{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Deep-TDA: Deep Targeted Discriminant Analysis\n", "Reference papers: \n", "- *Deep-TDA*: _Trizio and Parrinello, [JPCL](https://pubs.acs.org/doi/full/10.1021/acs.jpclett.1c02317) (2021)_ [[arXiv]](https://128.84.4.34/abs/2107.05444).\n", "- *TPI-Deep-TDA*: _Ray, Trizio and Parrinello, [JCP](https://pubs.aip.org/aip/jcp/article/158/20/204102/2891484) (2023)_ [[arXiv]](https://arxiv.org/abs/2303.01629).\n", "\n", "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/luigibonati/mlcolvar/blob/main/docs/notebooks/tutorials/cvs_DeepTDA.ipynb)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction\n", "\n", "The Deep Targeted Discriminant Analysis (DeepTDA) is a method for the supervised learning of discriminant-based collective variables (CVs) starting from information limited to the $N_s$ metastable states only.\n", "\n", "In DeepTDA a Neural Network (NN) is used to map a high-dimensional set of descriptors $\\mathbf{d}$, collected in the metastable states, into a low-dimensional CV space $\\mathbf{s}$. The NN is trained so that the data from each metastable state, when projected along the CV, are distributed according to a preassigned target in which the different states are well-defined. In the practice, this target is taken as a sum of $N_s$ Gaussians, one for each state in the system.\n", "\n", "
\n", "\n", "The extension to the multi-case scenario is straightforward with DeepTDA. In general, given $N_s$ states, on needs to define $(N_s -1)$ CVs to fully account for all the possible transitions between them. In DeepTDA these CVs are built imposing a target that is a linear superimposition of $N_s$ multivariate Gaussians with diagonal covariances.\n", "\n", "However, it often happens that the number of CVs can be reduced if the different states can only be visited in a precise order, i.e. in chemical reactions with stable intermidiates or with alternative and exclusive products from the same reagents. In this scenario DeepTDA allows to built one-dimensional CVs by simply imposing a target in which the ordering of the states is respected.\n", "\n", "**Optimization criterion**\n", "\n", "Each state $k$ thus contributes two terms for each dimension $\\rho$ of the CVs space $\\mathbf{s}$ to the loss function which has to be minimized during the training of the model. \n", "\n", "$$L^\\mu_{k,\\rho} = (\\mu_{k,\\rho} - \\mu^{tg}_{k,\\rho})^2 \\qquad L^\\sigma_{k,\\rho} = (\\sigma_{k,\\rho} - \\sigma^{tg}_{k,\\rho})^2$$\n", "\n", "The term $L^\\mu_{k,\\rho}$ enfroces the position of the center $\\mu$ of the distribution of data from state $k$ along the dimension $\\rho$ to match the target one $\\mu^tg$. The second term $L^\\sigma_{k,\\rho}$ does the same thing for the width of the distribution, defined as the standard deviation.\n", "\n", "The total loss function is obtained by summing over the $N_s$ states $k$ and the $N_d$ dimension $\\rho$ of the CVs space:\n", "\n", "$$ L_{TDA} = \\sum_\\rho^{N_d} \\sum_k^{N_s} [\\alpha L^\\mu_{k,\\rho} + \\beta L^\\sigma_{k,\\rho}] $$ \n", "\n", "Where $\\alpha$ and $\\beta$ hyperparameters are used to balance the center and width contributions to the loss to roughly the same magnitude in the first stage of the training.\n", "\n", "**Choice of the target**\n", "\n", "**_Fast most-of-the-times recipe_**:\n", "- `target_centers` : The Gaussians associated to different metastable states should be placed in a way such that the distance with respect to other Gaussians is at least around 10/20 au. *For example* $\\mu_A =-7, \\mu_B=7$ \n", "- `target_sigmas` : Widths of the order of 0.2/0.5 should be fine most of the time.\n", "\n", "**_Rationale behind_** :\n", "In order to get an effective DeepTDA CV the Gaussians associated to the different states must be:\n", "- **Not too close to each other** otherwise the there would not be enough space in between for the transition state (on which typically one has very limited information)\n", "- **Not too far each other** otherwise most of the CV space would require the NN to extrapolate rather than to interpolate from the provided data.\n", "- **Not too narrow**, besides being unphysical this would also lead to a very strong dependence on the atomic positions, which is better to be avoided in a biasing context as it would result in very strong forces\n", "- **Not too wide**, besides being unphysical this would also lead to a very weak dependence on the atomic positions, which is better to be avoided in a biasing context as it would result in very small forces\n", "\n", "## TPI-Deep-TDA\n", "\n", "A further improvement over Deep-TDA is its Transition Path Informed (TPI) version. This method allows to refine in a second moment a Deep-TDA CV by including in the training set also data from the Transition Path Ensemble (TPE) and treating them as a separate class (see the workflow below for a two state system). This in general both improves and speeds up the convergence of the simulations as it provides to the model also information between the metastable states.\n", "\n", "
\n", "\n", "In the practice, the TPE data are collected by trimming reactive trajectories which can be easily generated with the OPES-Flooding biasing scheme using a standard Deep-TDA CV. However, in principle, similar results could be achieved with different techniques (high T, metadynamics, Gambes..).\n", "The TPE is added to the Deep-TDA CV as a broader ($\\sigma_{TPE}$ = 1.0/2.0) state between the metastable ones, still ensuring a negligible overlap with them.\n", "\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/etrizio@iit.local/Bin/miniconda3/envs/mlcvs_test/lib/python3.10/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Colab setup\n", "import os\n", "\n", "if os.getenv(\"COLAB_RELEASE_TAG\"):\n", " import subprocess\n", " subprocess.run('wget https://raw.githubusercontent.com/luigibonati/mlcolvar/main/colab_setup.sh', shell=True)\n", " cmd = subprocess.run('bash colab_setup.sh TUTORIAL', shell=True, stdout=subprocess.PIPE)\n", " print(cmd.stdout.decode('utf-8'))\n", "\n", "# IMPORT PACKAGES\n", "import torch\n", "import lightning\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# IMPORT HELPER FUNCTIONS\n", "from mlcolvar.utils.plot import muller_brown_potential, plot_isolines_2D, plot_metrics\n", "\n", "# Set seed for reproducibility\n", "torch.manual_seed(42)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Two states case\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Load MD data\n", "We will use the two-state Muller-Brown potential as first example using `p.x` and `p.y` as descriptors.\n", "To easily create a dataset we can use the util `create_dataset_from_files` and from that we initilize the lightning `DictModule` for the training." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Class 0 dataframe shape: (2001, 13)\n", "Class 1 dataframe shape: (2001, 13)\n", "\n", " - Loaded dataframe (4002, 13): ['time', 'p.x', 'p.y', 'p.z', 'ene', 'pot.bias', 'pot.ene_bias', 'lwall.bias', 'lwall.force2', 'uwall.bias', 'uwall.force2', 'walker', 'labels']\n", " - Descriptors (4002, 2): ['p.x', 'p.y']\n" ] }, { "data": { "text/plain": [ "DictModule(dataset -> DictDataset( \"data\": [4002, 2], \"labels\": [4002] ),\n", "\t\t train_loader -> DictLoader(length=0.8, batch_size=0, shuffle=True),\n", "\t\t valid_loader -> DictLoader(length=0.2, batch_size=0, shuffle=True))" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from mlcolvar.utils.io import create_dataset_from_files\n", "from mlcolvar.data import DictModule\n", "\n", "n_states = 2\n", "filenames = [ f\"data/muller-brown/unbiased/state-{i}/COLVAR\" for i in range(n_states) ]\n", "\n", "# load dataset\n", "dataset, df = create_dataset_from_files(filenames,return_dataframe=True, filter_args={'regex':'p.x|p.y'})\n", "\n", "# create datamodule for trainere\n", "datamodule = DictModule(dataset,lengths=[0.8,0.2])\n", "datamodule" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We can use the `plot_isolines_2D` util to have a quick sketch of the Muller-Brown potential." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(figsize=(5,4),dpi=100)\n", "# ploy MB isolines\n", "plot_isolines_2D(muller_brown_potential,mode='contour',levels=np.linspace(0,24,12),ax=ax)\n", "# plot points colored according to labels\n", "df.plot.scatter('p.x','p.y',c='labels',s=1,cmap='fessa',ax=ax)\n", "# draw state labels\n", "for i in range(n_states):\n", " df_g = df.groupby('labels').mean()\n", " ax.text(x = df_g['p.x'].values[i]-0.075, \n", " y = df_g['p.y'].values[i]-0.075,\n", " s = str(i), size=20, color='white')\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Model" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We import the `DeepTDA` CV class and initialize it with the target parameters. Here as target we just use two Gaussian in one dimension." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from mlcolvar.cvs import DeepTDA\n", "\n", "# Parameters\n", "n_cvs = 1\n", "target_centers = [-7, 7]\n", "target_sigmas = [0.2, 0.2]\n", "nn_layers = [2,24,12,1]\n", "\n", "# Initialize DeepTDA model\n", "model = DeepTDA(n_states=n_states, n_cvs=1,target_centers=target_centers, target_sigmas=target_sigmas, layers=nn_layers)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We initialize the `lightining.Trainer` and `Fit` the model." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "GPU available: True (cuda), used: True\n", "TPU available: False, using: 0 TPU cores\n", "IPU available: False, using: 0 IPUs\n", "HPU available: False, using: 0 HPUs\n", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n", "\n", " | Name | Type | Params | In sizes | Out sizes\n", "-----------------------------------------------------------------\n", "0 | loss_fn | TDALoss | 0 | ? | ? \n", "1 | norm_in | Normalization | 0 | [2] | [2] \n", "2 | nn | FeedForward | 385 | [2] | [1] \n", "-----------------------------------------------------------------\n", "385 Trainable params\n", "0 Non-trainable params\n", "385 Total params\n", "0.002 Total estimated model params size (MB)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " " ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/etrizio@iit.local/Bin/miniconda3/envs/mlcvs_test/lib/python3.10/site-packages/lightning/pytorch/loops/fit_loop.py:280: PossibleUserWarning: The number of training batches (1) is smaller than the logging interval Trainer(log_every_n_steps=50). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.\n", " rank_zero_warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 399: 100%|██████████| 1/1 [00:00<00:00, 28.42it/s, v_num=88]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "`Trainer.fit` stopped: `max_epochs=400` reached.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 399: 100%|██████████| 1/1 [00:00<00:00, 27.02it/s, v_num=88]\n" ] } ], "source": [ "from lightning.pytorch.callbacks.early_stopping import EarlyStopping\n", "from mlcolvar.utils.trainer import MetricsCallback\n", "\n", "# define callbacks\n", "metrics = MetricsCallback()\n", "early_stopping = EarlyStopping(monitor=\"valid_loss\", mode='min', min_delta=1e-2, patience=20)\n", "\n", "# define trainer\n", "trainer = lightning.Trainer(callbacks=[metrics, early_stopping],\n", " max_epochs=400, logger=None, enable_checkpointing=False)\n", "\n", "# fit\n", "trainer.fit( model, datamodule )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Learning curve" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plot_metrics(metrics.metrics, \n", " keys=['train_loss_epoch','valid_loss'],\n", " #linestyles=['-.','-'], colors=['fessa1','fessa5'],\n", " yscale='linear')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Analysis of the CV" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The CV isolines should follow the underlying free energy landscape." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots( 1, 1, figsize=(5,4) )\n", "\n", "plot_isolines_2D(muller_brown_potential,levels=np.linspace(0,24,12),mode='contour',ax=ax)\n", "plot_isolines_2D(model, levels=15, ax=ax)\n", "ax.set_title('DeepTDA')\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The histogram of the training points along the CV should match the target distribution." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots( 1, 1, figsize=(5,4) )\n", "\n", "X = dataset[:]['data']\n", "Y = dataset[:]['labels']\n", "\n", "with torch.no_grad():\n", " s = model(torch.Tensor(X)).numpy()\n", "\n", "for i in range(n_states):\n", " s_red = s[torch.nonzero(Y==i, as_tuple=True)]\n", " ax.hist(s_red[:,0],bins=100, label=f'State {i}')\n", "\n", "ax.set_xlabel(f'CV {i}')\n", "ax.set_ylabel('Histogram')\n", "ax.set_title('DeepTDA')\n", "plt.legend()\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Multi-state case\n", "We first start from the general approch ($N_{d} = N_s - 1$), training a two-dimensional DeepTDA CV for a $N_s=3$ states system." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Load MD data\n", "We will use a modified three-state Muller-Brown potential as multi-state example using `p.x` and `p.y` as descriptors." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Class 0 dataframe shape: (2001, 13)\n", "Class 1 dataframe shape: (2001, 13)\n", "Class 2 dataframe shape: (2001, 13)\n", "\n", " - Loaded dataframe (6003, 13): ['time', 'p.x', 'p.y', 'p.z', 'ene', 'pot.bias', 'pot.ene_bias', 'lwall.bias', 'lwall.force2', 'uwall.bias', 'uwall.force2', 'walker', 'labels']\n", " - Descriptors (6003, 2): ['p.x', 'p.y']\n" ] }, { "data": { "text/plain": [ "DictModule(dataset -> DictDataset( \"data\": [6003, 2], \"labels\": [6003] ),\n", "\t\t train_loader -> DictLoader(length=0.8, batch_size=0, shuffle=True),\n", "\t\t valid_loader -> DictLoader(length=0.2, batch_size=0, shuffle=True))" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n_states = 3\n", "filenames = [ f\"data/muller-brown-3states/unbiased/state-{i}/COLVAR\" for i in range(n_states) ]\n", "\n", "# load dataset\n", "dataset, df = create_dataset_from_files(filenames,return_dataframe=True, filter_args={'regex':'p.x|p.y'})\n", "\n", "# create datamodule for trainere\n", "datamodule = DictModule(dataset,lengths=[0.8,0.2])\n", "datamodule" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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abGxsLJmZmWi1WsrLyzl8+LCIEjMyMujUqRMGg4Gamhq2b99OdXW1+JkJCQl07dqVnJycKME7EUrNNi4uji5durBx40YOHjzIrl27aGxsZNSoUWg0GtLT06moqMDhcHD48GG6deuG1WqlpqYGp9NJMBjEYDDgdDrx+/1iKbhisqGu7lM5WSTp1L2RVb1tH1VwVX4wtEwht5yrDQQCNDY2ilEdi8VCXFwckiTR2NhIZWWl6ORNT08nPj4ep9PJ3r17RfrYarVSWFgoBG7Lli0cP34cCEe8eXl5FBYWkpSUJO70Q6GQcKGqr6/H4/Gg1WrRarWYzWZyc3NFp7OCXq9nyJAhZGVlsXr1aioqKtixYwe9evVCkiS6du3K5s2bqayspHPnzhiNRgwGAz6fD6fTKaL1QCAgrknZSKQKrsrJEk4pn2oN93s6mR8AquCq/CBomUKObIwC8Hg8NDY2ipRqfHw8JpOJYDBIZWWl6EC2WCxkZWWh0+k4evQoR44cQZZldDod+fn5ZGRk0NzczMqVK4XlqEajoUuXLhQXFwuhczgcHDp0iMOHD1NaWvqdm4ESEhLIz89n0KBBWK1W8XhOTg5Dhgxh9erV7Ny5k86dO4tZ3piYGJxOJ/X19aSnp2OxWPD5fLjdbnEjofhDK6/Dybi7qaiofD+ogqtywRM5W9uyMaplClmv14ttO263m2PHjon0c0pKCikpKbjdbrZv3y6i2qSkJAoLC9FqtWzdupXdu3cTCoWQJIkuXbrQs2dPLBYLfr+fXbt2sX37dkpLS6POUafTkZCQQGJiIhaLRUSbjY2NlJeX09DQwMaNG9mxYwejRo2id+/eQiTz8vI4ePAgVVVVbNiwgdGjRyNJEklJSTidTurq6khPTxed0cqcsFarFVuHIkeTVFROmtPoUkbtUm4XVXBVLlha+iBHLm0HhKApYhyZQm5oaKCyshJZltHr9WRlZWGxWKiqqmL//v2EQiF0Oh0FBQWkpqZSVVXFN998Q3NzMxCu4fbt25eEhATcbjerVq1i06ZNUfaNmZmZ5Ofn07lzZ9LS0tqdgfV6vZSWlrJ27VqqqqpYsGABZWVlTJw4USxPGDhwIJ999hkVFRVUVVWRkZFBUlISR48epaGhAVmWheAq16t0KgeDwagbEBWVk0XtUu5YVMFVuSBpaWTRsgvZ7/fT0NAgvq7Mp4ZCISorK2loaADCjVFZWVkA7Nq1S9Rj4+Pj6d69OxqNhjVr1nD48GEgLNoDBgwgJycHl8vFsmXL2Lx5sxD9uLg4SkpK6NmzJzab7aSuxWg0UlhYSNeuXdm0aRPLli1j9+7dWCwWxo4dK75vly5d2L9/P4cOHSIjIwOr1SpWBnq9XrERyO/3iw5rQETjyuumonKyqHO4HYsquCoXHC3rtco6OoXIeq1WqxXLBPx+P2VlZWK2NjU1leTkZJqbm9m1axdutxtJkujcuTM5OTlUVVWxZs0a8XhhYaFI9a5bt441a9aIdHRqaipDhw6loKCgVSSrmE5AOOWteCe3RKPRMGDAAGw2G3PmzGHjxo0UFhaSk5MDQKdOndi/fz8VFRWiEcpsNovNQ5GNV2rdVqUjUAW3Y1EFV+WCIhgMirRtW/VaxToRwkKsWCu6XC7KysoIBAJi405sbCyVlZUihWw0GkXj04YNG9i3bx8Q7kweOnQoycnJ7Nu3j6VLl2K324Gw0I4YMYL8/PyoNXy7d+/myJEjHDt2jPLy8qgxJYvFQlFREb1796awsLDVrtqCggJ69erFtm3b+PLLL/nZz36GJEkkJyeLTuT6+nqSk5OxWCxCcBMTE6NsHCMFV52NVDkd1JRyx6IKrsoFg9/vF8LVsl4ryzJ2u13M0EbWa5uamigvL0eWZYxGI7m5ueh0Ovbt20dFRQUAiYmJ9OjRA7fbzVdffSVSzoWFhfTt2xeXy8Xs2bM5ePAgEBbhkSNHUlRUhCRJ+Hw+tm7dypYtW9i7d+8JXZ1cLhcbNmxgw4YNWCwWbrrpJnr06BF1zJgxY9i7dy8NDQ0cPXqUvLw8NBoNSUlJVFZW0tjYSHJyMkajUbw2yusSCoVaRbVqlKuicu5RBVflvKdlc5RWq8VoNEbNuUY2R0W6RtXU1Ii6rNVqJSsri2AwyNatW8UoUKdOncjLy+Pw4cOsX7+eQCCA0Whk2LBhZGRksGnTJlasWIHf70ej0TB48GCGDBmCXq+nsbGR1atXs2bNGtEJDZCWlka3bt3IyckhOzsbm80mxnQqKirYtm0b27Zto7Gxkddff53LL7+cUaNGiWsyGo10796drVu3snPnTvLy8oBwzRkQzVuRNpVtvW6gOv+onD5nI6W8YsUK/v73v7Nx40YqKyuZM2cOV155ZbvH33bbbfz73/9u9XhRURE7d+4EYPr06dx+++2tjnG73aK58FygCq7KeU3L5qiW87XBYJD6+nphdpGQkIDJZCIUCkVt+ElKSiItLQ2n08n27dvxer1otVp69OhBQkIC33zzDQcOHADCYjl8+HD8fj8fffSRGPHJzs5m/PjxJCcnY7fbmTdvHmvWrIlabDBo0CD69OlDenp6u9fUpUsXunTpwpQpU/j4449Zt24d8+bNw+VyMXHiRHFcSUkJW7duZe/evVxyySUYDAYxo6ukzU8kuCoqZ8rZSCk7nU569+7N7bffztVXX/2dxz/33HM8+eST4vNAIEDv3r259tpro46Li4tj7969UY+dS7EFVXBVzmOUheyKoEVaNEL4D62+vl7MmSYkJGAwGAgGg5SVlYmIMyMjg8TEROrq6ti1axfBYBCz2UxJSQmSJLFo0SJqa2sB6NmzJyUlJezdu5cFCxbg9XrR6XSMHj2avn374vV6+eKLL1i2bJlIb3fp0oWRI0dSXFx8Si5OOp2O66+/nvT0dObNm8eiRYvo0aMHnTt3BsJjRYq5RW1tLZmZmeINI7ImrLxWgHitJEmK+rca7aqcDmfipaz0OSgYjUZRAolkwoQJTJgw4aS/v81mi5oAmDt3Lg0NDa0iWkmSTnjjey5QBVflvKRlJ7LJZIoSM5/PR0NDg7AqVJYC+P1+jh49isfjQaPRkJ2djdVqpby8nP379wPhP9iSkhIaGxtZsWIFHo8Hg8EgNvMsWLCAbdu2AWGxnjRpEgkJCWzdupW5c+eKqDkvL48pU6bQpUuX075OSZIYPXo0FRUVrF+/niVLlnDnnXeKryUnJwtzi8zMzKhRn8j/arVa4ZWsfK78W6PRqIKrclqcSUpZ6a5XeOSRR3j00Uc76tQEb775Jpdccokouyg0NzeTl5dHMBikT58+/OUvf6Fv374d/vNPBVVwVc47gsEgXq9XdNeaTKaoMRqv1yvMHvR6PQkJCWi1WmEg4ff70Wq15OXlYTKZOHjwIGVlZcC3tVXFaCIUChEfH8/IkSPx+XzMmDFD1HyHDh3K8OHDaWho4PXXX2f37t1AuMFqypQpUW5QgBD1gwcPcujQIfx+PwaDAaPRSF5eHpMmTSIpKanNa77kkktYv349O3fupLa2luTkZPGzSktLqa+vB2gluEoqWfFKVlAFV6UjOJOUcllZGXFxceLxtqLbM6WyspIvvviC9957L+rx7t27M336dHr27Indbue5555j+PDhbN26lYKCgg4/j5NFFVyV84rIsZ+WncgQnrFVOogjx37cbjelpaViU05eXh46nY7du3eLdXrKfO327dvZsWMHEK7LDhs2jCNHjvDZZ5/h8/mwWCxMnjyZvLw81q1bx9y5c0XNd+zYsYwdO1aM8tTX17N69eoob+W22LlzJwsWLGDs2LFcccUVJCYmRn09NTWVrl27cuDAAfbu3SsEV3nDUpqkWnYbK7VrxVUKEO5UbUW7KipnC2Xz1ffJ9OnTiY+Pb9VkNWTIEIYMGSI+Hz58OP369eOFF17g+eef/17P6USogqty3hDpiazRaDCZTFERmcvlEulck8lEfHw8kiThcrnEDlqTySRSS9u3bxfi3L17d1JSUlizZg1HjhwBELOwa9asYfXq1UBYgC+//HJCoRBvvPEGu3btAiA/P5/rr79eLIM/cuQIc+fOZd26dVE7dwsKCujatStdunQhJiZGbO9ZunQpu3fv5quvvmLRoiXccfe9jB01KOr6O3XqxIEDBzh27Jh4rGVEqtRulWhBeb2UJfMQbixTlhZAWHAjI2EVlZPlfDa+kGWZt956i5tvvrnVLHtLNBoNAwcOFGWlc4UquCrnBZEzti3HfiDcyag0YZjNZjFm09zczNGjR5FlGYvFQm5uLqFQiG3btuFwONBoNBQXF2O1Wlm6dCnV1dVIksTgwYPJyclh3rx54o+wf//+jB49mgMHDjBjxgyam5vRarVMmjRJ7KI9fPgwH330EZs3bxbn1q1bN0aMGMGQIUPE2E5LRo4cyc6dO/m/x58hGGzmXy+/wOD+/4o6Pjs7G6BNwVVEXRFY5Q1GyQYYjUbx+un1+qj0sppSVjldzmfji+XLl3PgwAHR83AiZFlmy5Yt9OzZ8yycWfuogqtyzokU25aeyBAttpGGFg6Hg7KyMmRZJjY2lpycHPx+P1u3bsXlcqHT6ejVqxc6nY6FCxfS2NiITqdj5MiRxMbG8v7771NdXY1Wq2X8+PEUFxezYMECFixYgCzLZGRkcPPNN5ORkYHD4eDDDz9k8eLForY8dOhQrrjiilbNGu1RXFxMTvdRHNj6JSadnyVLlnD55ZeLrysdlUrHNBBlCQnfCqzJZBIjU8rnjY2NQFiMI1PN8K1gqxGuyqkgSdIp36Sd6vHNzc1iJA/g8OHDbNmyhcTERHJzc3nooYcoLy/nnXfeiXrem2++yeDBgykpKWn1PR977DGGDBlCQUEBdrud559/ni1btvDSSy+d0rl1NKrgqpxTvktsm5ubxcxpTEyMMOy32+2iEcpqtZKdnY3X62Xr1q2i67h3796EQiEWLlxIc3MzJpOJMWPGEAgEmDFjBg6HA4vFwlVXXUV8fDyvvfaamNsbMmQIV111FXq9nqVLl/Kf//xH1FFrXWZ+8pOf8LOfXnrK1/u3h2/kvQ9j+OyTj1i8eDGTJ08WIqj4QUdGp8pokxIJK69FbGwsbrdbeCqbTKYoMY4UXLV+q3K6nI2U8oYNGxgzZoz4/P777wfg1ltvZfr06VRWVrbqj2hqamLWrFk899xzbX7PxsZG7r77bqqqqrDZbPTt25cVK1YwaNCgNo8/W6iCq3JOaOke1dLQAqLFNjY2ltjYWGHVqKRd4+LiyM7Oxu12s3XrVrxeLyaTid69e+PxeFiyZAkej4fY2FjGjh1LbW0tc+bMwe/3k5iYyDXXXIPb7eaZZ56hrq4Og8HANddcw8CBA6mrq+O1115j69atAGRmZrFoqw+710hNg4/TQavVcO3UiSxZOJ/q6mp27twp0lxtmVgoIh+52B7CNxmKGFssFiA6+lX+rdPpoqJbNaWsciqcjZTy6NGjT2g9On369FaP2Ww2YePaFs888wzPPPPMqZ3IWUAVXJWzTlti27LpoaXYKg5LkWIbHx9PZmYmbrebLVu2iA7j3r1743A4WLp0KT6fj4SEBMaMGUNpaSmffvopoVCInJwcrrrqKlGv9Xq9JCYmcuedd5KZmcnKlSt5++23cblc6PV6rrvuOiZOnMii1bvZub+cO68bCYRrquXl5WzbsZcX3ppPQmIybz7zADZb+92ZJpOJoUOHsmTJkjbrSrIsi7S1kkq3Wq0Eg0HxmsTFxYnu65iYGPx+v1jDZzAYxHF6vT5qPEhFReXcoQquylmlpdi2XK0Hpya2LpeLrVu34vP5iImJoXfv3jQ2NrJ06VICgQDJycmMGTOGnTt3snDhQiDc5DRp0iRWr17NvHnzkGWZrl27cuutt6LT6Xj55ZdZsWIFEHaR+tWvfiV25l46soRhffNYsWIJixYtYsOGDVERqbsGJk5cQo8e3bniiiuZPHlSm1Gl8v2ULmqIThcr7lBKPTc5OVnMHhuNRiwWixDjuLg4cbevOFEpKWVlLSGogqty6pzPXcoXIqrgqpw1zkRs7Xb7SYltfX09y5YtIxgMkpaWxsiRI9mwYQOrVq0CoG/fvowZM4b58+cLUR06dChXX301FRUVPPPMM1RUVCBJEtdccw1XXnmlSPVWV1czffp0Pv/8c3ENEI4wzbHxlFW70ONCJ3vZtWsXu3bt4tnX5/Hl7FfQ66ItHxMSEoBowY0UUAjXoRQTj4SEBNFNrZhnRB6vvGYWiyVqyUOkIYYquCqniiSdRkpZ1dt2UQVX5axwMmIbucs2UmyVbmQI126UNPKJxDYjI4MRI0bw9ddfs27dOgCGDRvGoEGDePfdd4V14+TJk7n44ov55ptvePnll/F6vSQkJHDvvfdSVFQEhM0t3nnnHVH7hbCJxiWXXMLYsWPJyclBkiTWbj6IXqclK8XEbx96ktK93+Cu3cn6DVsYNqR/1LW2XEIAiC5jRXCrq6uBcHSr0WiEA1ZSUhJOp1N4SMfExIhjzWZz1HhQZG1MFVyVU0WNcDsWVXBVzgrfJbYul0tEbDExMVFr6BSxjYuLIysrC4/H00psGxoahNhmZmYyYsQIli9fzsaNG4HwftmePXvy+uuvc+DAAbRaLTfeeCO9e/fm448/ZtasWUB4ecE999yDzWYjGAwyb948Xn31VSGMfsmGHFvA1JtvYdTgbiQnWMU16PVaqmqa6Fucy9/++mduueNX+BxlzJw5s5Xgut1u4NuGJ0Ds5lXGg5SIPisrC1mWqaqqAsL2lIrVY3x8vLDCVF47xRzEYDBE1W/VhimVU0UV3I5FFVyV7x2fz3dCsXW73UIkLBaLGP1xuVzC1EIZ/VEWvXu9XtEg1dDQwNKlS6PEdunSpcKcYty4cRQUFPDyyy9TVlaG0WjkZz/7Gbm5uTz33HMiAp44cSI33ngjWq2WvXv38tRTTwn/5MLCQvJLRvDWnF3glPjdXz8gNzORFR89DMDR8jqu+eVLyLLM8P4FvPbEbVS4EkimjHVrV3H8+HFSUlLENUc2QymUl5cD39Z3FcHNzs6moaFBbC5KTk4W1pSJiYmiW1lZ8KBEuMrmJFCjW5XTRPPfj1N9jkqbqC+NyvdKW6M/kXi9XpFKNZvNwtTC4/FQWlqKLMvExMSQnZ0tTC08Ho8Y/bHb7a3SyJFiO2HCBPLz83nxxRcpKysjJiaGadOmkZaWxmOP/R/r1q0jJMOEyddwyy23oNFo+OCDD7jrrrvYvXs3RpOZu+7+FW+++Sa//eWNdO2cJs69wf7tWIJGK4na1eqN+/lsyVYuGT0MH3Egh1iyZEnUdSs3GEr6OBgMighXSZkrXcjZ2dlUVlYCYc9lWZbFa5aQkCBGh2JjY4XYajQadDpdlL2jiorKuUUVXJXvjUhTi7ZGf5QVexCOzhS7RmXrTygUamXX6HK5MBqN9OnTR3gUBwIB0tLSRBpZEduJEyeSk5PDSy+9RHV1NTabjXvvvRej0cgjjzzCwYMHCIQkdh9Poc4TS2NjI7///e95/vnnw98zu5BSbzEvzzmILIM1xsT/e+BqtNqwsjqaPVRUh8//WGU9l1xUjEGvxWjQ8eGn61j5zT5GXTQQiG6OAsRS+8hoVhlrSktL49ChQwCkpKQQGxsblV6ur69HlmVMJhNmszlKcCO9leFbhylVcFVOC0k+vQ+VNlFTyirfC4FAIEpsW0a2fr9fCIfRaBSLCPx+P6WlpQQCAUwmE7m5uciyzPbt22lubkav19OrVy+8Xi9LlizB5/ORkpLCqFGjWLVqlajZXnbZZWRlZfHiiy9SV1dHYmIiv/rVr3A6nTz++OM0NjaSlJREfO4QbPV+zFo3N950Mw31dWi0OjILhiJZ8ghVHMLl8qK8hQzqnU8o9O0byqeLt1JaUct/5q4Vj/1x2mT+30ufArBk7THMfFuzVVAWKHTq1AlAdCB36dIFjUYjBLdLly643W4xHpSdnS2em5KSgtvtJhgMotVqsVgs4jij0RiVTlbrtyqnhfTfj1N9jkqbqBGuSocTufVHp9O1cpAKBAJCbJV9tpIkEQwGxT5bZcWeRqNh9+7dNDU1odVq6dWrFwBLliwRZhWjR49m3bp1rF+/HoDx48eTk5MjxDYpKYlp06bR2NjIY489RmNjI7m5ufzlL3/h//3PzXRO9vHO6/+gob4OW0IyVaFivtkXZN2WQ0gS+ANBnvrXZyJaHNCzs7iWf7zxJe9FiC38dz3ef//tD4afozg/QbgRTEkXK4KrWEp27dqVYDAYJbhKdJuUlITRaKSurg4Idy+3NMZQ5m9bCq6KymmhkU/vQ6VN1L9ElQ4lsmNWq9W28kYOhULU19cTCoXQ6XQkJiaK3a1Hjx4VjUF5eXlotVr27dtHbW0tkiTRs2dP9Ho9S5YsweVyERcXx5gxY9i6dStff/01AGPHjqVz5868/PLL1NfXk5yczLRp06iuruavf/0rTqeTgoIC/vd//5f4+HheeeUVPp/zDhIhPMQz9eZ7CWpixPnKMnh9fl57Zw7/ePYlJl11I2sXvE2oaQ9y0IPXF0AGNBoJa6yJP907hZ9MGUzSf7uXU2zhNLpWZ2LWFxtwurxRu3hjY2NxOBwcPHgQCK8MPHLkCF6vl5iYGDIyMkREm5OTQ319vdj5a7VaowRXEXXlNVfrtypnjHSaHyptoqaUVTqMUCgk3vTbWrGniK0yP5qYmChWx5WXl+NyudBoNOTm5mIwGDhy5IhoFioqKiImJobFixdjt9uxWCxcfPHF7Nu3j6VLlwJw0UUXUVhYyIsvvkhtbS2JiYlMmzaNY8eO8dRTT+Hz+SgqKuLBBx9Eo9Hw2GOPCfcpB1k4pFye/NdCZDk8vF/UJZW68h0c278WAi6e/cdCcS2ypwoatiFZMtEk9CGkj+XyS/rws+tHATDntXt47u2FHNv5JUcbYeaCXRyfV87Xmw7QPTU8YqRYOm7fvh1ZlsnOziY5OZm1a8MRc/fu3aOapzp16sThw4eB8GiQ2+0mEAig0WiIjY0Vo0LKJiG1fqtyxpxOTVat4baLGuGqdAiRYqvRaFqJrdJZ6/f7kSSJxMREIQRVVVXY7XYkSSInJwez2UxlZaWI7AoKCkhKSmLlypXU1dVhNBq5+OKLqaio4KuvvgJg4MCB9O7dm1deeYWamhri4+OZNm0a5eXlQmx79+7NH/7wB4LBIL/73e9YuHAhGo2WBx/8A/FZfUGSCAZDyHKIYMMuti55hWO7l0DAhcFoxmTLQbIVoUnoC4ZEIITsOkawNiyQMz9dL673o0/X8/HnGzh8OHwNkj48V6yREMsQFMHdsmULAH369MHn84l6bo8ePcRrkJqaisFgEOnk1NTUqE5nxVgEorcFabVatX6ronKeoEa4KmeMLMt4PB5huG8ymVqJrd1uF6nmxMRE0URVV1cnIrOsrCwRqSk1zdzcXDIzM1m7di2VlZVotVpGjx6Nw+Fg/vz5yLJMz549GTp0KK+++ioVFRVYrVZ+9atfUVNTI8S2T58+/O53v8PhcPDb3/6W/fv3E0JDndyNlOweXDZK4vUPliN765Dr1xPyNoZPXheLxtadYEwnQhodSqyosXUj5K4iVL0MvHXIoQCjhxbR0OQkwRZDt/x0tLIHLT60Wi3vvvwgew7VkJ9p4rFH52IwGCgqKqK+vl7sAu3bty+7d+/G7/eTkJBAenq6qEvn5+dTU1ODLMtYLBYsFouo7dpsNnGzo9fro2Zx1ehW5YxQI9wORY1wVc6I7xJbCFs2Kub68fHxYjzIbrcL96TU1FRsNhvNzc3s3LkTCKdNO3fuzPbt2zl06BCSJHHRRRcBMHv2bAKBAF26dOGSSy7hnXfe4ciRI5jNZn7xi1/Q2NjIk08+idfrpVevXtx///00NjYybdo09u/fj9kSS51UgleKx+318cGnawnWbyFYuYiQtxGDyYImeTDarIlorF2RNK3vTSVTGmhMgIzkb2TByl3c+rvXAZg8tg+P/DJ8rsXFxXTplMGki3uzZfMmICyuJpOJ9evXI8syBQUFJCYmiui3d+/e1NTUiM7svLw8kV7PzMykublZ1MFjYmJEF7TZbCYUCgmHKVVwVc4IzWl+qLSJ+tKonDayLOP1esWbu8lkatUR63a7o3a4ms1m8bgSoSUkJJCcnIzX62Xbtm0Eg0Hi4+Pp1q0bhw4dYvv27UA4bWyz2Zg5cyYej4fMzEwmT57Mhx9+yO7du9Hr9dx11134/X6efPJJPB4PJSUlPPDAAzQ0NDBt2jRKS0uJibVxxF2AzpTAH345kYefmEHD/s+R7XsAGU1sHsbcyWitnZFO4Nz+wN0T6N+/LwAhbzhKtzu+Hf85sG8XAP37h20dQ6EQa9asAcIL7kOhEN988424turqaqqqqtBoNJSUlIjUcqdOnXC73TQ3NyNJEmlpacL4QrF2jEwnR3Ynqx3KKmeEOofboagpZZXTxu/3izf3tsTW5/MJYbBYLMIf2e/3C8vG2NhYMjIyCIVCbN++XZg/FBcXU1NTI2wXi4uLycvL47333sPhcJCYmMjVV1/NggUL2LhxIxqNhttuuw2z2cyjjz6K0+mksLCQBx54gPr6eu655x4qKirIyMggp2QC+xfvwe3188Qz7xA8vhqCbpB0aJIHo4nJwX0S++VfmL6QNE04TZ6XmUh8djbP/vkGZsz9mvp6u+icHjx4MAA7duygpqYGs9lM37592bt3L/X19ZhMJnr16iXcqAoLC5FlWXhIFxQUCNvHlJQUZFkWZhcJCQkie2A0GqPSyTqd+uetcoaoc7gdivoXqXJaRFo2Km/0kQSDQeGuZDQaoywMjx49SiAQwGg0kp2dDcDu3btF+rRnz5643W5WrlyJLMvk5eXRs2dP5syZQ01NDRaLhWuuuYaNGzcKkbr++uvJyMjgkUceEXO2//M//0NzczP33XcfFRUVZGVl8cILL/DKB+EoM9RcSqh2HRACfRza1IuQ9O0vjm+Jzx/kcGVYFKvqvaz88jes23KQPz09G6NcT5LsIiUlhZKSEgAWLFgAwMiRIzGZTKxcuRIIC3IwGGTXrm8j4n379iHLMqmpqVHbgLKyssTrGhMTg16vF5+r6WSVDkc6jblaNcJtFzXfpHLKtHSRahlJtZy1VVyklPEfj8eDVqslNzcXrVbLoUOHxKxtSUkJGo2GZcuW4fP5SE5OZsiQISxdupRDhw6h0+mYOnUqx44dY/bs2UDYwrGkpIQnn3ySmpoa0tLSePjhh/H7/fz617/m2LFjZGZm8tJLLyFrTEz/eDWhpj2EatcAITQx2Wgzxp2S2AqC4eiyU174xiEzNR6TUY+FcDfxmDFjxGo9xQVr/Pjx1NTUsHv3biRJYvjw4WzdulXs8E1NTRWNVN27d6eyslJkA2JjY4XAJiYm4vP5CIVCon6uppNVVM5f1L9IlVMiFAq1cpGKRJZlmpqaxHyoMmsLcPz4cRwOB5IkiVnb6upqkTrt3r07VquVVatW4XA4iImJYdSoUWzfvp1Nm8LNRpMnTyYYDPLuu+8iyzJDhgxh9OjRPPPMM5SWlmKz2Xj44YfR6/Xcf//9HD58GGtcPI889jjJycms23wQXfN2Qg1bAJCshUjJw5E00ddxMshBLwTCm3qumjiaNz5YTnpqPF++fS82fXhk55JLLgHgyy+/RJZliouLycrKEpF5UVER8fHxQowHDBjAoUOH8Pl8It2upJOzs7NxOBwEg0F0Oh1Wq1VsCjKbzUiSJMaB1HSySoegGl90KOpfpcpJo3QkQziCaukiBWHbQuWYhIQEkda02+1igXpmZiYWiwW73c6ePXuA8PhPWloaGzZsoKqqCp1Ox6hRo6iqqmLRokVAOBWbmprKs88+i8/no7CwkKuvvpo33niD7du3YzQaefDBB0lISOB3v/sde/bsQas3cdDRiavvfYvrJg3g36+/gNwcdnXSJPRGiut+2nOqsiec5jVYknjqzbD5hjXWhL9xPz6fj4KCAoqLi3G5XEJgJ02aRGNjIxs2bADCzljbt2/H5XJhs9koLCzks88+A8I3IMePH8fn82EwGEhJSRFzuYmJiVE3PxaLJSqdrAquSoegjgV1KGqEq3JSnMz4j9JJC+HZUGX8x+PxiI7kxMRE4uPj8XrDFoeyLJOUlETnzp05cOCAmL8dNmwYsiwzb948ERn27duXN998k6amJtLS0rjtttv45JNPWLZsGZIkcd9999G5c2f++te/hhuptHoatcUEJAter5933ogQ26RBaGw9zsgUQnaF1+kFdMlopPB6vsxUm1hmf+211yJJEkuXLsXtdpOZmUmfPn3EOsEuXbqQm5srOpUHDRpEWVkZTqcTk8lEfn6+iP6zs7PxeDx4PB4kSYpqllJ2DKtmFyodjhrhdiiq4Kp8J7Isi1oh0KbY+v1+4XwUExODxWIBvm2SUvbapqenEwqF2Llzp+hI7tGjB3V1dcLkoVevXqSmpjJnzhy8Xi+ZmZmMHz+eDz/8kGPHjhETE8Ndd93Ftm3b+OijjwC444476N+/P//6179YtGgRGq2WmlABDp8RnVYiVL+RkOO/Yps8GI01/8xek6AP2RUWQ8mSTUiWefiXk3HWH6G6upr4+HjGjRuHz+fj00/Dm4MmT55Mc3NzlO/z9u3bsdvtxMTEUFxcLHyWu3XrRmNjIy6XC61WS2ZmptgEFB8fj1arFYJrsViQZVlNJ6t0POrygg5FFVyV78Tv94s387bGf0KhEA0NDciyLEz1ISzUx44dw+/3o9fryc7ORpIkDhw4gN1uR6vVUlJSgt/vZ8WKFYRCIXJyciguLuazzz6jrq6O2NhYrrzySrHnVqPRcPvtt+NwOHj55ZeB8JL5cePG8a9X3+Y///kPABeNnYpPigfAe3wzsiPchKRJHowmtjNnitx8GOQgptgkMCYDUJifxrvvvgvAT37yE4xGIwsXLqShoYHk5GRGjhzJkiVL8Pv95OXl0bVr16i53PLychwOBwaDgcLCwqiduYFAQGQPkpKScLvdhEIhNBqNaJZSvZNVVM5vzqngrlixgilTppCZmYkkScydO/eExyupw5YfSh1QpeMJBAJi/MdgMLR6M1c8kpWdrMqqPQg3SSlmDTk5Oeh0OiorK6moCKdii4qKMBqNrFy5Erfbjc1mY+jQoaxZs4YDBw6g1Wq56qqrKC0t5fPPPwdg6tSpJCcn8/TTT+P1eunZsyc33XQTr7w1k3f+HXZ5unLqTzDYOgGEt/rYw78fmqRBHSO2skzIETal8Bk7k5FiA+CDjz/h8OHDxMbGMnXqVDweD/PmzRPn7XQ6RXR72WWXsWPHDhwOB7GxsfTs2VMYfPTo0QOHw0FzczMajYbs7GzhoRwXF4fBYBDRbUxMTFSzVMtViCoqZ4SaUu5Qzmnuyel00rt3b26//Xauvvrqk37e3r17xVwnhM0AVDqe7+pIhnCTlHJMQkKCiH4dDkdUk5TZbMbhcLBv3z4g7J6UlJTEhg0bOH78OHq9npEjR1JWVsbq1auB8PiMTqdjxowZyLLMsGHDGDx4MP/v//0/amtrycjI4Ne//jXl5eV88O4rSICLFF77pIxA6ChabxmB/3YjaxJ6k921H7ddcxEXD+1BZloCPn+AI8dq+WzpVt6d/TUer/+kXhfZXQ6BZpD0SDF51DY2gyyzc9NyAK6++mpiY2OZNWsWdrud9PR0Ro4cyaxZs/D7/XTu3JnOnTvzxhtvAOHotqysLCq6VcQ3MzMTQBiIJCUl4fP5xE2Q0iyljAOp6WSVDkVtmupQzulf54QJE5gwYcIpPy81NZX4+PiOPyEVQVsdyS3xeDxRTVKKIHu93ijbxvj4ePx+Pzt37hRNUnl5eRw5cqRVk5RS7+zTpw/dunXjueeew+Px0KlTJ6666ir+85//sHv3bsxmM9fdcDt/f/Vztqz6EJ/XTVpmHkMvuZGXZywj5K4mUB1O10rWQsZeehXPPXIjcVazOH+L2UCfolz6FOXyk8mDue33b1BWUf+dr02oKRwxm5K6E9Do6Z6fQbrVya71jcTExHDDDTdgt9uZP38+ANdddx3Hjx8XrllTpkxhw4YNOJ1O4uPjKSkpEZ3JxcXF2O12HA6HWFWo3LjExsZisVjEsgeLxYJGoxEz0ersrUqHczreyOqvYLtckC9N3759ycjIYOzYsWIXant4vV7sdnvUh8qJUTyST9SRHAgEomwblSapUChEWVkZoVAIs9lMeno6siyzZ88ePB4PJpOJ7t27Y7fbxd7X4uJi0tPTmTt3Lh6Ph/T0dMaMGcPMmTPF9p/bbruNdevW8cUXXwAwetyV3PL7GcyfNZ3j1ZUEJSP6lIG8PGMZqTaJ0PHVQAjJkkPxoIm89JdbiLOaaXZ5eOrVz5n68xe44b5XeO+T8Dl0yUvl7afuxGJufWMR9dp4asFbC2h46H9+w//99ipee+IW6svCc8I33ngjcXFxzJ49G4/HQ35+PkOGDBGbjZSGMKUzeeTIkRw8eBCXy4XFYqGgoEDsvFVcuJTXOSUlBb/fLzIKMTExUc1SbWUgVFTOiLPgpfx9lRZnzZolylZFRUXMmTPnVK++w7mgBDcjI4PXXnuNWbNmMXv2bLp168bYsWNZsWJFu8954oknsNls4iMnJ+csnvGFSaRHcsu9thAWZKVJSq/XR6X3Kysr8Xq96HQ6cnJy0Gg0lJWVUVdXhyRJFBcXI0kSK1asIBgMkp6eTq9evVi6dCnV1dWYzWauvPJKNmzYwIYNG9BoNNxyyy04HA5ee+01AMrtVhZvqMYcPIqJxvCaPbrxzfYK5JCfil2fQcgHhkQ0yUN45NdXYjEb8AeC3PLb13n53SVs2lnKmk0HePipj3n8pXBU3bVTmlgg3xayLBNUUtTWzjz1+lIG9cln0VefUVVVRZwtnp/85CeUl5eLxfY33HAD+/btY/fu3Wg0GiZNmsTKlSvx+/2kp6fTqVMn0Zncs2dP6urqcDqdaLVacnJyRHSrdH4rRhcmkwmdTieapSRJUpulVDqesyC4SmnxxRdfPKXn7d27l8rKSvFRUFAgvrZmzRquv/56br75ZrZu3crNN9/MddddJ7JM54oLquDTrVs3unXrJj4fOnQoZWVlPP3004wcObLN5zz00EPcf//94nO73a6K7gmI3DzTXpNUpJNUZJNUY2OjiMaysrLQ6/U0NTVx6NAhALp27YrVamXNmjXY7XbMZjPDhw9n3759bN68GQgbQzgcjijbxuzsbP74xz/i9XoxxCRTX2flmsJYDq4rQwbiswdhbzDhd3kJHV8LfjtozWhTR9C7qBND+3UF4KNPv2HTztJW1/z6B8u5duJACjqnccd1I3j53cUEgqFWx8nO0nB0K2mRbEV4fQHWb97NW2+9DUCpPZmNO46y9MuPCAaD9O/fn6KiIv7+978DcNFFFyHLMtu2bQPg4osvFuNRNpuNTp06idGo3NxcQqGQeD1TU1MJBAJiDV/kIggI127VZimVC5Hvo7T47LPPMm7cOB566CEgrAPLly/n2Wef5f333z+T0z0jLqgIty2GDBki1pi1hWKcH/mh0jahUEjUbdtrknK73eJNX5kHhXA9V+k+TklJITY2Fr/fLwz5U1NTyczM5ODBg2K37fDhw3G73Xz55ZdA+P9lZmYm//73vwkEAvTo0YMxY8bw1ltvUV5eTkJCAi/88/+x9D+/5atPwo1U3UsGsadCg8vtI9S4I9zQhCa8iEBnZvzIYnHuMz9f3+Z1y7LM7K/Czk/xcRaG9O3S+piQX9hBDhk1ha75nbj6sv4c2rUKn8+Lj1jcpHDowG527NiBXq/nlltuYeXKlVRXVxMTE8P48eNFCaR79+7ExcWJJrL+/fuL7IDBYCA7O7tV7VaplxuNRvR6PcFgUMxGq+lkle+FM9iH27KUp5RCOooTlRbXrFnD+PHjox679NJLxZTAueKCF9zNmzeTkZFxrk/jgkep20L7TVKR5hZWqxWj0Qh8W7dVDPaVFXJ79uzB6/ViNpspLCzEbrdHmVskJyczf/58fD4f2dnZXHTRRcyaNYvjx48THx/PjTfeyKpVq1ixYoVwkoqJiREbgQoLC8koGBY+f081clN4cb0meSCSMQmAgb3CBhdOl5fte4+1e/3rNh8S/x7Yq/XoUKhxBwQ9pKZlsuGInoNHj/PFwhV89d+bhQd//ztmPPMz1qz4CoDLL78ck8kkbiYmT57M0aNHOXr0qLCt3LRpE6FQiMzMTJKTk8XcbefOnaNeazW6VTlnnEFKOScnJ6qc98QTT3TIKZ1MabGqqoq0tLSo56WlpVFVVdUh53C6nNOUcnNzs9iKAnD48GG2bNlCYmIiubm5PPTQQ5SXl/POO+8A4TRBp06dKC4uxufzMWPGDGbNmiWs9FROn0gnqfbqtkp602g0EhMTI75WVVWFz+dDp9ORlZWFJEkcO3ZM1G2LioqQJInVq1eLum1xcTHLly+nqqoKk8nElClT2Lx5Mxs2bECSJG6++WbsdjtvvvkmANdccw09evTg7bffZuvWrVgsFv76179y958/Qg56CR4PNz9JsflRs7Zd81IBKC2vJdhGmljhwNEa8e8unaL/UGVfI7I9HIn+7sGHeOyVtfh8fuKC4czKlClTuO6qS3nnnXeor68nNTWVK664gvfffx+v10teXh69e/fmrbfeAsLr+JqbmykvL0eSJPr168eRI0cIBALCjevo0aNAeO7WbDaL195gMGAwGKJGgdToVuV74wz24ZaVlUVlFJUb9DPlZEuLbb2Hnesb03Ma4W7YsIG+ffvSt29fAO6//3769u3L//7v/wLhBhzljQfCovDAAw/Qq1cvRowYwapVq/jss8+YOnXqOTn/HwqBQEB0uhqNxjZHSyLrtjabTfziNjU1iXVxWVlZ6HQ6HA4HBw+GbRS7dOmC1Wply5YtNDQ0YDQaGTZsGEeOHBGduhMmTMDr9TJz5kwgPH+bm5vLCy+8gNfrpUePHlx11VXs3LlTiNbvfvc7srOz6dkti1DtN+EF8vo4NIn9xDkbDTqSEsLRYGVNOFqUZRl3wxEC3uhudbvDjdMVjvAzU23icVkOEazbAMiMH38pN15/Fcve/wOXDTCjCblISkpi2rRpHD58WHRQ33HHHRw6dIgtW7YgSRLXXnsta9asEWNAAwYMENuBunfvjk6nExuBunbtitPpFIYhaWlpUdGt4uKlRLdarVYdBVL5/pA4jQg3/NSWpbyOEty2aFlaTE9PbxXNKqs7zyXnNMIdPXq0sKNri+nTp0d9/uCDD/Lggw9+z2f146KluUVbxgnt1W19Pp+o2yYnJxMbGysWqcuyTHJyMllZWVRUVIiW/SFDhiDLsnCO6tu3L/n5+bz44ot4vV46d+7MuHHj+Oijjzh06BCxsbHcc889eDweHnvsMYLBIOPGjePSSy9l044jfPDBB9/WbZOHImm+Pf8Yy7d/4C53+BqDXjsanYmA147OGF3Pd3l8xFiMWMzfPk+27/tvo5SOn/3iPgAcTTXs3BROX91///1YLBYef/xxsS6wqKiIp556CgiP/eh0OiGwl1xyCfv378fhcGAymSgpKWH37t1A2NQiPj5eNJklJCRgMBiiMgsGg0EdBVI5e0icelh2DoLIlqXFoUOHsnDhQn7729+KxxYsWMCwYcPO/slFcEF1Kat0LCdTtw0EAqKWGBsbK+5SlWXyyrxtamo4dXvw4EHcbjcGg4Fu3brh9XqFX3BhYSFZWVnMmzcPp9NJUlISo0ePZvHixRw5cgSTycRNN93EgQMH+OSTTwC4++67SUpK4qmnnuLYsWOkpqbywAMP8Ms/vcOXS9YRrAt3N2sSeiEZE6LO3Wj49tfbFwinX7VGKwGvA53JRkt8/v/6RRvDIib7GpHs4ZEdfXJ/Ahjx+/08/vjjBINBRo8ezZgxY5g1axZHjhwhNjaW2267jc8//5y6ujri4+MZP348H3/8MbIs061bN1JSUoTJRb9+/USGQJIkunbtSmNjIx6PB41GI+Zu26vdqkYXKj8Evo/S4q9//WtGjhzJ3/72N6644grmzZvHokWLWLVq1Vm/vkhUwf0Rc7J1W2XeVnnDB6itrcXlcgmvX0mSqK2tFRGvkir9+uuv8Xg82Gw2+vbty44dO9i3b5+YSa2qquKrr8KNRlOnTsVisfCvf/0LWZYZMWIEgwYNYu3atWIY/k9/+lN4tGjTAUJ1G0AOgDEZKa4bLfH6AuLfBl04KpckDSZbdpuvh0Ef/nPweP3IcjBcFw4GiEnqhMfSiT/87WPumJDO/v37sdlsPPDAA5SWlooRpttuu43GxkbRvHHdddexa9cuqqqqMBqNXHzxxaxfv17UsXNycqLGgAwGgyihpKSkoNPphKuUyWQS0a0iuKpvssr3zlmwdtywYQNjxowRnytjnLfeeivTp09vt7RYXl6O2WwWy04mTpwojhk2bBgffPABf/rTn/jzn/9Mly5d+PDDDxk8ePCpXUsHowruj5STqds2Nzfj9/uRJIn4+Hjx5u52u6mpCTcZZWRkYDAY8Pl8wqYxOzubxMREDh48yLFjx9BoNAwbNgyn0ymWyY8YMYKkpCT+8Y9/EAqF6N27NwMGDGD69OlUVVWRmJjIbbfdhtPp5MknnwTCjVOfrT7Gzx/7lM5JLup3VAIatEmD2hQepSYLRKWJ28NiCkf4LreXUMN28DeCxsCAEdewessxcpM1/Pvf/wbCbwpxcXE89dRTBINBBg4cyMCBA/nnP/+JLMsMHDiQjIwM3n47PKM7evRo6urqqKysRKPRMHDgQI4ePYrX68VoNJKbm0ttbS2BQACDwUBiYiI+n09kIJTarfL/TDW6UDkrnEHT1MnyfZUWr7nmGq655ppTO5nvGTUf9SPkZOq2Pp9PzH3GxcWJY4LBoPBJjouLw2azIcsye/fuxe/3ExMTQ35+Ps3NzaJu2atXLxISEvjiiy/w+/1kZ2czcOBAvvrqK6qrq7FarVx77bXs2bNHRLs///nPiYmJ4eWXX6ampobMzEwGDL+Ut2euora2jo0rw1t4NPHFSIa2Z6u9vgB1DeFryEhtnUKOJM5qFjXfiopKsWFo4Khreesf05j36i/xHd8oasjjxo1j5syZHDlyBKvVyp133smXX35JTU0NcXFxXH755eJ6c3Jy6NatGxs2hGd9S0pK0Gq1Yrl8QUEBgUBAbARKS0tDkiRhQ2o2m9HpdGIvMajRrcpZQt2H26GogvsjI7JuK0lSm3XbSIcjk8kkfJIBqqurxQiQ4n1aXV0tRoB69OiBJEmsXbsWv99PcnIyPXr0YMuWLRw9ehS9Xs+ECRMoKytjyZIlAFx77bXo9XpeffVVIOzAVFRcwrOvfiD8T7UJvTGZwosHQg1bIOQFvQ3J1v2E13ugNByJ52Ulo9W2/+veNTdV/Hv/znD3tBTXjX6DhmM06pkz812qqirJyMjg97//Pbt27RJ15p/97GfU1dWxfHl4W9B1113H/v37KSsrE9e7adMmvF4vNpuNHj16sG/fPrHIISkpiaqqKjHHbLVa8Xg8IrvQVnSrbgVSOSuo6/k6FFVwf2T4/X5Rt21rKQGEHWKU/bY227eRocPhECNA2dnZaLVaPB6PaMfv1KkTsbGx7N27l+rqanQ6HcOGDcNut7Ns2TIg3LVrtVp5//33kWWZ/v3707NnT2bOnElVVRUJCQncdNNNvPnBUv7z3/22TlLZctDJwF6deejOoeHl74A2aSCSdOK06oZt4WNjLEZ6dmu7dgswuG+++Pf69evAmIImoTfzFm5iztx5LFiwAK1Wy6OPPgrASy+9hCzLjBkzhl69evHee+8hyzKDBg0iKytLXO+oUaNwuVxiIcGQIUOoqamhqakJjUZDQUGB2H0rSRLp6enitYawh7JWq1VrtyrnhrPgpfxjQhXcHxGhUCjKJ7mtuq3H44kaAVKOCQaDoiEqKSlJbKrZu3cvwWCQuLg4cnJycDgcbNmyBQiP/MTGxvLll1+K1Gq/fv1YvHgx1dXVxMbGigXzSufunXfeicViYf/OdehxE0TPoIsm8twjNwLw5Sf/AUCK7YxkSv7Oa16wcof497UTB7Z5jCRJTL20PxD2g/563Wa0KcOQJA2NddU8+8wzAFw26SpKSkp49dVXqaurIz09nVtvvZVZs2ZRX19PYmIiV1xxBZ999pm43uLiYmGY3r17d6xWq5hR7ty5M3q9XswLJiUlYTQacTqdBINBNBqNMBgJBAJicF+NblVULkxUwf2REJlK1mq1bb5pB4NBMQIUExMTlW6urKwUDT3KCFBFRQUNDQ1oNBq6d++OJEmsW7eOYDBIWloaBQUFbNu2TdgZXnbZZVRXV4tNOldddRVms5nXXnuNUCjEoEGDGDBgAItXbGLtynAt91e/+hWvP3U3l43qyRdfLmT9+m8ADZr4kpO67q27y1i3JTzXet3kQfQrzmt1zF0/GUVB53Bk+dZbbyMnDkbSmYk1a8g2HsLv9+EhnpnL6lm4cCHr169Hq9Vy3333sXPnTjZu3IhGo+Hmm29m27ZtlJeXYzAYmDhxIps2bcLlcmG1WunVqxf79+8nGAxitVrJysri+PHj+P1+9Ho9KSkpBINBUTu3Wq1oNBq1dqty7lAj3A5FFdwfCZEjQAaDoc0RoKamJkKhEDqdTtQNIewmpQhxdnY2Go0Gt9stIrX8/PxwVLp/P9XV1Wi1WgYPHozT6RSp1REjRmCz2fjoo/AmnaKiIvr27cuiRYs4ePAgZrOZ2267DYCn//ksciiAj1iuu+YqALbuPsov7/09AFJcVyTdt9aS38X/PTcXt8eHXqflnWfu4lc3XUzf4lyG9u3C47+/moenTQbCM8Svf7wByZgMsozBuROfx4HeGEuDVIBB6+Hf/w7PAt5www3YbDY+/vhjAMaNG4fJZBJzfpdccgkOh0OYWAwZMoSGhgZqa2uRJIlu3brh8/lEo1RGRgYajQaHwyHGsMzmcM1ayUqo0a3KWecMlheotEb96/0REAwGv3MEyO12iwg4cgQoEAhQWVkJhGdDzWYzsiyzb98+QqEQNpuNrKwsXC6XWLHXp08frFYr8+bNw+v1kp6eTv/+/fnmm284fPgwBoOBa665hubmZj788EMArr/+ehITE9m1axdNNeEh+H7DJrJ83V6+3rifIwe2E/TUgaRDYys6pevfub+Cex6ZwTN/voG4WDMP/mJiq2MOHjzIw395AcmSBx4fVrkMEw3ISDz4hz/z4N/nk2kuF2v3Lr30Ul588UU8Hg+dOnVi9OjRzJgxg1AoRGFhIV26dBFuWj169CA+Pj5q5jYmJkbUda1WK1arFZ/PJ9L5cXFxSJIUVbtt60ZJReV75SzM4f6YUAX3B05kKrm9EaBgMChGUKxWa5RdYFVVFcFgEKPRSHJyuGZaXV0t3JEUE/H169cTCARISkqisLCQgwcPsnfvXiRJ4tJLL8XlcjF//nwALrvsMhISEnjzzTdxOp3k5uYybtw4/P4Azz77LADa2BzuvvUKrp/2LwLBIDGOlQBo4gqQtKZTfh0Wr97FhFv/ye3XXsSYYT3ISInH7/dz+PABPvv0U6Z/tJg5M98hLdnG5Tf9AakxPPo0bPSVTBg3nI9nzcJtD2K2xPHLX/6STz/9lKNHj2KxWLjllltYtmwZ9fX1xMbGMn78eL755hth+NGrVy/27Nkjxqby8vKor6/H7Xaj0WjIyMhAluWoMSAlnR8Z3apztypnnbMwh/tjQhXcHzg+n08027Q1AqSkkmVZRqfTRW0BcjgcIpWcmZmJRqPB6/UKG7ZOnTphsVg4evQox44dQ5IkBg8eTCAQEHXaAQMGkJaWxocffojL5SIjI4ORI0dSWloqTDBuvfVWXv9gBc/96x0SQnsJoaHKmcZHn35DZno8pQd3Ya+vCC9+b8NR6mQpr27gry/O568vzkf2NRKsWgIhH5IpFU3aKGZ+tp44oxeTexdeoGf/ETz5f/czf/583PYq9Ho9//vnhzh06JBwk7rhhhuorq4WS+UnTZpERUWFMPwYPnw4dXV1IpXcvXt3gsGgMA5JS0tDr9fjdDpbjQG1bHJTo1uVs87pzNWqc7jtombbf8C0TCW39Ybt8XjaTCW37EpWZnEPHDhAIBAgNjaWnJwc/H6/MLgoKioiISGBtWvXYrfbiYuLY/jw4Rw9elR06l5zzTVoNBpmzAgvkB88eDDFxcV8vnQLsaGwfVtWfj9yczJZtnYPZRX1mANhgwgpNv+0otuWyH4HwaplEPKBIQlN6ghKCnN59+MlfDTjX3i9Xvr3H8jLzz7O9m1b+eCDD4CwdaMy0gQwZswYsrKyxM7boUOHEh8fLwwuevfuLWrbEE4lx8bGUlFRITyoExISCAaDYgzIarWKSDbSM1mNblVULnxUwf2B0jKV3NYbdmRXcmxsbFQqubq6ulVXcl1dHcePHwfCOyk1Gg3btm3D5XIRGxtLSUkJdXV1Yu3e2LFj0ev1zJkzR8zc5ufns2XLFrZv345Op+PGG8PjPhOGpKLHjclk5t+vPM7i/zxIfZMTOejDWR+udWpiv52VPe3Xxe8gVL0UQh7Qx6NNG0VRQS53XDuUJHkPWvz4MdO176VUVVXxwgsvIMsyl1xyCSNGjODtt9/G4/HQuXNnLr30Uj755BN8Ph/Z2dkMGTIkaudv9+7d2bNnj7hBycvLo7GxUczcKruDlUYpnU4nbmxCoZC4WVKjW5Vzhmp80aGogvsD5btSyUBUKjlyMYHT6RQGF0oqORgMikgtOzsbq9VKfX298E8eOHAgWq2WxYsXEwqFyM/Pp2vXrmzatIkjR45gMBiYPHkywWCQ//wnPEt72WWXkZqaSigUYtXScIORS5vF6x+uRqvV0DknBdl1FOQQ6G1giD+j10T2NRGsWowccCHprWjTRyNpDVx+SW9WfPU+epygMeCN6cOw/gX8/e9/x+120717d2699VY+/PBDKioqiI2N5ZZbbmHFihVUV1djNpuZMmUK27ZtEzt/hw4dSmVlpRib6tGjB8FgUMzcpqamYjQaoxqlIvcMK2NAWq1WjW5Vzh3qWFCHogruD5AzSSWHQiGRSk5ISBA13dLSUjweD0ajkU6dOiHLMuvXr0eWZfLy8sjMzOTAgQMcOXIErVbL2LFj8fv9fPrpp0B4TCY+Pp5Vq1Zx7NgxYmNjmTBxMu/NW8MNdz/K4cOHkdFS7UrkpXfDlo//+sst6HxhgdLEdjqjKE/21hOsWgxBD+htaNIuJjsznacfvo6qAytZv349JpOJN157mY2fP8mCTz+iqqqK5ORkfvvb37J69Wo2bdqERqPhtttuo6KiQnRlT5w4Ebvd3mrnb8uxqchUclJSkqifQ3SjVDAYJBgMrxNs72ZJReWsoI4FdSjqS/MD42RSyaFQKMrgIjKVXFdXJ7yS09LSgHDEqxjtd+3aFZ1Ox+HDh6mtrUWn09GvXz8CgQBLly4FwtFuQkICK1asoLGxkfj4eEaNGkUgEBA7Ky+//HJe+2AVDz/1MQd3rQWgmQxkSYfRoOOfb35FQ5MDnyMs/pI587Rfk5C7SjRI6WNS0KZfjKQzc+X4flQfXs/ChQvRarU8/vjj9OjRg7feeovt27djNBr5/e9/T01NjeiwvuKKK7DZbGLJwtChQ8nIyODrr78Gwqn2zMxMdu3aRSgUIiEhgaysrDZTyU6nk0AggEajIS4uTvz/U6JbnU6n7rtVOcecTnSrRrjtoXYp/8Dw+/3fmUp2OByEQiG0Wm2UwYXX6xU12rS0NOHhG2m0n5KSgs/nE9FdSUkJFouFdevW0djYSExMDEOGDKG5uVl0IU+cOBGDwcCiRYuoqanBZrMRMmYw+8vPMdCEgWZCaEjILMLghbqGZp5/eyFH9m0FQqC1gL7tjUDfRch+gFD9RkAGYwoP/vFJXJ4Qr7y3jI9nfoDWFe64fvjhhxkyZAjz5s1j6dKlSJLEfffdR0xMjHDCGjBgAIMGDWLGjBn4/X7y8vIYOnQoS5YswefzkZiYSN++fTl06BBOpxO9Xk/37t3x+/2tUsmBQCCqUUoR1kAgEGVQoqJyTlHHgjoU9fb5B0QwGPzOMRKfz4fL5QKia4ayLFNZWSk21ihLC1oa7QPs2LEDj8eD1Wqle/fuuFwu1qxZA4R3WxoMBhYuXIjX6yU7O5v+/fsTCATEEvkrr7ySF/69hOP1DuK1YYG/euqVLPvof0lOCNeSJQnmfrY4/G9z2imnk2U5RLBuE6H6DYCMFNMJbdpo/vbaQpas3Y3BXybE9p577mHChAl8/fXXogP51ltvpaioiDfeeAOXy0Vubi7XXHMNX3zxBfX19VitVqZMmcL27ds5fvw4Op2Oiy66iIaGBrG+sFu3bhgMBsrLywmFQlgsllapZIPBIByl1AUFKio/bFTB/YEQmYpszyu5Zc3QaPx2KbvdbsfpdCJJEhkZGUiSRCAQEHXIvLw8TCYTdrtdNEr1798frVbL119/jc/nIy0tjaKiIhoaGkSKdfLkyWg0GlauXEltbS3x8fGMHTuWm64ahs2iQR8KWxvuLtfx0WffsPdQ1X/PFWS/EwBJ920UflKvRcBFqHoZsmMfALrE3miSByNpwul1X9MRbPIRAK77yY389Kc/ZefOnbz88ssATJgwgXHjxvHOO+9QXV2NzWbjjjvuYOPGjezfvx+tVssVV1xBfX09u3btAsKpZb1eL+q4WVlZJCcnU1dXh8vlQqPRiFSy2+3G5/MhSVLUTU9kdiIyza+ics5Qm6Y6FDWl/APhZFKRLpeLQCAQZa4ARHXPJicni+cfPXoUn8+HyWQiOzu82m7Tpk2EQiEyMzPJysqirq5ObAcaPXo0kiSxYMECAoEAXbp0obCwkGAwyLx54YXxkyZNwmAwcPu1IzD6y3jxxVUYY5JZsv4YyzaG67tajYRWq8EdDEfi6L7dx/tdhFwVhGrXhfflSjpSCy6m3peIBGSmxTOmVwxLvwr7HzvI5LJJV3HkyBGefvppAoEAgwYN4uabb2bevHns2bMHvV7PnXfeSU1NjfBJHj9+PFarlS+++AIIR7I5OTls2bJFjAB16dIFj8cTZXBhMBhauXopN0aqyYXKecnpNEGpYVy7qC/ND4BQKCSi2/bW7kWaK8TFxUU1U9XW1hIIBNDr9cK+0eVyRTVKabVaqqqqKC8vR5Ik+vcPr7NbuXKlGAPKy8uLmsOdOHEikiSxfv16qqqqsFqtjBs3TtwYKI1HAwaPACArLeG/1yPj8weRQ+FOa+TQd74GctBHsG4DoZoVYbE1JBBfMIWXnn4Im9VMWrKVWy7LZulXMwGZguLB/O+fHuRYeSWP/d9fcLvdFBUVcc8997Bq1SrhJPXTn/4Us9ks1gf269ePHj16sHz5cvx+PykpKfTr148jR47Q1NSEVqulqCjs9Xzs2DGRok9ISIhy9dLr9WLmFr4dA1JNLlTOK9QIt0NRBfcHQOSbdXvbZOx2e6stNBBulFI21qSnpwuxPnjwILIsk5iYSHJyMrIss2nTJgAKCwuJi4ujsrKSffvCadtRo0YBsGjRIkKhEN26dSM/P2xUoUSCl1xyCV8s30nBmD9w0z3/FOnZPz/4c3Yt/H8sfPcBrrikr+hx1FjCncmys7Tda5dlmZDjEMHyz5Ad4ZqsZC0gudsU/vd3NzO0XwFP/s+1uGr38c7brwHwk5/8hOmv/ZPOmXG8+Pw/cbucxCem8sADD7B3715Ra540aRLdunVj9uzZwtxi9OjRrF27lqamJkwmExdddBGNjY2UlpaK18ZisVBdXY3X60Wr1YpUcuQoVmQqOXIMqL0xLhWVc0EI6bQ+VNpGFdwLnEAgEDWz2d7MrcfjAU7cKKWkmevr64UId+nSBYAjR47Q0NCATqejpCS8i3blyvBCgaKiIlJSUqivrxcbccaPHw/A4cOH2bt3L1qtlnHjxrFg5Q6CwRBbN4etHgcNGkRcXBwWsxGTycDv7r6M+DgLWo0GKaZT+Dw91ch+e9Q1yUEfoaa9BCu+IFT3TTiq1cehSRuDNqk/j/z6aq6bNIjNO0t55dXXsIbCblVXX3M99957Lw6Hg3+/9S9MuiCegJbR46+htraWd999F1mWGTp0KKNHj2bu3Lk0NjZis9m48sor2b9/P6WlpUiSxIgRI9BqtezevRsIr9hLS0vD4XBQX18PhGu5Op2uXVcvdQxI5XwmdJofKm2j1nAvYFouJm8rFRm5hablzK3D4WjVKBVp2JCVlUVMTAzBYFDUaYuLizGZTJSVlXHkyBE0Gg0XXXQRAEuXLiUYDFJQUCCiWyVtPHjwYBITE7nrJ6Opb3TiPlZKbU3Yjxjg86VbWb/tCJeP7UOjPVy7lfSxSKY0ZE81wYqFSDHZEAogBz3gqwc5fKOBpEMTX4IUV4gkhQXrj/+YxbJ1u1n21SxiqAag35Bx3P/b+3C5XDz++OMcr6km1hrHT6beyrD+Bbzwwgv4/X569OjB1KlTWbhwIWVlZRgMBq6++mqamprEOFS/fv1ITk5m69atYgtQ165d8fv9lJeXA5CYmIjVahX/D9py9VLHgFRUfjyognsBczJdrU6nk2AwiEajiXqjl2WZ6uqwECUlJYk3++rqapxOJ1qtlk6dOgGwf/9+XC4XZrOZ7t27A4gu5J49exIfH4/T6RS120suuUT8bOW4Sy+9lCNlx/n5w9Opq6snXQ4bWgwdOpQmu4tp/xteZtDY1IwkhbuUATRJAwgeXwO+euTmw9EXp49HY+2CNq4zcotfZZfLw4qvPiCGemRg0pU/5U8P3oPb7ebJJ5/kyJEj2Gw2HnnkEWJiYnj++edpbm4mKyuLW265hU2bNrF9+3YkSeLyyy/HaDSydOlSZFkmPz+fbt26cejQIVG3LS4uRqPRUFZWJtYZKsYhkRmGSFevyBsmtVFK5XwkJEuE5FP7vTzV439MqPmrC5ST6WoNBoM0NzcD0eYKEE4b+3w+tFqtaJQKBoMcOnQICI8B6fV6/H4/O3bsAKBXr17odDqOHTtGaWkpGo2GIUOGALB69Wp8Ph9ZWVliXnflypX4fD5ycnLo2rUrU3/xIsfrHRhoAmQSk9P5x1tLcXt9dMpKAqC4WzZmU1j8tVpN2PM44xI0yUOQbMX0H3ElN//sfrQZ49FnX0ZsahHZGakMH1Agrq24SxLJ7MRMPRqtlp/c/Av++PtpuFwunnjiCfbv309MTAwPP/wwCQkJvPbaa9TX15OcnMzPf/5zSktLWbZsGRCOwHNycli+fDk+n4+kpCQGDRpEbW2taCrr1q0bFouF2tpakTHIyckRHtTtLYhQxFaSpHZr7yoq5xI1pdyxqH/lFygn09UauYUmslEqGAwKR6nU1FTx/GPHjuHz+TAajWRlZQGwZ88evF4vVqtVpIlXr14NhKNbm81GIBAQ9dyLL75YiL8iWmPHjg0/9t97grS4AP4mOForsWPeWuJizXzx799R3+jEHwhQUpjFHb9/E5dHWb6uQYrtBMC2Y5CQFYfGlER+bgoHS2twVdbj8viQJLDovGjq12CQHcRarTz5xBP069evTbHNyMjg9ddfp6KiAqvVys9//nPsdrvwf+7bty/9+vVj5cqVNDU1YTabGTlyJF6vV8zbZmdnk5qaisvlEiNAGRkZGI3GVruGIzMMJ+N3raJyrjmdJii1aap9VMG9AGlpbt+eo1RbW2gAjh8/LtKeCQnhURy/38/Ro+F9tPn5+Wi1Wnw+nxCWXr16odFoqKysFE1DSnS7efNmmpubsdls9O7dG4CqqipR4x0+fDgajYZ5r93Hxh2lLP9iBuvWHcJqS6bZKdG/ZydMRj3fbD3Eb/7vvRNeuyzDsrXhczpYWiMeH1CSx9j+Sbzy8rPU1XnIy8vj73//O9nZ2a3E9o9//CN5eXm89dZbHDhwAKPRyN13341Wq2X27NkEg0G6dOnC2LFj2bZtm1gmP3LkSAwGA5s2bSIYDGKz2cjPzycYDAp3qbi4OOLj4wFwu91tLohoaVKijgGpnK+cTsSqRrjtowruBcbJLCeIbJSK3EID4TEgpYM2PT1diMDRo0cJBoPExMSI/bd79uzB5/MRFxdHbm4ugFgkX1RUhM1mQ5ZlEd0OHz5cnI9yXHFxseh+zslMIicziVnvPgPA3/50Kz179cVmDUffipAqGPRaEmwxSJJE1fEmNBqJUOjbGT+LKZye1Wk1ZMdW8+w/XwfCyxP++te/YrVasdvtPP744xw5coSYmBj+9Kc/kZeXx4wZM9i1axd6vZ6f/exnJCQk8J///Ae32016ejpTpkyhtLSUnTt3AuENQElJSezatQuXy4XBYKCoqAhJkigvL8fv96PX68nMzBQuXZEGF5Gp5GAwqDZKqVwQqDXcjkWt4V5gBAIB5P92FLX3Zu3xePD7/a0cpSDcFKWMASkpTq/XKyK0/Px8JEmKim579uyJRqOhvr5ezN0OHjwYgLKyMsrKytDpdAwdOlT8HKWBSjkuEiX1mpmRTozZwNszV/LRp9/w4C8mkpkWL47z+YM8/vtrmPnSr7j7hlE8+783EBdrJtZi5KmHrmPZBw+x8N/3Mji3hi8++wSAG2+8kX/84x9iX++jjz7KkSNHiIuL409/+hOdOnVi5syZbN68Ga1Wy+23305ubi6zZs0S4z9Tp06lqamJtWvDW4yKioro3LkzR48e5fjx40iSRHFxMUajkYaGBiGs2dnZYuFDpMGFsuIQWneWq2NAKj92VqxYwZQpU8TNqjIH3x6zZ89m3LhxpKSkEBcXx9ChQ8U0hML06dORJKnVh9K8eK5QI9wLiJPpapVlWThKxcTEREXAbrdbfE3poIVwdCvLMjabjcTERAD27t2L3+/HZrORl5cHwMaNG4HwbK7SaKVEsr179xYCbrfbRfNVv379Wp2jck6yLDNv4WYeey5s+/jvf9zFM3++gY3bS3n69S8wGnQUdk4jJzOJh6dNAWDSmD7IsoxWq2HhwoX84x//wOFwYLVa+fOf/yxGlKqqqnj88cepqakhKSmJP/7xj2RkZDBr1izWrl2LJEncdNNNFBYWMnv2bKqqqjCbzVx77bVA+E0gFAqRnZ1Nnz59qKur4/DhcJd0QUEBNpsNj8cjLDHT0tKEc5TL5RL/nyJTyaD6JatcWAT/+3GqzzkVnE4nvXv35vbbb+fqq6/+zuNXrFjBuHHjePzxx4mPj+ftt99mypQprFu3jr59+4rj4uLihO+7gslkOsWz61hUwb2AULqST9TV6nK5xBhQZGQFiDEgm80mfvE8Ho9YON+pU3jJu9/vF9FtSUmJMNzfvn07AAMGDADCdWLFfWrQoEHi5+zYsQNZlsnNzRUCHklsbKzYD5uaHIckgU6r5a2PVrB83V70Oi2hkExGagI5mUlRz9VqNTQ1NfH000+zeHF4m1CPHj34v//7P9HodeDAAZ566insdjvp6en88Y9/JDk5mTlz5rB69WokSeKGG26gd+/efP755xw+fBi9Xs/VV19NbGwsX331FR6Ph4SEBIYNG4bb7RZLCjIyMsjMzCQYDFJWViayBUlJ4fOMXLsXFxcX9f9J9UtWudCQT6NpSj7F4ydMmMCECRNO+vhnn3026vPHH3+cefPmMX/+/CjBlSSJ9PT0UzqX7xs1n3WBcDJv1qFQqM0dqwDNzc1iZEWp0ULYQUqWZeLj40UD1YEDB/D5fFitVlG73bZtG4FAgNTUVPHYzp07hTB17dpVfM/5X4QX0RtiUtq8FiUS3rh1H3c++BYpiVY+ffM3NLvCtWmjISxSCTYzc77cwKr14TS2ssD+hhtuYPHixWi1Wn72s5/x6quvCrHdvHkzf/nLX7Db7XTu3JlHH32U5ORkPvnkE1Frvv766xkwYABLlixh586dYtY2PT2dlStXYrfbMZvNYhnDjh07CAaDxMXFUVBQgCzLVFRU4PP50Ov1wrpRlmUaGxuRZRmDwRDllQyqX7LKhceZjAXZ7faoD6X3pMPP8b/vey1v7pubm8nLyyM7O5vJkycL05pziRrhXiCczJt1c3Nzm2NAsiyLumlCQoKo/brdbhH1du7cGQg39ChWhUVFRWg0GkKhkHCa6t+/vxB7Jbrt379/lLjv27cfvQSrt9UQCoVYvm4vnbKT6ZwTFuCuXbuyZ88e5n8yF58vnZq6AG6vn+ce+SnzFm7G5fbx0juL2bi9lI3bS0GWefI3o/hkzgccOXJEnO+f/vQnevToIX7u0qVLef311wmFQvTu3Zvf/OY3mEwmPvnkEzGidN111zF48GC+/vprkSKfOHEi+fn5rFu3jqqqKnQ6HaNHj8ZsNrNjxw7RJKWYW9TV1UXVbZUo1ul0itp5y87wk+ksV1E53ziTpqmcnJyoxx955BEeffTRjjo1wT/+8Q+cTifXXXedeKx79+5Mnz6dnj17Yrfbee655xg+fDhbt24VPgHnAlVwLwBO5s06EAjgdIb3x1qt1qhjHA4HbrcbjUZDSsq3UadSu01ISBAL50tLS3G73ZhMJiHChw8fFmb9itOU2+0WwhyZxvF4POil8J3s1ZNG8+p7y/jbK59jMupZN+fP2OIs3HzzzSxatIjqisOkmPWkd+7DfY/OIC3Zxr//8TMOlNbw5ocrQA4heauIlct5/pnwgvv4+HjuvPNOrrjiiqjVdv/5z3/ERp8RI0bw85//HI1Gw+zZs8VavauvvpqhQ4eyefNm8djYsWMpLi5m+/btHDx4EEmSGD58OImJiRw+fJi6ujokSaKkpASj0Rh1k5Keni6iWL/f324quaVfshrdqlwonMlYUFlZGXFxceLxyP3bHcX777/Po48+yrx586Iyd0OGDBFjixCeoOjXrx8vvPACzz//fIefx8miCu55zsm+WSuOUgaDIeoXOzK6TUxMFEIQ2fCjNEXJsixEtFu3buJnKdFtSUmJaPRR0qxpaWlkZGSInxfemhMW8XvumMSzby0AIBgMEfzvSE9OTg733XcfTz31FDr3fo7scuGVbFSWa/lq8dfocXLdRQaWLltFUA7PEstoufmmG7j55pvR6Y1M/3g1BZ3TGdQrl+eff16ki66++mrRePHxxx+zZs0aJEni2muvZejQoezcuZOFCxcCMGzYMPr378+hQ4fYtm0bEI7Ws7OzOX78uNgA1K1bN+Li4ggEAqJua7VaRQpLSSVD+E0lMrsQvvZvx4DURimVHwtxcXFRgtvRfPjhh9x5553MnDlT2Mm2h0ajYeDAgezfv/97O5+TQRXc85yTebMOBALC5KJldKvUTjQajegshm93tdpsNmHUUF1dTWNjIzqdTqRdHA6H6DhWTC0AYffYu3fvqJ+nRH+ZmeHVer+6+WJyM5Mo6JRGYnwMbo+PBSt20GfAcHr1GcS2Ld9g5RhWOTyW9PfHt0VfnMaAT5/DXXfews9vGgfAP9/4kuenL8KkCzChr4bKygr0ej2//OUvGTZsGMFgkA8//JD169eLBqmBAweyd+9ePv/8cyDcPT18+HCqqqqixn+6deuGw+EQNx7Z2dmkp6cjy3LUvK1St4XwzU4gEGgzlayOAalcyJyvTlPvv/8+d9xxB++//z6TJk36zuNlWWbLli307Nnzez+3E6EK7nmMLMuiUepEq9uUVKbRaIyazZVlWVg4JiUliYjV7/eLzmSlAQoQncn5+fkiSt61axeyLJOVlRXViau02xcXF0edS0NDA4CI/gx6HVMv6y++/tcX5/OfuWuIj7Owft7TrFixnIcefRo56EOvlYm3msjJyaFfv37079+fXr16tZo3Tku2kWBy0zWpgcrKEDabjQceeICCggL8fj/vvvsu27dvR6PR8NOf/lREsfPnz0eWZXr27MnYsWNpbGxkxYoVyLJMXl4effr0wefzsWPHDkKhEAkJCcLOsq6ujubmZuGTHPlaKtkFm83WKgMROTetRrcqFxpnQ3Cbm5s5cOCA+Pzw4cNs2bKFxMREcnNzeeihhygvL+edd94BwmJ7yy238NxzzzFkyBCRqTObzaI09thjjzFkyBAKCgqw2+08//zzbNmyhZdeeumUzq2jUQX3POZkHIl8Pp8Y5m5pchEZ3SpiCeHoNhQKERsbK4TR4XCItXLdunUDwoKtjAJF3hkePHhQ+CtnZ2dH/UxFcJWO55Yof4rKILremk2NXAwauHxsH55/9KYTviaBQADJdZhuyXXiXH/zm9+QkJCA1+vlzTffZP/+/eh0Om655RZ69uxJaWkpc+fOJRQK0b17dy699FKcTidLly7F7/eTmprK0KFDkWWZHTt24PV6MZvNomnM5XJF1W2VlHFkKtlkMrVKJUfeMKmNUioXIiE5/HGqzzkVNmzYINZ0Atx///0A3HrrrUyfPp3KykphOwvw6quvEggEmDZtGtOmTROPK8cDNDY2cvfdd1NVVYXNZqNv376sWLEianzxXKAK7nlKy1Rke2/WSnRlNpujIqj2ottgMCiENTc3V3xfpbaRkZEh6i41NTXU19ej0+mECANiX263bt2iou6d+8tZumaXOOe2+NO9lzOoTz59i3LR6bRkpydiNOjwB4Lcds2IE74mVVVVvPjii+JueMKECdx4443odDqam5t54403KC0txWg0cuedd1JQUEBZWRmzZ88mEAjQpUsXJk2ahN/vZ+nSpbjdbmw2G6NGjUKj0bBv3z7sdjtarVbUqwOBgHDhstlsUTcSSipZo9GIO+tIlOhW3QakcqFyNiLc0aNHiyxQWygiqqBMHJyIZ555hmeeeeaUzuNsoL4LnKecTCrS5/OJ2bbITTQQjljbim6rqqoIBAKYTCbRsRy5lq+wsFAcq9QxI1PMgBjNUdKtCk+98jmHyhrIivv2RqAlJqOeyy/5tqs5PzeFm64cypsfrWTOVxvpV5LX6jmyLLN8+XKmT5+Ox+PBYrFw1113CSvJuro6Xn31VY4fPy6+1qlTJ44dO8bHH3+M3++nc+fOXHHFFeJ72e12LBYLF198MQaDgWPHjlFZWQmEa7kxMTFRdVuDwUBGRoa4QYlMJcfFxbVK90dGtye6YVJROZ9Rlxd0LKrgnoecbCpSqd2azeZWYyhKdJuYmBhlpajscM3Ozo5aXOD1erFYLKLZSZZlUdONnHUNBoOie1dZUK8wekh39u/aAIQdr06WFf81tliwcgd/+d3UqK/V1NTw+uuvi9R29+7dueeee0QDWHl5Oa+++ioOh4OEhAR+/vOfk5aWRkVFhRDbvLw8rrzySjQaDStWrOD48eMYDAbGjBmDxWKhvr5eRM35+fniBqW9uq3ilQzhunlbdnFqdKuiotIS9Z3gPORk3qx9Pp9IObeMbp1OJx6PB0mSoqLb+vp6PB4POp0uapRHSRF36dJFRGrV1dXY7Xb0en1UJFtbW4vP58NgMET5MQPcfu0I8tPgXy+/xN69ewmFQlGRX6Pdxb2PzECn0/LcIz8lLjZc83zsN1fy1syV/GTyt4sOgsEgX331FR9++CFerxe9Xs8111zDlClTxPfcvXs3//73v/F6vWRmZnL33Xdjs9koLy9n5syZ+Hw+cnJymDp1KjqdjrVr11JeXo5Wq2XUqFHEx8fjcrnERqD09HQxrN+ybhspqi6Xq12DC1CjW5UfDmfD2vHHhCq45xkn+2YdWbttKcq1tbVAuHEp8mtK7TY9PV1Ea83NzUJYIoVVifg6deoUldJWjk1NTW2za3rI4EFMf/stampq2LNnD0VFReJrC1ftZOV/o9kV6/YyeWwfAIb1L2BY/2/dXzZv3syMGTPE+fbo0YOf//znUb6oq1atYvbs2ciyTNeuXbnjjjswm80cO3aMmTNn4vf7ycnJ4eqrr0av17N582YOHTqEJElcdNFFpKam4vf72b59u7BtLCwsRJKkVvttI+u2wWAwyj6zrbnoUCgkygFqdKtyIaOmlDsW9d3gPONko9v2ardut1s4TkVGt06nU+zBVXyHAVG7TU9Pj/peStQb6ZEM3wpuy+hWwWg0MnToUJYsWcLixYujBHfEwEK6dkpDp9UwpF+XqOcpphtz584VJhRWq5Xrr7+eiy++WIh7MBjkk08+YcWKFUB4acK1116LTqeLEtvc3FymTp2KwWBg9+7dYvnA4MGDyc7OJhQKsXPnTtxuN0ajkZKSEjQaTat5W2VlmHKOkWv3WnolK0SOcqnRrcqFTLhL+VStHb+nk/kBoArueURHRLd1deFxGZvNFjVKpMzdJiUlRY21KCvnIqNbp9PZZtQLCNGONNFoyZgxY1iyZAmrV6+mR48ewgUmPcXGohm/jzrW7Xazfv16Pv/8c9GMpdVqueyyy5g6dWrUxiOn08k777wjdvJOmjSJsWPHIkkSpaWlzJ49W4itEtkeOnRIeD737t2bLl3CQn/gwAEaGxvRarX07NlTvFYNDQ04HI5WdVsI7w1WbnTaSiUrr6liw6lGtyoXOmqE27Go7wjnEScT3fr9/najW5/PJ5p5IqPbQCAghsMjo1ulKUin00UZjSszb6mpqa1W/CnNUC1/diQFBQVMnTqV2bNn88Ybb7B06VKGDRtG3759xTlWVVWxadMmdu7cSSAQAMINYiNHjmTy5Mmt1mpVVlby1ltvUVtbi8Fg4Kc//alwvjp06BBz584lEAjQqVMnrrrqKvR6PceOHRMuUj169BAmHRUVFeIGpEePHuJaWu63bbkAQllYEBMT027nuCK2kiSprlIqFzxBJIKnWJM91eN/TKiCe55wqtGtyWRqN7qNiYmJEouamhqCwSAmkymqHqlElJEbbwDRhRzpQqWgCG576VSFa6+9FrfbzZdffsnBgwc5ePAg7777bpvHpqenM2rUKC655JJW5h0A69ev5+OPP8bn85GYmMidd94puqn379/PvHnzCIVCdO3alcsvvxydTkd1dTWrVq1ClmXy8/Pp27cvkiTR0NAgZo47d+4sIvVQKCTsLiMNQRScTqfYM3yimw1FcLVarZpOVlFRiUIV3POEk4luA4GAcJVq+aYfDAaF61HLdK8yX9qyHqlEssryAgWlYagtwVWi6/acrxQkSeLWW2/lyiuvZO3atXz99dccPHiQ2NhY4uLiiI+Pp7i4mAEDBkSdV8vrnT17NmvWhDcFFRQUcMstt4hr37lzJ59//jmyLNOtWzcmT56MVqulvr6e5cuXEwwGycrKYvDgwUiShNvtZufOnciyHLXXF8LzyV6vF51OF+WTDGExVm50Wu4Zbkmk4KqoXOioKeWORRXc84CTjW6VZiij0dgqpdnY2EgoFMJoNEalgZubm0VNMjJNW1dXh9vtRq/XR40IeTweUadVoshIFAMMZSTpu7DZbFx66aVceumlJ3W8Qk1NDTNmzKCsrAxJkhg/fjzjx48XYrd582ax9aekpITLLrsMjUaD3W5nyZIlwrLxoosuQqPREAgE2L59O4FAAKvVSrdu3cTr7HA4hCVlVlZWqxsep9PZ5p7hlsiyLLqT1XSyyg+BEKexD1dNKbfLOX1XWLFiBVOmTBERzty5c7/zOcuXL6d///6YTCby8/N55ZVXvv8T/Z4JBoPfOUYSDAZFOrdlXVWWZSGSiYmJUYKt1CSTkpKiolIlus3KyoqKxpRoOD4+vs20sTKPqkTaHY0sy6xatYqnn36asrIyLBYLd999txBUWZZZs2aNENt+/foxYcIE4Xm8ePFivF4vCQkJjBo1Cp1OJ0w8lEXyJSUl4poDgYCo5yYmJraZOVBudGJjY0+YJo60p1PTySo/BBRrx1P9UGmbcxrhOp1Oevfuze233y52mJ6Iw4cPM3HiRO666y5mzJjB6tWr+dWvfkVKSspJPf985GSjW0Vs9Xp9q3Su0+nE5/O18vQNhUJR5g2RKGnjyGYp+HbsJzLqjUQRYaU5qyNxOBx89NFHYvVfYWEhN9xwg1gfKMsyS5YsYePGjQAMHTqUiy66CEmS8Hg8LFmyBJfLhdVqFZaNEK5J19bWIkkSxcXFUTaVitVlW0Ye8G10q9fr23SUikQVXJUfGmpKuWM5p4I7YcIEJkyYcNLHv/LKK+Tm5vLss88C4Q7TDRs28PTTT7cruJGjHIDoND1fOJl9t7IsiygrJiam1Zu5Et3Gx8dHRasNDQ1injSyCcjhcIg0c0thVb5XZJdzJLm5uXzzzTdifrcjkGWZb775hk8++QSXy4VWq2XKlCmMGDEiav72888/F/7OF198MQMGDAAQywiampqEP7IijrW1taI5rLCwMOqGxOFwiBuHrKysNv2QlT3Dbb3uLYl8vlKPV1G5kFGdpjqWC6qGu2bNGsaPHx/12KWXXsqbb74phKUlTzzxBI899tjZOsVT5mRMElwuF7Iso9VqW0VZPp9POB+17KxV0sktXaGUFGpKSkqr1ywyNd0WihHGkSNH2n3NT4XKykrmzJkjOoezsrK44YYbosaXvF4v8+bN48iRI2g0GiZOnCgMNQKBAMuWLaO+vh6j0cjFF18s0sIul0sIdGZmZtTNRTAYjEolt5U+d7vdwp7yu6Jb+HbloCzLhEIhtXFKRUUligtKcKuqqlql/dLS0ggEAtTW1raZBn3ooYfEfkUIR7gt06jnio6IbpVmn5iYmKhUaSAQEGNCbc20QttNUUqnc3v7bFNTU4mLi8Nut7Nr1y4xC3uqOBwOvvjiC9auXStSthMmTGDkyJFRQuVwOPj44485fvw4er2eK664QphxhEIhVq9eTU1NDXq9nosvvlhEsMFgkB07dhAMBrHZbG06Zp0olQxE1cxPNlpVBDcYDKqCq3LBczb24f6YuKAEF1rXxpS6WXtviEajMUqIzieU6Far1bbb1erz+QgGg0iS1OaC8/YEsq6ujlAohNlsjmoECoVC1NTUAK2FuGUKtS0kSWLw4MEsXLiQTz75hLy8PFFjPRmamppYuXIlq1atEqn+Xr16MWXKlFbjTLW1tcycOROHw0FMTAxTp04VN1VK89SxY8fQaDSMGjVKROWyLLN3717RJFVcXBz1+rrdbnGjkpmZ2eZrHwwGxf+fE3Umt0Sv1+P1evH7/Wi1WlV0VS5ozsY+3AuJYDDI9u3bycvLazcoOREXlOCmp6eLNKlCTU0NOp2u3Zrj+UooFBIzmydKyyrRrdlsbiUMDoeDQCCAVqttZRihiGpqamrUzUhjYyN+vx+dTtfqF8br9YobmBOJzOjRo9m4cSP19fW8/PLLTJs2rc0F7JHXWlpayrp169iwYYO47tzc3KiINZJDhw4xf/58vF4viYmJXHvtteJnyLLM+vXrOXLkCJIkMWLEiKgotby8XFx/UVFRVJOZLMsilWyz2dq9sVBuBvR6/SmJpk6nIxAIEAwG8Xq9mEwmdURI5YLlx9409Zvf/IaePXty5513EgwGGTVqFF9//TUWi4VPP/2U0aNHn9L3u6AEd+jQocyfPz/qsQULFjBgwIAzriWebRQ7Q41G0+4beiAQEG/8bQmDEt3Gx8dHvakHAgFRi1WWzCsoQpSSktJKCJTo9rtExmKxMG3aNF588UWOHz/OU089xciRI8nKyiI9PR2DwUB9fT11dXUcPnyY7du3RzWrde7cmTFjxrSKPBU2btzI4sWLgXBNd+rUqVE3ANu2bRM132HDhpGdnS2+1tTUJDYdde3atVX03djYiMfjQaPRtJtKhm8F93SyI0ajEbfbLTIGBoNBXWSgckHyY49wP/74Y2666SYA5s+fz+HDh9mzZw/vvPMOf/zjH1m9evUpfb9zKrjNzc3izRHCYz9btmwhMTGR3NxcHnroIcrLy3nnnXcA+MUvfsGLL77I/fffz1133cWaNWt48803ef/998/VJZwWLUeB2kOpIRqNxlbzuYFAQDRLtYxU6+vrkWUZs9ncSqiVum5LIT5VEhMTmTZtGm+99RYVFRV8+eWXJzzeZDJRVFTEiBEjWi2uVwiFQixZskQsG+jZsyfjxo2LuvZdu3aJsaFBgwZFfS+/3y+2AqWmpkY1XinfP/KG40Sv/clkH9pDkiRMJhNer5dQKITP5xNZBZ1Op0a8KhcMP/Yabm1trSi9ff7551x77bUUFhZy55138vzzz5/y9zungrthwwbGjBkjPleam2699VamT59OZWWlMGiAcGT0+eef89vf/paXXnqJzMxMnn/++QtuBleJbiVJajeSDIVCJ/QtVsZZzGZzqyhM2YebnJzcKqpSBLetLmRFCJRGru8iKSmJ+++/n3Xr1nHw4EGqqqqEb7PNZiMpKYnU1FRKSkooLCw84fYch8PB/PnzxXzwqFGjGDRoUNT579u3j82bNwPhzT8FBd/u0FXMLbxeL2azWey2jaShoYFAIIBOp2u3C1tBeQ1OVxyVzuZAIIDP5xM3WX6/H41GI4RXo9Goka+KynlKWloau3btIiMjgy+//JKXX34ZQIwvnirnVHBHjx4dZRbQkunTp7d6bNSoUSICuhA5WaMLj8cjRoHaSmsq6eSWtdNQKNTuCj2/3y+i4rZq3sovkLJA/WSEQKvVMmzYMIYNGyaeGwqFTmk1XXl5OXPnzsXpdGIwGJg4cSKFhYVRxxw+fJj169cDUFxcTElJSdTXjx49Sl1dHZIkUVRU1Ornh0Ihjh8/DrQek2oLJcI9k2hUkiT0ej06nU40YSmvT6Q1piK6kQKsCrHK+cCPPaV8++23c91115GRkYEkSYwbNw6AdevW0b1791P+fhdUDfeHgCJmcOJ9qZHRbcs3Xo/Hg8fjQZKkVoKrNFLpdDri4uKivhYZFbc1V2o2m8VYS3Nzc5ube74LRTROBlmW2bx5M0uXLiUYDJKSksIVV1zRKvo8duyYWGDQrVu3VqNIdrtd7PUtLCxs87wbGxsJBoPo9fqT6qrWarUEg0HxWp4JykIKnU4nmuWUD/g2mlY+j0QR3kgRbvmhovJ98WNvmnr00UcpKSmhrKyMa6+9VgQ/Wq2WP/zhD6f8/VTBPcucjNGFknqEtruFFeGMjY1tJQZKdJuQkNDq+yvPa6+jWKvVYrPZaGxspKGh4bQE92RxuVx88cUXHDx4EAhvApo0aVIr28qKigpWrlyJLMvk5eXRv3//qOsKBAKibpuSktJq1AlO7DXdHkajEZfLJTqNOwrlhkSv14tlB0rUq9yMRab0vyu931KMI/+rfF1F5XT5sUe4ANdcc02rx2699dbT+l6q4J5FFEMEOLno1mQytaoTyLJ8QuE8kTWj8ryWkW8kCQkJNDY2UldX1+Z6vo6gtLSUzz77jObmZrRaLaNGjWolpBDuqF6xYgWhUIicnByGDRvW6pgDBw7g8XgwGo1t1m0hPFrl9XrRaDQnPTtnMplwuVy43W5iYmLOOMpti0ixbEmkGLf1byVLEvm19n5GW2KsRscqJ0MIaJ13+e7nXMicSjPUfffdd0rfWxXcs4gStZ5oFCjSfKI9u0Gl8aZlBBpZo21LWJSZ3hNFrllZWRw+fJhdu3bRt2/fk7iqk8fn87F8+XLR+JSYmMjll19Oampqq2Nb7rQdPnx4K2Gqra0Vc9k9evRot6NYeU3i4uJOutFBGeVRHLuSkpK+F9FtjxOJMRAlvO2JsnJcW6lq5WcoEXdk/VgVYpUfM88888xJHSdJ0tkR3E6dOnHHHXdw2223fW9R0A8NWZZFd/KJ3riVZimNRtPmkndlnrWtRegn6lyGb+dsT2Rq0atXL77++mvKy8uprq4+4azqySLLMocOHWLRokXiHPv06cPo0aPbvMb6+noWL16Mz+cjJSWFiy66qJVQ+v1+9u3bB0B2dvYJ67KRy+NPFkmSSExMpK6ujmAwSF1dHTabrUPTy2dCpDC2dRPRliBHpq2VYyJryQqK+CoOaKoI/3gJyaexD/cUjz/fUPpBvg9OqwXzd7/7HfPmzSM/P59x48bxwQcfRG3kUWnNyey8hRM3S8myLAS3rbRwpBFGW5woclaIjY0VHcLr1q1r97iTpba2lo8++ohZs2bR1NREXFwc119/PePHj29TbBsbG4XYJicnM2bMmDZfrwMHDuDz+bBYLHTu3Lndn+/z+URHcHuuUu2h1WpFZBsKhWhoaKC2than04nf7z9hh/25RoletVqtWOloMpmwWCxYLBZxU6Z0UUfevIVCIWG64na7cblceDwefD4fgUDgvL5ulY5F3YcbxufzsXfvXhE0nS6nJbj33nsvGzduZOPGjRQVFXHfffeRkZHBPffcc0GP7HyfREa37UULwWBQiENbUaji0StJUqtF6fBt9NteU5TyvdsSukgGDhwIwJ49e9i6desJj22PpqYmFi5cyPTp0yktLUWr1TJo0CBuv/128vLy2nyOw+FgyZIl+Hw+kpKSuPjii9tMEzc2Noq9vd27dz9hmli5ZqPReFpzc4roKmLt9/ux2+3U1tZSXV1NfX09drsdp9OJx+PB7/dH3VydjyhirNPpMBgMGI1GzGYzFosFk8kk0umRIqyMNXm9XlHb9nq9qgD/wAmd5scPBZfLxZ133onFYqG4uFj4Qtx33308+eSTp/z9zsjypnfv3jz33HOUl5fzyCOP8MYbbzBw4EB69+7NW2+9pf4h/pfIOtqJnIuUCFR5w2uJUouMjY1tlU4OhUIiddpeU5RyDt8lPBkZGYwYMQKARYsWnXSKRfEpnj9/Pq+99hqbN28mFArRtWtX7rzzTkaPHt2uVaLdbmfhwoW43W5sNhtjxoxp87UKhUIilZyZmXnCBjDleDizeVqNRkNcXJzYlGQwGMT4lNfrxel0YrfbRQRcU1NDVVUVVVVVVFdXU1NTw/Hjx6mtraW2tpa6ujrq6uqor6+nvr6ehoYG8dHY2EhjYyNNTU00NTVht9ux2+04HA6am5tpbm7G6XQK0VMiT7/fTyAQiEoZnyqKEYter29ThLVarbhZjIyClXNRFm2of/c/HM5GhLtixQqmTJlCZmYmkiQxd+7c73zO8uXL6d+/PyaTifz8fF555ZVWx8yaNYuioiKMRiNFRUXMmTPnlM4Lwtvmtm7dyrJly6LKSZdccgkffvjhKX+/M+oC8fv9zJkzh7fffpuFCxcyZMgQ7rzzTioqKvjjH//IokWLeO+9987kR/wgiPRNPtEb/3fVWCMFtyVOp1MYTrT1/EjRP5lIb8iQIVRWVnLgwAFmzpxJly5dGDhwINnZ2VHX4HK5qKur48CBA+zZs0ecI4Rr/YMHD243olVQxNbj8WCz2Rg7dmy7wlxaWorL5UKv158wlaygCG5HbO3RarXExMQQExMjavKKyCgLC5Q6KRDVvHS2aashKrI2q9RnI0W0ve+jHK/cACnXqNR/I+vDkRuwIn+OyoXJ2bB2dDqd9O7dm9tvv/2kXAMPHz7MxIkTueuuu5gxYwarV6/mV7/6FSkpKeL5a9as4frrr+cvf/kLV111FXPmzOG6665j1apVDB48+KTPbe7cuXz44YcMGTIk6u+kqKhIjDSeCqcluJs2beLtt9/m/fffR6vVcvPNN/PMM89EOW+MHz+ekSNHns63/8FxMs1SSoQCtNmYEwgEhCC31fyjRLexsbEd0uAiSRKTJ09m+fLlbNmyhYMHD4pfMKUGqEQ2kej1egoKChgwYECbM7EtcTgcLF68GI/HQ3x8PGPHjm23Men/s/fe8W3V9/7/U1uyZcl7j9hO4uyEDDIgAQqE1RZoKXRR2tL2Um7bS/n2115aekt7b0vbS2m6gA5Gxy2lLWWUlYSSBAKBkL0d2/HeQ7Isa0vn94f4fDiS5RlnAOf5eOhhWz46OjqSzuvz3oFAgNbWViBetzuRPsfiYi8mIU1X8o/oIpXqGEYr40nOHlZvP959Y5UDpSoNGi0hKhVCeI1GoxTJsfo+C+EWn2chtmLRASQ8t3r/WgKWRjJXXHEFV1xxxYS3f+CBBygvL2fDhg1AvEJh165d3HPPPVJwN2zYwKWXXsodd9wBxC3Vbdu2sWHDhkn13u/t7U1ZRTE8PDylz/GUBHfFihVceuml3H///VxzzTUpLzrz5s3jox/96FR2/65CbfGMl50M8VhjqoucEFSr1ZryfIuSn1TWL8QFwmw2yySiicx4NZvNXHrppSxdupRdu3Zx5MgRwuEwPp9PJndB3IVdVFTEvHnzqKysnHD5jMvlYsuWLfj9fhwOx5hiC/GVbSwWw+l0Tnj4ghgeHw6H8fv9YyaMTRfjlfScSkZrpCEs0mTrFBhhnaoRwiqSq8RP9cVGLcDi+cT+1cci8g+0IQ7vHE6m8YV6QhhM32zyHTt2sH79+oT7LrvsMh588EHC4TAmk4kdO3bw1a9+dcQ2QqQnyooVK3j22Wf58pe/DLzdSOa3v/0tq1evnvSxT0lwT5w4Ma6bMD09nYcffngqu39XIazW8Vx3QnBHExy1BZsKIbhjZeIKwZ1sRnlOTg6XXXYZl156qcxa9fl8WCwWsrOzx03CSkVfXx9btmwhFArhdDp53/veN6bYDg0NyUSp6urqCa8uDQYDDoeDwcFB+vv7ZfvKdytqF/B4JIuj2jUu4sGi77O69zMgrXtxU1uv6ucXrne1+zl5iIPmdj57ORnBLSsrS7j/O9/5DnfddddJH1NXV9eIcsWCggIikQh9fX0UFRWNuk3yPPXxuPvuu7n88ss5cuQIkUiEn/3sZxw+fJgdO3awbdu2SR/7lAR3PLHViDPR2ttIJDKmO1lRlHEt2LEmCwmsViterzfBOp0Mer1exjBPht7eXrZs2UI4HCY3N3fMZCqByA4UiUuTISsrSyYgNTY2UlJSMi0r7dNNKtczvL3qnuxCYjxxFm7iSCQiQx6iHErdflTsS5QfiZsQYCHKws2tjncLIRftLsdbmGqcXk6mDre1tTXhuzqd37lUJZPJ96faZrKfrTVr1vDqq69yzz33UF1dzaZNm1i6dCk7duxg4cKFkz7uaW2dc9NNN9Ha2spLL700nbt9x6LOGB3L4hDWrdlsTrnSF/WPOp0upSs4FotJq3UsKzE7O5u+vj4GBgZGnUl7qmlubua1114jFouRn58/ap2tGr/fLyf9TKXRSnp6OqWlpXR0dOD3+2loaCAnJweHw4HVaj1lF3h1HDX5pnbxJrtek5tVTCb5KnnYQapkqeQ4rdrFm+wqFuKZ/JqE4IqboigjLGFRciTmOavdyWIxqrakxWdYuK41q/fMo0xBcJW3tnc4HJNeHE+EwsLCEZZqT08PRqNRtrQdbZupNPJZuHAhv//976d+wCqmVXCLi4u1L4mK6XInC4vUZrOlPL/iQiXitKMhpvCImbinE0VROHLkCPv27QOQ7RonEu9tbm4G4sc/moU/Hk6nk7S0NNrb2xkeHpYlOiaTifT09BGuUbX4CLFTC2Iq0Ux1O91MdJZxKoSVqb6pLVbxORaiKRZ/6oxtcVO7ooeGhtDr9VJ8RZ6CeA61Ja0WYnUil2b1nhliip6YMrlr+mS3nyyrV6/mn//8Z8J9mzZtYvny5TK/ZfXq1WzevDkhjrtp0yY5RnQyRKNRnnjiCY4ePYpOp2Pu3LlcffXVU2r1etKCqzbl77777pPd3buGiQ4qENYCjC+4o7mLheBaLJYxL0xiPm5fXx/BYPC0uVWj0Si7d++mrq4OiI/YW7p06YQWZ+FwWMZuTzaUYTKZqKiowOPxMDg4iNfrJRwOyw5dp4pU1qW6daL4mdzTONU4PhjdnTZaK8fkRCl1vDaVlTlajF/dKMNqtcqfomRILF7EZ1/sSwiw3+9PqDW3Wq3y8WazGZPJlOByFjf1XGFNeN99eL1e6uvr5d+NjY3s27eP7OxsysvLueOOO2hvb+cPf/gDALfccgu//OUvuf322/n85z/Pjh07ePDBBxOyj//jP/6DdevW8aMf/Yirr76ap556ihdffJHt27dP6tgOHTrE1VdfTVdXFzU1NQAcP36cvLw8nn766Um7lacsuA8++CA//elP5UV01qxZ3HbbbXzuc5+b6i7fVUzUnSwubiJ+lYrxWjIKS3q8MhmHw0FWVhYul4vGxsYpDVCeLF6vl+3bt0ureunSpcydO3fCj+/t7UVRFNLT00ftoDUZxAxhp9Mpm4WIDl6iS5TaklWL3Gi1rcliqnbZvlOsM5FFLG6imYb4XS3OyTkAQjzVjTKEFSwEWCTrBQIB2VEtFArh8Xgwm81yRrN6brA6Ziy2F8L+Tjin7wZORy/lXbt2cdFFF8m/b7/9diAeonzkkUfo7OyUORwAlZWVPPfcc3z1q1/lV7/6FcXFxfz85z9PqOFds2YNf/nLX7jzzjv59re/TXV1NY899tikanABPve5zzF//nx27dolB8K4XC4+/elP84UvfEHO6Z4oUxLcb3/72/z0pz/ly1/+skyNFmnYTU1N/M///M9UdvuuQt1kYqyLg9o6HW0/48VnJ5KYBXHRqK6uZteuXdTX11NTU3NKL1xicHwoFMJsNrNmzRpKSkomtQ9h3U7HEIVkRAepsxV1DFht9SXHe0eL8aqtZLUVLRYC6gWB2uWbCiGSQjTFT7UrWZSBiFwD0bc5LS1N7tvhcBCJRAgEArIVpnj84OCgFG6LxSKt3lTJWsLa1oT31BJvfDFZwZ3cc1x44YVj5ig88sgjI+674IILxm0jfN1116WcZTsZ9u/fnyC2EE/C/P73vy9b4E6GKQnu/fffz29/+1s+9rGPyfs++MEPsmjRIr785S9rgsvE2iiK1oAwuuCK+K5IJEmFOlY8HpWVlezdu5fBwUFaW1tPybSnUCjE7t27OXHiBBCPva5du3bS8ddwOCynC6UqPn8nIkRDuFuFy1VYlGrL8mQbpU8EEZNNjteqXceitaPNZhuRtCfEU7iLfT4f0Wh0RK22zWbDbrdjt9sTflc/Xi3Eer1eNlgR7mQRflHHfDWL99RyNsZwTyc1NTV0d3czf/78hPt7enqYOXPmpPc3JcGNRqMsX758xP3Lli07LReJsx1115+xRFAkiYgYVSomkn08mYuN2Wxm7ty5HDp0iF27dpGfnz9tI+cURaG9vZ0333xTXmznzJnDkiVLptRaUd3s42wZizcRotFowpQd0fNY3Cbb7lFdvjNavFdsJ0gez6dO8BLWsvi/EPixysX0en2C2zgtLU2WiAnxFM8bCoXw+Xyy57NoOiKyzQ0GA3a7nYyMDPnY9PR06a72+/3S3e/1erFYLKSnp8vELbXwimPXhPfUcDJ1uO9U1A07fvCDH/CVr3yFu+66i1WrVgHw+uuv873vfY8f/ehHk973lAT3k5/8JPfffz/33ntvwv2/+c1v+MQnPjGVXb6rULe0GysxSD29Z7QLxXgWMEy+/nL+/Pk0NzczNDTEiy++yCWXXHLSgtbV1cX+/fvp6+sD4u0nV61adVKWqejLPJk5tqeTUCgkRUUIjJiiMx7CglRbk8LKTO7qlFyuMx0IIRbuWrVrV7iOxS0QCBCLxeTrTM5yFxZrRkaGvGVlZUk3nDhPQkCj0agcziAmXzkcDjIyMnA6nTgcDgKBAD6fL+FYREzYZrOlFF5h8WrJVdPHe3EebmZm5ojF6/XXXz+iauEDH/jApCsRTippatOmTQmq39rayqc+9SkZ9AZGiPJ7gYkOCZjIuLzJCO5ES0KMRiMXXnihHAj//PPPc/7550+4XaIgGo3S3t5OXV2drHkzGAzMnj2bRYsWTSltXs1EmnmcDiKRiBSM4eHhBMttNETZjLgJK11k955s+Zy6fCa5vjfV5yA5yUskJwmxHwuRvSysVPH6xVxgtfUqSEtLk8lpmZmZUoAVRcHn8zE0NMTQ0JAsGxoaGkKn0+FwOHA6ndL1LM69cDmL7PL09HTS0tKk8IZCIWldRyIRaQ1raEyWLVu2nLJ9T+mKeOjQIZYuXQogG9rn5eWRl5fHoUOH5HbvxVXmZKbyCMEdK7tYXNTHEmXxv+T2e2PhcDi45JJL2LZtm5zWU1RURFVVFaWlpaMeezAYpLe3l+7ubpqammSMWafTMWvWLBYsWDChPs0TQQjBZF7XySBi6sISEzfxGlMhhroLARC3iQxWSEYd+xSuVeGOVluc6mYTJ0tyhyixIBALBfF67HY7WVlZspZbEAqF5HkSYwTFyD6fz0dnZ6c8T+LxWVlZpKenU1BQQDAYlF3AROLU4OAgRqNRCrXT6SQjI0OKfDQaxePx4PV6sdvtMtYrzkssFiMQCGiJVdPAezGGe8EFF5yyfU9JcE/lCuCdjjpjdCwrRlgjMLrgivjaWNvA28I0ljCkwuFwcPnll7Nz506ampro6Oigo6MDk8lERkaGLPEIh8MyFpnckNxqtVJdXc3MmTOn3JRiNEQLSRHLnU4URcHv90uxEPNmR7NazWazjDWKm7CwJoMQCyFO4ub1ekdMXpoowmJNFdcVrzW5HlfkWqTqEDXW8wj3r7hlZmbidDoThFgIp8fjwe12MzQ0RCAQoLOzk87OTlmalZOTQ15eHgUFBeTn5+P3+6Xgir64fX19ZGRkkJ2dLc97KuHNyMjAZrNhNBpHjEwcbb60xvi8F13KqfD5fLS0tIz4nixatGhS+9E+hdOMOn471spaXNjHmpqiHuY91gVDxF9FPG4y1pXJZOK8885j4cKFnDhxghMnTuD3++Vw9FSIYewlJSWntLuYEHCv10t3d/eUS4PC4bB0BQu3sNfrHdUFr04EErfJWqxC0MV5FEPlh4aGxrRMDQaDtCqT3dGitCbV0IDJom7RmBy3FcldamtbZB8LQVSj0+mkKObk5JCdnU12drYMUUQiEdxuNy6Xi4GBAfx+P263G7fbTUNDAxkZGeTl5ZGfn09RUREFBQUMDQ3hcrkYHh6WixKLxUJubq7sGubz+eT7ODg4yPDwsGzXKcrphNciEomM2xhGYyQxRUf0PSy4vb29fOYzn+H5559P+f/TFsPVSM1EB55PxHIV+xov+cpoNGK1WgkEAng8HtlPdDI4HA6WLFnCokWLcLvd8iIbCAQwmUzyop+ZmTltLuPxsNls5OXl0dvby9GjRxkcHCQ7OxuHwzGiv6+61EZkCIt442hWqxjGoM6YTU9Pn1LsLxwOS4usv7+f/v7+UT0OZrNZWojqTF273T4lUVBbqam6R6m7wSVnPAs3ssPhGPN5hbt7aGhIWuiDg4O43W5Zg+vxeGhqagLi51aIbn5+PgUFBbLTmc/nY2BggN7eXrkIGRoa4sSJE2RmZkqL1+l0EgwG5YIlGAzS3t5OT08Pubm5ZGZmkpaWJhdQkUiEgYEB+XrUbmaROW6xWLTY7iR4r1u4t912Gy6Xi9dff52LLrqIJ554gu7ubv7nf/6Hn/zkJ5Penya404zawh2LiTSrUAvueGRlZdHZ2Ynb7Z6S4ArEhTI5Vncm0Ol0zJs3j4aGBtra2qTLG5AN8JMHr4+GxWJJcAmL2N9ULZ5gMEhPTw/d3d309vbicrlSTvFxOp0yYSgzM5PMzMwJD0wQ8U2RKCRuIolILIgmO25xNETsVsSlxfnKyMiQyUx5eXkUFxfLxyiKQiAQkJb8wMAAfX19BAIBuQARPWhzcnIoKiqipKSEkpISSktLCYVC9PX10d3dLQXc7XZTX19PQUEBxcXFFBUVkZ+fz8DAAP39/YTDYTo7O+VwcCG8Q0NDCedEvYAS1q5YQGolRBMjhp4Yk4zhTnL7s5mXXnqJp556ihUrVqDX66moqODSSy/F4XBw9913c9VVV01qf5rgTiPq+O14q+iJCO5ExRviqeydnZ0MDAxQVVX1rrmY6HQ6Zs6cSWZmJn19fXg8Hnw+X8p6b5H4k5zwk5aWdtIxvFgsRn9/vxT9VO729PR08vLyyMnJkRbYeM+rKAqDg4P09vbS19cn3a4ul2vSMV11Ewt1za5OpxsxgEHEOEV2LzBmH2U1DocjwW0sbqKLmBgn2dvbS09PD11dXXi9XinABw8exGazUVpaSkVFBYWFhRQXFxMIBOju7qazs5NAICDPdWZmJmVlZeTm5pKTk4PL5aKvr49IJEJHRwd9fX0UFBTgcDhIS0tjcHCQcDgsY8dOpxObzSY9AMLinY5scY13N8PDw7K0MTs7m97eXmbPns3ChQvH7XSVCk1wpxFhaakbzadionNyJ0N2djZ6vZ7h4WE8Hs+09B0+m8jNzZUuyUgkQjAYTOhvfCrGuYXDYTo6OqR1nZww4XQ6yc/Pl7fxypcURWFgYIDOzk66u7vp6uqip6dnzPIim80mXc9qt7e65Ch5BN5kUE/6EbFb4YoXrlrhRh4cHEzpPhYIC7awsFCKaWVlJRCPw3d1ddHR0UFnZyd+v5+6ujrq6uqwWq1UVFRQVVVFeXk55eXluN1uOjo66O3tlVZvWloa5eXl5Ofny57gvb29hEIhWltbsdvtFBYWkpOTIxP8hKs/IyMjwdoVwxTE8ASN1LzXXco1NTXU1tYyY8YMlixZwq9//WtmzJjBAw88QFFR0aT3pwnuNDJRF7DaBTrWlz250HosTCYT+fn5dHV10dbW9q4TXDWihvRUEAqFaGtro6Wlhc7OzoT3ymw2U1RURHFxMYWFheMKbDQapbu7m5aWFtrb22lvb08Z1zUYDNIqFpZjdnY2TqdzUhOdRCzX7/ePaBGp7rusrsdVN9uw2+1kZ2ePKtrJiWDCYu3t7WV4eFjGrkVpoMVioaSkhPLycmbMmCGz2dXnpbW1lUAgQG1tLbW1tWRmZlJVVUVVVRXz588nEAjQ3t5OR0cHPp+PY8eO0dzcTEVFhXQni7i5mDqTm5tLXl4eFouFwcFBgsGgLFcSOQhCdAOBgMxifrd4haaT97rg3nbbbbK07Tvf+Q6XXXYZf/rTnzCbzVOakatTpqOY7x2EsP4GBwenvXG9yIYUF7HRCIVC9Pf3o9frx8y8DQQCNDQ0YDQa5WiosfB6vezatQuAlStXnrbkpnc6iqLQ1dVFQ0MDra2tCSKbkZFBaWkppaWl5ObmjruYEsk/DQ0NKcsIjEYjBQUFFBYWUlhYSEFBAVlZWRMKQQiRc7lc0uoTZTEifnmyM3hFlrS6+5O6flZkISefB2HBdnV10dnZSXt7+4jXbrfbqa6uZvbs2ZSXl8umFV1dXTQ2Niace4PBQFVVFTU1NTidTiKRCO3t7bS2tkrvUHp6OtXV1WRnZxMMBqXrGuKLo5KSEmw2m0z2EouNzMxMzGYzwWAwYYTmO7lmd7qva2J/3/7X57Gmj34tS0VgOMR/X/zbU3KNPdOIRV95ebn0uE0GzcKdRtTZoGMxUUtYXITVPZfHQjQncLlc1NbWsmjRIi1GNQZ+v5/6+noaGhoYHh6W9zscDioqKigvL8fpdI573vv7+6mtreX48eP09PQk/M9qtVJWViZFOz8/f0xxFdZfe3u7FLDu7m4GBgYm3OhCp9MllA8J6018FtRxXHVbR3GfyBoWK/tkjEajrJ8tLi6muLiYkpISZs6cKRu6x2Ixenp6aG1tpampidbWVrxeL/v372f//v1YLBZmzZrF/PnzKSsro6SkhGAwSHNzM/X19bhcLulyLisrY/78+VRUVFBSUiKFd3h4mAMHDpCTk8PMmTPlrOPOzk5CoRCNjY3k5OSQn5+PxWLB5XLJhYuoMxcxXfEd00qHEnkvWrjqTonjMdlOiprgTiMTFdKJNMaAxPiusJzHY9asWezatUvWOM6aNWvcx7zX6O/v59ixY7S0tCQ0HxFuz7HcqgK3282RI0c4duyY7B8tKC4ulm7RgoKCMV20brebxsZGmpqaaGlpoaOjY8zmG8LtLDKe1aVFIrZ7MqVFoqmE6BwlmleIDOGBgQEikYhsYrFv3z65D6fTSUVFhTyPJSUlFBYWsmLFCiKRCK2trRw/fpy6ujp8Ph+HDh3i0KFD2O125s+fz6JFi5g9ezazZs2ip6eHY8eO0dbWRmtrK62trRQXF7No0SIqKiooLi6mqamJ9vZ2+vv7cblcVFRUUFZWxsyZM+nq6sLtdtPf38/w8LD0UAwODuL3+xkaGiISieB0OtHr9dLaDQQCE84ify/wXhTcvXv3Tmi7qXxGNJfyNCF6xEI80WUsMRWJTRaLZdzym+PHjxMOh6msrJxwT+He3l4OHz4MIBNRNOIjtQ4cOCBn7EI8GWv27NmUlZWNGxeOxWIcP36cvXv30traKu/X6/XMmDGD2bNnM3PmzDHfp0AgwPHjxzl27Bi1tbUps51F7FMkIBUWFpKXlzdurexYiEYXwh0rEs5Ga7wSU2Ls7vod3lAn5xZ9kXRzvjwHAwMD9PT00NnZKTOJu7u7R1jgVqtVWrHz58+XjUxisRjt7e1ywaLOjK6qqmL58uVUVFSg0+lwu90cPnyY5uZmuf8ZM2ZwzjnnyBrcuro63G43EHczz5kzh4yMDDweDx0dHUSjUfR6PcXFxTgcDnw+n+yYZjabZY9nEV8Xk5HeSaJ7qlzKd2z+tym5lO++9NfvSpfyyaIJ7jShFtzx6juF4Ir+smPR3NyM1+uV2ZcTpbm5mcbGRgBKS0uprKx8z2Zjulwu9u7dK12kop6upqZmQufU7/ezf/9+9u7dKycYAVRUVDBv3jxmzZo15rQlj8fDoUOHOHjwIHV1dQlxVr1eT0lJCTNmzGDGjBmUlZWRk5MzoVDA0NAQPT09MnlpYGBA1u0ODQ3i9wfw+fxyUPxoX3Wj0ShrcEWdsjVdz6DuIJYMhVkl57Js5gdlM4pUn+1gMEhbWxtNTU00NTVRX1+fkCCm0+moqqpi8eLFLFmyRE6AikQiNDQ0cODAAfl5BSgsLGT16tXMnDkTnU7H0NAQBw4ckJnRBoOBhQsXMnfuXHQ6Hd3d3TQ0NBAOh9HpdNLCjkQitLW1ye+mKGEKhUKydtpoNMqF7ztVdE+V4P7npluwpE88cQ8gOBzkh+sf0AQ3BZrgThOizADe7gE8GpMRXFHLmJGRMWlLtaWlRQ6Bt9ls1NTUkJmZOal9vJMJBAIcOHCA+vp6GQOvrq5mwYIF475HEBe0Xbt2sW/fPunmTUtLY/HixSxevHjMz4/P5+PAgQPs2bNHPr8gLy+POXPmUFNTw8yZM8fNRPZ6vTQ3N9Pc3Cwznjs7O09Jj+nxsFqtsmlFWVkZlZWVCd6XSCxI9/ABsiwz6esa4siRIxw6dIj29na5D71ez+zZs1mxYkXCVCmXy8WePXvYv3+/tMTz8vJYu3Yt1dXV6HQ6BgYG2LVrl5xMlJWVxcqVK8nJySEUClFbWyvHB+bm5lJTU4PRaKSrq0t6E5xOJ8XFxUSjUQYGBojFYjJTHN6ZonuqBPfrm744JcH98fr7NcFNgSa404SI/+h0unFdv5MRXJ/PR2NjIwaDgZqamkl/+Xt7e6mrq5MZo/n5+RQXF08oGeidTGNjI7t27ZKvu7y8PMGyGotAIMCrr77Kvn37pDWan5/P8uXLmTNnzpiu59bWVrZt25bwWIhbwwsWLGDhwoXj9oR2u90cPHiQo0ePcuTIETn6MBVZWVmyRjk7O5uYZYDu6KtY0sFkgUtm3UlWRhEdvp20Dr/MvPyrOdz3NzzBdmyGHC4p/1F82MBwD1vqf4zfFyDXuJRMFnKk9SW6+lvwu0Hx5jAwMLKblqC4uJj58+djLmmBgqPkOIq4svpn8v8DAwMcOHCAvXv30tLSIu9PT09nzZo1nH/++fL7ODw8zK5du9izZ49c6JSWlnLppZeSl5eHoig0Njaye/du+f7OmzePxYsXo9PpaG9vp6GhQSZBLVy4ELvdLmugAVnTK2qjo9EoBoNBxu+F6BoMhndEItWpEtyvbbx1SoJ7z2X3aYKbAk1wpwnRjEGv149bjuPz+RgcHJxQDFdRFGpra4lGo5SXl09pGHs4HObEiRMJWadWq1WWpDgcjndNNnMkEmHXrl1ybGRWVhbLli2b0OADRVE4fPgwW7dulS7I0tJSVq1aRWVl5ZjJT7W1tbz44ovyeQGKiopYunQpS5cuHfN9VhSFI8f3s/W1p2k6Nkhrc/uIbfLy8qioqKCiooLS0lJZC5xsHXuCHWxq/E9iSpj5uR9mft51ADxR+1lCMS9OSznnFt3KCfeLzHBeSG7abAA6hvbwStsP5X6uqv45vnA/u7p+S5F9KUvyP0mj61WGB8DXb6atrU2GLdRzcAF0OoW8ChOXr/s4y5cvl516BD09PezevZs33nhDDkIwmUysXr2aiy++WH4v/X4/O3fuZPfu3UQiEXQ6HStXrmTNmjUYjUYCgQC7d++WbuaCggLOO+88bDYbQ0Nx69rv92MwGFiwYAFZWVl4vV5ZfmSz2aioqADiiXRCdJMt3XdCydCpEtzbX/jSlAT33st/qQluCjTBnSYmI7iBQACXyyXLK8ajq6uL/v5+7Ha7vEBMhaGhITo6Oujp6RkRRxSdeMSUGtEm8VR0cDpVeDweXn75ZXkRX7hwIQsWLJjQ8ff39/PCCy9I12d2djYXX3yx7JSUCkVROHLkCJs2bZJWm16vZ8mSJaxbt27M90pRFBoaGnjttdfYuXPniEznyspKFixYIF3PqUYfKorCUKgdmzEbkyHuVWnz7ORQ79+wmwsptC+iyHouw0NB9rb9jbrurZSnvY/i9BUypitbQRr1HBt6lCGOk2a3cM3c+3m17Sf0+Y/hMJcyK/tydnf9DtBxZfUGMsxvd9nxeDzxZLL9u3hjz1a8/YnHOXPmTNauXcvq1asTvnPRaJRDhw6xZcsWmpubgbenV11yySXS7e/xeHjppZc4fvw4EO9odeWVV8pOPy0tLezYsYNIJILNZuP8888nPz+fcDjMoUOHGBwcRKfTMWfOHAoKCvD7/TQ3NxONRlOKrtFoJCcnh1gsJhO6xHfhbOVUCe5tz395SoK74YpfaIKbAk1wp4nJCK5oNzde4wtBMBikvr4eiJf9jNVUYyJEo1F6e3vp7+/H7XaP2VoQkH15jUaj7M8r/hZ1nhaLJUGsT7c10N3dzbZt2wiHw1itVs477zwKCwvHfZyiKLz55pu88sorRKNRTCYTa9asYfny5WMmmbW1tfH3v/89QShWr17NRRddNGac3O/3s2XLFl588UU5iAHAZDaQPzNC5bxMPnnJj0bsIxT10us7Sn7aAkyG+Ofr+MDz7O1+GMXvYEb4s9Q1HGX7ob/g6orgdUXxeaKE/FP7etvSLNgzjVgcEQqKs5k3aynDGW+QW2rmuiX3YTfnj3hMKOrlqeO3MOQK0VkLncd09LfoEFcYg8HAsmXLuPrqq6murpaPEx6CF154QZ5Pm83GVVddxerVq+WC6fjx42zevJnh4WF0Oh1r1qxhzZo16HS6hMWWXq9n5cqVVFVVEY1GOXr0qFzQzJ49m+Li4pSiqygK/f39xGIxzGYz2dnZsu0lINtnno1ogvvOQBPcaWIyghuNRmWDhIKCgglZYCJb2eFwUFZWNi3HDG9nV4tORWKsnWgNOBUsFovspjTRUqaTweVysWnTJiKRiEyymUiXrUgkwsaNGxNKqNavXz/m5yISibBp0yb+9a9/yQvz+eefz4UXXjimu9/n8/HCCy/w3HPPyWQni8XCsmXLWL16NQsXLWAo2kQgMkSv7xDF9uXs7n4QmzGLpQWf4dW2e/GGO8m3LaYk9BH27t3L1jee4sTxVoYGxu4updOD2arDZNVjsujQG3To9TqybZWEwyECoWF8AQ8Bf5igL8p4V4SSkmLmz4/Ho1esWEFZWZlcYLkDrWxq/P9QiNc3B7yQ0/MJXnv1DZnAB7B48WKuu+66hDpxRVE4duwY//znP2X4Y+bMmXz84x+XuQ5+v59//etfHDlyBIA5c+Zw5ZVXYjQaiUQi7NixQ3obzj33XGbNmoWiKNTX10vvxdy5cykoKCAQCNDU1EQ0GsVut1NeXk4kEqG/vx9FUUhLS8PhcMihBzB+yd+Z4lQJ7lee+8qUBPfnV/5cE9wUaII7TUxGcCFukcViMXJyciZksYo2jxBPwEnlYpxuxJzZSCQiazij0WjCtBnRqUcMLE/uFZyZmUlNTc0pazM5PDzMxo0b8fv9FBQUcNFFF02o/CkQCPDEE0/Q2tqKTqfj4osv5pxzzhnTMu/q6uKPf/yjtEwXL17Mhz70oTE/R4FAgOeff55nnnlGdrMqLCzk/e9/v4w3ChQlxuO1nyKqhMgwFzMUij+PfyhK86EAjQcCtB4O4x8eOSkps8BIdXU1zgIwZveQkWMkzaEnzWHAkjZymIbNkE0wOkSMxEWVElMIBRRyWElnVyttXQ24uiJ4Os10tbkZ7Bkp7gUFBZx77rmsW7eOFStWMBA+RpvnDYbDvRTblzIr+3IgnlD29NNP8+qr24nF4pedlStX8tGPfjShEXwsFmP79u08++yzhEIh0tLSuOGGG1i0aJHc5uDBg2zcuJFYLEZxcTHXXnst6enpKIrC7t27qa2tBWDZsmXMmTMnQXR1Oh0LFiwgJycHn89HU1MTiqKQnZ1NUVGRDPkAcgJRIBAgFoudtZnLp0pwv/TsbVMS3F9etUET3BRogjtNiCzliQruwMAAwWAQh8MxoRIVQI7fMxqNVFVVnZUxpWg0Sn9/f0IZhslkYsGCBdM+UCEcDrNx40YGBwdxOp2sX79+QosXr9fLX//6V/r6+jCbzVx99dVjxmoB3njjDR5//HHC4TDp6el85CMfYfHixWM+5tVXX+VPf/qTvHgXFxfzoQ99iBWrlmI22FJetDc3fouBQB0zMi7htVd28saLjbQe8ydYnTabhQWLFrBw0RzyKnUMOl7CYtMDOmDsr7MOAwpT67dsxAYhJw3Hm+hvstB4tI/O+hDRyNvPmZZmY+aSTM6/soqPXvB9jIbE96PV8zqbDt5L7Ss6WvfrURQFg8HA+vXr+djHPpbw/vX29vLHP/5RNhk5//zzueaaa+SCqrm5maeeeopAIEBmZiY33HADTqcTRVHYu3cvR48eBWDFihXMnj0bRVE4evQoPT09MtbucDgYHBykra0NiCe6ZWdny/7UEI8ZG41GWfYnQihnE6dKcG999qtTEtz7rvqpJrgp0AR3mphMWRDEE5i8Xu+ESoMEsViMEydOEAwGsVgszJgx46yNKUHc/Xf48GG8Xi8Gg4FzzjlnWi3zAwcOyNmql1122YQWLpFIhL/85S90dHRgt9u57rrrRmTRJrNt2zaefPJJIO7C/NjHPjbmZycUCvHQQw+xdetWIF5SdP3117NmzRqOu55hf8+fKLav4LzS/4cv3EO66e32j71Djfzi//6Dnc+68fS/bcnmlpmoXGRlxiIrc+bMZTjaRlQJUZC2iOFQDxajk/5Abcrj0WHAbEgn2zaTHOtMsm3VZFursRjjr6HRvZWdnfeNe+5SEQ7GaD8eoulAgLb9Jvr7XfJ/c5eU8uUvfJP5C2fT4nmNvLS5DAQaeKPjlwDMN93Os49vk630qqqquO222xLej0gkwnPPPceWLVsAOOecc/jEJz4hRbe/v5+///3vDA4OkpOTwyc+8QmsViuKorBv3z6OHDmCTqfjfe97H4WFhcRiMQ4dOsTAwAAWi4Xly5djMplkvbtOp6OyshKr1Yrb7SYQCGAwGMjNzU1Iojrb4rmnSnBveeb2KQnuA++/VxPcFGiCO02oG1+M12kK3p4YpNPpxuy3m+pxjY2NRCIRrFYrM2bMOKs7SEWjUQ4cOMDg4CBms5mlS5eO2ZVpogQCAZ566ikikQhr166dcFOQF198kT179mCxWLjxxhvHLct69dVX+fvf/w7AxRdfzJVXXjlmDK+vr4+f/OQnNDY2otPp+NCHPsQ111wjvRFbmr9Hj+8Qep2JYvs5tA3tpCrzYs7Ju5lnn3+a3/zuPly98ZIkhzOd6z58A5ddvp7XvXcQU8KADoe5DE+oZdRjUGPQWbEYHHxg1i9H3eZkBFdNafp5RLrL+cNff8WxHT6Ut4Yu1SwuZPmHFArK0rmg7E4CURdmQwYF6QsA2LdvH7/61a8YGhrCbrfz5S9/eYT34MCBA/zhD38gGo2ydOlSPv7xj8vP/dDQEH/84x/xer2UlZXxkY98BKPRiKIovP7665w4cQKLxcLll1+O3W4nEomwe/du/H4/2dnZLFy4EIi7vIeGhjCbzTKpq6+vTyZWZWZmyolgOp0Omy21l+JMcKoE99/++TXMkxTc0HCQX3/gHk1wU3D2Rf/foai/eBOdX6vXx11q6l6y42E2m6XIBgIBTpw4kXLG6tmCqIFMT08nFAolJM6cDIcOHSISiZCdnT3hJLKjR4+yZ88eAN7//vePK7Y7d+6UYvu+972Pq666akyxra2t5Y477qCxsZGMjAzuvPNOPvKRjyS4/hfnf5KyjFWsKv4SA/74udh/YA833XQTP7r7Hly9PtKceq67eTX/+McTfO5zn6OVJ94SWwDlLbGd2IU+HPXT3NSccF9vfye7978q/67bO8jvv3eMx35Sz3MPNbPjmS5OHPIQDk7O9dzl38v5yz7Af//Xj7nnt7dx9TVXYzQaqd3fxZ/v6mbTI91sPP5dsqwzsRjeDi8sWbKEu+++m6qqKrxeLz/84Q/ZuHFjwr4XLVrETTfdhF6vZ8+ePTz66KNy8ERGRgbXXXcdZrOZ1tZWXnjhBdlZ7Nxzz5Xj+15++WUikQhGo5H58+fLzlUijl9cXIzRaCQUCtHV1SVH+UHcW+P3+2UGvhj2oKExGTTBnSZEM3iYmODqdDpp6YkmCxNF7U4WItbX1zfh8W2nG5PJxJw5c4B40wPROH6qRKNRWSa1ZMmSCVkZkUiEl156CYBVq1YllKWkoq+vj7/97W8AVCzWs/bSxWM+T09PDz/+8Y8ZGhpixowZ/OAHP2D+/Pkjtsu2VbGm9HbKHKuZnX0Vdbt8/P77h2hsbCTNbuH8jzj5tx/P5toPX80h158YCnXhCbaleMbR3+uBrgCvPt3J7793jO9c9yY//MxefvrTn3LTTTexZMkSzlm8gn//t/8nt3f3BjnwygA7X+jhX4+28/efneBXXz3EN6/eyU9v3c9TDzTScGCQWHTsz1ck5uO5hq+wve1/qSyfwze+/g3+/Oc/c+GFF6AocOjlYf72wy7+uueLbGz8f7zZ8Wv52NzcXO666y4uuugiFEXh4YcfZufOnQn7X7hwoRTd3bt388orr8j/5efnc80116DX6zly5IhMmjIYDKxbt06O5xMZ6Xa7XWZINzY24vP5MBqNlJSUAPHMd6/Xi9lslmEQj8cju1cBMonw3YyYFjTZ21S47777pDt/2bJlCe9vMp/+9KflNVd9U3/nHnnkkZTbnEkDRRPcaUQ9b3QiiJhjMBicdAmO1Wqluroau92Ooih0d3dz4sQJOWj7bCMjI0PWHJ84ceKkjlG04rNYLBOqtYW4dTs8PIzdbue8884bd3vhrnaUBCg8t5Wmwa2jbhuJRPjZz37G8PAwM2fO5Lvf/e64DU0Gg2386a+/5rkHBohGFGqWZXHT9/NZdnkGBhPs7PwljYMvsbX5e5Q6Vo17vMOeMK8+3ckv/uMg379xD//4RSMHXhnANxTBZNHzl6cewMV+zrnMyvu/UMEVn37bBT9jXgbXfqmSKz5dznkfLGTuuZlkZJuIRRXa6oZ5+fFO7vt/h7nrhjf5208baD0+eg9nX6QPhSi7ux7CFWikPvYIqz/r4Tv/eyuZWRn0tgb52w978PRF6PUfS3is2WzmC1/4ApdfHs9qvu+++2Qyk2DRokV86EMfAuDZZ59NaBgyY8YMVq9eDcC//vUv6TlKT0/n3HPPBeDIkSMyGUokSCmKQl1dHYqiYLfbpeejs7OTWCyG3W7HaDQSi8UYGhqSNegQ/+6ejd+36eJ0Ce5jjz3Gbbfdxre+9S327t3L2rVrueKKKxLagKr52c9+JkdEdnZ20traSnZ2Nh/5yEcStnM4HAnbdXZ2TktIa6qcPVH/dwF6vV6WzUwEo9GI1WolEAjg9XonnDylfnx5eTlut5uuri4CgQAtLS3YbDby8vKw2+1nTYwJ4t2Tenp65HzVyUw/UiNqmPPz8yf0+hRFYdeuXUC8TGS8mHdtbS2HDh1Cr9dz7iWlKGYD5Y7zR93+0UcfpaGhgfT0dG677TZMZiPtQ7twWErJMI9cEHhDPfzv777MS/8XF4uFF6Zz4SfS0OvjF+6w8rag+SJ9dA/vH/W5B/uCbPpTG7s29xIJxT93Oh1ULnAwe5mTWedkUjY7HYMxcW2dZnp7QZBXauP8q4sS/q8oCu7eEM1Hhzj6hosjr7sYHozw+nPdvP5cN2U1dtZeW8TS9+WmfA+8oQ42Nd4Bb9Xj+rKf5tqvO3nuZza6u3r4+w/7+cE9XxzxOJ1Ox4033khLSwtHjhzhnnvu4Qc/+EFCIuKaNWvYt28f9fX1PPbYY3zxi1+Ui92VK1dy+PBh3G4327dv5+KLLwagrKyMwsJCurq62L17NxdeeCE6nY5Zs2axc+dOXC4XfX195OXlkZ+fj8fjIRQK0dfXR35+Pg6Hg4GBAXw+n2zuEo1GZencyTajOVuJKXpiyuTsMrF9sifLYrGMmt197733cvPNN/O5z30OgA0bNrBx40buv/9+7r777hHbO53OhKqHJ598EpfLxWc+85mE7XQ63YQX5acDzcKdRsSXXnwRJ4JwVwUCgSnFhHQ6HVlZWcyaNYvc3PjFz+/309LSwvHjx+nu7p5UjPhUYrVaKS0tBaChoWHCC5NkRLlRbm7uhLbv7e2lt7cXo9GYUMs5Gv/617+AeBnKVUu+xftn/pJsW1XKbbu7u3n22WcB+OIXv0hubi5H+h5ne9uP2dT4dcKxAOFYgNqBZ+n1xctUNu7+BS/9OT6Td/mVGVz0yUz0+rhoOUyl6DFj1r3dRMPlTx33HugK8IvbDvH6s91EQjGKq9L4wBcq+Pafl/Hv9y7g0k+UMWNexgixnQg6nY6sfAtLLsjlY1+fxV1/W8EtP57P0otzMZh0tNZ6+fMP69j8p1TubkHi++vIhx//7L/IL8lgyBXmf777Iw50/4Unjt/MCfcWuZ3BYOC2224jNzeXrq4u/vnPf444thtuuAGz2Ux9fb0s/4H4IvTSSy8FYM+ePdKa1el0LF++XA43EIs2m80mE+7EZ9JgMMiLdF9fH+FwWI4vBGTrUCGy4XB4yp/ls52oAlFFN8lb/LFlZWVSGJ1OZ0rhhHgi6O7du1m/fn3C/evXr+e1116b0HE++OCDXHLJJSPaqXq9Xtl//P3vf/+Eh8ufKs644E7Gb79169aUPvljx46N+pjTibCcFEWZsOCaTCb5RXa73VP+4hqNRgoKCpg1axY5OTkYDAYikQh9fX3U19dTX19Pd3c3Pp/vjLrAysvLMZlM+Hy+hJFtk0Gco4laFcLtWFhYOKEuYKK9oHBPCoKRIVo8rxGKDsv7hOU8f/58li9fHt/HWwlOihIDJcah3r+yr/v3bGn+Hr3eI2x66k1QoHKxlTUfShwqb9CbiBEipHgRiVFRRi7EPAMh7v//DuPqDpJbYuXWn8zn9gcWc+FHSnDmTn+NqMGgY9Y5Tj7xn7P5rz8v56Ib4rHOjX9o5ZUnOsd5dJz8tIVE09r53LdXYbbq6G7x8cLWvxGKDlHv2pSwrcPh4BOf+AQQL8tK/l7k5uayalXc1f7mm28m/K+yspLS0lI5jELgdDqpqoovnERfZnj7MxkIBKQQi4YXiqLI+zIyMtDpdEQiETkUQSyy360JVDF0U7pBPOtbzGceHBzkjjvuSPkcIhM8uc1tQUHBmJOyBJ2dnTz//PPSOhbMmTOHRx55hKeffppHH31Utnytq6ub4tk4ec6o4E7Wby+ora1N8Mmr28OdSXQ6nRRd0QpuIohpPdFolMHBwZMSRJPJRGFhIbNnz6a0tFRa0MFgkL6+PhobG6mtraW1tRWXy3XaLxQmk0k2mWhtbT2ppJOJnie32w0wIZd9R0cHoVAIm802oj735dYfsKN9A6+23SvvE4K7YsUKed+C3OtZWfwlLpnxfXp8h+kcimdGG/Qmnj3ybY7siLvall0ev4DreTuLuTprPemmfOJJUalfXzgU45G7jjHQFSS32Mqt98ynetHpG7dozzTx/s9VcNmn4tnhT97XyJubesZ8jM2QTY/vIPt7/ojR7ud9V8Zjqoc2GnCYy5if+6ERj1m+fLkcq/ePrT8hHE1MLhRx2UOHDskuXgJR6nPw4MGEz8ns2fHpSC0tLTJZ0WAwSM9LS0uLzHAWAuB2uwkGgxgMBvl9ErkSYtEXjUbf9QlUk8XhcCTcxmsWkvz5Fe/DeDzyyCNkZmZyzTXXJNy/atUqPvnJT7J48WLWrl3LX//6V2bPns0vfvGLSb+W6eKMCq7abz937lw2bNhAWVkZ999//5iPy8/Pp7CwUN7OpjpUcSyT+fLp9XopBoFAYFoSn/R6PU6nk4qKCubMmUNJSUmCsHs8Hjo6Oqirq6Ouro6Ojg48Hs9puWiIsXKhUCihgf9EEV/CiR6rcAFOpNOV6GpUXl4+ogQopsSfT1Hii6lgMCi9K0uXLpXbGfQmZjjXkWmtYFfnbxkKd5BuymdW1pXU7fYTDUNeuYniWWbMhoyE9op7ux9hZfGXxzzGvVv6aD7qxZZh5HPfn3tKLNqJcOknS1n3oXjs9/GfnxizjMioT0dY7IPBJlZdXoTZbKL+WBt6VzUWQ+aIx5hMJpavitfq7nxjFw3uFxP+X1JSIgfJi97KgpqaGkwmEy6Xi+7ubnl/dna2nKmrLlErKSnBaDTi8/nkAPu0tDTZH1tYuenp6RgMBmKxGMPDwwkJVKFQ6F2XQHU6kqZyc3MxGAwjrNmenp5xh7soisJDDz3EjTfeOK7HS6/Xs2LFivemhXsyfvtzzjmHoqIiLr74YtmBZjSCwSAejyfhdioRXz7Rb3iimM1mKQjDw8N4vd5p+/IaDAYyMzMpKytjzpw5VFZWkpeXJ92roVAIl8tFa2srx44do7Gxkb6+vlNm/er1ehlraWpqmvTziGJ60TJxPMTKeiLlAGN1D1pXdgcrim5hTWm8pKbXfwhhhapX7zHlbfenyDCe4VzHvNxrKc2Iu53Tnca4R4TEi0RUCbK99ccTeFVQXJVGXump6VE9EXQ6HZd8Im4ZhoNjh0KGwm2Agu6tS47LsAvbW+ufo50b+Vfzt+gaPjDicZUVce9VyK8j2zqylEvUYAsvhsBsNsv+zMmjD8VnTy3ERqNRxm3V9wsvh8fjIRgMotPppAgPDw/LCVMw+e/8OwGRNDXZ22Qwm80sW7aMzZs3J9y/efNm1qxZM+Zjt23bRn19PTfffPO4zyO6j6n7dp9uzpjgTsVvX1RUxG9+8xsef/xx/vGPf1BTU8PFF1/Myy+/POrz3H333QmB++mctJOKqbqVIXFF7fV6Zd3fdB9fWloa+fn5VFVVMWfOHMrLy8nOzpYrRJ/PR3d3N3V1ddTX18vEkemkqKgIu91ONBqddDMMUXKTPPh8NIT3YCICLRY9yRdwAJspi6rM92E1OugaPsCrnT/CnBZ/f0Qi177uP/K3Yx9lX9cfcQeaWVrwGa6b82cW5F2PUW9hYfX7ABgaiJ9Pf3Tgrb2/bRWEYkNjHmNJdbycrKNh+IxbVK7ueEJeRrYJkyW1p8moS0csTBRVIlUkHBcngyn+2juGdtPgejFhwWIxxV9rvm0h+ekj65pF9nKqWvbR3ndxzent7U0QSHG/+vNutVqlG1lYvlarVXayGh4eRq/XS9F9t1m5p6ss6Pbbb+d3v/sdDz30EEePHuWrX/0qLS0t3HLLLQDccccdfOpTnxrxuAcffJCVK1eyYMGCEf/77ne/y8aNGzlx4gT79u3j5ptvZt++fXKfZ4IzXhY0Gb99TU0NNTU18u/Vq1fT2trKPffcw7p161I+5o477uD222+Xf3s8nlMuuiaTSU7TmewAd1HK4/F48Pl8hMNhMjMzT1nfVoPBQEZGhhT6UCgkxX54eJhgMEh3dzfd3d1kZGSQnZ1Nenr6SccLRUnG3r176erqoqCgYMJlUUJwRT/q8fozi25BYuzaWMcutnW5XLIrUSr0b311bA4IDscTNyorK2nxxL0zx13PUuv6J3Oyr8ZmyqLcsQarMZMOngdgsDeK3xvFZhciNfGLdEGFDYNRh98bZfuTXZx/TeEZKf+KRRXeeD7uas3KH8utHcWosxFR/PKeSFhHOBB/zUuKP0ZmDhzpfxwAg97CDOfahD0ooxjQwkszGcF1Op1YLBaCwSAul0tmu9vtdtLT0xkeHqa3t5fi4mIg7vL0er243W7y8vIwmUyyTGh4eJi0tDRMJhORSARFUeT3/t2AwuQFVJlgFzQ1N9xwA/39/Xzve9+js7OTBQsW8Nxzz0lvRGdn54jcnsHBQR5//HF+9rOfpdyn2+3mC1/4Al1dXTidTs455xxefvllGfs/E5wxC/dk/PZqVq1aNaZP3mKxjAjen2pONnsxPT2drKwsdDqdHFY/PHx6rBkxeHvGjBnU1NRQXFwsL2pDQ0M0NzfT2Ng4Lda30+mU7p1jx45N2CNgNpvlZ0R0FBqLoqIijEYjbrd73Mzo3NxcnE4noVBozBKC/PR5vK/iuyxfEm+i8fTTTxOLxVhWeDP5aQtQ3hLQOtcL7O1+hDc64r2Kc4vsZBcZiYQUtv7JjQ4TRt3k3MJGk56VV8Rf/5P3NfL779XiHZxeD8R4BHxRHr7rGK/9M/79XXXl6N/ZiBIgovgx6N5uOHBwq4dQQCE3N5eVc66l1LFSupttxrcXXvv27QMYdZEs3L9ioaRGfD6Tczx0Op28DqiFWqfTycWc8FhA/PsoMpbF/WazWXqEvF4vOp3uXWnlng6XsuDWW2+lqamJYDDI7t27E4yoRx55RA4DETidTnw+H5///OdT7u+nP/0pzc3NBINBenp62Lhx44jKg9PNGRPck/Hbq9m7d+8Z9cmPhojpTTV70Wq1kpubi8lkQlEUPB4Pvb29p7Wm1mg0kpWVRVVVFdXV1WRnZ8s639bWVk6cODEiO3SyzJw5E6vVSjAYlPN+J8K8efMAqK+vH/ecWK1W5s6dCyB7KY+GwWDg/PPjTS62bds25oUzL20u11/7aaxWK01NTezcuZOSjOVcVPFfXFD2TRbkXk/6Ww0mLIa4B2Fp4U2s/1wOOj0cf9NP9/4sLp7xPZzmiQ1fEFz7pUquurkcg1HHwe0D3POFfRx9Y2Ix7ZOlYf8gP/3ifo687sJo1vPJb86WC4Bk8tPedvVFlXgMXRfMZM+z8YXoRR+u4vXun7Kp8evMzFrP5VX3yqEGw8PD7N69GyClB0tRFPmZSdWqU9TgpvKACLFMXhCLLlNutzvhvRf3u1wuYrFYQizX7/cTDocxGo3S0zDdIRiNdwdnNEt5sn77DRs28OSTT1JXV8fhw4e54447ePzxx/nSl750pl7CqOj1+pNu/2Y0GsnJycHpdMrs4oGBAfr6+vD7/ad1FW21WikqKmL27Nnk5uai1+sJBAI0NTXR2to65QQrg8EgwwSdnZ0jElxGo6ioiMzMTCKRSELjg9E455xzgHj95Xix3NWrV2M2m2lvb+fgwYNjbutwOLjqqqsA+POf/yyT8grti5mfdx1VmRdTmL6EBbnXA2DUmymYYWbFVfGL9eO/3csDT32JwQlO/xHo9Tre99FSvvLzhRSU2xgaCPO7O4/yw8/s4Z+/aeL4Hvekhw+MRiym0F4/zJa/tfPzrxzgvq8dpq8jgDPPzL//ZD7nXDR6A5Ie36GEv7MNC9jxRwveIT85RRYKl7XT6Y2LatfwQZyWUrntiy++SDgcpry8fERDA4Curi7cbjcGg4EZM2aM+L94L4QwqhEL4uTFWkZGBkajkUgkIgUb4u+zCBWpG1+INoFDQ0PodLp3XTOMk6nD1RjJGY3hTtZvHwqF+NrXvkZ7ezs2m4358+fz7LPPcuWVV56plzAm6vZvoVBIThqZDCLJyWq14vV6GR4eJhwOywuNzWbDZrOdttmcosFGTk4OPT09uFwuPB4PXq9XxmEn+xqzsrIoKSmhvb2do0ePTmhurk6nY+HChbzyyiscOXKEsrKyMVtFFhYWMmPGDJqamnjmmWcSxrslk56ezvnnn89LL73Eo48+SkFBwZhhjquuuoqtW7fS09PD97//fe68804yMjLwh13s6/k9AHt7HmFt2TewmwspTF/Eue/fR9uxIB11IZ7+WT9L19tZ82EnBqP63I0/UL50lp2v3reIFx7u4JWn2+htC7D1bx1s/VsHeoOO0lnpVMzJIL/cRl6pjdwSK3anEVKEGGNRhWFPmCFXmJ5WP52NPjobfTQe8uDzvO3u1+lh5RUFvP/zFdjSR37uTPp0rPpshiKtCfdbA7O4/3+30dXkx2gyctmnS9EbgoCegrRFzMm5Sm576NAhHnvsMQAuu+yylLkeTz/9NABz584dURISDAZlA5NU751YICZ/b4S7eWBgAI/HI13POp2O7Oxsuru76evrIzMzE51Oh91uJxAIEAwGCQaDmM1m9Ho9sViMUCh0Rvv2TgdTSYKa6vCC9wLaPNxTjBhMD/FkqpPtuRqNRvH5fPh8voQVtFhtW63W01qX7Pf76erqkrEwu91OcXHxpJNGYrEYBw4cwO12y65jE9nH9u3baW5uxuFwcMUVV4y58PB4PDz88MMEg0HWrFkjXcepiEQi3H///Zw4cYL8/Hxuu+22MbtUdXR08N3vfpfBwUEqKiq48847SbPb+PuxjwNgMTi5etZv0Ol0NLq2sLPr1+iiFvY8aeDl5+K1vPkzTFz++WyyCiefcJNtnUVH/1Fqd7k5tstN7S43g32jex1mVJWz/eV4gtcTT/2db9zxNfzeyKjJSRabnqpFTmqWZ7J4XQ6O7NE/x5fO+BHbW3+IP/q2J6GjPsjzDwzgdUWx2fV85c7red/Kj3B84DkqMy8g2zZTbtvV1cW3vvUthoeHOe+88/jSl740QnAPHDjAww8/jMFg4Bvf+MaIYRF79+5l8+bNZGdnc/PNN494/DPPPMPg4CAXXXSRTI4SNDY20tzcTGFhoZxyBfHv3vHjx4nFYpSVlcnrx+DgoJw2lJubi6Iocjb26RpUf6rm4X7gsf/BlDa5RUPYF+CfN9ypzcNNwRnPUn63YzAYMJvNhEIhwuFwgqt5qvvLyMjAbrfLGZ2hUEjePB4PJpMJq9Uqv+ynMoPVZrMxY8YMBgYG6O7uxuv1Ul9fLxttTBS9Xs/8+fPZvXs3gUCAI0eOsHDhwnEzvFesWCFH/u3atYuVK1eO+nodDgfr16/nn//8Jzt27KCwsJCZM2em3NZoNPLpT3+ae++9l56eHh5++GE++9nPjmqxFBcX81//9V9873vfo7m5me9+97t8+ctfpiBtMd2+/QSjg/T6jpCfPh93qBWIoRj83PH/3cuV607w/e9/n56mIf7vO93MX5fO0vUZZOXbsBoy8UXGL38aCNRhTTey+IJcFl8Qv+gPdAVpOjJEW52XfPtcHJZCvIMRlJiSMAu4pKicqy67Vv5tthl4ZeczFFWmUVSZTunsdMpr7GP2ZM6zzafXf4R0Yx5bmr9LRIm7aocGIrz57BCHXh5GiUF2kZGr/6OQS1d/gjRTDsuKEusnOzs7+dGPfsTw8DDV1dX827/924j30+Px8MQTTwBw0UUXjRBbMWAeUo9vFFN/ILW7WXhXvN7EqUgGg4Hs7Gz6+vro7e2VrR4zMjLw+/1EIhF8Ph/p6enSLR0KhTAYDGfVEJHJoFm404smuKcBMdorEonImNHJrnqFqzktLY1oNIrf7ycQCBAOh+VNjBITUzqEu2u60el05OTkYLfbaW9vl0lVWVlZFBYWTvg5TSYT8+fPZ+/evXJ26fz588d8vMViYdWqVWzZsoWGhgasVitLliwZdfu5c+fS1NTEwYMHefLJJ7n66qtHbQ2akZHBZz/7WX75y19SV1fHhg0buPnmm0cdvVdSUsJ//dd/8d///d+0tbXxzW9+k4uvWI11MRiNesxvJU5VOM6nfWgnTksZGeYi1q0rpaamhv+864vU7u/iwEvDHNwyTOViKx++di0LFuVzaOAv8nl0GFEYO6Nbp9ORU2Qlp8jKsovzOLfos1RmXphy23PPPXdEqcRjRycXU+71H6bEvgKTPo0mzzZ6W0Ps2+yl9g0f0bcOde4qJxd8Mp1Mew4xZWRS0csvv8xDDz1EIBAgNzeXr33tayM8Qm63m/vvvx+3201OTg6XXHLJiP289NJLDAwMYLVaU9Zntre3E4vFsFgsckSmGlHbK6xUNTk5OQwMDMiOcKJ7W0ZGBh6Ph6GhIaxWK2azWZYJvZOnCSlK/DbZx2ikRnMpnyZEHFeUvphMJkwm07SvfIULW8SUkjGbzVgsFul6nu7nF83eRfKTxWKhrKxs3D6qalwuFwcPHiQWi5Gbm8u8efPGFe26ujo5sHzJkiUph78LotEozzzzDLW1tej1et7//vcnuA6TaWlp4aGHHmJwcJC0tDRuuukm2ZM3FW63mwcffFA21S8syudTn72BpQvHnsMbjYXZ+vrT/P4PD1J/wC3vLyoqomJFkFnnmsguMmHU24jEEsXAZsim3LGGetdmoox8388r+RqljonXHz529Pox/283FjIjcx39/no6h/egx0AwGKZhb4Bj26M0Hx2U25bVpPOfX/kxlXOzeb3jFwwGWzAbMvjgzAcw6OODLB588EFeffVVAObMqeG22746otRnYGCA++67j/7+frKysrj11ltHTIw6fPiwnN503XXXyWEFal588UW6u7uZN2+eTKZTE4lE2L59OxCfGJW8OBZxXIvFQnV1NTqdDkVR6O/vl5OFsrKypIULcU/QqVjsCk6VS/nKR78/JZfycx/7luZSToEmuKeRZNEV1uepcjcpiiKFNxgMjihPMhgMMu473eLv9Xppb28nEomg1+spLi6eUC9jwcDAgGw8n5+fz5w5c8a9YB0+fFjWbZ5zzjnMnTt31NcUi8V47rnnOHLkCDqdjosuuohly5aNuv3g4CAPP/wwzc3N6PV6LrnkEi6++OJRLRdFUdi5cycPP/yw7Fq1cuVKPvjBD6YsYVFzrP9ptux/mNpXFI6+5k/Ils0tNTF/STX2il6KZ5pJc7wdr794xv+wu/N3uINNI/aZZanGE2ojqpxcWZkOAzOzLmNOzgd5tv7L9Hb48Dbn03kM9u46ROitZhZ6vY5l59VwziUZXLrqk5RkrMAVaORfTd+R5UE2XT7pHdfwxD+epK+vD51OYc4FCp+4/gvMzE60XJuamvj9738vLdtbb701wS0O8T7Yf//73wmHw6xevZq1axObZ0BcLF988UV0Oh0f/OAHR03Oe+WVV4hGo6xYsWKEFRyNRqmrqyMajcoh9oCsmYd4XbCYdR2LxdDr9Vit1lP2XT9VgnvFn6cmuM9/XBPcVGiCewYIh8Ny5StKCU5HYoVwaaeavavX67HZbNMqvpFIhNbWVplQlZmZSVFR0YRX+n19fRw+fBhFUcjMzGT+/PnjJlLt27dPjmSrrq5mxYoVoyaRxWIxNm7cKEt/qqurueKKKxKGnasJh8P89a9/lROCsrOzufbaa1O6LQVer5c///nPbNmyRZZxzZs3j8suu4x5i6vY0XEPRr2V88u+gdmQhqLE6B4+hMXgINNaQSgU4m/P3c9zG5+m5XCAWFKljzPPQF65mbxyE5cs/SxZhWZOxP4vKdt5bAw6M1Fl7LIuJWLkHNsdtDZ3cuDom7Se6GX/oV0EvEkzb3MNzFmdxoev/ihr5yUOA9/X/UdqB/5JNAKtB+D4dh3Drvhx5uRms/CDbrLKIlxY/m0K0uPTfkKhEM899xwvv/yyXHx98YtfHGH9HjhwgE2bNhGLxZgxYwbXXXfdiM/Z0NAQGzduJBgMUl1dLcf7peL1118nEAiwZMmSlE01+vr66O7uRq/XU1VVJT04ovuZTqeT5XPCNW02m09ZBypNcN8ZaIJ7hohGown1uafa2k0mFotJ8U2uEzYYDKSlpWGz2U464/lkXcwDAwMcPnyYaDSKzWZj0aJFY2YLK4pCbW0te/bsQVEU8vLyWLt27aiPURSFvXv3smXLFqLRKHa7nSuuuEKOEEy1/f79+3nqqaek5Tpnzhw+8IEPjMh2VdPc3CyTtYSnwZGZRvFiLxVLYPXsG5mVdTl1rhfY3/NHQMe8nA8TI8Kx/icBPTFfGmld6zl+pJW9+3bR3NSaMl6mN0BGjoGc3CzsWXqszigmWxhLuh5Lmh6jSYfBqMNoMlGSfi7N7leJxRTCQYWQXyHiN+D1BBl2R/G6o3j6IgwNxFBiI5/MaNZRWGWmZLaZpSsWMmtOBb5wPytL/l02/RC09hzh/57cQO1OH35v3MvjdDp5//vfz6WXXkrM4COqhMgwx4cI1NfX89hjj8nPzvLly/nQhz6U8F7GYjG2bt0qF0E1NTVceeWVI4QtEAiwadMmhoaGyM7O5pJLLhlT/Hbu3InP52Px4sUpW44qikJTUxM+nw+r1UplZSV6vV52owqFQrKOPhqNnnLX8qkS3Mv/7wdTEtwXPvHNM36NPRvRBPcMkuxihlMX2x3vOILBoEy8UmO1WklLS5tSDbGa4eFh2trapIu5qKgIp3NiM1y9Xi8HDx4kGAxiMpmYN2/euH2X29vbefXVVwmHw9hsNtasWSOnwaSip6eHp59+WrbuW7RoEevWrRvV2g0Gg2zevJmtW7cSjUbR6XQsW7YsZZmJmr6+Pl588UVeeumlhMlVuTMUahYXs2BhDT2Gl1I+9sqqDWRY4vve0/UQB9ueo7clTG9LiJ7mEAMdEdzdUcKhU9NwwWTRkVNsIafUQF65iYIZJubOWYIrFG88Mi/nOhbmJ8Z+fT4fe/bs4Y033mDPnj1ysZGdnc2VV17JJZdcMiLzu7Ozk40bN7J//34g7hn5yEc+IruLCQYGBnjhhRdoa2sD4LzzzmPNmjUjPlM+n4+XX36Z/v5+0tPTueyyy8ZctEF8zrHX62XhwoWj1neHw2EaGhqIRqNkZWVRVFSETqcjGo3S19dHLBbDZrPhdDqla/lULaxPleBe9qepCe7GT2qCmwpNcM8CxApYXVdrMpkwGo2nNNEiFbFYjEAgIAcnCIxGI+np6dhstilfLMLhMG1tbdLF7HA4KC4unpAVHQwGOXjwoCzVKC8vZ8aMGWOeH4/Hw7Zt26SwzZw5k3POOWfUuGs4HObll1+WJSVms5mVK1eybNmyUR/T19fHs88+K2PHEHdNr127lgULFoz62sLhMG+88QZbtmyRLnBBRraR/OoYOTMi5JSD9a0w4+VV9+K0lPJGx69oHtyOQhSLwUGFYx3HXc/Ej5kM0iPzyA6fz0DfIL29vXR0N9HUs5ew34AhlB0vIQsHiUbiscVAzEWMIAZLBLNVT2HWLBzOdIbNxygtmElV2QJ6jBtJdxopd5xHy9B2dBjQ6fScX/p1en1HiMSCLMr/GHpMtLa2cuDAAfbt28exY8cScgdmzZrFlVdeyYoVKxLCKIqi0NjYyNatW6WLX6fTsWbNGq666qoEgQyFQrz++uvs3LmTWCyGyWTiyiuvTBhsImhpaeGNN96QjWfWr18/oVyCN998k+HhYRYtWjQiVqxmaGhINufJzs6msDA+SCIYDMrFm8PhwGaznVLX8qkS3PV/nJrgbrpRE9xUaIJ7lqAoCtFodERLODHg+kzU8oXDYdlkQ308opn7VI5HURR6e3vlaD2j0UhpaWnK8oxkotEo9fX1dHZ2AvGynblz545qhYrXsHfvXjngwmazsXz5csrKykY9/tbWVv71r38lDB1fs2YNixYtGlVAW1paeOmll2R2NcTdpStWrGDlypUjsmnVNHUcZvPL/6D1mJ+GuuYRyW32HIXsUliz6Grm1yznTf+3MRgVsq2zWFv2/2E1ZnK070ka3P9iOBxv5n9u0a2yDKhr+ADbWv4HgNUlt1HuSOxVHooOAwr9/nr6/fUc638So97KpTN+SLo5F0WJ0eHdg82YTaZ1Bq5AAxmmYowGKwF/vKNTfX09x44do7a2dkT9anFxMStXrmTVqlUjWjRGIhH279/Pyy+/nNBVbtGiRVx22WUJ3oJoNMqBAwd47bXXZA/vqqoqLr744hEej2AwyJ49e+Tox+zsbNasWTPhxL3t27cTiURSJk0lMzAwID+TakvX6/XKhLesrCwMBoN0LU93gxpNcN8ZaIJ7ljGa8EJcnITVezrFNxaL4fP5GB4elsek1+ux2+1TFl6/309bW5u8AOXk5JCfnz8hi76np4fjx49L93R1dTXFxcVjHkd3dzdvvPGGvAAWFxezdOnSUS/AiqJw9OhRtm/fLmO1DoeDFStWsGDBglFj0C6Xi9dee40dO3YkDHaorq5m8eLFLFiwYEx3uN/v5/Dhwxw8eJCjR4/S2to6ome2TqfDkWuksmIWFSWzyM/PJz8/nzSnnj3un6I3R5ib+0EyzEWUOVbjCjSxqfEbgMJFFXeRn/a2a3Yw2PbW/2B95Q/pGT7Cnu4HAbig7E4K7YsIhUL09/czMDBAT08PXV1ddHZ20traKoVGjdGkp6DKxPkrrmDl0nUjXOyKotDS0sKePXvYvXu3PE9Go5Hly5ezbt26hIEk0WiUY8eOsWPHDmk1ZmZmctFFFzFz5syE9z0Wi3HixAn2798vwyPz589n4cKFExa48cqCUuFyuejo6ADetnQhnt3u9/tla0gxpH66s5Y1wX1noAnuWUwsFiMcDo8YWyeG3Ivb6RJfRVHw+Xx4vV4pvAaDAbvdPiVXczQapbu7Ww4TMJvNFBcXT8jaDQQCHDt2TIphRkYGs2bNGvM9jUajHDp0iCNHjsiJL5WVlSxcuHDU8pBoNMr+/fsTBNRsNjN//nwWL15Mfn5+ysdFIhEOHTrEG2+8QW1tbYJolpSUMHfuXGpqaqisrBxTCLxeL7W1tTQ0NNDQ0MCJEycSyoRSYbYYMaWFMVmhMLsapz0PvSmG2WLCbs1Cr9fLm9vfSuvgmyhRyDEvQBdJp9fTQNAXIxIw4x3yjjsRKicnh6qqKmpqaiiqtHNcuQ+9AeblfpiFeTfI89HQ0MChQ4c4dOiQfN8gLp4rV67kvPPOS+j85Pf72b9/P3v27JFWs81m47zzzmPx4sUJ5y0ajdLQ0MDRo0fltg6Hg5UrV476HqUiFotx5MgRWWc7mXFuatG12+2Ulpai1+tlEpVerycnJ0fWx09Hq1fBqRLcS/8wNcHd/ClNcFOhCe47AGH1iqH2yajF93TEfEcT3oyMjCmt2oeGhujo6JCvLTMzk4KCgnEtC0VRaG9vp7GxUbphi4qKqKysHPNCNjg4yP79+2ltjTfXF8I7f/78UT8TkUiEgwcPsnv37oRZqcXFxSxcuJCamppR2z66XC727dvHwYMHaWpqShBfi8VCZWUl1dXVzJw5k9LS0jFft6IouFwuWltbaW1tpaenh97eXnp6ehgYGEjZHWk6MFvM5ObkkpOTQ1FREY4cE2Wl5cyddU7COYspEXa0/4yhQBeVho/T1eKRCwZ1KZpYtCxbtoy5c+fKz614T/ft20dtba18X9PT01m6dClLly5N8C6Ew2Hq6uo4evSotGitVivz5s1j9uzZk3LbqsVWp9OxYMGCMQdipMLtdtPR0YGiKJjNZioqKjAajfT19RGNRjGZTHLeMkxf1vKpEtxLfj81wX3xJk1wU6EJ7jsMtfiKSURqTqf1qygKw8PDCa5mk8lERkbGpDpLwUhr12AwUFhYOKFM5mAwyIkTJ+QwcoPBQEVFBSUlJWNecPv6+ti/fz9dXfEh6jqdjvLycubMmUNOTk7K51UUhebmZvbv309dXV3CgmPmzJnMmTNnTMEfGhqitraWY8eOcezYsRHWo8FgoKSkhPLyckpKSiguLqawsHDCllAgEMDtdtPWW0vQFyYaNOPz+QiFQgSDQZmcF4vFUBQFvV4vPyuiA5nVasVutxM29XBk6PdY0mHVjJuZlX0ZAG2enbzafg96nZErqjaQbsrD7XbT3t5OW1sbLS0tNDY2jsh4z8jIYN68eSxcuJDZs2cnJA653W6OHTvG4cOH6e/vl/fn5+ezfPly5syZk7AQ8Xg81NfXU19fL5P70tLSmDdvHtXV1RNyA0ejURln9Xg8DAwMEIlEpiy2AtHaVMzIVYuuoihYrVZsNpvMbj+ZRETBKRPcR+7GOEnBjfgCvPjpO96x19hTiSa472AURZExoWg0mnL+5umwfmOxmBRe8XGyWCxkZGRMOhvT5/PR0dEh3W42m42CgoIJuZndbjf19fXSpWgymSgvL6eoqGjMC3BfXx+HDh2ivb1d3pednc2sWbOoqKgY9TV4vV4OHz7M4cOHE+b4CsGvrq6msrIyZeMEiJ+3zs5OGhoaqK+v58SJEyndtzqdjszMTPLz88nLyyM3N5esrCyys7PJzMwkPT19ShfsPv9xDvf+jdKMlVRnjexJ7AsPsLHxa0RiQS4quwtTJB+3283hli0ca32ZwKARs7+a/l73CHGFt6332bNnx93NbyUTwdvJc/X19dTV1cnFEsRjuXPnzmXJkiUy6xfebqTS0NCQsL3D4WDevHnMmDFjzAVWMBhkcHBQ3tSfV4HJZJILLoGiKDIWG4lEiEQiGI1GWatutVpHfLfC4TDNzc0Eg0HZac1ms8nFhBhwICzhk81aPlWCe/EUBfdfmuCmRBPcdxETsX5FxvOpSLwSFoM6q9lms5GRkTFp115/f7+sZYS4dVRQUDCu5awoCt3d3TQ1NUkREJnQJSUlY17YBgYGOHbsGM3NzfJ5jUYj5eXlVFVVkZ+fP6rV29PTw5EjR6irq0uIT0I8Q3XGjBmUl5ePmZEt+vE2NzfT1tZGe3s7nZ2dI7J+k1FPkEpPT5dZ5OqhFSLhTu31ONr3JC5/K0pUz+Lcm6QVHAwGZZLc8HDcAhwa8qZc0An0ej0FBQWUlJRQVlZGZWXliJIvMaO2sbGRxsbGhDpk4V0QsW3xPgthFiPz1KVqxcXFzJo1i5KSkpTvi5gb7XK5cLlcKd3twiNjt9vJycnB4XAk7EtRFOrq6mRsdrTzn52dTU5ODtnZ2dIbEYlEaGtrk4uo/Px87Ha7/Hw4nU75HT1Z17ImuO8MNMF9l6IoCoqiEIlEUlq/wvV8KrKeI5EIQ0NDCVZPeno6drt9UheVcDhMb2+vdDNDXLzy8vLGtQhisRjd3d20tLTIC61ouFFSUjJmKVEwGJRWpzpBKS0tjRkzZlBRUUFWVtao4tvf3y8t1o6OjhHnPicnh+LiYkpKSmQv3vESp5JjteI2nhhPJ2I4e05OjrwVFBRQUFBAXl7eiLpar9dLZ2cnbW1tMt6svtwId+vMmTOZOXOmXIgoioLb7aalpYWmpqaE15ienk51dTVVVVUjFi4ixDEwMEB/fz+Dg4MkY7fbcTqdOJ3OcXMOksU2KytL1seLkjm/35/w/up0OvkZS09PH9FpLT8/H4vFwvDwMDqdDqfTOS29lk+Z4D48RcH9jCa4qdAE9z2CsH6FAKtRi+901gaGQiGGhoYS+kYLC2wywhsIBOSsXbGfzMxMcnNzx41txmIxent7aWlpSXDXinpJ0e82FYqi0NfXR0NDA83NzQkJa2lpaZSWllJaWkp+fv6o5y0YDNLS0kJzczOtra2y/liNwWAgLy+P/Px8cnPjiUm5ubnY7fZxL8BicSNGwwnL1O/3S2tVdDNLlXQn3nej0SgnSVksFjn6MT09nYyMDJxOJ3a7PeXrjEajuN1uWV8tSodSucezs7OprKxkxowZlJWVyfcvFovR19dHW1sbbW1tCQsd4WWorKykoKAg4ZxEo1FcLhf9/f309/eP6BGelpZGVlYWWVlZOJ3OSbluXS6X7HY1Z86clJ3KFEVhaGhIPr96ceBwOKiqqiIzM1OeF3EOxIxsUdcOJzes/lQJ7vsemprgvvRZTXBToQnue5Cxsp71er28AE+H1SvaRg4NDcnn0ul0soZ3MsI7PDxMT09Pgsva6XSSm5s7aoaw+jhcLhdtbW0JWcYmk0laaWMJXCQSoaOjg6amJjo6OhIWLQaDgYKCAoqKisZN9PL5fLS3t9PR0UFHRwfd3d0jREJ9bJmZmWRlZeFwOHA4HFL4xPmbzgXSaIg6bJFgJGKgbrebgYEBBgcHU7qbRQP/4uJiysrKKCsrG1H209nZSWdnJx0dHQnnwWAwxMcSVlSMyNwWdcF9fX24XK6E59br9WRmZkoX73gtHMfixIkTtLS0UFBQwNy5cyf0GLfbTWtra0LiV15eHtXV1Xi9Xhl7zszMxGQyEY1G5fxcYMp17adKcC96cGqCu+VmTXBToQnue5yxLF+DwYDJZJoWl7OiKHJot3gevV4v442TFd6+vr4RrsacnJwJWYXiQt/V1ZVwkU9LS6OgoID8/PwxL9SRSISuri7a29tpb28fERu0WCzSzZqXl0dWVtaYVrTb7aanp4eenp4EIZnIV1Mk7ahjthaLRbo+1YsnnU4nG+yrE+7Eex8KhWQcNxAIyN7aPp9v3GMxmUzk5ubK1ywWMWqLMhAI0NvbS3d3N93d3SNi3aIOu7S0lOLiYvlYRVHw+/309fXR19eXEPsV51u4uDMzM6dtEbJ3714GBweZPXv2mP2xUyHi1cIdrdfrZemY6P2cl5cns8XFtWiqtbmnSnAvnKLgbtUENyWa4GpIRMw3EomMiEuJC/h0CK/f78fr9SYIr3BfTkZ4xUVYfQE2m83SKhzPPReLxRgYGJADxdVfhfT0dPLy8sYVcSGYwlLr7e1NuXDJysqSSTXCYh1LGKLRKIODg7hcLtxuN4ODg3g8HjweD16vN2WG7alEhAPUMVCn00l2djbZ2dkjzlEkEpEWsBDKVA07srOzKSoqoqioiLy8PPn+x2Ix+fj+/v4Rixq73S7d7xNZZE0WRVF45ZVXiMViE2rvOBpDQ0PU19fLeHJJSQlZWVnS0s3Pz5eeH3E9moqVqwnuOwNNcDVSIiyfZJez0WiUVu/JkEp4dTqdFN7JWCmhUIiBgYER7kWHw0FmZuaEY6EizqZO0oK4iAuxFK7A0YhGo/T398skp76+vpQuY71eT0ZGBpmZmTKBx+FwTLiUKhaL4ff78fv9+Hw+AoGAHLUoLFXx/omkOWHZCmtXnbVuMBhkDNdsNstaUZvNJuO5qd5zkZnu8Xikm9ntduPxeFIuCJxOJ/n5+dICVocC/H6/TAZLfi/VcfucnJxxQwjCehf5CZMVsEAgwOuvv45Op2PdunVjLrg8Ho/87IRCIfkZFsM59Ho9J06ckI1W7HY7RUVF0sLPzc0lFotJ17LRaJx0HfspE9zf/XBqgvu5/9SusSk49VPPNd6RqC/CkUiEcDicYAHr9XpMJtOUm2sIcbXZbAQCAbxeL5FIRNbzWq1W0tPTJ+ReM5vNFBYWkp+fL61Cv98vLUKDwYDT6SQzM3PUTFCj0SgtrXA4LK0yl8tFKBSSFiy8LeSZmZk4HI4ES9pgMMjexvD2BVkISX9/P263m3A4LGOhyVgsFlniIy7ewnVss9mkKIoEtFOFmJns9/sZHBwkEAjI92d4eFiWgI22ZrdarWRlZZGbmyuFUi0kwWBQupZdLteIWl6z2Sxjsak8FuqxkskJYskxZb1ej9lslrHw8QRNHMtYo/SS+3Onwmw2U1VVxcyZM8nMzJStJ1tbWykpKcHj8eByucjMzCQQCGAymYhEItOyqJ0OFIWUM5fHe4xGajTB1RgTtTtZ9HYWFlMwGDxpd7PotGO1WgkGgwwPDxMKhaTFZjKZpDCPt3+9Xi8zUgOBAC6Xi8HBQaLRqBQ80VrP4XCMKr4mk0mKr8jAFVaXz+eTQi6m2wg3q7iYq/crSj+cTqccai/KV5JdxUNDQ1I4gsFgQuJNqvNmNpvlTcxRTp4ulSr+LuK3yTHccDhMKBSSP0dL5krGaDTKhC6xsMnKykp4z4RHo6urS1rCyW5iUXY0mptaJG+JW3JJzliIsZOBQICenh7sdjslJSWjhh3UbSJTcezYMTnG0WAwyPi1zWaTx9fd3Y3P55Ndxaqrq1m0aBFHjhwhEAjQ0dFBbm6uPC6LxYLP5yM9PZ1wODxpK/dUoAnu9KIJrsaEULeMjMViCVavuDifjLtZp9PJtoLhcFiWtghL0OPxSNfmREonrFarzBr2er243W6GhoYSrFej0UhGRgYZGRmjxo8NBoNMyAGkkAuxFNa51+uVnarEfkU2cXJimMjSFg3u1YRCIbk/ceEW50IkMkUiEWndiY5cpxJRJiRczMKyttvtKWtZRYKcSGwTZUup+oDb7XbpLcjMzEx4b9UdzMQ5SEa9YBMJY+qpWoDMyBeLJXF+W1paqKioSBm+GE1wFUVhz549HDt2DIiPB1y+fHnKMIDoJFZfX09bWxsNDQ20t7ezZMkSenp68Pv99Pf3k5GRwfDwMBaLRS5mI5EIZrP5tI/kTEZ56zbZx0yF++67j//93/+ls7OT+fPns2HDBtauXZty261bt3LRRReNuP/o0aPMmTNH/v3444/z7W9/m4aGBqqrq/n+97/PtddeO8UjPHk0wdWYNMI9J9xfye7mk81uFuUwGRkZ+P1+2atZXHiF1ZuqpV4yOp1OimosFpMXf+HCFl2I1ElB6enpo7oShZCL8XGBQEDGL1PtV30c6nioEC+bzZZwYRVu1LGGnkej0QQXajgcljd1uZewZFN1HBPTgtQWsbCSTSZTQpeq0c6xsBoHBgbkwkD8TE4cU78X6qQrtVClEthUrRfFORSZ2eN9xoQAWywW6f1oamrC7/dL0U1+jcK6T7YyGxoapNguWbKEefPmjXj+QCAgS6UKCwspKSmhp6eHN954A4/Hw+uvv05NTQ0QLxMTx+Z2u8nMzMTn88V7WYfD0zZNaKooTMHCncLzPPbYY9x2223cd999nHfeefz617/miiuu4MiRI5SXl4/6uNra2oQ4cV5envx9x44d3HDDDfz3f/831157LU888QTXX38927dvZ+XKlVM4ypNHS5rSOGlGKy2aruxmYc35fL4RFp06rjmZ5xAX93jbwqGUyWHqGOpErQ31foUlNZoACUSXIbWVJsQu2V18uhDhA3WpkLgJF2iq/skC9QJGLHiSO42JxK+xBFa8D+I2XQLk9/tpamoiFovhcDgoKytL+P/Bgwfp7++XrSMhHnN+6qmnCIfDLFmyhPnz58vtPR4PW7duTWgpKo6/sLCQsrIyFi1aRGNjI4cPHwZg5syZcvxmQUEBsVhMLvaEJ2eiGcunKmnq/N/8EKNtkklT/gDbvzC5pKmVK1eydOlS7r//fnnf3Llzueaaa7j77rtHbC8sXBH/TsUNN9yAx+Ph+eefl/ddfvnlZGVl8eijj07qNU0XmoWrcdKIbFd1nFdYWNPtbo5GozI7NxKJyAu/epuJiK/IEs7IyJCCrnblRiKRhKQmg8EgLVNhXacSQPV+BeoFgxAWcQsEAgmxyfGOWSxg1Jap6I0tbiIDWZw7cQzqmzqGq7aKxXs31gIh+ZjUlrtYpKTKag6Hwwmu8kAgMKrAjrfQSR7cod6PaN4yVkKfzWajvLycpqYmPB4PPp8vod1nKgv32LFjhMNhsrKyZCOMaDTKrl27eO211xL6PKelpUlPhOietWvXLlauXMmyZcvYvXs39fX1VFRUAPEErIKCAnw+HxaLhWAwiNFolAlUZ4yT8CmnqpdOFZcOhULs3r2b//zP/0y4f/369bz22mtjPtU555xDIBBg3rx53HnnnQlu5h07dvDVr341YfvLLruMDRs2TOLFTC+a4GpMK3q9XlpnpyK7WQy8T09PJxKJSOFSl8nodDr55Z6o21mItSjRSLa8otGotIYFZrM5IX5otVpTWvPq/Se7itWZwIFAIMGaFIsVcQ7Ftqcjbqt+jeKmPqfCs5BKEMX7PTw8LOPOYoGUjLDi1BZs8v7EIk4sBsTPiR7/aCGC9PR0aRW63e6Ugiss6nA4zPHjxwFYsGABer2eQCDAY489JmtqS0tLueCCC8jLy8NsNqMoCgMDA7S3t7N//346OzvZvn07GRkZrFixguPHj9Pc3Ex5eTnRaBSPx4PdbpfiLxLZzqTgKooORZnc91Rsn+w1+M53vsNdd901YnsxK7igoCDh/oKCAjk6M5mioiJ+85vfsGzZMoLBIH/84x+5+OKL2bp1K+vWrQOgq6trUvs8HWiCq3FKULuT1e5mIRpwcjW9Yv9i2ks4HE6wGIXlOzg4KGOSowliMqIDlii5EfsTmbEimUsIorq0R7iH1W5h0fkp1fMKC3GszlbCZa8WneRzqq61TY7bJtfeqi1h9QAL8X6of06kflndnUr8HM1CVvdpHk2w1V2vRJnPaIg4tNqqV1u9Yh8Gg0FmkKvJzMyU8XcxPlA8Dt4W3Lq6OkKhkHQ/K4rC008/TXd3NzabjQsvvJAFCxbIY3C5XPT09JCRkUF1dTULFiygtraWbdu24fF4ePnllzn//POpr6+npaWFyspK/H4/aWlpBAIBbDYbwWAQg8FANBo9reEENSeTNNXa2prgUh4v6zrVwm20z19NTY2MgwOsXr2a1tZW7rnnHim4k93n6UATXI1TSrK7WVi6yVbvyfRvVpfIOBwOwuGwvPALi0i4M9XWr9lsnpClLTphqS0gYV2rG04Eg8Ex3cMiHquOy6pbMI6WZKY+hyfTG3iyqN8jdWKWunRoLNdzsjWcyg0vnkMtsKn2KRL11IuBsd47sUgR74UYcpCZmZlwDkV2unD/Wq1W+fmEtwX3xIkTQDyuqNPp2LdvH01NTRiNRm644Qby8/MZHh5m79697Nmzh8bGxoTjsVqtrFmzho9+9KO89NJL1NfXs23bNpYuXSrbhIo68qysLOmpEd+ZMya4J1EWJMrkxiM3NxeDwTDC8uzp6RlhoY7FqlWr+NOf/iT/LiwsPOl9Tjea4GqcNtTZzckWmtoSGe9iOhZq8c3IyJAXUuGuFSUrIrFFHJNaBCfyvOqSIoF4HWoBFq9LbW2lmqIjjj05PissuFRxWnW8NjlmC0jRGC1+q47jquOhagt6IjmVYhGhdq1bLJaUngtFURK8A+FwOGUtrXphIhZGk0GcS4fDgd1ux+Px4Pf7cbvdsqGL2M5qtUrvhShLA+Q5FyVger2e8vJyhoaG2Lp1KwBr164lPz+flpYWfvvb3yZMtMrLy5NhiUAgwEsvvcT27dtZs2YNNTU11NbWsnv3bmbPni3rz0XmfzAYxGazEQqF5Gf0jFhmp6EuyGw2s2zZMjZv3pxQsrN582auvvrqCe9n7969snoA4lbv5s2bE+K4mzZtYs2aNZM7wGlEE1yN047aYkvu3ywu+sBJi6/Yh7BOxcVeLYRq97Mg2Qqd6POrs43VJFtxamtRuIiFG1jcdzYhSoaEdamO645VNqR2hatfdyqE21+c9+nssqTX6+Xc2WAwyMDAALm5ubLmVzSr8Pv9ZGVlyWMUsVNRX11YWIjZbOaZZ54hFApRXFzMsmXLOH78OL/73e8Ih8Pk5+ezevVqlixZIrNnI5EItbW1bNy4kdbWVrZu3UpxcTELFy7k4MGDNDY2UlxcTG9vr+w+lZ2dTTAYlDkRsVjsjFm5p4Pbb7+dG2+8keXLl7N69Wp+85vf0NLSwi233ALAHXfcQXt7O3/4wx8A2LBhAzNmzGD+/PmEQiH+9Kc/8fjjj/P444/Lff7Hf/wH69at40c/+hFXX301Tz31FC+++CLbt28/I68RNMHVOMOoY7HJLufpFl+19QtIq1NtcaUSPXU8OtkFPNnXOForRvVrV1uZyTFacVPHatWW7GjPnyqGq74JK1p9nifzOkdzP6c6JpE4p/YsjOUaVr/W0V6z2uoXlmnyOcjKyqK/v59wOCxFDd5ubiFyC5IFV8yxLSoqoquri/r6evR6PZdffjmdnZ089NBDhMNhZpWV8umbP0uaMwuv18uBAwdkbbTJZOJLX/oSdXV1/OUvf5EjHisqKmhtbSUQCGA0GmUpjVgYChf3mXIrn65OUzfccAP9/f1873vfo7OzkwULFvDcc8/JLO7Ozk7Z2Q3iSW1f+9rXaG9vx2azMX/+fJ599lmuvPJKuc2aNWv4y1/+wp133sm3v/1tqqureeyxx85YDS5ogqtxFqF2OavbDiaLb3LZx8kIsLpUYTSLTO0OTj5eIUqpynSm8trPdKOD8RALA/Vwi1RDLtSIxYZ4bycSe1UvMibCaKMl1SIl2mz29fVJL4f6nAuhVQuuoij09fUB8aYKe/bsAWD27Nmkp6fzq1/9imAwSFmamXU7n6St6wB1F1zP448/PiKOn5mZyWWXXcbNN9/M73//e7q7uwmHwzgcDrq7u6mqqmJoaAiHw4HP5xsRejkTnM5OU7feeiu33npryv898sgjCX9//etf5+tf//q4+7zuuuu47rrrpnhE048muBpnHeo2kqnEV8RKk7c9GetX7Cs5OUlYbsklKcLSHK3nsNrSElZiciz2ZBYLp4JksUt1GyumK86f2hswEetV/ZxjWenJ5y25z3JyXFpk96pLgkwmEzabTU5ZEosAIKGEDeJxeo/HI3MLMjIyOHLkCACLFi1i8+bNuN1ucnNzuXK4iRZMPNXqo/+PfwQgy2LCFhzGiMJgehZut5vHHnuMJ598ko9//OPs2rWLvr4+aWG3t7eTm5vL4OCgdIELy1e8ptNt5cYt3MmWBZ2ig3kXoAmuxlmNWlDNZvMIMVC7MoERLtKTFTS1O1iN2gWc7AZWJyYBY9bNqocMpEqGUmcuj5YcpSbZ1ZqcMJXsnk12U08EtYdBPeR+vPOtFlh1GVMy4j1PThIbC7UQCS+FeB5hyYp9CMEVjTdEdnzyZ8loNDIwMADE5/a2tbURDAax2+3k5eXx6quvAnDNNdfQd/dt/JFcwko8XnzDDTcwr6sW19P/B0DxV7/F/gEfzzzzDC0tLTzyyCN89rOfZdu2bXR0dDB//nwGBgbkYAun04nf75e9y9ULiNOJNrxgetEEV+MdhbgAC3ef+mKkFg9x0VRfvE/WBZ18HKO5gEezEJOTwmCkK/RsIDk7Ovk2UXe5+v0RP1Oh9gZMxyJJHKfI9o1EIjJ+D0jxFfF6kQWtXjyJ/Ygaa6fTSVNTExAfWLBz505CoRBFRUXMnj2bOwx5hCMxqnKcfPPuH2MOB/CEBhjMLqLdF+LEwWOcu3AeNStqeKq8jJe2v8pDDz3EBz7wAd58803q6urIz8+nv7+f3NxcKbaiwcsZcyufTp/yewBNcDXesaitX2CEO1FYVMnxRfUF/lS4dtWLgtFIti6Tk4LUyUGpkoTGc+2Kn6luaks6uQnGVM9FssU8lns42b1+qtzqIgtexOOFt0LE7kX5lqjvTSW4oj2h0+mUPZArKir4+9//DsC6dev4xz/+QVswRnqajdvu/A4d3/ocf6xt57Vh8ItTcPw+LDpYkw4fXLEE3vc+XnrpJZ555hkWLVpEd3c3BoNBjrwcHh7GZrMlWOviM3E2hSE0JocmuBrvGoR4iHKPVLWm6vtTPXYybszpONZ3Iqnc0aMlNyVnDp/q85qM8ISIRDhxHGrBzcjIkIs29fB6g8EgW3mazWaZPBWLxRgYGCAtLY2Kigp+8YtfAPDp6z7E0C+/w2+OxcUWwAAUmCCmQFcEtnhh65Z93HKJnQsuuIBt27bR0tJCWloabW1t5OfnMzAwQFZWlozhms3mhFDF6XQrawbu9KIJrsa7lmRRS07SUQtFKtFI1QoxOa76bmW0eK/a2k6FWlinwz08HYhsX/WcWXVmsojjAgkLM51OJ2fwiji80+mkoaEBgHnz5vH8888TjUapNOso3vI3fre/nteGQQ98JkfHuWlgfMt9fSwIL3gUDgXggRe3893bl3LQZmVgYIDq6mra2trkc4puU2qxPRNxXC2GO71ogqvxnkEtmILRkoeSk4xG219y1mzyc5wNgpPMWIlUyS7s0UhVz3u2ZV0LhCs5GAzKYQBiMSBCDkLEkl3hQmhFLDc/P5+jR48CUFlZyX333QfA2lAP/3fAzzYv6ICvn1vDqlWrSJuzGEtZJQZHFnOiEa4a6OPgoYM8+MQz/M9Pf851RelsN+ZwaO9usguKpHUrJmGlp6dLC30yZVLTxhQEVzNxR0cTXI33NMlxYEGyVaf+qd5mIoksyWIs7kv1M/n38UgeUpD8M1W28mRIzpw+E27h6UAtsNFoVJYtifiuWnDFe6xOvHO5XEC8P3BXVxc6nU6OcSwwKKQHA7zw1iCpv//6VxQtPGfkQZjMWIrLWV5czvL1V/H888/zu/+9m+K8EL0RM5mZTgYGXOj1erxer3SHiwEOZ0ZwdfHbZB+jkRJNcDU0UjCaEMNId+t4FvFUhO50kCqR6p1goU8FUSMs6qjHElzxmsViymw2y/7X4r68vDzq6+sBWLr6PF7f9gLgZp4VcvLyABjq7eaZZ55ly47XaW9vx2Aw8OHzV3H9Z2/GllvAFVdcgcFg4PkHfgZmM93dPbLuPBgMJpQpJScCnq73RYvhTi+a4GpoTJJUrulkxqqDTf6/+mfy7xM5luTfR6vbTWVpv5cQgiuES8RthQCL3wVCXI1Go7RwRUy3oKCAffv2AZBXv4e/drkBCVE8aQAAILFJREFUWJuuI9DezD0//hEP/P0pYrEYGUY9czIs7HL52bNnD/f88VG2PftPsstnsH79ep558gnSPYP09/dTVFSE2+0mMzMTRVFkWZNabLVM5XcumuBqaJwCxmtQoXH6EVa8sBzVHaZEElWqGmmj0SinAAlL1+l00tPTg06nIxTw44pCmh7OSYPf/3//zn3H+zDrddxcmc0VhXZsBj3NvhAPN7t5td/FN75zF799+BEAzr/wInb/5WGazU6MRqOMG4v2k+rhFiLMcboy3LWkqenlnVmXoKGhoTEF1NnI4ndFURLKgsTv6sEIon2n6I8sFlI5OTl0pecAMNcCJp2Of3bGg7kfL3PyoRIHNkP8MluRZuY7c/KosZvZ9upr8phKSkpwDcf36/V6ZelP8iSpsbpznSqE4E72ppEaTXA1NDTeM6hjteq/BeoYrojFq5PjksuE8vLyaPDGxbjKoqPBG+LIUBCDDq4osI94fp1OxyfKMhM6lMViMY57w5gMhoRYsbrN5ETLsqYbTXCnF01wNTQ03jOoXbGxWCzByhWoO5cl/08IrviZm5tL7VtlQjPMsLkn7no+LyeNbHPqiN2qbBvXXHC+/Lu7tZmQAplWk5xUJDKgk9tjnm4LV2N60QRXQ0PjPYPIPodEwRUza+FtURbCliquKyxPq0GPJxrfLscITb64tbs80zb6Mej13Prv/y7/rn/lJQAMoaCMz6p7bk+2Rno6URTdlG4aqdEEV0ND4z2FEFR1HFedRJVs4aozl5NLhjxb/knoLf2z6aAjEN+22DZ6H+3sK2+geN5CADY+/zz+hmMAhIa98vmTu6CdraVlGpNDE1wNDY33FGpBVSdLCcFNFtVwODyiLln8T62BJp1C91uCW2JN7U5Om7uE/I/dAkBfby/fuOMOdLH4vkJmq3wOtes4VQe004UWw51ezrjg3nfffVRWVmK1Wlm2bBmvvPLKmNtv27aNZcuWYbVaqaqq4oEHHjhNR6qhofFuQO0yVidRCWtXIOKp0WgUmy3uIhbJTmIfEVXZV1QB8WcqzTGXVlL6/36AzmgkFgryX7d9ib6+PnRvKVQkEI8Li9IlcYxn0rLVBHd6OaOC+9hjj3HbbbfxrW99i71797J27VquuOIKWlpaUm7f2NjIlVdeydq1a9m7dy/f/OY3+cpXvsLjjz9+mo9cQ0PjnUpy4w8hnkJMhStXjO4DSE9PB5DCqwvEy3jC9kzMb+3KG9ORbYoL+EAoseWnKa+I8m/ei8HuQIlG6PjFd3n99dcBMOjEcY28HJ8VTUqUSd40RuWMCu69997LzTffzOc+9znmzp3Lhg0bKCsr4/7770+5/QMPPEB5eTkbNmxg7ty5fO5zn+Ozn/0s99xzz6jPEQwG8Xg8CTcNDY33NqkSp6TVGonI34XQpqWlAUi3c7D1BABDwz4cb11FPTHIMsf32xd6O+5rzMqh/M4NmLLzUGIxOh/4IUNvvkzgrWQr2SQlHJKPGUtkT6cAKzFlSjeN1JwxwQ2FQuzevZv169cn3L9+/Xpee+21lI/ZsWPHiO0vu+wydu3aJd0/ydx99904nU55Kysrm54XoKGh8Y5FnTglRFS4bsPhsLRkheBaLBbg7cYZOLIA6DNYyH8rP6olBFXpcYt4tzsAgCHDSfk3N2AuKAGg+5ENDL7yAo3DITyRGCYdhHVxkbZYrfI4kttynrFpTDFlajeNlJwxwe3r6yMajVJQUJBwf0FBAV1dXSkf09XVlXL7SCQih0Mnc8cddzA4OChvra2t0/MCNDQ03rGMVxokhNb6lgiKbYS72W+1o9Pp8EahwhrfV31QYW1O3BLe3jeMYk2j7I57sZRVAtDz5/txbfoHANv64g0ulmXZ6HrLGE4vjIuyGKYgjlFMOnov98F+t3DGk6aSPzzjNeZOtX2q+wUWiwWHw5Fw09DQeG+jHjEoxDQcDktLVvxMzkoWPZV7e3spzI23dMy0xbc9HoQlTisZRj1+g5ncr/0YW1UNAH3/+D39T/9ffF+KwpbeuOCuy0mn9S3nXLC3C71eL5O5hBUufj8jYxFjTMHCPb2H+E7ijAlubm4uBoNhhDXb09MzwooVFBYWptzeaDSSk5Nzyo5VQ0Pj3Ye6Z7IQN2HRCmEToarh4WH0ej1+v5+srCwURSFHicdcA0YLFj24otAU1nFJUSa/+93vyF+wBICB5/5K719/K5/3H+0eOgIR7AY9pRlpuKJg0oFbZ5AWts1mw2g0JkymUs8kPl0osandNFJzxgTXbDazbNkyNm/enHD/5s2bWbNmTcrHrF69esT2mzZtYvny5fKDqqGhoTER1CVBIhtZbe3qdDrC4TB2u51YLEZxcTEApaWlAGQUxX/W6dM4NyfeN/llr8JdP/0ZF154IQC7d7zGkeefwFJaibl0Bi2ZJeywFlBTU8M337eCzsIqysrKmJdhJoweu90uj81kMiU04zgjVq4Ww51Wzuh4vttvv50bb7yR5cuXs3r1an7zm9/Q0tLCLbfEC8PvuOMO2tvb+cMf/gDALbfcwi9/+Utuv/12Pv/5z7Njxw4efPBBHn300TP5MjQ0NN6BqC1cs9lMIBCQIa1IJEJGRgYej4ecnBy8Xq8MRwlRHgjF63M9fj/r5szhld5d7PJDzqqL5HMsW70GVr9tQFQDlyUdx4c6O/nVN76KKwR2u11OCDKbzZhMJvl8QnTPiOBO9jEaKTmjgnvDDTfQ39/P9773PTo7O1mwYAHPPfccFRUVAHR2dibU5FZWVvLcc8/x1a9+lV/96lcUFxfz85//nA9/+MNn6iVoaGi8QxHuWXXHKZGh7PP5sNvteDweaf0K93JfXx9WqxWPx8OSxYvZ8frrHOwbpDrNSIMvMurzjYZep6M5pGAwGAmFQqSlpaHT6TCZTJjNZoxGozy+0+9SnnyZj1YWNDpnfAD9rbfeyq233pryf4888siI+y644AL27Nlzio9KQ0PjvYDRGBc5RVEwGo1EIhHS09Px+XxS2AKBAHq9Hp/PR05ODv39/cydO5e9e/dC0I+JGM3DQT60ejkPb32dNWvWsMAKX8nToQdeG/BxxBNktt3CsiwrdqOB5wYVHh+MC9P5RVmETRkU20woQFZWFiaTCZ1Oh9VqxWg0StE9I4lTp4n77ruP//3f/6Wzs5P58+ezYcMG1q5dm3Lbf/zjH9x///3s27ePYDDI/Pnzueuuu7jssrf9B4888gif+cxnRjzW7/fLWP3p5oxnKWtoaGicKdTlQeIiLIQ2GAxitVoT4reFhYXA29UUTV09rMiIW8DbBwLc8dFrMevgUAAe7lcYjMF5Oel8vjKbC/LSSTfo2eh5W2w/VJlPuznuqk5zZsnBBUJo9Xq9dCurM5dPG6cphjvZroMvv/wyl156Kc899xy7d+/moosu4gMf+EB8EaTC4XDQ2dmZcDtTYgtngYWroaGhcaYQFqOiKDJBKRwOY7VaCQQCZGVl0dnZKRthCMu3u7ub2bNnU1tbi+3cC8jcvZue/gHeeKWFz+XouL9PYYcPXvcp1FgUZlt1tIWhPqDgeSuL9xMfuY7+IS/RI0eYNWsWXq+XzMwMIB7Ltdls6PV6jEYjJpPpjAiuokw+63gqvZTVXQcBNmzYwMaNG7n//vu5++67R2y/YcOGhL9/8IMf8NRTT/HPf/6Tc845R96v0+nkIulsQLNwNTQ03tOoh9CL3zMy4sIn3Lc+n4+MjAxCoRCzZ8+Wj9Pr9Rw5coRLL70UgN3Y6UrL4tZcHbPzs1GAY0F4elBhjy8utkbg+hl5hIeHOHLkCFarVbaTTEtLkxZYeno6FotFCq06lnvaOAkLN7mlbjAYTPkUU+k6OOIwYzGGhobIzs5OuN/r9VJRUUFpaSnvf//7R1jApxtNcDU0NN7TqLtIyeEEb9W/hsNhsrLibRyLioqAeK9ls9nMwMAA5557LgA7d+7kuuuuQ4fCLuwcyyxjw28f4re3fprrMnWsTIMbKnP5Rr6O/ym30BbT8/qho+h1OubMmUMgEKCwsBBFUcjOzsZsNmMwGLBardK6Pd0JU0B8BNJUbkBZWVlCW91UlipMretgMj/5yU8YHh7m+uuvl/fNmTOHRx55hKeffppHH30Uq9XKeeedR11d3RRPxsmjuZQ1NDTe04j6VnWbx0gkgsPhYHBwELvdjsvlwu/3Y7PZ8Pv9zJkzhwMHDtDT00N1dTUNDQ0cOXKEazP1PO2OUhfSc8uXv8K5y5aRX1LG3OAQoUs/RHO/myf37sUfDGIlxpplyzja3oXFYpHxWp1Oh91ul8lSojxIiO7p5GSylFtbWxM6+4nuXaMx2a6DgkcffZS77rqLp556ivz8fHn/qlWrWLVqlfz7vPPOY+nSpfziF7/g5z//+YRey3SjCa6GhsZ7HpPJRDAYJBqNyvit1WplcHCQQCCA0+lkcHCQ0tJS6urqGBwcJC8vj97eXsrKyvB4PPT29nK8eA6fXZ7L650D1J04wc7du996hgx49gX5fFUlxdTMKGffiWZ0Oh2lpaX4fD4KCwsxGAzYbDZsNhsGg0EKb/K83rOdibbSnUrXQcFjjz3GzTffzN/+9jcuueSSMbfV6/WsWLFCs3A1NDQ0ziTCelQUBZvNRiAQIBwO43A48Hg8UnB9Ph/5+flSDFwuF62trcydO5dIJEK/y8Wzgx4uvPBCPnDNNdTX13PkyBG6u7spKyujqqqKzMxM3nzzTfadaAZg5syZeL1e2Z42OzsbvV6PxWJJyFY+7fFbeKuX8hQeMwnUXQevvfZaef/mzZu5+uqrR33co48+ymc/+1keffRRrrrqqnGfR1EU9u3bx8KFCyd3gNOIJrgaGhrveUSjiVAoRCwWw2KxEAwG452kPB78fr+0aJ1OJwMDA7hcLhYtWsTevXupq6tj7ty5DA8Ps3//fl566SUAqqurmTt3LitXrqSzs5Pa2lp6e3uBeGJWdXU13d3dpKWlYbPZsFqtmM1m0tLSMBgMCd2mzkj97WnqNDXZroOPPvoon/rUp/jZz37GqlWrpHVss9lwOp0AfPe732XVqlXMmjULj8fDz3/+c/bt28evfvWrSR/fdKEJroaGhgbx5KlwOIyiKKSlpREMBgmHw2RmZuJ2u6Xw+Xw+Zs2axdGjR+nu7mbVqlXs3LmTxsZG8vPzufrqq9m3bx99fX00NDTQ0NCQ8Dw6nY4FCxYQDofp7u7GarUmWLdGo3GES/lM9Yo/XZ2mJtt18Ne//jWRSIR///d/59///d/l/TfddJNsmOR2u/nCF75AV1cXTqeTc845h5dfflkmup0JdIoylaqpdy5q95A2qk9DQ0NNJBKR5SuRSASfz4fBYMDlchGJRLDZbPLCb7fbqa2tBWDGjBns2bMHv98PQHl5OVVVVQQCAfr7+/F4POTm5mKz2ejv76exsRGIxzkzMzOJRqMUFRWh1+vJycnBZDLhdDqx2WxYLBaZPT0a031dE/ub/cXvYLBMrlFENBjg+P3f1a6xKdAsXA0NDY23EDWvwq3s9/uJRqPk5ubS1dWF3++nuLiYjo4OhoeHmTVrFnV1dTQ1NVFTU4OiKBw8eJCWlhYpzGLyT3d3t3we3VvlQD6fj0gkIsU2IyMDvV5Penr6iIlBZwKtl/L0otXhamhoaLyFTqeTwwqi0ahsgBEKhWRThUgkQl5eHoqi4PP5WLBgAQaDgd7eXgYHB+O9lBcsIDMzE71eTzQaJRAIoNPpyMvLo6amhpkzZ+LxeBIsW5EkJRKlrFarbHih8e5Aeyc1NDQ0VIi4aSQSkQMExAADu92O1+vFYDBQUFBAd3c3LpeLefPm0dbWhsvlku7isrIyaalGo1H8fj8ulwuv1wtAWloa+fn5hMNhLBYLDocDo9FIWlqabHwxXu3qKUdh8lnKmoE7KprgamhoaCRhNpuJRqMoiiJbL4oYbiQSkQJcUlJCe3s7AwMDOJ1OKisr6e7upqOjg4GBAQYGBkbs22q1UlxcTCgUIhwOk5aWRnp6eoJL2WKxYDKZTn9nqWS0ebjTiia4GhoaGknodDosFguBQIBYLCZn4wo3sxjXFwqFqKqqorOzE7/fT3d3Nzqdjnnz5knLNhwOE41GMZvNKIqC1+uViVk5OTlygILT6ZT9lEXXqTONFsOdXjTB1dDQ0EiBcOkGg0FisZjMAo5Go3KwgMvlYmhoiMzMTPLy8ujr68Pn8+F2u0fsLxAIyN+zsrKwWCxEo1EMBoOsHRVia7Vaz465t5qFO61ogquhoaExCkajEUVRCIVCRKPRBNHV6/UUFhbS19cnXc5ZWVkUFhYSDAYJBAJEIhHpmrbb7ZhMJqLRqLxf1NsCstmF6Kt8VnAaOk29l9AEV0NDQ2MMhOgK17DD4ZDu5FAoRE5ODtFolIGBAXkfxHv3ioxniE8jEq5ks9lMRkaGbNAvYrhms1nLSn4Xo72zGhoaGmMgSoV0Op1s/SgaUgwNDREOh4F4E369Xk8wGGR4eFgKr8BqtcruUbFYDEVRMBgMpKWlydaSZ0PcVo0Ww51eNMHV0NDQmAAiazgQCEjLNCsri2AwiN/vJxKJAHGBzsjIkMMGFEWRAgtxS1edHAXx0XVnpWWrxXCnlbPwHdbQ0NA4OxGj80RMNxqNYjQayczMlG0hRT9mIcBqxEB5kRAl6nzPmphtEpqFO71ogquhoaExCUQWcTQalS7maDQqxTMtLQ2A5Db1yX9bLJYzMlR+UsSYgoV7So7kXYEmuBoaGhpTwGAwYLVaZUKVsGhjsdEVR9TXnvVCK9A6TU0rmuBqaGhoTBGdTiebZIjGFuqYrfi/TqeTDS403rtogquhoaExDQhhBWTC1DueKcRwtaSp0dEEV0NDQ0MjNVqW8rSiCa6GhoaGRmo0wZ1WNMHV0NDQ0EiJEovfJvsYjdRogquhoaGhkZqoAvpJWqxRzcIdjbOz2lpDQ0NDQ+NdhmbhamhoaGikROs0Nb1ogquhoaGhkRotaWpa0QRXQ0NDQyM1muBOK5rgamhoaGikRFGmkKWs6e2oaElTGhoaGhoapwHNwtXQ0NDQSI3mUp5WNMHV0NDQ0EiNJrjTiia4GhoaGhop0cqCphcthquhoaGhkZrYFG9T4L777qOyshKr1cqyZct45ZVXxtx+27ZtLFu2DKvVSlVVFQ888MCIbR5//HHmzZuHxWJh3rx5PPHEE1M7uGlCE1wNDQ0NjZQIC3eyt8ny2GOPcdttt/Gtb32LvXv3snbtWq644gpaWlpSbt/Y2MiVV17J2rVr2bt3L9/85jf5yle+wuOPPy632bFjBzfccAM33ngj+/fv58Ybb+T666/njTfemPL5OFl0ivLeSuL2eDw4nU4GBwdxOBxn+nA0NDQ0Tprpvq6J/ZWt/jJ6o2VSj41FgrTu+MWkjmXlypUsXbqU+++/X943d+5crrnmGu6+++4R23/jG9/g6aef5ujRo/K+W265hf3797Njxw4AbrjhBjweD88//7zc5vLLLycrK4tHH310Uq9punjPxXDF+sLj8ZzhI9HQ0NCYHsT1bLrtp1g4OOkkqFg0lHBMAovFgsUyUrxDoRC7d+/mP//zPxPuX79+Pa+99lrK59ixYwfr169PuO+yyy7jwQcfJBwOYzKZ2LFjB1/96ldHbLNhw4ZJvZ7p5D0nuENDQwCUlZWd4SPR0NDQmF6GhoZwOp0nvR+z2UxhYSHtu34zpcfb7fYR19jvfOc73HXXXSO27evrIxqNUlBQkHB/QUEBXV1dKfff1dWVcvtIJEJfXx9FRUWjbjPaPk8H7znBLS4uprW1lYyMDHQ63Wl9bo/HQ1lZGa2tre8Kd7b2es5e3k2vBbTXMx6KojA0NERxcfE0HB1YrVYaGxsJhUJTPp7k62sq61ZN8vap9jHe9sn3T3afp5r3nODq9XpKS0vP6DE4HI53xUVDoL2es5d302sB7fWMxXRYtmqsVitWq3Va95mK3NxcDAbDCMuzp6dnhIUqKCwsTLm90WgkJydnzG1G2+fpQMtS1tDQ0NA4Y5jNZpYtW8bmzZsT7t+8eTNr1qxJ+ZjVq1eP2H7Tpk0sX74ck8k05jaj7fN08J6zcDU0NDQ0zi5uv/12brzxRpYvX87q1av5zW9+Q0tLC7fccgsAd9xxB+3t7fzhD38A4hnJv/zlL7n99tv5/Oc/z44dO3jwwQcTso//4z/+g3Xr1vGjH/2Iq6++mqeeeooXX3yR7du3n5HXCICicdoIBALKd77zHSUQCJzpQ5kWtNdz9vJuei2Kor2e9wK/+tWvlIqKCsVsNitLly5Vtm3bJv930003KRdccEHC9lu3blXOOeccxWw2KzNmzFDuv//+Efv829/+ptTU1Cgmk0mZM2eO8vjjj5/qlzEm77k6XA0NDQ0NjTOBFsPV0NDQ0NA4DWiCq6GhoaGhcRrQBFdDQ0NDQ+M0oAmuhoaGhobGaUAT3FPM97//fdasWUNaWhqZmZkTesynP/1pdDpdwm3VqlWn9kAnyFRej6Io3HXXXRQXF2Oz2bjwwgs5fPjwqT3QCeByubjxxhtxOp04nU5uvPFG3G73mI85m96bUzHO7EwymdezdevWEe+DTqfj2LFjp/GIU/Pyyy/zgQ98gOLiYnQ6HU8++eS4jznb3xuN6UET3FNMKBTiIx/5CF/84hcn9bjLL7+czs5OeXvuuedO0RFOjqm8nh//+Mfce++9/PKXv+TNN9+ksLCQSy+9VPa1PlN8/OMfZ9++fbzwwgu88MIL7Nu3jxtvvHHcx50N782pGGd2Jpns6xHU1tYmvBezZs06TUc8OsPDwyxevJhf/vKXE9r+bH9vNKaRM1qU9B7i4YcfVpxO54S2vemmm5Srr776lB7PyTLR1xOLxZTCwkLlhz/8obzv/2/v/kKa/L84gL+XDaOSFdnakqyInBcV6cXaIEqywrCIgqgQ3UWsBi36I8SiwHVVQrZYEBVZCEld1LwQ8UJw1UVTMwYZUgqZepEmYiZYEXF+F+F+qcva3D7P4vt+wS722Wd7zuEoZ4/u2fn69asYDAa5efNmEiOcWWdnpwCQlpaWyFooFBIA8ubNm98+L1VqY7VaxeVyTVrLzc0Vj8cTdf/Zs2clNzd30tqxY8fEZrMlLcZYxJpPMBgUADIyMqIguvgBkLq6uhn3pHptKHF4hpuinjx5AqPRiJycHDidTnz8+FHrkOLS09ODgYGBSaO00tPTsXXr1t+O3lIhFArBYDBg06ZNkTWbzQaDwfDHuLSuzcQ4s6njyeIZZ9be3o7v378nLda/EU8+E/Ly8mA2m1FYWIhgMJjMMJMmlWtDicWGm4J27dqF2tpaNDc3o6qqCi9evMC2bdvw7ds3rUOL2cSXh6famKyBgQEYjcZp60ajcca4UqE2yRhnpqV48jGbzbh9+zYeP36MQCAAi8WCwsJCPHv2TEXICZXKtaHEYsONg9frjfqBjV9v7e3tcb/+wYMHUVxcjHXr1mHPnj1obGxEV1cXGhoaEpjF/yU7H0DdmKxYcol2/D/Fpbo2M0nGODMtxZKPxWKB0+lEfn4+7HY7bty4geLiYly5ckVFqAmX6rWhxODwgji43W4cOnRoxj2rVq1K2PHMZjNWrlyJ7u7uhL3mr5KZj8lkAvDzXbzZbI6sJ2tM1t/m8urVKwwODk57bGhoKKa4kl2baJI1zkwr8eQTjc1mw/379xMdXtKlcm0osdhw45CZmYnMzExlxxseHkZ/f/+khpVIycxn9erVMJlMaGpqQl5eHoCf/7N7+vQpKisrE368v83FbrdjdHQUbW1tsFqtAIDW1laMjo7GNL4r2bWJ5tdxZvv27YusNzU1Ye/evVGfY7fbUV9fP2lt6jgzrcSTTzThcFhpHRIllWtDCablJ7b+C3p7eyUcDsvFixdl4cKFEg6HJRwOy9jYWGSPxWKRQCAgIiJjY2NSXl4uz58/l56eHgkGg2K32yUrK0s+f/6sVRoRseYjInL58mUxGAwSCASko6NDDh8+LGazWfN8ioqKZMOGDRIKhSQUCsn69etl9+7dk/akam0ePnwoer1eqqurpbOzU06dOiULFiyQ9+/fi4iIx+OR0tLSyP53797J/Pnz5fTp09LZ2SnV1dWi1+vl0aNHSuP+nVjz8fl8UldXJ11dXfL69WvxeDwCQPNpMCI/f04mfi8AyNWrVyUcDktvb6+I/Hu1ocRhw00yh8MhAKbdgsFgZA8AuXfvnoiIjI+Py86dO2Xp0qWi1+slOztbHA6H9PX1aZPAFLHmI/Lz0qCKigoxmUySnp4uW7ZskY6ODvXBTzE8PCwlJSWSkZEhGRkZUlJSMu0yk1SuTTLGmWkplnwqKytlzZo1Mm/ePFm8eLFs3rxZGhoaNIh6uolLlqbeHA6HiPybtaHE4Hg+IiIiBfgpZSIiIgXYcImIiBRgwyUiIlKADZeIiEgBNlwiIiIF2HCJiIgUYMMlIiJSgA2XiIhIATZcIiIiBdhwiYiIFGDDJSIiUoANlyhOBQUFcLvdcLvdWLRoEZYsWYILFy4g2teTiwi2b9+OoqKiyOOfPn1CdnY2zp8/rzp0ItIAGy7RLNTU1GDu3LlobW2F3++Hz+fDnTt3pu3T6XSoqalBW1sb/H4/AMDlcmHZsmXwer2KoyYiLXAAPdEsrFixAj6fDzqdDhaLBR0dHfD5fHA6ndP2ZmVl4datWygtLcXg4CDq6+sRDoc5ZJzoP4JnuESzYLPZoNPpIvftdju6u7vx48ePqPsPHDiA/fv349KlS6iqqkJOTo6qUIlIY2y4RAqNj4/j5cuXSEtLQ3d3t9bhEJFCbLhEs9DS0jLt/tq1a5GWlhZ1f3l5OebMmYPGxkb4/X40NzerCJOIUgAbLtEs9Pf348yZM3j79i0ePHiA69ev4+TJkwCAc+fOoaysLLK3oaEBd+/eRW1tLXbs2AGPxwOHw4GRkRGtwicihdhwiWahrKwMX758gdVqxfHjx3HixAkcPXoUAPDhwwf09fUBAIaGhnDkyBF4vV7k5+cDACoqKrB8+XK4XC7N4icidXQS7aJBIvqjgoICbNy4EdeuXdM6FCL6B/AMl4iISAE2XCIiIgX4J2UiIiIFeIZLRESkABsuERGRAmy4RERECrDhEhERKcCGS0REpAAbLhERkQJsuERERAqw4RIRESnwP4aHzf9zkYXLAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mlcolvar.utils.plot import muller_brown_potential_three_states\n", "\n", "fig,ax = plt.subplots(figsize=(5,4),dpi=100)\n", "# ploy MB isolines\n", "plot_isolines_2D(muller_brown_potential_three_states,mode='contour',levels=np.linspace(0,24,12),ax=ax)\n", "# plot points colored according to labels\n", "df.plot.scatter('p.x','p.y',c='labels',s=1,cmap='fessa',ax=ax)\n", "# draw state labels\n", "for i in range(n_states):\n", " df_g = df.groupby('labels').mean()\n", " ax.text(x = df_g['p.x'].values[i]-0.075, \n", " y = df_g['p.y'].values[i]-0.075,\n", " s = str(i), size=20, color='white')\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Model\n", "The same rules of thumb for the choice of the target can be applied also in the multi-dimensional CVs space.