtlbz+GUnMGNsL7fDaYVT44lZ2tUB9cQTTzB06FDuuOMOCgoKuOeee1i4cCF1dXU0NTWxY8cOqqqqiEajrF+/nn/84x9cfPHFlJaWcuaZZ/Ktb32LsrIyu1xcxzAMgsEg7azpCYXsjrL7gTuOexzeAU/0PIoevxmUoxw47RjTdGqa4l0LJbnOdECJnkfR4zeDchQfN/zqHF4DSoYcyuCQCtn9QDnaRWPLFLwch6bgiZzHdhWgfvzjH3P22WezevVqVq1axezZs5k0aRL5+a2/gfR4PAwfPpwrrriCZ599lr179/KXv/yFzz//nGeffdZSgXQiFovx/vvvC9kKZxbZHWX3A3ccE1Pwuhc4t2uVyHkUPX4zKEc5cNqxuik+/c7jgWKH1m0RPY+ix28G5Sg+bvglClBFaiwxjQwOqZDdD5SjXTRF4ouQ5zk4Bc9Oxy1btnDnnXcyefJkRo0axahRo5g8eTK//OUv2bJlS6eeu11T8DZu3Mjw4cM7fDJN09i+fTuDBg3q8HM4jWpNVSg6zw3Pfca8NXu46+ujuOa09Hr/qzZ3hUIc1u8Jcs4j71OSm8GKO892O5xDUOOJQiEOt770OS99toNbpx/DjZOGuh1OK9RYolCIxfj7FrCvPsy8n5zBqN7p9V5qz3hiGAa//OUv+d3vfoemaW2u3ev1ern11lu57777OrS2b7s6oDpTfALw+XxCFZ/ai67rVFdXJ9e/khHZHWX3A3ccK4LxXau65zszBU/0PIoevxmUoxw47VjdEO+A6uLQ9DsQP4+ix28G5Sg+bvg5PQVPhhzK4JAK2f1AOdpFQyjeieRUB5Rdjrfeeitz5syhpKSEO+64g4ULF7J+/XrWr1/PggULuOOOOyguLuaBBx7gZz/7WYfO0ald8H77298SjUY78xRSoWkay5cvR9M0t0OxDdkdZfcDdxz31sen4PVwaAqe6HkUPX4zKEc5cNoxsQOeU+s/gfh5FD1+MyhH8XHDrzY5Bc+ZApQMOZTBIRWy+4FytINITKc5Gj+XUwVtOxxXrFjBww8/zIknnsiXX37JPffcw1lnncWwYcMYNmwYkyZN4je/+Q1ffvklJ5xwAo888ggrVqxo93navQvegXi9XoYNG8ZDDz3Eeeed19GnSWtUa6pC0TkMw2DEnW8Tjum8f9sk+pXkuB1SK1Sbu0IhDs98WMav3/iSGWN78vhlJ7odziGo8UShEIdzHlnC+j31PPv9kzljWDe3w2mFGksUCnGoaghz4r0LANhy/wx83vZPS7MTs+PJD37wA/75z3+yYcMGBg4cmPI5t27dyjHHHMPll1/O3/72t3bF06kOqKeffpr6+nq+8Y1vMGPGDDZu3NiZpxMeXdepqKiQvqVRZkfZ/cB5x2BzjHAsfq5u+c50QImeR9HjN4NylAOnHatd6IASPY+ix28G5Sg+bvjVtuyoWZTtzHgiQw5lcEiF7H6gHO0g2DL9Lj/T71jxyQ7HJUuWMHny5CMWnwAGDhzI5MmTef/999t9nk4VoK666io2btzIzTffzMKFCxk7diw///nPCQaDnXlaYdF1nbVr10r/hpbZUXY/cN4xMf2uMDtAVsCZrUlFz6Po8ZtBOcqB0477p+A5U8wG8fMoevxmUI7i44afG2tAiZ5DGRxSIbsfKEc7CLaMJQUOjSVgj+POnTsZM2aM6fuPGTOGXbt2tfs8nSpAAeTl5fGHP/yB1atXM3nyZB566CGGDx/O3//+984+tXD4/X4mT56M3+/M4mNuILuj7H7gvGNiAXKn1n8C8fMoevxmUI5y4LRjogPKyUXIRc+j6PGbQTmKj9N+4Zjm+JotMuRQBodUyO4HytEOgqF4ASo/y7nfqR2Ouq4TCJgfDwOBQIcKYJ0uQCU45phjeOutt/jf//5HXl4eM2fOZPz48Xz00UdWnSLt0XWdnTt3Sl9RltlRdj9w3nFvMN4B5dQOeCB+HkWP3wzKUQ6cdkx0QHXJc3YKnsh5FD1+MyhH8XHaL9H95PE496FRhhzK4JAK2f1AOdpBfcsUPKc7oKx27NWrF2VlZabv/9VXX9G7d+92n8eyAlSCb3zjG3z55Zfcd999rFu3jtNPP50rrriiQ+1ZoqHrOlu2bJH+DS2zo+x+4LxjYgpedwc7oETPo+jxm0E5yoHTjlUN8Y5Kp9eAEjmPosdvBuUoPk77JafMZAXwOrhmi+g5lMEhFbL7gXK0g/3jiXMdUHY4nnbaaSxYsIBwOHzE+4bDYRYsWMCpp57a7vNYVoCKxWJ89tlnPP7441x33XX885//pLm5GcMweO655zjmmGN48MEH6cime+vXr+fss88mNzeXnj17cttttxGJREw9dufOnVx11VV069aN7OxsRo4cyXPPPdfuGMzg9/s588wzpW9plNlRdj9w3nH/FDznOqBEz6Po8ZtBOcqB0477p+A5O6VX5DyKHr8ZlKP4OO2XXIA8x7mOBRlyKINDKmT3A+VoB4kpeAVZYo8n11xzDdXV1fzpT3864n0fe+wxampquPLKK9t9nk4VoP79739z8803c+qpp1JQUMDJJ5/MTTfdxD//+U9qa2u54IIL+N3vfsdLL73Esccey6233sqkSZOora01fY6amhomT55MJBLhlVde4f777+fJJ5/klltuOeJjd+/ezcSJE9m1axdPPvkkc+fO5Uc/+pGpql5H0HWdbdu2SV9RltlRdj9w3rEi0QHl0A54IH4eRY/fDMpRDpx01HSD2pZvGZ3ugBI5j6LHbwblKD5O+zm9ADnIkUMZHFIhux8oRzsINrszBc9qx0mTJnHfffdRWVmZstknGo1SVVXFb37zG6ZOndru83SqZHbZZZcB4PP5GDt2LKeeeiqnnnoqEydOZNCgQa3u++1vf5vHH3+cn/70p/z0pz/lmWeeMXWOJ554gmAwyKuvvkpJSQkQ77a64YYbmD17dsp5h7fddhv9+vXj7bffxueL7741ZcqUDpiaIzEXs0+fPni9ls9uTAtkd5TdD5x3dKMDSvQ8ih6/GZSjHDjpWNMUIdFEXexg14LoeRQ9fjMoR/Fx2i/RAeV0AUr0HMrgkArZ/UA52sH+Dihnp+DZ4Xj77bcf8T6BQID777+/w+fo1G/p3nvvZeLEiZx88snk5uYe8f433HADn376KW+88Ybpc7z11ltMnTo1WXwCuPjii7n++uspLS3l6quvbvNxwWCQF198kb///e/J4pPd+P3+Ds2DFAnZHWX3A+cdE2tAOb0Lnsh5FD1+MyhHOXDSMTH9rjgngN/n3EWz6HkUPX4zKEfxcdrPjQ4oGXIog0MqZPcD5WgHyTWgBB9Ptm3b1qHHDRgwoF3379QV3OzZs5k0aZKp4lOC4cOHU11dbfr+69evZ8SIEa1uKyoqolevXqxfv/6wj1uxYgWRSIRAIMDXvvY1AoEAPXv2ZNasWUSjUdPnbw+aprF582Y0TbPl+dMB2R1l9wNnHQ3DYG9LB5STu+CJnkfR4zeDcpQDJx0rXViAHMTPo+jxm0E5io/TfonpvE6uASVDDmVwSIXsfqAc7SCY2AXPwTWg7HAcPHgwgwYNavdPe3G87+6KK67gqaeeMn3/mpoaioqKDrm9uLg4ZSFrz549AMycOZOTTjqJ0tJSbr75Zh555BF+9atfHfZx4XCYYDDY6gdIJlfTtDaPY7EYsViMmpoaotFocj5mLBZr8/jA+0Sj0eTi7IljwzAOOQZaHeu63uo4FoulPNY0rdWxGacDj3VdxzAMqqqqDrldZKdUfjI4tZWn6urqVrHb5VTdECISi5+3JNtnq9PBxzU1NUQiEdNOVqPGkqN7LEnEe+B7TQang/00TWv1XrPTKdEBVZKTYavTwXlKvFYTr1unxxJQ44kaT46O8cSpa5NYLJbsWMjP9NvqJNO1iaZpKd9rMrzv1FgippOb1yYAdc3x65OCbL/w1yZDhw7lnHPOMfUzdOjQdj13AscLUH369OGaa66x/TyJJE2dOpUHH3yQSZMmMWvWLG699VYefvhhmpub23zcnDlzKCwsTP7069cPgLVr1wKwbt061q1bB8Dq1avZtGkTACtXrqS8vJzx48ezYsUKysvLAVi6dCm7d+8GYMmSJVRWVgKwaNGi5GLspaWl1NfXAzBv3jxCoRCxWIx58+YRi8UIhULMmzcPgPr6ekpLSwGora1l0aJFAFRWVrJkyRIgvvj60qVLASgvL2fZsmUAlJWVsXLlSgA2bdrE6tWrj+hUVlYGwLJlyygvL8fv9xMOh9m3b580Tgfmye/309jYmPSQwengPL333nsMHToUv99vu9PCDz8FID/Ty5drV9vmdHCempubGT9+PKWlpUd0SnhYjRpLju6xJHE8cOBA/H6/NE4H56mhoYHx48ezaNEi250SBShvtMlWp4Pz5Pf72bNnT7KYcyQnO1DjiRpPZB9PnLw2WbZsWXIKXmN1hW1Osl2blJWV4ffHP2Af+LpUY0l6Ox2cJ9nHEqevTQCqgvHrkoKsgPDXJpdddhnz5s0z9XP55Ze367mTGGlOt27djNtvv/2Q23v37m3MmjXrsI+bN2+eARiPPvpoq9sXLVpkAMbq1avbfFwoFDLq6uqSP+Xl5QZgVFdXG4ZhGLFYzIjFYoccR6NRIxwOG+vWrTNCoZChaVry9raOI5FIq2Nd11sd67p+yLFhGK2ONU1rdRyNRlMex2KxVsdteRzsdOCxpmlGLBYzvvjii+R5ZXBK5SeD08HHoVDI+PLLL41YLGa70+J1u40Bs+YaUx9811ang/MUjUaNdevWGc3NzUd0am5uNtasWZM8n1WoseToHksSr4ED32syOB2cp0gk0uq9ZqfTQ6UbjAGz5hq3v7zKVqeD8xSLxYy1a9ca0Wj0iE6xWEyNJ2o8UeOJSSe3rk2i0ahx9d8/MQbMmms8/3GZbU6yXZsk/n6495oM7zs1lojp5Oa1iWEYxin3vWMMmDXXWLOjVuhrE6/Xa/z6179OeZ8Dufvuuw2Px2P6/gmcW6q9g4wYMeKQtZ7q6urYvXv3IWtDHcioUaNSPm8oFGrz9szMTDIzD10sObGQ+YELmh94nPhGoLm5Gb/fn1yN3u/3t7pPgkAg0KFjj8eTPPZ6vcnzmDk+XOypnA4+1jSNcDjcpp+oTqn8ZHBq6zjx+rfbqaox3praszArGYMdTgfHm3gvBgIBPB6PKSerUWPJ0T2WJI478l5Ld6cDYzT7XrPCKdEB1a1lPTknxpIEkUgEj8dzyJhxsJOm2bPehBpP1Hgi+3ji5LWJ1+tNdkCV5Dk3noh+bQKp32syvO/UWCKu04ExOnltAq3XgBL52iQ7O5tIJGLqvhCf0pudnW36/gnSfu/Fc889lwULFiTbzgBeeuklvF4v06ZNO+zjBgwYwNixY1mwYEGr29955x2ys7OPWKDqCD6fj+OPP96xXffcQHZH2f3AWcfEDnhOLkAO4udR9PjNoBzlwEnHqkZ3FiEXPY+ix28G5Sg+TvvVurALngw5lMEhFbL7gXK0mqim0xSJF3gKsp3r7bHDsaioiIqKCtP3r6ioaHOt7iPRqQLU+++/n5zLeCCJuZI1NTVs2bIlOW+yI1x//fXk5+dz4YUXUlpaytNPP82tt97K9ddfT+/evZP3mzJlyiELYd133328/vrr/PSnP+Wdd97h/vvv5w9/+AO33HJLu3buM4umaaxdu9a2b0DTAdkdZfcDZx0rEjvgFRz6bZudiJ5H0eM3g3KUAycdqxpaFiHPU+NJexA9fjMoR/Fx2i/oQgFKhhzK4JAK2f1AOVpNfUv3E0BepnMFKDscR4wYkVzXygzLli1j5MiR7T5PpwpQM2fO5Morrzzk9kceeYRJkyZRV1eXPO4oxcXFLFy4EL/fz4UXXsjtt9/OzJkzeeihh1rdTztgRf0EX//61/n3v//NggULOP/883nyySe5++67ueeeezocj0KhME9FSwdUj3xnPzAqFAr5SEzB6+JwB5RCoZALwzCobYoXoIpynCtAKRQK+agPxceS3Awffl/aTy5LyRlnnMGaNWv48MMPj3jfpUuXsnbtWk477bR2n6dTZbrp06fz5z//merqakpKSpK3z58/n6FDhzJw4MDOPH2SkSNHHjKV7mDefffdNm//7ne/y3e/+11L4jgSPp+PMWPGOHIut5DdUXY/cNZxb0sHVI8C56fgiZxH0eM3g3KUAycdEwUoN6bgiZxH0eM3g3IUHyf9miIaMT2+NbvTU/BEz6EMDqmQ3Q+Uo9UEm1vWf3JwLAF7HK+88kruu+8+Lr/8cubPn8/w4cPbvN/GjRu54oor8Hq9XHXVVe0+T6fKdOeccw6aprXa3q+yspIVK1ZwzjnndOaphUTTNFauXCl9S6PMjrL7gbOOe4Mta0C5MAVP5DyKHr8ZlKMcOOWo6QY1Te50QImeR9HjN4NyFB8n/RLrP2X4vGQHnFsHR4YcyuCQCtn9QDlaTbClA6ogy9kClB2OgwYNYvbs2Wzfvp3jjjuOK6+8kqeffpr58+czf/58nn76aa666iqOO+44ysrKuO222xg8eHC7z9OpDqhJkyaRmZlJaWkp3/ve9wCSxaijsQAFdGgleNGQ3VF2P3DGUdONZAGqV6Hzv1PR8yh6/GZQjnLghGNtU4SWhgWKXZiCJ3oeRY/fDMpRfJzyq2uZfleQvX+HLKeQIYcyOKRCdj9QjlaSWE/OyQXIE9jh+Otf/xqfz8ecOXN47rnn+Ne//tXq3z0eDxkZGdx5553cfffdHTpHp35T2dnZnH766cyfPz952/z588nMzOzUuk+i4vP5GDFihNth2IrsjrL7gXOOlQ1hopqBz+uhu8NrQImeR9HjN4NylAOnHBPT7wqzAwQcXmNB9DyKHr8ZlKP4OOlX2xwfT5xe/0mGHMrgkArZ/UA5Wo1bHVB2Ot55553MnDmTV199leXLl7Nv3z4Aunbtyvjx47nwwgvp06dPh5+/01dx06dPZ8+ePaxevRqId0CdfvrpZGU5u+ZLOhCLxVi+fPkhi6HLhOyOsvuBc447a5sB6FmQ5fiifKLnUfT4zaAc5cApxyoXFyAXPY+ix28G5Sg+Tvq5sQMeyJFDGRxSIbsfKEercWsNKLsde/XqxQ033MDTTz/N3LlzmTt3Ls888ww33nhjp4pPYEEB6pxzzsEwDN5++21WrVrF3r17j9rpdx6Ph+LiYsfbeZ1EdkfZ/cA5x10tBajeRc4Xo0XPo+jxm0E5yoFTjlUN7ixADuLnUfT4zaAcxcdJv7qWAlSRwx8YZcihDA6pkN0PlKPV7O+AcnYKnsh57PRvasyYMfTu3Zu3334bwzDweDxHbQHK5/MxdOhQt8OwFdkdZfcD5xz3F6Ccn2cueh5Fj98MylEOnHLc07KeXM9C5wvaoudR9PjNoBzFx0m/2iZ3OqBkyKEMDqmQ3Q+Uo9XsXwNK/PFk27ZtHXrcgAED2nV/S+bFTJ8+naVLl/Lf//6Xvn37MmrUKCueVjhisRhLly6VvqVRZkfZ/cA5x1218Q+MbhSgRM+j6PGbQTnKgVOOe+r2T+l1GtHzKHr8ZlCO4uOkX6IDqtDhNaBkyKEMDqmQ3Q+Uo9UEQy1T8BxeA8oOx8GDBzNo0KB2/7QXS3rFpk+fztNPP81nn33Gtddea8VTConX66VPnz54vc6ud+MksjvK7gfOOe50sQNK9DyKHr8ZlKMcOOW4u869DijR8yh6/GZQjuLjpF+tS2tAyZBDUfio+AAAU7hJREFUGRxSIbsfKEercWsXPDscE0srtcX8+fMZMmRIq66rzZs3s3nz5nafx5Lf1Nlnn43X68UwjKN2+h3EXwjtbUETDdkdZfcD5xx3t3Qs9HFhDSjR8yh6/GZQjnLglOOelgJUr0J3Ctoi51H0+M2gHMXHSb86FwtQoudQBodUyO4HytFqEmtA5TvcAWWH45tvvnnYf/P5fFx22WXcddddydt+85vf8Otf/7rd57GkZFZcXMzpp59Ofn4+Z599dqt/y8jIICcnx4rTpD2xWIwlS5ZI39Ios6PsfuCco9tT8ETOo+jxm0E5yoFTjm6uASV6HkWP3wzKUXyc9KtrWQOqyIUpeKLnUAaHVMjuB8rRapK74LkwBU/UPFrWs/Xuu+9SW1tLQUFBq9sffPBB6uvrrTpNWuP1ehkyZIj0LY0yO8ruB844Nkc0qlu2TXdrCp7IeRQ9fjMoRzlwwlHXDfa6WIASPY+ix28G5Sg+TvpVNoQBKM5xdldNGXIog0MqZPcD5Wg19SH3puCJmkdnf1OSk5iLKTOyO8ruB8447mqZfpeX6Xf8GwEQP4+ix28G5SgHTjhWNUaIagYeD3TPz7T1XG0heh5Fj98MylF8nPRLdFQ6PaVXhhzK4JAK2f1AOVqNW4uQi5xH8UpmaUwsFmPRokVCtsKZRXZH2f3AGcddyQXIne9WAPHzKHr8ZlCOcuCEY2L9p255mQR8zl+2iJ5H0eM3g3IUH6f8miMatS1T8Ho5fI0iQw5lcEiF7H6gHC09j6bTEG4pQDm8ppzIeWx3B5Su60K2ejmB1+tlzJgxUv9+ZHeU3Q+ccdzl4g54IH4eRY/fDMpRDpxw3N+t4E5BW/Q8ih6/GZSj+DjllxhPcjN85Gc6P2VG9BzK4JAK2f1AOVpJovgEkJ8l93jy8MMPc8opp7S6zePx4PF42v1c7Y7461//Ok1NTe0+0dGA1+ule/fu0r+hZXaU3Q+ccdzp4gLkIH4eRY/fDMpRDpxw3NMypdeN9Z9A/DyKHr8ZlKP4OOW3u3b/eNKRD06dQYYcyuCQCtn9QDlaSWIB8pwMn+Md2k7n8Sc/+ckhBahZs2ZRU1PT7udqd8RvvfUWX/va19i7d2+7TyY70WiU+fPnE41G3Q7FNmR3lN0PnHFMdED1cakAJXoeRY/fDMpRDpxw3N0yBa9ngTsFKNHzKHr8ZlCO4uOUX2I8cXr9J5AjhzI4pEJ2P1COVhJMLEDuwnq36ZDHjIyMQzagM0O7C1B//OMfWblyJRMnTmTDhg3tPqHM+Hw+xo8fj8/nczsU25DdUXY/cMbR7TWgRM+j6PGbQTnKgROOiTWgerrwgRHEz6Po8ZtBOYqPU35uTumVIYcyOKRCdj9QjlaSuD7pmu/sjpogdh7bXYC66aabePnll9m7dy+nnXYa77//vh1xCYnX66WkpET6lkaZHWX3A2cckwUolz4wip5H0eM3g3KUAycc02ENKJHzKHr8ZlCO4uOU3+6WKb1ujCcy5FAGh1TI7gfK0Up21MSXJepXnGPredpC5Dx2KOILL7yQBQsW4PF4mDZtGv/5z3+sjktIotEob775pvQtjTI7yu4H9jsahsGuOnfXgBI9j6LHbwblKAdOOO7vgHJvCp7IeRQ9fjMoR/Fxym93rXsdlTLkUAaHVMjuB8rRSspr4gXtvsVqPGkPHS6ZTZw4kaVLl9KnTx8uu+wyfve731kZl5D4/X7OOOMM/H5nV8F3EtkdZfcD+x2rGiNEYjoej3sfGEXPo+jxm0E5yoHdjoZhuL4GlOh5FD1+MyhH8XHKL7kGlAtLBMiQQxkcUiG7HyhHKymvbumAKnG+A0rkPHYq4mHDhvHxxx9z/vnn84tf/IIFCxZw2mmnceKJJ3LCCSfQu3dvq+IUAo/H06GFuERCdkfZ/cB+x21V8cG4Z0GW4ztCJBA9j6LHbwblKAd2OwabYzRHNcC9grboeRQ9fjMoR/Fxys/NKb0y5FAGh1TI7gfK0Up2uNgBJXIeO/XpUNM05s2bR0NDA4ZhsGDBAu6++24uuOAC+vXrR69evTjvvPP41a9+ZVW8aU00GuW1114TshXOLLI7yu4H9jtuqWgAYGj3PFue3wyi51H0+M2gHOXAbsfEh8XinABZAXcW2hQ9j6LHbwblKD5O+IWiGtWNEQB6FbgzZUb0HMrgkArZ/UA5Wkm5i2tAiZzHDhWgGhsbefjhhxk8eDDXXHMNmzZtYubMmcyfP59HHnmEK6+8kjFjxlBVVcVbb73Ffffd16kg169fz9lnn01ubi49e/bktttuIxKJtOs5HnnkETweD+eff36nYkmF3+9n2rRpQrbCmUV2R9n9wH7HTRX1AAzp5l4BSvQ8ih6/GZSjHNjtmFgw2K0d8ED8PIoevxmUo/g44ZdYTy474KMg2/nfoww5lMEhFbL7gXK0irrmKPWhGAB9XOiAEjmP7Y74jjvu4IknnqC2tpbMzExuuOEGZs2aRd++fQE4++yzk/cNh8OsXr2alStXdjjAmpoaJk+ezLBhw3jllVfYuXMnt9xyC01NTTz22GOmnmPPnj3cfffddO/evcNxmEXEF0F7kd1Rdj+w13FzGnRAgfh5FD1+MyhHOXDiA2PPgkzbzmEG0fMoevxmUI7i4+T6Tx6Px9ZzHQ4ZciiDQypk9wPlaAWJ9Z+65mWQk+HO79PWAltdHV988QX79u2jubmZLl260LdvX0aOHNnp5253B9ScOXMIh8PcfPPNfPXVVzz66KPJ4tPBZGZmMn78eK677roOB/jEE08QDAZ59dVXmT59Otdeey2/+93veOKJJ9i1a5ep57jtttv4xje+YckvLBWxWIx58+YRi8VsPY+byO4oux/Y77h5X7wANczFApToeRQ9fjMoRzmw2zG5ALmLHVCi51H0+M2gHMXHCb89wXhHpRvrP4EcOZTBIRWy+4FytIrE+k99XJh+B/Y47t69m3vuuYcTTjiBLl26cPrpp/PNb36TSy+9lOnTpzN69Gi6du3Kd77zHd58800Mw+jQeTxGOx95xx13cMstt9ClS5cOnbC9nHnmmZSUlPC///0veVttbS0lJSX8/e9/5+qrr075+A8++IAZM2awYcMGLrnkEvLy8pg7d67p8weDQQoLC6mrqzviQl+GYRCLxfD7/a59s2I3sjvK7gf2OjZHNEbd9TaGAZ/9cipd8tzpWmiPo6ZprFu3jpEjR+Lz2bfGjBpLWqMc5cBux1tf+pyXPtvBLWcP5ydThln+/GZQ40n6oxzFxwm/Py3ezO/nb+DbJ/TlwYuPs+UcqRB9LAH1OpQB5WgNT73/Ffe+uY7zj+3FY5eeYMs5UmHleLJ9+3Z++ctf8sILL6BpGvn5+Zx00kkcc8wxlJSUkJWVRW1tLXv37uWzzz5jw4YN6LrOwIEDueuuu7jqqqvaFXu7+7Y6u55Te1m/fj3XXnttq9uKioro1asX69evT/lYTdO46aabuOOOO+jVq5edYSZJvBBkRnZH2f3APsct+xowjPiCwW4VnxKInkfR4zeDcpQDOx03tkzpHdwt15bnN4voeRQ9fjMoR/Gx2y8xpbd3kTsdUCBHDmVwSIXsfqAcrWD/DnjudECBNY4vv/wyV111FdnZ2Vx33XVcfvnlTJgwIeVj6urqeOWVV/jnP//Jtddeyx//+Ec+++wz0+d0Z4/0dlBTU0NRUdEhtxcXF1NdXZ3ysY8//jiNjY3cfPPNps8XDocJBoOtfiBezEr82dZxLBYjHA5TWlpKKBRC1/Xk7W0dR6PRVseJRrTEsWEYhxwDrY51XW91nGjBO9yxpmmtjs04HXiceK7S0tLkIvAyOKXyk8Hp4ONQKERpaSmxWMxyp0174wuQD+2e56jTwXmKRqOUlpbS3Nxs2slq1FhydI8lcOh7TQang/MUiURavdesdIpEoskxZVi3HMecDs5T4rWa+LvTYwmo8USNJ/KPJ3ZemySOE1N6u+dlOOIk27VJ4vd1uPeaDO87NZaI6eTktUnieHt1IwD9SrKFvjbZu3cvd955J9u2beOxxx47YvEJoLCwkGuuuYbFixfz8ccf061btyM+5kDSvgDVUSoqKvjVr37FQw89REZGhunHzZkzh8LCwuRPv379AFi7di0A69atY926dQCsXr2aTZs2AbBy5Up27NjBBRdcwMqVKykvLwdg6dKl7N69G4AlS5ZQWVkJwKJFi6itrQWgtLSU+vr4Rfa8efMIhULEYvvndYZCIebNmwdAfX09paWlQHwq4qJFiwCorKxkyZIlQHz+5tKlSwEoLy9n2bJlAJSVlSUXhN+0aROrV68+olNZWRkAy5Yto7y8nEAgQHFxcdJDBqcD8xQIBMjPz6eurk4ap4PztGTJEs444wwCgYDlTqvK9gAwtHu+o04H5ykUCnHBBRfwzjvvHNEp4WE1aiw5uscSgI8++oiJEycSCASkcTo4T42NjVxwwQUsXrzYcqfXFn5IU0Qjw+ehYssXjjkdnKdAIADsv2g+kpMdqPFEjSeyjyd2XpsknBJrQAX3bnfESbZrk7KyMgKBAN26dWPPnj3tchflNarGEjGdnLw2STiVVcSLt32Lc4S9Nnn66ae58MILuf3228nN7Vin+fjx43n77bfb9Zh2rQF1zjnncM899zB+/Ph2B9fY2Mijjz5Kfn4+N954o+nHde/ene9///vMmTOn1e19+vThiiuu4IEHHmjzcddffz3r1q3jtddeS952/vnnk5eXxwsvvEBeXl6bLWvhcJhwOJz8ezAYpF+/flRXV1NcXJysVvp8vlbHiapnU1MT2dnZ+Hw+vF4vsVgMr9d7yHE0Gk3eJxqNJudvJo6hdVtdLBYjEAgkK56BQABd19E0LXms6zp+v/+wx5qmYRhG8rgtj4OdPB5P8tjr9eLxeKitraWgoKDV7SI7HZgbj8dDTU0NhYWF+Hw+KZzaeu01NjZSWFiYjN0qpx8++ynzv9jLneeP4ppTBzjqdGCefD4fDQ0NZGVlJQfowzmFw2E2b95s+ToLaiw5useStt5rMjgd7Of1emlsbEy+16x0mr92Nz96fhWjexfw2g0TXRlLErEnurE9Hk9KJ6/Xa8u6LWo8UePJ0TCe2HVtkjg+Zc5iqhojvHHjRMb2K1HXJrRvLPF4PHi93sO+12R436mxREwnJ69NdF3H5/Mx+q75NEU0Fv3sawwoyRby2sTn83Hfffdx++23t2cY6TTt6oDat28fEyZMYNKkSTz99NPJLpFUfPzxx9x0000MGDCAe+65hx49erQrwBEjRhyy1lNdXR27d+9mxIgRh33c+vXrWbJkCcXFxcmfDz/8kPnz51NcXMyCBQvafFxmZiYFBQWtfoBksnw+X5vHfr8fwzB4//33AfB6vcnb2zoOBAKtjhOLhyWOPR7PIcdAq2Ov19vqOPGiO9yxz+drdWzG6cDjxJth6dKlyTZAGZwO9vvoo4+SfjI4HXwM8OGHHyYHJyudtuyLt6MO7Z7nqNPBedI0jffffz/pYMbJatRYcnSPJQkOfK/J4HRwnnRdb/Ves9Jp0774FsfH9Mx3bSxJXNR99NFHaJrmylgCajxR40kcmceTg/2sdooZHqoa49Oq+nXJc8RJtmuTxIflw73XZHjfqbFETCcnr038fj81TVGaIvGCUu+ibGGvTUpKSti4ceNh//1gGhsbWbx4Mffff7/px7RFu3fB+8c//sHdd9/N1q1b8Xq9HHPMMZx44on06NGDoqIiQqEQ1dXVbNiwgU8//ZT6+np8Ph/f+973uPfee+nfv3+7ApwzZw73338/5eXlybWgnnrqKa6//nq2b99O796923zcqlWrkq1qCX7605+SnZ3NnDlzOPbYYykpKTni+du7O4RCcbQS1XRG3vk2Md3gw9sn06fIvW3T24OmpedOMwrF0c6Nz63gzTW7mT1jBNedOcTtcEyhxhOFIj1ZVV7LhX/6kOKcACvuPDv5oTRdUWOJQpG+fF5eywV/+pAeBZl8Mnuq2+EckcONJ1dffTXPP/88jzzyCDfccMMhjysrK+Ojjz5i6dKlLF26lDVr1iQ7uRJF2o7Q7mXTr7rqKq688krmzZvH008/zbvvvsu//vWvQ+7n9Xo59thj+eY3v8nMmTM7vAvd9ddfz6OPPsqFF17I7Nmz2blzJ7feeivXX399q+LTlClT2LZtG5s3bwZg3LhxhzxXUVEReXl5nHXWWR2K5Ujouk5tbS1FRUWtqswyIbuj7H5gn+O2qkZiukFuho/ehe7tMAPi51H0+M2gHOXATsf1e+LrKxzT090PRaLnUfT4zaAcxcduv1XbawAY16/IteKTDDmUwSEVsvuBcrSCdNgBzwrHRx55hK1bt3LTTTfx3HPPccstt1BWVsbSpUv56KOP2Lt3LxDvpMrMzGT8+PGccsopnHzyyZ2KvUPRejwezjvvPF5++WUqKyv54osvmD9/Ps8//zyvvvoqH3zwAVVVVaxYsYI777yzw8UniO92t3DhQvx+f3KRrJkzZ/LQQw+1ut+Bq8+7haZpLF++PFkZlBHZHWX3A/scN7dslz6ke57r3yyKnkfR4zeDcpQDuxxDUY2yyviU3hE98y197vYieh5Fj98MylF87PZbVV4LwLh+xbY8vxlkyKEMDqmQ3Q+UoxWU18SXCOhX7N5sDysci4qKWLx4Mb///e9ZvXo1F110EbfddhuvvfYaRUVFXHnllTz22GMsW7aMYDDI0qVLefjhh7nkkks6FXu7p+AdyEcffUR5eTkDBgzglFNO6VQg6YpqTVUozPHQOxv548JNfOuEPjx08Ti3wzGNanNXKNKPtTvrOP/RD4SZLpNAjScKRXrytd8vZltVE/+49mS+Nrx9W4a7gRpLFIr05Uf/+oy31u7h1unHcOOkoW6Hc0TMjCe7du1i1qxZPP/882RnZ3PHHXfws5/9jIyMDMvj6VAHVFNTE1//+td5++23aWho4MUXX+S0005j1apVFocnFrquU1FR0ak5kemO7I6y+4F9jp98VQXASQOOvLaa3YieR9HjN4NylAO7HNfviW+bfEzPfNeLT6LnUfT4zaAcxcdOv+rGCNuq4h0L4/oWWf78ZpEhhzI4pEJ2P1COncUwDJaVVQNwyiD3PvNY7di7d2+effZZPvjgA0aOHMkdd9zBqFGjeP311y15/gPpUAHqD3/4AxUVFeTl5TF+/HgefPBBXnvtNW6//XZ27dpldYzCoOs6a9eulf4NLbOj7H5gj2MoqrGypb39lMHpUYASOY+ix28G5SgHdjluaFn/aYTL6z+B+HkUPX4zKEfxsdPv85brk8HdcinMsW+3yiMhQw5lcEiF7H6gHDvL5ooGqhojZAW8HOtyQdsOx4kTJ7J8+XKeeuopGhoauPDCCzn33HPZsGGDZefo0BS88847j7/97W9s2bKFt956i9WrV9O9e3e6detGOBw+ZH0mkVGtqQrFkfn4qyq+9+THdMvPZNnsKa53LLQH1eauUKQfV/ztE97fVMmcb43lkpPbt3uum6jxRKFIP0RcIkCNJQpFevLsR1u587UvOG1oF56bOcHtcEzR0fEkGAzym9/8hkcffRSAH//4x/z6178mLy+vU/F0qAOqvr6enj17ctppp3Hvvffy+uuvc//99zNy5Eg+/PDDTgUkMrqus3PnTukryjI7yu4H9jh+8tX+VtR0KD6JnkfR4zeDcpQDOxx13eDLXYkd8NxdgBzEz6Po8ZtBOYqPnX4rW3bAO75fkeXP3R5kyKEMDqmQ3Q+UY2f5ODn9rovlz90enMhjQUEBf/jDH1izZg1Tpkzh4YcfZvjw4fzjH//o1PNati9h9+7dufLKK8nOdm81eLfRdZ0tW7ZI/4aW2VF2P7DH8ZOy+PpPEwa7OxgnED2PosdvBuUoB3Y4rtpRS1VjhPxMP2N6F1r2vB1F9DyKHr8ZlKP42OWn60ZyCp6bO+DFYxE/hzI4pEJ2P1COncEwjFZfuruJk3kcPnw48+bN4/XXXyc/P59rrrmmU8/ntyiuJJ3YVE94/H4/Z555ptth2IrsjrL7gfWO4ZjGZ9vi3y5OSIP1n0D8PIoevxmUoxzY4bjgy70AfO2YbmT4LfuerMOInkfR4zeDchQfu/zKqhoJhmJk+r2M6OVuR6UMOZTBIRWy+4Fy7Axb9jVS2RAm0+/lOJc7Kt3I43nnnce0adM6vdxSh67sDMPgySefZPv27W3+29GKruts27ZN+oqyzI6y+4H1jqt31BGO6XTNy2BIt87NCbYK0fMoevxmUI5yYIfjOy0FqLNH9bDsOTuD6HkUPX4zKEfxscvvw82VAIzpU0jA525BW4YcyuCQCtn9QDl2hsSMj+P7F5EVsG9tNjO4lcdAIMCsWbM69RwdHom7du3KnDlzmDFjBj/96U956623aG5u7lQwoqPm1IqP7H5gvePHW+KD8SmDuqTF+k8gfh5Fj98MylEOrHbcWtnIpooG/F4PZx3T3ZLn7Cyi51H0+M2gHMXHDj/DMPj3snIAzhvby7Ln7Sgy5FAGh1TI7gfKsTN8nJx+5/6SI1Y5lpWVoWlap55j48aN7bp/hwtQxx13HH/+85+ZN28e//d//0d5eTk/+MEP+Oqrr7j33ntZunRpp2VEw+/3c+qpp+L3Wz6zMW2Q3VF2P7De8f2WbxdPSZPpdyB+HkWP3wzKUQ6sdkx0P00Y3IXCbPe2Sz8Q0fMoevxmUI7iY4ffyvJa1u0Okun38u0T+lr2vB1FhhzK4JAK2f1AOXaU8uom5n+xB4DTh3W17Hk7ilWOzz77LMOHD+epp55qdzPR2rVrufLKKxk9enS7HtehAtRdd93Fgw8+yLRp0/jhD3/Ip59+yne+8x3+9a9/UV5ezvTp03n33Xe58MIL+da3vsWDDz7YkdMIh6ZpbN68WerCm+yOsvuBtY5bKxtZVlaNxwNTRqbHdBkQP4+ix28G5SgHVjum2/Q7ED+PosdvBuUoPnb4PfdxfKmQ84/tTWGO+wVtGXIog0MqZPcD5dhR7p+3jkhM57ShXThpgLsbGoB1jldccQXHHXccP/zhD+nRowdXXHEFzz77LBs3bjxkaaX6+noWL17M/fffz7hx4zj22GN55513ePTRR9t1zg4VoKZOncrjjz9OaWkps2fPpq6ujhtvvJFzzz2XO+64g/r6en7+85/zxhtv8K9//Yvnn3++I6cRDsMwqKmpkXodLNkdZfcDax1f/DTe2v614d3oU5Q+O2CKnkfR4zeDcpQDKx0rG8J8ui3e3j5lZHpMvwPx8yh6/GZQjuJjtV9dU5S5q3cBcNmE/pY8Z2eRIYcyOKRCdj9Qjh3h46+qeGvtHrweuPP8UWmx5IhVjoMGDeKVV15hyZIlTJs2jRdffJGrrrqKESNGEAgE6NKlC3379iUnJ4fCwkKmTJnCnXfeSTAY5L777mPz5s1cf/317Tqnx7Dw1WcYBitXrmTBggV88MEHeL1eTj/9dP7xj3+wZs0aq07jKMFgkMLCQurq6igoKHA7HIUibYhpOhMfWMS++jBPXH4C54xxf32FjqBpGuvWrWPkyJH4fPYtKKjGEoUiNQ+WbuDRRZs5rl8Rr914mtvhdAg1nigU6cHfPijjnrlfMqJnPm/93xlp8YGxPaixRKFIDzTd4OuPfsCXu4NcPqE/91441u2Q2k17xpM9e/Ywd+5c3nvvPdasWcO+fftoamqia9eu9O3bl9NOO40pU6YwadKkDsdj6XYQHo+HE044gdtuu43XX3+d//znP4wbN44ZM2ZYeZq0RdM01q9fL31Lo8yOsvuBdY6LN+xjX32YrnkZTB6RPtNlQPw8ih6/GZSjHFjlWNcc5ZkPtwLwo68NtiAy6xA9j6LHbwblKD5W+jWGYzzx3hYALp8wIG2KTzLkUAaHVMjuB8qxvcxdvYsvdwfJz/Jzy9nHWBCdNdiVx549ezJz5kyeffZZVq1axc6dO6mpqWHTpk0sXryYe++9t1PFJwBbVx/LzMxk6tSpTJ061c7TpBVHw06AsjvK7gfWOP5neXxthW+f0JcMv7tbG7eF6HkUPX4zKEc5sMLxmQ+3Uh+OcUyPfKaN6mlBVNYieh5Fj98MylF8rPL7y3tb2FcfZmCXHC4+qZ8lz2kVMuRQBodUyO4HytEsMU3n/y3YBMAPzxxMSW5Gp5/TSkTNo6VT8GREtaYqFIeyaW890x9Zgm7Aglu+xtDueW6H1GFUm7tC4S71oSinPbCIYCjGY5cez/nH9nY7pA6jxhOFwl121zUz6Q/vEorqankAE6ixRKE4PK+s2MEtL35OUU6AD2ZNJi9TzJ0DnRpPzJJ+bQsCo2kaa9eulb6lUWZH2f2g846GYfCbuV+iGzBtVI+0LD6JnkfR4zeDcpQDKxz//O4WgqEYQ7rlcm4aflgUPY+ix28G5Sg+Vvn9fv4GQlGdkweWMH10enVTypBDGRxSIbsfKEezxDSd/7cw0f00JO2KTyLnURWgFApFu1i0voL3N1WS4fNyx3kj3Q5HoVAIzOfltfxlyVcA3Dp9BD5veqzVolAoxGPBl3t5ZcVOAGafNzJt1n5SKBTi8bcPythW1USX3AyuOnWA2+FIhZqCdwRUa6pCsZ9ITGf6I0soq2zkh18bzC/OFb8ApdrcFQp3CEU1zn/0AzZXNPCN43rzx0uOdzukTqPGE4XCHfYGQ5zzyBJqmqLMPH0Qvzx/lNshdQo1ligU7rF8azXfe/JjNN3ggW+N5Xsn93c7pE6hpuBJjKZprFy5UshWOLPI7ii7H3TO8aF3NlJW2UjXvExumjTUhuisQfQ8ih6/GZSjHHTG8Q/zN7C5ooFu+Znc/Y3RNkRnDaLnUfT4zaAcxaczfrpu8LMXP6emKcqoXgXcek767FR1IDLkUAaHVMjuB8rxSFQ2hLnp+RVousEF43rz3fHptZFBApHzqApQFpOdne12CLYju6PsftAxx4Xr9ia3Nf7NBaPJzwpYHZaliJ5H0eM3g3KUg444vrJiB099UAbA/d8cS3Ga7SxzMKLnUfT4zaAcxacjfol1KT/YXElWwMsfLzmeTL/73/AfDhlyKINDKmT3A+V4OOqao8z8x6fsDYYZ2j2P+785Nq2n8oqaRzUF7wio1lSFAsqrmzj/0Q+oa45y9akD+XUadyu0F9XmrlA4y4rtNXzvLx8T0XRuOGsIt50zwu2QLEONJwqFs/z53S389u31APzxkuP5xnHi7qJ5IGosUSicpbYpwpV/X8bqHXUU5QR46YcTGdYj3+2wLEFNwZOYWCzG8uXLicVibodiG7I7yu4H7XesaYxw7TPLqWuOcly/ImbPSP91n0TPo+jxm0E5ykF7HcsqG7nun58S0XTOHtWDn09Lz6kyByJ6HkWP3wzKUXw64vfip+XJ4tOd549K++KTDDmUwSEVsvuBcmyLYCjK5X/7hNU76ijJzeD5mRPSvvgkch6FKECtX7+es88+m9zcXHr27Mltt91GJBJJ+Zjdu3dz2223MW7cOPLz8+nbty+XXnop27Ztsy1Oj8dDcXFxWrfqdRbZHWX3g/Y5NoZjXP3McjZVNNCjIJPHLzuBDH/6Dxui51H0+M2gHOWgPY47apq47K8fU9kQYVSvAh757ji8Aux6J3oeRY/fDMpRfNrrN3f1Lm7/72oAfnjmYL5/+iA7w7MEGXIog0MqZPcD5XgwoajGD/7xKWt3BumSm8G/fzCBUb3TvxtQ5Dym/RS8mpoaRo8ezbBhw5g9ezY7d+7klltu4fLLL+exxx477OPmzp3LT3/6U6699lomTJhAZWUl99xzDxUVFaxdu5Zu3bqZOr9qTVUcrTSEY/zgH5/y0VdV0rWiHohqc1co7Gd3XTPfe/JjtlU1MbhbLi/+cCJd8zLdDsty1HiiUNjPwnV7+eGznxHTDS45uT/3f3OMkB/CUqHGEoXCfmKazo3Pr2D+F3vJy/TzwnUTGNOn0O2wLEdNwWsnTzzxBMFgkFdffZXp06dz7bXX8rvf/Y4nnniCXbt2HfZxp59+OuvXr2f27NlMnjyZiy++mLfeeot9+/bxz3/+05ZYY7EYS5cuFbIVziyyO8ruB+YcKxvCXPLkx3z0VRW5GT6eueZkoYpPoudR9PjNoBzlwIzj5ooGvv34UrZVNdGvJJvnZ04Qqvgkeh5Fj98MylF8zPq9vXY31/8rXny6cFxv7r1QnOKTDDmUwSEVsvuBckyg6wa3vbya+V/sJcPn5a9XniRU8UnkPKZ9Aeqtt95i6tSplJSUJG+7+OKL0XWd0tLSwz6uqKgIv9/f6ra+ffvSrVu3lIWrzuD1eunTpw9eb9r/WjuM7I6y+8GRHTftreeiJz5izc74POh/XzeBcf2KnA2yk4ieR9HjN4NylIMjOX62rZqLnljKrroQg7vl8u8fTKBnYZbDUXYO0fMoevxmUI7iY8bv1ZU7uPH5lUQ1g/OO7cXvLzoOnwDTeBPIkEMZHFIhux8oR4jvnnnna2t5ZeVOfF4Pj156PBOHdHE4ys4hch79R76Lu6xfv55rr7221W1FRUX06tWL9evXt+u5Nm7cSEVFBSNH2rOIstfrZcCAAbY8d7ogu6PsfpDa8bVVO7n9v2tojmr0Kcrm2e+fzOBueQ5H2HlEz6Po8ZtBOcrB4RwNw+BvH5TxwFvriekGx/Ut5OlrTqYkN8OFKDuH6HkUPX4zKEfxSeUXien89u31/O2DMgC+c2JffvvtY4UqPoEcOZTBIRWy+4FyrG6McOf/1vLmmt14PPDQxccxfXRPhyPsPCLnMe1LZjU1NRQVFR1ye3FxMdXV1aafxzAMfvKTn9C7d28uueSSw94vHA4TDAZb/UB87mTiz7aOY7EY4XCYJUuWEAqF0HU9eXtbx9FotNVxYimuxLFhGIccJzwSx7qutzpOtOAd7ljTtFbHZpwOPE4813vvvZdcBF4Gp1R+MjgdfBwKhXjvvfeIxWLJ2Csbwvz4+c/4vxdW0RzVOHVwCf+78VQGdc0VwungPEWjUZYsWUJzc7PpPFmNGkuO7rEEDn2vyeB0cJ4ikUir9xrAtn1Bvv+PT7n3zXXEdIMZY3vy3MxTyM/wCOF0cJ4Sr9XE350eS0CNJ2o8kX88aevaBGBNeTXfeWJpsvg084xB/PZbY9G1WNo7yXZtkvh9He69JsP7To0lYjqZuTaJRCK8uXoX0x5+jzfX7Mbn9fDbb41lxujuQjil47VJR0n7ApRV/PrXv2bhwoX885//JDc397D3mzNnDoWFhcmffv36AbB27VoA1q1bx7p16wBYvXo1mzZtAmDlypVs376dIUOGsGLFCsrLywFYunQpu3fvBmDJkiVUVlYCsGjRImprawEoLS2lvr4egHnz5hEKhYjFYsybN49YLEYoFGLevHkA1NfXJ6ce1tbWsmjRIgAqKytZsmQJEN8BcOnSpQCUl5ezbNkyAMrKyli5ciUAmzZtYvXq1Ud0KiuL/w9/2bJllJeX4/V6iUajVFRUSON0YJ68Xi+hUChZ3JTB6eA8vffee/Ts2ROv18tbb5fyt/c2MuXB93hj9R68HrjxrMFc1L2CoiyfME4H56mpqYkhQ4ZQWlp6xDwlPKxGjSVH91gC8OGHH9KtWze8Xq80TgfnKRgMMmTIEBYtWsS+6lr+/O4Wzn54CYvWVxDwefjOII1HLhqLz4gJ43RwnrxeL7W1tUQiEVN5sgM1nqjxRPbx5MBrk9LSUsp2V/GLV9bwjT8tZfWOOgqz/cw8RmPWtGFEImEhnGS7NikrK8Pr9aLrOjt37myXuyivUTWWiOmU6tqkvr6ez7ZVM/33pdz4/EoqGyL0zDZ4+bpT+PqYbsI4peO1SUdJ+13wunfvzve//33mzJnT6vY+ffpwxRVX8MADDxzxOf76179y3XXX8be//e2Q6XwHEw6HCYfDyb8Hg0H69etHdXU1xcXFyWqlz+drdRyLxfB4PMljr9eL1+s97HE0GsXn8yWP/X4/Ho8neQzxyueBx4FAIFnxDAQC6LqOpmnJY13X8fv9hz3WNA3DMJLHbXkop6PDKabD3DV7+OPCTZTXNAMwsmc+D3x7LMf2LRLSqaN5CofDbN682fKdIdRYopyOFqdwzOD5T7bylyVlVNTHX/PjBxZzzwVjGNI1W0injubJ6/XastOMGk+U09HitK8hwuOLN/HC8h2EY/Fv/GeM7ckdM0bSPS8gpJO6NpHrNaqcxHDyeDy888VunvpwG8vK4o0FWQEvM08fzPVnDCA3O1M4p3S7NukoaV+AOvPMM+nSpQuvvvpq8ra6ujqKi4v5+9//ztVXX53y8a+++ioXXXQRd911F3feeWe7z9+e7UljsRhLlizhzDPPPGQBdFmQ3VFmP8Mw2Li3gVdWlPPcR2U0tHRkds3L5KZJQ7h8wgD8PjmaItuTR01Lv62OZX4dJlCO4rO5ooEXlm3j3x9vpbFlE5Y+Rdn8bNpwvnl8H2F2pjoSajxJf5Sj+Kwur+a3ry5j2V6dqBb/aHJ8/yJ+ce5ITh5UcoRHi4HoYwnI/zqU3Q/kdzQMg8Xr9/KbV1ewNRgfSwI+D98+oS8/nTpcuI1QDkc6jidmSftX3bnnnsv9999PbW1tci2ol156Ca/Xy7Rp01I+9t133+WSSy7hBz/4QYeKT+3F6/UyZswYvF45PsS3heyOsvlVNoT5bFsNn3xVzbsbK/hqX2Py33oVZnHVqQO5cuIAcjLSfihoF6LnUfT4zaAcxaOuOcqK7TUsL6tmwbq9bNzbkPy3fsXZXH/WEC46sR8Zfjl8E4ieR9HjN4NyFI+65ihrdtTx8VdVvLV2N1sOuD4ZP7CYH08exhnDukpTyAY5ciiDQypk9wM5HasawqzeUcf7mypZvKGCssr4eJKT4eOyU/pz7emD6FWY7XKU1iJyHtO+A6qmpobRo0czfPhwZs+ezc6dO7nlllu47LLLeOyxx5L3mzJlCtu2bWPz5s1AfM7lxIkT6devH3/5y19aJadbt24MGTLE1Pnb+82AQuEU4ZhGbVOU6sYIlQ1hKoJh9gRD7KhpYnt1Exv2NFDZEG71mAy/lzOHdeM7J/Zh6sge0nQ8dYZ0/ZZRoXAKwzBoimjUNUepbYpS1RimsiHMnrowu2qb2VbdxOa99eyqC7V6XMDn4Yxh3bh8Qn++Nry7cDtS2YEaTxRHO5pu0BiJUR+KUdcUpbIhzL76MLvrmtlZG2JbVSNbKxvbHE+mje7JzNMHcXz/YpeiTx/UWKI42jEMg4im0xzRaIpo1DRFWsaSENurmyivbmJ3XYidNc3sCbYeTzL9Xq6YMIDrzxpC17xMlwzSB9UB1U6Ki4tZuHAhP/7xj7nwwgvJz89n5syZ3Hfffa3ud+Dq8wCffPIJdXV11NXVcdppp7W671VXXcUzzzxjeazRaJRFixYxefJkAoGA5c+fDqSTY30oSmNYIxzTWtq1DfQU5VTDAAMj/qcBuhE/1gwDTY//RKJRPv1sBWOPGwceL5oef07D2P/cBh2r2RrJxyf+Hj/SDQNdh5gebzsPx3RCUY2mSIzGsEYwFCXYHCPYHKXugJ/mqHbEc3o8MKRbHqcMKmHikC58bXg3snzxxeyMYyaDpAWodHqddgTR4zdDOjjWNUUJhqJENR1Nb/872zhgTDAMWsYLg6gWH09CkQjLP1vJmGOPA48XveUcuoXf+7Q1riRiiek6kZhOc1SjPhT/QFjTFKGmKUpdUyQ5lgRDMbRUg+cBDOySw4kDSjhtaBemjOxBjj8+nuhDJuPzqtdqOiJ6/GZwy7G2KUJlQyT+vrPoORPXKroeHysiWvx93BSO8OmKVYwaPRaP19fha5H2xxIfVzTdIKYZ1Idj1DVHqW6MF5YqGyLUtownDeEYoahu+vn7l+RwXL8ipo7szhlDilm+9H3G9Bprn5DLyPBelMEhFU77NYRj7KlrTvn5xQoMA6KaTkTTaWgO8/GnKzlm5Bh8fueLEYnrlpiuUx+KUdsUZXt1E9uqGqlqiNAQjtEU0WiOaqavTTweGNw1lxMHFDPpmO6cMrCI5UuXUJg5zEYTdxH5vZj2HVBu055vBnRdT04VFLEdzgxuOlYEQzy/bDuL1lewraqJuub021bSaXxeD8U5AUpyM+ien0X3gkz6FufQrzibYT3yGd4j75Dpdep12pp0/JZR5cg+3t+0j0cXbWbj3npqm9QYciABn4fC7Ph40jUvkx4FWfQpyqZvcTZDu+cxtHseRTkZrR6jXqutUeOJOzjp2BCOMeu/q/loSxXVjRFbzyUyGT4vBdl+uuRm0jU/g16F2fQuyqZ/SQ4Du+QwpFsexbn7xxP1Om1NOo4lIH+enPJ7sHQDz3+ynSo1hpgifn2SQde8DHoUZDGgSw79S3LoXZRNz8IshnXPIz9rfxFG9tcppOd4Ypa074ASCa/XS0mJHAslHg43HKOazt1vfMELy8qJHVQJ93s9ZPq9+H1evB7aXCvgwFsS/+zxePAQL+B4PR68Xgh4vXi9HvxeD76WP72Jf/eABw8t/9HZJQk8ePB4wOuJ/+nxeAh4Pfh9HjL9PrICXnIy/ORl+snL8lOYHSC/5c/C7ADFORkUZAfIz/Tjbee0F/U6TX9Ej98MTjvWNUe5d+6XvPTZjla352T4ku/59qw1krjn/od48HnB5/Hg93nxt7yfAy3HvgPOYcUY0nZM8Sf1euNjS8DnJdPvJSvgIz8rPp4U52RQlBNI/lmQHaAgKz6+5GT42r3einqtpj+ix28GpxwNw+C2lz9n3po9ydvys/z42zl+HI7940r82sDn8ZDh9xLwecjw+8jwt4wnLdctTpAYV/y++HVRbqY/Wajunp9J17xMinIyktcpuZnxsSQr0L4POep1KgYyOKTCCb9QVOPP725JfqbJz/ITsHFGQmJcCfi8BPwesvw+cjL9ZPq9tl2PHDmm+DVRfpafgqwAfYuzGdA1lx75meRmth5HcjJ87f79yP46BbEdVQHKQqLRKKWlpUybNk24VjizOO0Y1XT+74WVyYu9kwYUc8nJ/RnTp5B+JdmWL56tcigHojuKHr8ZnHQ0DIMbn1vBB5sr8XjgqokD+e74fgzokmPrAvwqj3IguqPo8ZvBKcen3i9j3po9BHwe/nLFiZwyqAu5mc5cSsueR9n9QA5HGRxS4YTfF7vqiOkGXfMyWPTzsyjIcvb3KHsOQTmmO6oAZSF+v58zzjhDyi0tEzjpGNN0fvLvlby1dg8ZPi9/uuwEzh7Vw9ZzqhzKgeiOosdvBicdF66r4IPNlWT4vTw38xTGD3TmGyOVRzkQ3VH0+M3ghOPK7TU88PZ6AH719dFMHmHv9cjByJ5H2f1ADkcZHFLhhN+q8joAxvUrcrz4BPLnEJRjuiNexGmMx+ORfgcJJx3/9fG2ZPHpL1ecyKQR3W0/p8qhHIjuKHr8ZnDKMarp3P/WOgC+f/ogx4pPoPIoC6I7ih6/GZxwfPmzHWi6wYyxPbn8lP62nqstZM+j7H4gh6MMDqlwwm9VeS0QL0C5gew5BOWY7si5KpdLRKNRXnvtNaJReRe2dcqxrinK/1u4CYA7zx/pSPEJVA5lQXRH0eM3g1OOLyzbzlf7GinJzeBHZw2x9VwHo/IoB6I7ih6/GZxw/KSsGoALxvWxZL2n9iJ7HmX3AzkcZXBIhRN+q8prADjOpQKU7DkE5ZjuqF3wjkB7docwDINQKERWVpYrFydO4JTjfW9+yV/fL2NY9zze+r8z8Nu4ON+BqBzKQXsc03GnGZUja4jEdCbOWUhVY4R7LhjNFRMH2nKew6HyKAdqPEl/7HasbAhz0r0LAFh559mtdm9zCtnzKLsfiD+WgPx5stuvqiHMiS1jyed3TaMw2/kpeLLnEJTjwaTbLniqA8piRJyH2V7sdtxW1cg/lm4DYPZ5Ix0rPiVQOZQD0R1Fj98Mdjt+uKWSqsYI3fIz+d7Jzk+ZAZVHWRDdUfT4zWCn4ydfxbufRvTMd6X4lED2PMruB3I4yuCQCjv9Pt9RC8DgbrmuFJ8SyJ5DUI7pjCpAWUgsFmPevHnEYjG3Q7ENJxz/tHgzEU3njGFdOWt4N9vO0xYqh3IguqPo8ZvBCce3W3bPPGd0T1u3OD4cKo9yILqj6PGbwW7HT8qqAJgwuIstz28G2fMoux/I4SiDQyrs9jtwAXK3kD2HoBzTHTUF7wi0t809Fovh9/ulbvez07GuKcrJ9y8gHNN5+fqJnOTggsGgcigL7XFMxzZ3laPOE9N0xt+3gJqmKM/PPIVTh3a1/BxHQuVRDtR4kv7Y7Tj94SVs2FvPny87gXPH9rL8+c0gex5l9wPxxxKQP092+13592Us2bjPlWUBEsieQ1COB6Om4EmOiFXI9mKn40uflROO6Yzomc+JA4ptO08qVA7lQHRH0eM3g52On5RVU9MUpTgnwMmDnC1kH4jKoxyI7ih6/Gawy7G6McKGvfUAro4lIH8eZfcDORxlcEiFXX6GYfB5yw54bi1AnkD2HIJyTGdUAcpCYrEYpaWlwr4YzGCno64bPPfJdgCumDjAlYq1yqEciO4oevxmsNvxrbW7AZg2qqfj68glUHmUA9EdRY/fDHY6LmuZfje8Rx5d8jItf36zyJ5H2f1ADkcZHFJhp9/WqibqmqNk+L2M6HnkbjO7kD2HoBzTHTUF7wi0tzVV0XE+2FTJ5X/7hLxMP5/MnkJuppgLqynEIl3b3BUdR9cNTpmzkH31YZ6+ZjyTjunudkiKowQ1nsjHr1//gmeWbuWKCQO458IxboejOEpQY4l8vPPlXn7wz08Z3buAN39yhtvhKI4i1BQ8iTEMg2AwiMw1PTsd//VxfOe7bx7fx7Xik8qhHIjuKHr8ZrDTccX2GvbVh8nP8nPaEOfXfkqg8igHojuKHr8Z7HRcvjW+A57b0+9kz6PsfiCHowwOqbDTb2tlIwADu+Za/tztQfYcgnJMd1QBykJisRjvv/++kK1wZrHLsSIY4p11ewG4fMIAS5+7PagcyoHojqLHbwY7Hd/5Mj6WTBnRnQy/e/+bU3mUA9EdRY/fDHY5Nkc01u+Jr//k1rqUCWTPo+x+IIejDA6psNNva1W8ADWoi7sFKNlzCMox3VFT8I6Aak11hj8t3szv52/gxAHF/PdHp7odjuIoQrW5y8fkP7zLV5WN/OnSEzjvWHd2rFIcnajxRC6WlVVz8V8+okdBJh//Yoq0uykp0g81lsjHZU99zIebq/j9d47lopP6uR2O4ihCTcGTGF3Xqa6uRtd1t0OxDTscdd3gheXxxccvObm/Zc/bsVhUDmVAdEfR4zeDXY5b9jXwVWUjAZ+HM4e7N/0OVB5lQXRH0eM3g12OK7fXAHB8v2LXi0+y51F2P5DDUQaHVNjpt7WyCYBBLk/Bkz2HoBzTHVWAshBN01i+fDmaprkdim3Y4fjhlkrKq5vJz/Jz3lh3uxVUDuVAdEfR4zeDXY4LWqbfTRjchfysgKXP3V5UHuVAdEfR4zeDXY4rt9cCMK5/kaXP2xFkz6PsfiCHowwOqbDLLxzT2FXXDMAAl6fgyZ5DUI7pjpqCdwRUa6r93PDcZ8xbs4erJg7g7gvUDjMKZ1Ft7nJx0RNLWb61ht9cMJorJw50OxzFUYYaT+Riwv0L2RMM8Z/rJnDK4C5uh6M4ilBjiVxsrqhn6kNLyM3wsfbu6a53VCqOLtQUPInRdZ2KigohW+HMYrXj3mCI0i/iHQuXnOLu9DtQOZQF0R1Fj98MdjhWNYT5bFt8yszUkT0se96OovIoB6I7ih6/Gexw3F3XzJ5gCJ/Xw9i+hZY9b0eRPY+y+4EcjjI4pMIuv8T0u4Fdc10vPsmeQ1CO6Y4qQFmIruusXbtWyBeCWax2/PO7W4jpBicPLGFET/e/eVE5lAPRHUWP3wx2OC5aX4FuwOjeBfQuyrbseTuKyqMciO4oevxmsMMxMf3umB755GT4LXvejiJ7HmX3AzkcZXBIhV1+iR3wBro8/Q7kzyEox3RHTcE7Aqo11T521zXztd+9S0TTeX7mKZw61N0FgxVHJ6rNXR6++5eP+KSsmv+bMoybzx7udjiKoxA1nsjD/fPW8eSSr7jslP7c982xboejOMpQY4lc/PJ/a/jXx9u5cdIQbp0+wu1wFEcZagqexOi6zs6dO4WsRJrFSsc/Ld5MRNM5eVAJE4ekx9oKKodyILqj6PGbwWrHldtr+KSsmoDPw/dOTo/tjVUe5UB0R9HjN4Mdjskd8PoXW/acnUH2PMruB3I4yuCQCrv8ElPw3F6AHOTPISjHdEeIAtT69es5++yzyc3NpWfPntx2221EIpEjPs4wDB544AH69+9PdnY2EydO5OOPP7YtTl3X2bJli5AvBLNY5bijpon/LC8H4Jazh7s+HzqByqEciO4oevxmsNrxife2AHDhuD70KnR/+h2oPMqC6I6ix28Gqx2bIxprdtYBcHwa7IAH8udRdj+Qw1EGh1TY5ZeYgjeoa3oUoGTOISjHdCftp+DV1NQwevRohg0bxuzZs9m5cye33HILl19+OY899ljKxz7wwAPcddddPPDAAxx77LH86U9/YsGCBaxatYrBgwebOr9qTbWeUFTjkr9+zMrttUwc3IV/XzfB7ZAURzGqzV18Nlc0cPbD72EYsOCWMxnaPd/tkBRHKWo8kYPH393M797eQL+SbN77+SS83vT4kkxx9KDGEnkIxzRG3vk2ugHL7phC9/wst0NSHGWoKXjt5IknniAYDPLqq68yffp0rr32Wn73u9/xxBNPsGvXrsM+LhQKMWfOHH72s59x8803M2XKFF544QVKSkr4wx/+YEusuq6zbds2ISuRZumso2EY3Pryalb+//buPjaqMtHj+G+mhaHhpZ0KatcWtA0vXV6U5QpIUFgQdmFv9ioaghCiYb1ZjWazQRZhTS6se+UlYY3LVVzFyN2sNDHN4mV10bJSuF4t0lVBFqVAeX9Tgh0YkFLaznP/YDtx+joM53TOefr9JI3D6TnT5+cz58fk4ZzOsXPq0yNTz90/zOERXh/m0A5+z+j38SfDqYzGGL20tVrGSFO+f5OnFp+YRzv4PaPfx58MJzOeu3RFL2+7ekXl/CmDPLP4ZPs82p5PsiOjDRna40a+4zW1ihmpZ/cM9esVcux5U2X7HEpk9DrPL0C9++67uvfee5WbmxvfNnPmTMViMW3evLnN4yoqKhSNRjVz5sz4tu7du2vGjBnatGmTK2P1872YybqejGeil7WgdLfe/vyUMoMB/WHuKBX26+XCKFPHHNrB7xn9Pv5kOJGxoTGmZ/5nj97aeVKS9NiEIqeG5wjm0Q5+z+j38SfDyYwv/+9BXbjcoCE399a/3X6LA6Nzhu3zaHs+yY6MNmRojxv5jv7z9rsBN/T0xK8csX0OJTJ6Xfo/V7YDVVVVmjdvXsK2nJwc5eXlqaqqqt3jJGnIkMRPGiguLtaxY8dUW1urrCznfk9IQ2NM5y43atCIUTp3uVFSo2PP7TXNM373Jk4jo1hMaojFVHulUdHL9ao+c1G7T5zXhs9Oqrb+6jHL7h+ucUXe+9S7zMxMjRs3Lt3DcBUZva+2wXTJLmlNU780dcvl+qu9svvEeb2z+5Q+PlSjQED6j3/9vkYN8MYvC27i99dhMsjobbGY6bLvTZIVM0aNMaNvLl7Rh9Vn9d8fHZEkLfzxYM9c/ST5+3WYDNvzSf7P+G1dg2rr7e8TJ/PtPR3V2v87JMkbv/9J8v/rMBlk9DbPL0BFIhHl5OS02B4Oh1VTU9PucaFQSD16JN5nGw6HZYxRJBJpdQGqrq5OdXV18T9Ho1FJV++d/O5/MzIyEh5Xfx3Vj1d/dG3huqA7CrK1aFqxxtyWq/r6enXr1k3GGDU0NKhbt26KxWJqbGyMP47FYsrMzGzzcWNjo4wx8cdSy7n57uOGhgYFAoH442AwqGAwGH9sjFF1dbUKCwvVrVs31dfXKyMjQ8FgUPX19crMzFQgEIg/lqSGhoaEx17L1PxxXV2djh07psLCwvjP9Hum5vMUCAR05MgR5efnKxQKtZupvr7eldd6ql3S0NCgZ9/+QqWfnnRlXLbp0S2o5x8coem33+K512jzc822Lmk6d44ePRo/12zI1HyeYrGYqqurVVRUFH+etjIFg+5cWJ5qn5y/VKd/+c8trozJZmMLczVxUL/4+xQvvE5t7xPem3j/vckftlXrv7YedGVcXcHdA/t64jVqe5fw3qTz3pukyluj8YDly5crOzs7/lVQcPXjvPfs2SNJ2rt3r/bu3StJ2r17tw4cOBDf3pUFAlJAV78ygwF1C0rhrEzlh7M0KDumR8YWaO3ckXrklm80qqCPLl++HL8V8sKFC/HbKc+dO6fy8nJJ0tmzZ/XBBx9Ikk6fPq2KigpJ0vHjx1VZWSlJOnz4sHbu3ClJOnDggHbv3i2p7XnauXOnDh8+LEmqrKzU8eNXP4mvoqJCp0+fji9AnT17VpJUXl6uc+fOSZI2b96sCxcuSJI2bdqky5cvq6GhQZs2bVJDQ4NnM0nSBx98EM+0bds2nTlzRsYYazK1Nk+RSERlZWUdZmrK4bRUu2Tnzp26+M85wVUBXe2YYMCoZ/cM9e3VXYOzY3piYqFK//1O1R/5RJL3XqMffvihvvrqKxljrOySpkyRSERbtmyxKtN358kYo6qqKtXW1iaVyQ2p9snu3Z+7NiZbBAJSRsCod49MTRh4g+6/tVGvPXynLl686KnXqe19wnsT7783acqC5GVnddOsUXlaNFKaNbq/J16jtncJ7006771Jqjz/KXg33nijfvazn2n58uUJ22+55RbNnTtXK1asaPW4NWvW6IknnlBtbW3CVVBr167Vz3/+c3377bdJXwFVUFCgmpoahcNhV1cybVydJROZvJ6prq5O1dXVjn8yBF1CJjJ1vUzBYNCVT5qhT8hEpq6Vifcmds0nmchk43uTVHl+Aeqee+7RDTfcoLfeeiu+7fz58wqHw3r99df1yCOPtHpceXm5Jk+erF27dun222+Pb3/qqaf05z//WUeOHEnq51/Lx5M2NjbqwIEDGjhwoCcm1w22Z7Q9n0TG1vb12kcdM0d2IKMd6BPvI6P/2Z5P8n+XNI3L5nmyPZ9ERlt4sU+S5flb8KZNm6b3338/4bLP0tJSBYNBTZ06tc3jxo0bpz59+qi0tDS+rb6+Xhs2bND06dNdG29tba1rz+0Vtme0PZ9ERj/w+/iTQUY7kNH7/D7+ZJDR/2zPJ9mR0YYM7bE9n0RGW/g1o+evgIpEIho6dKgGDRqkX//61zp58qTmz5+vOXPm6MUXX4zvN3nyZB09elTV1dXxbStWrNDSpUu1cuVKDR8+XGvWrNHmzZu1a9cuFRYWJvXzr/VfBgD4i1f/lRGA/9AnAJxAlwBwCldAXaNwOKwtW7YoMzNT9913nxYtWqRHH31Uzz//fMJ+jY2NamhoSNj29NNPa8mSJVq1apWmT5+uEydOqKysLOnFp2vV2NioPXv2xO/xtJHtGW3PJ5HRD/w+/mSQ0Q5k9D6/jz8ZZPQ/2/NJdmS0IUN7bM8nkdEWfs6Yme4BJKO4uFjvv/9+u/ts27atxbZAIKDFixdr8eLFLo0MAAAAAAAAHfH8LXjpxqWpgN24zB2AU+gTAE6gSwA4xWu34PniCqh0alqfi0ajHe7bdCncsGHDPDG5brA9o+35JDK2tu/Fixfl9lo8XZKIjHYgY8t96ZPOR0b/sz2f5P8ukeyfJ9vzSWS0hRf7JFksQHXgwoULkqSCgoI0jwSAm2pqahQOh117froE6DroEwBOoEsAOMXtPkkWt+B1IBaL6dSpU+rdu7cCgUC7+0ajURUUFOj48ePWXsZqe0bb80lkbM4Yo1gspuzsbAWD7n0uA12SiIx2IGMi+iQ9yOh/tueT/N8lkv3zZHs+iYy28GKfJIsroDoQDAaVn59/Tcf06dPH2hd7E9sz2p5PImNno0taR0Y7kLFz0SetI6P/2Z5P8lbGVLpE8lYGN9ieTyKjLfyYMf1LYAAAAAAAALAaC1AAAAAAAABwFQtQDgqFQlqyZIlCoVC6h+Ia2zPank8iox/4ffzJIKMdyOh9fh9/Msjof7bnk+zIaEOG9tieTyKjLfyckV9CDgAAAAAAAFdxBRQAAAAAAABcxQIUAAAAAAAAXMUCVCuqqqo0ZcoU9ezZUzfffLMWLlyoK1eudHicMUYrVqxQ//79lZWVpbvuuksff/xxi/1OnTqlBx54QL1791Zubq4effRRRaNRN6K0KZWMp0+f1sKFC3XHHXeod+/eys/P1+zZs3X06NGE/bZt26ZAINDia9asWW5GaiHVebz11ltbHf/ly5cT9kv3PKaSr625CQQCGjJkSIf7dfYcVldX67HHHtMdd9yhzMxMDRs2LKnjvHQu2t4ndEnb/NIlkv19Qpd4I0NH6JO2+aVPbO8SiT7xSob20CVt80uXSPb3iQ1dkorMdA/AayKRiCZNmqSBAwdqw4YNOnnypObPn69Lly7pxRdfbPfYlStXasmSJVqxYoVGjBihl156SVOnTtWuXbtUWFgoSaqvr9ePfvQjSVJJSYkuXbqkBQsWaPbs2XrnnXdczyelnvHTTz/Vhg0bNG/ePI0dO1Znz57Vb3/7W40ePVp79uxRv379EvZft25dwonet29f1zI1dz3zKEkPPvignnrqqYRt3/0lb+mex1Tz/eAHP9D27dsTtkWjUU2bNk3Tpk1rsX8651CSvvjiC/31r3/VmDFjFIvFFIvFkjrOK+ei7X1Cl/i/S6Su0Sd0SfozdIQ+8X+fdIUukegTL2RwIx9d4p0ukbpGn/i9S1JmkGDZsmWmZ8+e5ptvvolve+WVV0xGRoY5efJkm8fV1taaPn36mMWLF8e31dXVmQEDBpjHH388vq2kpMQEAgFTVVUV31ZWVmYkmR07djicpnWpZoxEIqa+vj5h2/Hjx00gEDCrVq2Kb9u6dauRZP7+9787P/gkpZrRGGMGDBhgnnjiiXb3Sfc8Xk++5tatW2ckmcrKyvg2L8yhMcY0NjbGHz/88MNm6NChHR7jpXPR9j6hS/zfJcZ0jT6hS9KfoSP0if/7pCt0iTH0iRcytIcu8X+XGNM1+sTvXZIqbsFr5t1339W9996r3Nzc+LaZM2cqFotp8+bNbR5XUVGhaDSqmTNnxrd1795dM2bM0KZNmxKef8SIERo8eHB825QpU5Sbm5uwn5tSzZiTk6PMzMSL5vLz89WvXz+dOnXKtfGmItWM1/L86ZxHJ/OVlJRo4MCBuvPOO50e5nULBq+9orx0LtreJ3SJ/7ukaQy29wldkv4MHaFP/N8nXaFLJPrECxnaQ5f4v0uaxmB7n/i9S1LFAlQzVVVVCZfhSVcLKS8vT1VVVe0eJ6nFscXFxTp27Jhqa2vbfP6me1Lbe34npZqxNfv379eZM2dUXFzc4nvTp09XRkaG8vPz9atf/Sr+/6AzXG/G9evXKxQKqVevXpo+fbr+8Y9/dPj8nTmPTs3h119/rfLycs2ePbvV76dzDlPlpXPR9j6hS/zfJW2NgT7x1nloe5e0NQb6JJHX+4QuaZuXzkXb+4Qu8X+XtDUG+sQ/52F7+B1QzUQiEeXk5LTYHg6HVVNT0+5xoVBIPXr0aHGcMUaRSERZWVkpP7+TnBqDMUa/+MUv9L3vfU8PPfRQfHt2drYWLlyoe+65R1lZWSovL9eqVau0d+/eTr1vONWMP/3pTzVmzBj1799fhw4d0nPPPafx48dr586d8ftq0z2PTv38N998U42NjS1K2QtzmCovnYu29wld4v8ucXIMtvWJl85D27ukaaz0Sdv80Cd0Sdu8dC7a3id0if+7xMkx2NYnfjkP28MCFFK2dOlSbdmyRe+995569uwZ3z5y5EiNHDky/udJkyYpLy9PTz75pCorKzV69Oh0DDdpq1evjj++++67NXXqVA0ZMkSrVq3SmjVr0jgy561fv16jRo3SoEGDErb7fQ7hL3SJHegTeAF94n90CbyALrEDfeI93ILXTDgc1vnz51tsj0QiCfegtnZcXV1di4+wjEQiCgQCCofD1/X8TnJiDGvXrtWzzz6rV155RZMnT+5w/6b7VD/99NNrG2yKnPz/nJeXp/HjxyeMPd3z6MTPP3jwoCorKzVnzpyk9u/sOUyVl85F2/uELvF/lzg1Bhv7xEvnoe1d4tQY6BP//51gY5dI3joXbe8TusT/XeLUGGzsE7+ch+1hAaqZ1u6LPH/+vE6fPt3iPsrmx0nSvn37ErZXVVWpf//+ysrKavP5jTHat29fu8/vpFQzNnnrrbf0+OOP69lnn9W8efPcGuZ1ud6MqTx/Z86jE/lKSkoUDAY1a9YsN4aYNl46F23vE7rE/13S1hjoE2+dh7Z3SVtjoE+u//n99HeCZGeXSN46F23vE7rE/13S1hjoE/+ch+3qvA/c84dly5aZXr16mUgkEt+2du3apD+a9Jlnnolvu3Llirn11ltb/UjE/fv3x7f97W9/6/SPtUwlozFXP7IyFAqZxx577Jp+5urVqzv1oy6vJ2NzJ0+eNH369En4yNJ0z6MT+YqLi82kSZOS/pmdPYfNXevHk3rhXLS9T+gS/3eJMV2vT+gS73WJMfSJDX3S1brEGPrEi31Cl/i/S4zpen3ixy5JFQtQzdTU1Ji8vDwzYcIEU1ZWZl5//XWTk5OTcFIaY8ykSZNMUVFRwrbly5ebUChkXnjhBbNlyxbzwAMPmN69e5uDBw/G97ly5YoZNmyYGT58uHn77bfNm2++aQoKCsxPfvKTTslnTOoZv/zyS5OdnW2GDRtmPvroI7N9+/b4V3V1dXy/OXPmmCVLlpiNGzeasrIy8/TTT5vu3bub++67z/MZS0pKzOzZs80bb7xhysvLzWuvvWaKiopMOBw2hw4diu+X7nm8ntepMcZ89tlnRpJ57bXXWn1+L8yhMcZ8++23prS01JSWlpqJEyeagoKC+J/PnDljjPH2uWh7n9AlbWf0S5dcT8YmfugTuiT9GTpCn7Sd0S990hW6xBj6xAsZ3MhHl3inS64nYxM/9InfuyRVLEC14ssvvzSTJ082WVlZ5sYbbzQLFiwwdXV1CftMmDDBDBgwIGFbLBYzy5YtM/n5+SYUCpkxY8aYioqKFs9/4sQJM2PGDNOrVy+Tk5Nj5s2bZ86fP+9mpBZSybhu3TojqdWvhx9+OL7fsmXLzNChQ02vXr1Mt27dzKBBg8zSpUtbPL/bUsm4fft2M3HiRNO3b1+TmZlp+vbta2bOnGmqqqpaPH+65zHV16kxxixYsMCEQqGEf1X4Lq/M4eHDh9t8zW3dutUY4/1z0fY+oUuu8nOXGGN/n9Al3sjQEfrkKj/3ie1dYgx94pUM7aFLrvJzlxhjf5/Y0CWpCBhjTOo38AEAAAAAAADt45eQAwAAAAAAwFUsQAEAAAAAAMBVLEA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", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the distribution for various bandwidths.