\n", "For the sake of simplicity we will place the three states at the verteces of an equilateral triangle. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "n_cvs = 2\n", "# The targets should be two-dimensional\n", "target_centers = [[-4, -5], # state 0 [cv_0.mu, cv_1.mu]\n", " [ 0, 5],\n", " [ 4, -5]]\n", "target_sigmas = [[0.2, 0.2], # state 0 [cv_0.sigma, cv_1.sigma]\n", " [0.2, 0.2], \n", " [0.2, 0.2]]\n", "nn_layers = [2,24,12,2]\n", "\n", "# MODEL\n", "model = DeepTDA(n_states=n_states, \n", " n_cvs=2,\n", " target_centers=target_centers, \n", " target_sigmas=target_sigmas,\n", " layers=nn_layers)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We initialize the `lightining.Trainer` and `Fit` the model." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "GPU available: True (cuda), used: True\n", "TPU available: False, using: 0 TPU cores\n", "IPU available: False, using: 0 IPUs\n", "HPU available: False, using: 0 HPUs\n", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n", "\n", " | Name | Type | Params | In sizes | Out sizes\n", "-----------------------------------------------------------------\n", "0 | loss_fn | TDALoss | 0 | ? | ? \n", "1 | norm_in | Normalization | 0 | [2] | [2] \n", "2 | nn | FeedForward | 398 | [2] | [2] \n", "-----------------------------------------------------------------\n", "398 Trainable params\n", "0 Non-trainable params\n", "398 Total params\n", "0.002 Total estimated model params size (MB)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " " ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/etrizio@iit.local/Bin/miniconda3/envs/mlcvs_test/lib/python3.10/site-packages/lightning/pytorch/loops/fit_loop.py:280: PossibleUserWarning: The number of training batches (1) is smaller than the logging interval Trainer(log_every_n_steps=50). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.\n", " rank_zero_warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 499: 100%|██████████| 1/1 [00:00<00:00, 26.63it/s, v_num=89]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "`Trainer.fit` stopped: `max_epochs=500` reached.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 499: 100%|██████████| 1/1 [00:00<00:00, 24.60it/s, v_num=89]\n" ] } ], "source": [ "from lightning.pytorch.callbacks.early_stopping import EarlyStopping\n", "from mlcolvar.utils.trainer import MetricsCallback\n", "\n", "# define callbacks\n", "metrics = MetricsCallback()\n", "early_stopping = EarlyStopping(monitor=\"train_loss\", mode='min', min_delta=1e-1, patience=20)\n", "\n", "# define trainer\n", "trainer = lightning.Trainer(callbacks=[metrics, early_stopping],\n", " max_epochs=500, logger=None, enable_checkpointing=False)\n", "\n", "# fit\n", "trainer.fit( model, datamodule )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Learning curve" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plot_metrics(metrics.metrics, \n", " keys=['train_loss_epoch','valid_loss'],\n", " #linestyles=['-.','-'], colors=['fessa1','fessa5'],\n", " yscale='linear')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Analysis of the CV" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Here the two CVs isolines should give us different informations!" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,axs = plt.subplots( 1, 2, figsize=(10,4) )\n", "for i in range(2):\n", " ax = axs[i]\n", " plot_isolines_2D(muller_brown_potential_three_states,levels=np.linspace(0,24,12),mode='contour',ax=ax)\n", " plot_isolines_2D(model, component=i, levels=15, ax=ax)\n", " ax.set_title(f'DeepTDA - {i}')\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The scatter plot of the training data in the CVs space should correspond to the verteces of the equilateral triangle we used as target." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots( 1, 1, figsize=(5,4) )\n", "\n", "X = dataset[:]['data']\n", "Y = dataset[:]['labels']\n", "\n", "with torch.no_grad():\n", " s = model(torch.Tensor(X)).numpy()\n", " \n", "for i in range(n_states):\n", " s_red = s[torch.nonzero(Y==i, as_tuple=True)]\n", " ax.scatter(s_red[:, 0], s_red[:,1], label=f'State {i}', alpha=0.5, s=10)\n", "\n", "ax.set_xlabel(f'CV 0')\n", "ax.set_ylabel('CV 2')\n", "ax.set_title('DeepTDA')\n", "plt.legend()\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Multi-state reduced\n", "We now exploit the fact that only $S_0 \\leftrightarrow S_1 \\leftrightarrow S_2$ transitions are allowed to reduce the dimension of the DeepTDA CVs space to $N_d = 1$ for a $N_s=3$ states system." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load MD data\n", "We will use a modified three-state Muller-Brown potential as multi-state example using `p.x` and `p.y` as descriptors." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Class 0 dataframe shape: (2001, 13)\n", "Class 1 dataframe shape: (2001, 13)\n", "Class 2 dataframe shape: (2001, 13)\n", "\n", " - Loaded dataframe (6003, 13): ['time', 'p.x', 'p.y', 'p.z', 'ene', 'pot.bias', 'pot.ene_bias', 'lwall.bias', 'lwall.force2', 'uwall.bias', 'uwall.force2', 'walker', 'labels']\n", " - Descriptors (6003, 2): ['p.x', 'p.y']\n" ] }, { "data": { "text/plain": [ "DictModule(dataset -> DictDataset( \"data\": [6003, 2], \"labels\": [6003] ),\n", "\t\t train_loader -> DictLoader(length=0.8, batch_size=0, shuffle=True),\n", "\t\t valid_loader -> DictLoader(length=0.2, batch_size=0, shuffle=True))" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n_states = 3\n", "filenames = [ f\"data/muller-brown-3states/unbiased/state-{i}/COLVAR\" for i in range(n_states) ]\n", "\n", "# load dataset\n", "dataset, df = create_dataset_from_files(filenames,return_dataframe=True, filter_args={'regex':'p.x|p.y'})\n", "\n", "# create datamodule for trainere\n", "datamodule = DictModule(dataset,lengths=[0.8,0.2])\n", "datamodule" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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abGxsLJmZmWi1WsrLyzl8+LCIEjMyMujUqRMGg4Gamhq2b99OdXW1+JkJCQl07dqVnJycKME7EUrNNi4uji5durBx40YOHjzIrl27aGxsZNSoUWg0GtLT06moqMDhcHD48GG6deuG1WqlpqYGp9NJMBjEYDDgdDrx+/1iKbhisqGu7lM5WSTp1L2RVb1tH1VwVX4wtEwht5yrDQQCNDY2ilEdi8VCXFwckiTR2NhIZWWl6ORNT08nPj4ep9PJ3r17RfrYarVSWFgoBG7Lli0cP34cCEe8eXl5FBYWkpSUJO70Q6GQcKGqr6/H4/Gg1WrRarWYzWZyc3NFp7OCXq9nyJAhZGVlsXr1aioqKtixYwe9evVCkiS6du3K5s2bqayspHPnzhiNRgwGAz6fD6fTKaL1QCAgrknZSKQKrsrJEk4pn2oN93s6mR8AquCq/CBomUKObIwC8Hg8NDY2ipRqfHw8JpOJYDBIZWWl6EC2WCxkZWWh0+k4evQoR44cQZZldDod+fn5ZGRk0NzczMqVK4XlqEajoUuXLhQXFwuhczgcHDp0iMOHD1NaWvqdm4ESEhLIz89n0KBBWK1W8XhOTg5Dhgxh9erV7Ny5k86dO4tZ3piYGJxOJ/X19aSnp2OxWPD5fLjdbnEjofhDK6/Dybi7qaiofD+ogqtywRM5W9uyMaplClmv14ttO263m2PHjon0c0pKCikpKbjdbrZv3y6i2qSkJAoLC9FqtWzdupXdu3cTCoWQJIkuXbrQs2dPLBYLfr+fXbt2sX37dkpLS6POUafTkZCQQGJiIhaLRUSbjY2NlJeX09DQwMaNG9mxYwejRo2id+/eQiTz8vI4ePAgVVVVbNiwgdGjRyNJEklJSTidTurq6khPTxed0cqcsFarFVuHIkeTVFROmtPoUkbtUm4XVXBVLlha+iBHLm0HhKApYhyZQm5oaKCyshJZltHr9WRlZWGxWKiqqmL//v2EQiF0Oh0FBQWkpqZSVVXFN998Q3NzMxCu4fbt25eEhATcbjerVq1i06ZNUfaNmZmZ5Ofn07lzZ9LS0tqdgfV6vZSWlrJ27VqqqqpYsGABZWVlTJw4USxPGDhwIJ999hkVFRVUVVWRkZFBUlISR48epaGhAVmWheAq16t0KgeDwagbEBWVk0XtUu5YVMFVuSBpaWTRsgvZ7/fT0NAgvq7Mp4ZCISorK2loaADCjVFZWVkA7Nq1S9Rj4+Pj6d69OxqNhjVr1nD48GEgLNoDBgwgJycHl8vFsmXL2Lx5sxD9uLg4SkpK6NmzJzab7aSuxWg0UlhYSNeuXdm0aRPLli1j9+7dWCwWxo4dK75vly5d2L9/P4cOHSIjIwOr1SpWBnq9XrERyO/3iw5rQETjyuumonKyqHO4HYsquCoXHC3rtco6OoXIeq1WqxXLBPx+P2VlZWK2NjU1leTkZJqbm9m1axdutxtJkujcuTM5OTlUVVWxZs0a8XhhYaFI9a5bt441a9aIdHRqaipDhw6loKCgVSSrmE5AOOWteCe3RKPRMGDAAGw2G3PmzGHjxo0UFhaSk5MDQKdOndi/fz8VFRWiEcpsNovNQ5GNV2rdVqUjUAW3Y1EFV+WCIhgMirRtW/VaxToRwkKsWCu6XC7KysoIBAJi405sbCyVlZUihWw0GkXj04YNG9i3bx8Q7kweOnQoycnJ7Nu3j6VLl2K324Gw0I4YMYL8/PyoNXy7d+/myJEjHDt2jPLy8qgxJYvFQlFREb1796awsLDVrtqCggJ69erFtm3b+PLLL/nZz36GJEkkJyeLTuT6+nqSk5OxWCxCcBMTE6NsHCMFV52NVDkd1JRyx6IKrsoFg9/vF8LVsl4ryzJ2u13M0EbWa5uamigvL0eWZYxGI7m5ueh0Ovbt20dFRQUAiYmJ9OjRA7fbzVdffSVSzoWFhfTt2xeXy8Xs2bM5ePAgEBbhkSNHUlRUhCRJ+Hw+tm7dypYtW9i7d+8JXZ1cLhcbNmxgw4YNWCwWbrrpJnr06BF1zJgxY9i7dy8NDQ0cPXqUvLw8NBoNSUlJVFZW0tjYSHJyMkajUbw2yusSCoVaRbVqlKuicu5RBVflvKdlc5RWq8VoNEbNuUY2R0W6RtXU1Ii6rNVqJSsri2AwyNatW8UoUKdOncjLy+Pw4cOsX7+eQCCA0Whk2LBhZGRksGnTJlasWIHf70ej0TB48GCGDBmCXq+nsbGR1atXs2bNGtEJDZCWlka3bt3IyckhOzsbm80mxnQqKirYtm0b27Zto7Gxkddff53LL7+cUaNGiWsyGo10796drVu3snPnTvLy8oBwzRkQzVuRNpVtvW6gOv+onD5nI6W8YsUK/v73v7Nx40YqKyuZM2cOV155ZbvH33bbbfz73/9u9XhRURE7d+4EYPr06dx+++2tjnG73aK58FygCq7KeU3L5qiW87XBYJD6+nphdpGQkIDJZCIUCkVt+ElKSiItLQ2n08n27dvxer1otVp69OhBQkIC33zzDQcOHADCYjl8+HD8fj8fffSRGPHJzs5m/PjxJCcnY7fbmTdvHmvWrIlabDBo0CD69OlDenp6u9fUpUsXunTpwpQpU/j4449Zt24d8+bNw+VyMXHiRHFcSUkJW7duZe/evVxyySUYDAYxo6ukzU8kuCoqZ8rZSCk7nU569+7N7bffztVXX/2dxz/33HM8+eST4vNAIEDv3r259tpro46Li4tj7969UY+dS7EFVXBVzmOUheyKoEVaNEL4D62+vl7MmSYkJGAwGAgGg5SVlYmIMyMjg8TEROrq6ti1axfBYBCz2UxJSQmSJLFo0SJqa2sB6NmzJyUlJezdu5cFCxbg9XrR6XSMHj2avn374vV6+eKLL1i2bJlIb3fp0oWRI0dSXFx8Si5OOp2O66+/nvT0dObNm8eiRYvo0aMHnTt3BsJjRYq5RW1tLZmZmeINI7ImrLxWgHitJEmK+rca7aqcDmfipaz0OSgYjUZRAolkwoQJTJgw4aS/v81mi5oAmDt3Lg0NDa0iWkmSTnjjey5QBVflvKRlJ7LJZIoSM5/PR0NDg7AqVJYC+P1+jh49isfjQaPRkJ2djdVqpby8nP379wPhP9iSkhIaGxtZsWIFHo8Hg8EgNvMsWLCAbdu2AWGxnjRpEgkJCWzdupW5c+eKqDkvL48pU6bQpUuX075OSZIYPXo0FRUVrF+/niVLlnDnnXeKryUnJwtzi8zMzKhRn8j/arVa4ZWsfK78W6PRqIKrclqcSUpZ6a5XeOSRR3j00Uc76tQEb775Jpdccokouyg0NzeTl5dHMBikT58+/OUvf6Fv374d/vNPBVVwVc47gsEgXq9XdNeaTKaoMRqv1yvMHvR6PQkJCWi1WmEg4ff70Wq15OXlYTKZOHjwIGVlZcC3tVXFaCIUChEfH8/IkSPx+XzMmDFD1HyHDh3K8OHDaWho4PXXX2f37t1AuMFqypQpUW5QgBD1gwcPcujQIfx+PwaDAaPRSF5eHpMmTSIpKanNa77kkktYv349O3fupLa2luTkZPGzSktLqa+vB2gluEoqWfFKVlAFV6UjOJOUcllZGXFxceLxtqLbM6WyspIvvviC9957L+rx7t27M336dHr27Indbue5555j+PDhbN26lYKCgg4/j5NFFVyV84rIsZ+WncgQnrFVOogjx37cbjelpaViU05eXh46nY7du3eLdXrKfO327dvZsWMHEK7LDhs2jCNHjvDZZ5/h8/mwWCxMnjyZvLw81q1bx9y5c0XNd+zYsYwdO1aM8tTX17N69eoob+W22LlzJwsWLGDs2LFcccUVJCYmRn09NTWVrl27cuDAAfbu3SsEV3nDUpqkWnYbK7VrxVUKEO5UbUW7KipnC2Xz1ffJ9OnTiY+Pb9VkNWTIEIYMGSI+Hz58OP369eOFF17g+eef/17P6USogqty3hDpiazRaDCZTFERmcvlEulck8lEfHw8kiThcrnEDlqTySRSS9u3bxfi3L17d1JSUlizZg1HjhwBELOwa9asYfXq1UBYgC+//HJCoRBvvPEGu3btAiA/P5/rr79eLIM/cuQIc+fOZd26dVE7dwsKCujatStdunQhJiZGbO9ZunQpu3fv5quvvmLRoiXccfe9jB01KOr6O3XqxIEDBzh27Jh4rGVEqtRulWhBeb2UJfMQbixTlhZAWHAjI2EVlZPlfDa+kGWZt956i5tvvrnVLHtLNBoNAwcOFGWlc4UquCrnBZEzti3HfiDcyag0YZjNZjFm09zczNGjR5FlGYvFQm5uLqFQiG3btuFwONBoNBQXF2O1Wlm6dCnV1dVIksTgwYPJyclh3rx54o+wf//+jB49mgMHDjBjxgyam5vRarVMmjRJ7KI9fPgwH330EZs3bxbn1q1bN0aMGMGQIUPE2E5LRo4cyc6dO/m/x58hGGzmXy+/wOD+/4o6Pjs7G6BNwVVEXRFY5Q1GyQYYjUbx+un1+qj0sppSVjldzmfji+XLl3PgwAHR83AiZFlmy5Yt9OzZ8yycWfuogqtyzokU25aeyBAttpGGFg6Hg7KyMmRZJjY2lpycHPx+P1u3bsXlcqHT6ejVqxc6nY6FCxfS2NiITqdj5MiRxMbG8v7771NdXY1Wq2X8+PEUFxezYMECFixYgCzLZGRkcPPNN5ORkYHD4eDDDz9k8eLForY8dOhQrrjiilbNGu1RXFxMTvdRHNj6JSadnyVLlnD55ZeLrysdlUrHNBBlCQnfCqzJZBIjU8rnjY2NQFiMI1PN8K1gqxGuyqkgSdIp36Sd6vHNzc1iJA/g8OHDbNmyhcTERHJzc3nooYcoLy/nnXfeiXrem2++yeDBgykpKWn1PR977DGGDBlCQUEBdrud559/ni1btvDSSy+d0rl1NKrgqpxTvktsm5ubxcxpTEyMMOy32+2iEcpqtZKdnY3X62Xr1q2i67h3796EQiEWLlxIc3MzJpOJMWPGEAgEmDFjBg6HA4vFwlVXXUV8fDyvvfaamNsbMmQIV111FXq9nqVLl/Kf//xH1FFrXWZ+8pOf8LOfXnrK1/u3h2/kvQ9j+OyTj1i8eDGTJ08WIqj4QUdGp8pokxIJK69FbGwsbrdbeCqbTKYoMY4UXLV+q3K6nI2U8oYNGxgzZoz4/P777wfg1ltvZfr06VRWVrbqj2hqamLWrFk899xzbX7PxsZG7r77bqqqqrDZbPTt25cVK1YwaNCgNo8/W6iCq3JOaOke1dLQAqLFNjY2ltjYWGHVqKRd4+LiyM7Oxu12s3XrVrxeLyaTid69e+PxeFiyZAkej4fY2FjGjh1LbW0tc+bMwe/3k5iYyDXXXIPb7eaZZ56hrq4Og8HANddcw8CBA6mrq+O1115j69atAGRmZrFoqw+710hNg4/TQavVcO3UiSxZOJ/q6mp27twp0lxtmVgoIh+52B7CNxmKGFssFiA6+lX+rdPpoqJbNaWsciqcjZTy6NGjT2g9On369FaP2Ww2YePaFs888wzPPPPMqZ3IWUAVXJWzTlti27LpoaXYKg5LkWIbHx9PZmYmbrebLVu2iA7j3r1743A4WLp0KT6fj4SEBMaMGUNpaSmffvopoVCInJwcrrrqKlGv9Xq9JCYmcuedd5KZmcnKlSt5++23cblc6PV6rrvuOiZOnMii1bvZub+cO68bCYRrquXl5WzbsZcX3ppPQmIybz7zADZb+92ZJpOJoUOHsmTJkjbrSrIsi7S1kkq3Wq0Eg0HxmsTFxYnu65iYGPx+v1jDZzAYxHF6vT5qPEhFReXcoQquylmlpdi2XK0Hpya2LpeLrVu34vP5iImJoXfv3jQ2NrJ06VICgQDJycmMGTOGnTt3snDhQiDc5DRp0iRWr17NvHnzkGWZrl27cuutt6LT6Xj55ZdZsWIFEHaR+tWvfiV25l46soRhffNYsWIJixYtYsOGDVERqbsGJk5cQo8e3bniiiuZPHlSm1Gl8v2ULmqIThcr7lBKPTc5OVnMHhuNRiwWixDjuLg4cbevOFEpKWVlLSGogqty6pzPXcoXIqrgqpw1zkRs7Xb7SYltfX09y5YtIxgMkpaWxsiRI9mwYQOrVq0CoG/fvowZM4b58+cLUR06dChXX301FRUVPPPMM1RUVCBJEtdccw1XXnmlSPVWV1czffp0Pv/8c3ENEI4wzbHxlFW70ONCJ3vZtWsXu3bt4tnX5/Hl7FfQ66ItHxMSEoBowY0UUAjXoRQTj4SEBNFNrZhnRB6vvGYWiyVqyUOkIYYquCqniiSdRkpZ1dt2UQVX5axwMmIbucs2UmyVbmQI126UNPKJxDYjI4MRI0bw9ddfs27dOgCGDRvGoEGDePfdd4V14+TJk7n44ov55ptvePnll/F6vSQkJHDvvfdSVFQEhM0t3nnnHVH7hbCJxiWXXMLYsWPJyclBkiTWbj6IXqclK8XEbx96ktK93+Cu3cn6DVsYNqR/1LW2XEIAiC5jRXCrq6uBcHSr0WiEA1ZSUhJOp1N4SMfExIhjzWZz1HhQZG1MFVyVU0WNcDsWVXBVzgrfJbYul0tEbDExMVFr6BSxjYuLIysrC4/H00psGxoahNhmZmYyYsQIli9fzsaNG4HwftmePXvy+uuvc+DAAbRaLTfeeCO9e/fm448/ZtasWUB4ecE999yDzWYjGAwyb948Xn31VSGMfsmGHFvA1JtvYdTgbiQnWMU16PVaqmqa6Fucy9/++mduueNX+BxlzJw5s5Xgut1u4NuGJ0Ds5lXGg5SIPisrC1mWqaqqAsL2lIrVY3x8vLDCVF47xRzEYDBE1W/VhimVU0UV3I5FFVyV7x2fz3dCsXW73UIkLBaLGP1xuVzC1EIZ/VEWvXu9XtEg1dDQwNKlS6PEdunSpcKcYty4cRQUFPDyyy9TVlaG0WjkZz/7Gbm5uTz33HMiAp44cSI33ngjWq2WvXv38tRTTwn/5MLCQvJLRvDWnF3glPjdXz8gNzORFR89DMDR8jqu+eVLyLLM8P4FvPbEbVS4EkimjHVrV3H8+HFSUlLENUc2QymUl5cD39Z3FcHNzs6moaFBbC5KTk4W1pSJiYmiW1lZ8KBEuMrmJFCjW5XTRPPfj1N9jkqbqC+NyvdKW6M/kXi9XpFKNZvNwtTC4/FQWlqKLMvExMSQnZ0tTC08Ho8Y/bHb7a3SyJFiO2HCBPLz83nxxRcpKysjJiaGadOmkZaWxmOP/R/r1q0jJMOEyddwyy23oNFo+OCDD7jrrrvYvXs3RpOZu+7+FW+++Sa//eWNdO2cJs69wf7tWIJGK4na1eqN+/lsyVYuGT0MH3Egh1iyZEnUdSs3GEr6OBgMighXSZkrXcjZ2dlUVlYCYc9lWZbFa5aQkCBGh2JjY4XYajQadDpdlL2jiorKuUUVXJXvjUhTi7ZGf5QVexCOzhS7RmXrTygUamXX6HK5MBqN9OnTR3gUBwIB0tLSRBpZEduJEyeSk5PDSy+9RHV1NTabjXvvvRej0cgjjzzCwYMHCIQkdh9Poc4TS2NjI7///e95/vnnw98zu5BSbzEvzzmILIM1xsT/e+BqtNqwsjqaPVRUh8//WGU9l1xUjEGvxWjQ8eGn61j5zT5GXTQQiG6OAsRS+8hoVhlrSktL49ChQwCkpKQQGxsblV6ur69HlmVMJhNmszlKcCO9leFbhylVcFVOC0k+vQ+VNlFTyirfC4FAIEpsW0a2fr9fCIfRaBSLCPx+P6WlpQQCAUwmE7m5uciyzPbt22lubkav19OrVy+8Xi9LlizB5/ORkpLCqFGjWLVqlajZXnbZZWRlZfHiiy9SV1dHYmIiv/rVr3A6nTz++OM0NjaSlJREfO4QbPV+zFo3N950Mw31dWi0OjILhiJZ8ghVHMLl8qK8hQzqnU8o9O0byqeLt1JaUct/5q4Vj/1x2mT+30ufArBk7THMfFuzVVAWKHTq1AlAdCB36dIFjUYjBLdLly643W4xHpSdnS2em5KSgtvtJhgMotVqsVgs4jij0RiVTlbrtyqnhfTfj1N9jkqbqBGuSocTufVHp9O1cpAKBAJCbJV9tpIkEQwGxT5bZcWeRqNh9+7dNDU1odVq6dWrFwBLliwRZhWjR49m3bp1rF+/HoDx48eTk5MjxDYpKYlp06bR2NjIY489RmNjI7m5ufzlL3/h//3PzXRO9vHO6/+gob4OW0IyVaFivtkXZN2WQ0gS+ANBnvrXZyJaHNCzs7iWf7zxJe9FiC38dz3ef//tD4afozg/QbgRTEkXK4KrWEp27dqVYDAYJbhKdJuUlITRaKSurg4Idy+3NMZQ5m9bCq6KymmhkU/vQ6VN1L9ElQ4lsmNWq9W28kYOhULU19cTCoXQ6XQkJiaK3a1Hjx4VjUF5eXlotVr27dtHbW0tkiTRs2dP9Ho9S5YsweVyERcXx5gxY9i6dStff/01AGPHjqVz5868/PLL1NfXk5yczLRp06iuruavf/0rTqeTgoIC/vd//5f4+HheeeUVPp/zDhIhPMQz9eZ7CWpixPnKMnh9fl57Zw7/ePYlJl11I2sXvE2oaQ9y0IPXF0AGNBoJa6yJP907hZ9MGUzSf7uXU2zhNLpWZ2LWFxtwurxRu3hjY2NxOBwcPHgQCK8MPHLkCF6vl5iYGDIyMkREm5OTQ319vdj5a7VaowRXEXXlNVfrtypnjHSaHyptoqaUVTqMUCgk3vTbWrGniK0yP5qYmChWx5WXl+NyudBoNOTm5mIwGDhy5IhoFioqKiImJobFixdjt9uxWCxcfPHF7Nu3j6VLlwJw0UUXUVhYyIsvvkhtbS2JiYlMmzaNY8eO8dRTT+Hz+SgqKuLBBx9Eo9Hw2GOPCfcpB1k4pFye/NdCZDk8vF/UJZW68h0c278WAi6e/cdCcS2ypwoatiFZMtEk9CGkj+XyS/rws+tHATDntXt47u2FHNv5JUcbYeaCXRyfV87Xmw7QPTU8YqRYOm7fvh1ZlsnOziY5OZm1a8MRc/fu3aOapzp16sThw4eB8GiQ2+0mEAig0WiIjY0Vo0LKJiG1fqtyxpxOTVat4baLGuGqdAiRYqvRaFqJrdJZ6/f7kSSJxMREIQRVVVXY7XYkSSInJwez2UxlZaWI7AoKCkhKSmLlypXU1dVhNBq5+OKLqaio4KuvvgJg4MCB9O7dm1deeYWamhri4+OZNm0a5eXlQmx79+7NH/7wB4LBIL/73e9YuHAhGo2WBx/8A/FZfUGSCAZDyHKIYMMuti55hWO7l0DAhcFoxmTLQbIVoUnoC4ZEIITsOkawNiyQMz9dL673o0/X8/HnGzh8OHwNkj48V6yREMsQFMHdsmULAH369MHn84l6bo8ePcRrkJqaisFgEOnk1NTUqE5nxVgEorcFabVatX6ronKeoEa4KmeMLMt4PB5huG8ymVqJrd1uF6nmxMRE0URVV1cnIrOsrCwRqSk1zdzcXDIzM1m7di2VlZVotVpGjx6Nw+Fg/vz5yLJMz549GTp0KK+++ioVFRVYrVZ+9atfUVNTI8S2T58+/O53v8PhcPDb3/6W/fv3E0JDndyNlOweXDZK4vUPliN765Dr1xPyNoZPXheLxtadYEwnQhodSqyosXUj5K4iVL0MvHXIoQCjhxbR0OQkwRZDt/x0tLIHLT60Wi3vvvwgew7VkJ9p4rFH52IwGCgqKqK+vl7sAu3bty+7d+/G7/eTkJBAenq6qEvn5+dTU1ODLMtYLBYsFouo7dpsNnGzo9fro2Zx1ehW5YxQI9wORY1wVc6I7xJbCFs2Kub68fHxYjzIbrcL96TU1FRsNhvNzc3s3LkTCKdNO3fuzPbt2zl06BCSJHHRRRcBMHv2bAKBAF26dOGSSy7hnXfe4ciRI5jNZn7xi1/Q2NjIk08+idfrpVevXtx///00NjYybdo09u/fj9kSS51UgleKx+318cGnawnWbyFYuYiQtxGDyYImeTDarIlorF2RNK3vTSVTGmhMgIzkb2TByl3c+rvXAZg8tg+P/DJ8rsXFxXTplMGki3uzZfMmICyuJpOJ9evXI8syBQUFJCYmiui3d+/e1NTUiM7svLw8kV7PzMykublZ1MFjYmJEF7TZbCYUCgmHKVVwVc4IzWl+qLSJ+tKonDayLOP1esWbu8lkatUR63a7o3a4ms1m8bgSoSUkJJCcnIzX62Xbtm0Eg0Hi4+Pp1q0bhw4dYvv27UA4bWyz2Zg5cyYej4fMzEwmT57Mhx9+yO7du9Hr9dx11134/X6efPJJPB4PJSUlPPDAAzQ0NDBt2jRKS0uJibVxxF2AzpTAH345kYefmEHD/s+R7XsAGU1sHsbcyWitnZFO4Nz+wN0T6N+/LwAhbzhKtzu+Hf85sG8XAP37h20dQ6EQa9asAcIL7kOhEN988424turqaqqqqtBoNJSUlIjUcqdOnXC73TQ3NyNJEmlpacL4QrF2jEwnR3Ynqx3KKmeEOofboagpZZXTxu/3izf3tsTW5/MJYbBYLMIf2e/3C8vG2NhYMjIyCIVCbN++XZg/FBcXU1NTI2wXi4uLycvL47333sPhcJCYmMjVV1/NggUL2LhxIxqNhttuuw2z2cyjjz6K0+mksLCQBx54gPr6eu655x4qKirIyMggp2QC+xfvwe3188Qz7xA8vhqCbpB0aJIHo4nJwX0S++VfmL6QNE04TZ6XmUh8djbP/vkGZsz9mvp6u+icHjx4MAA7duygpqYGs9lM37592bt3L/X19ZhMJnr16iXcqAoLC5FlWXhIFxQUCNvHlJQUZFkWZhcJCQkie2A0GqPSyTqd+uetcoaoc7gdivoXqXJaRFo2Km/0kQSDQeGuZDQaoywMjx49SiAQwGg0kp2dDcDu3btF+rRnz5643W5WrlyJLMvk5eXRs2dP5syZQ01NDRaLhWuuuYaNGzcKkbr++uvJyMjgkUceEXO2//M//0NzczP33XcfFRUVZGVl8cILL/DKB+EoM9RcSqh2HRACfRza1IuQ9O0vjm+Jzx/kcGVYFKvqvaz88jes23KQPz09G6NcT5LsIiUlhZKSEgAWLFgAwMiRIzGZTKxcuRIIC3IwGGTXrm8j4n379iHLMqmpqVHbgLKyssTrGhMTg16vF5+r6WSVDkc6jblaNcJtFzXfpHLKtHSRahlJtZy1VVyklPEfj8eDVqslNzcXrVbLoUOHxKxtSUkJGo2GZcuW4fP5SE5OZsiQISxdupRDhw6h0+mYOnUqx44dY/bs2UDYwrGkpIQnn3ySmpoa0tLSePjhh/H7/fz617/m2LFjZGZm8tJLLyFrTEz/eDWhpj2EatcAITQx2Wgzxp2S2AqC4eiyU174xiEzNR6TUY+FcDfxmDFjxGo9xQVr/Pjx1NTUsHv3biRJYvjw4WzdulXs8E1NTRWNVN27d6eyslJkA2JjY4XAJiYm4vP5CIVCon6uppNVVM5f1L9IlVMiFAq1cpGKRJZlmpqaxHyoMmsLcPz4cRwOB5IkiVnb6upqkTrt3r07VquVVatW4XA4iImJYdSoUWzfvp1Nm8LNRpMnTyYYDPLuu+8iyzJDhgxh9OjRPPPMM5SWlmKz2Xj44YfR6/Xcf//9HD58GGtcPI889jjJycms23wQXfN2Qg1bAJCshUjJw5E00ddxMshBLwTCm3qumjiaNz5YTnpqPF++fS82fXhk55JLLgHgyy+/RJZliouLycrKEpF5UVER8fHxQowHDBjAoUOH8Pl8It2upJOzs7NxOBwEg0F0Oh1Wq1VsCjKbzUiSJMaB1HSySoegGl90KOpfpcpJo3QkQziCaukiBWHbQuWYhIQEkda02+1igXpmZiYWiwW73c6ePXuA8PhPWloaGzZsoKqqCp1Ox6hRo6iqqmLRokVAOBWbmprKs88+i8/no7CwkKuvvpo33niD7du3YzQaefDBB0lISOB3v/sde/bsQas3cdDRiavvfYvrJg3g36+/gNwcdnXSJPRGiut+2nOqsiec5jVYknjqzbD5hjXWhL9xPz6fj4KCAoqLi3G5XEJgJ02aRGNjIxs2bADCzljbt2/H5XJhs9koLCzks88+A8I3IMePH8fn82EwGEhJSRFzuYmJiVE3PxaLJSqdrAquSoegjgV1KGqEq3JSnMz4j9JJC+HZUGX8x+PxiI7kxMRE4uPj8XrDFoeyLJOUlETnzp05cOCAmL8dNmwYsiwzb948ERn27duXN998k6amJtLS0rjtttv45JNPWLZsGZIkcd9999G5c2f++te/hhuptHoatcUEJAter5933ogQ26RBaGw9zsgUQnaF1+kFdMlopPB6vsxUm1hmf+211yJJEkuXLsXtdpOZmUmfPn3EOsEuXbqQm5srOpUHDRpEWVkZTqcTk8lEfn6+iP6zs7PxeDx4PB4kSYpqllJ2DKtmFyodjhrhdiiq4Kp8J7Isi1oh0KbY+v1+4XwUExODxWIBvm2SUvbapqenEwqF2Llzp+hI7tGjB3V1dcLkoVevXqSmpjJnzhy8Xi+ZmZmMHz+eDz/8kGPHjhETE8Ndd93Ftm3b+OijjwC444476N+/P//6179YtGgRGq2WmlABDp8RnVYiVL+RkOO/Yps8GI01/8xek6AP2RUWQ8mSTUiWefiXk3HWH6G6upr4+HjGjRuHz+fj00/Dm4MmT55Mc3NzlO/z9u3bsdvtxMTEUFxcLHyWu3XrRmNjIy6XC61WS2ZmptgEFB8fj1arFYJrsViQZVlNJ6t0POrygg5FFVyV78Tv94s387bGf0KhEA0NDciyLEz1ISzUx44dw+/3o9fryc7ORpIkDhw4gN1uR6vVUlJSgt/vZ8WKFYRCIXJyciguLuazzz6jrq6O2NhYrrzySrHnVqPRcPvtt+NwOHj55ZeB8JL5cePG8a9X3+Y///kPABeNnYpPigfAe3wzsiPchKRJHowmtjNnitx8GOQgptgkMCYDUJifxrvvvgvAT37yE4xGIwsXLqShoYHk5GRGjhzJkiVL8Pv95OXl0bVr16i53PLychwOBwaDgcLCwqiduYFAQGQPkpKScLvdhEIhNBqNaJZSvZNVVM5vzqngrlixgilTppCZmYkkScydO/eExyupw5YfSh1QpeMJBAJi/MdgMLR6M1c8kpWdrMqqPQg3SSlmDTk5Oeh0OiorK6moCKdii4qKMBqNrFy5Erfbjc1mY+jQoaxZs4YDBw6g1Wq56qqrKC0t5fPPPwdg6tSpJCcn8/TTT+P1eunZsyc33XQTr7w1k3f+HXZ5unLqTzDYOgGEt/rYw78fmqRBHSO2skzIETal8Bk7k5FiA+CDjz/h8OHDxMbGMnXqVDweD/PmzRPn7XQ6RXR72WWXsWPHDhwOB7GxsfTs2VMYfPTo0QOHw0FzczMajYbs7GzhoRwXF4fBYBDRbUxMTFSzVMtViCoqZ4SaUu5Qzmnuyel00rt3b26//Xauvvrqk37e3r17xVwnhM0AVDqe7+pIhnCTlHJMQkKCiH4dDkdUk5TZbMbhcLBv3z4g7J6UlJTEhg0bOH78OHq9npEjR1JWVsbq1auB8PiMTqdjxowZyLLMsGHDGDx4MP/v//0/amtrycjI4Ne//jXl5eV88O4rSICLFF77pIxA6ChabxmB/3YjaxJ6k921H7ddcxEXD+1BZloCPn+AI8dq+WzpVt6d/TUer/+kXhfZXQ6BZpD0SDF51DY2gyyzc9NyAK6++mpiY2OZNWsWdrud9PR0Ro4cyaxZs/D7/XTu3JnOnTvzxhtvAOHotqysLCq6VcQ3MzMTQBiIJCUl4fP5xE2Q0iyljAOp6WSVDkVtmupQzulf54QJE5gwYcIpPy81NZX4+PiOPyEVQVsdyS3xeDxRTVKKIHu93ijbxvj4ePx+Pzt37hRNUnl5eRw5cqRVk5RS7+zTpw/dunXjueeew+Px0KlTJ6666ir+85//sHv3bsxmM9fdcDt/f/Vztqz6EJ/XTVpmHkMvuZGXZywj5K4mUB1O10rWQsZeehXPPXIjcVazOH+L2UCfolz6FOXyk8mDue33b1BWUf+dr02oKRwxm5K6E9Do6Z6fQbrVya71jcTExHDDDTdgt9uZP38+ANdddx3Hjx8XrllTpkxhw4YNOJ1O4uPjKSkpEZ3JxcXF2O12HA6HWFWo3LjExsZisVjEsgeLxYJGoxEz0ersrUqHczreyOqvYLtckC9N3759ycjIYOzYsWIXant4vV7sdnvUh8qJUTyST9SRHAgEomwblSapUChEWVkZoVAIs9lMeno6siyzZ88ePB4PJpOJ7t27Y7fbxd7X4uJi0tPTmTt3Lh6Ph/T0dMaMGcPMmTPF9p/bbruNdevW8cUXXwAwetyV3PL7GcyfNZ3j1ZUEJSP6lIG8PGMZqTaJ0PHVQAjJkkPxoIm89JdbiLOaaXZ5eOrVz5n68xe44b5XeO+T8Dl0yUvl7afuxGJufWMR9dp4asFbC2h46H9+w//99ipee+IW6svCc8I33ngjcXFxzJ49G4/HQ35+PkOGDBGbjZSGMKUzeeTIkRw8eBCXy4XFYqGgoEDsvFVcuJTXOSUlBb/fLzIKMTExUc1SbWUgVFTOiLPgpfx9lRZnzZolylZFRUXMmTPnVK++w7mgBDcjI4PXXnuNWbNmMXv2bLp168bYsWNZsWJFu8954oknsNls4iMnJ+csnvGFSaRHcsu9thAWZKVJSq/XR6X3Kysr8Xq96HQ6cnJy0Gg0lJWVUVdXhyRJFBcXI0kSK1asIBgMkp6eTq9evVi6dCnV1dWYzWauvPJKNmzYwIYNG9BoNNxyyy04HA5ee+01AMrtVhZvqMYcPIqJxvCaPbrxzfYK5JCfil2fQcgHhkQ0yUN45NdXYjEb8AeC3PLb13n53SVs2lnKmk0HePipj3n8pXBU3bVTmlgg3xayLBNUUtTWzjz1+lIG9cln0VefUVVVRZwtnp/85CeUl5eLxfY33HAD+/btY/fu3Wg0GiZNmsTKlSvx+/2kp6fTqVMn0Zncs2dP6urqcDqdaLVacnJyRHSrdH4rRhcmkwmdTieapSRJUpulVDqesyC4SmnxxRdfPKXn7d27l8rKSvFRUFAgvrZmzRquv/56br75ZrZu3crNN9/MddddJ7JM54oLquDTrVs3unXrJj4fOnQoZWVlPP3004wcObLN5zz00EPcf//94nO73a6K7gmI3DzTXpNUpJNUZJNUY2OjiMaysrLQ6/U0NTVx6NAhALp27YrVamXNmjXY7XbMZjPDhw9n3759bN68GQgbQzgcjijbxuzsbP74xz/i9XoxxCRTX2flmsJYDq4rQwbiswdhbzDhd3kJHV8LfjtozWhTR9C7qBND+3UF4KNPv2HTztJW1/z6B8u5duJACjqnccd1I3j53cUEgqFWx8nO0nB0K2mRbEV4fQHWb97NW2+9DUCpPZmNO46y9MuPCAaD9O/fn6KiIv7+978DcNFFFyHLMtu2bQPg4osvFuNRNpuNTp06idGo3NxcQqGQeD1TU1MJBAJiDV/kIggI127VZimVC5Hvo7T47LPPMm7cOB566CEgrAPLly/n2Wef5f333z+T0z0jLqgIty2GDBki1pi1hWKcH/mh0jahUEjUbdtrknK73eJNX5kHhXA9V+k+TklJITY2Fr/fLwz5U1NTyczM5ODBg2K37fDhw3G73Xz55ZdA+P9lZmYm//73vwkEAvTo0YMxY8bw1ltvUV5eTkJCAi/88/+x9D+/5atPwo1U3UsGsadCg8vtI9S4I9zQhCa8iEBnZvzIYnHuMz9f3+Z1y7LM7K/Czk/xcRaG9O3S+piQX9hBDhk1ha75nbj6sv4c2rUKn8+Lj1jcpHDowG527NiBXq/nlltuYeXKlVRXVxMTE8P48eNFCaR79+7ExcWJJrL+/fuL7IDBYCA7O7tV7VaplxuNRvR6PcFgUMxGq+lkle+FM9iH27KUp5RCOooTlRbXrFnD+PHjox679NJLxZTAueKCF9zNmzeTkZFxrk/jgkep20L7TVKR5hZWqxWj0Qh8W7dVDPaVFXJ79uzB6/ViNpspLCzEbrdHmVskJyczf/58fD4f2dnZXHTRRcyaNYvjx48THx/PjTfeyKpVq1ixYoVwkoqJiREbgQoLC8koGBY+f081clN4cb0meSCSMQmAgb3CBhdOl5fte4+1e/3rNh8S/x7Yq/XoUKhxBwQ9pKZlsuGInoNHj/PFwhV89d+bhQd//ztmPPMz1qz4CoDLL78ck8kkbiYmT57M0aNHOXr0qLCt3LRpE6FQiMzMTJKTk8XcbefOnaNeazW6VTlnnEFKOScnJ6qc98QTT3TIKZ1MabGqqoq0tLSo56WlpVFVVdUh53C6nNOUcnNzs9iKAnD48GG2bNlCYmIiubm5PPTQQ5SXl/POO+8A4TRBp06dKC4uxufzMWPGDGbNmiWs9FROn0gnqfbqtkp602g0EhMTI75WVVWFz+dDp9ORlZWFJEkcO3ZM1G2LioqQJInVq1eLum1xcTHLly+nqqoKk8nElClT2Lx5Mxs2bECSJG6++WbsdjtvvvkmANdccw09evTg7bffZuvWrVgsFv76179y958/Qg56CR4PNz9JsflRs7Zd81IBKC2vJdhGmljhwNEa8e8unaL/UGVfI7I9HIn+7sGHeOyVtfh8fuKC4czKlClTuO6qS3nnnXeor68nNTWVK664gvfffx+v10teXh69e/fmrbfeAsLr+JqbmykvL0eSJPr168eRI0cIBALCjevo0aNAeO7WbDaL195gMGAwGKJGgdToVuV74wz24ZaVlUVlFJUb9DPlZEuLbb2Hnesb03Ma4W7YsIG+ffvSt29fAO6//3769u3L//7v/wLhBhzljQfCovDAAw/Qq1cvRowYwapVq/jss8+YOnXqOTn/HwqBQEB0uhqNxjZHSyLrtjabTfziNjU1iXVxWVlZ6HQ6HA4HBw+GbRS7dOmC1Wply5YtNDQ0YDQaGTZsGEeOHBGduhMmTMDr9TJz5kwgPH+bm5vLCy+8gNfrpUePHlx11VXs3LlTiNbvfvc7srOz6dkti1DtN+EF8vo4NIn9xDkbDTqSEsLRYGVNOFqUZRl3wxEC3uhudbvDjdMVjvAzU23icVkOEazbAMiMH38pN15/Fcve/wOXDTCjCblISkpi2rRpHD58WHRQ33HHHRw6dIgtW7YgSRLXXnsta9asEWNAAwYMENuBunfvjk6nExuBunbtitPpFIYhaWlpUdGt4uKlRLdarVYdBVL5/pA4jQg3/NSWpbyOEty2aFlaTE9PbxXNKqs7zyXnNMIdPXq0sKNri+nTp0d9/uCDD/Lggw9+z2f146KluUVbxgnt1W19Pp+o2yYnJxMbGysWqcuyTHJyMllZWVRUVIiW/SFDhiDLsnCO6tu3L/n5+bz44ot4vV46d+7MuHHj+Oijjzh06BCxsbHcc889eDweHnvsMYLBIOPGjePSSy9l044jfPDBB9/WbZOHImm+Pf8Yy7d/4C53+BqDXjsanYmA147OGF3Pd3l8xFiMWMzfPk+27/tvo5SOn/3iPgAcTTXs3BROX91///1YLBYef/xxsS6wqKiIp556CgiP/eh0OiGwl1xyCfv378fhcGAymSgpKWH37t1A2NQiPj5eNJklJCRgMBiiMgsGg0EdBVI5e0icelh2DoLIlqXFoUOHsnDhQn7729+KxxYsWMCwYcPO/slFcEF1Kat0LCdTtw0EAqKWGBsbK+5SlWXyyrxtamo4dXvw4EHcbjcGg4Fu3brh9XqFX3BhYSFZWVnMmzcPp9NJUlISo0ePZvHixRw5cgSTycRNN93EgQMH+OSTTwC4++67SUpK4qmnnuLYsWOkpqbywAMP8Ms/vcOXS9YRrAt3N2sSeiEZE6LO3Wj49tfbFwinX7VGKwGvA53JRkt8/v/6RRvDIib7GpHs4ZEdfXJ/Ahjx+/08/vjjBINBRo8ezZgxY5g1axZHjhwhNjaW2267jc8//5y6ujri4+MZP348H3/8MbIs061bN1JSUoTJRb9+/USGQJIkunbtSmNjIx6PB41GI+Zu26vdqkYXKj8Evo/S4q9//WtGjhzJ3/72N6644grmzZvHokWLWLVq1Vm/vkhUwf0Rc7J1W2XeVnnDB6itrcXlcgmvX0mSqK2tFRGvkir9+uuv8Xg82Gw2+vbty44dO9i3b5+YSa2qquKrr8KNRlOnTsVisfCvf/0LWZYZMWIEgwYNYu3atWIY/k9/+lN4tGjTAUJ1G0AOgDEZKa4bLfH6AuLfBl04KpckDSZbdpuvh0Ef/nPweP3IcjBcFw4GiEnqhMfSiT/87WPumJDO/v37sdlsPPDAA5SWlooRpttuu43GxkbRvHHdddexa9cuqqqqMBqNXHzxxaxfv17UsXNycqLGgAwGgyihpKSkoNPphKuUyWQS0a0iuKpvssr3zlmwdtywYQNjxowRnytjnLfeeivTp09vt7RYXl6O2WwWy04mTpwojhk2bBgffPABf/rTn/jzn/9Mly5d+PDDDxk8ePCpXUsHowruj5STqds2Nzfj9/uRJIn4+Hjx5u52u6mpCTcZZWRkYDAY8Pl8wqYxOzubxMREDh48yLFjx9BoNAwbNgyn0ymWyY8YMYKkpCT+8Y9/EAqF6N27NwMGDGD69OlUVVWRmJjIbbfdhtPp5MknnwTCjVOfrT7Gzx/7lM5JLup3VAIatEmD2hQepSYLRKWJ28NiCkf4LreXUMN28DeCxsCAEdewessxcpM1/Pvf/wbCbwpxcXE89dRTBINBBg4cyMCBA/nnP/+JLMsMHDiQjIwM3n47PKM7evRo6urqqKysRKPRMHDgQI4ePYrX68VoNJKbm0ttbS2BQACDwUBiYiI+n09kIJTarfL/TDW6UDkrnEHT1MnyfZUWr7nmGq655ppTO5nvGTUf9SPkZOq2Pp9PzH3GxcWJY4LBoPBJjouLw2azIcsye/fuxe/3ExMTQ35+Ps3NzaJu2atXLxISEvjiiy/w+/1kZ2czcOBAvvrqK6qrq7FarVx77bXs2bNHRLs///nPiYmJ4eWXX6ampobMzEwGDL+Ut2euora2jo0rw1t4NPHFSIa2Z6u9vgB1DeFryEhtnUKOJM5qFjXfiopKsWFo4Khreesf05j36i/xHd8oasjjxo1j5syZHDlyBKvVyp133smXX35JTU0NcXFxXH755eJ6c3Jy6NatGxs2hGd9S0pK0Gq1Yrl8QUEBgUBAbARKS0tDkiRhQ2o2m9HpdGIvMajRrcpZQt2H26GogvsjI7JuK0lSm3XbSIcjk8kkfJIBqqurxQiQ4n1aXV0tRoB69OiBJEmsXbsWv99PcnIyPXr0YMuWLRw9ehS9Xs+ECRMoKytjyZIlAFx77bXo9XpeffVVIOzAVFRcwrOvfiD8T7UJvTGZwosHQg1bIOQFvQ3J1v2E13ugNByJ52Ulo9W2/+veNTdV/Hv/znD3tBTXjX6DhmM06pkz812qqirJyMjg97//Pbt27RJ15p/97GfU1dWxfHl4W9B1113H/v37KSsrE9e7adMmvF4vNpuNHj16sG/fPrHIISkpiaqqKjHHbLVa8Xg8IrvQVnSrbgVSOSuo6/k6FFVwf2T4/X5Rt21rKQGEHWKU/bY227eRocPhECNA2dnZaLVaPB6PaMfv1KkTsbGx7N27l+rqanQ6HcOGDcNut7