\n", "for model_ in models:\n", " for evaluation_ in evaluations:\n", " fig, axes = plt.subplots(\n", " nrows=len(models),\n", " ncols=len(bws),\n", " sharex=True,\n", " sharey='row',\n", " figsize=(12, 6),\n", " )\n", " total_probabilities = []\n", " for j, bw in enumerate(bws):\n", " kde = stats.gaussian_kde(\n", " model_to_evaluation_to_ys[model_][evaluation_], \n", " bw_method=bw,\n", " )\n", "\n", " total_probabilities.append(kde.integrate_box_1d(0, 1))\n", "\n", " axes[0, j].plot(\n", " grid,\n", " kde.pdf(grid),\n", " )\n", " axes[1, j].plot(\n", " grid, \n", " [kde.integrate_box_1d(y_min, y) for y in grid],\n", " )\n", " \n", " # Format the plots.\n", " for j, (bw, total_probability) in enumerate(\n", " zip(bws, total_probabilities)\n", " ):\n", " axes[1, j].set_xlabel('$y$')\n", " axes[0, j].set_title(\n", " f'bw = {bw:.2e}\\n'\n", " rf' $1 - \\mathbb{{P}}(0\\leq Y\\leq 1)=${1-total_probability:.1e}'\n", " )\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(\n", " f'Bandwidth Selection for {models[model_][\"name\"]}'\n", " f' on {evaluations[evaluation_][\"name\"]}\\n'\n", " )\n", "\n", " fig.tight_layout()\n", "\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the above plots, a bandwidth of 0.05 seem to strike a reasonable trade off for all model evaluation pairs.\n", "\n", "One challenge for KDE is estimating the distribution near the boundary. Kernels near the boundary tend to spill probability mass over it. Restricting to inside the bounds and renormalizing the distribution creates bias that makes the density estimates at the boundary inconsistent. There are various ways to correct this boundary bias. In the above plots, we see that almost all of the probability mass from the KDE estimate stays within the bounds—to the point that our numerical calculations round the mass outside the boundary to zero for smaller bandwidths (0.05 and 0.025). We could attempt to correct for the unknown ends of the support; however, such corrections for unknown bounds are more complicated and the boundary bias in this case affects only the density estimate and not so much the sampling or CDF. Thus, a boundary correction is unnecessary for this experiment." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Computing the Confidence Bands' Simultaneous Coverage\n", "\n", "Now that we have our simulation, we can empirically assess the confidence bands' coverage.\n", "\n", "First, let's evaluate the coverage for the *CDF* confidence bands. Using our KDE, we can sample from the simulated performance distribution, construct the confidence bands, and then measure their coverage empirically." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# Compute the empirical coverage for each model/evaluation pair.\n", "model_to_evaluation_to_coverage = {\n", " model_: {\n", " evaluation_: [[], [], []]\n", " for evaluation_ in evaluations\n", " }\n", " for model_ in models\n", "}\n", "for model_ in models:\n", " for evaluation_ in evaluations:\n", " # Construct the KDE simulation for the model/evaluation.\n", " kde = stats.gaussian_kde(\n", " model_to_evaluation_to_ys[model_][evaluation_],\n", " bw_method=bw,\n", " )\n", " for confidence_ in confidences:\n", " n_covered = 0\n", " for _ in range(n_trials):\n", " # Sample from the simulation.\n", " ys = kde.resample(n).squeeze()\n", "\n", " # Construct the confidence bands.\n", " lower_cdf, _, upper_cdf =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys,\n", " confidence=confidence_,\n", " a=y_min,\n", " b=y_max,\n", " method=band,\n", " )\n", "\n", " # Test if the confidence bands cover the true CDF.\n", " covered = True\n", " # NOTE: We only need to test for violations at and just\n", " # before the order statistics, since the confidence\n", " # bands are step functions.\n", " for test_point in [\n", " y_min,\n", " *(ys - 1e-15),\n", " *ys,\n", " y_max,\n", " ]:\n", " true_cdf_value = kde.integrate_box_1d(y_min, test_point)\n", " covered = covered and (\n", " lower_cdf.cdf(test_point) <= true_cdf_value\n", " ) & (\n", " true_cdf_value <= upper_cdf.cdf(test_point)\n", " )\n", " if not covered:\n", " break\n", "\n", " n_covered += covered\n", " \n", " coverage = n_covered / n_trials\n", " lo, hi = utils.binomial_confidence_interval(\n", " n_successes=n_covered,\n", " n_total=n_trials,\n", " confidence=coverage_confidence,\n", " )\n", "\n", " model_to_evaluation_to_coverage\\\n", " [model_][evaluation_][0].append(lo)\n", " model_to_evaluation_to_coverage\\\n", " [model_][evaluation_][1].append(coverage)\n", " model_to_evaluation_to_coverage\\\n", " [model_][evaluation_][2].append(hi)\n", " \n", "for model_ in models:\n", " for evaluation_ in evaluations:\n", " model_to_evaluation_to_coverage[model_][evaluation_] = tuple(\n", " map(np.array, model_to_evaluation_to_coverage[model_][evaluation_])\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have the empirical coverages, we can plot them against the nominal confidence levels:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "coverage_los, coverages, coverage_his =\\\n", " model_to_evaluation_to_coverage[model][evaluation]\n", "\n", "# Plot the nominal vs. empirical coverage of the CDF bands.\n", "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(6, 5))\n", "\n", "ax.errorbar(\n", " confidences.keys(),\n", " coverages,\n", " yerr=np.abs(coverages - np.stack([coverage_los, coverage_his])),\n", " marker='o',\n", " markersize=5,\n", " elinewidth=1,\n", " capsize=3,\n", " capthick=1,\n", " label=f'coverage ({100*coverage_confidence:.0f}% CI)',\n", " **models[model]['style'],\n", ")\n", "ax.plot(\n", " [0, 1],\n", " [0, 1],\n", " color='grey',\n", " linestyle=':',\n", " label='exact coverage',\n", ")\n", "\n", "# Format the plot.\n", "ax.set_xlim(0, 1)\n", "ax.set_ylim(0, 1)\n", "ax.spines['right'].set_color('lightgrey')\n", "ax.spines['top'].set_color('lightgrey')\n", "ax.legend(loc='lower right')\n", "ax.set_xlabel('Nominal Confidence')\n", "ax.set_ylabel('Empirical Coverage')\n", "ax.set_title(\n", " f'{bands[band][\"name\"]} CDF Coverage\\n'\n", " f' for {models[model][\"name\"]} on {evaluations[evaluation][\"name\"]}'\n", ")\n", "ax.set_aspect('equal')\n", "\n", "fig.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As predicted by the theory, the CDF confidence bands have exact coverage in practice.\n", "\n", "We can also produce the same plot for all models and evaluations:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the nominal vs. empirical coverage of the CDF bands for all\n", "# model/evaluation pairs.\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, evaluation_ in enumerate(evaluations):\n", " for model_ in models:\n", " coverage_los, coverages, coverage_his =\\\n", " model_to_evaluation_to_coverage[model_][evaluation_]\n", "\n", " axes[i].errorbar(\n", " confidences.keys(),\n", " coverages,\n", " yerr=np.abs(coverages - np.stack([coverage_los, coverage_his])),\n", " marker='o',\n", " markersize=5,\n", " elinewidth=1,\n", " capsize=3,\n", " capthick=1,\n", " label=models[model_][\"name\"],\n", " **models[model_]['style'],\n", " )\n", "\n", " axes[i].plot(\n", " [0, 1],\n", " [0, 1],\n", " color='grey',\n", " linestyle=':',\n", " label='exact',\n", " )\n", "\n", "# Format the plot.\n", "for i, evaluation_ in enumerate(evaluations):\n", " axes[i].set_xlim(0, 1)\n", " axes[i].set_ylim(0, 1)\n", " axes[i].set_aspect('equal')\n", " axes[i].spines['right'].set_color('lightgrey')\n", " axes[i].spines['top'].set_color('lightgrey')\n", " axes[i].set_xlabel('Nominal Confidence')\n", " axes[i].set_title(evaluations[evaluation_][\"name\"])\n", " \n", "axes[0].set_ylabel('Empirical Coverage')\n", "axes[0].legend(\n", " loc='lower left',\n", " bbox_to_anchor=(0.125, -0.5),\n", " ncol=len(models) + 1,\n", ")\n", "\n", "fig.suptitle(f'{bands[band][\"name\"]} CDF Coverage')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, in line with the theory, we observe exact coverage for all models and evaluation test sets.\n", "\n", "Now, let's evaluate the coverage for the *tuning curve* confidence bands. Again, we'll sample from the simulated performance distribution, construct the confidence bands, and measure their coverage empirically." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# Compute the empirical coverage for each model/evaluation pair.\n", "model_to_evaluation_to_coverage = {\n", " model_: {\n", " evaluation_: [[], [], []]\n", " for evaluation_ in evaluations\n", " }\n", " for model_ in models\n", "}\n", "for model_ in models:\n", " for evaluation_ in evaluations:\n", " # Construct the KDE simulation for the model/evaluation.\n", " kde = stats.gaussian_kde(\n", " model_to_evaluation_to_ys[model_][evaluation_],\n", " bw_method=bw,\n", " )\n", " for confidence_ in confidences:\n", " n_covered = 0\n", " for _ in range(n_trials):\n", " # Sample from the simulation.\n", " ys = kde.resample(n).squeeze()\n", "\n", " # Construct the confidence bands.\n", " lower_cdf, _, upper_cdf =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys,\n", " confidence=confidence_,\n", " a=y_min,\n", " b=y_max,\n", " method=band,\n", " )\n", "\n", " # Test if the confidence bands cover the true tuning\n", " # curve.\n", " covered = True\n", " # NOTE: Since the confidence bands are step functions\n", " # and the tuning curve is monotonic, we only need to\n", " # test around values of k such that the k'th power of\n", " # the CDF at an order statistic equals 0.5.\n", " #\n", " # Moreover, we don't have to test at points where the\n", " # lower CDF is 0 or the upper CDF is 1 since these\n", " # points are always covered if the adjacent points are\n", " # covered (at those discontinuities the lower/upper\n", " # band jumps down/up to the support's bounds).\n", " order_statistics = np.sort(ys)\n", " \n", " # Check for violations of the lower band.\n", " order_statistic_quantiles = upper_cdf.cdf(order_statistics)\n", " order_statistic_quantiles = order_statistic_quantiles[\n", " order_statistic_quantiles < 1.\n", " ]\n", " test_points = (\n", " # w^k = 0.5 implies k = log(0.5) / log(w)\n", " (\n", " np.log(0.5)\n", " / np.log(order_statistic_quantiles)\n", " )[:, None]\n", " + np.array([-1e-8, 1e-8])[None, :]\n", " ).reshape(-1)\n", " lower_tuning_curve_points =\\\n", " upper_cdf.quantile_tuning_curve(test_points)\n", " for test_point, lower_point in zip(\n", " test_points, lower_tuning_curve_points,\n", " ):\n", " if not covered:\n", " break\n", "\n", " covered = covered and (\n", " kde.integrate_box_1d(y_min, lower_point)**test_point\n", " <= 0.5 \n", " )\n", "\n", " # Check for violations of the upper band.\n", " order_statistic_quantiles = lower_cdf.cdf(order_statistics)\n", " order_statistic_quantiles = order_statistic_quantiles[\n", " order_statistic_quantiles > 0.\n", " ]\n", " test_points = (\n", " (\n", " np.log(0.5)\n", " / np.log(order_statistic_quantiles)\n", " )[:, None]\n", " + np.array([-1e-8, 1e-8])[None, :]\n", " ).reshape(-1)\n", " upper_tuning_curve_points =\\\n", " lower_cdf.quantile_tuning_curve(test_points)\n", " for test_point, upper_point in zip(\n", " test_points, upper_tuning_curve_points,\n", " ):\n", " if not covered:\n", " break\n", "\n", " covered = covered and (\n", " 0.5 \n", " <= kde.integrate_box_1d(y_min, upper_point)**test_point\n", " )\n", "\n", " n_covered += covered\n", " \n", " coverage = n_covered / n_trials\n", " lo, hi = utils.binomial_confidence_interval(\n", " n_successes=n_covered,\n", " n_total=n_trials,\n", " confidence=coverage_confidence,\n", " )\n", "\n", " model_to_evaluation_to_coverage\\\n", " [model_][evaluation_][0].append(lo)\n", " model_to_evaluation_to_coverage\\\n", " [model_][evaluation_][1].append(coverage)\n", " model_to_evaluation_to_coverage\\\n", " [model_][evaluation_][2].append(hi)\n", " \n", "for model_ in models:\n", " for evaluation_ in evaluations:\n", " model_to_evaluation_to_coverage[model_][evaluation_] = tuple(\n", " map(np.array, model_to_evaluation_to_coverage[model_][evaluation_])\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the empirical coverage against the nominal confidence levels:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "coverage_los, coverages, coverage_his =\\\n", " model_to_evaluation_to_coverage[model][evaluation]\n", "\n", "# Plot the nominal vs. empirical coverage of the tuning curve bands.\n", "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(6, 5))\n", "\n", "ax.errorbar(\n", " confidences.keys(),\n", " coverages,\n", " yerr=np.abs(coverages - np.stack([coverage_los, coverage_his])),\n", " marker='o',\n", " markersize=5,\n", " elinewidth=1,\n", " capsize=3,\n", " capthick=1,\n", " label=f'coverage ({100*coverage_confidence:.0f}% CI)',\n", " **models[model]['style'],\n", ")\n", "ax.plot(\n", " [0, 1],\n", " [0, 1],\n", " color='grey',\n", " linestyle=':',\n", " label='exact coverage',\n", ")\n", "\n", "# Format the plot.\n", "ax.set_xlim(0, 1)\n", "ax.set_ylim(0, 1)\n", "ax.spines['right'].set_color('lightgrey')\n", "ax.spines['top'].set_color('lightgrey')\n", "ax.legend(loc='lower right')\n", "ax.set_xlabel('Nominal Confidence')\n", "ax.set_ylabel('Empirical Coverage')\n", "ax.set_title(\n", " f'{bands[band][\"name\"]} Tuning Curve Coverage\\n'\n", " f' for {models[model][\"name\"]} on {evaluations[evaluation][\"name\"]}'\n", ")\n", "ax.set_aspect('equal')\n", "\n", "fig.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As theory predicts, the median tuning curve confidence bands show exact coverage empirically.\n", "\n", "Finally, we'll produce the same plot for all models and evaluations:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the nominal vs. empirical coverage of the tuning curve bands for\n", "# all model/evaluation pairs.\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, evaluation_ in enumerate(evaluations):\n", " for model_ in models:\n", " coverage_los, coverages, coverage_his =\\\n", " model_to_evaluation_to_coverage[model_][evaluation_]\n", "\n", " axes[i].errorbar(\n", " confidences.keys(),\n", " coverages,\n", " yerr=np.abs(coverages - np.stack([coverage_los, coverage_his])),\n", " marker='o',\n", " markersize=5,\n", " elinewidth=1,\n", " capsize=3,\n", " capthick=1,\n", " label=models[model_][\"name\"],\n", " **models[model_]['style'],\n", " )\n", "\n", " axes[i].plot(\n", " [0, 1],\n", " [0, 1],\n", " color='grey',\n", " linestyle=':',\n", " label='exact',\n", " )\n", "\n", "# Format the plot.\n", "for i, evaluation_ in enumerate(evaluations):\n", " axes[i].set_xlim(0, 1)\n", " axes[i].set_ylim(0, 1)\n", " axes[i].set_aspect('equal')\n", " axes[i].spines['right'].set_color('lightgrey')\n", " axes[i].spines['top'].set_color('lightgrey')\n", " axes[i].set_xlabel('Nominal Confidence')\n", " axes[i].set_title(evaluations[evaluation_][\"name\"])\n", " \n", "axes[0].set_ylabel('Empirical Coverage')\n", "axes[0].legend(\n", " loc='lower left',\n", " bbox_to_anchor=(0.125, -0.5),\n", " ncol=len(models) + 1,\n", ")\n", "\n", "fig.suptitle(f'{bands[band][\"name\"]} Tuning Curve Coverage')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ablation Studies\n", "\n", "A natural question to ask is which aspects of the confidence bands' design are important or necessary. To explore this question, we'll run a few ablation studies to show what happens if we change different parts of the formula." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DKW vs. KS vs. LD CDF Bands\n", "\n", "Our general technique is to translate simultaneous confidence bands for the CDF into simultaneous confidence bands for the tuning curve. Hypothetically, we could start from any simultaneous confidence bands for the CDF. Other bands are easier to compute than the Learned-Miller DeStefano (LD) bands, and perhaps they'd lead to tighter confidence limits on the tuning curve.\n", "\n", "As described in [**Nonparametric Analysis**](../theory/nonparametric-analysis.ipynb#Bounding-the-CDF), the main alternative CDF bands are the Dvoretzky-Kiefer-Wolfowitz and the Kolmogorov-Smirnov bands. Let's compare the three for bounding the CDF:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(\n", " nrows=1, \n", " ncols=4,\n", " sharex=True,\n", " sharey=True,\n", " figsize=(12, 3.5),\n", ")\n", "for i, sample_size_ in enumerate(sample_sizes):\n", " ys = np.random.choice(\n", " model_to_evaluation_to_ys[model][evaluation],\n", " size=sample_size_,\n", " replace=False,\n", " )\n", " \n", " axes[i].plot(\n", " grid,\n", " nonparametric.EmpiricalDistribution(ys).cdf(grid),\n", " linewidth=1,\n", " linestyle='-',\n", " color='k',\n", " label='eCDF',\n", " )\n", "\n", " for band_ in ['dkw', 'ks', 'ld_highest_density']:\n", " lower_cdf, _, upper_cdf =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys,\n", " confidence=confidence,\n", " a=y_min,\n", " b=y_max,\n", " method=band_,\n", " )\n", " \n", " axes[i].plot(\n", " grid,\n", " lower_cdf.cdf(grid),\n", " label=bands[band_]['name'],\n", " **bands[band_]['style'],\n", " )\n", " axes[i].plot(\n", " grid,\n", " upper_cdf.cdf(grid),\n", " **bands[band_]['style'],\n", " )\n", " axes[i].fill_between(\n", " grid,\n", " lower_cdf.cdf(grid),\n", " upper_cdf.cdf(grid),\n", " alpha=0.075,\n", " **bands[band_]['style'],\n", " )\n", "\n", "# Format the plot.\n", "axes[0].set_ylabel(r'$\\mathbb{{P}}(Y \\leq y)$')\n", "\n", "for i, sample_size_ in enumerate(sample_sizes):\n", " axes[i].set_xlim(0., 1.)\n", " axes[i].set_ylim(0., 1.)\n", " axes[i].set_xlabel('$y$')\n", " axes[i].set_title(f'n = {sample_size_}')\n", " axes[i].spines['right'].set_color('lightgrey')\n", " axes[i].spines['top'].set_color('lightgrey')\n", "\n", "fig.suptitle(\n", " f'DKW vs. KS vs. LD CDF {100 * confidence:.0f}% Confidence Bands'\n", ")\n", "\n", "fig.tight_layout()\n", "\n", "axes[1].legend(\n", " loc='upper left',\n", " bbox_to_anchor=(-0.025, -0.25),\n", " ncol=4,\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that for all except the smallest sample sizes, the LD bands are much tighter at the CDF's extremes and almost as tight as the others everywhere else.\n", "\n", "This trend holds for both DeBERTa and DeBERTaV3's score distributions:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(\n", " nrows=2, \n", " ncols=4,\n", " sharex=True,\n", " sharey=True,\n", " figsize=(12, 6),\n", ")\n", "for i, model_ in enumerate(models):\n", " for j, sample_size_ in enumerate(sample_sizes):\n", " ys = np.random.choice(\n", " model_to_evaluation_to_ys[model_][evaluation],\n", " size=sample_size_,\n", " replace=False,\n", " )\n", "\n", " axes[i, j].plot(\n", " grid,\n", " nonparametric.EmpiricalDistribution(ys).cdf(grid),\n", " linewidth=1,\n", " linestyle='-',\n", " color='k',\n", " label='eCDF',\n", " )\n", "\n", " for band_ in ['dkw', 'ks', 'ld_highest_density']:\n", " lower_cdf, _, upper_cdf =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys,\n", " confidence=confidence,\n", " a=y_min,\n", " b=y_max,\n", " method=band_,\n", " )\n", "\n", " axes[i, j].plot(\n", " grid,\n", " lower_cdf.cdf(grid),\n", " label=bands[band_]['name'],\n", " **bands[band_]['style'],\n", " )\n", " axes[i, j].plot(\n", " grid,\n", " upper_cdf.cdf(grid),\n", " **bands[band_]['style'],\n", " )\n", " axes[i, j].fill_between(\n", " grid,\n", " lower_cdf.cdf(grid),\n", " upper_cdf.cdf(grid),\n", " alpha=0.075,\n", " **bands[band_]['style'],\n", " )\n", "\n", "# Format the plot.\n", "for j, sample_size_ in enumerate(sample_sizes):\n", " axes[1, j].set_xlabel('$y$')\n", " axes[0, j].set_title(f'n = {sample_size_}')\n", " \n", "for i, model_ in enumerate(models):\n", " axes[i, 0].set_ylabel(r'$\\mathbb{{P}}(Y \\leq y)$')\n", " axes[i, -1].yaxis.set_label_position('right')\n", " axes[i, -1].set_ylabel(models[model_]['name'], labelpad=18, rotation=270)\n", " \n", "for i in range(len(models)):\n", " for j in range(len(sample_sizes)):\n", " axes[i, j].set_xlim(0., 1.)\n", " axes[i, j].set_ylim(0., 1.)\n", " axes[i, j].spines['right'].set_color('lightgrey')\n", " axes[i, j].spines['top'].set_color('lightgrey')\n", "\n", "fig.suptitle(\n", " f'DKW vs. KS vs. LD CDF {100 * confidence:.0f}% Confidence Bands'\n", ")\n", "\n", "fig.tight_layout()\n", "\n", "axes[1, 1].legend(\n", " loc='upper left',\n", " bbox_to_anchor=(-0.04, -0.25),\n", " ncol=4,\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, how do these results for the CDF bands translate to the tuning curve bands?\n", "\n", "First, let's compare the tuning curve confidence bands for the smallest and largest sample sizes:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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, sample_size_ in enumerate([sample_sizes[0], sample_sizes[-1]]):\n", " ys = np.random.choice(\n", " model_to_evaluation_to_ys[model][evaluation],\n", " size=sample_size_,\n", " replace=False,\n", " )\n", " \n", " axes[i].plot(\n", " ns_grid,\n", " nonparametric.EmpiricalDistribution(ys).quantile_tuning_curve(ns_grid),\n", " linewidth=1,\n", " linestyle='-',\n", " color='k',\n", " label='eCDF',\n", " )\n", "\n", " for band_ in ['dkw', 'ks', 'ld_highest_density']:\n", " lower_cdf, _, upper_cdf =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys,\n", " confidence=confidence,\n", " a=y_min,\n", " b=y_max,\n", " method=band_,\n", " )\n", " \n", " axes[i].plot(\n", " ns_grid,\n", " upper_cdf.quantile_tuning_curve(ns_grid),\n", " label=bands[band_]['name'],\n", " **bands[band_]['style'],\n", " )\n", " axes[i].plot(\n", " ns_grid,\n", " lower_cdf.quantile_tuning_curve(ns_grid),\n", " **bands[band_]['style'],\n", " )\n", " axes[i].fill_between(\n", " ns_grid,\n", " upper_cdf.quantile_tuning_curve(ns_grid),\n", " lower_cdf.quantile_tuning_curve(ns_grid),\n", " alpha=0.075,\n", " **bands[band_]['style'],\n", " )\n", "\n", "# Format the plot.\n", "axes[0].set_ylabel('accuracy')\n", "\n", "for i, sample_size_ in enumerate([sample_sizes[0], sample_sizes[-1]]):\n", " axes[i].set_xlim(1, n // 4)\n", " axes[i].set_ylim(0.865, 0.915)\n", " axes[i].set_xlabel('search iterations')\n", " axes[i].set_title(f'n = {sample_size_}')\n", " axes[i].spines['right'].set_color('lightgrey')\n", " axes[i].spines['top'].set_color('lightgrey')\n", "\n", "fig.suptitle(\n", " f'Tuning Curve {100 * confidence:.0f}% Confidence Bands',\n", " x=0.56,\n", ")\n", "\n", "fig.tight_layout()\n", "\n", "axes[0].legend(\n", " loc='upper left',\n", " bbox_to_anchor=(-0.075, -0.25),\n", " ncol=4,\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because the LD (highest density) CDF confidence bands are much tighter at the upper extreme, the tuning curve bands extend much farther to the right before becoming trivial (jumping to the upper bound on $Y$'s support).\n", "\n", "This finding holds across sample sizes:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(\n", " nrows=1, \n", " ncols=4,\n", " sharex=True,\n", " sharey=True,\n", " figsize=(12, 3.5),\n", ")\n", "for i, sample_size_ in enumerate(sample_sizes):\n", " ys = np.random.choice(\n", " model_to_evaluation_to_ys[model][evaluation],\n", " size=sample_size_,\n", " replace=False,\n", " )\n", " \n", " axes[i].plot(\n", " ns_grid,\n", " nonparametric.EmpiricalDistribution(ys).quantile_tuning_curve(ns_grid),\n", " linewidth=1,\n", " linestyle='-',\n", " color='k',\n", " label='eCDF',\n", " )\n", "\n", " for band_ in ['dkw', 'ks', 'ld_highest_density']:\n", " lower_cdf, _, upper_cdf =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys,\n", " confidence=confidence,\n", " a=y_min,\n", " b=y_max,\n", " method=band_,\n", " )\n", " \n", " axes[i].plot(\n", " ns_grid,\n", " upper_cdf.quantile_tuning_curve(ns_grid),\n", " label=bands[band_]['name'],\n", " **bands[band_]['style'],\n", " )\n", " axes[i].plot(\n", " ns_grid,\n", " lower_cdf.quantile_tuning_curve(ns_grid),\n", " **bands[band_]['style'],\n", " )\n", " axes[i].fill_between(\n", " ns_grid,\n", " upper_cdf.quantile_tuning_curve(ns_grid),\n", " lower_cdf.quantile_tuning_curve(ns_grid),\n", " alpha=0.075,\n", " **bands[band_]['style'],\n", " )\n", "\n", "# Format the plot.\n", "axes[0].set_ylabel('accuracy')\n", "\n", "for i, sample_size_ in enumerate(sample_sizes):\n", " axes[i].set_xlim(1, n // 4)\n", " axes[i].set_ylim(0.865, 0.915)\n", " axes[i].set_xlabel('search iterations')\n", " axes[i].set_title(f'n = {sample_size_}')\n", " axes[i].spines['right'].set_color('lightgrey')\n", " axes[i].spines['top'].set_color('lightgrey')\n", "\n", "fig.suptitle(\n", " f'DKW vs. KS vs. LD Tuning Curve {100 * confidence:.0f}% Confidence Bands'\n", ")\n", "\n", "fig.tight_layout()\n", "\n", "axes[1].legend(\n", " loc='upper left',\n", " bbox_to_anchor=(0., -0.25),\n", " ncol=4,\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "as well as for both DeBERTa and DeBERTaV3:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(\n", " nrows=2, \n", " ncols=4,\n", " sharex=True,\n", " sharey=True,\n", " figsize=(12, 6),\n", ")\n", "for i, model_ in enumerate(models):\n", " for j, sample_size_ in enumerate(sample_sizes):\n", " ys = np.random.choice(\n", " model_to_evaluation_to_ys[model_][evaluation],\n", " size=sample_size_,\n", " replace=False,\n", " )\n", "\n", " axes[i, j].plot(\n", " ns_grid,\n", " nonparametric.EmpiricalDistribution(ys).quantile_tuning_curve(ns_grid),\n", " linewidth=1,\n", " linestyle='-',\n", " color='k',\n", " label='eCDF',\n", " )\n", "\n", " for band_ in ['dkw', 'ks', 'ld_highest_density']:\n", " lower_cdf, _, upper_cdf =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys,\n", " confidence=confidence,\n", " a=y_min,\n", " b=y_max,\n", " method=band_,\n", " )\n", "\n", " axes[i, j].plot(\n", " ns_grid,\n", " upper_cdf.quantile_tuning_curve(ns_grid),\n", " label=bands[band_]['name'],\n", " **bands[band_]['style'],\n", " )\n", " axes[i, j].plot(\n", " ns_grid,\n", " lower_cdf.quantile_tuning_curve(ns_grid),\n", " **bands[band_]['style'],\n", " )\n", " axes[i, j].fill_between(\n", " ns_grid,\n", " upper_cdf.quantile_tuning_curve(ns_grid),\n", " lower_cdf.quantile_tuning_curve(ns_grid),\n", " alpha=0.075,\n", " **bands[band_]['style'],\n", " )\n", "\n", "# Format the plot.\n", "for j, sample_size_ in enumerate(sample_sizes):\n", " axes[1, j].set_xlabel('search iterations')\n", " axes[0, j].set_title(f'n = {sample_size_}')\n", " \n", "for i, model_ in enumerate(models):\n", " axes[i, 0].set_ylabel('accuracy')\n", " axes[i, -1].yaxis.set_label_position('right')\n", " axes[i, -1].set_ylabel(models[model_]['name'], labelpad=18, rotation=270)\n", " \n", "for i in range(len(models)):\n", " for j in range(len(sample_sizes)):\n", " axes[i, j].set_xlim(1, n // 4)\n", " axes[i, j].set_ylim(0.865, 0.915)\n", " axes[i, j].spines['right'].set_color('lightgrey')\n", " axes[i, j].spines['top'].set_color('lightgrey')\n", "\n", "fig.suptitle(\n", " f'DKW vs. KS vs. LD Tuning Curve {100 * confidence:.0f}% Confidence Bands'\n", ")\n", "\n", "fig.tight_layout()\n", "\n", "axes[1, 1].legend(\n", " loc='upper left',\n", " bbox_to_anchor=(-0.025, -0.25),\n", " ncol=4,\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Equal-tailed vs. Highest Density\n", "\n", "The second innovation we recommend in the [**Nonparametric Analysis**](../theory/nonparametric-analysis.ipynb#Bounding-the-CDF) is to use the *highest probability density* intervals when constructing the LD bands, rather than the *equal-tailed* intervals originally used by [Learned-Miller and DeStefano (2005)](http://vis-www.cs.umass.edu/papers/IT_ent_bound.pdf).\n", "\n", "Highest probability density intervals are more expensive to compute than equal-tailed intervals; however, they produce tighter confidence bands, since the highest density interval is also the shortest interval with a given coverage. We can see this effect in the following plot:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(\n", " nrows=1, \n", " ncols=4,\n", " sharex=True,\n", " sharey=True,\n", " figsize=(12, 3.5),\n", ")\n", "for i, sample_size_ in enumerate(sample_sizes):\n", " ys = np.random.choice(\n", " model_to_evaluation_to_ys[model][evaluation],\n", " size=sample_size_,\n", " replace=False,\n", " )\n", " \n", " axes[i].plot(\n", " grid,\n", " nonparametric.EmpiricalDistribution(ys).cdf(grid),\n", " linewidth=1,\n", " linestyle='-',\n", " color='k',\n", " label='eCDF',\n", " )\n", "\n", " for band_ in ['ld_equal_tailed', 'ld_highest_density']:\n", " lower_cdf, _, upper_cdf =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys,\n", " confidence=confidence,\n", " a=y_min,\n", " b=y_max,\n", " method=band_,\n", " )\n", " \n", " axes[i].plot(\n", " grid,\n", " lower_cdf.cdf(grid),\n", " label=bands[band_]['name'],\n", " **bands[band_]['style'],\n", " )\n", " axes[i].plot(\n", " grid,\n", " upper_cdf.cdf(grid),\n", " **bands[band_]['style'],\n", " )\n", " axes[i].fill_between(\n", " grid,\n", " lower_cdf.cdf(grid),\n", " upper_cdf.cdf(grid),\n", " alpha=0.075,\n", " **bands[band_]['style'],\n", " )\n", "\n", "# Format the plot.\n", "axes[0].set_ylabel(r'$\\mathbb{{P}}(Y \\leq y)$')\n", "\n", "for i, sample_size_ in enumerate(sample_sizes):\n", " axes[i].set_xlim(0., 1.)\n", " axes[i].set_ylim(0., 1.)\n", " axes[i].set_xlabel('$y$')\n", " axes[i].set_title(f'n = {sample_size_}')\n", " axes[i].spines['right'].set_color('lightgrey')\n", " axes[i].spines['top'].set_color('lightgrey')\n", "\n", "fig.suptitle(\n", " f'Equal-tailed vs. Highest Density CDF {100 * confidence:.0f}% Confidence Bands'\n", ")\n", "\n", "fig.tight_layout()\n", "\n", "axes[1].legend(\n", " loc='upper left',\n", " bbox_to_anchor=(-0.025, -0.25),\n", " ncol=3,\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, the result is the same for both DeBERTa and DeBERTaV3:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(\n", " nrows=2, \n", " ncols=4,\n", " sharex=True,\n", " sharey=True,\n", " figsize=(12, 6),\n", ")\n", "for i, model_ in enumerate(models):\n", " for j, sample_size_ in enumerate(sample_sizes):\n", " ys = np.random.choice(\n", " model_to_evaluation_to_ys[model_][evaluation],\n", " size=sample_size_,\n", " replace=False,\n", " )\n", "\n", " axes[i, j].plot(\n", " grid,\n", " nonparametric.EmpiricalDistribution(ys).cdf(grid),\n", " linewidth=1,\n", " linestyle='-',\n", " color='k',\n", " label='eCDF',\n", " )\n", "\n", " for band_ in ['ld_equal_tailed', 'ld_highest_density']:\n", " lower_cdf, _, upper_cdf =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys,\n", " confidence=confidence,\n", " a=y_min,\n", " b=y_max,\n", " method=band_,\n", " )\n", "\n", " axes[i, j].plot(\n", " grid,\n", " lower_cdf.cdf(grid),\n", " label=bands[band_]['name'],\n", " **bands[band_]['style'],\n", " )\n", " axes[i, j].plot(\n", " grid,\n", " upper_cdf.cdf(grid),\n", " **bands[band_]['style'],\n", " )\n", " axes[i, j].fill_between(\n", " grid,\n", " lower_cdf.cdf(grid),\n", " upper_cdf.cdf(grid),\n", " alpha=0.075,\n", " **bands[band_]['style'],\n", " )\n", "\n", "# Format the plot.\n", "for j, sample_size_ in enumerate(sample_sizes):\n", " axes[1, j].set_xlabel('$y$')\n", " axes[0, j].set_title(f'n = {sample_size_}')\n", " \n", "for i, model_ in enumerate(models):\n", " axes[i, 0].set_ylabel(r'$\\mathbb{{P}}(Y \\leq y)$')\n", " axes[i, -1].yaxis.set_label_position('right')\n", " axes[i, -1].set_ylabel(models[model_]['name'], labelpad=18, rotation=270)\n", " \n", "for i in range(len(models)):\n", " for j in range(len(sample_sizes)):\n", " axes[i, j].set_xlim(0., 1.)\n", " axes[i, j].set_ylim(0., 1.)\n", " axes[i, j].spines['right'].set_color('lightgrey')\n", " axes[i, j].spines['top'].set_color('lightgrey')\n", "\n", "fig.suptitle(\n", " f'Equal-tailed vs. Highest Density CDF {100 * confidence:.0f}% Confidence Bands'\n", ")\n", "\n", "fig.tight_layout()\n", "\n", "axes[1, 1].legend(\n", " loc='upper left',\n", " bbox_to_anchor=(-0.04, -0.25),\n", " ncol=3,\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see how these results translate to tuning curves. Starting with the smallest and largest sample size:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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6+KTPy8tj8+bNTJ8+nZEjRzJnzhyuuuoq7/dOp5O33nqL2bNnk5qaSlFREUII7/fHjx8vd464uDjatWtXLr5ly5asW7fO+/+ePXu8Q81lpzAAqKrK4MGD2bdvn0/8jTfeyGOPPUaPHj2YNGkSw4YN4+KLL5YrJRsIDfdXQiKpgMoaDqvVWqMJsBXl4zE4yuZTUFAAQNOmTculV1WVxo0bV/uczZo1Iy0tjWPHjtG+fftqH+cvFU22B/ck8UmTJvH666+zePFiJkyYQFFREd999x3nnXeez3yUnJwcABYsWMCCBQsqPVdxcfFZy/Pwww+zbt06tm3bRq9evQB3PUyZMgW73c5DDz3Ef/7zH55++mkArzuC/Pz8CvMrKCggPj7+rOf97bffePnll/nwww9p3Lgxr732GmFhYXz44YeEh4czaNAgFixYwDvvvMPMmTOrzKtZs2YAHDt27KznLVtOqLw+kpKSfNKVpbr3aU3xXNOK7muouKw5OTlomsbzzz9fab4V3QfV1eApU3XcsfhbluoSFxfH8OHD+eabb+jUqROPPfaYj6F17bXXMn/+fDp37swNN9xA06ZNsdls5OXl8e9//xuHw1Euz8rca1itVh+fa/7UzSOPPEKjRo145513eP3113nttdewWq1MmDCBN954o0IDT1J/yFWHknOCx1eSpmnlvqvsh/Vc4PmRyMzMLPedYRjlViNVxeDBgwG3s9KaoKpqhdcJqr5WVTmE9fSceHqx5s6dS0lJSbkeFY/+//znPwj3VIMKP7fffvtZdSxcuJCEhASvkVUWzwTfLVu2eOM6deoEUO7tHeDEiRMUFRV501SGYRjcfffdjBgxgltuuQVw9xh06dKF8PBwAK9zyur0gPhTh55rePLkyQq/P3HihE+6+sDzo1/RfQ0VlzUmJoZGjRpVeR8cOnTI7zJ5Ju9Xx4it67J46NixIwkJCezfv9/b+7Zhwwbmz5/PmDFj2LVrF++//z4vvfQSzz33HDfeeGOtz+lP3SiKwuTJk9mwYQNZWVnMmzePq6++mu+//57LLrssIKswJf4jDS3JOcHTE1FRo1r2x/Zc41l9VdES/PXr11dqAFXEXXfdBbidXZZdnl8RZd+I4+PjyczMLHeu4uLiCo2Q6tC7d2969uzJ999/T2FhIf/73/8qdOvgWU1YdmjDX5xOJwUFBTidznLfedw6lF2pd8kllwCQkpJSLv3ixYt90lTGW2+9xY4dO3jnnXd84n/f4+BwOKq1U8G1115LTEwMc+fOPath5jlHTEwM7du3Z//+/RXe754hurIuLOoaz339+1V/AEVFRWzdurVc/EUXXcSpU6f8vufOhmeou6L6ru+yeNA0jcLCQgBvr9OBAwcAmDBhAhaLxSf96tWra33Ozp07ExYWxsaNG8vtlmAYBmvXrq3y+EaNGnHllVfy1VdfMXz4cHbt2sX+/ftrXS6J/0hDS3JO6NevH4qiMHv2bJ/GZN++ffz73/8+hyXzZeLEiURFRfHBBx94G1hwN8B//etfa5TXsGHDuOmmm9izZw9XX311hW+sBQUFPPXUU7z33nveuP79++NyubzL+QGEEDz55JO1Gh659dZbKS0t5c0332T58uVccskltGrVyifNhRdeyEUXXcSXX37JV199VS4PwzB8XCxUxeDBg9E0rZxrBbvdzosvvgjgs3R9xIgRtG/fni+++MLnhz8/P58ZM2YQEhLCbbfdVun5jhw5wtNPP80LL7zg4+KhW7du/Pbbbxw+fBiAw4cP89tvv9GtW7ezaoiLi+PVV1/F4XAwYcKECg0SXdf55JNPmDp1qjfu9ttvx+Vy8eSTT/rM5dm+fTsff/wxsbGxXHnllWc9f6Bo3bo1Q4cOZfv27T73FcCMGTMqnP/15z//GYDJkydX6APrxIkT7N692+8y3X777URFRfH6669XeF3LGql1XRYPb731Fi6Xi+7du5OQkABAmzZtgPJG6m+//XbWoefqEBoayvXXX09mZiavv/66z3ezZs1i79695Y5ZuXKlz30FbncSnqH/38/1ktQvco6W5JzQvHlzbrrpJr744gv69evH2LFjyczMZN68eYwdO7bBONmLi4vjn//8J/feey/9+vXjxhtv9PrRCg0NpXnz5j5bxpyNDz74ACEEs2fPpl27dowePZrOnTsjhGDfvn0sW7aMwsJCrz8rgAceeICPPvqIu+++myVLltCkSRNWr15NXl4evXv39k5srimTJk3iiSee4Pnnn8cwjEq3/Pnyyy8ZNmwYN954I//617/o27cv4eHhHDlyhHXr1pGVlVXpPoVlmTlzJmvWrOHFF19kyZIlDBo0iNLSUhYuXMjhw4cZOHCgj+FktVqZNWsWY8aMYejQoT5b8Bw+fJjXXnutSmex9913H926dePBBx/0iZ86dSr//Oc/GT58OFdccQU//PADNpuN++67r1rX7d5776WgoIAnnniCvn37MnToUPr06UN4eDjHjh1j2bJlHDt2jLvvvtt7zGOPPcaCBQv47LPP2L17NyNGjPD6gNM0jffff5/o6OhqnT9QvP322wwePJjbbruN7777zutHa8OGDQwZMqRc78zYsWP561//ygsvvEDHjh0ZO3Ysbdq04dSpU+zfv5/Vq1fz4osvVstgrYimTZvy6aefcuONN3LhhRdyxRVX0KVLF7Kzs/n1119p27Yt3333XZ2UJTs722exR35+Pps3b2bVqlWEhobyn//8x/vdhRdeyIUXXsjXX39NRkYGAwYM4MiRI/zwww9MmDChUgekNeHll19m2bJlPPPMM6xZs4Y+ffqwe/dukpOTGT16dLlevyuvvJKYmBgGDBhAmzZtcLlcLFmyhF27dnHttdd6jUPJOaKeVjdK/sBUtgVPSUmJ+POf/ywSExNFaGio6NWrl/j888+rdO9wySWXVHqO3y9tr8q9w+/zFqJyf0NCCDFnzhzRp08fERoaKpo2bSruvvtucerUKREVFSV69+5d9QWogCVLloibbrpJtGnTRoSFhYmwsDDRqVMncffdd5fzbyWEEMuXLxcXXXSRCA0NFY0aNRK33nqrOHnyZJXuHaqzLH3kyJECEGFhYSI/P7/SdDk5OeKZZ54RPXr0EOHh4SIqKkp06tRJTJo0SXz77bfV1r1nzx5x++23i9atWwubzSbCw8NFr169xAsvvCBKSkoqPObXX38VY8eOFTExMSI8PFxceOGF5Xyg/Z7PP/9cWK1WsW3btgq/X7hwoejevbuw2Wyie/fuYvHixdXW4CE1NVU88MAD4rzzzhNRUVHCZrOJFi1aiCuvvFJ88803Pv6yhBCiqKhI/PWvf/VuHxQXFyfGjRsnVq9eXS7vquqwMtcoNfWjJYQQO3bsEOPHjxdRUVEiOjpajBs3TuzYsaPKLXiWLFkiLr/8ctGkSRNhs9lEs2bNxMCBA8ULL7wgjhw5ctZyClH1c7hlyxZx/fXXi8TERGGz2URSUpIYN26c+PHHH/0uS1VQgVsHm80mWrduLW699Vaxc+fOcsdkZmaKyZMni+bNm4uwsDDRs2dP8fbbb4uDBw9WeK1r6qJFCLcLjhtuuEHExcWJiIgIMWTIEPHTTz9VeG/83//9n7jiiiu87UmjRo3EhRdeKN555x3hdDqrdR0kdYcixO/6GyUSSbXYv38/nTp14vrrr69wWE0ikUgkEjlHSyI5C7m5ueUmT5eWlvLwww8D1OvcGolEIpEEF3KOlkRyFn766SfuuusuRo8eTevWrcnOzmb58uWkpaUxfPhwbrjhhnNdRIlEIpE0UOTQoURyFvbt28df//pX1q5d63VD0LFjR2644QYeeeQRuaJHIpFIJJUiDS2JRCKRSCSSOkLO0ZJIJBKJRCKpI6ShJZFIJBKJRFJHSENLIpFIJBKJpI6QhpZEIpFIJBJJHSENLYlEIpFIJJI6QhpaEolEIpFIJHWENLQkEolEIpFI6ghpaEkkEolEIpHUEdLQkkgkEolEIqkjpKElkUgkEolEUkdIQ0sikUgkEomkjpCGlkQikUgkEkkdIQ0tiUQikUgkkjpCGloSiUQikUgkdYQ0tCQSiUQikUjqCGloSSQSiUQikdQR0tCSSCQSiUQiqSOkoSWRSCQSiURSR0hDSyKRSCQSiaSOkIaWRCKRSCQSSR0hDS2JRCKRSCSSOkIaWhKJRCKRSCR1hDS0JBKJRCKRSOoIaWhJJBKJRCKR1BHS0JJIJBKJRCKpI6ShJZFIJBKJRFJHSENLIpFIJBKJpI6QhpZEIpFIJBJJHSENLYlEIpFIJJI6QhpaEkkdsW3bNiZNmkSLFi0IDQ2lefPmjBs3jhUrVpzrokkkkjpk3bp1WCwWFEXh5ZdfrjBNXl4ef/vb3+jVqxfR0dE0btyY/v3789Zbb2G32+u5xJK6xHquCyCRmJFPP/2UyZMnExsby2WXXUaLFi3Izs5m48aNrF27lmHDhp3rIkokkjqgpKSE22+/nfDwcIqLiytMk5eXR79+/Th48CAXX3wxU6ZMweFwsHDhQqZNm8a8efNYsmQJqir7QsyANLQkkgCzadMm7rrrLvr3709ycjLx8fE+32uado5KJpFI6prHH3+czMxMnnzySZ555pkK07z33nscPHiQhx56iDfeeMMb73Q6GTx4MMuXL2fNmjUMHTq0vootqUOkuSwJGlauXImiKDz33HNs3LiRUaNGER0dTWxsLFdddRVpaWnnuogAPP300+i6zmeffVbOyAKwWuX7jURSHYLlmfewYsUK3n77bf75z3/SokWLStMdPHgQgPHjx/vEh4SEMHr0aACysrLqrqCSekUaWpKgY8OGDQwdOpSQkBCmTJnCBRdcwHfffcfIkSPP+dyGvLw8UlJS6NOnDx07duSnn37i1Vdf5Y033mDt2rXntGwSSbDSkJ95D4WFhdx5552MHj2ayZMnV5m2R48eACQnJ/vEO51OlixZQnh4OAMHDqyzskrqF/lqLQk6kpOTmT17NjfccIM37rbbbuOzzz7ju+++48YbbzxrHlu3buW7776r9jnj4uJ46KGHzppu8+bNCCFo1aoVl19+OT/++KPP96NGjWLOnDnExsZW+9wSyR+dhvzMe3j44YfJzc3l/fffP2vau+66i88//5x//etfbNq0iYsuugiHw0FycjJFRUV89dVXNG/evNrnljRwhEQSJKxYsUIAYujQoZV+N3369Grl9dFHHwmg2p82bdpUK98vv/xSAMJisYjExETx3Xffifz8fLF7925xxRVXCEBcf/31NZEtkfxhCYZnXgghkpOTBSD++9//ljvfzJkzKzympKRE3H777T7ntFgs4qGHHhLZ2dnVPrek4SOHDiVBR79+/crFtWzZEnAP3VWHO+64AyFEtT/VnQtiGAYAuq7z7rvvMnHiRGJiYujatStff/01rVu3Zs6cOaSnp1crP4lE0rCf+dzcXO6++25GjBjBvffeW61jsrKyGDFiBD///DPJycnk5+eTkZHB22+/zfvvv8+AAQMoKCioVl6Sho80tCRBR0xMTLk4zwRzXdfruzg+eIYELRYLEyZM8PkuNDSU0aNHI4Rg06ZN56J4EklQ0pCf+enTp5Ofn8+sWbOqfczDDz/MunXrmDt3LuPGjSMmJoZmzZoxZcoUXnrpJfbv389//vOfOiy1pD6Rc7Qkf0jqar5Gly5dAIiIiMBms1WYD0BpaWm1zy2RSGpPXT3zW7Zsobi4mHbt2lX4/ZNPPsmTTz7Jgw8+yL/+9S8AFi5cSEJCAr169SqX3uNjb8uWLdUuq6RhIw0tyR+SrVu38vzzz1c7fZs2barV6Hbo0IHWrVtz5MgRjh496h3e8LBr1y4A2rZtW5PiSiSSWlJXz/zVV1/NBRdcUC5+3759rFq1iv79+9OrVy+fVYROpxO73Y7T6SQkJMTnOI9bh9DQ0GqXVdKwkUOHkj8kdTVfQ1EUpk6dCsBTTz3lnbMF8NNPP7Fw4ULatm1L//7960KWRCKphLp65v/2t78xa9ascp8777wTcBtis2bN8lkxOXjwYDRN44UXXvDJy2638+KLLwLI3SNMhOzRkkgCzPTp0/nxxx/57LPP2LVrF0OHDiUjI4O5c+cSGhrKhx9+KJ2WSiR/YGbOnMmaNWt48cUXWbJkCYMGDaK0tJSFCxdy+PBhBg4cyG233XauiykJELJHSyIJMKGhoSxZsoS//vWv5Ofn8/bbb5OSksJll13GL7/8It9UJZI/OH369GHz5s3cfvvtZGRk8NZbb/HJJ58QGxvLCy+8wLJly8oNKUqCF0UIIc51ISQSiUQikUjMiOzRkkgkEolEIqkjpKElkUgkEolEUkdIQ0sikUgkEomkjpCGlkQikUgkEkkdIQ0tiUQikUgkkjpCGloSiUQikUgkdYT0mugHhmFQUFBAVFQUiqKc6+JIJJKzIITAMAysViuqGtj3S9keSCTBQ122BZUhDS0/KCgo4OjRo+e6GBKJpIZ07tw54I4gZXsgkQQfddEWVIY0tPxAURQGDBjAmhVpzH3PQqNElbsei/B+/9IchcIShXtGGzSLD/z5DcMgLzeTuPim9WaR1wdSV3ARTLoMQycne3+dlNPTHhw9epTo6OiA5382DMPg5MmTJCYmNvh6qAkNWVdxoUFRviAiBiyW6vdiGoZBdnYmjRvX7JnRdCgogVCbP6Wte2RbUDXSM7wfFBQUEBsby4njeRScikAIaNHO4v0+pxCK7BAXCZaGfc9JJH8IDEMnO3MP3bp1w2KxnP2AGuBpD/Lz84mJiQlo3pKGyZvPFJKRbnDTA+F06Fb3/RULN8HhTIXB3QTtm9X56UxNXbYFlSHNgFoQHqnQoq2FxJa+lzEyzP2pKyNL1zW2bl6Brmt1c4JzhNQVXJhVV7ChaRrLly9H08xVDw1al59T8TRNY90vK2qsKS1TIfWYQn6Jf+eta2RbUDVy6LCWKCrU9/xXVVVp2657g++irSlSV3BhVl3Bhqqq9OjRw3T10JB1TX06kuJCgS20ZsepqkrnTuZ7ZmRbUDXS0KoFRQUGOSc0UKBdlzOXctFmhcJSGN5TEBsZ+PMqikpcfNPAZ3yOkbqCC7PqCjZUVaVpU/PVQ0PWpVoUVNX9ol2j41SVRo1qrqmhL2aVbUHVSPOzFmRmGHz+n1JS5jh84jfth437FUqcdXNeXdPYtGEJekPsUq8FUldwYVZdwYbL5WLx4sW4XK5zXZSA0pB1WW0KoeE1t340TWP1miU1Hjps6DOpZVtQNbJHqxaEhSq0aKcSm/A7e7WO3z5Ui0rnLv1QTTbTXuoKLsyqK9iwWCz079+/3ib21hcNWdeaRQ5ysw16D7TRKLH697+qqvTs2c90Q2yyLagaaWjVguZtLdz7ZCQOx+9eN+r47UNRVKJjEur2JOcAqSu4MKuuYENVVRISzFcPDVnXptVOThw1aNvFUmNDKy62YWqqDbItqBppftYSi1VBVX27sOq6l1fTXKz/ZSGa1vC61GuD1BVcmFVXsOFyuViwYEGDHGKrDQ1ZV5+LbQwYbis/mnEWNM3FipXme2ZkW1A1skerlmgugaEL1Bo4rastFouVHr0uxmIxV/VJXcGFWXUFG1arlSFDhmC1mqseGrKuoePCsJcIdKNmr9UWi5X+F9T8mblzhCCvSBARVqPD6g3ZFlSNvCq14FiaxpI5xcQ2Urn27vB6O6+iKERE1L8H6rpG6gouzKor2FAUxZSOUhuyLsNwv2DXdD6uoihERdX8mbFaICyk4TrAlm1B1TTQagsOHA7IOGJw6oRRr+fVNBfrfp5vum5aqSu4MKuuYMPlcvH99983yCG22tCQdTntgpJigahhj5amuVi6rObPjMfQaqjItqBq5BY8fuDZcuP40VxyT0aAAm06nekczMyDYjskRLsfkEAjhMDptBMSEobS0B2s1ACpK7gIJl1m3oJHCIHdbicsrOHXQ01oyLo8W/BMeiCc9jXYgkcIgcNhJzS0ZpqWb4f0bIX+HQVtGqC7KtkWVI0cOqwFkdEqsbFWXC5fW7VpHJQ46tb3iVnHwqWu4MKsuoKNhjiPKRA0WF21sCX80ZR6VGHvcYWOzRqmoQWyLaiKBjl0mJqayqhRo4iMjKRZs2Y89thjOJ1n9/6Zn5/PvffeS+PGjYmIiODSSy9l69atPmmcTiePPfYYQ4cOJTIyEkVRyM7O9rusFW3BI0TdGlm6rrHh10Wm21dK6gouzKor2NA0jeTk5Ia5J2AtaMi67noskodnRtGmc816RHRdY+VP5ntmZFtQNQ3O0MrNzWX48OE4nU6+/fZbZsyYwXvvvcf06dPPeuxNN93Ed999xz/+8Q/mzJmD1Wpl+PDhpKene9OUlJTw/vvvExYWxpAhQ2pV1pIigyP7dY4f8Z2jlbwJftyoUFBHG4BaLFb6XzTWdG8QUldwYVZdwYbVamX8+PENt/fHTxqyrtAwhZBQBUsNV5tbLFYuvcR8z4xsC6qmwV2Vd999l4KCAubNm+d1VqdpGvfffz9PPfUUzZs3r/C4X375hYULF/LDDz9w+eWXAzBs2DDatWvHa6+9xr///W8A4uLiyMnJQVEUPv74YxYvXux3WU8cNfjq7RKaJKlMeebMpoa/7FEoLFXo10EQE+F39lWi65opb2qpK7gwq65gQ9O0BmmQ1JaGqstqUwgLp8buHcCtyYzPjGwLKqfB9WgtXLiQkSNH+ngEvv766zEMg5SUlEqP27JlC4qiMGrUKG9cREQEQ4YMYf78+T5pAzVZLyQEmjZXiW9cv5P/dF1j88alpuumlbqCC7PqCjY0TSMlJaVBDrHVhoas69flDlb+6N6Gpybousaan833zMi2oGoanKGVmppK165dfeLi4uJISkoiNTW10uPsdjuqqpZ7+wkNDSUtLY3S0lK/y+RwOCgoKPD5ACS1Ubj/uUiuuisEXdcBvH8BDF3HMDzxGoZhVBgW4nRYOxPWNBeeBaGesBACTXNhsVgZMOgy73k88e6w4d3YUwjDe+MbRmVh/Xdh3Rs+U/bf6wi8JiGEt/vZarWZRpPnu4GDL8disZpGk6a5sFptv7sPG64mPYDLzitrD8q2ARWFNU3zCXvKXFnY5XL5hD114gkLIXC5XFitVq644gpv+Tzx4L7eZcMeo6WysK7rPuFzpUkI4R06tNlsDU7TuqUOflrgNrR805y9jbv0kvJtXFU6dF3zzgP2nKehtQcQXG1cfdPgDK3c3Fzi4uLKxcfHx5OTk1PpcZ06dULXdTZv3uyNMwyDDRs2IIQgLy/P7zLNnDmT2NhY76dVq1YA7Ny5E6tV4dChPRw44DYC9+zd6b1BjhxJ5URGmjs+dSNZme65Yrt++4XcnBMA7Ni2mvw892T8rVtWUFToLufmjUspLS0CYMOvi3A67d4Jh5rmIj8/mw2/LgKgtLSIzRuXAlBUmMfWLSsAyM/LZse21QDk5pxg12+/AJCVmc6e1I0AnMhIY/++rQAcO7qftIM73WU/nMqRw25NaQd3cuzofgD279taJ5p0XcPhKGXDr4sQQphGk9NpZ8OviygpKaSkpNBUmoQQ5OacDApNW7esJFBU1R4A7N69m927dwOwfft29u3bB7h73Q8dOgTA+vXrvXNH165dS0ZGBgCrVq3yLs5Zvny5t91KSUmhsLAQgOTkZOx2u3eyuMvlIisri+TkZAAKCwu9vf95eXksX74cgOzsbFatWgVARkYGa9euBSA9PZ3169cDcOjQIbZs2QLAvn372L59+znRpGkapaWlJCcnI4RocJqimhzlvAs0YuIU1v2ygoLT99nqNUspLnY/Oyt/WoTDYfeZAG+3l7LyJ/ezU1xcxOo17menoDCPdb+4n53c3Gw2bHQ/O1lZJ9i82f3suDUeBBpmexBMbVx90+D8aNlsNl544QWeeOIJn/gePXowaNAg3nvvvQqPczqdnHfeecTExPDpp5/StGlTXn75Zd588010XScjI4NmzZr5HPPxxx9z5513kpWVRePGjSstk8PhwOFweP8vKCigVatW5OTkEBEeS2mphqoqWCwWdF3nudlWCksV7h/rIikBVNVy+q1ERVXVcmFVVVEUFV3TUC3usKfnSlEUbxg8Frpg88alnN9nGKFh4Qgh0HXt9FuSgaEbWKxWd9gwsFisGIaBEBWFde+bljsMFovF+6bgLruOopTVoQRck+dNaPPGpfTrPwqLxWoKTQBOh51tW1fSp98IFEUxhSbPm+emDUvK3IcNV5PLaSc352BAfOdU1R7Ex8d7X7Q87YEnrGnu8nvCquouc2Vhl8uFxWLxhq1Wd514wuDuZRFCkJKSwvDhw4mIiDjd26Bhs9lO9xjo3rBhGFit1krDuq57e5Mq01EfmqxWKy6Xi5SUFMaMGYPVam1wmpx2BYHyu/izt3Gr1yxl6BDfNq4qHUIY2F1W8ooMwkIMwkIaXnsQTG2cEKLe/Wg1OEOradOm3HXXXcycOdMnvkWLFtx66628/PLLlR67adMmbrrpJu+bSc+ePRk9ejRvvvkmxcXF2Gw2n/TVNbR+j8dB4e7tOaz83kZMvMLE289swfO3zxUKShUemGCQFF/tbCUSSR1hZoelkvrHMAT2EkF9/XhqOuQXN2zv8MHCuXBY2uCGDrt27VpuLlZ+fj4ZGRnl5m79nn79+rFnzx727t3Lnj172LZtG6WlpfTr16+ckRUI7KWCw/t0Thz1Hfet64dPCIPCgpxzNt5cV0hdwYVZdQUbhmGQk5PjnZdiFhqyLl0Dhx/Tfg3DIC+/YWqqDbItqJoGZ2iNGzeOpUuX+sypmjNnDqqqMnr06LMerygKnTp1onPnzmRnZ/PVV19xzz331ElZmySp3DA1nJFXhfrE3ztGMGWMQeM62mPT0A327tmEoZvrppa6gguz6go2dF1nw4YN3uEvs9CQdb37YhGvPV7IodSarbIzDIMdOzbV2NBavQuSNymk++9bu06RbUHVNLihw9zcXLp3707nzp156qmnOHbsGNOnT+fmm2/mrbfe8qYbMWIEhw8fZv/+/d64l156iY4dO5KYmMiePXuYMWMGXbt2ZeHChajqGZty4cKFFBcXs3LlSt5++20+/PBDoqOjOe+88zjvvPPOWsayQwVWSxSaS2CxnnHx4HBBkR3CAt+JJpFI/EAOHUoCyb+fKeREusGkaeG071r3vqP+L9m9Bc91gwzOb1/npzM1cq9D3KsLly1bxrRp07jyyiuJjo7m7rvv5qWXXvJJV3bJrofc3FweeeQRMjMzSUpK4tZbb+WZZ57xMbIA7rvvPg4fPuz9f/LkyQA8++yzPPfcc3UjLIAIYZCfl01sXGMUpcF1SvqN1BVcmFVXsGEYBtnZ2TRu3LhcWxfMNGRddzwcQXGhIDK2Zj4UDcMgNzeb+PiGp6k2yLagahrkFenWrRtLly6lpKSEkydP8uqrrxIS4jsLcOXKlaSlpfnEvfbaa6Snp+NwOEhLS+PFF18kLCysXP5paWle/x9lPzU1suwlgpNHdbIyfLtLV/0GP+2EIv9dd1WJYRikHfrNdOP8UldwYVZdwYZhGOzcudN09dCQdUVEq0REq1htNTe09u6r+TMTIB/bdYZsC6qmwQ0dBgOeoYItv57iq7ctNGmuMuXpM1vw/PVz9xY80yYYNJOrDiWSc44cOpQEGnuJ8GsLHn+QQ4eBQ646DDKsNohvohBdw+7j2mIYBqeyj5vu7UHqCi7MqivYMAyDY8eOma4eGrKuTaud/JziIO9UzcpmGAYnT5rvmZFtQdVIQ6sWtO5g5cEXo7jx/vCzJw4gQhgcP37QdEtppa7gwqy6gg3DMDhw4IDpfuQasq7VCx0snecgJ6tmZRPC4MgR8z0zsi2omgY3GT7YsNoUfr/naV0PxlosVnr2urhuT3IOkLqCC7PqCjasVitDhw4918UIOA1ZV9fzrTRtbhAdU7PRDIvFSv/+5ntmZFtQNbJHq5ZomsCop3F6D4ZhcPLE4Qb5plcbpK7gwqy6gg3DMDh82Hz10JB1jb0+nKsnR9Ckec3m+LiHQ2uu6aahgj9PMDivdY0OqzdkW1A1skerFmQc0Vm9oISYeIUJk+pv+FAIg1OnMmjcpAVmspWlruDCrLqCDc9cphYtWgSty4DiIoPIqDNlLy0WlJZoHE7L8OoyDEFRvvulNib+TNrMbIHDIYiKVIiPc/cwabog44Q7bVSMgnJ62Z6jVOB0CiIjFRJOpzUMwbEMd9rIaAVVPZ3WLnA6BBHhCo0SzvRcpR8z3HvyWfHm68FqgcgyC93zS/DZKkQ3DA4dzSY8pgUhNpWoMmkLSiofDVEUiI+GkAb6iy3bgqppoNUWHJQUCw7s0mmSVL83lsVi5bzuA+r1nPWB1BVcmFVXsGG1Whk0aNC5LobfLPvOzs+LHTz6ejQhoaCqCt9/WsK2XzTG3XA+FosFe4lBUYHB648XY7XCU/9xp523VmHxJgVQaBep8eAtFhwOQUGB4KVvK+ptcqdtFa7xzD0WCosEJXbB3+dUnjbRqvHkXRacToFFhb9/rUAlvqK6tBBMHStwamAYMGOOgsNV1hgLAfrDDmjbVDBljNuyUhR4dZ57tXpFtEgQTLtM0FAdr8u2oGqkoVULmjRTuerOMKy/8wB/1yhBsV2QUFdb8Bg6JzLSaJbUFlWtn+Wp9YHUFVyYVVewoes6hw4dol27dnW6XP3ALo0fvyjFFqJw9+ORWG1uo2j+/0rZs01j+MRQ+l4cQkmp4MhRgze/V1AUiI13/0VRKC40cDqge5LB3ddb0V2C7FzBsTZR/O1Txd2WKlDsCMd5nmDufoNjyw3Gng9FRQKskNU5iue/VFCA7MIzhomuQ06ewOUUFBQKb/dQ2U4+cTra0CE7R1BSIii1nyWtcSZfiwoIBRBU1HkoBJQ4wKW7j1MUUJWKu6mEgFKnO6woVadFocEaWSDbgrMhDa1aEBOv0qiJDZfT9+Fol+h+2OpqUrwQgsLCXBKbtambE5wjpK7gwqy6gg0hBLm5ubRt27ZOz5N+QMPlhBPpOsUFgtAwUC2Qd8rgVKZBYZ6BvUSQnyfIOiVwWd0/uFkFZXNRwQp5RQbZOe6huY59bCxdaSHPDtg96RQIhRLDQl6xjq4o2KIt3PVsNK98q3Kq8EyOIVbBI1cKIsPclk+oTSEqUuGlW6tqgN1pIyIUIiKqlzb0tHPSl247e8NuswAW+Ov1vml1XWP/vq107HQ+Fovvz+/jVwevS0vZFlSNdFjqBx4HhVNfzCGxRazbO3CZHt/YCLhxiKjz1Yf1ybx5s8k5depcF0Mi8Qur1cK4sUOlw9Ja4HIKMg5r2B3Qou2Za3jqpEFJkUFcI5XoOBVNh7xCwW97DBRFoXGzM10/hXkG9lJBYmOFVi3c8Q6H4OAxQURUxcNxkWHQ+PRlNQzKbawcHwUxEYHVKjEvcq/DIKPEYuFYXvnGIT5KYHdCaB1tKm0YOseO7qdFy4710k17/PhRpt57Mzabrc5vTCFEuQmmZkDqOrdERkYybuzKc12MOkHXdfbt20enTp3q9Pm0WCEh0VJuelKjRJVGie7I4znw616FuEi4sHcFZWlavr0MDVXo1r78PeRp5xIadwTceakqtGlaaynnjPpuu+sLs+oKFNLQqgVDW7to1U4nJMy3kQix1p2RBe4hSafDXm89ZiUlxQB8M3cJAwYOqbPz6LpO2sGdtG3fo97eNOoDqevc43mLNSulpXW0sWoZVNU9h0rXK294TuTCTzsV2jaFCzvVroGq73auPjCjJjCvrkAhDa1acOlAC9HR9f82b7FY6NCpd72dz2F3T5wIrWCD7kBS37rqC6lLUpdYLBb69Onj17FCCHTdHbZaz7RlTpfAMNw9SB53B9/MKiHzuM7wiaG07WT1bnSsG2fmozpcp/MKgN1txvvLjJrAvLoChTS0ghDD0DlyOJXWbbrWSzet3XHa0AqtW0OrvnXVF1KXpC7RdZ3du3f7zDkpzDMozBdERCnENTozXLdlu44hICZeITRMpahA8NFrxSgqPDIjmrhIQWkJvPk/jSOu33fLR0A87FgFjzU2SIhyxy7arLByp+8Lpy0At4MZ7y8zaoLa61q+bBH/+2xWHZSsPKGhoTz//NP1ci4P0tCSnBW73T0sER5Wv3s6SiSSmmMYgl+WO1j+vZMLLrEx/uZwSkoFhgv+b6kKalmjSIWubj80Hy0STBljkJPvdk9QFaUOKD7961E+raB9MzmGVBsyT57g5kmXe6dtNHQEAs3lxGoLQaHmozz797uH9YcPHxPoopXDMM5yc9cB0tA6Bxw5kkZRUeHZE56F1NRdASjN2dm/LxWo+6FDVbXQtl33Oj3HuUDqktQlFouFHj16AO75U6XFbh9PUbEKNhvkFwiKSwUqYNVBGIKwSMXrB8oz7BcaAk5dISoK7rxSxeXSsVjd+7m607mHEy0WhVDbGXttVG/BsJ5nDCtVCcwcVTPeX9XVtHffbrZv38zNt9xFTExsPZTs3DJq9ASuvOoGzj//gjo/17mYrykNrXomLe0gF/XvdK6LUWMsFgvR0XW7dD2YJlfXBKlLUpfous727dvp1asXhq7icsKAkaEMGBnKsVPw0tcKcVEK0yYInr/Tc1TVPU6RERX1SlTcU2GzQl2s/THj/VVdTZ6erMcff57EZkn1VTy/MWNdBRJpaNUzOTluJzD/9+5ntGvX0a88hGGQmZlO06atUOppb7OE+EZ1bmgpCoSEhhEE3gJqhNQlqWvCw93D+rPfKSErw2DsDaG06WTF4QK7S8HpCr6hPDPeX9XVVFLsNrQiIiProVS1x4x1FUikoVXPOB0OAHr37kfHjl1qkZP59pVSVQutWtfmmjRMpC5JXVCYZ7Bwjp003cbDd3fFYoHsEwbpDguLd1uIylAoOD3FJ6QO3c3UFfV9f+3csZWc3Ppxynwo7WiV32/fvhmAiIjgMLRkW1A10tCqZxxOt6EVEhLqdx5VbeMQzEhdwYVZdTV0dN29dU1hgcGv2wUFHWws/Wk7A/p1ZeiVYSxJVdmVaYHMM8dEB+E6lvq8v7KyMhk54gIa0kYpTZokBs0wnGwLqkZekXrG06MVWgtDS1EUoqPjg8Ijd02QuoILs+o6lxiGoNSpsGCNweFDOlGRClNutHq/+2SuRqFDoUmiioFK+HlhFDhga0Y7+jgVmrdVucgG7fLP7EBsUaFH63OlyM2JE8c5dSr77AnLIAyd7OyTuFw7UOrYFcK+vbsRQvC/z3+gc5fz6uw8wtDJyjpKkyYtz6opPj6hzsoRaGRbUDXS0KpnXC73du0hof4bWqpqoXmLDoEqUoNB6gouzKrrXKG5BCXFBj/tVlmyUwVUrAUG2XkCwxA4SgXb0lVKrRbI8T22aaMoVNXdG9O9NTSktXpOp5MBF3WhtKTkXBelSlRVpW+/i2jUqHGdnqetn3NzGzKyLagaaWjVM96hQ1uI33nousae1I106XqBqbppa6PLMNxLzxXFvfzcg6a5f3wsKiin16N70wKqRUE//fKvawJxOq3Ndiat0+VOaynjOduTVlUhxLP83RA4KkjrdLjYt3cLnbv2ITzM5pMWfD1y67p7M/KK8q1WWiFwOKtIq0BIiH9pnS63KwCLxf0Gq+saqbs30bFTX2xWKzabgqJUnBbA0AWGOD1x9nRaAIdT1DxtRfWpuOtNrSBtMLBvp4vCfEFGgQ1QiFV1kqINdM3d82G1QsfGOvnFBmGRCo0ST8erBo3VLeh6rwbZHuTl5lBaUsLzf3+NCy8aXO3jDF3n8OHdtGnTDbUehtDi4xLq3MiSbfcfE3lFasF9U2/BZqvZLNNjR9OB2vVoKYpKo0ZJCFRcOvyw/oyLOCHcPy6Zxwx0F3TtpDCsr/uH9HiaxtyfFULCFBo3t8DptNkZBi4HdGynMPJC95Ybmcc0vl2lYA1VaNLC4s33VIaB0wFtWsO4gQo2q0LOSZ3ZSwVKiErTlmfyzTlp4CiFFi0ULr/YnW/+KYOvUwwMq0qz1mfyzc0ysBcrxMX1oENHBYsFivINPv/RQLOoNGtzJt+8bIPSImjUGK4dpmCxKuxY52LBGkFEMyttOlsxDHfaAzt0nA7ocJ6F6y4VhIQo7NniYt4SQWiildwQK0L4dncnRRvcOUpgtSkc2KnxxfYQhEUpXxFA43CDqRME4WEKaXs1Plxnw7D9/pc9FBhA3F6D+y9z55uRpvPBTxaMsIp/QKKsBg9NFISHK2Qe13l7oQU9vOK0Yarg4YkGthCF/GzB29+DFlXxo21VBI9dZRAZoVBcKHjtfwJXTMX3sILgiavc+Trs8MYnBs64smlDgIGww/3f41fqxEQpCANeeVfHkVD5y8RDl+nERLqv6T/e0bE3qjztA2N1khq7077+rkZxQuXPzr0jdZo1cqf91381CuLdabs0F4ytuxGhWqPrguXJTnaXhhDawl3+wX0UBnc7U+cWVeHGy8rWq/slwjAEWZmNUH6/23MdceLEcfbu3V3t9MeOHgGgb98L6dv3wmofZxgGrVo1p0nTVqj1tLq6rvG03fVVV/VFfegqyNFZl+IkLELhkivCME7vubnjVxeZ6QadzrfQppMVRVUoytf5eaGTkBCFYVeHYRgCBOzepHHiiIueF9dZMStEGlq1wOlwYOi+XmYVawQRTS6A0+PvWslJHLlux6KhliR69L+DC4db2Zlu8xpHJ4/qaBp06KDStY07Nu+Uwc/bBKFhCo2bnbl5Tx4z0FyCNm1bE6u7DazNB8oaAZ6w+5iQTIORKkRFKNgLBSd0G5QqHDlQPq2SZTBSuI2ykkLIcFkQQq0wrZZpoCrufDMdggyHFUOoHK0grT3TQBhgDVFwlAqOl1rQwywcqyBtYaHF7WwxQqEkF44VW9AjLByvIG3eKUFIKNhCFGwhCs5YKyUWK9ll00aHQDTsOyUIj4SYSIXICBVnjEKxzVahOyGrBRo3UrFaFbKiqp5zYLFAkwSViAiF3JiqGxmLBRolqNhsCiU5VeerqNA4QSUyUsFVVHW+iuIur82moGqCqnwkKbjzjY5SCLMCVO0luVGCSkiIgr1EAMZZ08bHKKc3HT5LvvEqsaev7dmmdcTHqTQ9bWidbQZIXIxK44Ty+dbwfajOmf8rLF6pERWjcssIg+ZNVHpdEsLWjSGcnsZJXDUXnKmqSmKzNrUu09atG9mwft1Z0z337CNomlajvBVFoXmLVjU6JlC6GhINTdPK7+1kpOlcODKU9udZ0DUozDVYPNtOSJjCFXeGex3W/pxs58g+nb6XhNCxpxWnC7JPGXyyREVBIb5pW+8zV5TvHuru2lxw7RiVUrsgv1Aw60d3goRE1eswtyhfYC8RtG9qcN1YC5pL4HAK3vpWAQHxTVUsFnA5LWTnh6IWgbZDYXh3964ER/brbCwNZdtWlciDbke8mstKZr67J9y+WWFET3cP+7FDOusLbPSs5+ssDa1a8MFHc8r5lprzs8LWQ2da+F5tBRMvFFhUhW1rHcw7EoYAvllb9ij3HXe81KBdM4iJUjh5WGftsRD3r8XB8mn3ZOXTtmk4CfE2LmqhsWODRmyCwkXDQhDA0YM6mkvQo7tKk8YqqqrQrrOV3ukaoeEKzdtY3T1EwPE0HadD0KWzhWaJinv4prOF89N0bGEGLdpa3T1PQMZhHYdd0KGDO1+rRaFFayvnJ+moNoOW7c/kezJdp7RE0LqNSrNEdxlsWOjTUkdYBK07nMk385hBUaEOHKdRQgvCQm00TlTp11rHpRi06WTz5pudYVBUYJCYpNI4wW3QDh4ZgpoE+SXCOwwmcM97AQgJgfgY97DS+QNtTIqFU0XutB2ToFVTcJa68w8NU4gIc+fRu7+NV7qBoghCwsoMB9rdPWYhIQoRp507duxu5eXW7p6gkPAzaUuKXWzYsJGBAy8gJsr9i9+xq5VXWrhLWTaty+EeBrOFKF6nkUmtLbx8n3ubi9AK0lptEH26dyiphcrL08AQlaS1QvRpAycqRmHmg9ZyaTWne6NhiwViTm+aHhYCMx52pw0JOz10qGmsXbuevn36Expq9earqjDjERu6cSbt7/ONjjozHPiiJ23omeFA3SXQNHdeZTduf/6RkKrTRp3xeP7sX0LQ9NNpFYWD+znnGIagsEAwf52CCLXicMAvq5xcNtFGYjOV85tqNE5SiQ6Hri2rl6eua+z67RfO6z6gVsM2Tz7xZ7Zt3XjW3vaQkFD+9uw/GDd+YrXzjoiIpHHjJjUqT6B0NSQagiYhBBaLgs2mkJ9tcOKIgcsuCAlVcJx+P8o4bBARpWBRFUJD3c9Z/inBiSMGzlKBYlWw6O5e1tLTO4iX+MwbVMAGhXaNmEjQXAqqIig9vQnmsQrSFpQKIsIUSg1QbXjzLc0tky7S/XDnF0NCPBTboceFIfyy0UquC3y8c0S6r++pIog6vS9nj/42fl1f/xP2FdGQ1rMGCQUFBcTGxrL/YG45Q+ujZQr7MxSaxQtiI6BjkuCS7m5D6+Bejc9Wq4RHKDRqavEd5tMFfborXDfM3YOwb6eL/6YohIa552II3F2f2RkGLpegQys7t18WTniYhcP7NJZ9ZyexhYXLbg7CddynMQyDjIwMkpKSTDNUAFJXQ6CijZcDhac9yM/PJyamYqe+hiH43zcau08oxDZWOZCpoiqCkR00+vRUvcOo/mAYBrk5J4hPaFZlPRw8sI+t2zZW+v0zTz/MbbfdyxNP/t3vsgSS6uoKJirStOCzUlxOwYhrwoiKUdB1OLJPY8c6F01bW8iMCSW/xH1/ZB3T0XW4/GLo3FbB5YJN23XW7lYJCYO4xhbvi0bWcfdIyaj+0KOzgq7B9t0GP+1QaJSoEhLmHmHQNPfLpS1EYWhPaJMgOLRHI8cOu/LOdAW707qnXzROULhqkHsqwsp1OiCIiCsgIT4eRVHJydIpLhS0a6XQo+tpQ6xEsOxntyXXqv0ZIzM3W6eoQNCqucL53d1pnS7B4pXutC3bWcqtZoyLgraJ7rAQsM2nM8KXmAhoX8a5/rYDOpbSumkLKsMcrwkNkOG9BBee3mlH10ER0PsCG+f3r2iYr3xld+ph47UeVJE2yvtN285W7nosimBHVVVatGhxrosRcKSuPy6euYJOu2DdcSsaCtmn/Vs1iYVLBtS+oVdVlUaNm5813cMP3cMvv6yuMs1559X3oErlVFdXXSCEu/cVKl6kgTizB6RnwUxlacsuVlFVlcjoJEpLICLKvWgmba+GoxQu0QFVQdEFxQWCg7t0Cq1Wdp8sa2RawQJ2p05EhEJBgSC3UCHPYgUXZGZQLm1BiYbVpmDogqISyFOt5GV50vgaMH07unuQO/a0kZoOu7aX/Vbxpt93ErYegH9OUbh8lMeMaHQmaYfy93VERNm0VJk2xFZJ2gpQFDi/Bgsee7SF3dWfYhgQGqShlZqayrRp01i7di3R0dHcdtttvPjii4SEVL1SLz8/n0cffZRvv/2WkpISLrzwQv71r39x/vnnl0s3ffp05s2bh8vlYsyYMfznP/8hKalu9pRaNs/B+hUuLr0slDHX1X5jZk3TWLVqFUOHDsVqbZBV6BdSV3BhVl2BoqjA4M1nirhoZAgDR4cyeYCLzQfcP9CJLSx0CpCNqusaO7atpmfvIWRmnuS5Zx/FeXp1c1m2b9/MA9MeY/pfnqkwH1VVvVv5NATK6qrvYTanHf7vmSIApvw9krBw92Ke1QscrElViWlt5d5rFFxOgdAFL/9QefkaqxoPT1IoLhHousYr80LO7MgN0MW9afRrC6FDEtw1RtCyk40xk1S+2WcDDVo2huG94chBDUOD7h1VYqNVoiMFA/uAzaoRHgFNW57p/Tl6UENzwQXnqTRNUBFCcEEvBZeuYQuBZq0sWFRfQ6tTS/fm4iE26NwSbhtR5kvviiv3n3ZJ7vmsINuCs9Hgrkhubi7Dhw+nU6dOfPvttxw7dozp06dTUlLCW2+9VeWxN910Exs3buQf//gHiYmJvPHGGwwfPpxt27bRqtWZiZg33HADv/32G++++y5hYWE8/fTTjBs3jo0bNwbFTaKqKj169DBNd7oHqSu4MKuuQHFkv06WamXu3hDSrDC6j5XL2535cQoUqqrStl13VFXl559X8t28rxgxYmy54ZaLhwxj4sTriAyS/fPK6qpvNNeZcESESliEgqoqWG3uRTdFQqXQqdIywe3jrCosFoWmjVWKigS6UfXvi8UC0REK0e0stG1vYd5BUHS4pBcM6Qn09D1eVRW6dbbQrXMFmfXwTasoCh3bKXRsd/brqSjQKOb0OauBbAuqpsHN0Zo5cyYvvfQSR44cISHB7Rn3vffe4/777+fIkSM0b15xV/Ivv/zCwIED+eGHH7j88ssBKCkpoV27dtx44438+9//BmDdunUMGjSIxYsXM3r0aAD27NlDt27dmD17Ntdff/1Zy1jVHK0Sh3vCcVSoe1d7gNISA80J8Y1VQsPkjSiR1Df1PUcrvxiS1xr8dlBwstRC3/aCawYFtqnNz8/jaPphn7hvv/2SDz54m7TDhQE9VzCQm2Wwe6OLbhdYiWukoqgKh9M0lm2A8AiF68dZEIZ7wct3iw3yS9yr38IjFVDcK2uzj+tEhMMNo1X3hG+LwqZDkFt0eoGNLvh1L5Q6FR69Djq3cA8d5p++3KGhZRZ/aO75TyFWiCwzBy83X7iHE0PKz8tTVQgts0K21FE+TlI76rItqIwG132zcOFCRo4c6TWyAK6//nqmTp1KSkoKd9xxR4XHbdmyBUVRGDVqlDcuIiKCIUOGMH/+fK+htXDhQuLi4nzSdenShfPPP5/k5ORqGVpVERHqXqFV1kliaJh7ZVpIaGBWO7hcLpYvX87w4cNr7MerISN1BRdm1VUbkr+1s+aQhSyLDc8KYYDYWnYiORwOlqT86HV4DPD4o3+isLCgXNpOnbrW7mQNBKfDxfylezmY3RWLVSGhmQXFbRORm2ngsAsu6AzDB6o4XYKVi51sz7exzWVxr5izwO5093QTa6mBqiq4dNA0SM1SsVstHDpS9owKoGKxG8TFKxiKgkODLQfg0ImyadwknJ4Wq6oK8bEVCKigvXe5XKz/pfrPTLj/7hbrFdkWVE2DM7RSU1OZPHmyT1xcXBxJSUmkpqZWepzdbkdV1XJDf6GhoaSlpVFaWkp4eDipqal06dKlXLd6t27dKs3f4XDgcJxp4AoK3I2bfnq2pGG4/6qqBadLRwiICreg6xqKoqCqFlSLjhDu8XNN01BVFVVVfcIulwuLxeINW61WFEXxhgFv+gsuuADDcPs1EkKgaRo2mw3DMNB13Rs2DAOr1VppWNd1hBDeMIDFYqk0rGluTZ5wRTr80WS1WlFVlT59+mCxWEyjyX1/GPTv39+b3gyaNE3DYrH43IcNXVOgqKw9cNg1jhSGnTay3CTGGXRrKRjYRfFpD9xhdzl/H1ZVFUVR0TUN1eIOL12ygLsml38JvO/+6VxxxbWUlBQSGhaO1RpC86SWaJoLq9WGEAaGbmCxWt1hw8BicdeDEBWF9dPL/z1h97Uv28bpuo6iUEaHf5o0zYXFYj3dJrrDGYd1Mo+6SGpro1GiSoHSkQLNgmFROeUz0dsCFsgpdBEepqNrFtqfb2XjVhtHC4Df2Z8JkYLGCSqu0+1zj+buY5s0V4mMUgFBabHg5FFBRLggNFRFUS3YXBr9O6u0b6ZiCAMVBUVVaJ6gkxDtNsxkGxdcbdy5wO9xrOPHjweyHF5yc3OJi4srFx8fH09OTk75A07TqVMndF1n8+bN3jjDMNiwYQNCCPLy8vzOf+bMmcTGxno/nvleR9LcjkiPHE7lyGG3kbbolxN8sbyQtEz4bddW0o+mcWCXi9mzDvHLKndLsXbtWjIy3OFVq1aRne3ebHX58uXecqakpFBY6O6PTk5Oxm63o2kaycnJGIZBREQEixYtAqCwsJCUlBQA8vLyWL58OQDZ2dmsWrUKgIyMDNaudTvvSk9PZ/369QAcOnSILVu2ALBv3z62b3cvM9m9eze7Ty/N2L59O/v27QPcPYeHDh0CYP369aSnpwdEk6ZpOJ1O1q1bh6qqptFkt9tZtGgRCQkJFBcXm0ZTcnIyqqpis9lYunRpg9fkKVcgqKw9SN3zG9dNtNA/9hhtw3KZNFhnfOdtdE3YS2QY7N+3lRMZaQDsSd1IVqa7/Lt++4XcHHeXyY5tq8nPc5d/65YVFBW6y799m/v67d1/iq+++oo9+zI5cCiPMaOH0qt3X/pfOBjNmUOfPv2Jjoli80Z3nRQV5rF1ywoA8vOy2bHNveowN+cEu377BYCszHT2pLrdPpzISGP/vq0AHDu6n7SDOwHfNi7t4E6OHXU7JauNps0bl1Ja6p5wvuHXRTiddg7sdLJinsbujU5soS7ah65gTDedIa1KOL/pdm4bAdcMKKJr+AGGtHLRs30hG9avJrGpQrPGp+gZm8ZtI2DC+acY3G4/t42Ea/ofZ2KfzVhUSDu0n9TdO5gyycrlg/cwoN1ubhqm0DVuG4M67uPJqVYGnbeVQ4cOoSqwaeN6OjdK58ZLoaVlDUM6H+eGS8CV9ZNs44K4jatv/J6jFRISwrhx47jnnnsYP358wCbB2Ww2XnjhBZ544gmf+B49ejBo0CDee++9Co9zOp2cd955xMTE8Omnn9K0aVNefvll3nzzTXRdJyMjg2bNmjFq1CgsFovXSPHwwAMPkJKSwt69e8vlXdEbbKtWrdizL5u4uHift70Pl8KBEyo3X2LQt73b4k75xsXGn1xcMsHG2Osjav0WIYQgJSWF4cOHExERYZo3I5fLRUpKCmPGjMFqtZpCE0BpaSkrVqxg1KhRKIpiCk0ez+CLFy/23ocNWZPdbmf//v0BmZdRWXuQk5NDTEwcefkaLi2wvT+zZr3Fc397hKPH7d7eH3CvzBNCsHnjUs7vM4zQsPDTrgm0oOzR2r3Jxf4dLrqcH0KPixTW/JTC0GFjiIk0R3sg27hzr0kIETxztAYMGMD8+fP58ccfSUpKYvLkyUyePJm2bdvWqkDx8fHk5+eXi8/NzfWZt/V7QkJC+Oqrr7jpppvo2dO9VKJnz5489NBDvPnmmzRq1Mibv8fyrW7+oaGhhFbgLdlTSapatrKUMt+7L2/LdjqGZqNVe/eQQtnhzbLhsmPbVYWFEAwdOtS7FNtzY7vLonqN3uqEy95o1QlXVvbaavL89SwPNosmgPDwcIYMGYLNZvMOWQe7poruw2DRVFsqaw+KixTS0zVi4hQiIirSaK1ZuIwWe2kpERHuiV5W6xktbmNK0LP3EEJC3a5jFEXxplEUFYtVPRO2nKkHz4CGb/hMeSsL+6tJCMgpsOCwC0JCDJo2PqMjK9uCbgiadrLRulcoNqtCoV3Q9rxLsKjmaQ9kG3fuNXmMtfrEb0Nr1apV7N27l/fff5/PPvuMF198kRkzZjBy5EjuueceJk6cWG6+VHXo2rVrublS+fn5ZGRk0LVr1ZM8+/Xrx549e9i/fz9CCDp16sQDDzxAv379vBe5a9euLF26FCGEzzyt1NRUr4EWaHr0D6HfxYrXwV1tURSlUg/UwYzUFVyYVZe/vPAlGCE2GhU7uOYqlTZN/c8rNfU3nnx8mndu2fHj6V5D6/coikJERLT/J6tDhCFwOd0r575ep/JbuvtHNdLQefo2cDgFdge8s0hFt/5+VEQBomkUA3+dBJG1d0F4zjHrM2NWXYGiVuN9nTt35tVXX+Xo0aPMmTOHUaNGsXTpUq6//npatGjB448/XuFQXFWMGzeOpUuX+oylzpkzB1VVve4YqkJRFDp16kTnzp3Jzs7mq6++4p577vHJPzc3l2XLlnnj9u7dy5YtWxg/fnyNylrx+cvHGYZwO7YLkCcNl8vF999/H9AJvg0BqSu4MKsuf7EbpzdGjw45++7XFbB82SJmvPQMM156hmf/+he2bFlPhw6d6NChE0OGDOfh6U9VeJymuVj383w0rX7rweUUHDguePNHhZlfKTz7Ebz2PwOnBnanoLhE8Px/BTO/Vnj1O5Xf0sv09qvQpLFK0yYqTRur7h8iQ2BRBVaLwGoBq0WgKjpNYg0igmT13dkw6zNjVl2BIuB+tI4ePcqHH37IO++8Q2ame6+JoUOHct9993HdddeVW+33e3Jzc+nevTudO3fmqaee8josvfnmm30clo4YMYLDhw+zf/+ZnWJfeuklOnbsSGJiInv27GHGjBl07dqVhQsXersnAcaOHcuuXbt4/fXXvQ5LVVWttsPSqvxofbxMYV+Gws2XGPT3bMGjCRAK0XHKWfVXByEEdrudsLCwgOTXUJC6gotg0lUffrRum5lPvy7R3DjEvyb1kqG9OXb0CHHx7ikMw4aN5tXX3jnrcUIInE47ISH1Vw+ZxzSyjwu2FVjZmXHmekYYOn+/V3VvS2OH5z8Bl+1M2xsXBS9P9nV/UxnBdH9VFzNqguDSFfR+tAzDYNOmTWzYsIGsrCyEELRu3Zqff/6ZVatW8eKLLzJ37lw6depUaR7x8fEsW7aMadOmceWVVxIdHc3dd9/NSy+95JNO13XvhFwPubm5PPLII2RmZpKUlMStt97KM88842NkAXz11VdMnz6de++9F03TGD16NP/5z3/8Gur8PRU1sSt+cLBptYuh40MZeVVg+r+DwYO9P0hdwYVZdfnDRZ0EVw2umZHlWcgCcCo7i/v/9JdKt8ipirrYokY3YM8xKC6Bk0d1FGDMpRasFjiwU2fdeh1XB/eUjOE9BW1idKIiFWKjTu+JFwN3jdZRLDqxjdw/aEnx1TOyPJjx/jKjJjCvrkAQkCtz8OBBZs2axSeffMKJEyewWq1cc801TJ06lWHDhnHixAneeOMN3njjDe677z7vcvDK6Nat21nTrFy5slzca6+9xmuvvXbW8sbGxvLBBx/wwQcfnDVtTamof1DXweUEI0Bz8DxLa8ePH28q53BSV3BhVl3+0rm5qJYRoWkae/bsQhgGU6fczL59Z+akNmmaWOPz6rrGhl8X0f+isT4T5c/GqRM6q9fphMRbGDPUvRpLGPDJdwZCQCZWSpye3gm3sLGKINQGLTtZsZ2ycur0cGmXNgp9O5b/OenX2/8eAzPeX2bUBObVFSj8Hjp0uVzMnTuX999/n59++gnDMGjXrh333nsvd955J02blp8Jet999/Hpp59SXFxc64KfS6oaOswtAkNAYtyZbRMKCww0OyQ0VYmIqr0bDM9bsGflilmQuoKLYNJVH0OHe/bnEhdb+YTgvXt3s337Zr784mPWrD7j12vc+ImMH38lFquVsWOuIDIqqkbn97hz8LhK+D1Op2D2cjhxUhASphDX2N0GZRzRKbJZSUDnwUlup51Ou+CluWq5yaaxhoaiwAt/shIWAnaH4PPvdU4JC03iFSYNC/w2McF0f1UXM2qC4NIVVEOHzZs3JycnB4vFwsSJE5kyZcpZJ6u3adOG0tJSf08ZFESFuTcGLdvoREYqWGIU955aAaKsDxMzIXUFF2bV5Q9n6816+KF72LhhHQB9+13EzJffxGa10e28nuWmN9QUj6FVEYUlEGYYFNsV8i0Wsjwe1k9vxpqDhSaN3PP3DUOhY6SGAFp1sBITqTC6H4TafPMOC1W46/q6r3cz3l9m1ATm1RUI/H66IyIieP755zl8+DBz586t1orA+++/3+vJ9Y+EanHvcxgoS1/TNFJSUsrNUQt2pK7gwqy66opT2VncO+VB0o4UkbzwZ84//wK69+gdECNr88al6HrF9ZAQqzBqgMLgrjCmq8ZtIwS3j8L7eeF2sFnAalEIsSk8fq+NJ+61cfMIhcsHnLsNjc14f5lRE5hXV6Dwe+jw936o/khUNXT4yx73Tu8XdRG0auyOS9vjIvuEoG1nK206SYtfIqlv6mPosKL2wHNuXdc5v1cr7rn3wUrdNASCYjvsO+6evgCQnWGg64Ihgyy0TwrM7h0SSTBzLoYO/X7yCgoK2L59OyUlJRV+X1xczPbt270brv5R2H1UYc1uhZO5ZeK26iz62kHqtsD4GBFCUFBQEDC/XA0FqSu4MKuuQCKE4MILOtKqRTinTmVXubtFbc5RUlKIrhl8/RPMWasyd53781OalTXpNr75VsPlDK56MuP9ZUZNYF5dgcJvQ+vvf/87gwcPrtSdva7rDB48uJxbhj8izVur9OxvJalVYKxnTdNYvXq16bpppa7gwqy6AklJSQlHjx7hjjun8n/vfsY1194c8HPousbO7WsozNc4dNj9Q9e6ieC81tA0RCfW0GgaD7aQ4BqBMOP9ZUZNYF5dgcLvocPu3bvTpUsXvv3220rTXHvttezZs4cdO3b4XcCGSFVDBR8sUTh4UuGWSwwuKOMuLDQ0cFvwSCSSmnGuhg6zsjLpcV4Sn3w2j7FjrwjoeX9P/imDf36voIVYePRa6NyyTk8nkQQlQTV0eOTIkSodjwJ06NCBI0eO+HsK02AYApcrcFvwGIZBTk4OhmEEJL+GgtQVXJhVVyApLi4CqHSfwkAghEFhQQ4xCXDHOIX7xgtaNqmz09UbZry/zKgJzKsrUPhtaCmKgsPhqDKNw+E4JztlNzSEAa6qL1WN0HWdDRs2mO7aSl3BhVl1BYplSxfy2afvAXVjaB3OgvdTFN6Yq/LPOTG8/ZUgqZFCl9aKKfYGNOP9ZUZNYF5dgcLvJXBdu3Zl0aJFla4+NAyDhQsX0qVLl1oV0Az8tMDJ1rUuhowN4dLLa78Fj81mY8yYMQEoWcNC6gouzKqrtpSUlLB/Xyp3Tb4OwzBITEyidau2Aclb0wRf/mhgd0Ka0+N3QYHQEApdOlFRYK2f0ZA6x4z3lxk1gXl1BQq/e7Ruuukm9u7dy+TJk8nPz/f5Lj8/n8mTJ7N//35uueWWWhcy2HE5BCVFAqczMPkZhkFmZqbpummlruDCrLpqy9/+Op1RI/tTWlrK7K8Wsn3nUZomNgtI3rqhsD/XUsbIgsFdDEa1y+faiwUJMco583sVaMx4f5lRE5hXV6Dw29B64IEHGDRoEJ988gnt2rVjzJgxTJ48mTFjxtCuXTs+/fRThgwZwgMPPBDI8jZ4rhwg+MtEg/Nan4kbMNLGvU9FMGBEYFpAwzDYuXOn6W5qqSu4MKuu2pKVdZKLLrqYVWt2MHDQ0IDm3SQBujXV6RjhYmg3wfVDBTePNGgcvYmL+gT0VOccM95fZtQE5tUVKPxedQhgt9t55plneP/99yksLPTGx8TEMGXKFP7+978TGmqCyQK/42wOCsNCfLfjMHSBqipERAXOO7xEIqk+9bnq8NprRhMfn8D7s2YH9DwldkHjOIWoAOyXKpH8UQmqVYcAYWFhvPbaa+Tk5LBjxw7WrFnDzp07OXXqFK+88oopjayzoeng+J1fUtWiEBoWOCPLMAyOHTtmurcHqSu4MKuu2lJSUlwnk99fnq3w8PsKm3f4Tjg2az2YUZcZNYF5dQWKgOwHY7FY6N69eyCyCnq2HIT8EoX+HQXNG7nj0g/q5GbqtOpgpWW72l9ywzA4cOAAiYmJtd4nrSEhdQUXZtXlLwUF+cx46RkOHthL7979ap3fkSz4YpWC/fTcTt3qflELC/FNZ9Z6MKMuM2oC8+oKFHLjvQCzPc3tsLRlozOG1s71LjatdjHsChEQQ8tqtTJ0aGDnfjQEpK7gwqy6/GX7tk18+MHb9OrVl+HDa78Ca91mg8JS3/bCohm0aeX7Q2bWejCjLjNqAvPqChS1+tUvLCzkrbfeYunSpRw/frxCv1qKonDgwIHanCboadpCpUtvK02SAjMebBgG6enptGrVylRvD1JXcGFWXf6iae4hvU8+m0fz5rV3y+5wuKfPNlNcPHiHDYEg0qYQEeE7BcGs9WBGXWbUBObVFSj8NrSysrIYNGgQBw4cICYmxjsh1Ol0UlpaCkDz5s2x2Uyy1rgW9BsSwqCRgduCxzMe3qJFC1Pd1FJXcGFWXf6i6+593qzWwLR5I/rDecedtG2t0jgWoOL2w6z1YEZdZtQE5tUVKPy+Is899xwHDhzg008/JTc3F4CHH36Y4uJifv31Vy688ELatm3Lb7/9FrDCBgUVtIXCEGgB3ILHarUyaNAgrFZzjfxKXcGFWXX5i6a5V8EE6no0S7RwwQU2unatOj+z1oMZdZlRE5hXV6Dw29BKTk5mxIgR3HLLLeVW0/Xv35+FCxeSlpbG888/X+tCBhMVvXMaBjgdgTGywL08df/+/abb7kDqCi7MqstfNM3doxWoXvzqvpeZtR7MqMuMmsC8ugKF34ZWRkYGffqc8ZBnsVi8Q4YA8fHxjBs3jq+//rp2JTQBqxc5eeeFYtYsDoxreCEEubm5AeshayhIXcGFWXX5i3b6R8ZiCcxb/fodBrMXGazbrFWZzqz1YEZdZtQE5tUVKPxuEWJjY3G5zjiMio+P5+jRoz5pYmJiOHnypP+lC0Iqus/sxYK8UwJ7SeCGDvv37x+QvBoSUldwYVZd/qKdbg8D1aO1fR+kOyw4C50MrsJbhFnrwYy6zKgJzKsrUPjdo9W+fXvS0tK8//fp04clS5Zw6tQpAEpLS5k/fz6tW7euJAdzMr6fYMpYg65lFh1dNNzG5Ecj6H9pYBpgXddJTU01XTet1BVcmFWXv5yZDB+YHi1LiHsiQuRZPMGbtR7MqMuMmsC8ugKF34bW6NGjWbZsGSUlJQBMmTKFzMxMevfuzXXXXUePHj04cOAAd9xxR6DKGhQ0joGWjSAy7ExcbIJK8zYWYuMDtxqj7DCtmZC6gguz6vIHTXNhsVgCtgNETCN3Ph3PO7vhZtZ6MKMuM2oC8+oKBH7/8k+dOpX333/fa2hdffXVvPrqqxQXFzN37lxOnDjB9OnTefTRRwNW2GAl0FvwWCwW+vTpU2/7NNUXUldwYVZd/qJpekBXXXk6BxSqnnJg1nowoy4zagLz6goUfhtaSUlJ3HDDDTRu3Ngb95e//IXs7GwyMjIoKiri1Vdf/cNd+J3psGYXnMg9E3f8sM62X1xkHAlMt6qu6+zcudN03bRSV3BhVl3+4ja0AjM9oLRUsPuo+8XsbE2oWevBjLrMqAnMqytQ+G1oTZ48mTfeeKNcvMViITExMWC9N8HGlgMKi7eoHMs5E7d1nYtvZpWyc2NgVh1KJJKGx6v/eJbQ0NBa52O1KGScFBjC3YYePyR/vCSSYMZvQ+uLL74gMzMzkGUxLY0TFdp3tZDQJDBztCwWCz169DBdb6HUFVyYVZe/tO/Qmbfe/qRWeRgCIiKhaROFcE0nztAYdH7VL61mrQcz6jKjJjCvrkDh9y9/hw4dyMjICGRZvKSmpjJq1CgiIyNp1qwZjz32GE7n2XuDTp06xdSpU2ndujWRkZH06NGDd999t1y6devWMWTIEMLDw0lMTGTatGneuWa1xahgOsWFw0K585FI+g2p/dsuuLtpt2zZYrpuWqkruDCrLn/p1q07I0aOq1Ueny8W/N/XBmEhCm8+YuHV6Vbata36x8us9WBGXWbUBObVFSj8nrk5efJkXn75Ze/+RoEiNzeX4cOH06lTJ7799luOHTvG9OnTKSkp4a233qry2Ouuu47U1FRmzJhB69atSU5O5r777sNisXDPPfcAcPjwYUaMGMHQoUOZO3cux48f5/HHHycjI4NvvvkmYDrK4t6CByxWAjakGh4eHpB8GhpSV3BhVl3+EBkR7ddxQkBesfvvniwVoSikHXDRPKn678FmrQcz6jKjJjCvrkDgt6F1zTXXsGLFCgYNGsRjjz1G//79K52bVRNfWu+++y4FBQXMmzePhIQEwL21xf33389TTz1F8+bNKzzuxIkTrFixgo8++sjrUmL48OFs2LCB2bNnew2tmTNnEh8fz/fff++dTxEfH8+1117Lli1bfLzdBwrPFjyh4YFbddi1a9eA5NWQkLqCC7Pq8peIyAi/jluwUWHdntNtw+k/cXHVbyvMWg9m1GVGTWBeXYGiVg5LFy5cSHp6On/+858ZOHAg7du3p127dj6f9u3b1yjfhQsXMnLkSK+RBXD99ddjGAYpKSmVHufxUh8bG+sTHxsb67MtwJYtWxg6dKjPpNUxY8YAMH/+/BqVtbqsXeJk1islrFsamMnwmqaxYcMG795qZkHqCi7MqstfrrjiOr+O23PY3T5ZVEGIVdCrHXTrXv13YLPWgxl1mVETmFdXoPC7R+u2226rk5WFqampTJ482ScuLi6OpKQkUlNTKz2uVatWjB49mhkzZtClSxdatWrFwoULSUlJ4fPPP/ems9vt5VYG2Ww2FEVh9+7dFebtcDhwOBze/wsKCgC849GG4f6rqpbTe/Aop7/XUBSFogJBVoZBUYEBuG9KVVVRVdUn7HK5HR56wlarFUVRvGHPsYqiEBcXh6ZpWK1WhBBomobNZsMwDHRd94YNw8BqtVYa1nUdIYQ3DO63k8rCnvN7whXp8EeTJxwTE4OiKKbSpGka8fHxgPuFwCyaVFX1uQ8buqZAUVl70LnLeYBve6DrOoriCbvLfybsLmdRKaDAuLYuJox3xymKbA/AnO2BGTUFUxt3LvC7R+vjjz/mo48+qtanJuTm5hIXF1cuPj4+npycnPIHlOHbb78lMTGR7t27ExMTw6RJk3jjjTe45pprvGk6derEhg0bfHq51q9fjxCi0vxnzpxJbGys99OqVSsAjqTtcv89nMqRw24jsFfTvUzsfZjOSfDbrq2kH03jgqE2Lhp/iGbtswBYu3atdyHBqlWryM7OBmD58uXk5eUBkJKSQmFhIQDJycnY7XY0TSM5ORkhBC1btmTx4sUAFBYWenv78vLyWL58OQDZ2dmsWrUKcG8CvnbtWgDS09NZv349AIcOHWLLli0A7Nu3j+3btwOwe/dur+G5fft29u3bB7h7BA8dOuS9bunp6QHRpGkaLpeL1NRULBaLaTTZ7XYWL15Mx44dKSkpMY2m5ORkryuXZcuWNXhNnnIFgpq0B2kHd3Ls6H4A9u/byomMNAD2pG7k6NF0HC6FDiHpdKCQTu1V2R6YvD0wo6ZgbOPqHdHAsFqtYubMmeXiu3fvLu65555KjzMMQ1x33XWic+fO4osvvhArVqwQTz31lAgJCRFffvmlN92yZcsEIB5//HGRmZkptm7dKnr27CksFosYM2ZMhXnb7XaRn5/v/aSnpwtA7NmXLU5m6SLjpFNknHSKk1m6OH7CKXJznaKoUBf5eQ5RkO8UBXmayMtxCE3ThBBCuFwuoet6ubDT6fQJG4bhEzYMQzidTuF0OsWaNWtESUmJV7vT6RRCCKHruk/Y5XJVGdY0zSfsKWNlYZfLdVYd/mjy/F29erVwuVym0WQYhigpKRE///yzt+7MoMnpdAqXy+VzHzZkTaWlpWLHjh3e42tDTduDM2GH+Hm7S3yYrIu73xDi/n/qYvZ8lygqcYmSkvK6ZHtgvvbAjJqCrY3TNC1gbUF1Cdx+EQEiPj6e/Pz8cvG5ubk+87Z+z4IFC5gzZw7bt2+nZ8+eAFx66aVkZmbyl7/8hRtvvBFwT5B/5ZVXeO6553jllVdQVZWpU6cSEhJCUlJShXmHhoZW6IjQ0w2pqmW6IxULugE2wGI5c3nDI2xYLO4hxbLbdJQN22y2aoUNw6Bly5beMimK4k3j6SatbrhsV2p1wpWVvbaaPOdp1arV6aETc2gC9/3TokULb1e8GTRVdB8Gi6baUpP2wBOXnSvYmaqw5MCZ8jkVlfQDLiIvO5OXbA/M3R6YURMEVxt3LlxQ+G1oVXeSu6IoHDhwoNr5du3atdxcrPz8fDIyMqpc1bBr1y6v07Sy9OnTh1mzZlFSUkJEhHtV0GOPPcaf/vQnDh48SLNmzYiPj6dx48belYm1YdcRKLJD73bQ5PS8/JNHdYoKBM1aWmjavPZjxKqq0qZNm1rn09CQuoILs+oKNLoB/1mgonHm2e/bUkcrNLhudO3fdc1aD2bUZUZNYF5dgcLvOVqGYSCEKPfJy8sjLS2NtLQ0HA4HhmHUKN9x48axdOlSn7HUOXPmoKoqo0ePrvS4Nm3aoOu6d1zXw6ZNm2jatKnXyPIQGRlJz549adKkCZ9++ilCCK6//voalbUift2r8ONGlfTsMmVY7eLLt0vZ9kvgVh2uWrXKdCs8pK7gwqy6Ao1uQLjTfY0ahRlcNQjuu9bCtDttNGtR+xcvs9aDGXWZUROYV1eg8Pt1Ki0trcrvpk+fzsmTJ1myZEmN8p06dSr/+c9/uPLKK3nqqac4duwYjz76KFOnTvXxoTVixAgOHz7M/v3uiabjx4+ndevWXHvttTz77LMkJSWRkpLCxx9/zPPPP+897tChQ3zyySdcdNFFgHuC3L/+9S8++ugj76qJQBPfWKFle5W4hMBswaOqKh06dPB2uZoFqSu4MKuuQBNihSfvVImK0gkJUc+6SXRNMWs9mFGXGTWBeXUFCkWIMsvvAojL5aJ3796MGTOmws2nq2L37t1MmzaNtWvXEh0dzW233cZLL71ESEiIN82ll17q7TnzsH//fp5++mnWrFlDXl4e7dq145577uGBBx7wju0ePXqUW265ha1bt+J0OunduzdPP/00l112WbXLV1BQQGxsLPsP5hIdHePz3awUhUOZCrcNM+jb4Ux8aKiC1fbH3GhbIjnX6LrO7t276datW8CXeFfVHnhQFGgUr6Cqsg2QSM4lddkWVEadmZ82m41Ro0bx9ddf1/jYbt26sXTpUkpKSjh58iSvvvqqj5EFsHLlynK9ah07duSrr77i2LFjFBcXs3PnTh588EGfi9myZUtWrlxJXl4eJSUlrFu3rkZG1lmpoB0VhkDTAmfPaprG8uXLTddNK3UFF2bVFUi+W2HwyicG77/voLi0Tt5pTVsPZtRlRk1gXl2Bok77+UpKSs7q+8psVOTD1TDAaRcEqvNQVVV69Ohhum5aqSu4MKuuQOFwwYZjVgosVg6FhDFrUd30Zpm1Hsyoy4yawLy6AkWduXdYvXo1X375JV26dKmrUzRMKrClflnuZM9WjYuGhXLhsJDyCWqIqqo0bdq01vk0NKSu4MKsugKFXmYd0IgOOmNH1k1za9Z6MKMuM2oC8+oKFH6bn8OHD6/wM3ToUDp06MCll15KaWkpf/vb3wJZ3gZPRZ1WBTmC44cNCvJqtgKzMlwuF4sXLw7otiINAakruDCrrkBRti244QorcZF1cx6z1oMZdZlRE5hXV6Dw+xVr5cqVFcYrikJ8fDyjR49m+vTpjBo1yt9TBCXDewkcmqBDszNxfQZb6djdSou2gelWtVgs9O/f/5zt21RXSF3BhVl1BYqyhlYdbAvrxaz1YEZdZtQE5tUVKPw2tGrqH+uPQqvGYLFAdPiZuCbNLSQ2V4iMCUxrq6pqlV7ygxWpK7gwq65AYXgMLSE4lKrTrmvdDR2asR7MqMuMmsC8ugKFnLlWD1gsCmERCkqAXmtdLhcLFiwwXTet1BVcmFVXIFENgaIJXK66WXEI5q0HM+oyoyYwr65A4bcfrfz8fA4fPkzHjh3LeV0HKC4u5sCBA7Rt25aYmIp9ywQrVfnN2ZUOJQ7o0QYaRbvjsk/olBZBkySVRom171oVQlBYWEh0dHTAjLeGgNQVXASTrnPlRys9TSPCBm072giPrJtrFEz1UBPMqMuMmiC4dAWVH62///3vDB48uNINGnVdZ/Dgwbz00kt+Fy4YWZuqMO8XlcOZZ+J+Xe7kkzdK2LI2MNa+oijExMQ0+Bu6pkhdwYVZdQWSJi2stOtad0YWmLcezKjLjJrAvLoChd+G1qJFixg1ahTR0dEVfh8TE8OYMWNITk72u3BmISZeJbGlSlSA5mi5XC6+//5703XTSl3BhVl1BRKhB9ZZcUWYtR7MqMuMmsC8ugKF34bWkSNH6NSpU5VpOnTowJEjR/w9RVBS0UDskHGhPPBcFANGhAbkHFarldGjR2O11pkbtHOC1BVcmFVXoMgvhvcXKvzrK0FxYd0tHjJrPZhRlxk1gXl1BQq/r4qiKDgcjirTOByOSocW/0gIQ6BrBHSvQ7Pe0FJXcGFWXYHAqcHJYhVFM8jKMIiMrru1R2atBzPqMqMmMK+uQOD3k9+1a1cWLVpU6bYyhmGwcOHCP55n+AowDHAEcAseTdNITk423b5SUldwYVZdgcLzuHtWHdcVZq0HM+oyoyYwr65A4behddNNN7F3714mT55Mfn6+z3f5+flMnjyZ/fv3c8stt9S6kMHOhpVOvvy/Ujb/HJjxa6vVyvjx4033BiF1BRdm1RUoPK9VYeHQrGXdrW4yaz2YUZcZNYF5dQUKv6/KAw88wNy5c/nkk0/4/vvv6d+/Py1atODYsWNs2LCBvLw8hg4dygMPPBDI8gYlOVmCtL06HbsHbp6GpmmmvKmlruDCrLoCgcdhaX0sxDJrPZhRlxk1gXl1BQK/e7RsNhtLly5l+vTp6LrOkiVL+Pjjj1myZAmGYfDoo4+yePFibDZbIMvb4BneU3DzJQbtEs/E9R5g5Zq7wuh+QWBuQk3TSElJMV03rdQVXJhVV6DwDh3WsVtos9aDGXWZUROYV1eg8NthaVl0XSc1NZX8/Hzi4uLo0qWLqfc8qspBIUBYiG/jqusCFfcWPNLPiERS/5wLh6XHTsH/LVSx6QbPTxI0STJvmyiRBAvnwmFpQLpYLBYL3bt3D0RWQY9ugEsDS8iZOItFITQ0cEZWMHnhrQlSV3BhVl2BRDEEukug1aF7IbPWgxl1mVETmFdXoPC7U3vXrl28+eabZGVlVfh9ZmYmb775Jrt37/a7cMHIgQzYchByi87E5WQaHN6nkXcqMHO0NE1j9erVpuumlbqCC7PqChQtGsGUgS7+PFonoUndjR+atR7MqMuMmsC8ugKF30OHt912G8uWLSM9PR1VLd+I6LpO27ZtGTlyJB999FGtC9qQqGro8L3FCoezFO4YbnB+e3fcgi9K2fKzxsirQhlxZdg5KLFE8sfmXO11qKqQEKegqvItXyJpCATVXoerV69mxIgRFRpZ4B5OHDFiBKtWrfK7cGYhIkohoYkSsP3ODMMgJycHw6g7b9PnAqkruDCrrkBSahfYHXW7BY9Z68GMusyoCcyrK1D4bWidOHGCVq1aVZmmRYsWZGRk+HsK0zDsijAenhnNoFGB2YJH13U2bNhgOq/7UldwYVZd/qIbUFAoKHVCqROOZMGsBfDePIGzDo0ts9aDGXWZUROYV1eg8HsyfGRkJJmZmVWmyczMJCzsjzVUVtE8QCEEuh64LXhsNhtjxowJSF4NCakruDCrLn959RsgtPxQxMlsnaJ8QULTuhk+NGs9mFGXGTWBeXUFCr97tPr27ct3331HXl5ehd/n5uYyb948+vbt6+8pgpKKmlJDB0dp4LbgMQyDzMxM03XTSl3BhVl1+YtTVNycxguN2IS6m6Nl1nowoy4zagLz6goUfhtaf/rTnzh16hTDhg0rNw/rp59+YtiwYeTm5v7hPMNXZEptWuPkm1mlbPslMGu8DcNg586dpruppa7gwqy6/GV8azuXJZUyc5LBO9PgnWnw9v2CGU+GYLHWraFlxnowoy4zagLz6goUtXJY+pe//IU33ngDRVEIDQ2lWbNmnDhxAofDgRCCRx99lFdeeSWQ5W0Q1HTVYfKXdjavcTHy6lBGTPxjDaVKJA2B+lh1uDM1l47tYgkNkSsMJZKGSlCtOgR4/fXX+eGHHxgzZgyRkZEcPXqUqKgoxo0bx4IFC0xpZJ2Ni88TXDXAoFWTM3E9LrRyxS1hdDs/MFvwGIbBsWPHTPf2IHUFF2bV5S8CgW7U7QrDijBrPZhRlxk1gXl1BYpa//JfdtllXHbZZYEoiynolAQWC0SHn4lr0dZCy7YKUTGBc+9w4MABEhMTK3WvEYxIXcGFWXX5y/y1Cp2PCa68RGCx1F+vllnrwYy6zKgJzKsrUATkiui6zsmTJzly5EiFn5qSmprKqFGjiIyMpFmzZjz22GM4nc6zHnfq1CmmTp1K69atiYyMpEePHrz77rvl0q1Zs4Zhw4YRHx9P48aNGTduHFu3bq1xOauLxaIQHhG4LXisVitDhw413U7pUldwYVZd/pJ6UmXZz4Lc7Pp9qzdrPZhRlxk1gXl1BYpaGVqbNm1izJgxREVF0bx5c9q1a1fu0759+xrlmZuby/Dhw3E6nXz77bfMmDGD9957j+nTp5/12Ouuu44ffviBv//978yfP5+xY8dy33338f7773vT7Nmzh9GjRxMZGcmXX37JBx98QE5ODiNGjODEiRM1vga/Jz0b9hyD/JIzcfm5BhlHdArzAtMAG4bB4cOHTddNK3UFF2bVVSuEwFqHE98rwqz1YEZdZtQE5tUVKPw2P7du3cqQIUOwWq2MHj2a+fPn07t3b5o1a8bmzZvJysri0ksvpU2bNjXK991336WgoIB58+aRkJAAuPdRuv/++3nqqado3rx5hcedOHGCFStW8NFHH3HHHXcAMHz4cDZs2MDs2bO55557AJg3bx5CCObMmUN4uHt8r1evXrRv354lS5Zw6623+nlF3CzbrpCWqXDHCIPz27njVic72LpWC9hkeM94eIsWLUzVTSt1BRdm1VUbuvS0EptQv+c0az2YUZcZNYF5dQUKv6/ICy+8AMCvv/7K999/D8BVV13FwoULSUtLY+rUqezcuZNnn322RvkuXLiQkSNHeo0sgOuvvx7DMEhJSan0OJfL7TohNjbWJz42NtbHf5XL5SI0NNTHkarnmED5ufo9YREK0bEKoQFacGi1Whk0aJDpummlruDCrLpqQ3wUAZsiUF3MWg9m1GVGTWBeXYHCb0NrzZo1XHHFFXTr1s0b5zFUwsPDeeutt2jevDlPPfVUjfJNTU2la9euPnFxcXEkJSWRmppa6XGtWrVi9OjRzJgxg127dlFYWMjXX39NSkoKf/rTn7zpbrzxRjRN45lnnuHUqVMcP36chx9+mFatWjFx4sQalbUiKrLVRl4VxmOvR3PxmMBYWrqus3//ftNtdyB1BRdm1eUvTRSN6y+pf9cOZq0HM+oyoyYwr65A4behlZ+f7zP/ymazUVRUdCZjVeXSSy9l2bJlNco3NzeXuLi4cvHx8fHk5ORUeey3335LYmIi3bt3JyYmhkmTJvHGG29wzTXXeNN06tSJZcuW8cEHH9C4cWNatGjBqlWrWLp0abneMA8Oh4OCggKfD+C9qQxDxzDcYVHGZamuaxiGjhACp9PlHb/WNK3CsMvl8gl7DFdPWAjhTZOTk+NdIOCJd5fF8AlrmlZlWNd1n7BHU2VhTdN8woHSJITAMAxOnTrlEx/smtx17yQ3N7ecjmDW5AmXvQ8buqZAUVl7EJrjICyk/utEtgdS07luD4Ktjatv/Da0mjZtSm5urvf/Zs2asW/fPp80drudkpKS3x9aJwghuPPOO9m3bx9ffPEFK1as4PHHH+ehhx5i9uzZ3nR79+7lmmuuYfTo0SxZsoT58+fTpk0bxo0bx8mTJyvMe+bMmcTGxno/ns20j6Ttcv89nMqRw+7eNoe92Hvcb7u2kn40DUOHjZs2eldgrl271rvZ9qpVq8jOzgZg+fLl3i2NUlJSKCwsBCA5ORm73Y6maSQnJwPQs2dP71BqYWGhN5yXl8fy5csByM7O9nrtz8jIYO3atQCkp6ezfv16AA4dOsSWLVsA2LdvH9u3bwdg9+7d7N69G4Dt27d763bLli0cOnQIgPXr15Oenh4QTZqmoWkaJ06cwGq1mkaT3W4nJSWF/v37U1paahpNycnJWK1Wunbt6tXRkDV5yhUIKmsP+vU5Wmfll+2B1NRQNQVjG1fvCD8ZM2aMGDZsmPf/m266SYSHh4u1a9cKIYTYtWuXiI+PFxdccEGN8m3SpIl44oknysU3b95cPP7445UeN3/+fAGI7du3+8Tffffdonnz5t7/r7nmGtGvXz+fNIWFhSI+Pl48+eSTFeZtt9tFfn6+95Oeni4AsWdftjiZpYuMk06RcdIpTmbp4u//08XdbwixZrsu8vMcoiDfKX5KLhWfvFEgtv1qF0II4XK5hK7r5cJOp9MnbBiGT9gwDOF0OoXL5RK7du0SpaWlQgjhjRdCCF3XfcIul6vKsKZpPmFN06oMu1wun3BFOvzRZBiGcLlcYufOnULTNNNoMgxDlJaWit27dwuXy2UaTU6nU2ia5nMfNmRNpaWlYseOHd7ja0Nl7UFOTk6dlV+2B1JTQ9UUbG2cpmkBawuqi98z1yZMmMDDDz9MRkYGSUlJPP7448ybN4+LL76YhIQEbzdiTedode3atdxcrPz8fDIyMsrN3SrLrl27sFgs9OjRwye+T58+zJo1i5KSEiIiIti1axcDBw70SRMVFUXHjh05cOBAhXmHhoYSGhpaLt7jvl9Vz7jxV8psK22xuC/viXQXu7cYtGzn7n4tO2GwbNhms1UrrOs6drvdG68oijesqqp31Ud1wmW3IKhOuLKy11aTR4dn+MMsmjzh0tJSFEXx5mMGTb+/D4NFU22prD3wDBDUd53I9kBqOpeaPOFgaeM8w431id9Dh1OnTuXYsWM0atQIgN69e7Ns2TLGjh1L48aNGTlyJPPnz+eqq66qUb7jxo1j6dKlPl18c+bMQVVVRo8eXelxbdq0Qdd1b3ejh02bNtG0aVMiIiK86bZs2eKzwrCgoIB9+/bRtm3bGpW1IgZ2FUy8yKBFmSXe3fpaGHdDKJ16BmZFhsVioU+fPvW2T1N9IXUFF2bV5S/rt5ybicBmrQcz6jKjJjCvrkDht6Fls9lITEwkJCTEGzdo0CAWLFjA7t27WbRoERMmTKhxvlOnTiU6Oporr7ySlJQUPvroIx599FGmTp3q40NrxIgRdOzY0fv/+PHjad26Nddeey3/+9//WLZsGY8//jgff/wx06ZN88l/y5Yt3HzzzSxatIjvvvuOCRMm4HA4uPvuu/28Gmfo2QaGdocmZebVt+lkpc+gEFq2C8xNqOs6O3fuNN0KD6kruDCrLn/ZuPrsu1fUBWatBzPqMqMmMK+uQNHgnF7Ex8ezbNkypk2bxpVXXkl0dDR33303L730kk+6sisUAKKjo1m2bBlPP/00jz/+OHl5ebRr145//vOfPPDAA950EydO5Ouvv+bVV1/lhhtuICQkhD59+rBixQo6depU6/IbBmg6WMqYsBaLQmho4LbgkUgkDY+YOOmoUSKRlEcRZcfQJNWioKCA2NhY9h/MJTo6xue7I1ng0qF9IkSd3li6qMAAA6LjVCKiZGMskdQ3uq6ze/duunXrFvDhDU97sHl3Hn26VuwiRiKRNAzqsi2oDPmrH2AWblb4cKnKgTLbJq6c7+BfTxfzy7LADC3ous6WLVtM100rdQUXZtXlL5Zz1JqatR7MqMuMmsC8ugKFNLTqAatNITQcrIFb+OTdp9FsSF3BhVl1+YOtnjeTLotZ68GMusyoCcyrKxA0uDlaZmTs9WFMvDUcqy0wDbHFYqnS1UWwInUFF2bV5S8bf3LQrf3Z0wUas9aDGXWZUROYV1egkD1aAaYiU0oIgWEEbiqcpmls2LDBZzGAGZC6gguz6vIXi35utvcwaz2YUZcZNYF5dQUKaWgFmIoWFho62EsEgVp3oCgK8fHxplvFKHUFF2bV5S/jrgnMpvE1xaz1YEZdZtQE5tUVKOTQYT2wY72L9AM6vQeE0K1P7SdqWSwWHx9iZkHqCi7MqstfLJZz8yNj1nowoy4zagLz6goUskcrwFQ0Qnj0kMG2XzROHA3MigxN01i7dq3pummlruDCrLqCDbPWgxl1mVETmFdXoJA9WgGmf0dBt5aCpDJb8HQ930LjRJX2XQPjs0NVVVq0aOHdI8osSF3BhVl1BRtmrQcz6jKjJjCvrkAhHZb6QVUOS10aWCwQXWalq64JEArRcdI7vERyLqgPh6X5+fnExMSc/QCJRHLOkA5LTYrFqhARFTgjS9M0Vq1aZbpuWqkruDCrrmDDrPVgRl1m1ATm1RUopKEVYLLy4egpKLafiSstERTkGjhKA9N5qKoqHTp0MF03rdQVXJhVV7Bh1nowoy4zagLz6goU8qoEmPkbFf67SGV/xpm4pXPtvPpoEWuXOAJyDrOOh0tdwYVZdQUbZq0HM+oyoyYwr65AIa9KgKlocFBRQVUr9rHlD5qmsXz5ctN100pdwYVZdQUbZq0HM+oyoyYwr65AIVcdBpiKlhZcdnM410xWArYFj6qq9OjRw3RvD1JXcGFWXcGGWevBjLrMqAnMqytQSEMrwFQ0C8u9BQ9U3N9Vc1RVpWnTpgHJqyEhdQUXZtUVbJi1Hsyoy4yawLy6AoU0P+uBQG/B43K5WLx4MS6XKyD5NRSkruDCrLqCDbPWgxl1mVETmFdXoJCGVj2wa5OLJfMc7NsZmPFri8VC//79680HSH0hdQUXZtUVbJi1Hsyoy4yawLy6AoU0tOqBw/sNNv7k4nhaYLbgUVWVhIQE042HS13BhVl1BRtmrQcz6jKjJjCvrkAhr0qA6ddBMKKXIDHuTFzHHhaGTgihdafAWPsul4sFCxaYrptW6gouzKor2DBrPZhRlxk1gXl1BQq5BY8fVLUFD0BYCFjKmLDuLXggOk4NiHd4IQSFhYVER0ebaksfqSu4CCZdZt6CJ5jqoSaYUZcZNUFw6ToXW/DIVYcBxjBAN3wNLYtVITQ0cFvwKIpiyj3VpK7gwqy6gg2z1oMZdZlRE5hXV6CQQ4cBJqsAjmSB3XkmzuUUlJYIXM7ArTr8/vvvTddNK3UFF2bVFWyYtR7MqMuMmsC8ugKFHDr0g6qGDt9dpJCerTB5pEGvtu64+Z+Vsu0XjdHXhjLs8rBan18Igd1uJywsrMF309YEqSu4CCZdZh86DJZ6qAlm1GVGTRBcus7F0KHs0QpSrFZzjvpKXcGFWXUFG2atBzPqMqMmMK+uQCANrXpgwqQwnns3mksmhAYkP03TSE5ONt2+UlJXcGFWXcGGWevBjLrMqAnMqytQyKFDP6jp0CFASAjYQgJj1woh0DQNq9Xa4Ltpa4LUFVwEky6zDx0GSz3UBDPqMqMmCC5dcujQBFR0j+maoLQ4cFvwAKZ9c5C6gguz6go2zFoPZtRlRk1gXl2BQBpa9UDqVhcrFzg4sCswN6KmaaSkpJjuxpa6gguz6go2zFoPZtRlRk1gXl2BokEaWqmpqYwaNYrIyEiaNWvGY489htPpPOtxp06dYurUqbRu3ZrIyEh69OjBu+++65PmjjvuQFGUCj8vv/xyrcteUafVwVSDdUtcHD0UmC14bDYbEydOxGazBSS/hoLUFVyYVVewYdZ6MKMuM2oC8+oKFA1umUBubi7Dhw+nU6dOfPvttxw7dozp06dTUlLCW2+9VeWx1113HampqcyYMYPWrVuTnJzMfffdh8Vi4Z577gHgr3/9K1OnTvU57quvvuJf//oX48aNq3X5e7YRtG4CTcpM1WjfVSUi0kbLdoEZDw4mL7w1QeoKLsyqK9gwaz2YUZcZNYF5dQWKBtej9e6771JQUMC8efMYM2YMkydP5h//+Afvvvsux48fr/S4EydOsGLFCmbMmMEdd9zB8OHDee211xg6dCizZ8/2puvQoQMDBgzw+WzZsoXzzjuP3r1717r8F3aCsX0FSQln4rqeb+PSy0LpcF5g7FpN01i9erXpummlruDCrLqCDbPWgxl1mVETmFdXoGhwhtbChQsZOXIkCQlnLJXrr78ewzBISUmp9DiPR9rY2Fif+NjY2ConoR87dozVq1dz880317LklWOxKkREBWafQ3B3006YMMF03bRSV3BhVl3BhlnrwYy6zKgJzKsrUDQ4Qys1NZWuXbv6xMXFxZGUlERqamqlx7Vq1YrRo0czY8YMdu3aRWFhIV9//TUpKSn86U9/qvS4L7/8EsMwuOmmmwJS/sJSyC0CZxnD3tAFuiYwjMCsOjQMg5ycHAzDCEh+DQWpK7gwq65gw6z1YEZdZtQE5tUVKBqcoZWbm0tcXFy5+Pj4eHJycqo89ttvvyUxMZHu3bsTExPDpEmTeOONN7jmmmsqPeaLL75g4MCBtGvXrtI0DoeDgoICnw+4/XEAGIaOYbjDX6+Bf36vsucY6LqGYej8+Lmd56YW8tMCO+DuZvXckGXDLpfLJ+zpifOEhRC4XC40TWP9+vXY7e78PPHushg+YU9XbmVhXdd9wh5NlYU1TfMJV6TDH00ePyzr169H13XTaPJsTbFhwwY0TTONJpfLha7rPvdhQ9cUKM7WHtR3ncj2QGo61+1BsLVx9U2DM7T8RQjBnXfeyb59+/jiiy9YsWIFjz/+OA899JDPHK2ypKamsmXLFiZNmlRl3jNnziQ2Ntb7adWqFQBH0na5/x5O5chhd2+bw1HiPe63XVtJP5rm/T8/Lw+AtWvXkpGRAcCqVavIzs4GYPny5eSdTpOSkkJhYSEAycnJ2O12r/ddRVG45JJLWLJkCQCFhYXeYdW8vDyWL18OQHZ2NqtWrQIgIyODtWvXApCens769esBOHToEFu2bAFg3759bN++HYDdu3eze/duALZv386+ffsA2LJlC4cOHQJg/fr1pKenB0ST56FxOBzYbDbTaLLb7SxZsoQxY8Zgt9tNoyk5ORmbzcagQYNYsWJFg9fkKVcgqKw92LlzZ52VX7YHUlND1RSMbVy9IxoYTZo0EU888US5+ObNm4vHH3+80uPmz58vALF9+3af+Lvvvls0b968wmOeeeYZYbVaRWZmZpVlstvtIj8/3/tJT08XgNizL1uczNJFxkmnyDjpFCezdPHcp7q4+w0h1u3URX6eQxTkO0XuKU3kZjuE3a4JIYRwuVxC1/VyYafT6RM2DMMnbBiGcDqdQtM0ceLECWG324UQwhsvhBC6rvuEXS5XlWFN03zCmqZVGXa5XD7hinT4o8kwDKFpmjh27JjQdd00mgzDEHa7XZw8eVJommYaTZ70Ze/DhqyptLRU7Nixw3t8baisPcjJyamz8sv2QGpqqJqCrY3TNC1gbUF1aXA9Wl27di03Fys/P5+MjIxyc7fKsmvXLiwWCz169PCJ79OnD8ePH6ekpKTcMV9++SUjR46kSZMmVZYpNDSUmJgYnw/gdd+vqhZU1eO64cyEd4vFiqpa+P/27jusqev/A/g7BAgQIGGpERmiIIqIC9GiMlREsLh3W0e1Wq3iqFZrFdt+q9Rt63jaquDeoyoWJ1qrOKu2VVBBFBHrZKjs5Pz+4JdbL0lYJoz4eT0Pz5OcnHtyPnd8OLnn3sTIWABzSyOIRMV1DA0NYWBgoPLYyMiI91h58bzysUAggJGRERhjuHHjBvf+yvLivhjwHit/6FPTY6FQyHusbFPTY0NDQ95jdXFUJiaBQADGGBITE6FQKPQmJoFAAKFQiH/++QeMMb2JycjICAqFgrcf1vSYtKWsfFDV24TyAcVU3fmgtuW4qlbjBlo9evTA8ePHeaf4du3aBQMDAwQFBWlczsnJCXK5nDvdqHTlyhXUqVMHZmZmvPILFy4gOTm5zGlDbZAXMeS8UmjtJ3gMDQ0RGBiod7+WTnHVLvoaV22jr9tBH+PSx5gA/Y1LW2rcQGvcuHGwsLBA7969cfToUURFRWH69OkYN24c6tevz9Xr0qULGjduzD0PCQmBo6Mj+vfvj82bN+PEiRP44osvEB0djYkTJ6q8z9atW2Fqaoo+ffroPKY7fxfh3LEC3Lutne8YUSgUePjwod7d4UFx1S76Gldto6/bQR/j0seYAP2NS1tq3EDLysoKJ06cgKGhIXr37o2ZM2di9OjRWLp0Ka/em3coAICFhQVOnDiB1q1b44svvkBYWBhiYmKwdOlSzJo1S2XZnTt34v3334e5ubnOY7r9TxFOxxQgNUk7O6FCoUBycrLe7dQUV+2ir3HVNvq6HfQxLn2MCdDfuLRFwLQ1n/UOyc7OhkQiQdLdDFhYWPJeO30DyM4RoHMzhvo2xWV/nS9AeqoCnt5GcPOkL3QjpKrJ5XIkJCSgadOm3HUd2qLMB1lZWdz1WoSQmkmXuUCTGndGq7bz8wAG+P43yAIAj7ZG6NZHBNfm2pm/VigUuH//vt59eqC4ahd9jau20dftoI9x6WNMgP7GpS000NIyBQNK7mtCQwFMxQKt/QSPvs6HU1y1i77GVdvo63bQx7j0MSZAf+PSFpo6rITSpg6zcwCBALC1BAzfOCspEglgaES/ak5IdaCpQ0IIQFOHemHLaQEi9xggMe2/soObchHxSTZ+P5ynlfeQy+VISkrifn5AX1BctYu+xlXb6Ot20Me49DEmQH/j0hYaaFUB9v/Tido6d8gYQ0ZGhta+l6umoLhqF32Nq7bR1+2gj3HpY0yA/salLTR1WAmlTR2u+U2AtOcCjO6mQHOn4rLcHAYDAGILA4hMafqQkKpGU4eEEICmDvWWqZkAllbaG2TJ5XIkJibq3Wlaiqt20de4aht93Q76GJc+xgTob1zaQgMtLVN3Y2HxT/AwrZ5Wzc3N1VpbNQnFVbvoa1y1jb5uB32MSx9jAvQ3Lm2gHyaqAskJRXjxmMHV0xCOjd5+lQuFQrRq1UoLPatZKK7aRV/jqm30dTvoY1z6GBOgv3FpC53R0jJ1J60Srxbh+L583LulndOqcrkc//zzj96dpqW4ahd9jau20dftoI9x6WNMgP7GpS10RkvLXGUMdhJAKv6vrIGLEAIBUMeexrWEEELIu4TuOqyE0u46LCwChELAwvS/MnkRAxhgITXQ2rfDE0LKj+46JIQA1XPXIZ3RqgTl2PTly2yV15QDLVbIr29sLMDLl9o5o6U8Tdu8efMq21GqAsVVu9SmuORyOV69eqWT7/lRtpmdrZoPqkJt2g4VoY9x6WNMQO2KS5e5QBMaaFXCy5cvAQCtvJyquSeEkIp48eIFrKystNqmMh84ODhotV1CiO7oIhdoQlOHlaBQKJCeng4LC4tqmQrMzs6Gg4MDHjx4oFdTFRRX7VKb4mKMQaFQQCKRwMBAu9dKUj7QDX2MSx9jAmpXXLrMBZrQGa1KMDAwQIMGDaq7G7C0tKzxO3VlUFy1i77GVV6UD3RLH+PSx5gA/Y3rbdFtcIQQQgghOkIDLUIIIYQQHaGBVi0kEokQEREBkUhU3V3RKoqrdtHXuGobfd0O+hiXPsYE6G9c2kIXwxNCCCGE6Aid0SKEEEII0REaaBFCCCGE6AgNtAghhBBCdIQGWjXIrl270KtXLzRo0ABisRgtW7bE+vXry/ypAGdnZwgEApW/vLy8Kup56aKjo9X2b+bMmaUuxxhDZGQkHB0dYWpqig4dOuD8+fNV1Ouy+fv7q41LIBBg+/btGperSdsrKSkJ48aNQ8uWLWFoaIjmzZurrbdu3Tq4ubnBxMQEXl5eOHToULnaT09PR79+/WBhYQFra2uMHj262n6qprahfMBXk/OBPuQCgPKBrtAXltYgS5cuhbOzM5YsWQI7OzscO3YMY8aMwYMHDxAREVHqsv3798e0adN4ZTXtDpDY2FhIJBLuub29fan1v//+e0RERCAyMhItWrTAqlWrEBQUhGvXrsHFxUXX3S3T6tWrVZLE8uXLsWfPHnTt2rXUZWvK9rpx4wZiYmLg4+MDhUIBhUKhUmf79u0YM2YMZs+ejcDAQOzYsQN9+vTBmTNn0L59e41tFxYWonv37gCArVu3IicnB59//jmGDh1a7sT8LqN8wFeT84E+5AKA8oHOMFJjPH36VKVszJgxzNLSksnlco3LOTk5sQkTJuiya28lKiqKAVAbnya5ubnM0tKSzZo1iyvLz89nTk5O7NNPP9VFN7WiYcOGLCQkpNQ6NWl7vblfDR8+nHl4eKjUcXNzY0OGDOGVdejQgfXo0aPUtrdu3coEAgFLTEzkyo4cOcIAsAsXLrxlz/Uf5YP/1MZ8UNtyAWOUD3SFpg5rEFtbW5WyVq1aITs7G69fv66GHlWfc+fOITs7GwMHDuTKjI2N0bdvXxw+fLgae6bZuXPnkJKSgmHDhlV3V8qtrN/6unv3Lm7fvs3bDgAwePBgnDhxAvn5+RqX/e2339CiRQs0adKEK+vWrRusra1r7DasSSgf/Ke25YPamAsAyge6QgOtGu6PP/6Avb09LCwsSq23ZcsWiEQimJubIyQkBH///XcV9bD8PDw8IBQK4eLiggULFkAul2usm5iYCABwd3fnlTdt2hSpqanIzc3VaV8rY+vWrRCLxejVq1eZdWvD9gJK3w4FBQVISUkpddmSywkEAri7u3PtkoqhfFA78oE+5gKA8kFl0TVaNdgff/yB7du3Y8mSJaXWCwsLg4+PDxwdHXH37l1899136NixI65evVrt1y4AgEwmw9dffw0fHx8IBAIcOHAAX331FR4+fIiVK1eqXSYjIwMikQgmJia8cisrKzDGkJGRAVNT06rofrkUFRVh586dCAsLg1gsLrVuTd9eb8rIyAAASKVSXrmVlRUA4MWLF6UuW3I55bKlLUfUo3xQO/KBvuYCgPJBZdFAq4ZKS0vDoEGDEBAQgEmTJpVa94cffuAed+rUCUFBQXB3d8fixYuxevVqXXe1TN27d+cuggSAoKAgmJqaYtmyZZg9ezZkMlk19k47jh07hqdPn2Lo0KFl1q3p24vUPJQPag/KBaQkmjqsgTIzM9GjRw/Y2Nhgz549Zc6blySTydCxY0dcuXJFRz18ewMHDoRcLse1a9fUvm5lZYX8/HyV25wzMjIgEAi4T1A1xdatW2FjY8P7B1JeNXl7KddzVlYWr1z5ydba2rrUZUsup1y2tOUIH+WD2pUP9DUXAJQPKosGWjVMbm4uevbsiaysLPz222+825/fJcq5/Fu3bvHKExMTue/RqSlyc3Oxf/9+DBgwAEZGRtXdHa1SboeS11AkJibC2Ni41OkNdddeMMZw69YtlWs1iHqUD4rVlnygz7kAoHxQWTTQqkGKioowcOBAJCQkIDY2tszvldEkPT0df/zxB7y9vbXcQ+3Zvn07hEIhWrVqpfb19957D5aWlti1axdXVlhYiL179yIkJKSqulkuBw4cwKtXr8o1VaBOTd5eLi4ucHNz420HANixYwe6dOkCY2Njjcv26NED169fx507d7iyEydO4Pnz5zVuG9ZElA/+U1vygT7nAoDyQaVV77dLkDeNGTOGAWBLlixh8fHxvL+8vDzGGGOBgYGsUaNG3DJbt25lQ4cOZZs3b2YnT55ka9euZY0aNWJWVlbs7t271RUKT1BQEIuMjGQxMTEsJiaGjR07lgkEAjZ58mSuTsm4GGNswYIFTCQSseXLl7MTJ06wfv36MQsLC5acnFzVIZQqLCyMOTo6MoVCofJaTd9er1+/Zrt27WK7du1i/v7+zMHBgXv+5MkTrs8CgYDNnTuXxcXFsXHjxjFDQ0N27tw5rp179+4xoVDIvv76a66soKCANW/enHl6erKDBw+yHTt2MAcHBxYaGlrlcdZGlA9qXz6ozbmAMcoHukIDrRrEycmJAVD7l5KSwhhjzM/Pjzk5OXHLxMfHM39/f2Zra8sMDQ2Zra0tGzhwIO9L4arbpEmTmKurKzM1NWUikYh5enqyFStW8JJRybgYY0yhULD58+ezBg0aMJFIxHx8fHgHc03w4sULZmxszGbMmKH29Zq+vVJSUjTuc3FxcVy9tWvXssaNGzNjY2MuUaprJyIigleelpbG+vbty8zNzZlUKmWjRo1iWVlZVRBZ7Uf5wIm3XE3PB7U9FzBG+UBXBIyV8cNZhBBCCCGkUugaLUIIIYQQHaGBFiGEEEKIjtBAixBCCCFER2igRQghhBCiIzTQIoQQQgjRERpoEUIIIYToCA20CCGEEEJ0hAZahBBCCCE6QgMtUuP5+/tDIBC8dTv37t2DQCDAiBEj3r5TNUR0dDQEAgGio6OruyuE6BzlAs0oF9RcNNAi7zxtJW9d0Md/CITUVJQLiC4YVncHCKkq9vb2SEhIgEQiqe6uaE2fPn3Qvn17yGSy6u4KIbUG5QJSlWigRd4ZRkZGcHd3r+5uaJVEItGrfxaEVAXKBaQq0dShHtqzZw/8/PxQp04dmJiYoH79+ujatSv27NmjUvevv/7C4MGDIZPJYGxsDCcnJ0ycOBHPnz9Xqbt+/Xr06tULzs7OMDExgbW1Nbp37464uDiVuqdOnYJAIMC8efNw7tw5BAUFQSqV8k7LM8YQFRWFTp06QSqVwszMDK6urhg7dixSU1NV2iwsLMS8efPg7OwMkUgENzc3rF69utzrRd2pd4FAgNOnT3OPlX8lT8+Xdz29+R4JCQno06cPbGxsIBAIcO/ePQDAvn37MGTIEDRu3BhmZmaQSCTo1KmTyvaJjo5Gw4YNAQAbNmzg9e/UqVNcHU3XZZw9exahoaGwtraGiYkJ3N3dERERgZycHJW6AoEA/v7+ePz4MYYPHw5bW1uYmpqiffv23Hu96dGjRwgPD4erqytMTU0hlUrRtGlTjBs3DllZWaVsBVKVKBeoR7mAckFVojNaembNmjUYP348ZDIZd2D/+++/uHjxIvbt24d+/fpxdQ8cOICBAwfCwMAAvXr1goODA27evImVK1fiyJEjuHDhAqysrLj6EyZMgJeXF7p27Qo7Ozs8fPgQ+/fvR9euXbF371706tVLpT/nzp3D/PnzERAQgE8++YRLmgqFAoMGDcLu3bthb2+PIUOGwNLSEvfu3cPOnTvRo0cPODo68toaMmQILl68iB49ekAoFGLnzp2YMGECjIyMMGbMmEqtr4iICERHR+P+/fuIiIjgylu2bFnp9QQASUlJaN++PTw9PTFixAg8f/4cxsbGAIBZs2bB2NgYHTt2hEwmw9OnT3HgwAH0798fP/zwAyZOnMj1ITw8HCtWrICXlxd69+7Nte/s7FxqXLt27cKQIUMgEokwaNAg1KlTB0ePHsU333yDI0eO4NSpUzAxMeEtk5mZiY4dO0IikeDDDz/EkydPsGPHDnTv3h1XrlxB8+bNAQA5OTnw9fXFvXv3EBQUhD59+qCgoAApKSnYtGkTPv/8c/pkXQNQLqgYygX/oVygZYzoldatWzNjY2P2+PFjldeePXvGe2xpacns7e3ZvXv3ePW2bdvGALDPPvuMV3737l2VNtPT01n9+vWZq6srrzwuLo4BYADY+vXrVZb78ccfGQDWpUsXlpOTw3stJyeHPX/+nHvu5+fHADAfHx+WlZXFlScmJjJDQ0PWpEkTdatCRUpKCgPAhg8fzitXtq9ORdeT8j0AsLlz56ptMzk5WaXs5cuXzNPTk0kkEvb69esy+6wUFRXFALCoqCiuLCsri0kkEiYSidj169e5crlczgYNGsQAsG+++YbXjrLP48ePZ3K5nCtfu3YtA8DGjh3LlR04cIABYJMnT1YbR15entq+kqpFuUAzygWUC6oSDbT0TOvWrZlYLGYvXrwotd7SpUsZALZx40aN7dja2pbrPSdOnMgA8JKPMrm2bt1a7TJNmzZlQqGQ3b59u8z2lcnv5MmTGl/Lzs4us53KJNeKrifle9SrV4/l5+eX2ac3LVmyhAFgp06dKrPPSuqS68aNGxkA9umnn6rUv3//PjM0NGQuLi68cgBMLBazly9f8soLCwuZoaEhbzsqk+usWbMqFB+pWpQLNKNcQLmgKtHUoZ4ZPHgwZsyYgebNm2Po0KEICAhAx44dYWlpyat3/vx5AMCFCxeQnJys0k5eXh6ePXuGZ8+ewdbWFgBw9+5dLFiwACdPnsTDhw+Rn5/PWyY9PR1OTk68Mm9vb5W2X716hYSEBDRu3Biurq7ljq1NmzYqZQ0aNABQfKrbwsKi3G2VV2XWEwB4eXlx0wMlPXnyBJGRkfjtt99w//595Obm8l5PT09/qz5fvXoVQPGt6iU5OjrCxcUFt2/fxsuXL3nrzM3NDebm5rz6hoaGqFu3LjIzM7myzp07QyaTITIyEtevX0fPnj3h5+eHpk2b1thb499FlAu0i3IB5YLKooGWnvn8889hY2ODNWvWYMmSJVi8eDEMDQ0RGhqKZcuWcRdUvnjxAgCwatWqUtt7/fo1bG1tkZSUhHbt2iE7OxsBAQF4//33YWlpCQMDA5w6dQqnT59WSbYAULduXZUy5QWS9vb2FYqt5D8IoPjgBwC5XF6htsqroutJSV3cyva8vb2RmpoKX19fdO3aFVKpFEKhENeuXcOvv/6qdj1WRHZ2dql9kMlkuH37NrKzs3nJVd36BYrX8ZvrVyKR4Pz585g7dy4OHjyIw4cPAwAcHBwwc+ZMjB8//q36T7SDcoF2US6gXFBZNNDSMwKBAKNGjcKoUaPw/PlznDlzBtu2bcPOnTtx584d/PXXXxAKhdyB9Pfff3MXNpZm2bJlyMjIwKZNm/DBBx/wXhs3bhx3t466/pSkvDjy4cOHFQ2vylV0PSlp+jS3bt06pKam4ttvv8VXX33Fey0yMhK//vpr5Tv7/5R9fvz4sdrX//33X169ynB0dER0dDQUCgX++usvHD16FD/88AMmTJgAKysrDBkypNJtE+2gXKBdlAvUo1xQNvp6Bz1mY2OD3r17Y8eOHQgMDMTNmzeRlJQEAPDx8QEAxMfHl6st5anykncTMcZw9uzZCvXL3NwczZo1Q0pKCu7cuVOhZXVBKBQCUP9JuKLrqSya1iMAnDlzpkJ906RVq1YAoPZW7AcPHiA5ORkuLi5amV4xMDBAy5YtMWPGDGzbtg1A8Z1ZpGahXFA+lAsqj3KBZjTQ0jOnTp0CY4xXVlhYyJ32Vt7GO3LkSFhYWGD27Nm4ceOGSjs5OTncNQkAuOst/vjjD169yMhI/PPPPxXu54QJEyCXyzF+/HiV6xLy8vK4/lYFa2trAMWJp6SKrqeyaFqPW7du5U67v8nKygoCgUBt3zTp1asXJBIJoqKieH1mjOGLL75AUVHRW/2Mx40bN9R+QlaWlbxVnFQPygUVR7mgYigXlA9NHeqZ3r17w9LSEu3bt4eTkxMKCwtx7Ngx3Lx5E/379+cObjs7O2zbtg0DBgyAl5cXgoOD4e7ujvz8fNy7dw+nT5/Ge++9h9jYWADFUwJRUVHo168fBg4cCBsbG5w/fx5//vknQkNDERMTU6F+fvrppzh9+jR27twJV1dXhIWFwdLSEqmpqThy5AjWrVvH+64YXQoMDMTu3bvRr18/9OjRAyYmJvDy8sL7779f4fVUlg8//BDff/89Jk6ciLi4ODg5OeH69es4ceIE+vbti7179/Lqm5ubw9vbG7///js+/PBDuLq6wsDAAB9++KHKxcZKlpaW+OWXXzBkyBD4+Phg0KBBsLOzw/Hjx3HlyhW0a9cO06dPr/T6OnbsGKZPnw5fX1+4ubnBxsYGd+/exYEDB2BiYoIJEyZUum2iPZQLKo5yQcVQLiin6rzlkWjf6tWrWVhYGHNycmImJibMxsaGtWvXjq1Zs4YVFBSo1E9MTGQff/wxc3JyYsbGxszKyop5enqySZMmsYsXL/LqxsXFMV9fX2ZhYcGkUikLCQlhV65cYREREQwAi4uL49UFwCIiIjT2VaFQsLVr17L27dszsVjMzMzMmKurKxs3bhxLTU3l6pV2y/Xw4cMZAJaSklLmutF0e3RhYSGbMWMGc3R0ZIaGhmrrlHc9lXULNmOMXbt2jQUFBTErKytmYWHB/Pz82PHjx9Xens0YY7du3WIhISFMKpUygUDAW9ealmGMsd9//5316NGDSaVSZmxszNzc3NicOXPYq1evVOoCYH5+fmr76+TkxJycnLjnN2/eZOHh4axVq1bMxsaGiUQi5uLiwoYPH85u3LihMW5StSgXaEa5gHJBVRIwVuLcMiGEEEII0Qq6RosQQgghREdooEUIIYQQoiM00CKEEEII0REaaBFCCCGE6AgNtAghhBBCdIQGWoQQQgghOkIDLUIIIYQQHaGBFiGEEEKIjtBAixBCCCFER2igRQghhBCiIzTQIoQQQgjREcPq7kBNJZfLUVhYWN3dIIQQQkgNY2RkBKFQWK66NNAqgTGGf//9F5mZmdXdFUIIIYTUUFKpFPXq1YNAICi1Hg20SlAOsurUqQMzM7MyVyAhhBBC3h2MMeTk5ODJkycAAJlMVmp9Gmi9QS6Xc4MsGxub6u4OIYQQQmogU1NTAMCTJ09Qp06dUqcR6WL4NyivyTIzM6vmnhBCCCGkJlOOFcq6npsGWmrQdCEhhBBCSlPesQINtAghhBBCdIQGWoQQQgghOkIDLYKnT59i2rRpcHNzg4mJCSwtLeHn54d169ZBLpcDAKKjoyEQCLg/CwsLuLu7Y9SoUbh48aJKmyNGjODVV/717NmzqsOr1ebNmwdzc/NS67y5fkUiEerXr4/g4GCsW7euQt8FN2DAAEyfPv1tu6xzyn3x2bNnpdbbv38/Vq9eXan3OHXqFAQCAS5fvsyVCQQCLF68uFLtldS7d2/4+/tzz7/77jt069ZNK22/a6rzGBkxYgSaN29e5nKV3Xe0uc+VZfny5Th8+PBbLV9dl93cu3cPAoEAu3fv5vWnMvEoFAo0adIEW7Zs0Vr/6K7Dd1xSUhICAgIgl8sxdepUtGnTBvn5+Th58iSmTJkCW1tb9OrVi6sfGxsLiUSCnJwc3Lp1C+vXr0f79u2xYMECfPHFF7y2XVxcVHZWKyurKonrXTNx4kQMHToURUVFSE9PR2xsLMaNG4dffvkFx44dg4WFRanL//nnnzh48CDu3r1bRT3Wvf379+Py5csYP358hZdt3bo14uPj0bRpUx30TNWECROwcOFCxMXFISAgoEre811TncdIfHw8nJycKtv1KrF8+XL07NkTISEh1d2VCpPJZIiPj4ebmxtXVtl4DAwMMHPmTERERGDQoEEwNHz7YRINtN5xw4YNQ1FRES5fvgx7e3uuPDg4GJ999hmysrJ49du0aQNbW1sAQGBgIMaOHYvhw4dj1qxZ8PX1RceOHbm6pqamaN++fdUE8o5zdHTkreuBAwdi4MCBCA0NxdSpU/HLL7+UuvyKFSvQvXt31K9fX9ddrRUsLS2rdN+VSqXo168fVqxYQQMtHanOY4TyoG6JRCKtruNBgwZh4sSJOHToEHr37v3W7dHUoZ6Lj49HYGAgxGIxJBIJhg4dyn3J2pkzZ3Dx4kV8+eWXvEGWkqOjIzw9PUtt38DAACtWrIBIJKr0NA3RjeDgYPTr1w8bN27Ey5cvNdZ7/fo19uzZg/79+6u8Vtr+o5Seno6wsDCYmZnB3t4eCxcuxOTJk+Hs7MzV0TS9I5VKMW/ePO55TEwMunXrhjp16sDS0hI+Pj6IjY2tcOwjRozAhg0bcOPGDW7KaMSIEVxMYWFhqF+/PsRiMVq2bIlNmzbxllc3dahOTEwMfHx8YGpqCjs7O3z66ad4/fo1r05CQgL8/PxgYmKCRo0aYcOGDWrbGjBgAGJiYsqcEiXao41jBCjeX1q1agWxWIx27drhypUrvNdLTgEyxvDNN9+gXr16MDc3x4ABA3D8+HEIBAKcOnWKt6xCocC8efNQt25d2NraYuTIkSr7WFpaGj744APY2trC1NQUnTt3VunDgQMH0LZtW5ibm0MqlaJt27bc1JqzszPu37+PVatWccdLdHS0xvWRnZ2Njz76CBYWFrCzs8OMGTNQVFSkUi8zMxPjx4+HTCaDSCRCmzZtcPToUV4df39/9OzZE7t370aTJk1gbm6OwMBAJCcn8+pFRkaicePGMDExgZ2dHbp27YqUlBQAqlOHmuKZNm0aHB0doVAoeG3/9ttvEAgEuHnzJoDir20IDQ3VeKxWFA209Fh8fDz8/f0hkUiwY8cO/Pzzz7h06RI3FXj69GkAxcnmbVhbW6NNmzaIj49Xea2oqIj3V90K8hkK8hkYY1xZUVFxWVEhU1tXofivXP7/dQsLKl+3KgUFBaGgoAB//vmnxjrx8fF4/fo1fH19VcpL23+UevXqhUuXLmHNmjVYvXo19u3bx7tWoiJSUlLw/vvvY9OmTdizZw98fX0REhKi8s+nLHPmzEFISAhcXFwQHx+P+Ph4zJkzBwBw//59+Pr6Yu3atTh48CD69euHjz/+uMJJdffu3QgLC4Onpyf27duHhQsXYu/evfj444+5Onl5eQgKCsLjx4+xadMmREZGIjIyEpcuXVJpr0OHDpDL5RWOVdvyCzX/FRaVv27BW9StSm9zjADFvyYyadIkTJ8+HTt37kReXh769OlT6rVfP/74I+bNm4cRI0Zg7969aNSoEUaPHq227sqVK3Hnzh1s2LABc+fOxdatW/Htt99yr2dkZKBjx464du0afvzxR+zZswdisRiBgYHch6Lk5GT0798fHh4e2LdvH3bs2IGBAwciIyMDALBv3z7Uq1cP/fv3546X0NBQjf0fNWoU9u3bh8jISGzYsAE3b97E8uXLeXUKCgrQrVs3HDp0CN999x0OHDiAZs2aITQ0FH///Tev7rVr17Bo0SJERkYiOjoaSUlJ+OCDD7jXN27ciDlz5uDjjz9GbGws1q5di5YtWyI7O1tt/zTFM3r0aDx48ADHjh3j1VdeAtOsWTOu7L333sPJkydVBmWVQVOH5ZCTk4PExMRq7YO7u3uFv0h15syZaNu2Lfbu3ctdpOjp6YnmzZvj8OHDePjwIYDiM1dvy8HBQeUT1I0bN2BkZMQrO3PmDG96sapFfFJ8YM7+0QLmlsXr5MzhfBzdkw9vPyP0HfXfOv7fZ9koLABmLLaAlV1x3fgTBYjZmgevDkYYPO6/ugunvcTrlwyTvzNH3QbF3xB85Y9C7IvKRbPWhvgwXFxVIfI4ODgAKP5noMmlS5dgbm4OFxcXXnlZ+09ISAhiY2Nx+fJlnDhxAoGBgQCKP6E6ODjA2tq6wv397LPPuMcKhQIBAQG4ceMGfv75Z97F42Vp1KgR7OzscP/+fZUphcGDB3OPGWPo3Lkz0tLS8NNPP2H48OHlap8xhs8//xyDBg3C2rVruXKZTIaQkBDMmTMHHh4eiI6ORnp6OhITE+Hq6goAaNWqFZo0acI9V5JKpXB0dMSFCxc0njmpCp+t0vyapzMwqfd/z6f+pHmQ5GYPTB/w3/OZ64FXuerrOtUFvhpS0Z5qx9scIwDw4sULnD59Gh4eHgAAsViMgIAAXLhwQW2uk8vliIyMxMiRIxEZGQmgeLD37NkzrFu3TqW+TCbjrnUNDg7Gn3/+id27d3PLLl++HJmZmbh48SLq1KkDAOjSpQvc3NywePFiLFy4EFevXkVhYSFWrlzJXYvWvXt37j1atWoFkUiEunXrljkFd/PmTezduxdr167FqFGjuLZK7s9btmzBtWvXcP36dW4A0717d9y5cwfffvstdu7cydXNzMzE1atXYWdnBwB49eoVRo4cibS0NDRo0AAXL15EixYtMGvWLG6Zkh/43qQpHjs7O3Ts2BHr16/n4n/+/DkOHDiAlStX8trw8vJCdnY2EhISuG1bWTTQKofExES0adOmWvtw5coVtG7dutz1c3JycPbsWSxevJi7cxAA3Nzc4ODgwPtErY07RRhjKu00atQI27dv55W5u7u/9XuR8lOeuSttGz969Ii77k6pPPtPSEgILly4AIlEwg2yAEAikaBr166lniHQJC0tDbNnz8bx48fx6NEjrv+lHX9yuZx3hlIoFJYab0ZGBiIiIvDrr7/i4cOHXHwV+dmt27dv4/79+1i+fDnvTK2fnx8MDAxw+fJleHh44MKFC2jevDnvn1Djxo3h5eWltl1bW1s8evSo3P0gb6+yx4hS/fr1ef+IlYOKtLQ0tfXT0tLw6NEjhIWF8cp79eqldqBV8m7UZs2a8fLq0aNHERAQAGtra25fFAqF8PPz4/J8ixYtIBQKMXToUHzyySfo3LkzJBKJxnhLc+nSJTDG0KdPH65MKBSid+/eWLZsGa9fnp6ecHNz4x0j3bp1w+bNm3lttmzZkhtkKWMEwA20WrdujdWrV2Pq1Kno27cvfHx8VD7El9eYMWPwySef4MWLF7C2tsaWLVtgZGTE+wAGgNvejx49ooFWVXB3d1c5W1MdfaiIjIwMyOVyTJkyBVOmTFF5/cGDB9w1NKmpqWjcuPFb9S8tLQ316tXjlZmYmKBt27Zv1a62ff2zJQDAyPi/sk4hIvh2F8GgxET6VyuL6xq+cTx36GKMdv7GKJmTZyyxUKnbpqMRWnYwUqlblZTJvuS2eVNeXh5EIhGvrDz7D1CchN5MkEp169atcF8VCgXCwsKQlZWFb775Bo0bN4ZYLMbcuXORmpqqcbkuXbpw0+AAEBcXV+rZrxEjRuDcuXOYO3cuPDw8YGlpiTVr1mDHjh3l7qvyOqo3/9m86c31ozzL8Ka6desiN1f19I5IJFJbXpVWTtD8mkGJfXnpWM11S+73kaPKX7cqVfYYUZJKpbznxsbG3DLqKAfSJY8bdfuJpvbz8/O558+ePcP58+fVDjwaNWoEoPgD0qFDhzB//nz06dMHBgYGCA4OxsqVKys8o/Ho0SMYGRmp3EFe8ph/9uwZrl69qrZfJX8XsKx1OGLECLx8+RI///wzli1bBolEguHDhyMyMpL7zcHyGjBgAMLDw7F582ZMmjQJUVFR6N+/v8pdp8rtrY3jkQZa5WBmZlahs0k1gVQqhUAgwJdffqn2rglbW1suwRw5cuStBlrPnz/H5cuXq3W6o7yMRaoZ3dBQoPZIUFdXaCiA8C3rVqUjR45wF6FqYm1tjczMTF5ZefYfoHha4+nTpyqvP378mPfcxMRE5ZqVwsJCvHr1inuelJSEq1evYv/+/bxpgbIS3U8//cS7kLlJkyYa6+bl5eHQoUNYunQpJk6cyJVX9DoM5bToypUr4ePjo/K68s40mUym9sze48ePYWlpqVKemZn51p+e35aoAicKdFW3KlX2GKksmUwGACrHTcmbTMrL2toawcHBvOu2lN4cHAYHByM4OBjZ2dmIjY3FlClTMHLkSJw4caJC7yeTyVBYWIiMjAzeYKvkMW9tbY0WLVqoPUtXUQYGBggPD0d4eDgePnyI7du3Y+bMmbC1teWuvSwvU1NTDBs2DFFRUdy1bT/88INKPeX2rsiZbk1ooKWnxGIxOnTogISEBPzvf/9TW8fZ2Rnt2rXD/Pnz0bdvXy4BKD148ACZmZml3nmoUCgwefJkFBQUYMKEUj4KkyoXGxuLvXv3YsyYMRCLNV8j1qRJEzx9+hSvX7/m6pVn/wGAdu3aISsrCydPnuSmD7OysnD8+HHeNVoNGjRAQUEBkpOTuU/ZJ0+e5E1LKgdUyk+zQPGF62fPnuV9P466/qtjbGysclYhPz8fCoWC9x4vX77EgQMHNLavjru7Oxo0aIC7d++Wut+3a9cOGzduRFJSEvdhJikpCdevX0enTp14dRUKBVJTU7nrXojuvc0xUlkNGjRAvXr18Ouvv/I+UOzfv79S7XXt2hWbN29G06ZNy9U3S0tLDBw4EBcuXMC2bdu4cnXHizre3t4Aii84V+6rcrlcpf9du3bF4cOHUb9+fa1+bYy9vT2mTZuGrVu3IiEhQWO90uIZM2YMVq1ahSlTpsDV1VXlWASK72QEUGruKS8aaOmxRYsWITAwEIMGDcLgwYNhZWWFtLQ0HDt2DCNHjoS/vz+2bNkCf39/tG3blveFpadPn8aqVauwceNG3kDrypUrkEgkyM3N5b6w9MqVK1i4cCE6dOhQjdHqL7lcrvYuvnbt2nGn/VNTU3H+/HkUFRXh0aNHiI2NxcaNG+Hj41PmN0v7+vpCoVDg6tWrvIt3y7P/BAcHo3Xr1hg2bBi+//57SKVSLFiwQOVsTY8ePSAWizFmzBh88cUXSEtLw4oVK2BiYsLVUQ5eZs6cCblcjlevXiEiIkLtV4+UR9OmTbF+/Xps27YNrq6usLW1hbOzM7y9vREZGQk7OzsYGhoiMjISEomkQmcUBAIBli5diqFDh+L169cIDQ2FWCzG/fv3ERMTg/nz58PNzQ0jRozA//73P/Ts2ZM74zB37ly101S3bt3Cq1ev1CZ9UrrqOkYqQygUYtasWZg8eTLq1q2LgIAAxMXF4fjx4wCKz95UxNSpU7Flyxb4+fkhPDwcjo6OePr0KS5cuID69etjypQp+OmnnxAfH4/g4GDIZDKkpKRg8+bNCAoK4tpp2rQpTp48iWPHjsHKygoNGzZUezanWbNm6NOnDyZPnoy8vDw4Oztj9erVKCgo4NX76KOP8NNPP8Hf3x+ff/453NzcuIveCwoKsGDBgnLHOHbsWFhZWaF9+/awsrLC2bNncf369VK/jLi0eLy8vODt7Y3ff/9dYz8uX76Mpk2barw2r0IY4eTm5rKbN2+y3Nzc6u6K1ly6dImFhIQwiUTCTE1NmaurKxs3bhx78OABV+fx48ds6tSprFGjRszY2JhZWFiwzp07s/Xr17OioiLGGGNRUVEMAPcnFouZm5sbGzlyJLt48aLK+w4fPpx5eHhUWZz6KiIigrfe3/zbtGkTY4zxyoyMjFi9evVY9+7d2bp161hhYWG53sfT05N9+eWXKuXl2X8ePHjAQkNDmYmJCZPJZGz+/PksPDycOTk58dqKjY1lHh4ezMTEhLVv355dvXqVSSQSFhERwdW5ePEi8/b2ZiYmJszV1ZVt2LBBZV9S7otPnz4tNaasrCw2ePBgZmNjwwCw4cOHM8YYu3PnDgsMDGRmZmbMwcGBLVq0iEVERDCxWMwtGxcXxwCwS5cucWUA2KJFi3jvcfToUebn58fEYjETi8XMw8ODTZs2jWVmZnJ1/vnnH9apUydmbGzMGjZsyNavX8969erF/Pz8eG0tWbKEOTk5MYVCUWpchK86jxF1eS4jI4MBYFFRUVxZyX1HoVCwefPmsTp16jAzMzMWFhbGduzYwQCwa9euaVyOMcaWLVvGSv7rfvToEfv444+ZTCZjxsbGrEGDBqx///7s7NmzjDHGzp07x0JDQ7nXHR0dWXh4OMvOzubaUO6nFhYWKv0vKSMjgw0bNoyJxWJmY2PDpk6dyhYtWqTSr6ysLDZlyhTm6OjIjIyMmEwmYyEhIezQoUNcHT8/PxYaGspb7urVqwwAi4uLY4wxFh0dzXx9fZm1tTUzMTFhzZo1Yz/88ANXPyUlhQFgu3btKnc88+fPZ0KhkKWnp6uN0dPTk82ZM0fjOmCs/GMGAWNv3K7zjsvLy0NKSgoaNmzI+6RNiL778ccfsWLFCty5c0crd6FOnjwZ+/fv506/k7J5e3vj/fffx9y5c6u7K0QNbR8jJc2ZMwdLlizB8+fPK3yBN6k45Z2XBw8eVHntxo0b8PLywp07d9CwYUONbZR3zEBfWEoIwejRo5Gbm6s26RDd+/3335GcnIxJkyZVd1eIBto8RhISEjB79mzExMTg2LFjmD17NhYuXIhPPvmEBlk6dvnyZSxbtgxnzpxBeHi42jpLlizBRx99VOogqyLoGi1CCExNTREdHa3y25akamRnZ2Pjxo0qt7mTmkObx4iZmRni4+OxZs0avHz5Evb29pg+fTrv56iIbnh7e0MikWDOnDno2rWryusKhQKNGzfGRx99pLX3pKnDN9DUISGEEELKg6YOCSGEEEKqGQ201KCTfIQQQggpTXnHCjTQeoPypwJycnKquSeEEEIIqcmUY4WyfneRLoZ/g1AohFQq5b640MzMTCe38RJCCCGkdmKMIScnB0+ePIFUKlX57caS6GL4Ehhj+Pfff7X2u1aEEEII0T9SqRT16tUr84QMDbQ0kMvlKj+CSwghhBBiZGRU5pksJRpoEUIIIYToCF0MTwghhBCiIzTQIoQQQgjRERpoEUIIIYToCA20CCGEEEJ0hAZahBBCCCE6QgMtQgghhBAdoYEWIYQQQoiO/B92sHCkzwTXpAAAAABJRU5ErkJggg==", "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", "for i, sample_size_ in enumerate([sample_sizes[0], sample_sizes[-1]]):\n", " ys = np.random.choice(\n", " model_to_evaluation_to_ys[model][evaluation],\n", " size=sample_size_,\n", " replace=False,\n", " )\n", " \n", " axes[i].plot(\n", " ns_grid,\n", " nonparametric.EmpiricalDistribution(ys).quantile_tuning_curve(ns_grid),\n", " linewidth=1,\n", " linestyle='-',\n", " color='k',\n", " label='eCDF',\n", " )\n", "\n", " for band_ in ['ld_equal_tailed', 'ld_highest_density']:\n", " lower_cdf, _, upper_cdf =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys,\n", " confidence=confidence,\n", " a=y_min,\n", " b=y_max,\n", " method=band_,\n", " )\n", " \n", " axes[i].plot(\n", " ns_grid,\n", " upper_cdf.quantile_tuning_curve(ns_grid),\n", " label=bands[band_]['name'],\n", " **bands[band_]['style'],\n", " )\n", " axes[i].plot(\n", " ns_grid,\n", " lower_cdf.quantile_tuning_curve(ns_grid),\n", " **bands[band_]['style'],\n", " )\n", " axes[i].fill_between(\n", " ns_grid,\n", " upper_cdf.quantile_tuning_curve(ns_grid),\n", " lower_cdf.quantile_tuning_curve(ns_grid),\n", " alpha=0.075,\n", " **bands[band_]['style'],\n", " )\n", "\n", "# Format the plot.\n", "axes[0].set_ylabel('accuracy')\n", "\n", "for i, sample_size_ in enumerate([sample_sizes[0], sample_sizes[-1]]):\n", " axes[i].set_xlim(1, n // 4)\n", " axes[i].set_ylim(0.865, 0.915)\n", " axes[i].set_xlabel('search iterations')\n", " axes[i].set_title(f'n = {sample_size_}')\n", " axes[i].spines['right'].set_color('lightgrey')\n", " axes[i].spines['top'].set_color('lightgrey')\n", "\n", "fig.suptitle(\n", " f'Tuning Curve {100 * confidence:.0f}% Confidence Bands',\n", " x=0.56,\n", ")\n", "\n", "fig.tight_layout()\n", "\n", "axes[0].legend(\n", " loc='upper left',\n", " bbox_to_anchor=(-0.075, -0.25),\n", " ncol=3,\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The upper tuning curve confidence band becomes notably tighter, giving a non-trivial bound over a greater range with the highest probability density intervals than with the equal-tailed intervals. The lower tuning curve confidence band becomes a bit looser, but this change is small.\n", "\n", "This trend holds across the other sample sizes:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(\n", " nrows=1, \n", " ncols=4,\n", " sharex=True,\n", " sharey=True,\n", " figsize=(12, 3.5),\n", ")\n", "for i, sample_size_ in enumerate(sample_sizes):\n", " ys = np.random.choice(\n", " model_to_evaluation_to_ys[model][evaluation],\n", " size=sample_size_,\n", " replace=False,\n", " )\n", " \n", " axes[i].plot(\n", " ns_grid,\n", " nonparametric.EmpiricalDistribution(ys).quantile_tuning_curve(ns_grid),\n", " linewidth=1,\n", " linestyle='-',\n", " color='k',\n", " label='eCDF',\n", " )\n", "\n", " for band_ in ['ld_equal_tailed', 'ld_highest_density']:\n", " lower_cdf, _, upper_cdf =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys,\n", " confidence=confidence,\n", " a=y_min,\n", " b=y_max,\n", " method=band_,\n", " )\n", " \n", " axes[i].plot(\n", " ns_grid,\n", " upper_cdf.quantile_tuning_curve(ns_grid),\n", " label=bands[band_]['name'],\n", " **bands[band_]['style'],\n", " )\n", " axes[i].plot(\n", " ns_grid,\n", " lower_cdf.quantile_tuning_curve(ns_grid),\n", " **bands[band_]['style'],\n", " )\n", " axes[i].fill_between(\n", " ns_grid,\n", " upper_cdf.quantile_tuning_curve(ns_grid),\n", " lower_cdf.quantile_tuning_curve(ns_grid),\n", " alpha=0.075,\n", " **bands[band_]['style'],\n", " )\n", "\n", "# Format the plot.\n", "axes[0].set_ylabel('accuracy')\n", "\n", "for i, sample_size_ in enumerate(sample_sizes):\n", " axes[i].set_xlim(1, n // 4)\n", " axes[i].set_ylim(0.865, 0.915)\n", " axes[i].set_xlabel('search iterations')\n", " axes[i].set_title(f'n = {sample_size_}')\n", " axes[i].spines['right'].set_color('lightgrey')\n", " axes[i].spines['top'].set_color('lightgrey')\n", "\n", "fig.suptitle(\n", " f'Equal-tailed vs. Highest Density Tuning Curve {100 * confidence:.0f}% Confidence Bands'\n", ")\n", "\n", "fig.tight_layout()\n", "\n", "axes[1].legend(\n", " loc='upper left',\n", " bbox_to_anchor=(0., -0.25),\n", " ncol=3,\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and DeBERTa and DeBERTaV3 are again highly similar:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(\n", " nrows=2, \n", " ncols=4,\n", " sharex=True,\n", " sharey=True,\n", " figsize=(12, 6),\n", ")\n", "for i, model_ in enumerate(models):\n", " for j, sample_size_ in enumerate(sample_sizes):\n", " ys = np.random.choice(\n", " model_to_evaluation_to_ys[model_][evaluation],\n", " size=sample_size_,\n", " replace=False,\n", " )\n", "\n", " axes[i, j].plot(\n", " ns_grid,\n", " nonparametric.EmpiricalDistribution(ys).quantile_tuning_curve(ns_grid),\n", " linewidth=1,\n", " linestyle='-',\n", " color='k',\n", " label='eCDF',\n", " )\n", "\n", " for band_ in ['ld_equal_tailed', 'ld_highest_density']:\n", " lower_cdf, _, upper_cdf =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys,\n", " confidence=confidence,\n", " a=y_min,\n", " b=y_max,\n", " method=band_,\n", " )\n", "\n", " axes[i, j].plot(\n", " ns_grid,\n", " upper_cdf.quantile_tuning_curve(ns_grid),\n", " label=bands[band_]['name'],\n", " **bands[band_]['style'],\n", " )\n", " axes[i, j].plot(\n", " ns_grid,\n", " lower_cdf.quantile_tuning_curve(ns_grid),\n", " **bands[band_]['style'],\n", " )\n", " axes[i, j].fill_between(\n", " ns_grid,\n", " upper_cdf.quantile_tuning_curve(ns_grid),\n", " lower_cdf.quantile_tuning_curve(ns_grid),\n", " alpha=0.075,\n", " **bands[band_]['style'],\n", " )\n", "\n", "# Format the plot.\n", "for j, sample_size_ in enumerate(sample_sizes):\n", " axes[1, j].set_xlabel('search iterations')\n", " axes[0, j].set_title(f'n = {sample_size_}')\n", " \n", "for i, model_ in enumerate(models):\n", " axes[i, 0].set_ylabel('accuracy')\n", " axes[i, -1].yaxis.set_label_position('right')\n", " axes[i, -1].set_ylabel(models[model_]['name'], labelpad=18, rotation=270)\n", " \n", "for i in range(len(models)):\n", " for j in range(len(sample_sizes)):\n", " axes[i, j].set_xlim(1, n // 4)\n", " axes[i, j].set_ylim(0.865, 0.915)\n", " axes[i, j].spines['right'].set_color('lightgrey')\n", " axes[i, j].spines['top'].set_color('lightgrey')\n", "\n", "fig.suptitle(\n", " f'Equal-tailed vs. Highest Density Tuning Curve {100 * confidence:.0f}% Confidence Bands'\n", ")\n", "\n", "fig.tight_layout()\n", "\n", "axes[1, 1].legend(\n", " loc='upper left',\n", " bbox_to_anchor=(-0.025, -0.25),\n", " ncol=3,\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use the linear relationship between sample size and where the upper bound becomes trivial to quantify the data efficiency gained by using the highest density instead of the equal-tailed LD bands. Consider the slope for the two different methods:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LD (equal-tailed) : y = 0.136x + 0.360\n", "LD (highest density): y = 0.161x + 0.470\n" ] } ], "source": [ "# Fit lines to the sample size vs. trivial bound iteration relationship.\n", "for band_ in ['ld_equal_tailed', 'ld_highest_density']:\n", " trivial_bound_iterations = []\n", " for sample_size_ in sample_sizes:\n", " ys = np.random.choice(\n", " model_to_evaluation_to_ys[model][evaluation],\n", " size=sample_size_,\n", " replace=False,\n", " )\n", "\n", " lower_cdf, _, _ =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys,\n", " confidence=confidence,\n", " a=y_min,\n", " b=y_max,\n", " method=band_,\n", " )\n", "\n", " trivial_bound_iterations.append(\n", " ns_grid[np.argmax(lower_cdf.quantile_tuning_curve(ns_grid))]\n", " )\n", "\n", " # Fit a linear regression to the sample size/trivial bound iteration data.\n", " regression = stats.linregress(sample_sizes, trivial_bound_iterations)\n", " \n", " print(\n", " f'{bands[band_][\"name\"]: <20}: '\n", " f' y = {regression.slope:.3f}x + {regression.intercept:.3f}'\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the intercepts are about equal, we can approximate the data reduction by the ratio of the slopes, or about 85%. In other words, the highest density bands require about 15% less data to bound the tuning curve up to the same point as the equal-tailed bands at 80% confidence. Note that this relationship *doesn't* depend on the model or technique being tuned, because the width of the bands at each order statistic (and thus at the maximum) are fixed and independent of the data. The shape of the bands only depends on the data through the *location* of the order statistics. Therefore, the highest density bands will always require about 15% less data to achieve a nontrivial bound at the same point as the equal-tailed bands at 80% confidence. Other confidence levels show a similar relationship, though with different levels of data savings." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Issues with Expected Tuning Curves\n", "\n", "While our analysis focuses on *median* tuning curves, the basic approach also constructs conservative confidence bands for *mean* tuning curves. We emphasize the median because it has several advantages over the mean.\n", "\n", "As a summary of a distribution, the mean is most interpretable when averaging or summing over a large number of samples, in which case the central limit theorem and law of large numbers apply. Without taking any kind of sum, the mean can be difficult to interpret—especially if the distribution is skewed. In contrast, the median always has a simple interpretation: the result is equally often above and below it.\n", "\n", "The other issue with the mean is that it's difficult to bound in a nonparametric, distribution-free way. Without bounds on the random variable's support, a very small probability can be assigned to an arbitrarily large number. Thus, you'll never observe the number in a sample, but nonetheless the mean can be huge.\n", "\n", "Due to this problem and the fact that our confidence bands are distribution-free, they can only bound the mean tuning curve when given proper bounds on the test metric. Even with these bounds, however, the issue causes the mean tuning curve confidence bands to be conservative, rather than exact, and to converge slowly. Comparing the median and mean tuning curve confidence bands, we observe this effect:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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", "\n", "# Plot the confidence bands for various sample sizes.\n", "ys = np.random.choice(\n", " model_to_evaluation_to_ys[model][evaluation],\n", " size=n,\n", " replace=False,\n", ")\n", "for sample_size_ in sample_sizes:\n", " # Construct the confidence bands.\n", " lower_cdf, _, upper_cdf =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys[:sample_size_],\n", " confidence=confidence,\n", " a=y_min,\n", " b=y_max,\n", " method=band,\n", " )\n", "\n", " # Lighten the band color for the sample size.\n", " color = visualization.color_with_lightness(\n", " c=bands[band]['style']['color'],\n", " lightness=0.75 * (1 - sample_size_ / n) + 0.25,\n", " )\n", " \n", " # Plot the median tuning curve confidence bounds.\n", " axes[0].plot(\n", " ns_grid, \n", " lower_cdf.quantile_tuning_curve(ns_grid),\n", " label=f'n = {sample_size_}',\n", " **{**bands[band]['style'], 'color': color},\n", " )\n", " axes[0].plot(\n", " ns_grid,\n", " upper_cdf.quantile_tuning_curve(ns_grid),\n", " **{**bands[band]['style'], 'color': color},\n", " )\n", " # The fill color does not need to be modified because it has\n", " # transparency, so the fills stack on top of each other.\n", " axes[0].fill_between(\n", " ns_grid,\n", " upper_cdf.quantile_tuning_curve(ns_grid),\n", " lower_cdf.quantile_tuning_curve(ns_grid),\n", " alpha=0.15,\n", " color=bands[band]['style']['color'],\n", " )\n", "\n", " # Plot the average tuning curve confidence bounds.\n", " axes[1].plot(\n", " ns_grid, \n", " lower_cdf.average_tuning_curve(ns_grid),\n", " label=f'n = {sample_size_}',\n", " **{**bands[band]['style'], 'color': color},\n", " )\n", " axes[1].plot(\n", " ns_grid,\n", " upper_cdf.average_tuning_curve(ns_grid),\n", " **{**bands[band]['style'], 'color': color},\n", " )\n", " # The fill color does not need to be modified because it has\n", " # transparency, so the fills stack on top of each other.\n", " axes[1].fill_between(\n", " ns_grid,\n", " upper_cdf.average_tuning_curve(ns_grid),\n", " lower_cdf.average_tuning_curve(ns_grid),\n", " alpha=0.15,\n", " color=bands[band]['style']['color'],\n", " )\n", "\n", "# Construct our best estimate of the ground truth CDF.\n", "point_cdf = nonparametric.EmpiricalDistribution(\n", " model_to_evaluation_to_ys[model][evaluation],\n", " a=y_min,\n", " b=y_max,\n", ")\n", "# Plot our best estimate of the ground truth median tuning curve.\n", "axes[0].plot(\n", " ns_grid, \n", " point_cdf.quantile_tuning_curve(ns_grid),\n", " linewidth=1,\n", " linestyle='-',\n", " color='k',\n", ")\n", "# Plot our best estimate of the ground truth average tuning curve.\n", "axes[1].plot(\n", " ns_grid, \n", " point_cdf.average_tuning_curve(ns_grid),\n", " linewidth=1,\n", " linestyle='-',\n", " color='k',\n", ")\n", "\n", "# Format the plot.\n", "axes[0].set_ylabel('accuracy')\n", "\n", "for i, aggregate in enumerate(['median', 'expected']):\n", " axes[i].set_xlim(1, n // 4)\n", " axes[i].set_ylim(0.85, 0.95)\n", " axes[i].spines['right'].set_color('lightgrey')\n", " axes[i].spines['top'].set_color('lightgrey')\n", " axes[i].set_xlabel('search iterations')\n", " axes[i].set_title(f'{aggregate.capitalize()} Tuning Curve')\n", "\n", "fig.suptitle(\n", " f'{models[model][\"name\"]} on {evaluations[evaluation][\"name\"]}'\n", " f' {confidence * 100:.0f}% Confidence Bands',\n", " x=0.565,\n", ")\n", "\n", "fig.tight_layout()\n", "\n", "axes[0].legend(\n", " loc='upper left',\n", " bbox_to_anchor=(0.025, -0.25),\n", " ncol=len(sample_sizes),\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The median tuning curve confidence bands converge quickly where they provide a nontrivial bound, while the mean tuning curve confidence bands converge slowly across the entire curve. Thus, while the median tuning curve confidence bands enable useful comparisons on the initial part of the curve, the mean tuning curve confidence bands need large sample sizes before yielding useful conclusions." ] } ], "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": 4 }