Ns2TIg3LVrtVp5//33kWWZ/v3707NnT2bOnElVVRUJCQncdNNNvPnBUv7z3/22TlLZctDJwF6deejOoeHl74A2aSCSdOK06oZt4WNjLEZ6dmu7dgswuG+++Pf69evAmIImoTfzFm5iztx5LFiwAK1Wy6OPPgrASy+9hCzLjBkzhl69evHee+8hyzKDBg0iKytLXO+oUaNwuVxiIcGQIUOoqamhqakJjUZDQUGB2H0rSRLp6enitYawh7JWq1VrtyrnhrPgpfxjQhXcHxGhUCjKJ7mtuq3H44kaAVKOCQaDoiEqKSlJbKrZu3cvwWCQuLg4cnJycDgcbNmyBQiP/MTGxvLll1+K1Gq/fv1YvHgx1dXVxMbGigXzSufunXfeicViYf/OdehxE0TPoIsm8twjNwLw5Sf/AUCK7YxkSv7Oa16wcof497UTB7Z5jCRJTL20PxD2g/563Wa0KcOQJA2NddU8+8wzAFw26SpKSkp49dVXqaurIz09nVtvvZVZs2ZRX19PYmIiV1xxBZ999pm43uLiYmGY3r17d6xWq5hR7ty5M3q9XswLJiUlYTQacTqdBINBNBqNMBgJBAJicF+NblVULkxUwf2REJlK1mq1bb5pB4NBMQIUExMTlW6urKwUDT3KCFBFRQUNDQ1oNBq6d++OJEmsW7eOYDBIWloaBQUFbNu2TdgZXnbZZVRXV4tNOldddRVms5nXXnuNUCjEoEGDGDBgAItXbGLtynAt91e/+hWvP3U3l43qyRdfLmT9+m8ADZr4kpO67q27y1i3JTzXet3kQfQrzmt1zF0/GUVB53Bk+dZbbyMnDkbSmYk1a8g2HsLv9+EhnpnL6lm4cCHr169Hq9Vy3333sXPnTjZu3IhGo+Hmm29m27ZtlJeXYzAYmDhxIps2bcLlcmG1WunVqxf79+8nGAxitVrJysri+PHj+P1+9Ho9KSkpBINBUTu3Wq1oNBq1dqty7lAj3A5FFdwfCZEjQAaDoc0RoKamJkKhEDqdTtQNIewmpQhxdnY2Go0Gt9stIrX8/PxwVLp/P9XV1Wi1WgYPHozT6RSp1REjRmCz2fjoo/AmnaKiIvr27cuiRYs4ePAgZrOZ2267DYCn//ksciiAj1iuu+YqALbuPsov7/09AFJcVyTdt9aS38X/PTcXt8eHXqflnWfu4lc3XUzf4lyG9u3C47+/moenTQbCM8Svf7wByZgMsozBuROfx4HeGEuDVIBB6+Hf/w7PAt5www3YbDY+/vhjAMaNG4fJZBJzfpdccgkOh0OYWAwZMoSGhgZqa2uRJIlu3brh8/lEo1RGRgYajQaHwyHGsMzmcM1ayUqo0a3KWecMlheotEb96/0REAwGv3MEyO12iwg4cgQoEAhQWVkJhGdDzWYzsiyzb98+QqEQNpuNrKwsXC6XWLHXp08frFYr8+bNw+v1kp6eTv/+/fnmm284fPgwBoOBa665hubmZj788EMArr/+ehITE9m1axdNNeEh+H7DJrJ83V6+3rifIwe2E/TUgaRDYys6pevfub+Cex6ZwTN/voG4WDMP/mJiq2MOHjzIw395AcmSBx4fVrkMEw3ISDz4hz/z4N/nk2kuF2v3Lr30Ul588UU8Hg+dOnVi9OjRzJgxg1AoRGFhIV26dBFuWj169CA+Pj5q5jYmJkbUda1WK1arFZ/PJ9L5cXFxSJIUVbtt60ZJReV75SzM4f6YUAX3B05kKrm9EaBgMChGUKxWa5RdYFVVFcFgEKPRSHJyuGZaXV0t3JEUE/H169cTCARISkqisLCQgwcPsnfvXiRJ4tJLL8XlcjF//nwALrvsMhISEnjzzTdxOp3k5uYybtw4/P4Azz77LADa2BzuvvUKrp/2LwLBIDGOlQBo4gqQtKZTfh0Wr97FhFv/ye3XXsSYYT3ISInH7/dz+PABPvv0U6Z/tJg5M98hLdnG5Tf9AakxPPo0bPSVTBg3nI9nzcJtD2K2xPHLX/6STz/9lKNHj2KxWLjllltYtmwZ9fX1xMbGMn78eL755hth+NGrVy/27Nkjxqby8vKor6/H7Xaj0WjIyMhAluWoMSAlnR8Z3apztypnnbMwh/tjQhXcHzg+n08027Q1AqSkkmVZRqfTRW0BcjgcIpWcmZmJRqPB6/UKG7ZOnTphsVg4evQox44dQ5IkBg8eTCAQEHXaAQMGkJaWxocffojL5SIjI4ORI0dSWloqTDBuvfVWXv9gBc/96x0SQnsJoaHKmcZHn35DZno8pQd3Ya+vCC9+b8NR6mQpr27gry/O568vzkf2NRKsWgIhH5IpFU3aKGZ+tp44oxeTexdeoGf/ETz5f/czf/583PYq9Ho9//vnhzh06JBwk7rhhhuorq4WS+UnTZpERUWFMPwYPnw4dXV1IpXcvXt3gsGgMA5JS0tDr9fjdDpbjQG1bHJTo1uVs87pzNWqc7jtombbf8C0TCW39Ybt8XjaTCW37EpWZnEPHDhAIBAgNjaWnJwc/H6/MLgoKioiISGBtWvXYrfbiYuLY/jw4Rw9elR06l5zzTVoNBpmzAgvkB88eDDFxcV8vnQLsaGwfVtWfj9yczJZtnYPZRX1mANhgwgpNv+0otuWyH4HwaplEPKBIQlN6ghKCnN59+MlfDTjX3i9Xvr3H8jLzz7O9m1b+eCDD4CwdaMy0gQwZswYsrKyxM7boUOHEh8fLwwuevfuLWrbEE4lx8bGUlFRITyoExISCAaDYgzIarWKSDbSM1mNblVULnxUwf2B0jKV3NYbdmRXcmxsbFQqubq6ulVXcl1dHcePHwfCOyk1Gg3btm3D5XIRGxtLSUkJdXV1Yu3e2LFj0ev1zJkzR8zc5ufns2XLFrZv345Op+PGG8PjPhOGpKLHjclk5t+vPM7i/zxIfZMTOejDWR+udWpiv52VPe3Xxe8gVL0UQh7Qx6NNG0VRQS53XDuUJHkPWvz4MdO176VUVVXxwgsvIMsyl1xyCSNGjODtt9/G4/HQuXNnLr30Uj755BN8Ph/Z2dkMGTIkaudv9+7d2bNnj7hBycvLo7GxUczcKruDlUYpnU4nbmxCoZC4WVKjW5Vzhmp80aGogvsD5btSyUBUKjlyMYHT6RQGF0oqORgMikgtOzsbq9VKfX298E8eOHAgWq2WxYsXEwqFyM/Pp2vXrmzatIkjR45gMBiYPHkywWCQ//wnPEt72WWXkZqaSigUYtXScIORS5vF6x+uRqvV0DknBdl1FOQQ6G1giD+j10T2NRGsWowccCHprWjTRyNpDVx+SW9WfPU+epygMeCN6cOw/gX8/e9/x+120717d2699VY+/PBDKioqiI2N5ZZbbmHFihVUV1djNpuZMmUK27ZtEzt/hw4dSmVlpRib6tGjB8FgUMzcpqamYjQaoxqlIvcMK2NAWq1WjW5Vzh3qWFCHogruD5AzSSWHQiGRSk5ISBA13dLSUjweD0ajkU6dOiHLMuvXr0eWZfLy8sjMzOTAgQMcOXIErVbL2LFj8fv9fPrpp0B4TCY+Pp5Vq1Zx7NgxYmNjmTBxMu/NW8MNdz/K4cOHkdFS7UrkpXfDlo//+sst6HxhgdLEdjqjKE/21hOsWgxBD+htaNIuJjsznacfvo6qAytZv349JpOJN157mY2fP8mCTz+iqqqK5ORkfvvb37J69Wo2bdqERqPhtttuo6KiQnRlT5w4Ebvd3mrnb8uxqchUclJSkqifQ3SjVDAYJBgMrxNs72ZJReWsoI4FdSjqS/MD42RSyaFQKMrgIjKVXFdXJ7yS09LSgHDEqxjtd+3aFZ1Ox+HDh6mtrUWn09GvXz8CgQBLly4FwtFuQkICK1asoLGxkfj4eEaNGkUgEBA7Ky+//HJe+2AVDz/1MQd3rQWgmQxkSYfRoOOfb35FQ5MDnyMs/pI587Rfk5C7SjRI6WNS0KZfjKQzc+X4flQfXs/ChQvRarU8/vjj9OjRg7feeovt27djNBr5/e9/T01NjeiwvuKKK7DZbGLJwtChQ8nIyODrr78Gwqn2zMxMdu3aRSgUIiEhgaysrDZTyU6nk0AggEajIS4uTvz/U6JbnU6n7rtVOcecTnSrRrjtoXYp/8Dw+/3fmUp2OByEQiG0Wm2UwYXX6xU12rS0NOHhG2m0n5KSgs/nE9FdSUkJFouFdevW0djYSExMDEOGDKG5uVl0IU+cOBGDwcCiRYuoqanBZrMRMmYw+8vPMdCEgWZCaEjILMLghbqGZp5/eyFH9m0FQqC1gL7tjUDfRch+gFD9RkAGYwoP/vFJXJ4Qr7y3jI9nfoDWFe64fvjhhxkyZAjz5s1j6dKlSJLEfffdR0xMjHDCGjBgAIMGDWLGjBn4/X7y8vIYOnQoS5YswefzkZiYSN++fTl06BBOpxO9Xk/37t3x+/2tUsmBQCCqUUoR1kAgEGVQoqJyTlHHgjoU9fb5B0QwGPzOMRKfz4fL5QKia4ayLFNZWSk21ihLC1oa7QPs2LEDj8eD1Wqle/fuuFwu1qxZA4R3WxoMBhYuXIjX6yU7O5v+/fsTCATEEvkrr7ySF/69hOP1DuK1YYG/euqVLPvof0lOCNeSJQnmfrY4/G9z2imnk2U5RLBuE6H6DYCMFNMJbdpo/vbaQpas3Y3BXybE9p577mHChAl8/fXXogP51ltvpaioiDfeeAOXy0Vubi7XXHMNX3zxBfX19VitVqZMmcL27ds5fvw4Op2Oiy66iIaGBrG+sFu3bhgMBsrLywmFQlgsllapZIPBIByl1AUFKio/bFTB/YEQmYpszyu5Zc3QaPx2KbvdbsfpdCJJEhkZGUiSRCAQEHXIvLw8TCYTdrtdNEr1798frVbL119/jc/nIy0tjaKiIhoaGkSKdfLkyWg0GlauXEltbS3x8fGMHTuWm64ahs2iQR8KWxvuLtfx0WffsPdQ1X/PFWS/EwBJ920UflKvRcBFqHoZsmMfALrE3miSByNpwul1X9MRbPIRAK77yY389Kc/ZefOnbz88ssATJgwgXHjxvHOO+9QXV2NzWbjjjvuYOPGjezfvx+tVssVV1xBfX09u3btAsKpZb1eL+q4WVlZJCcnU1dXh8vlQqPRiFSy2+3G5/MhSVLUTU9kdiIyza+ics5Qm6Y6FDWl/APhZFKRLpeLQCAQZa4ARHXPJicni+cfPXoUn8+HyWQiOzu82m7Tpk2EQiEyMzPJysqirq5ObAcaPXo0kiSxYMECAoEAXbp0obCwkGAwyLx54YXxkyZNwmAwcPu1IzD6y3jxxVUYY5JZsv4YyzaG67tajYRWq8EdDEfi6L7dx/tdhFwVhGrXhfflSjpSCy6m3peIBGSmxTOmVwxLvwr7HzvI5LJJV3HkyBGefvppAoEAgwYN4uabb2bevHns2bMHvV7PnXfeSU1NjfBJHj9+PFarlS+++AIIR7I5OTls2bJFjAB16dIFj8cTZXBhMBhauXopN0aqyYXKecnpNEGpYVy7qC/ND4BQKCSi2/bW7kWaK8TFxUU1U9XW1hIIBNDr9cK+0eVyRTVKabVaqqqqKC8vR5Ik+vcPr7NbuXKlGAPKy8uLmsOdOHEikiSxfv16qqqqsFqtjBs3TtwYKI1HAwaPACArLeG/1yPj8weRQ+FOa+TQd74GctBHsG4DoZoVYbE1JBBfMIWXnn4Im9VMWrKVWy7LZulXMwGZguLB/O+fHuRYeSWP/d9fcLvdFBUVcc8997Bq1SrhJPXTn/4Us9ks1gf269ePHj16sHz5cvx+PykpKfTr148jR47Q1NSEVqulqCjs9Xzs2DGRok9ISIhy9dLr9WLmFr4dA1JNLlTOK9QIt0NRBfcHQOSbdXvbZOx2e6stNBBulFI21qSnpwuxPnjwILIsk5iYSHJyMrIss2nTJgAKCwuJi4ujsrKSffvCadtRo0YBsGjRIkKhEN26dSM/P2xUoUSCl1xyCV8s30nBmD9w0z3/FOnZPz/4c3Yt/H8sfPcBrrikr+hx1FjCncmys7Tda5dlmZDjEMHyz5Ad4ZqsZC0gudsU/vd3NzO0XwFP/s+1uGr38c7brwHwk5/8hOmv/ZPOmXG8+Pw/cbucxCem8sADD7B3715Ra540aRLdunVj9uzZwtxi9OjRrF27lqamJkwmExdddBGNjY2UlpaK18ZisVBdXY3X60Wr1YpUcuQoVmQqOXIMqL0xLhWVc0EI6bQ+VNpGFdwLnEAgEDWz2d7MrcfjAU7cKKWkmevr64UId+nSBYAjR47Q0NCATqejpCS8i3blyvBCgaKiIlJSUqivrxcbccaPHw/A4cOH2bt3L1qtlnHjxrFg5Q6CwRBbN4etHgcNGkRcXBwWsxGTycDv7r6M+DgLWo0GKaZT+Dw91ch+e9Q1yUEfoaa9BCu+IFT3TTiq1cehSRuDNqk/j/z6aq6bNIjNO0t55dXXsIbCblVXX3M99957Lw6Hg3+/9S9MuiCegJbR46+htraWd999F1mWGTp0KKNHj2bu3Lk0NjZis9m48sor2b9/P6WlpUiSxIgRI9BqtezevRsIr9hLS0vD4XBQX18PhGu5Op2uXVcvdQxI5XwmdJofKm2j1nAvYFouJm8rFRm5hablzK3D4WjVKBVp2JCVlUVMTAzBYFDUaYuLizGZTJSVlXHkyBE0Gg0XXXQRAEuXLiUYDFJQUCCiWyVtPHjwYBITE7nrJ6Opb3TiPlZKbU3Yjxjg86VbWb/tCJeP7UOjPVy7lfSxSKY0ZE81wYqFSDHZEAogBz3gqwc5fKOBpEMTX4IUV4gkhQXrj/+YxbJ1u1n21SxiqAag35Bx3P/b+3C5XDz++OMcr6km1hrHT6beyrD+Bbzwwgv4/X569OjB1KlTWbhwIWVlZRgMBq6++mqamprEOFS/fv1ITk5m69atYgtQ165d8fv9lJeXA5CYmIjVahX/D9py9VLHgFRUfjyognsBczJdrU6nk2AwiEajiXqjl2WZ6uqwECUlJYk3++rqapxOJ1qtlk6dOgGwf/9+XC4XZrOZ7t27A4gu5J49exIfH4/T6RS120suuUT8bOW4Sy+9lCNlx/n5w9Opq6snXQ4bWgwdOpQmu4tp/xteZtDY1IwkhbuUATRJAwgeXwO+euTmw9EXp49HY+2CNq4zcotfZZfLw4qvPiCGemRg0pU/5U8P3oPb7ebJJ5/kyJEj2Gw2HnnkEWJiYnj++edpbm4mKyuLW265hU2bNrF9+3YkSeLyyy/HaDSydOlSZFkmPz+fbt26cejQIVG3LS4uRqPRUFZWJtYZKsYhkRmGSFevyBsmtVFK5XwkJEuE5FP7vTzV439MqPmrC5ST6WoNBoM0NzcD0eYKEE4b+3w+tFqtaJQKBoMcOnQICI8B6fV6/H4/O3bsAKBXr17odDqOHTtGaWkpGo2GIUOGALB69Wp8Ph9ZWVliXnflypX4fD5ycnLo2rUrU3/xIsfrHRhoAmQSk9P5x1tLcXt9dMpKAqC4WzZmU1j8tVpN2PM44xI0yUOQbMX0H3ElN//sfrQZ49FnX0ZsahHZGakMH1Agrq24SxLJ7MRMPRqtlp/c/Av++PtpuFwunnjiCfbv309MTAwPP/wwCQkJvPbaa9TX15OcnMzPf/5zSktLWbZsGRCOwHNycli+fDk+n4+kpCQGDRpEbW2taCrr1q0bFouF2tpakTHIyckRHtTtLYhQxFaSpHZr7yoq5xI1pdyxqH/lFygn09UauYUmslEqGAwKR6nU1FTx/GPHjuHz+TAajWRlZQGwZ88evF4vVqtVpIlXr14NhKNbm81GIBAQ9dyLL75YiL8iWmPHjg0/9t97grS4AP4mOForsWPeWuJizXzx799R3+jEHwhQUpjFHb9/E5dHWb6uQYrtBMC2Y5CQFYfGlER+bgoHS2twVdbj8viQJLDovGjq12CQHcRarTz5xBP069evTbHNyMjg9ddfp6KiAqvVys9//nPsdrvwf+7bty/9+vVj5cqVNDU1YTabGTlyJF6vV8zbZmdnk5qaisvlEiNAGRkZGI3GVruGIzMMJ+N3raJyrjmdJii1aap9VMG9AGlpbt+eo1RbW2gAjh8/LtKeCQnhURy/38/Ro+F9tPn5+Wi1Wnw+nxCWXr16odFoqKysFE1DSnS7efNmmpubsdls9O7dG4CqqipR4x0+fDgajYZ5r93Hxh2lLP9iBuvWHcJqS6bZKdG/ZydMRj3fbD3Eb/7vvRNeuyzDsrXhczpYWiMeH1CSx9j+Sbzy8rPU1XnIy8vj73//O9nZ2a3E9o9//CN5eXm89dZbHDhwAKPRyN13341Wq2X27NkEg0G6dOnC2LFj2bZtm1gmP3LkSAwGA5s2bSIYDGKz2cjPzycYDAp3qbi4OOLj4wFwu91tLohoaVKijgGpnK+cTsSqRrjtowruBcbJLCeIbJSK3EID4TEgpYM2PT1diMDRo0cJBoPExMSI/bd79uzB5/MRFxdHbm4ugFgkX1RUhM1mQ5ZlEd0OHz5cnI9yXHFxseh+zslMIicziVnvPgPA3/50Kz179cVmDUffipAqGPRaEmwxSJJE1fEmNBqJUOjbGT+LKZye1Wk1ZMdW8+w/XwfCyxP++te/YrVasdvtPP744xw5coSYmBj+9Kc/kZeXx4wZM9i1axd6vZ6f/exnJCQk8J///Ae32016ejpTpkyhtLSUnTt3AuENQElJSezatQuXy4XBYKCoqAhJkigvL8fv96PX68nMzBQuXZEGF5Gp5GAwqDZKqVwQqDXcjkWt4V5gBAIB5P92FLX3Zu3xePD7/a0cpSDcFKWMASkpTq/XKyK0/Px8JEmKim579uyJRqOhvr5ezN0OHjwYgLKyMsrKytDpdAwdOlT8HKWBSjkuEiX1mpmRTozZwNszV/LRp9/w4C8mkpkWL47z+YM8/vtrmPnSr7j7hlE8+783EBdrJtZi5KmHrmPZBw+x8N/3Mji3hi8++wSAG2+8kX/84x9iX++jjz7KkSNHiIuL409/+hOdOnVi5syZbN68Ga1Wy+23305ubi6zZs0S4z9Tp06lqamJtWvDW4yKioro3LkzR48e5fjx40iSRHFxMUajkYaGBiGs2dnZYuFDpMGFsuIQWneWq2NAKj92VqxYwZQpU8TNqjIH3x6zZ89m3LhxpKSkEBcXx9ChQ8U0hML06dORJKnVh9K8eK5QI9wLiJPpapVlWThKxcTEREXAbrdbfE3poIVwdCvLMjabjcTERAD27t2L3+/HZrORl5cHwMaNG4HwbK7SaKVEsr179xYCbrfbRfNVv379Wp2jck6yLDNv4WYeey5s+/jvf9zFM3++gY3bS3n69S8wGnQUdk4jJzOJh6dNAWDSmD7IsoxWq2HhwoX84x//wOFwYLVa+fOf/yxGlKqqqnj88cepqakhKSmJP/7xj2RkZDBr1izWrl2LJEncdNNNFBYWMnv2bKqqqjCbzVx77bVA+E0gFAqRnZ1Nnz59qKur4/DhcJd0QUEBNpsNj8cjLDHT0tKEc5TL5RL/nyJTyaD6JatcWAT/+3GqzzkVnE4nvXv35vbbb+fqq6/+zuNXrFjBuHHjePzxx4mPj+ftt99mypQprFu3jr59+4rj4uLihO+7gslkOsWz61hUwb2AULqST9TV6nK5xBhQZGQFiDEgm80mfvE8Ho9YON+pU3jJu9/vF9FtSUmJMNzfvn07AAMGDADCdWLFfWrQoEHi5+zYsQNZlsnNzRUCHklsbKzYD5uaHIckgU6r5a2PVrB83V70Oi2hkExGagI5mUlRz9VqNTQ1NfH000+zeHF4m1CPHj34v//7P9HodeDAAZ566insdjvp6en88Y9/JDk5mTlz5rB69WokSeKGG26gd+/efP755xw+fBi9Xs/VV19NbGwsX331FR6Ph4SEBIYNG4bb7RZLCjIyMsjMzCQYDFJWViayBUlJ4fOMXLsXFxcX9f9J9UtWudCQT6NpSj7F4ydMmMCECRNO+vhnn3026vPHH3+cefPmMX/+/CjBlSSJ9PT0UzqX7xs1n3WBcDJv1qFQqM0dqwDNzc1iZEWp0ULYQUqWZeLj40UD1YEDB/D5fFitVlG73bZtG4FAgNTUVPHYzp07hTB17dpVfM/5X4QX0RtiUtq8FiUS3rh1H3c++BYpiVY+ffM3NLvCtWmjISxSCTYzc77cwKr14TS2ssD+hhtuYPHixWi1Wn72s5/x6quvCrHdvHkzf/nLX7Db7XTu3JlHH32U5ORkPvnkE1Frvv766xkwYABLlixh586dYtY2PT2dlStXYrfbMZvNYhnDjh07CAaDxMXFUVBQgCzLVFRU4PP50Ov1wrpRlmUaGxuRZRmDwRDllQyqX7LKhceZjAXZ7faoD6X3pMPP8b/vey1v7pubm8nLyyM7O5vJkycL05pziRrhXiCczJt1c3Nzm2NAsiyLumlCQoKo/brdbhH1du7cGQg39ChWhUVFRWg0GkKhkHCa6t+/vxB7Jbrt379/lLjv27cfvQSrt9UQCoVYvm4vnbKT6ZwTFuCuXbuyZ88e5n8yF58vnZq6AG6vn+ce+SnzFm7G5fbx0juL2bi9lI3bS0GWefI3o/hkzgccOXJEnO+f/vQnevToIX7u0qVLef311wmFQvTu3Zvf/OY3mEwmPvnkEzGidN111zF48GC+/vprkSKfOHEi+fn5rFu3jqqqKnQ6HaNHj8ZsNrNjxw7RJKWYW9TV1UXVbZUo1ul0itp5y87wk+ksV1E53ziTpqmcnJyoxx955BEeffTRjjo1wT/+8Q+cTifXXXedeKx79+5Mnz6dnj17Yrfbee655xg+fDhbt24VPgHnAlVwLwBO5s06EAjgdIb3x1qt1qhjHA4HbrcbjUZDSsq3UadSu01ISBAL50tLS3G73ZhMJiHChw8fFmb9itOU2+0WwhyZxvF4POil8J3s1ZNG8+p7y/jbK59jMupZN+fP2OIs3HzzzSxatIjqisOkmPWkd+7DfY/OIC3Zxr//8TMOlNbw5ocrQA4heauIlct5/pnwgvv4+HjuvPNOrrjiiqjVdv/5z3/ERp8RI0bw85//HI1Gw+zZs8VavauvvpqhQ4eyefNm8djYsWMpLi5m+/btHDx4EEmSGD58OImJiRw+fJi6ujokSaKkpASj0Rh1k5Keni6iWL/f324quaVfshrdqlwonMlYUFlZGXFxceLxyP3bHcX777/Po48+yrx586Iyd0OGDBFjixCeoOjXrx8vvPACzz//fIefx8miCu55zsm+WSuOUgaDIeoXOzK6TUxMFEIQ2fCjNEXJsixEtFu3buJnKdFtSUmJaPRR0qxpaWlkZGSInxfemhMW8XvumMSzby0AIBgMEfzvSE9OTg733XcfTz31FDr3fo7scuGVbFSWa/lq8dfocXLdRQaWLltFUA7PEstoufmmG7j55pvR6Y1M/3g1BZ3TGdQrl+eff16ki66++mrRePHxxx+zZs0aJEni2muvZejQoezcuZOFCxcCMGzYMPr378+hQ4fYtm0bEI7Ws7OzOX78uNgA1K1bN+Li4ggEAqJua7VaRQpLSSVD+E0lMrsQvvZvx4DURimVHwtxcXFRgtvRfPjhh9x5553MnDlT2Mm2h0ajYeDAgezfv/97O5+TQRXc85yTebMOBALC5KJldKvUTjQajegshm93tdpsNmHUUF1dTWNjIzqdTqRdHA6H6DhWTC0AYffYu3fvqJ+nRH+ZmeHVer+6+WJyM5Mo6JRGYnwMbo+PBSt20GfAcHr1GcS2Ld9g5RhWOTyW9PfHt0VfnMaAT5/DXXfews9vGgfAP9/4kuenL8KkCzChr4bKygr0ej2//OUvGTZsGMFgkA8//JD169eLBqmBAweyd+9ePv/8cyDcPT18+HCqqqqixn+6deuGw+EQNx7Z2dmkp6cjy3LUvK1St4XwzU4gEGgzlayOAalcyJyvTlPvv/8+d9xxB++//z6TJk36zuNlWWbLli307Nnzez+3E6EK7nmMLMuiUepEq9uUVKbRaIyazZVlWVg4JiUliYjV7/eLzmSlAQoQncn5+fkiSt61axeyLJOVlRXViau02xcXF0edS0NDA4CI/gx6HVMv6y++/tcX5/OfuWuIj7Owft7TrFixnIcefRo56EOvlYm3msjJyaFfv37079+fXr16tZo3Tku2kWBy0zWpgcrKEDabjQceeICCggL8fj/vvvsu27dvR6PR8NOf/lREsfPnz0eWZXr27MnYsWNpbGxkxYoVyLJMXl4effr0wefzsWPHDkKhEAkJCcLOsq6ujubmZuGTHPlaKtkFm83WKgMROTetRrcqFxpnQ3Cbm5s5cOCA+Pzw4cNs2bKFxMREcnNzeeihhygvL+edd94BwmJ7yy238NxzzzFkyBCRqTObzaI09thjjzFkyBAKCgqw2+08//zzbNmyhZdeeumUzq2jUQX3POZkHIl8Pp8Y5m5pchEZ3SpiCeHoNhQKERsbK4TR4XCItXLdunUDwoKtjAJF3hkePHhQ+CtnZ2dH/UxFcJWO55Yof4rKILremk2NXAwauHxsH55/9KYTviaBQADJdZhuyXXiXH/zm9+QkJCA1+vlzTffZP/+/eh0Om655RZ69uxJaWkpc+fOJRQK0b17dy699FKcTidLly7F7/eTmprK0KFDkWWZHTt24PV6MZvNomnM5XJF1W2VlHFkKtlkMrVKJUfeMKmNUioXIiE5/HGqzzkVNmzYINZ0Atx///0A3HrrrUyfPp3KykphOwvw6quvEggEmDZtGtOmTROPK8cDNDY2cvfdd1NVVYXNZqNv376sWLEianzxXKAK7nlKy1Rke2/WSnRlNpujIqj2ottgMCiENTc3V3xfpbaRkZEh6i41NTXU19ej0+mECANiX263bt2iou6d+8tZumaXOOe2+NO9lzOoTz59i3LR6bRkpydiNOjwB4Lcds2IE74mVVVVvPjii+JueMKECdx4443odDqam5t54403KC0txWg0cuedd1JQUEBZWRmzZ88mEAjQpUsXJk2ahN/vZ+nSpbjdbmw2G6NGjUKj0bBv3z7sdjtarVbUqwOBgHDhstlsUTcSSipZo9GIO+tIlOhW3QakcqFyNiLc0aNHiyxQWygiqqBMHJyIZ555hmeeeeaUzuNsoL4LnKecTCrS5/OJ2bbITTQQjljbim6rqqoIBAKYTCbRsRy5lq+wsFAcq9QxI1PMgBjNUdKtCk+98jmHyhrIivv2RqAlJqOeyy/5tqs5PzeFm64cypsfrWTOVxvpV5LX6jmyLLN8+XKmT5+Ox+PBYrFw1113CSvJuro6Xn31VY4fPy6+1qlTJ44dO8bHH3+M3++nc+fOXHHFFeJ72e12LBYLF198MQaDgWPHjlFZWQmEa7kxMTFRdVuDwUBGRoa4QYlMJcfFxbVK90dGtye6YVJROZ9Rlxd0LKrgnoecbCpSqd2azeZWYyhKdJuYmBhlpajscM3Ozo5aXOD1erFYLKLZSZZlUdONnHUNBoOie1dZUK8wekh39u/aAIQdr06WFf81tliwcgd/+d3UqK/V1NTw+uuvi9R29+7dueeee0QDWHl5Oa+++ioOh4OEhAR+/vOfk5aWRkVFhRDbvLw8rrzySjQaDStWrOD48eMYDAbGjBmDxWKhvr5eRM35+fniBqW9uq3ilQzhunlbdnFqdKuiotIS9Z3gPORk3qx9Pp9IObeMbp1OJx6PB0mSoqLb+vp6PB4POp0uapRHSRF36dJFRGrV1dXY7Xb0en1UJFtbW4vP58NgMET5MQPcfu0I8tPgXy+/xN69ewmFQlGRX6Pdxb2PzECn0/LcIz8lLjZc83zsN1fy1syV/GTyt4sOgsEgX331FR9++CFerxe9Xs8111zDlClTxPfcvXs3//73v/F6vWRmZnL33Xdjs9koLy9n5syZ+Hw+cnJymDp1KjqdjrVr11JeXo5Wq2XUqFHEx8fjcrnERqD09HQxrN+ybhspqi6Xq12DC1CjW5UfDmfD2vHHhCq45xkn+2YdWbttKcq1tbVAuHEp8mtK7TY9PV1Ea83NzUJYIoVVifg6deoUldJWjk1NTW2za3rI4EFMf/stampq2LNnD0VFReJrC1ftZOV/o9kV6/YyeWwfAIb1L2BY/2/dXzZv3syMGTPE+fbo0YOf//znUb6oq1atYvbs2ciyTNeuXbnjjjswm80cO3aMmTNn4vf7ycnJ4eqrr0av17N582YOHTqEJElcdNFFpKam4vf72b59u7BtLCwsRJKkVvttI+u2wWAwyj6zrbnoUCgkygFqdKtyIaOmlDsW9d3gPONko9v2ardut1s4TkVGt06nU+zBVXyHAVG7TU9Pj/peStQb6ZEM3wpuy+hWwWg0MnToUJYsWcLixYujBHfEwEK6dkpDp9UwpF+XqOcpphtz584VJhRWq5Xrr7+eiy++WIh7MBjkk08+YcWKFUB4acK1116LTqeLEtvc3FymTp2KwWBg9+7dYvnA4MGDyc7OJhQKsXPnTtxuN0ajkZKSEjQaTat5W2VlmHKOkWv3WnolK0SOcqnRrcqFTLhL+VStHb+nk/kBoArueURHRLd1deFxGZvNFjVKpMzdJiUlRY21KCvnIqNbp9PZZtQLCNGONNFoyZgxY1iyZAmrV6+mR48ewgUmPcXGohm/jzrW7Xazfv16Pv/8c9GMpdVqueyyy5g6dWrUxiOn08k777wjdvJOmjSJsWPHIkkSpaWlzJ49W4itEtkeOnRIeD737t2bLl3CQn/gwAEaGxvRarX07NlTvFYNDQ04HI5WdVsI7w1WbnTaSiUrr6liw6lGtyoXOmqE27Go7wjnEScT3fr9/najW5/PJ5p5IqPbQCAghsMjo1ulKUin00UZjSszb6mpqa1W/CnNUC1/diQFBQVMnTqV2bNn88Ybb7B06VKGDRtG3759xTlWVVWxadMmdu7cSSAQAMINYiNHjmTy5Mmt1mpVVlby1ltvUVtbi8Fg4Kc//alwvjp06BBz584lEAjQqVMnrrrqKvR6PceOHRMuUj169BAmHRUVFeIGpEePHuJaWu63bbkAQllYEBMT027nuCK2kiSprlIqFzxBJIKnWJM91eN/TKiCe55wqtGtyWRqN7qNiYmJEouamhqCwSAmkymqHqlElJEbbwDRhRzpQqWgCG576VSFa6+9FrfbzZdffsnBgwc5ePAg7777bpvHpqenM2rUKC655JJW5h0A69ev5+OPP8bn85GYmMidd94puqn379/PvHnzCIVCdO3alcsvvxydTkd1dTWrVq1ClmXy8/Pp27cvkiTR0NAgZo47d+4sIvVQKCTsLiMNQRScTqfYM3yimw1FcLVarZpOVlFRiUIV3POEk4luA4GAcJVq+aYfDAaF61HLdK8yX9qyHqlEssryAgWlYagtwVWi6/acrxQkSeLWW2/lyiuvZO3atXz99dccPHiQ2NhY4uLiiI+Pp7i4mAEDBkSdV8vrnT17NmvWhDcFFRQUcMstt4hr37lzJ59//jmyLNOtWzcmT56MVqulvr6e5cuXEwwGycrKYvDgwUiShNvtZufOnciyHLXXF8LzyV6vF51OF+WTDGExVm50Wu4Zbkmk4KqoXOioKeWORRXc84CTjW6VZiij0dgqpdnY2EgoFMJoNEalgZubm0VNMjJNW1dXh9vtRq/XR40IeTweUadVoshIFAMMZSTpu7DZbFx66aVceumlJ3W8Qk1NDTNmzKCsrAxJkhg/fjzjx48XYrd582ax9aekpITLLrsMjUaD3W5nyZIlwrLxoosuQqPREAgE2L59O4FAAKvVSrdu3cTr7HA4hCVlVlZWqxsep9PZ5p7hlsiyLLqT1XSyyg+BEKexD1dNKbfLOX1XWLFiBVOmTBERzty5c7/zOcuXL6d///6YTCby8/N55ZVXvv8T/Z4JBoPfOUYSDAZFOrdlXVWWZSGSiYmJUYKt1CSTkpKiolIlus3KyoqKxpRoOD4+vs20sTKPqkTaHY0sy6xatYqnn36asrIyLBYLd999txBUWZZZs2aNENt+/foxYcIE4Xm8ePFivF4vCQkJjBo1Cp1OJ0w8lEXyJSUl4poDgYCo5yYmJraZOVBudGJjY0+YJo60p1PTySo/BBRrx1P9UGmbcxrhOp1Oevfuze233y52mJ6Iw4cPM3HiRO666y5mzJjB6tWr+dWvfkVKSspJPf985GSjW0Vs9Xp9q3Su0+nE5/O18vQNhUJR5g2RKGnjyGYp+HbsJzLqjUQRYaU5qyNxOBx89NFHYvVfYWEhN9xwg1gfKMsyS5YsYePGjQAMHTqUiy66CEmS8Hg8LFmyBJfLhdVqFZaNEK5J19bWIkkSxcXFUTaVitVlW0Ye8G10q9fr23SUikQVXJUfGmpKuWM5p4I7YcIEJkyYcNLHv/LKK+Tm5vLss88C4Q7TDRs28PTTT7cruJGjHIDoND1fOJl9t7IsiygrJiam1Zu5Et3Gx8dHRasNDQ1injSyCcjhcIg0c0thVb5XZJdzJLm5uXzzzTdifrcjkGWZb775hk8++QSXy4VWq2XKlCmMGDEiav72888/F/7OF198MQMGDAAQywiampqEP7IijrW1taI5rLCwMOqGxOFwiBuHrKysNv2QlT3Dbb3uLYl8vlKPV1G5kFGdpjqWC6qGu2bNGsaPHx/12KWXXsqbb74phKUlTzzxBI899tjZOsVT5mRMElwuF7Iso9VqW0VZPp9POB+17KxV0sktXaGUFGpKSkqr1ywyNd0WihHGkSNH2n3NT4XKykrmzJkjOoezsrK44YYbosaXvF4v8+bN48iRI2g0GiZOnCgMNQKBAMuWLaO+vh6j0cjFF18s0sIul0sIdGZmZtTNRTAYjEolt5U+d7vdwp7yu6Jb+HbloCzLhEIhtXFKRUUligtKcKuqqlql/dLS0ggEAtTW1raZBn3ooYfEfkUIR7gt06jnio6IbpVmn5iYmKhUaSAQEGNCbc20QttNUUqnc3v7bFNTU4mLi8Nut7Nr1y4xC3uqOBwOvvjiC9auXStSthMmTGDkyJFRQuVwOPj44485fvw4er2eK664QphxhEIhVq9eTU1NDXq9nosvvlhEsMFgkB07dhAMBrHZbG06Zp0olQxE1cxPNlpVBDcYDKqCq3LBczb24f6YuKAEF1rXxpS6WXtviEajMUqIzieU6Far1bbb1erz+QgGg0iS1OaC8/YEsq6ujlAohNlsjmoECoVC1NTUAK2FuGUKtS0kSWLw4MEsXLiQTz75hLy8PFFjPRmamppYuXIlq1atEqn+Xr16MWXKlFbjTLW1tcycOROHw0FMTAxTp04VN1VK89SxY8fQaDSMGjVKROWyLLN3717RJFVcXBz1+rrdbnGjkpmZ2eZrHwwGxf+fE3Umt0Sv1+P1evH7/Wi1WlV0VS5ozsY+3AuJYDDI9u3bycvLazcoOREXlOCmp6eLNKlCTU0NOp2u3Zrj+UooFBIzmydKyyrRrdlsbiUMDoeDQCCAVqttZRihiGpqamrUzUhjYyN+vx+dTtfqF8br9YobmBOJzOjRo9m4cSP19fW8/PLLTJs2rc0F7JHXWlpayrp169iwYYO47tzc3KiINZJDhw4xf/58vF4viYmJXHvtteJnyLLM+vXrOXLkCJIkMWLEiKgotby8XFx/UVFRVJOZLMsilWyz2dq9sVBuBvR6/SmJpk6nIxAIEAwG8Xq9mEwmdURI5YLlx9409Zvf/IaePXty5513EgwGGTVqFF9//TUWi4VPP/2U0aNHn9L3u6AEd+jQocyfPz/qsQULFjBgwIAzriWebRQ7Q41G0+4beiAQEG/8bQmDEt3Gx8dHvakHAgFRi1WWzCsoQpSSktJKCJTo9rtExmKxMG3aNF588UWOHz/OU089xciRI8nKyiI9PR2DwUB9fT11dXUcPnyY7du3RzWrde7cmTFjxrSKPBU2btzI4sWLgXBNd+rUqVE3ANu2bRM132HDhpGdnS2+1tTUJDYdde3atVX03djYiMfjQaPRtJtKhm8F93SyI0ajEbfbLTIGBoNBXWSgckHyY49wP/74Y2666SYA5s+fz+HDh9mzZw/vvPMOf/zjH1m9evUpfb9zKrjNzc3izRHCYz9btmwhMTGR3NxcHnroIcrLy3nnnXcA+MUvfsGLL77I/fffz1133cWaNWt48803ef/998/VJZwWLUeB2kOpIRqNxlbzuYFAQDRLtYxU6+vrkWUZs9ncSqiVum5LIT5VEhMTmTZtGm+99RYVFRV8+eWXJzzeZDJRVFTEiBEjWi2uVwiFQixZskQsG+jZsyfjxo2LuvZdu3aJsaFBgwZFfS+/3y+2AqWmpkY1XinfP/KG40Sv/clkH9pDkiRMJhNer5dQKITP5xNZBZ1Op0a8KhcMP/Yabm1trSi9ff7551x77bUUFhZy55138vzzz5/y9zungrthwwbGjBkjPleam2699VamT59OZWWlMGiAcGT0+eef89vf/paXXnqJzMxMnn/++QtuBleJbiVJajeSDIVCJ/QtVsZZzGZzqyhM2YebnJzcKqpSBLetLmRFCJRGru8iKSmJ+++/n3Xr1nHw4EGqqqqEb7PNZiMpKYnU1FRKSkooLCw84fYch8PB/PnzxXzwqFGjGDRoUNT579u3j82bNwPhzT8FBd/u0FXMLbxeL2azWey2jaShoYFAIIBOp2u3C1tBeQ1OVxyVzuZAIIDP5xM3WX6/H41GI4RXo9Goka+KynlKWloau3btIiMjgy+//JKXX34ZQIwvnirnVHBHjx4dZRbQkunTp7d6bNSoUSICuhA5WaMLj8cjRoHaSmsq6eSWtdNQKNTuCj2/3y+i4rZq3sovkLJA/WSEQKvVMmzYMIYNGyaeGwqFTmk1XXl5OXPnzsXpdGIwGJg4cSKFhYVRxxw+fJj169cDUFxcTElJSdTXjx49Sl1dHZIkUVRU1Ornh0Ihjh8/DrQek2oLJcI9k2hUkiT0ej06nU40YSmvT6Q1piK6kQKsCrHK+cCPPaV8++23c91115GRkYEkSYwbNw6AdevW0b1791P+fhdUDfeHgCJmcOJ9qZHRbcs3Xo/Hg8fjQZKkVoKrNFLpdDri4uKivhYZFbc1V2o2m8VYS3Nzc5ube74LRTROBlmW2bx5M0uXLiUYDJKSksIVV1zRKvo8duyYWGDQrVu3VqNIdrtd7PUtLCxs87wbGxsJBoPo9fqT6qrWarUEg0HxWp4JykIKnU4nmuWUD/g2mlY+j0QR3kgRbvmhovJ98WNvmnr00UcpKSmhrKyMa6+9VgQ/Wq2WP/zhD6f8/VTBPcucjNGFknqEtruFFeGMjY1tJQZKdJuQkNDq+yvPa6+jWKvVYrPZaGxspKGh4bQE92RxuVx88cUXHDx4EAhvApo0aVIr28qKigpWrlyJLMvk5eXRv3//qOsKBAKibpuSktJq1AlO7DXdHkajEZfLJTqNOwrlhkSv14tlB0rUq9yMRab0vyu931KMI/+rfF1F5XT5sUe4ANdcc02rx2699dbT+l6q4J5FFEMEOLno1mQytaoTyLJ8QuE8kTWj8ryWkW8kCQkJNDY2UldX1+Z6vo6gtLSUzz77jObmZrRaLaNGjWolpBDuqF6xYgWhUIicnByGDRvW6pgDBw7g8XgwGo1t1m0hPFrl9XrRaDQnPTtnMplwuVy43W5iYmLOOMpti0ixbEmkGLf1byVLEvm19n5GW2KsRscqJ0MIaJ13+e7nXMicSjPUfffdd0rfWxXcs4gStZ5oFCjSfKI9u0Gl8aZlBBpZo21LWJSZ3hNFrllZWRw+fJhdu3bRt2/fk7iqk8fn87F8+XLR+JSYmMjll19Oampqq2Nb7rQdPnx4K2Gqra0Vc9k9evRot6NYeU3i4uJOutFBGeVRHLuSkpK+F9FtjxOJMRAlvO2JsnJcW6lq5WcoEXdk/VgVYpUfM88888xJHSdJ0tkR3E6dOnHHHXdw2223fW9R0A8NWZZFd/KJ3riVZimNRtPmkndlnrWtRegn6lyGb+dsT2Rq0atXL77++mvKy8uprq4+4azqySLLMocOHWLRokXiHPv06cPo0aPbvMb6+noWL16Mz+cjJSWFiy66qJVQ+v1+9u3bB0B2dvYJ67KRy+NPFkmSSExMpK6ujmAwSF1dHTabrUPTy2dCpDC2dRPRliBHpq2VYyJryQqK+CoOaKoI/3gJyaexD/cUjz/fUPpBvg9OqwXzd7/7HfPmzSM/P59x48bxwQcfRG3kUWnNyey8hRM3S8myLAS3rbRwpBFGW5woclaIjY0VHcLr1q1r97iTpba2lo8++ohZs2bR1NREXFwc119/PePHj29TbBsbG4XYJicnM2bMmDZfrwMHDuDz+bBYLHTu3Lndn+/z+URHcHuuUu2h1WpFZBsKhWhoaKC2than04nf7z9hh/25RoletVqtWOloMpmwWCxYLBZxU6Z0UUfevIVCIWG64na7cblceDwefD4fgUDgvL5ulY5F3YcbxufzsXfvXhE0nS6nJbj33nsvGzduZOPGjRQVFXHfffeRkZHBPffcc0GP7HyfREa37UULwWBQiENbUaji0StJUqtF6fBt9NteU5TyvdsSukgGDhwIwJ49e9i6desJj22PpqYmFi5cyPTp0yktLUWr1TJo0CBuv/128vLy2nyOw+FgyZIl+Hw+kpKSuPjii9tMEzc2Noq9vd27dz9hmli5ZqPReFpzc4roKmLt9/ux2+3U1tZSXV1NfX09drsdp9OJx+PB7/dH3VydjyhirNPpMBgMGI1GzGYzFosFk8kk0umRIqyMNXm9XlHb9nq9qgD/wAmd5scPBZfLxZ133onFYqG4uFj4Qtx33308+eSTp/z9zsjypnfv3jz33HOUl5fzyCOP8MYbbzBw4EB69+7NW2+9pf4h/pfIOtqJnIuUCFR5w2uJUouMjY1tlU4OhUIiddpeU5RyDt8lPBkZGYwYMQKARYsWnXSKRfEpnj9/Pq+99hqbN28mFArRtWtX7rzzTkaPHt2uVaLdbmfhwoW43W5sNhtjxoxp87UKhUIilZyZmXnCBjDleDizeVqNRkNcXJzYlGQwGMT4lNfrxel0YrfbRQRcU1NDVVUVVVVVVFdXU1NTw/Hjx6mtraW2tpa6ujrq6uqor6+nvr6ehoYG8dHY2EhjYyNNTU00NTVht9ux2+04HA6am5tpbm7G6XQK0VMiT7/fTyAQiEoZnyqKEYter29ThLVarbhZjIyClXNRFm2of/c/HM5GhLtixQqmTJlCZmYmkiQxd+7c73zO8uXL6d+/PyaTifz8fF555ZVWx8yaNYuioiKMRiNFRUXMmTPnlM4Lwtvmtm7dyrJly6LKSZdccgkffvjhKX+/M+oC8fv9zJkzh7fffpuFCxcyZMgQ7rzzTioqKvjjH//IokWLeO+9987kR/wgiPRNPtEb/3fVWCMFtyVOp1MYTrT1/EjRP5lIb8iQIVRWVnLgwAFmzpxJly5dGDhwINnZ2VHX4HK5qKur48CBA+zZs0ecI4Rr/YMHD243olVQxNbj8WCz2Rg7dmy7wlxaWorL5UKv158wlaygCG5HbO3RarXExMQQExMjavKKyCgLC5Q6KRDVvHS2aashKrI2q9RnI0W0ve+jHK/cACnXqNR/I+vDkRuwIn+OyoXJ2bB2dDqd9O7dm9tvv/2kXAMPHz7MxIkTueuuu5gxYwarV6/mV7/6FSkpKeL5a9as4frrr+cvf/kLV111FXPmzOG6665j1apVDB48+KTPbe7cuXz44YcMGTIk6u+kqKhIjDSeCqcluJs2beLtt9/m/fffR6vVcvPNN/PMM89EOW+MHz+ekSNHns63/8FxMs1SSoQCtNmYEwgEhCC31fyjRLexsbEd0uAiSRKTJ09m+fLlbNmyhYMHD4pfMKUGqEQ2kej1egoKChgwYECbM7EtcTgcLF68GI/HQ3x8PGPHjm23Men/s/fe8W3V9/7/U1uyZcl7j9hO4uyEDDIgAQqE1RZoKXRR2tL2Um7bS/n2115aekt7b0vbS2m6gA5Gxy2lLWWUlYSSBAKBkL0d2/HeQ7Isa0vn94f4fDiS5RlnAOf5eOhhWz46OjqSzuvz3oFAgNbWViBetzuRPsfiYi8mIU1X8o/oIpXqGEYr40nOHlZvP959Y5UDpSoNGi0hKhVCeI1GoxTJsfo+C+EWn2chtmLRASQ8t3r/WgKWRjJXXHEFV1xxxYS3f+CBBygvL2fDhg1AvEJh165d3HPPPVJwN2zYwKWXXsodd9wBxC3Vbdu2sWHDhkn13u/t7U1ZRTE8PDylz/GUBHfFihVceuml3H///VxzzTUpLzrz5s3jox/96FR2/65CbfGMl50M8VhjqoucEFSr1ZryfIuSn1TWL8QFwmw2yySiicx4NZvNXHrppSxdupRdu3Zx5MgRwuEwPp9PJndB3IVdVFTEvHnzqKysnHD5jMvlYsuWLfj9fhwOx5hiC/GVbSwWw+l0Tnj4ghgeHw6H8fv9YyaMTRfjlfScSkZrpCEs0mTrFBhhnaoRwiqSq8RP9cVGLcDi+cT+1cci8g+0IQ7vHE6m8YV6QhhM32zyHTt2sH79+oT7LrvsMh588EHC4TAmk4kdO3bw1a9+dcQ2QqQnyooVK3j22Wf58pe/DLzdSOa3v/0tq1evnvSxT0lwT5w4Ma6bMD09nYcffngqu39XIazW8Vx3QnBHExy1BZsKIbhjZeIKwZ1sRnlOTg6XXXYZl156qcxa9fl8WCwWsrOzx03CSkVfXx9btmwhFArhdDp53/veN6bYDg0NyUSp6urqCa8uDQYDDoeDwcFB+vv7ZfvKdytqF/B4JIuj2jUu4sGi77O69zMgrXtxU1uv6ucXrne1+zl5iIPmdj57ORnBLSsrS7j/O9/5DnfddddJH1NXV9eIcsWCggIikQh9fX0UFRWNuk3yPPXxuPvuu7n88ss5cuQIkUiEn/3sZxw+fJgdO3awbdu2SR/7lAR3PLHViDPR2ttIJDKmO1lRlHEt2LEmCwmsViterzfBOp0Mer1exjBPht7eXrZs2UI4HCY3N3fMZCqByA4UiUuTISsrSyYgNTY2UlJSMi0r7dNNKtczvL3qnuxCYjxxFm7iSCQiQx6iHErdflTsS5QfiZsQYCHKws2tjncLIRftLsdbmGqcXk6mDre1tTXhuzqd37lUJZPJ96faZrKfrTVr1vDqq69yzz33UF1dzaZNm1i6dCk7duxg4cKFkz7uaW2dc9NNN9Ha2spLL700nbt9x6LOGB3L4hDWrdlsTrnSF/WPOp0upSs4FotJq3UsKzE7O5u+vj4GBgZGnUl7qmlubua1114jFouRn58/ap2tGr/fLyf9TKXRSnp6OqWlpXR0dOD3+2loaCAnJweHw4HVaj1lF3h1HDX5pnbxJrtek5tVTCb5KnnYQapkqeQ4rdrFm+wqFuKZ/JqE4IqboigjLGFRciTmOavdyWIxqrakxWdYuK41q/fMo0xBcJW3tnc4HJNeHE+EwsLCEZZqT08PRqNRtrQdbZupNPJZuHAhv//976d+wCqmVXCLi4u1L4mK6XInC4vUZrOlPL/iQiXitKMhpvCImbinE0VROHLkCPv27QOQ7RonEu9tbm4G4sc/moU/Hk6nk7S0NNrb2xkeHpYlOiaTifT09BGuUbX4CLFTC2Iq0Ux1O91MdJZxKoSVqb6pLVbxORaiKRZ/6oxtcVO7ooeGhtDr9VJ8RZ6CeA61Ja0WYnUil2b1nhliip6YMrlr+mS3nyyrV6/mn//8Z8J9mzZtYvny5TK/ZfXq1WzevDkhjrtp0yY5RnQyRKNRnnjiCY4ePYpOp2Pu3LlcffXVU2r1etKCqzbl77777pPd3buGiQ4qENYCjC+4o7mLheBaLJYxL0xiPm5fXx/BYPC0uVWj0Si7d++mrq4OiI/YW7p06YQWZ+FwWMZuTzaUYTKZqKiowOPxMDg4iNfrJRwOyw5dp4pU1qW6daL4mdzTONU4PhjdnTZaK8fkRCl1vDaVlTlajF/dKMNqtcqfomRILF7EZ1/sSwiw3+9PqDW3Wq3y8WazGZPJlOByFjf1XGFNeN99eL1e6uvr5d+NjY3s27eP7OxsysvLueOOO2hvb+cPf/gDALfccgu//OUvuf322/n85z/Pjh07ePDBBxOyj//jP/6DdevW8aMf/Yirr76ap556ihdffJHt27dP6tgOHTrE1VdfTVdXFzU1NQAcP36cvLw8nn766Um7lacsuA8++CA//elP5UV01qxZ3HbbbXzuc5+b6i7fVUzUnSwubiJ+lYrxWjIKS3q8MhmHw0FWVhYul4vGxsYpDVCeLF6vl+3bt0ureunSpcydO3fCj+/t7UVRFNLT00ftoDUZxAxhp9Mpm4WIDl6iS5TaklWL3Gi1rcliqnbZvlOsM5FFLG6imYb4XS3OyTkAQjzVjTKEFSwEWCTrBQIB2VEtFArh8Xgwm81yRrN6brA6Ziy2F8L+Tjin7wZORy/lXbt2cdFFF8m/b7/9diAeonzkkUfo7OyUORwAlZWVPPfcc3z1q1/lV7/6FcXFxfz85z9PqOFds2YNf/nLX7jzzjv59re/TXV1NY899tikanABPve5zzF//nx27dolB8K4XC4+/elP84UvfEHO6Z4oUxLcb3/72/z0pz/ly1/+skyNFmnYTU1N/M///M9UdvuuQt1kYqyLg9o6HW0/48VnJ5KYBXHRqK6uZteuXdTX11NTU3NKL1xicHwoFMJsNrNmzRpKSkomtQ9h3U7HEIVkRAepsxV1DFht9SXHe0eL8aqtZLUVLRYC6gWB2uWbCiGSQjTFT7UrWZSBiFwD0bc5LS1N7tvhcBCJRAgEArIVpnj84OCgFG6LxSKt3lTJWsLa1oT31BJvfDFZwZ3cc1x44YVj5ig88sgjI+674IILxm0jfN1116WcZTsZ9u/fnyC2EE/C/P73vy9b4E6GKQnu/fffz29/+1s+9rGPyfs++MEPsmjRIr785S9rgsvE2iiK1oAwuuCK+K5IJEmFOlY8HpWVlezdu5fBwUFaW1tPybSnUCjE7t27OXHiBBCPva5du3bS8ddwOCynC6UqPn8nIkRDuFuFy1VYlGrL8mQbpU8EEZNNjteqXceitaPNZhuRtCfEU7iLfT4f0Wh0RK22zWbDbrdjt9sTflc/Xi3Eer1eNlgR7mQRflHHfDWL99RyNsZwTyc1NTV0d3czf/78hPt7enqYOXPmpPc3JcGNRqMsX758xP3Lli07LReJsx1115+xRFAkiYgYVSomkn08mYuN2Wxm7ty5HDp0iF27dpGfnz9tI+cURaG9vZ0333xTXmznzJnDkiVLptRaUd3s42wZizcRotFowpQd0fNY3Cbb7lFdvjNavFdsJ0gez6dO8BLWsvi/EPixysX0en2C2zgtLU2WiAnxFM8bCoXw+Xyy57NoOiKyzQ0GA3a7nYyMDPnY9PR06a72+/3S3e/1erFYLKSnp8vELbXwimPXhPfUcDJ1uO9U1A07fvCDH/CVr3yFu+66i1WrVgHw+uuv873vfY8f/ehHk973lAT3k5/8JPfffz/33ntvwv2/+c1v+MQnPjGVXb6rULe0GysxSD29Z7QLxXgWMEy+/nL+/Pk0NzczNDTEiy++yCWXXHLSgtbV1cX+/fvp6+sD4u0nV61adVKWqejLPJk5tqeTUCgkRUUIjJiiMx7CglRbk8LKTO7qlFyuMx0IIRbuWrVrV7iOxS0QCBCLxeTrTM5yFxZrRkaGvGVlZUk3nDhPQkCj0agcziAmXzkcDjIyMnA6nTgcDgKBAD6fL+FYREzYZrOlFF5h8WrJVdPHe3EebmZm5ojF6/XXXz+iauEDH/jApCsRTippatOmTQmq39rayqc+9SkZ9AZGiPJ7gYkOCZjIuLzJCO5ES0KMRiMXXnihHAj//PPPc/7550+4XaIgGo3S3t5OXV2drHkzGAzMnj2bRYsWTSltXs1EmnmcDiKRiBSM4eHhBMttNETZjLgJK11k955s+Zy6fCa5vjfV5yA5yUskJwmxHwuRvSysVPH6xVxgtfUqSEtLk8lpmZmZUoAVRcHn8zE0NMTQ0JAsGxoaGkKn0+FwOHA6ndL1LM69cDmL7PL09HTS0tKk8IZCIWldRyIRaQ1raEyWLVu2nLJ9T+mKeOjQIZYuXQogG9rn5eWRl5fHoUOH5HbvxVXmZKbyCMEdK7tYXNTHEmXxv+T2e2PhcDi45JJL2LZtm5zWU1RURFVVFaWlpaMeezAYpLe3l+7ubpqammSMWafTMWvWLBYsWDChPs0TQQjBZF7XySBi6sISEzfxGlMhhroLARC3iQxWSEYd+xSuVeGOVluc6mYTJ0tyhyixIBALBfF67HY7WVlZspZbEAqF5HkSYwTFyD6fz0dnZ6c8T+LxWVlZpKenU1BQQDAYlF3AROLU4OAgRqNRCrXT6SQjI0OKfDQaxePx4PV6sdvtMtYrzkssFiMQCGiJVdPAezGGe8EFF5yyfU9JcE/lCuCdjjpjdCwrRlgjMLrgivjaWNvA28I0ljCkwuFwcPnll7Nz506ampro6Oigo6MDk8lERkaGLPEIh8MyFpnckNxqtVJdXc3MmTOn3JRiNEQLSRHLnU4URcHv90uxEPNmR7NazWazjDWKm7CwJoMQCyFO4ub1ekdMXpoowmJNFdcVrzW5HlfkWqTqEDXW8wj3r7hlZmbidDoThFgIp8fjwe12MzQ0RCAQoLOzk87OTlmalZOTQ15eHgUFBeTn5+P3+6Xgir64fX19ZGRkkJ2dLc97KuHNyMjAZrNhNBpHjEwcbb60xvi8F13KqfD5fLS0tIz4nixatGhS+9E+hdOMOn471spaXNjHmpqiHuY91gVDxF9FPG4y1pXJZOK8885j4cKFnDhxghMnTuD3++Vw9FSIYewlJSWntLuYEHCv10t3d/eUS4PC4bB0BQu3sNfrHdUFr04EErfJWqxC0MV5FEPlh4aGxrRMDQaDtCqT3dGitCbV0IDJom7RmBy3FcldamtbZB8LQVSj0+mkKObk5JCdnU12drYMUUQiEdxuNy6Xi4GBAfx+P263G7fbTUNDAxkZGeTl5ZGfn09RUREFBQUMDQ3hcrkYHh6WixKLxUJubq7sGubz+eT7ODg4yPDwsGzXKcrphNciEomM2xhGYyQxRUf0PSy4vb29fOYzn+H5559P+f/TFsPVSM1EB55PxHIV+xov+cpoNGK1WgkEAng8HtlPdDI4HA6WLFnCokWLcLvd8iIbCAQwmUzyop+ZmTltLuPxsNls5OXl0dvby9GjRxkcHCQ7OxuHwzGiv6+61EZkCIt442hWqxjGoM6YTU9Pn1LsLxwOS4usv7+f/v7+UT0OZrNZWojqTF273T4lUVBbqam6R6m7wSVnPAs3ssPhGPN5hbt7aGhIWuiDg4O43W5Zg+vxeGhqagLi51aIbn5+PgUFBbLTmc/nY2BggN7eXrkIGRoa4sSJE2RmZkqL1+l0EgwG5YIlGAzS3t5OT08Pubm5ZGZmkpaWJhdQkUiEgYEB+XrUbmaROW6xWLTY7iR4r1u4t912Gy6Xi9dff52LLrqIJ554gu7ubv7nf/6Hn/zkJ5Penya404zawh2LiTSrUAvueGRlZdHZ2Ynb7Z6S4ArEhTI5Vncm0Ol0zJs3j4aGBtra2qTLG5AN8JMHr4+GxWJJcAmL2N9ULZ5gMEhPTw/d3d309vbicrlSTvFxOp0yYSgzM5PMzMwJD0wQ8U2RKCRuIolILIgmO25xNETsVsSlxfnKyMiQyUx5eXkUFxfLxyiKQiAQkJb8wMAAfX19BAIBuQARPWhzcnIoKiqipKSEkpISSktLCYVC9PX10d3dLQXc7XZTX19PQUEBxcXFFBUVkZ+fz8DAAP39/YTDYTo7O+VwcCG8Q0NDCedEvYAS1q5YQGolRBMjhp4Yk4zhTnL7s5mXXnqJp556ihUrVqDX66moqODSSy/F4XBw9913c9VVV01qf5rgTiPq+O14q+iJCO5ExRviqeydnZ0MDAxQVVX1rrmY6HQ6Zs6cSWZmJn19fXg8Hnw+X8p6b5H4k5zwk5aWdtIxvFgsRn9/vxT9VO729PR08vLyyMnJkRbYeM+rKAqDg4P09vbS19cn3a4ul2vSMV11Ewt1za5OpxsxgEHEOEV2LzBmH2U1DocjwW0sbqKLmBgn2dvbS09PD11dXXi9XinABw8exGazUVpaSkVFBYWFhRQXFxMIBOju7qazs5NAICDPdWZmJmVlZeTm5pKTk4PL5aKvr49IJEJHRwd9fX0UFBTgcDhIS0tjcHCQcDgsY8dOpxObzSY9AMLinY5scY13N8PDw7K0MTs7m97eXmbPns3ChQvH7XSVCk1wpxFhaakbzadionNyJ0N2djZ6vZ7h4WE8Hs+09B0+m8jNzZUuyUgkQjAYTOhvfCrGuYXDYTo6OqR1nZww4XQ6yc/Pl7fxypcURWFgYIDOzk66u7vp6uqip6dnzPIim80mXc9qt7e65Ch5BN5kUE/6EbFb4YoXrlrhRh4cHEzpPhYIC7awsFCKaWVlJRCPw3d1ddHR0UFnZyd+v5+6ujrq6uqwWq1UVFRQVVVFeXk55eXluN1uOjo66O3tlVZvWloa5eXl5Ofny57gvb29hEIhWltbsdvtFBYWkpOTIxP8hKs/IyMjwdoVwxTE8ASN1LzXXco1NTXU1tYyY8YMlixZwq9//WtmzJjBAw88QFFR0aT3pwnuNDJRF7DaBTrWlz250HosTCYT+fn5dHV10dbW9q4TXDWihvRUEAqFaGtro6Wlhc7OzoT3ymw2U1RURHFxMYWFheMKbDQapbu7m5aWFtrb22lvb08Z1zUYDNIqFpZjdnY2TqdzUhOdRCzX7/ePaBGp7rusrsdVN9uw2+1kZ2ePKtrJiWDCYu3t7WV4eFjGrkVpoMVioaSkhPLycmbMmCGz2dXnpbW1lUAgQG1tLbW1tWRmZlJVVUVVVRXz588nEAjQ3t5OR0cHPp+PY8eO0dzcTEVFhXQni7i5mDqTm5tLXl4eFouFwcFBgsGgLFcSOQhCdAOBgMxifrd4haaT97rg3nbbbbK07Tvf+Q6XXXYZf/rTnzCbzVOakatTpqOY7x2EsP4GBwenvXG9yIYUF7HRCIVC9Pf3o9frx8y8DQQCNDQ0YDQa5WiosfB6vezatQuAlStXnrbkpnc6iqLQ1dVFQ0MDra2tCSKbkZFBaWkppaWl5ObmjruYEsk/DQ0NKcsIjEYjBQUFFBYWUlhYSEFBAVlZWRMKQQiRc7lc0uoTZTEifnmyM3hFlrS6+5O6flZkISefB2HBdnV10dnZSXt7+4jXbrfbqa6uZvbs2ZSXl8umFV1dXTQ2Niace4PBQFVVFTU1NTidTiKRCO3t7bS2tkrvUHp6OtXV1WRnZxMMBqXrGuKLo5KSEmw2m0z2EouNzMxMzGYzwWAwYYTmO7lmd7qva2J/3/7X57Gmj34tS0VgOMR/X/zbU3KNPdOIRV95ebn0uE0GzcKdRtTZoGMxUUtYXITVPZfHQjQncLlc1NbWsmjRIi1GNQZ+v5/6+noaGhoYHh6W9zscDioqKigvL8fpdI573vv7+6mtreX48eP09PQk/M9qtVJWViZFOz8/f0xxFdZfe3u7FLDu7m4GBgYm3OhCp9MllA8J6018FtRxXHVbR3GfyBoWK/tkjEajrJ8tLi6muLiYkpISZs6cKRu6x2Ixenp6aG1tpampidbWVrxeL/v372f//v1YLBZmzZrF/PnzKSsro6SkhGAwSHNzM/X19bhcLulyLisrY/78+VRUVFBSUiKFd3h4mAMHDpCTk8PMmTPlrOPOzk5CoRCNjY3k5OSQn5+PxWLB5XLJhYuoMxcxXfEd00qHEnkvWrjqTonjMdlOiprgTiMTFdKJNMaAxPiusJzHY9asWezatUvWOM6aNWvcx7zX6O/v59ixY7S0tCQ0HxFuz7HcqgK3282RI0c4duyY7B8tKC4ulm7RgoKCMV20brebxsZGmpqaaGlpoaOjY8zmG8LtLDKe1aVFIrZ7MqVFoqmE6BwlmleIDOGBgQEikYhsYrFv3z65D6fTSUVFhTyPJSUlFBYWsmLFCiKRCK2trRw/fpy6ujp8Ph+HDh3i0KFD2O125s+fz6JFi5g9ezazZs2ip6eHY8eO0dbWRmtrK62trRQXF7No0SIqKiooLi6mqamJ9vZ2+vv7cblcVFRUUFZWxsyZM+nq6sLtdtPf38/w8LD0UAwODuL3+xkaGiISieB0OtHr9dLaDQQCE84ify/wXhTcvXv3Tmi7qXxGNJfyNCF6xEI80WUsMRWJTRaLZdzym+PHjxMOh6msrJxwT+He3l4OHz4MIBNRNOIjtQ4cOCBn7EI8GWv27NmUlZWNGxeOxWIcP36cvXv30traKu/X6/XMmDGD2bNnM3PmzDHfp0AgwPHjxzl27Bi1tbUps51F7FMkIBUWFpKXlzdurexYiEYXwh0rEs5Ga7wSU2Ls7vod3lAn5xZ9kXRzvjwHAwMD9PT00NnZKTOJu7u7R1jgVqtVWrHz58+XjUxisRjt7e1ywaLOjK6qqmL58uVUVFSg0+lwu90cPnyY5uZmuf8ZM2ZwzjnnyBrcuro63G43EHczz5kzh4yMDDweDx0dHUSjUfR6PcXFxTgcDnw+n+yYZjabZY9nEV8Xk5HeSaJ7qlzKd2z+tym5lO++9NfvSpfyyaIJ7jShFtzx6juF4Ir+smPR3NyM1+uV2ZcTpbm5mcbGRgBKS0uprKx8z2Zjulwu9u7dK12kop6upqZmQufU7/ezf/9+9u7dKycYAVRUVDBv3jxmzZo15rQlj8fDoUOHOHjwIHV1dQlxVr1eT0lJCTNmzGDGjBmUlZWRk5MzoVDA0NAQPT09MnlpYGBA1u0ODQ3i9wfw+fxyUPxoX3Wj0ShrcEWdsjVdz6DuIJYMhVkl57Js5gdlM4pUn+1gMEhbWxtNTU00NTVRX1+fkCCm0+moqqpi8eLFLFmyRE6AikQiNDQ0cODAAfl5BSgsLGT16tXMnDkTnU7H0NAQBw4ckJnRBoOBhQsXMnfuXHQ6Hd3d3TQ0NBAOh9HpdNLCjkQitLW1ye+mKGEKhUKydtpoNMqF7ztVdE+V4P7npluwpE88cQ8gOBzkh+sf0AQ3BZrgThOizADe7gE8GpMRXFHLmJGRMWlLtaWlRQ6Bt9ls1NTUkJmZOal9vJMJBAIcOHCA+vp6GQOvrq5mwYIF475HEBe0Xbt2sW/fPunmTUtLY/HixSxevHjMz4/P5+PAgQPs2bNHPr8gLy+POXPmUFNTw8yZM8fNRPZ6vTQ3N9Pc3Cwznjs7O09Jj+nxsFqtsmlFWVkZlZWVCd6XSCxI9/ABsiwz6esa4siRIxw6dIj29na5D71ez+zZs1mxYkXCVCmXy8WePXvYv3+/tMTz8vJYu3Yt1dXV6HQ6BgYG2LVrl5xMlJWVxcqVK8nJySEUClFbWyvHB+bm5lJTU4PRaKSrq0t6E5xOJ8XFxUSjUQYGBojFYjJTHN6ZonuqBPfrm744JcH98fr7NcFNgSa404SI/+h0unFdv5MRXJ/PR2NjIwaDgZqamkl/+Xt7e6mrq5MZo/n5+RQXF08oGeidTGNjI7t27ZKvu7y8PMGyGotAIMCrr77Kvn37pDWan5/P8uXLmTNnzpiu59bWVrZt25bwWIhbwwsWLGDhwoXj9oR2u90cPHiQo0ePcuTIETn6MBVZWVmyRjk7O5uYZYDu6KtY0sFkgUtm3UlWRhEdvp20Dr/MvPyrOdz3NzzBdmyGHC4p/1F82MBwD1vqf4zfFyDXuJRMFnKk9SW6+lvwu0Hx5jAwMLKblqC4uJj58+djLmmBgqPkOIq4svpn8v8DAwMcOHCAvXv30tLSIu9PT09nzZo1nH/++fL7ODw8zK5du9izZ49c6JSWlnLppZeSl5eHoig0Njaye/du+f7OmzePxYsXo9PpaG9vp6GhQSZBLVy4ELvdLmugAVnTK2qjo9EoBoNBxu+F6BoMhndEItWpEtyvbbx1SoJ7z2X3aYKbAk1wpwnRjEGv149bjuPz+RgcHJxQDFdRFGpra4lGo5SXl09pGHs4HObEiRMJWadWq1WWpDgcjndNNnMkEmHXrl1ybGRWVhbLli2b0OADRVE4fPgwW7dulS7I0tJSVq1aRWVl5ZjJT7W1tbz44ovyeQGKiopYunQpS5cuHfN9VhSFI8f3s/W1p2k6Nkhrc/uIbfLy8qioqKCiooLS0lJZC5xsHXuCHWxq/E9iSpj5uR9mft51ADxR+1lCMS9OSznnFt3KCfeLzHBeSG7abAA6hvbwStsP5X6uqv45vnA/u7p+S5F9KUvyP0mj61WGB8DXb6atrU2GLdRzcAF0OoW8ChOXr/s4y5cvl516BD09PezevZs33nhDDkIwmUysXr2aiy++WH4v/X4/O3fuZPfu3UQiEXQ6HStXrmTNmjUYjUYCgQC7d++WbuaCggLOO+88bDYbQ0Nx69rv92MwGFiwYAFZWVl4vV5ZfmSz2aioqADiiXRCdJMt3XdCydCpEtzbX/jSlAT33st/qQluCjTBnSYmI7iBQACXyyXLK8ajq6uL/v5+7Ha7vEBMhaGhITo6Oujp6RkRRxSdeMSUGtEm8VR0cDpVeDweXn75ZXkRX7hwIQsWLJjQ8ff39/PCCy9I12d2djYXX3yx7JSUCkVROHLkCJs2bZJWm16vZ8mSJaxbt27M90pRFBoaGnjttdfYuXPniEznyspKFixYIF3PqUYfKorCUKgdmzEbkyHuVWnz7ORQ79+wmwsptC+iyHouw0NB9rb9jbrurZSnvY/i9BUypitbQRr1HBt6lCGOk2a3cM3c+3m17Sf0+Y/hMJcyK/tydnf9DtBxZfUGMsxvd9nxeDzxZLL9u3hjz1a8/YnHOXPmTNauXcvq1asTvnPRaJRDhw6xZcsWmpubgbenV11yySXS7e/xeHjppZc4fvw4EO9odeWVV8pOPy0tLezYsYNIJILNZuP8888nPz+fcDjMoUOHGBwcRKfTMWfOHAoKCvD7/TQ3NxONRlOKrtFoJCcnh1gsJhO6xHfhbOVUCe5tz395SoK74YpfaIKbAk1wp4nJCK5oNzde4wtBMBikvr4eiJf9jNVUYyJEo1F6e3vp7+/H7XaP2VoQkH15jUaj7M8r/hZ1nhaLJUGsT7c10N3dzbZt2wiHw1itVs477zwKCwvHfZyiKLz55pu88sorRKNRTCYTa9asYfny5WMmmbW1tfH3v/89QShWr17NRRddNGac3O/3s2XLFl588UU5iAHAZDaQPzNC5bxMPnnJj0bsIxT10us7Sn7aAkyG+Ofr+MDz7O1+GMXvYEb4s9Q1HGX7ob/g6orgdUXxeaKE/FP7etvSLNgzjVgcEQqKs5k3aynDGW+QW2rmuiX3YTfnj3hMKOrlqeO3MOQK0VkLncd09LfoEFcYg8HAsmXLuPrqq6murpaPEx6CF154QZ5Pm83GVVddxerVq+WC6fjx42zevJnh4WF0Oh1r1qxhzZo16HS6hMWWXq9n5cqVVFVVEY1GOXr0qFzQzJ49m+Li4pSiqygK/f39xGIxzGYz2dnZsu0lINtnno1ogvvOQBPcaWIyghuNRmWDhIKCgglZYCJb2eFwUFZWNi3HDG9nV4tORWKsnWgNOBUsFovspjTRUqaTweVysWnTJiKRiEyymUiXrUgkwsaNGxNKqNavXz/m5yISibBp0yb+9a9/yQvz+eefz4UXXjimu9/n8/HCCy/w3HPPyWQni8XCsmXLWL16NQsXLWAo2kQgMkSv7xDF9uXs7n4QmzGLpQWf4dW2e/GGO8m3LaYk9BH27t3L1jee4sTxVoYGxu4updOD2arDZNVjsujQG3To9TqybZWEwyECoWF8AQ8Bf5igL8p4V4SSkmLmz4/Ho1esWEFZWZlcYLkDrWxq/P9QiNc3B7yQ0/MJXnv1DZnAB7B48WKuu+66hDpxRVE4duwY//znP2X4Y+bMmXz84x+XuQ5+v59//etfHDlyBIA5c+Zw5ZVXYjQaiUQi7NixQ3obzj33XGbNmoWiKNTX10vvxdy5cykoKCAQCNDU1EQ0GsVut1NeXk4kEqG/vx9FUUhLS8PhcMihBzB+yd+Z4lQJ7lee+8qUBPfnV/5cE9wUaII7TUxGcCFukcViMXJyciZksYo2jxBPwEnlYpxuxJzZSCQiazij0WjCtBnRqUcMLE/uFZyZmUlNTc0pazM5PDzMxo0b8fv9FBQUcNFFF02o/CkQCPDEE0/Q2tqKTqfj4osv5pxzzhnTMu/q6uKPf/yjtEwXL17Mhz70oTE/R4FAgOeff55nnnlGdrMqLCzk/e9/v4w3ChQlxuO1nyKqhMgwFzMUij+PfyhK86EAjQcCtB4O4x8eOSkps8BIdXU1zgIwZveQkWMkzaEnzWHAkjZymIbNkE0wOkSMxEWVElMIBRRyWElnVyttXQ24uiJ4Os10tbkZ7Bkp7gUFBZx77rmsW7eOFStWMBA+RpvnDYbDvRTblzIr+3IgnlD29NNP8+qr24nF4pedlStX8tGPfjShEXwsFmP79u08++yzhEIh0tLSuOGGG1i0aJHc5uDBg2zcuJFYLEZxcTHXXnst6enpKIrC7t27qa2tBWDZsmXMmTMnQXR1Oh0LFiwgJycHn89HU1MTiqKQnZ1NUVGRDPkAcgJRIBAgFoudtZnLp0pwv/TsbVMS3F9etUET3BRogjtNiCzliQruwMAAwWAQh8MxoRIVQI7fMxqNVFVVnZUxpWg0Sn9/f0IZhslkYsGCBdM+UCEcDrNx40YGBwdxOp2sX79+QosXr9fLX//6V/r6+jCbzVx99dVjxmoB3njjDR5//HHC4TDp6el85CMfYfHixWM+5tVXX+VPf/qTvHgXFxfzoQ99iBWrlmI22FJetDc3fouBQB0zMi7htVd28saLjbQe8ydYnTabhQWLFrBw0RzyKnUMOl7CYtMDOmDsr7MOAwpT67dsxAYhJw3Hm+hvstB4tI/O+hDRyNvPmZZmY+aSTM6/soqPXvB9jIbE96PV8zqbDt5L7Ss6WvfrURQFg8HA+vXr+djHPpbw/vX29vLHP/5RNhk5//zzueaaa+SCqrm5maeeeopAIEBmZiY33HADTqcTRVHYu3cvR48eBWDFihXMnj0bRVE4evQoPT09MtbucDgYHBykra0NiCe6ZWdny/7UEI8ZG41GWfYnQihnE6dKcG999qtTEtz7rvqpJrgp0AR3mphMWRDEE5i8Xu+ESoMEsViMEydOEAwGsVgszJgx46yNKUHc/Xf48GG8Xi8Gg4FzzjlnWi3zAwcOyNmql1122YQWLpFIhL/85S90dHRgt9u57rrrRmTRJrNt2zaefPJJIO7C/NjHPjbmZycUCvHQQw+xdetWIF5SdP3117NmzRqOu55hf8+fKLav4LzS/4cv3EO66e32j71Djfzi//6Dnc+68fS/bcnmlpmoXGRlxiIrc+bMZTjaRlQJUZC2iOFQDxajk/5Abcrj0WHAbEgn2zaTHOtMsm3VZFursRjjr6HRvZWdnfeNe+5SEQ7GaD8eoulAgLb9Jvr7XfJ/c5eU8uUvfJP5C2fT4nmNvLS5DAQaeKPjlwDMN93Os49vk630qqqquO222xLej0gkwnPPPceWLVsAOOecc/jEJz4hRbe/v5+///3vDA4OkpOTwyc+8QmsViuKorBv3z6OHDmCTqfjfe97H4WFhcRiMQ4dOsTAwAAWi4Xly5djMplkvbtOp6OyshKr1Yrb7SYQCGAwGMjNzU1Iojrb4rmnSnBveeb2KQnuA++/VxPcFGiCO02oG1+M12kK3p4YpNPpxuy3m+pxjY2NRCIRrFYrM2bMOKs7SEWjUQ4cOMDg4CBms5mlS5eO2ZVpogQCAZ566ikikQhr166dcFOQF198kT179mCxWLjxxhvHLct69dVX+fvf/w7AxRdfzJVXXjlmDK+vr4+f/OQnNDY2otPp+NCHPsQ111wjvRFbmr9Hj+8Qep2JYvs5tA3tpCrzYs7Ju5lnn3+a3/zuPly98ZIkhzOd6z58A5ddvp7XvXcQU8KADoe5DE+oZdRjUGPQWbEYHHxg1i9H3eZkBFdNafp5RLrL+cNff8WxHT6Ut4Yu1SwuZPmHFArK0rmg7E4CURdmQwYF6QsA2LdvH7/61a8YGhrCbrfz5S9/eYT34MCBA/zhD38gGo2ydOlSPv7xj8vP/dDQEH/84x/xer2UlZXxkY98BKPRiKIovP7665w4cQKLxcLll1+O3W4nEomwe/du/H4/2dnZLFy4EIi7vIeGhjCbzTKpq6+vTyZWZWZmyolgOp0Omy21l+JMcKoE99/++TXMkxTc0HCQX3/gHk1wU3D2Rf/foai/eBOdX6vXx11q6l6y42E2m6XIBgIBTpw4kXLG6tmCqIFMT08nFAolJM6cDIcOHSISiZCdnT3hJLKjR4+yZ88eAN7//vePK7Y7d+6UYvu+972Pq666akyxra2t5Y477qCxsZGMjAzuvPNOPvKRjyS4/hfnf5KyjFWsKv4SA/74udh/YA833XQTP7r7Hly9PtKceq67eTX/+McTfO5zn6OVJ94SWwDlLbGd2IU+HPXT3NSccF9vfye7978q/67bO8jvv3eMx35Sz3MPNbPjmS5OHPIQDk7O9dzl38v5yz7Af//Xj7nnt7dx9TVXYzQaqd3fxZ/v6mbTI91sPP5dsqwzsRjeDi8sWbKEu+++m6qqKrxeLz/84Q/ZuHFjwr4XLVrETTfdhF6vZ8+ePTz66KNy8ERGRgbXXXcdZrOZ1tZWXnjhBdlZ7Nxzz5Xj+15++WUikQhGo5H58+fLzlUijl9cXIzRaCQUCtHV1SVH+UHcW+P3+2UGvhj2oKExGTTBnSZEM3iYmODqdDpp6YkmCxNF7U4WItbX1zfh8W2nG5PJxJw5c4B40wPROH6qRKNRWSa1ZMmSCVkZkUiEl156CYBVq1YllKWkoq+vj7/97W8AVCzWs/bSxWM+T09PDz/+8Y8ZGhpixowZ/OAHP2D+/Pkjtsu2VbGm9HbKHKuZnX0Vdbt8/P77h2hsbCTNbuH8jzj5tx/P5toPX80h158YCnXhCbaleMbR3+uBrgCvPt3J7793jO9c9yY//MxefvrTn3LTTTexZMkSzlm8gn//t/8nt3f3BjnwygA7X+jhX4+28/efneBXXz3EN6/eyU9v3c9TDzTScGCQWHTsz1ck5uO5hq+wve1/qSyfwze+/g3+/Oc/c+GFF6AocOjlYf72wy7+uueLbGz8f7zZ8Wv52NzcXO666y4uuugiFEXh4YcfZufOnQn7X7hwoRTd3bt388orr8j/5efnc80116DX6zly5IhMmjIYDKxbt06O5xMZ6Xa7XWZINzY24vP5MBqNlJSUAPHMd6/Xi9lslmEQj8cju1cBMonw3YyYFjTZ21S47777pDt/2bJlCe9vMp/+9KflNVd9U3/nHnnkkZTbnEkDRRPcaUQ9b3QiiJhjMBicdAmO1Wqluroau92Ooih0d3dz4sQJOWj7bCMjI0PWHJ84ceKkjlG04rNYLBOqtYW4dTs8PIzdbue8884bd3vhrnaUBCg8t5Wmwa2jbhuJRPjZz37G8PAwM2fO5Lvf/e64DU0Gg2386a+/5rkHBohGFGqWZXHT9/NZdnkGBhPs7PwljYMvsbX5e5Q6Vo17vMOeMK8+3ckv/uMg379xD//4RSMHXhnANxTBZNHzl6cewMV+zrnMyvu/UMEVn37bBT9jXgbXfqmSKz5dznkfLGTuuZlkZJuIRRXa6oZ5+fFO7vt/h7nrhjf5208baD0+eg9nX6QPhSi7ux7CFWikPvYIqz/r4Tv/eyuZWRn0tgb52w978PRF6PUfS3is2WzmC1/4ApdfHs9qvu+++2Qyk2DRokV86EMfAuDZZ59NaBgyY8YMVq9eDcC//vUv6TlKT0/n3HPPBeDIkSMyGUokSCmKQl1dHYqiYLfbpeejs7OTWCyG3W7HaDQSi8UYGhqSNegQ/+6ejd+36eJ0Ce5jjz3Gbbfdxre+9S327t3L2rVrueKKKxLagKr52c9+JkdEdnZ20traSnZ2Nh/5yEcStnM4HAnbdXZ2TktIa6qcPVH/dwF6vV6WzUwEo9GI1WolEAjg9XonnDylfnx5eTlut5uuri4CgQAtLS3YbDby8vKw2+1nTYwJ4t2Tenp65HzVyUw/UiNqmPPz8yf0+hRFYdeuXUC8TGS8mHdtbS2HDh1Cr9dz7iWlKGYD5Y7zR93+0UcfpaGhgfT0dG677TZMZiPtQ7twWErJMI9cEHhDPfzv777MS/8XF4uFF6Zz4SfS0OvjF+6w8rag+SJ9dA/vH/W5B/uCbPpTG7s29xIJxT93Oh1ULnAwe5mTWedkUjY7HYMxcW2dZnp7QZBXauP8q4sS/q8oCu7eEM1Hhzj6hosjr7sYHozw+nPdvP5cN2U1dtZeW8TS9+WmfA+8oQ42Nd4Bb9Xj+rKf5tqvO3nuZza6u3r4+w/7+cE9XxzxOJ1Ox4033khLSwtHjhzhnnvu4Qc/+EFCIuKaNWvYt28f9fX1PPbYY3zxi1+Ui92VK1dy+PBh3G4327dv5+KLLwagrKyMwsJCurq62L17NxdeeCE6nY5Zs2axc+dOXC4XfX195OXlkZ+fj8fjIRQK0dfXR35+Pg6Hg4GBAXw+n2zuEo1GZencyTajOVuJKXpiyuTsMrF9sifLYrGMmt197733cvPNN/O5z30OgA0bNrBx40buv/9+7r777hHbO53OhKqHJ598EpfLxWc+85mE7XQ63YQX5acDzcKdRsSXXnwRJ4JwVwUCgSnFhHQ6HVlZWcyaNYvc3PjFz+/309LSwvHjx+nu7p5UjPhUYrVaKS0tBaChoWHCC5NkRLlRbm7uhLbv7e2lt7cXo9GYUMs5Gv/617+AeBnKVUu+xftn/pJsW1XKbbu7u3n22WcB+OIXv0hubi5H+h5ne9uP2dT4dcKxAOFYgNqBZ+n1xctUNu7+BS/9OT6Td/mVGVz0yUz0+rhoOUyl6DFj1r3dRMPlTx33HugK8IvbDvH6s91EQjGKq9L4wBcq+Pafl/Hv9y7g0k+UMWNexgixnQg6nY6sfAtLLsjlY1+fxV1/W8EtP57P0otzMZh0tNZ6+fMP69j8p1TubkHi++vIhx//7L/IL8lgyBXmf777Iw50/4Unjt/MCfcWuZ3BYOC2224jNzeXrq4u/vnPf444thtuuAGz2Ux9fb0s/4H4IvTSSy8FYM+ePdKa1el0LF++XA43EIs2m80mE+7EZ9JgMMiLdF9fH+FwWI4vBGTrUCGy4XB4yp/ls52oAlFFN8lb/LFlZWVSGJ1OZ0rhhHgi6O7du1m/fn3C/evXr+e1116b0HE++OCDXHLJJSPaqXq9Xtl//P3vf/+Eh8ufKs644E7Gb79169aUPvljx46N+pjTibCcFEWZsOCaTCb5RXa73VP+4hqNRgoKCpg1axY5OTkYDAYikQh9fX3U19dTX19Pd3c3Pp/vjLrAysvLMZlM+Hy+hJFtk0Gco4laFcLtWFhYOKEuYKK9oHBPCoKRIVo8rxGKDsv7hOU8f/58li9fHt/HWwlOihIDJcah3r+yr/v3bGn+Hr3eI2x66k1QoHKxlTUfShwqb9CbiBEipHgRiVFRRi7EPAMh7v//DuPqDpJbYuXWn8zn9gcWc+FHSnDmTn+NqMGgY9Y5Tj7xn7P5rz8v56Ib4rHOjX9o5ZUnOsd5dJz8tIVE09r53LdXYbbq6G7x8cLWvxGKDlHv2pSwrcPh4BOf+AQQL8tK/l7k5uayalXc1f7mm28m/K+yspLS0lI5jELgdDqpqoovnERfZnj7MxkIBKQQi4YXiqLI+zIyMtDpdEQiETkUQSyy360JVDF0U7pBPOtbzGceHBzkjjvuSPkcIhM8uc1tQUHBmJOyBJ2dnTz//PPSOhbMmTOHRx55hKeffppHH31Utnytq6ub4tk4ec6o4E7Wby+ora1N8Mmr28OdSXQ6nRRd0QpuIohpPdFolMHBwZMSRJPJRGFhIbNnz6a0tFRa0MFgkL6+PhobG6mtraW1tRWXy3XaLxQmk0k2mWhtbT2ppJOJnie32w0wIZd9R0cHoVAIm802oj735dYfsKN9A6+23SvvE4K7YsUKed+C3OtZWfwlLpnxfXp8h+kcimdGG/Qmnj3ybY7siLvall0ev4DreTuLuTprPemmfOJJUalfXzgU45G7jjHQFSS32Mqt98ynetHpG7dozzTx/s9VcNmn4tnhT97XyJubesZ8jM2QTY/vIPt7/ojR7ud9V8Zjqoc2GnCYy5if+6ERj1m+fLkcq/ePrT8hHE1MLhRx2UOHDskuXgJR6nPw4MGEz8ns2fHpSC0tLTJZ0WAwSM9LS0uLzHAWAuB2uwkGgxgMBvl9ErkSYtEXjUbf9QlUk8XhcCTcxmsWkvz5Fe/DeDzyyCNkZmZyzTXXJNy/atUqPvnJT7J48WLWrl3LX//6V2bPns0vfvGLSb+W6eKMCq7abz937lw2bNhAWVkZ999//5iPy8/Pp7CwUN7OpjpUcSyT+fLp9XopBoFAYFoSn/R6PU6nk4qKCubMmUNJSUmCsHs8Hjo6Oqirq6Ouro6Ojg48Hs9puWiIsXKhUCihgf9EEV/CiR6rcAFOpNOV6GpUXl4+ogQopsSfT1Hii6lgMCi9K0uXLpXbGfQmZjjXkWmtYFfnbxkKd5BuymdW1pXU7fYTDUNeuYniWWbMhoyE9op7ux9hZfGXxzzGvVv6aD7qxZZh5HPfn3tKLNqJcOknS1n3oXjs9/GfnxizjMioT0dY7IPBJlZdXoTZbKL+WBt6VzUWQ+aIx5hMJpavitfq7nxjFw3uFxP+X1JSIgfJi97KgpqaGkwmEy6Xi+7ubnl/dna2nKmrLlErKSnBaDTi8/nkAPu0tDTZH1tYuenp6RgMBmKxGMPDwwkJVKFQ6F2XQHU6kqZyc3MxGAwjrNmenp5xh7soisJDDz3EjTfeOK7HS6/Xs2LFivemhXsyfvtzzjmHoqIiLr74YtmBZjSCwSAejyfhdioRXz7Rb3iimM1mKQjDw8N4vd5p+/IaDAYyMzMpKytjzpw5VFZWkpeXJ92roVAIl8tFa2srx44do7Gxkb6+vlNm/er1ehlraWpqmvTziGJ60TJxPMTKeiLlAGN1D1pXdgcrim5hTWm8pKbXfwhhhapX7zHlbfenyDCe4VzHvNxrKc2Iu53Tnca4R4TEi0RUCbK99ccTeFVQXJVGXump6VE9EXQ6HZd8Im4ZhoNjh0KGwm2Agu6tS47LsAvbW+ufo50b+Vfzt+gaPjDicZUVce9VyK8j2zqylEvUYAsvhsBsNsv+zMmjD8VnTy3ERqNRxm3V9wsvh8fjIRgMotPppAgPDw/LCVMw+e/8OwGRNDXZ22Qwm80sW7aMzZs3J9y/efNm1qxZM+Zjt23bRn19PTfffPO4zyO6j6n7dp9uzpjgTsVvX1RUxG9+8xsef/xx/vGPf1BTU8PFF1/Myy+/POrz3H333QmB++mctJOKqbqVIXFF7fV6Zd3fdB9fWloa+fn5VFVVMWfOHMrLy8nOzpYrRJ/PR3d3N3V1ddTX18vEkemkqKgIu91ONBqddDMMUXKTPPh8NIT3YCICLRY9yRdwAJspi6rM92E1OugaPsCrnT/CnBZ/f0Qi177uP/K3Yx9lX9cfcQeaWVrwGa6b82cW5F2PUW9hYfX7ABgaiJ9Pf3Tgrb2/bRWEYkNjHmNJdbycrKNh+IxbVK7ueEJeRrYJkyW1p8moS0csTBRVIlUkHBcngyn+2juGdtPgejFhwWIxxV9rvm0h+ekj65pF9nKqWvbR3ndxzent7U0QSHG/+vNutVqlG1lYvlarVXayGh4eRq/XS9F9t1m5p6ss6Pbbb+d3v/sdDz30EEePHuWrX/0qLS0t3HLLLQDccccdfOpTnxrxuAcffJCVK1eyYMGCEf/77ne/y8aNGzlx4gT79u3j5ptvZt++fXKfZ4IzXhY0Gb99TU0NNTU18u/Vq1fT2trKPffcw7p161I+5o477uD222+Xf3s8nlMuuiaTSU7TmewAd1HK4/F48Pl8hMNhMjMzT1nfVoPBQEZGhhT6UCgkxX54eJhgMEh3dzfd3d1kZGSQnZ1Nenr6SccLRUnG3r176erqoqCgYMJlUUJwRT/q8fozi25BYuzaWMcutnW5XLIrUSr0b311bA4IDscTNyorK2nxxL0zx13PUuv6J3Oyr8ZmyqLcsQarMZMOngdgsDeK3xvFZhciNfGLdEGFDYNRh98bZfuTXZx/TeEZKf+KRRXeeD7uas3KH8utHcWosxFR/PKeSFhHOBB/zUuKP0ZmDhzpfxwAg97CDOfahD0ooxjQwkszGcF1Op1YLBaCwSAul0tmu9vtdtLT0xkeHqa3t5fi4mIg7vL0er243W7y8vIwmUyyTGh4eJi0tDRMJhORSARFUeT3/t2AwuQFVJlgFzQ1N9xwA/39/Xzve9+js7OTBQsW8Nxzz0lvRGdn54jcnsHBQR5//HF+9rOfpdyn2+3mC1/4Al1dXTidTs455xxefvllGfs/E5wxC/dk/PZqVq1aNaZP3mKxjAjen2pONnsxPT2drKwsdDqdHFY/PHx6rBkxeHvGjBnU1NRQXFwsL2pDQ0M0NzfT2Ng4Lda30+mU7p1jx45N2CNgNpvlZ0R0FBqLoqIijEYjbrd73Mzo3NxcnE4noVBozBKC/PR5vK/iuyxfEm+i8fTTTxOLxVhWeDP5aQtQ3hLQOtcL7O1+hDc64r2Kc4vsZBcZiYQUtv7JjQ4TRt3k3MJGk56VV8Rf/5P3NfL779XiHZxeD8R4BHxRHr7rGK/9M/79XXXl6N/ZiBIgovgx6N5uOHBwq4dQQCE3N5eVc66l1LFSupttxrcXXvv27QMYdZEs3L9ioaRGfD6Tczx0Op28DqiFWqfTycWc8FhA/PsoMpbF/WazWXqEvF4vOp3uXWnlng6XsuDWW2+lqamJYDDI7t27E4yoRx55RA4DETidTnw+H5///OdT7u+nP/0pzc3NBINBenp62Lhx44jKg9PNGRPck/Hbq9m7d+8Z9cmPhojpTTV70Wq1kpubi8lkQlEUPB4Pvb29p7Wm1mg0kpWVRVVVFdXV1WRnZ8s639bWVk6cODEiO3SyzJw5E6vVSjAYlPN+J8K8efMAqK+vH/ecWK1W5s6dCyB7KY+GwWDg/PPjTS62bds25oUzL20u11/7aaxWK01NTezcuZOSjOVcVPFfXFD2TRbkXk/6Ww0mLIa4B2Fp4U2s/1wOOj0cf9NP9/4sLp7xPZzmiQ1fEFz7pUquurkcg1HHwe0D3POFfRx9Y2Ix7ZOlYf8gP/3ifo687sJo1vPJb86WC4Bk8tPedvVFlXgMXRfMZM+z8YXoRR+u4vXun7Kp8evMzFrP5VX3yqEGw8PD7N69GyClB0tRFPmZSdWqU9TgpvKACLFMXhCLLlNutzvhvRf3u1wuYrFYQizX7/cTDocxGo3S0zDdIRiNdwdnNEt5sn77DRs28OSTT1JXV8fhw4e54447ePzxx/nSl750pl7CqOj1+pNu/2Y0GsnJycHpdMrs4oGBAfr6+vD7/ad1FW21WikqKmL27Nnk5uai1+sJBAI0NTXR2to65QQrg8EgwwSdnZ0jElxGo6ioiMzMTCKRSELjg9E455xzgHj95Xix3NWrV2M2m2lvb+fgwYNjbutwOLjqqqsA+POf/yyT8grti5mfdx1VmRdTmL6EBbnXA2DUmymYYWbFVfGL9eO/3csDT32JwQlO/xHo9Tre99FSvvLzhRSU2xgaCPO7O4/yw8/s4Z+/aeL4Hvekhw+MRiym0F4/zJa/tfPzrxzgvq8dpq8jgDPPzL//ZD7nXDR6A5Ie36GEv7MNC9jxRwveIT85RRYKl7XT6Y2LatfwQZyWUrntiy++SDgcpry8fERDA4Curi7cbjcGg4EZM2aM+L94L4QwqhEL4uTFWkZGBkajkUgkIgUb4u+zCBWpG1+INoFDQ0PodLp3XTOMk6nD1RjJGY3hTtZvHwqF+NrXvkZ7ezs2m4358+fz7LPPcuWVV56plzAm6vZvoVBIThqZDCLJyWq14vV6GR4eJhwOywuNzWbDZrOdttmcosFGTk4OPT09uFwuPB4PXq9XxmEn+xqzsrIoKSmhvb2do0ePTmhurk6nY+HChbzyyiscOXKEsrKyMVtFFhYWMmPGDJqamnjmmWcSxrslk56ezvnnn89LL73Eo48+SkFBwZhhjquuuoqtW7fS09PD97//fe68804yMjLwh13s6/k9AHt7HmFt2TewmwspTF/Eue/fR9uxIB11IZ7+WT9L19tZ82EnBqP63I0/UL50lp2v3reIFx7u4JWn2+htC7D1bx1s/VsHeoOO0lnpVMzJIL/cRl6pjdwSK3anEVKEGGNRhWFPmCFXmJ5WP52NPjobfTQe8uDzvO3u1+lh5RUFvP/zFdjSR37uTPp0rPpshiKtCfdbA7O4/3+30dXkx2gyctmnS9EbgoCegrRFzMm5Sm576NAhHnvsMQAuu+yylLkeTz/9NABz584dURISDAZlA5NU751YICZ/b4S7eWBgAI/HI13POp2O7Oxsuru76evrIzMzE51Oh91uJxAIEAwGCQaDmM1m9Ho9sViMUCh0Rvv2TgdTSYKa6vCC9wLaPNxTjBhMD/FkqpPtuRqNRvH5fPh8voQVtFhtW63W01qX7Pf76erqkrEwu91OcXHxpJNGYrEYBw4cwO12y65jE9nH9u3baW5uxuFwcMUVV4y58PB4PDz88MMEg0HWrFkjXcepiEQi3H///Zw4cYL8/Hxuu+22MbtUdXR08N3vfpfBwUEqKiq48847SbPb+PuxjwNgMTi5etZv0Ol0NLq2sLPr1+iiFvY8aeDl5+K1vPkzTFz++WyyCiefcJNtnUVH/1Fqd7k5tstN7S43g32jex1mVJWz/eV4gtcTT/2db9zxNfzeyKjJSRabnqpFTmqWZ7J4XQ6O7NE/x5fO+BHbW3+IP/q2J6GjPsjzDwzgdUWx2fV85c7red/Kj3B84DkqMy8g2zZTbtvV1cW3vvUthoeHOe+88/jSl740QnAPHDjAww8/jMFg4Bvf+MaIYRF79+5l8+bNZGdnc/PNN494/DPPPMPg4CAXXXSRTI4SNDY20tzcTGFhoZxyBfHv3vHjx4nFYpSVlcnrx+DgoJw2lJubi6Iocjb26RpUf6rm4X7gsf/BlDa5RUPYF+CfN9ypzcNNwRnPUn63YzAYMJvNhEIhwuFwgqt5qvvLyMjAbrfLGZ2hUEjePB4PJpMJq9Uqv+ynMoPVZrMxY8YMBgYG6O7uxuv1Ul9fLxttTBS9Xs/8+fPZvXs3gUCAI0eOsHDhwnEzvFesWCFH/u3atYuVK1eO+nodDgfr16/nn//8Jzt27KCwsJCZM2em3NZoNPLpT3+ae++9l56eHh5++GE++9nPjmqxFBcX81//9V9873vfo7m5me9+97t8+ctfpiBtMd2+/QSjg/T6jpCfPh93qBWIoRj83PH/3cuV607w/e9/n56mIf7vO93MX5fO0vUZZOXbsBoy8UXGL38aCNRhTTey+IJcFl8Qv+gPdAVpOjJEW52XfPtcHJZCvIMRlJiSMAu4pKicqy67Vv5tthl4ZeczFFWmUVSZTunsdMpr7GP2ZM6zzafXf4R0Yx5bmr9LRIm7aocGIrz57BCHXh5GiUF2kZGr/6OQS1d/gjRTDsuKEusnOzs7+dGPfsTw8DDV1dX827/924j30+Px8MQTTwBw0UUXjRBbMWAeUo9vFFN/ILW7WXhXvN7EqUgGg4Hs7Gz6+vro7e2VrR4zMjLw+/1EIhF8Ph/p6enSLR0KhTAYDGfVEJHJoFm404smuKcBMdorEonImNHJrnqFqzktLY1oNIrf7ycQCBAOh+VNjBITUzqEu2u60el05OTkYLfbaW9vl0lVWVlZFBYWTvg5TSYT8+fPZ+/evXJ26fz588d8vMViYdWqVWzZsoWGhgasVitLliwZdfu5c+fS1NTEwYMHefLJJ7n66qtHbQ2akZHBZz/7WX75y19SV1fHhg0buPnmm0cdvVdSUsJ//dd/8d///d+0tbXxzW9+k4uvWI11MRiNesxvJU5VOM6nfWgnTksZGeYi1q0rpaamhv+864vU7u/iwEvDHNwyTOViKx++di0LFuVzaOAv8nl0GFEYO6Nbp9ORU2Qlp8jKsovzOLfos1RmXphy23PPPXdEqcRjRycXU+71H6bEvgKTPo0mzzZ6W0Ps2+yl9g0f0bcOde4qJxd8Mp1Mew4xZWRS0csvv8xDDz1EIBAgNzeXr33tayM8Qm63m/vvvx+3201OTg6XXHLJiP289NJLDAwMYLVaU9Zntre3E4vFsFgsckSmGlHbK6xUNTk5OQwMDMiOcKJ7W0ZGBh6Ph6GhIaxWK2azWZYJvZOnCSlK/DbZx2ikRnMpnyZEHFeUvphMJkwm07SvfIULW8SUkjGbzVgsFul6nu7nF83eRfKTxWKhrKxs3D6qalwuFwcPHiQWi5Gbm8u8efPGFe26ujo5sHzJkiUph78LotEozzzzDLW1tej1et7//vcnuA6TaWlp4aGHHmJwcJC0tDRuuukm2ZM3FW63mwcffFA21S8syudTn72BpQvHnsMbjYXZ+vrT/P4PD1J/wC3vLyoqomJFkFnnmsguMmHU24jEEsXAZsim3LGGetdmoox8388r+RqljonXHz529Pox/283FjIjcx39/no6h/egx0AwGKZhb4Bj26M0Hx2U25bVpPOfX/kxlXOzeb3jFwwGWzAbMvjgzAcw6OODLB588EFeffVVAObMqeG22746otRnYGCA++67j/7+frKysrj11ltHTIw6fPiwnN503XXXyWEFal588UW6u7uZN2+eTKZTE4lE2L59OxCfGJW8OBZxXIvFQnV1NTqdDkVR6O/vl5OFsrKypIULcU/QqVjsCk6VS/nKR78/JZfycx/7luZSToEmuKeRZNEV1uepcjcpiiKFNxgMjihPMhgMMu473eLv9Xppb28nEomg1+spLi6eUC9jwcDAgGw8n5+fz5w5c8a9YB0+fFjWbZ5zzjnMnTt31NcUi8V47rnnOHLkCDqdjosuuohly5aNuv3g4CAPP/wwzc3N6PV6LrnkEi6++OJRLRdFUdi5cycPP/yw7Fq1cuVKPvjBD6YsYVFzrP9ptux/mNpXFI6+5k/Ils0tNTF/STX2il6KZ5pJc7wdr794xv+wu/N3uINNI/aZZanGE2ojqpxcWZkOAzOzLmNOzgd5tv7L9Hb48Dbn03kM9u46ROitZhZ6vY5l59VwziUZXLrqk5RkrMAVaORfTd+R5UE2XT7pHdfwxD+epK+vD51OYc4FCp+4/gvMzE60XJuamvj9738vLdtbb701wS0O8T7Yf//73wmHw6xevZq1axObZ0BcLF988UV0Oh0f/OAHR03Oe+WVV4hGo6xYsWKEFRyNRqmrqyMajcoh9oCsmYd4XbCYdR2LxdDr9Vit1lP2XT9VgnvFn6cmuM9/XBPcVGiCewYIh8Ny5StKCU5HYoVwaaeavavX67HZbNMqvpFIhNbWVplQlZmZSVFR0YRX+n19fRw+fBhFUcjMzGT+/PnjJlLt27dPjmSrrq5mxYoVoyaRxWIxNm7cKEt/qqurueKKKxKGnasJh8P89a9/lROCsrOzufbaa1O6LQVer5c///nPbNmyRZZxzZs3j8suu4x5i6vY0XEPRr2V88u+gdmQhqLE6B4+hMXgINNaQSgU4m/P3c9zG5+m5XCAWFKljzPPQF65mbxyE5cs/SxZhWZOxP4vKdt5bAw6M1Fl7LIuJWLkHNsdtDZ3cuDom7Se6GX/oV0EvEkzb3MNzFmdxoev/ihr5yUOA9/X/UdqB/5JNAKtB+D4dh3Drvhx5uRms/CDbrLKIlxY/m0K0uPTfkKhEM899xwvv/yyXHx98YtfHGH9HjhwgE2bNhGLxZgxYwbXXXfdiM/Z0NAQGzduJBgMUl1dLcf7peL1118nEAiwZMmSlE01+vr66O7uRq/XU1VVJT04ovuZTqeT5XPCNW02m09ZBypNcN8ZaIJ7hohGown1uafa2k0mFotJ8U2uEzYYDKSlpWGz2U464/lkXcwDAwMcPnyYaDSKzWZj0aJFY2YLK4pCbW0te/bsQVEU8vLyWLt27aiPURSFvXv3smXLFqLRKHa7nSuuuEKOEEy1/f79+3nqqaek5Tpnzhw+8IEPjMh2VdPc3CyTtYSnwZGZRvFiLxVLYPXsG5mVdTl1rhfY3/NHQMe8nA8TI8Kx/icBPTFfGmld6zl+pJW9+3bR3NSaMl6mN0BGjoGc3CzsWXqszigmWxhLuh5Lmh6jSYfBqMNoMlGSfi7N7leJxRTCQYWQXyHiN+D1BBl2R/G6o3j6IgwNxFBiI5/MaNZRWGWmZLaZpSsWMmtOBb5wPytL/l02/RC09hzh/57cQO1OH35v3MvjdDp5//vfz6WXXkrM4COqhMgwx4cI1NfX89hjj8nPzvLly/nQhz6U8F7GYjG2bt0qF0E1NTVceeWVI4QtEAiwadMmhoaGyM7O5pJLLhlT/Hbu3InP52Px4sUpW44qikJTUxM+nw+r1UplZSV6vV52owqFQrKOPhqNnnLX8qkS3Mv/7wdTEtwXPvHNM36NPRvRBPcMkuxihlMX2x3vOILBoEy8UmO1WklLS5tSDbGa4eFh2trapIu5qKgIp3NiM1y9Xi8HDx4kGAxiMpmYN2/euH2X29vbefXVVwmHw9hsNtasWSOnwaSip6eHp59+WrbuW7RoEevWrRvV2g0Gg2zevJmtW7cSjUbR6XQsW7YsZZmJmr6+Pl588UVeeumlhMlVuTMUahYXs2BhDT2Gl1I+9sqqDWRY4vve0/UQB9ueo7clTG9LiJ7mEAMdEdzdUcKhU9NwwWTRkVNsIafUQF65iYIZJubOWYIrFG88Mi/nOhbmJ8Z+fT4fe/bs4Y033mDPnj1ysZGdnc2VV17JJZdcMiLzu7Ozk40bN7J//34g7hn5yEc+IruLCQYGBnjhhRdoa2sD4LzzzmPNmjUjPlM+n4+XX36Z/v5+0tPTueyyy8ZctEF8zrHX62XhwoWj1neHw2EaGhqIRqNkZWVRVFSETqcjGo3S19dHLBbDZrPhdDqla/lULaxPleBe9qepCe7GT2qCmwpNcM8CxApYXVdrMpkwGo2nNNEiFbFYjEAgIAcnCIxGI+np6dhstilfLMLhMG1tbdLF7HA4KC4unpAVHQwGOXjwoCzVKC8vZ8aMGWOeH4/Hw7Zt26SwzZw5k3POOWfUuGs4HObll1+WJSVms5mVK1eybNmyUR/T19fHs88+K2PHEHdNr127lgULFoz62sLhMG+88QZbtmyRLnBBRraR/OoYOTMi5JSD9a0w4+VV9+K0lPJGx69oHtyOQhSLwUGFYx3HXc/Ej5kM0iPzyA6fz0DfIL29vXR0N9HUs5ew34AhlB0vIQsHiUbiscVAzEWMIAZLBLNVT2HWLBzOdIbNxygtmElV2QJ6jBtJdxopd5xHy9B2dBjQ6fScX/p1en1HiMSCLMr/GHpMtLa2cuDAAfbt28exY8cScgdmzZrFlVdeyYoVKxLCKIqi0NjYyNatW6WLX6fTsWbNGq666qoEgQyFQrz++uvs3LmTWCyGyWTiyiuvTBhsImhpaeGNN96QjWfWr18/oVyCN998k+HhYRYtWjQiVqxmaGhINufJzs6msDA+SCIYDMrFm8PhwGaznVLX8qkS3PV/nJrgbrpRE9xUaIJ7lqAoCtFodERLODHg+kzU8oXDYdlkQ308opn7VI5HURR6e3vlaD2j0UhpaWnK8oxkotEo9fX1dHZ2AvGynblz545qhYrXsHfvXjngwmazsXz5csrKykY9/tbWVv71r38lDB1fs2YNixYtGlVAW1paeOmll2R2NcTdpStWrGDlypUjsmnVNHUcZvPL/6D1mJ+GuuYRyW32HIXsUliz6Grm1yznTf+3MRgVsq2zWFv2/2E1ZnK070ka3P9iOBxv5n9u0a2yDKhr+ADbWv4HgNUlt1HuSOxVHooOAwr9/nr6/fUc638So97KpTN+SLo5F0WJ0eHdg82YTaZ1Bq5AAxmmYowGKwF/vKNTfX09x44do7a2dkT9anFxMStXrmTVqlUjWjRGIhH279/Pyy+/nNBVbtGiRVx22WUJ3oJoNMqBAwd47bXXZA/vqqoqLr744hEej2AwyJ49e+Tox+zsbNasWTPhxL3t27cTiURSJk0lMzAwID+TakvX6/XKhLesrCwMBoN0LU93gxpNcN8ZaIJ7ljGa8EJcnITVezrFNxaL4fP5GB4elsek1+ux2+1TFl6/309bW5u8AOXk5JCfnz8hi76np4fjx49L93R1dTXFxcVjHkd3dzdvvPGGvAAWFxezdOnSUS/AiqJw9OhRtm/fLmO1DoeDFStWsGDBglFj0C6Xi9dee40dO3YkDHaorq5m8eLFLFiwYEx3uN/v5/Dhwxw8eJCjR4/S2to6ome2TqfDkWuksmIWFSWzyM/PJz8/nzSnnj3un6I3R5ib+0EyzEWUOVbjCjSxqfEbgMJFFXeRn/a2a3Yw2PbW/2B95Q/pGT7Cnu4HAbig7E4K7YsIhUL09/czMDBAT08PXV1ddHZ20traKoVGjdGkp6DKxPkrrmDl0nUjXOyKotDS0sKePXvYvXu3PE9Go5Hly5ezbt26hIEk0WiUY8eOsWPHDmk1ZmZmctFFFzFz5syE9z0Wi3HixAn2798vwyPz589n4cKFExa48cqCUuFyuejo6ADetnQhnt3u9/tla0gxpH66s5Y1wX1noAnuWUwsFiMcDo8YWyeG3Ivb6RJfRVHw+Xx4vV4pvAaDAbvdPiVXczQapbu7Ww4TMJvNFBcXT8jaDQQCHDt2TIphRkYGs2bNGvM9jUajHDp0iCNHjsiJL5WVlSxcuHDU8pBoNMr+/fsTBNRsNjN//nwWL15Mfn5+ysdFIhEOHTrEG2+8QW1tbYJolpSUMHfuXGpqaqisrBxTCLxeL7W1tTQ0NNDQ0MCJEycSyoRSYbYYMaWFMVmhMLsapz0PvSmG2WLCbs1Cr9fLm9vfSuvgmyhRyDEvQBdJp9fTQNAXIxIw4x3yjjsRKicnh6qqKmpqaiiqtHNcuQ+9AeblfpiFeTfI89HQ0MChQ4c4dOiQfN8gLp4rV67kvPPOS+j85Pf72b9/P3v27JFWs81m47zzzmPx4sUJ5y0ajdLQ0MDRo0fltg6Hg5UrV476HqUiFotx5MgRWWc7mXFuatG12+2Ulpai1+tlEpVerycnJ0fWx09Hq1fBqRLcS/8wNcHd/ClNcFOhCe47AGH1iqH2yajF93TEfEcT3oyMjCmt2oeGhujo6JCvLTMzk4KCgnEtC0VRaG9vp7GxUbphi4qKqKysHPNCNjg4yP79+2ltjTfXF8I7f/78UT8TkUiEgwcPsnv37oRZqcXFxSxcuJCamppR2z66XC727dvHwYMHaWpqShBfi8VCZWUl1dXVzJw5k9LS0jFft6IouFwuWltbaW1tpaenh97eXnp6ehgYGEjZHWk6MFvM5ObkkpOTQ1FREY4cE2Wl5cyddU7COYspEXa0/4yhQBeVho/T1eKRCwZ1KZpYtCxbtoy5c+fKz614T/ft20dtba18X9PT01m6dClLly5N8C6Ew2Hq6uo4evSotGitVivz5s1j9uzZk3LbqsVWp9OxYMGCMQdipMLtdtPR0YGiKJjNZioqKjAajfT19RGNRjGZTHLeMkxf1vKpEtxLfj81wX3xJk1wU6EJ7jsMtfiKSURqTqf1qygKw8PDCa5mk8lERkbGpDpLwUhr12AwUFhYOKFM5mAwyIkTJ+QwcoPBQEVFBSUlJWNecPv6+ti/fz9dXfEh6jqdjvLycubMmUNOTk7K51UUhebmZvbv309dXV3CgmPmzJnMmTNnTMEfGhqitraWY8eOcezYsRHWo8FgoKSkhPLyckpKSiguLqawsHDCllAgEMDtdtPWW0vQFyYaNOPz+QiFQgSDQZmcF4vFUBQFvV4vPyuiA5nVasVutxM29XBk6PdY0mHVjJuZlX0ZAG2enbzafg96nZErqjaQbsrD7XbT3t5OW1sbLS0tNDY2jsh4z8jIYN68eSxcuJDZs2cnJA653W6OHTvG4cOH6e/vl/fn5+ezfPly5syZk7AQ8Xg81NfXU19fL5P70tLSmDdvHtXV1RNyA0ejURln9Xg8DAwMEIlEpiy2AtHaVMzIVYuuoihYrVZsNpvMbj+ZRETBKRPcR+7GOEnBjfgCvPjpO96x19hTiSa472AURZExoWg0mnL+5umwfmOxmBRe8XGyWCxkZGRMOhvT5/PR0dEh3W42m42CgoIJuZndbjf19fXSpWgymSgvL6eoqGjMC3BfXx+HDh2ivb1d3pednc2sWbOoqKgY9TV4vV4OHz7M4cOHE+b4CsGvrq6msrIyZeMEiJ+3zs5OGhoaqK+v58SJEyndtzqdjszMTPLz88nLyyM3N5esrCyys7PJzMwkPT19ShfsPv9xDvf+jdKMlVRnjexJ7AsPsLHxa0RiQS4quwtTJB+3283hli0ca32ZwKARs7+a/l73CHGFt6332bNnx93NbyUTwdvJc/X19dTV1cnFEsRjuXPnzmXJkiUy6xfebqTS0NCQsL3D4WDevHnMmDFjzAVWMBhkcHBQ3tSfV4HJZJILLoGiKDIWG4lEiEQiGI1GWatutVpHfLfC4TDNzc0Eg0HZac1ms8nFhBhwICzhk81aPlWCe/EUBfdfmuCmRBPcdxETsX5FxvOpSLwSFoM6q9lms5GRkTFp115/f7+sZYS4dVRQUDCu5awoCt3d3TQ1NUkREJnQJSUlY17YBgYGOHbsGM3NzfJ5jUYj5eXlVFVVkZ+fP6rV29PTw5EjR6irq0uIT0I8Q3XGjBmUl5ePmZEt+vE2NzfT1tZGe3s7nZ2dI7J+k1FPkEpPT5dZ5OqhFSLhTu31ONr3JC5/K0pUz+Lcm6QVHAwGZZLc8HDcAhwa8qZc0An0ej0FBQWUlJRQVlZGZWXliJIvMaO2sbGRxsbGhDpk4V0QsW3xPgthFiPz1KVqxcXFzJo1i5KSkpTvi5gb7XK5cLlcKd3twiNjt9vJycnB4XAk7EtRFOrq6mRsdrTzn52dTU5ODtnZ2dIbEYlEaGtrk4uo/Px87Ha7/Hw4nU75HT1Z17ImuO8MNMF9l6IoCoqiEIlEUlq/wvV8KrKeI5EIQ0NDCVZPeno6drt9UheVcDhMb2+vdDNDXLzy8vLGtQhisRjd3d20tLTIC61ouFFSUjJmKVEwGJRWpzpBKS0tjRkzZlBRUUFWVtao4tvf3y8t1o6OjhHnPicnh+LiYkpKSmQv3vESp5JjteI2nhhPJ2I4e05OjrwVFBRQUFBAXl7eiLpar9dLZ2cnbW1tMt6svtwId+vMmTOZOXOmXIgoioLb7aalpYWmpqaE15ienk51dTVVVVUjFi4ixDEwMEB/fz+Dg4MkY7fbcTqdOJ3OcXMOksU2KytL1seLkjm/35/w/up0OvkZS09PH9FpLT8/H4vFwvDwMDqdDqfTOS29lk+Z4D48RcH9jCa4qdAE9z2CsH6FAKtRi+901gaGQiGGhoYS+kYLC2wywhsIBOSsXbGfzMxMcnNzx41txmIxent7aWlpSXDXinpJ0e82FYqi0NfXR0NDA83NzQkJa2lpaZSWllJaWkp+fv6o5y0YDNLS0kJzczOtra2y/liNwWAgLy+P/Px8cnPjiUm5ubnY7fZxL8BicSNGwwnL1O/3S2tVdDNLlXQn3nej0SgnSVksFjn6MT09nYyMDJxOJ3a7PeXrjEajuN1uWV8tSodSucezs7OprKxkxowZlJWVyfcvFovR19dHW1sbbW1tCQsd4WWorKykoKAg4ZxEo1FcLhf9/f309/eP6BGelpZGVlYWWVlZOJ3OSbluXS6X7HY1Z86clJ3KFEVhaGhIPr96ceBwOKiqqiIzM1OeF3EOxIxsUdcOJzes/lQJ7vsemprgvvRZTXBToQnue5Cxsp71er28AE+H1SvaRg4NDcnn0ul0soZ3MsI7PDxMT09Pgsva6XSSm5s7aoaw+jhcLhdtbW0JWcYmk0laaWMJXCQSoaOjg6amJjo6OhIWLQaDgYKCAoqKisZN9PL5fLS3t9PR0UFHRwfd3d0jREJ9bJmZmWRlZeFwOHA4HFL4xPmbzgXSaIg6bJFgJGKgbrebgYEBBgcHU7qbRQP/4uJiysrKKCsrG1H209nZSWdnJx0dHQnnwWAwxMcSVlSMyNwWdcF9fX24XK6E59br9WRmZkoX73gtHMfixIkTtLS0UFBQwNy5cyf0GLfbTWtra0LiV15eHtXV1Xi9Xhl7zszMxGQyEY1G5fxcYMp17adKcC96cGqCu+VmTXBToQnue5yxLF+DwYDJZJoWl7OiKHJot3gevV4v442TFd6+vr4RrsacnJwJWYXiQt/V1ZVwkU9LS6OgoID8/PwxL9SRSISuri7a29tpb28fERu0WCzSzZqXl0dWVtaYVrTb7aanp4eenp4EIZnIV1Mk7ahjthaLRbo+1YsnnU4nG+yrE+7Eex8KhWQcNxAIyN7aPp9v3GMxmUzk5ubK1ywWMWqLMhAI0NvbS3d3N93d3SNi3aIOu7S0lOLiYvlYRVHw+/309fXR19eXEPsV51u4uDMzM6dtEbJ3714GBweZPXv2mP2xUyHi1cIdrdfrZemY6P2cl5cns8XFtWiqtbmnSnAvnKLgbtUENyWa4GpIRMw3EomMiEuJC/h0CK/f78fr9SYIr3BfTkZ4xUVYfQE2m83SKhzPPReLxRgYGJADxdVfhfT0dPLy8sYVcSGYwlLr7e1NuXDJysqSSTXCYh1LGKLRKIODg7hcLtxuN4ODg3g8HjweD16vN2WG7alEhAPUMVCn00l2djbZ2dkjzlEkEpEWsBDKVA07srOzKSoqoqioiLy8PPn+x2Ix+fj+/v4Rixq73S7d7xNZZE0WRVF45ZVXiMViE2rvOBpDQ0PU19fLeHJJSQlZWVnS0s3Pz5eeH3E9moqVqwnuOwNNcDVSIiyfZJez0WiUVu/JkEp4dTqdFN7JWCmhUIiBgYER7kWHw0FmZuaEY6EizqZO0oK4iAuxFK7A0YhGo/T398skp76+vpQuY71eT0ZGBpmZmTKBx+FwTLiUKhaL4ff78fv9+Hw+AoGAHLUoLFXx/omkOWHZCmtXnbVuMBhkDNdsNstaUZvNJuO5qd5zkZnu8Xikm9ntduPxeFIuCJxOJ/n5+dICVocC/H6/TAZLfi/VcfucnJxxQwjCehf5CZMVsEAgwOuvv45Op2PdunVjLrg8Ho/87IRCIfkZFsM59Ho9J06ckI1W7HY7RUVF0sLPzc0lFotJ17LRaJx0HfspE9zf/XBqgvu5/9SusSk49VPPNd6RqC/CkUiEcDicYAHr9XpMJtOUm2sIcbXZbAQCAbxeL5FIRNbzWq1W0tPTJ+ReM5vNFBYWkp+fL61Cv98vLUKDwYDT6SQzM3PUTFCj0SgtrXA4LK0yl8tFKBSSFiy8LeSZmZk4HI4ES9pgMMjexvD2BVkISX9/P263m3A4LGOhyVgsFlniIy7ewnVss9mkKIoEtFOFmJns9/sZHBwkEAjI92d4eFiWgI22ZrdarWRlZZGbmyuFUi0kwWBQupZdLteIWl6z2Sxjsak8FuqxkskJYskxZb1ej9lslrHw8QRNHMtYo/SS+3Onwmw2U1VVxcyZM8nMzJStJ1tbWykpKcHj8eByucjMzCQQCGAymYhEItOyqJ0OFIWUM5fHe4xGajTB1RgTtTtZ9HYWFlMwGDxpd7PotGO1WgkGgwwPDxMKhaTFZjKZpDCPt3+9Xi8zUgOBAC6Xi8HBQaLRqBQ80VrP4XCMKr4mk0mKr8jAFVaXz+eTQi6m2wg3q7iYq/crSj+cTqccai/KV5JdxUNDQ1I4gsFgQuJNqvNmNpvlTcxRTp4ulSr+LuK3yTHccDhMKBSSP0dL5krGaDTKhC6xsMnKykp4z4RHo6urS1rCyW5iUXY0mptaJG+JW3JJzliIsZOBQICenh7sdjslJSWjhh3UbSJTcezYMTnG0WAwyPi1zWaTx9fd3Y3P55Ndxaqrq1m0aBFHjhwhEAjQ0dFBbm6uPC6LxYLP5yM9PZ1wODxpK/dUoAnu9KIJrsaEULeMjMViCVavuDifjLtZp9PJtoLhcFiWtghL0OPxSNfmREonrFarzBr2er243W6GhoYSrFej0UhGRgYZGRmjxo8NBoNMyAGkkAuxFNa51+uVnarEfkU2cXJimMjSFg3u1YRCIbk/ceEW50IkMkUiEWndiY5cpxJRJiRczMKyttvtKWtZRYKcSGwTZUup+oDb7XbpLcjMzEx4b9UdzMQ5SEa9YBMJY+qpWoDMyBeLJXF+W1paqKioSBm+GE1wFUVhz549HDt2DIiPB1y+fHnKMIDoJFZfX09bWxsNDQ20t7ezZMkSenp68Pv99Pf3k5GRwfDwMBaLRS5mI5EIZrP5tI/kTEZ56zbZx0yF++67j//93/+ls7OT+fPns2HDBtauXZty261bt3LRRReNuP/o0aPMmTNH/v3444/z7W9/m4aGBqqrq/n+97/PtddeO8UjPHk0wdWYNMI9J9xfye7mk81uFuUwGRkZ+P1+2atZXHiF1ZuqpV4yOp1OimosFpMXf+HCFl2I1ElB6enpo7oShZCL8XGBQEDGL1PtV30c6nioEC+bzZZwYRVu1LGGnkej0QQXajgcljd1uZewZFN1HBPTgtQWsbCSTSZTQpeq0c6xsBoHBgbkwkD8TE4cU78X6qQrtVClEthUrRfFORSZ2eN9xoQAWywW6f1oamrC7/dL0U1+jcK6T7YyGxoapNguWbKEefPmjXj+QCAgS6UKCwspKSmhp6eHN954A4/Hw+uvv05NTQ0QLxMTx+Z2u8nMzMTn88V7WYfD0zZNaKooTMHCncLzPPbYY9x2223cd999nHfeefz617/miiuu4MiRI5SXl4/6uNra2oQ4cV5envx9x44d3HDDDfz3f/831157LU888QTXX38927dvZ+XKlVM4ypNHS5rSOGlGKy2aruxmYc35fL4RFp06rjmZ5xAX93jbwqGUyWHqGOpErQ31foUlNZoACUSXIbWVJsQu2V18uhDhA3WpkLgJF2iq/skC9QJGLHiSO42JxK+xBFa8D+I2XQLk9/tpamoiFovhcDgoKytL+P/Bgwfp7++XrSMhHnN+6qmnCIfDLFmyhPnz58vtPR4PW7duTWgpKo6/sLCQsrIyFi1aRGNjI4cPHwZg5syZcvxmQUEBsVhMLvaEJ2eiGcunKmnq/N/8EKNtkklT/gDbvzC5pKmVK1eydOlS7r//fnnf3Llzueaaa7j77rtHbC8sXBH/TsUNN9yAx+Ph+eefl/ddfvnlZGVl8eijj07qNU0XmoWrcdKIbFd1nFdYWNPtbo5GozI7NxKJyAu/epuJiK/IEs7IyJCCrnblRiKRhKQmg8EgLVNhXacSQPV+BeoFgxAWcQsEAgmxyfGOWSxg1Jap6I0tbiIDWZw7cQzqmzqGq7aKxXs31gIh+ZjUlrtYpKTKag6Hwwmu8kAgMKrAjrfQSR7cod6PaN4yVkKfzWajvLycpqYmPB4PPp8vod1nKgv32LFjhMNhsrKyZCOMaDTKrl27eO211xL6PKelpUlPhOietWvXLlauXMmyZcvYvXs39fX1VFRUAPEErIKCAnw+HxaLhWAwiNFolAlUZ4yT8CmnqpdOFZcOhULs3r2b//zP/0y4f/369bz22mtjPtU555xDIBBg3rx53HnnnQlu5h07dvDVr341YfvLLruMDRs2TOLFTC+a4GpMK3q9XlpnpyK7WQy8T09PJxKJSOFSl8nodDr55Z6o21mItSjRSLa8otGotIYFZrM5IX5otVpTWvPq/Se7itWZwIFAIMGaFIsVcQ7Ftqcjbqt+jeKmPqfCs5BKEMX7PTw8LOPOYoGUjLDi1BZs8v7EIk4sBsTPiR7/aCGC9PR0aRW63e6Ugiss6nA4zPHjxwFYsGABer2eQCDAY489JmtqS0tLueCCC8jLy8NsNqMoCgMDA7S3t7N//346OzvZvn07GRkZrFixguPHj9Pc3Ex5eTnRaBSPx4PdbpfiLxLZzqTgKooORZnc91Rsn+w1+M53vsNdd901YnsxK7igoCDh/oKCAjk6M5mioiJ+85vfsGzZMoLBIH/84x+5+OKL2bp1K+vWrQOgq6trUvs8HWiCq3FKULuT1e5mIRpwcjW9Yv9i2ks4HE6wGIXlOzg4KGOSowliMqIDlii5EfsTmbEimUsIorq0R7iH1W5h0fkp1fMKC3GszlbCZa8WneRzqq61TY7bJtfeqi1h9QAL8X6of06kflndnUr8HM1CVvdpHk2w1V2vRJnPaIg4tNqqV1u9Yh8Gg0FmkKvJzMyU8XcxPlA8Dt4W3Lq6OkKhkHQ/K4rC008/TXd3NzabjQsvvJAFCxbIY3C5XPT09JCRkUF1dTULFiygtraWbdu24fF4ePnllzn//POpr6+npaWFyspK/H4/aWlpBAIBbDYbwWAQg8FANBo9reEENSeTNNXa2prgUh4v6zrVwm20z19NTY2MgwOsXr2a1tZW7rnnHim4k93n6UATXI1TSrK7WVi6yVbvyfRvVpfIOBwOwuGwvPALi0i4M9XWr9lsnpClLTphqS0gYV2rG04Eg8Ex3cMiHquOy6pbMI6WZKY+hyfTG3iyqN8jdWKWunRoLNdzsjWcyg0vnkMtsKn2KRL11IuBsd47sUgR74UYcpCZmZlwDkV2unD/Wq1W+fmEtwX3xIkTQDyuqNPp2LdvH01NTRiNRm644Qby8/MZHh5m79697Nmzh8bGxoTjsVqtrFmzho9+9KO89NJL1NfXs23bNpYuXSrbhIo68qysLOmpEd+ZMya4J1EWJMrkxiM3NxeDwTDC8uzp6RlhoY7FqlWr+NOf/iT/LiwsPOl9Tjea4GqcNtTZzckWmtoSGe9iOhZq8c3IyJAXUuGuFSUrIrFFHJNaBCfyvOqSIoF4HWoBFq9LbW2lmqIjjj05PissuFRxWnW8NjlmC0jRGC1+q47jquOhagt6IjmVYhGhdq1bLJaUngtFURK8A+FwOGUtrXphIhZGk0GcS4fDgd1ux+Px4Pf7cbvdsqGL2M5qtUrvhShLA+Q5FyVger2e8vJyhoaG2Lp1KwBr164lPz+flpYWfvvb3yZMtMrLy5NhiUAgwEsvvcT27dtZs2YNNTU11NbWsnv3bmbPni3rz0XmfzAYxGazEQqF5Gf0jFhmp6EuyGw2s2zZMjZv3pxQsrN582auvvrqCe9n7969snoA4lbv5s2bE+K4mzZtYs2aNZM7wGlEE1yN047aYkvu3ywu+sBJi6/Yh7BOxcVeLYRq97Mg2Qqd6POrs43VJFtxamtRuIiFG1jcdzYhSoaEdamO645VNqR2hatfdyqE21+c9+nssqTX6+Xc2WAwyMDAALm5ubLmVzSr8Pv9ZGVlyWMUsVNRX11YWIjZbOaZZ54hFApRXFzMsmXLOH78OL/73e8Ih8Pk5+ezevVqlixZIrNnI5EItbW1bNy4kdbWVrZu3UpxcTELFy7k4MGDNDY2UlxcTG9vr+w+lZ2dTTAYlDkRsVjsjFm5p4Pbb7+dG2+8keXLl7N69Wp+85vf0NLSwi233ALAHXfcQXt7O3/4wx8A2LBhAzNmzGD+/PmEQiH+9Kc/8fjjj/P444/Lff7Hf/wH69at40c/+hFXX301Tz31FC+++CLbt28/I68RNMHVOMOoY7HJLufpFl+19QtIq1NtcaUSPXU8OtkFPNnXOForRvVrV1uZyTFacVPHatWW7GjPnyqGq74JK1p9nifzOkdzP6c6JpE4p/YsjOUaVr/W0V6z2uoXlmnyOcjKyqK/v59wOCxFDd5ubiFyC5IFV8yxLSoqoquri/r6evR6PZdffjmdnZ089NBDhMNhZpWV8umbP0uaMwuv18uBAwdkbbTJZOJLX/oSdXV1/OUvf5EjHisqKmhtbSUQCGA0GmUpjVgYChf3mXIrn65OUzfccAP9/f1873vfo7OzkwULFvDcc8/JLO7Ozk7Z2Q3iSW1f+9rXaG9vx2azMX/+fJ599lmuvPJKuc2aNWv4y1/+wp133sm3v/1tqqureeyxx85YDS5ogqtxFqF2OavbDiaLb3LZx8kIsLpUYTSLTO0OTj5eIUqpynSm8trPdKOD8RALA/Vwi1RDLtSIxYZ4bycSe1UvMibCaKMl1SIl2mz29fVJL4f6nAuhVQuuoij09fUB8aYKe/bsAWD27Nmkp6fzq1/9imAwSFmamXU7n6St6wB1F1zP448/PiKOn5mZyWWXXcbNN9/M73//e7q7uwmHwzgcDrq7u6mqqmJoaAiHw4HP5xsRejkTnM5OU7feeiu33npryv898sgjCX9//etf5+tf//q4+7zuuuu47rrrpnhE048muBpnHeo2kqnEV8RKk7c9GetX7Cs5OUlYbsklKcLSHK3nsNrSElZiciz2ZBYLp4JksUt1GyumK86f2hswEetV/ZxjWenJ5y25z3JyXFpk96pLgkwmEzabTU5ZEosAIKGEDeJxeo/HI3MLMjIyOHLkCACLFi1i8+bNuN1ucnNzuXK4iRZMPNXqo/+PfwQgy2LCFhzGiMJgehZut5vHHnuMJ598ko9//OPs2rWLvr4+aWG3t7eTm5vL4OCgdIELy1e8ptNt5cYt3MmWBZ2ig3kXoAmuxlmNWlDNZvMIMVC7MoERLtKTFTS1O1iN2gWc7AZWJyYBY9bNqocMpEqGUmcuj5YcpSbZ1ZqcMJXsnk12U08EtYdBPeR+vPOtFlh1GVMy4j1PThIbC7UQCS+FeB5hyYp9CMEVjTdEdnzyZ8loNDIwMADE5/a2tbURDAax2+3k5eXx6quvAnDNNdfQd/dt/JFcwko8XnzDDTcwr6sW19P/B0DxV7/F/gEfzzzzDC0tLTzyyCN89rOfZdu2bXR0dDB//nwGBgbkYAun04nf75e9y9ULiNOJNrxgetEEV+MdhbgAC3ef+mKkFg9x0VRfvE/WBZ18HKO5gEezEJOTwmCkK/RsIDk7Ovk2UXe5+v0RP1Oh9gZMxyJJHKfI9o1EIjJ+D0jxFfF6kQWtXjyJ/Ygaa6fTSVNTExAfWLBz505CoRBFRUXMnj2bOwx5hCMxqnKcfPPuH2MOB/CEBhjMLqLdF+LEwWOcu3AeNStqeKq8jJe2v8pDDz3EBz7wAd58803q6urIz8+nv7+f3NxcKbaiwcsZcyufTp/yewBNcDXesaitX2CEO1FYVMnxRfUF/lS4dtWLgtFIti6Tk4LUyUGpkoTGc+2Kn6luaks6uQnGVM9FssU8lns42b1+qtzqIgtexOOFt0LE7kX5lqjvTSW4oj2h0+mUPZArKir4+9//DsC6dev4xz/+QVswRnqajdvu/A4d3/ocf6xt57Vh8ItTcPw+LDpYkw4fXLEE3vc+XnrpJZ555hkWLVpEd3c3BoNBjrwcHh7GZrMlWOviM3E2hSE0JocmuBrvGoR4iHKPVLWm6vtTPXYybszpONZ3Iqnc0aMlNyVnDp/q85qM8ISIRDhxHGrBzcjIkIs29fB6g8EgW3mazWaZPBWLxRgYGCAtLY2Kigp+8YtfAPDp6z7E0C+/w2+OxcUWwAAUmCCmQFcEtnhh65Z93HKJnQsuuIBt27bR0tJCWloabW1t5OfnMzAwQFZWlozhms3mhFDF6XQrawbu9KIJrsa7lmRRS07SUQtFKtFI1QoxOa76bmW0eK/a2k6FWlinwz08HYhsX/WcWXVmsojjAgkLM51OJ2fwiji80+mkoaEBgHnz5vH8888TjUapNOso3vI3fre/nteGQQ98JkfHuWlgfMt9fSwIL3gUDgXggRe3893bl3LQZmVgYIDq6mra2trkc4puU2qxPRNxXC2GO71ogqvxnkEtmILRkoeSk4xG219y1mzyc5wNgpPMWIlUyS7s0UhVz3u2ZV0LhCs5GAzKYQBiMSBCDkLEkl3hQmhFLDc/P5+jR48CUFlZyX333QfA2lAP/3fAzzYv6ICvn1vDqlWrSJuzGEtZJQZHFnOiEa4a6OPgoYM8+MQz/M9Pf851RelsN+ZwaO9usguKpHUrJmGlp6dLC30yZVLTxhQEVzNxR0cTXI33NMlxYEGyVaf+qd5mIoksyWIs7kv1M/n38UgeUpD8M1W28mRIzpw+E27h6UAtsNFoVJYtifiuWnDFe6xOvHO5XEC8P3BXVxc6nU6OcSwwKKQHA7zw1iCpv//6VxQtPGfkQZjMWIrLWV5czvL1V/H888/zu/+9m+K8EL0RM5mZTgYGXOj1erxer3SHiwEOZ0ZwdfHbZB+jkRJNcDU0UjCaEMNId+t4FvFUhO50kCqR6p1goU8FUSMs6qjHElzxmsViymw2y/7X4r68vDzq6+sBWLr6PF7f9gLgZp4VcvLyABjq7eaZZ55ly47XaW9vx2Aw8OHzV3H9Z2/GllvAFVdcgcFg4PkHfgZmM93dPbLuPBgMJpQpJScCnq73RYvhTi+a4GpoTJJUrulkxqqDTf6/+mfy7xM5luTfR6vbTWVpv5cQgiuES8RthQCL3wVCXI1Go7RwRUy3oKCAffv2AZBXv4e/drkBCVE8aQAAILFJREFUWJuuI9DezD0//hEP/P0pYrEYGUY9czIs7HL52bNnD/f88VG2PftPsstnsH79ep558gnSPYP09/dTVFSE2+0mMzMTRVFkWZNabLVM5XcumuBqaJwCxmtQoXH6EVa8sBzVHaZEElWqGmmj0SinAAlL1+l00tPTg06nIxTw44pCmh7OSYPf/3//zn3H+zDrddxcmc0VhXZsBj3NvhAPN7t5td/FN75zF799+BEAzr/wInb/5WGazU6MRqOMG4v2k+rhFiLMcboy3LWkqenlnVmXoKGhoTEF1NnI4ndFURLKgsTv6sEIon2n6I8sFlI5OTl0pecAMNcCJp2Of3bGg7kfL3PyoRIHNkP8MluRZuY7c/KosZvZ9upr8phKSkpwDcf36/V6ZelP8iSpsbpznSqE4E72ppEaTXA1NDTeM6hjteq/BeoYrojFq5PjksuE8vLyaPDGxbjKoqPBG+LIUBCDDq4osI94fp1OxyfKMhM6lMViMY57w5gMhoRYsbrN5ETLsqYbTXCnF01wNTQ03jOoXbGxWCzByhWoO5cl/08IrviZm5tL7VtlQjPMsLkn7no+LyeNbHPqiN2qbBvXXHC+/Lu7tZmQAplWk5xUJDKgk9tjnm4LV2N60QRXQ0PjPYPIPodEwRUza+FtURbCliquKyxPq0GPJxrfLscITb64tbs80zb6Mej13Prv/y7/rn/lJQAMoaCMz6p7bk+2Rno6URTdlG4aqdEEV0ND4z2FEFR1HFedRJVs4aozl5NLhjxb/knoLf2z6aAjEN+22DZ6H+3sK2+geN5CADY+/zz+hmMAhIa98vmTu6CdraVlGpNDE1wNDY33FGpBVSdLCcFNFtVwODyiLln8T62BJp1C91uCW2JN7U5Om7uE/I/dAkBfby/fuOMOdLH4vkJmq3wOtes4VQe004UWw51ezrjg3nfffVRWVmK1Wlm2bBmvvPLKmNtv27aNZcuWYbVaqaqq4oEHHjhNR6qhofFuQO0yVidRCWtXIOKp0WgUmy3uIhbJTmIfEVXZV1QB8WcqzTGXVlL6/36AzmgkFgryX7d9ib6+PnRvKVQkEI8Li9IlcYxn0rLVBHd6OaOC+9hjj3HbbbfxrW99i71797J27VquuOIKWlpaUm7f2NjIlVdeydq1a9m7dy/f/OY3+cpXvsLjjz9+mo9cQ0PjnUpy4w8hnkJMhStXjO4DSE9PB5DCqwvEy3jC9kzMb+3KG9ORbYoL+EAoseWnKa+I8m/ei8HuQIlG6PjFd3n99dcBMOjEcY28HJ8VTUqUSd40RuWMCu69997LzTffzOc+9znmzp3Lhg0bKCsr4/7770+5/QMPPEB5eTkbNmxg7ty5fO5zn+Ozn/0s99xzz6jPEQwG8Xg8CTcNDY33NqkSp6TVGonI34XQpqWlAUi3c7D1BABDwz4cb11FPTHIMsf32xd6O+5rzMqh/M4NmLLzUGIxOh/4IUNvvkzgrWQr2SQlHJKPGUtkT6cAKzFlSjeN1JwxwQ2FQuzevZv169cn3L9+/Xpee+21lI/ZsWPHiO0vu+wydu3aJd0/ydx99904nU55Kysrm54XoKGh8Y5FnTglRFS4bsPhsLRkheBaLBbg7cYZOLIA6DNYyH8rP6olBFXpcYt4tzsAgCHDSfk3N2AuKAGg+5ENDL7yAo3DITyRGCYdhHVxkbZYrfI4kttynrFpTDFlajeNlJwxwe3r6yMajVJQUJBwf0FBAV1dXSkf09XVlXL7SCQih0Mnc8cddzA4OChvra2t0/MCNDQ03rGMVxokhNb6lgiKbYS72W+1o9Pp8EahwhrfV31QYW1O3BLe3jeMYk2j7I57sZRVAtDz5/txbfoHANv64g0ulmXZ6HrLGE4vjIuyGKYgjlFMOnov98F+t3DGk6aSPzzjNeZOtX2q+wUWiwWHw5Fw09DQeG+jHjEoxDQcDktLVvxMzkoWPZV7e3spzI23dMy0xbc9HoQlTisZRj1+g5ncr/0YW1UNAH3/+D39T/9ffF+KwpbeuOCuy0mn9S3nXLC3C71eL5O5hBUufj8jYxFjTMHCPb2H+E7ijAlubm4uBoNhhDXb09MzwooVFBYWptzeaDSSk5Nzyo5VQ0Pj3Ye6Z7IQN2HRCmEToarh4WH0ej1+v5+srCwURSFHicdcA0YLFj24otAU1nFJUSa/+93vyF+wBICB5/5K719/K5/3H+0eOgIR7AY9pRlpuKJg0oFbZ5AWts1mw2g0JkymUs8kPl0osandNFJzxgTXbDazbNkyNm/enHD/5s2bWbNmTcrHrF69esT2mzZtYvny5fKDqqGhoTER1CVBIhtZbe3qdDrC4TB2u51YLEZxcTEApaWlAGQUxX/W6dM4NyfeN/llr8JdP/0ZF154IQC7d7zGkeefwFJaibl0Bi2ZJeywFlBTU8M337eCzsIqysrKmJdhJoweu90uj81kMiU04zgjVq4Ww51Wzuh4vttvv50bb7yR5cuXs3r1an7zm9/Q0tLCLbfEC8PvuOMO2tvb+cMf/gDALbfcwi9/+Utuv/12Pv/5z7Njxw4efPBBHn300TP5MjQ0NN6BqC1cs9lMIBCQIa1IJEJGRgYej4ecnBy8Xq8MRwlRHgjF63M9fj/r5szhld5d7PJDzqqL5HMsW70GVr9tQFQDlyUdx4c6O/nVN76KKwR2u11OCDKbzZhMJvl8QnTPiOBO9jEaKTmjgnvDDTfQ39/P9773PTo7O1mwYAHPPfccFRUVAHR2dibU5FZWVvLcc8/x1a9+lV/96lcUFxfz85//nA9/+MNn6iVoaGi8QxHuWXXHKZGh7PP5sNvteDweaf0K93JfXx9WqxWPx8OSxYvZ8frrHOwbpDrNSIMvMurzjYZep6M5pGAwGAmFQqSlpaHT6TCZTJjNZoxGozy+0+9SnnyZj1YWNDpnfAD9rbfeyq233pryf4888siI+y644AL27Nlzio9KQ0PjvYDRGBc5RVEwGo1EIhHS09Px+XxS2AKBAHq9Hp/PR05ODv39/cydO5e9e/dC0I+JGM3DQT60ejkPb32dNWvWsMAKX8nToQdeG/BxxBNktt3CsiwrdqOB5wYVHh+MC9P5RVmETRkU20woQFZWFiaTCZ1Oh9VqxWg0StE9I4lTp4n77ruP//3f/6Wzs5P58+ezYcMG1q5dm3Lbf/zjH9x///3s27ePYDDI/Pnzueuuu7jssrf9B4888gif+cxnRjzW7/fLWP3p5oxnKWtoaGicKdTlQeIiLIQ2GAxitVoT4reFhYXA29UUTV09rMiIW8DbBwLc8dFrMevgUAAe7lcYjMF5Oel8vjKbC/LSSTfo2eh5W2w/VJlPuznuqk5zZsnBBUJo9Xq9dCurM5dPG6cphjvZroMvv/wyl156Kc899xy7d+/moosu4gMf+EB8EaTC4XDQ2dmZcDtTYgtngYWroaGhcaYQFqOiKDJBKRwOY7VaCQQCZGVl0dnZKRthCMu3u7ub2bNnU1tbi+3cC8jcvZue/gHeeKWFz+XouL9PYYcPXvcp1FgUZlt1tIWhPqDgeSuL9xMfuY7+IS/RI0eYNWsWXq+XzMwMIB7Ltdls6PV6jEYjJpPpjAiuokw+63gqvZTVXQcBNmzYwMaNG7n//vu5++67R2y/YcOGhL9/8IMf8NRTT/HPf/6Tc845R96v0+nkIulsQLNwNTQ03tOoh9CL3zMy4sIn3Lc+n4+MjAxCoRCzZ8+Wj9Pr9Rw5coRLL70UgN3Y6UrL4tZcHbPzs1GAY0F4elBhjy8utkbg+hl5hIeHOHLkCFarVbaTTEtLkxZYeno6FotFCq06lnvaOAkLN7mlbjAYTPkUU+k6OOIwYzGGhobIzs5OuN/r9VJRUUFpaSnvf//7R1jApxtNcDU0NN7TqLtIyeEEb9W/hsNhsrLibRyLioqAeK9ls9nMwMAA5557LgA7d+7kuuuuQ4fCLuwcyyxjw28f4re3fprrMnWsTIMbKnP5Rr6O/ym30BbT8/qho+h1OubMmUMgEKCwsBBFUcjOzsZsNmMwGLBardK6Pd0JU0B8BNJUbkBZWVlCW91UlipMretgMj/5yU8YHh7m+uuvl/fNmTOHRx55hKeffppHH30Uq9XKeeedR11d3RRPxsmjuZQ1NDTe04j6VnWbx0gkgsPhYHBwELvdjsvlwu/3Y7PZ8Pv9zJkzhwMHDtDT00N1dTUNDQ0cOXKEazP1PO2OUhfSc8uXv8K5y5aRX1LG3OAQoUs/RHO/myf37sUfDGIlxpplyzja3oXFYpHxWp1Oh91ul8lSojxIiO7p5GSylFtbWxM6+4nuXaMx2a6DgkcffZS77rqLp556ivz8fHn/qlWrWLVqlfz7vPPOY+nSpfziF7/g5z//+YRey3SjCa6GhsZ7HpPJRDAYJBqNyvit1WplcHCQQCCA0+lkcHCQ0tJS6urqGBwcJC8vj97eXsrKyvB4PPT29nK8eA6fXZ7L650D1J04wc7du996hgx49gX5fFUlxdTMKGffiWZ0Oh2lpaX4fD4KCwsxGAzYbDZsNhsGg0EKb/K83rOdibbSnUrXQcFjjz3GzTffzN/+9jcuueSSMbfV6/WsWLFCs3A1NDQ0ziTCelQUBZvNRiAQIBwO43A48Hg8UnB9Ph/5+flSDFwuF62trcydO5dIJEK/y8Wzgx4uvPBCPnDNNdTX13PkyBG6u7spKyujqqqKzMxM3nzzTfadaAZg5syZeL1e2Z42OzsbvV6PxWJJyFY+7fFbeKuX8hQeMwnUXQevvfZaef/mzZu5+uqrR33co48+ymc/+1keffRRrrrqqnGfR1EU9u3bx8KFCyd3gNOIJrgaGhrveUSjiVAoRCwWw2KxEAwG452kPB78fr+0aJ1OJwMDA7hcLhYtWsTevXupq6tj7ty5DA8Ps3//fl566SUAqqurmTt3LitXrqSzs5Pa2lp6e3uBeGJWdXU13d3dpKWlYbPZsFqtmM1m0tLSMBgMCd2mzkj97WnqNDXZroOPPvoon/rUp/jZz37GqlWrpHVss9lwOp0AfPe732XVqlXMmjULj8fDz3/+c/bt28evfvWrSR/fdKEJroaGhgbx5KlwOIyiKKSlpREMBgmHw2RmZuJ2u6Xw+Xw+Zs2axdGjR+nu7mbVqlXs3LmTxsZG8vPzufrqq9m3bx99fX00NDTQ0NCQ8Dw6nY4FCxYQDofp7u7GarUmWLdGo3GES/lM9Yo/XZ2mJtt18Ne//jWRSIR///d/59///d/l/TfddJNsmOR2u/nCF75AV1cXTqeTc845h5dfflkmup0JdIoylaqpdy5q95A2qk9DQ0NNJBKR5SuRSASfz4fBYMDlchGJRLDZbPLCb7fbqa2tBWDGjBns2bMHv98PQHl5OVVVVQQCAfr7+/F4POTm5mKz2ejv76exsRGIxzkzMzOJRqMUFRWh1+vJycnBZDLhdDqx2WxYLBaZPT0a031dE/ub/cXvYLBMrlFENBjg+P3f1a6xKdAsXA0NDY23EDWvwq3s9/uJRqPk5ubS1dWF3++nuLiYjo4OhoeHmTVrFnV1dTQ1NVFTU4OiKBw8eJCWlhYpzGLyT3d3t3we3VvlQD6fj0gkIsU2IyMDvV5Penr6iIlBZwKtl/L0otXhamhoaLyFTqeTwwqi0ahsgBEKhWRThUgkQl5eHoqi4PP5WLBgAQaDgd7eXgYHB+O9lBcsIDMzE71eTzQaJRAIoNPpyMvLo6amhpkzZ+LxeBIsW5EkJRKlrFarbHih8e5Aeyc1NDQ0VIi4aSQSkQMExAADu92O1+vFYDBQUFBAd3c3LpeLefPm0dbWhsvlku7isrIyaalGo1H8fj8ulwuv1wtAWloa+fn5hMNhLBYLDocDo9FIWlqabHwxXu3qKUdh8lnKmoE7KprgamhoaCRhNpuJRqMoiiJbL4oYbiQSkQJcUlJCe3s7AwMDOJ1OKisr6e7upqOjg4GBAQYGBkbs22q1UlxcTCgUIhwOk5aWRnp6eoJL2WKxYDKZTn9nqWS0ebjTiia4GhoaGknodDosFguBQIBYLCZn4wo3sxjXFwqFqKqqorOzE7/fT3d3Nzqdjnnz5knLNhwOE41GMZvNKIqC1+uViVk5OTlygILT6ZT9lEXXqTONFsOdXjTB1dDQ0EiBcOkGg0FisZjMAo5Go3KwgMvlYmhoiMzMTPLy8ujr68Pn8+F2u0fsLxAIyN+zsrKwWCxEo1EMBoOsHRVia7Vaz465t5qFO61ogquhoaExCkajEUVRCIVCRKPRBNHV6/UUFhbS19cnXc5ZWVkUFhYSDAYJBAJEIhHpmrbb7ZhMJqLRqLxf1NsCstmF6Kt8VnAaOk29l9AEV0NDQ2MMhOgK17DD4ZDu5FAoRE5ODtFolIGBAXkfxHv3ioxniE8jEq5ks9lMRkaGbNAvYrhms1nLSn4Xo72zGhoaGmMgSoV0Op1s/SgaUgwNDREOh4F4E369Xk8wGGR4eFgKr8BqtcruUbFYDEVRMBgMpKWlydaSZ0PcVo0Ww51eNMHV0NDQmAAiazgQCEjLNCsri2AwiN/vJxKJAHGBzsjIkMMGFEWRAgtxS1edHAXx0XVnpWWrxXCnlbPwHdbQ0NA4OxGj80RMNxqNYjQayczMlG0hRT9mIcBqxEB5kRAl6nzPmphtEpqFO71ogquhoaExCUQWcTQalS7maDQqxTMtLQ2A5Db1yX9bLJYzMlR+UsSYgoV7So7kXYEmuBoaGhpTwGAwYLVaZUKVsGhjsdEVR9TXnvVCK9A6TU0rmuBqaGhoTBGdTiebZIjGFuqYrfi/TqeTDS403rtogquhoaExDQhhBWTC1DueKcRwtaSp0dEEV0NDQ0MjNVqW8rSiCa6GhoaGRmo0wZ1WNMHV0NDQ0EiJEovfJvsYjdRogquhoaGhkZqoAvpJWqxRzcIdjbOz2lpDQ0NDQ+NdhmbhamhoaGikROs0Nb1ogquhoaGhkRotaWpa0QRXQ0NDQyM1muBOK5rgamhoaGikRFGmkKWs6e2oaElTGhoaGhoapwHNwtXQ0NDQSI3mUp5WNMHV0NDQ0EiNJrjTiia4GhoaGhop0cqCphcthquhoaGhkZrYFG9T4L777qOyshKr1cqyZct45ZVXxtx+27ZtLFu2DKvVSlVVFQ888MCIbR5//HHmzZuHxWJh3rx5PPHEE1M7uGlCE1wNDQ0NjZQIC3eyt8ny2GOPcdttt/Gtb32LvXv3snbtWq644gpaWlpSbt/Y2MiVV17J2rVr2bt3L9/85jf5yle+wuOPPy632bFjBzfccAM33ngj+/fv58Ybb+T666/njTfemPL5OFl0ivLeSuL2eDw4nU4GBwdxOBxn+nA0NDQ0Tprpvq6J/ZWt/jJ6o2VSj41FgrTu+MWkjmXlypUsXbqU+++/X943d+5crrnmGu6+++4R23/jG9/g6aef5ujRo/K+W265hf3797Njxw4AbrjhBjweD88//7zc5vLLLycrK4tHH310Uq9punjPxXDF+sLj8ZzhI9HQ0NCYHsT1bLrtp1g4OOkkqFg0lHBMAovFgsUyUrxDoRC7d+/mP//zPxPuX79+Pa+99lrK59ixYwfr169PuO+yyy7jwQcfJBwOYzKZ2LFjB1/96ldHbLNhw4ZJvZ7p5D0nuENDQwCUlZWd4SPR0NDQmF6GhoZwOp0nvR+z2UxhYSHtu34zpcfb7fYR19jvfOc73HXXXSO27evrIxqNUlBQkHB/QUEBXV1dKfff1dWVcvtIJEJfXx9FRUWjbjPaPk8H7znBLS4uprW1lYyMDHQ63Wl9bo/HQ1lZGa2tre8Kd7b2es5e3k2vBbTXMx6KojA0NERxcfE0HB1YrVYaGxsJhUJTPp7k62sq61ZN8vap9jHe9sn3T3afp5r3nODq9XpKS0vP6DE4HI53xUVDoL2es5d302sB7fWMxXRYtmqsVitWq3Va95mK3NxcDAbDCMuzp6dnhIUqKCwsTLm90WgkJydnzG1G2+fpQMtS1tDQ0NA4Y5jNZpYtW8bmzZsT7t+8eTNr1qxJ+ZjVq1eP2H7Tpk0sX74ck8k05jaj7fN08J6zcDU0NDQ0zi5uv/12brzxRpYvX87q1av5zW9+Q0tLC7fccgsAd9xxB+3t7fzhD38A4hnJv/zlL7n99tv5/Oc/z44dO3jwwQcTso//4z/+g3Xr1vGjH/2Iq6++mqeeeooXX3yR7du3n5HXCICicdoIBALKd77zHSUQCJzpQ5kWtNdz9vJuei2Kor2e9wK/+tWvlIqKCsVsNitLly5Vtm3bJv930003KRdccEHC9lu3blXOOeccxWw2KzNmzFDuv//+Efv829/+ptTU1Cgmk0mZM2eO8vjjj5/qlzEm77k6XA0NDQ0NjTOBFsPV0NDQ0NA4DWiCq6GhoaGhcRrQBFdDQ0NDQ+M0oAmuhoaGhobGaUAT3FPM97//fdasWUNaWhqZmZkTesynP/1pdDpdwm3VqlWn9kAnyFRej6Io3HXXXRQXF2Oz2bjwwgs5fPjwqT3QCeByubjxxhtxOp04nU5uvPFG3G73mI85m96bUzHO7EwymdezdevWEe+DTqfj2LFjp/GIU/Pyyy/zgQ98gOLiYnQ6HU8++eS4jznb3xuN6UET3FNMKBTiIx/5CF/84hcn9bjLL7+czs5OeXvuuedO0RFOjqm8nh//+Mfce++9/PKXv+TNN9+ksLCQSy+9VPa1PlN8/OMfZ9++fbzwwgu88MIL7Nu3jxtvvHHcx50N782pGGd2Jpns6xHU1tYmvBezZs06TUc8OsPDwyxevJhf/vKXE9r+bH9vNKaRM1qU9B7i4YcfVpxO54S2vemmm5Srr776lB7PyTLR1xOLxZTCwkLlhz/8obzv/2/v/kKa/L84gL+XDaOSFdnakqyInBcV6cXaIEqywrCIgqgQ3UWsBi36I8SiwHVVQrZYEBVZCEld1LwQ8UJw1UVTMwYZUgqZepEmYiZYEXF+F+F+qcva3D7P4vt+wS722Wd7zuEoZ4/u2fn69asYDAa5efNmEiOcWWdnpwCQlpaWyFooFBIA8ubNm98+L1VqY7VaxeVyTVrLzc0Vj8cTdf/Zs2clNzd30tqxY8fEZrMlLcZYxJpPMBgUADIyMqIguvgBkLq6uhn3pHptKHF4hpuinjx5AqPRiJycHDidTnz8+FHrkOLS09ODgYGBSaO00tPTsXXr1t+O3lIhFArBYDBg06ZNkTWbzQaDwfDHuLSuzcQ4s6njyeIZZ9be3o7v378nLda/EU8+E/Ly8mA2m1FYWIhgMJjMMJMmlWtDicWGm4J27dqF2tpaNDc3o6qqCi9evMC2bdvw7ds3rUOL2cSXh6famKyBgQEYjcZp60ajcca4UqE2yRhnpqV48jGbzbh9+zYeP36MQCAAi8WCwsJCPHv2TEXICZXKtaHEYsONg9frjfqBjV9v7e3tcb/+wYMHUVxcjHXr1mHPnj1obGxEV1cXGhoaEpjF/yU7H0DdmKxYcol2/D/Fpbo2M0nGODMtxZKPxWKB0+lEfn4+7HY7bty4geLiYly5ckVFqAmX6rWhxODwgji43W4cOnRoxj2rVq1K2PHMZjNWrlyJ7u7uhL3mr5KZj8lkAvDzXbzZbI6sJ2tM1t/m8urVKwwODk57bGhoKKa4kl2baJI1zkwr8eQTjc1mw/379xMdXtKlcm0osdhw45CZmYnMzExlxxseHkZ/f/+khpVIycxn9erVMJlMaGpqQl5eHoCf/7N7+vQpKisrE368v83FbrdjdHQUbW1tsFqtAIDW1laMjo7GNL4r2bWJ5tdxZvv27YusNzU1Ye/evVGfY7fbUV9fP2lt6jgzrcSTTzThcFhpHRIllWtDCablJ7b+C3p7eyUcDsvFixdl4cKFEg6HJRwOy9jYWGSPxWKRQCAgIiJjY2NSXl4uz58/l56eHgkGg2K32yUrK0s+f/6sVRoRseYjInL58mUxGAwSCASko6NDDh8+LGazWfN8ioqKZMOGDRIKhSQUCsn69etl9+7dk/akam0ePnwoer1eqqurpbOzU06dOiULFiyQ9+/fi4iIx+OR0tLSyP53797J/Pnz5fTp09LZ2SnV1dWi1+vl0aNHSuP+nVjz8fl8UldXJ11dXfL69WvxeDwCQPNpMCI/f04mfi8AyNWrVyUcDktvb6+I/Hu1ocRhw00yh8MhAKbdgsFgZA8AuXfvnoiIjI+Py86dO2Xp0qWi1+slOztbHA6H9PX1aZPAFLHmI/Lz0qCKigoxmUySnp4uW7ZskY6ODvXBTzE8PCwlJSWSkZEhGRkZUlJSMu0yk1SuTTLGmWkplnwqKytlzZo1Mm/ePFm8eLFs3rxZGhoaNIh6uolLlqbeHA6HiPybtaHE4Hg+IiIiBfgpZSIiIgXYcImIiBRgwyUiIlKADZeIiEgBNlwiIiIF2HCJiIgUYMMlIiJSgA2XiIhIATZcIiIiBdhwiYiIFGDDJSIiUoANlyhOBQUFcLvdcLvdWLRoEZYsWYILFy4g2teTiwi2b9+OoqKiyOOfPn1CdnY2zp8/rzp0ItIAGy7RLNTU1GDu3LlobW2F3++Hz+fDnTt3pu3T6XSoqalBW1sb/H4/AMDlcmHZsmXwer2KoyYiLXAAPdEsrFixAj6fDzqdDhaLBR0dHfD5fHA6ndP2ZmVl4datWygtLcXg4CDq6+sRDoc5ZJzoP4JnuESzYLPZoNPpIvftdju6u7vx48ePqPsPHDiA/fv349KlS6iqqkJOTo6qUIlIY2y4RAqNj4/j5cuXSEtLQ3d3t9bhEJFCbLhEs9DS0jLt/tq1a5GWlhZ1f3l5OebMmYPGxkb4/X40NzerCJOIUgAbLtEs9Pf348yZM3j79i0ePHiA69ev4+TJkwCAc+fOoaysLLK3oaEBd+/eRW1tLXbs2AGPxwOHw4GRkRGtwicihdhwiWahrKwMX758gdVqxfHjx3HixAkcPXoUAPDhwwf09fUBAIaGhnDkyBF4vV7k5+cDACoqKrB8+XK4XC7N4icidXQS7aJBIvqjgoICbNy4EdeuXdM6FCL6B/AMl4iISAE2XCIiIgX4J2UiIiIFeIZLRESkABsuERGRAmy4RERECrDhEhERKcCGS0REpAAbLhERkQJsuERERAqw4RIRESnwP4aHzf9zkYXLAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(figsize=(5,4),dpi=100)\n", "# ploy MB isolines\n", "plot_isolines_2D(muller_brown_potential_three_states,mode='contour',levels=np.linspace(0,24,12),ax=ax)\n", "# plot points colored according to labels\n", "df.plot.scatter('p.x','p.y',c='labels',s=1,cmap='fessa',ax=ax)\n", "# draw state labels\n", "for i in range(n_states):\n", " df_g = df.groupby('labels').mean()\n", " ax.text(x = df_g['p.x'].values[i]-0.075, \n", " y = df_g['p.y'].values[i]-0.075,\n", " s = str(i), size=20, color='white')\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Model\n", "Here we use as target a series of three consecutive Gaussians on a single CV dimension" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "n_cvs = 1\n", "target_centers = [-14,0,14]\n", "target_sigmas = [0.2, 0.2, 0.2]\n", "nn_layers = [2,24,12,1]\n", "# MODEL\n", "model = DeepTDA(n_states=n_states, n_cvs=1,target_centers=target_centers, target_sigmas=target_sigmas, layers=nn_layers)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We initialize the `lightining.Trainer` and `Fit` the model." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "GPU available: True (cuda), used: True\n", "TPU available: False, using: 0 TPU cores\n", "IPU available: False, using: 0 IPUs\n", "HPU available: False, using: 0 HPUs\n", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n", "\n", " | Name | Type | Params | In sizes | Out sizes\n", "-----------------------------------------------------------------\n", "0 | loss_fn | TDALoss | 0 | ? | ? \n", "1 | norm_in | Normalization | 0 | [2] | [2] \n", "2 | nn | FeedForward | 385 | [2] | [1] \n", "-----------------------------------------------------------------\n", "385 Trainable params\n", "0 Non-trainable params\n", "385 Total params\n", "0.002 Total estimated model params size (MB)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " " ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/etrizio@iit.local/Bin/miniconda3/envs/mlcvs_test/lib/python3.10/site-packages/lightning/pytorch/loops/fit_loop.py:280: PossibleUserWarning: The number of training batches (1) is smaller than the logging interval Trainer(log_every_n_steps=50). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.\n", " rank_zero_warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 599: 100%|██████████| 1/1 [00:00<00:00, 26.48it/s, v_num=90]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "`Trainer.fit` stopped: `max_epochs=600` reached.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 599: 100%|██████████| 1/1 [00:00<00:00, 25.13it/s, v_num=90]\n" ] } ], "source": [ "from lightning.pytorch.callbacks.early_stopping import EarlyStopping\n", "from mlcolvar.utils.trainer import MetricsCallback\n", "\n", "# define callbacks\n", "metrics = MetricsCallback()\n", "early_stopping = EarlyStopping(monitor=\"train_loss\", mode='min', min_delta=1e-2, patience=20)\n", "\n", "# define trainer\n", "trainer = lightning.Trainer(callbacks=[metrics, early_stopping],\n", " max_epochs=600, logger=None, enable_checkpointing=False)\n", "\n", "# fit\n", "trainer.fit( model, datamodule )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Learning curve" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plot_metrics(metrics.metrics, \n", " keys=['train_loss_epoch','valid_loss'],\n", " #linestyles=['-.','-'], colors=['fessa1','fessa5'],\n", " yscale='linear')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Analysis of the CV" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Here the isolines of a single CVs should be able to follow the free energy ladscape across all the three states" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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qWq6vmUyFL5BdHkkl2dzTycbudrb0dWbnzLxejaDNRbk7QKnLb0YsKk78NgeSIGIYBjoGUTXFYCLCQCJKV2yMhtAAqmGGIrtkhcXFE3nvxNnkOjwArOw6xEP71qEaOt9e8i5mFVQwkojy5RV/pPdtCOO3hOzckoim+N5Vv2RsbOy0c7sO3yN3fmzpKeWZhVMqMx9ec0bGcq44rTmzsTHzBxcMBt9wm/Xr13PNNdeMW3bttdfy4IMPkk6nUU4ib+dCxBKys4vHZuM9U2byvqmzCDicAIwl4jx5cDdP7N/NUPyIFVYTCPLu2nouq6jBJpl/+gk1zYbudla0NbG1rws1kwdT6vaytKiCWYX5TPLl41FOvhJCQkuzf7SPHcPdbBho5eWO/aztaeT9tfO5rrKey0onMcGfz/e3PM931z3Df1z+PiYECvju0nfz5RV/JJQ6e3NolpBZXGycspgZhsHdd9/N0qVLmTZt2htu19vbS2Fh4bhlhYWFqKrK4OAgxcXFx+yTTCZJJpPZ96FQ6FSHeU6xhOzs4bHZuX3qLN5XPwtPpsRZZ2iUP+7ZzvON+0lqanbbuUWlvLduBrMLS7LLGkeGeK75AK+1NRHLVOqY4MthUVEZC4vKKHJ5xh1P1XV64yE6Y6MMJqKMpRKMpeOkdR1BABEBn+Ig3+Eh3+Fhoi+PgM3J7NwyZueWcUtFPU+172FdfysP7V/Hmp5Gvjz7Kso8Ofzrwlv45oan+NaaJ/nx8jso9ebw1QXX8c01T5yVa2cJmcXFyCmL2ec//3l27drFmjVr3nLb15drOezZfKMyLvfeey/f+c53TnVo5wWWkJ0dPDYbt0+dPU7EmkYG+c3OLbzW2oB2lNd8UUkFH5w6i0nBfMCcB1vd2cqTh/ZwYHgAAL/Nzruq61heVk2J+0iNvJSm0hAeZP9oHwfG+uiIjmZdhieCAJS7A8zIKeGyoonk2t18vHYh15bU8auGjTSM9vPP657kmwtupMyTw7cW3MS3NjzNt9Y8yf1X3cncoiqWlE5kbVfjWx7rZLCEzOJi5ZTE7Atf+AJPP/00q1atoqys7E23LSoqore3d9yy/v5+ZFkmNzf3uPvcc8892SQ8MC2z8vLyUxnqOcESsjOPTZK4bcpMPjRjHr7MvGnTyCAPbd/IqramcWEZC4rL+ci0uUzMMf++Emqa55oO8kTDHgYywR91gVxurJrE/IISpEzZnYSqsnWgm11jHewe6SGpm9adJAgU2jwUOzwU2jx4ZRsuyYZLUjAwSOkaCV1lLJ2gKxGmMxFiIBWlPTpKe3SUF7sPckXRRG4sm0qpO8A906/kkaYtrB9o5bubn+O7C2+h2O3ny7Ov5tubnuGxg1v44NRFfGrmZWzpbR1nZZ4OlpBZXMyclJgZhsEXvvAFnnjiCV577TWqq6vfcp9LLrmEZ555Ztyyl156iXnz5r3hfNmp9tA5H7CE7MwiANdOnMwn51xCYcZyah0d5sHtG1jZ2jhOxKbmFvCJGfOpzy8CIJZO8Uzjfh4/tIexZAIBWFhYyi3VddQGjjxIHRgZZEVnC+t6O0hqGj6vRoXTT607l1p3LhVOP7Jwcv2mRtMJ1o90sGG0k5iW5sXug6zpb+GTtYuYESzhk5MWkWNz8lzXfr67+a/8YMl7mBws4l3VM3ns4GaurJxCodvPeybN5dH9G0/zKl68WEJmcZiTErPPfe5z/P73v+epp57C6/VmLS6/34/TaU6+33PPPXR1dfHII48AZuTi/fffz913382nPvUp1q9fz4MPPsijjz56hk/l3GMJ2ZllTnEZn5u/jEm5ppuwNxLiwe0beKnpIPpR7sRCl4dPzlzAsnLz4SqpqjzduI8/HdhFOJVEAC4pKuO2CVOpyEQ6pjSN1d1tPNfWQEfEnJOt9vhYXFTADG8hfmV81GxMS9OdCNObjDCmJoiqaeK6OddmFyXsokyezUWZw0epw0dAcXB9QS1X5dWwZayb5/sbiKopfrp/FbdWTOem8npuq5pJXEuzoreRB/eu5Qszl/OeCbPNKMfda/inRTdyy8TZPH5o62lbZxejVWYJmcXRnJSYPfDAA4BZyuRoHnroIT72sY8B0NPTQ3t7e3ZddXU1zz33HF/60pf47//+b0pKSvjpT3960eWYWUJ25ij3Bfjs/KUsragBIJxM8ttdm/nz/p2Zwr4mDlnmjskzua1uGjZJRtN1Xmpt4Ld7tzEUNwv5zs0v5gOTpmdFLJpO8UJbI8+3NxJKJXFJMlcWlnNpYRmFDlf2s2NamoboEI3RYRqiQwylTzyyUBIEZnqLWJZbSZnDxyU55Uzx5PNo926aYyM80b6btK7x7soZvL96Nq2RYVZ1N3B1+RQmB4u4s24h/737NXoioxR7AlxdVc+zTTtP+XpaQmbxTuC08szeLs73PDNLyM4MLsXGx2bO5331s5BFCVXXeerAbh7asZGxZGLctktKq/jM7IXkZ6IOt/d188sdG2gZGwFggj+HD9fNZGom+COSTvFcawPPtTUQU9Pk251cXVzJorwibKIEQFJX2RvuZ0eol0ORIbSjnJgeUSEo2cmR7NgECQkBWRCI6xqjWpJRPcWIljwmqXqCK4fbiqeSb3OjGwbP9B1kzYj5sPf3dUuYl1fOYCLKN7c/R5knh3sXvxtREPindU8wJa+Ez86+gu7IKJ984dTq3FlCdv5i5ZmdWazajKeJJWRnhiuqa/nCgmXkZcRpfUcL929eQ3tGnA5T7PbyuTmLmVdsBh71RsL8cudG1nW1AWZ04p11M7i8tAow3Yl/bTvEU80HialpSpxuPlA5ibnBwmyV/O5EmPUjHWwP9ZDUzfMtkp1UKF4qFC+lsht7RvDejISucjA1yr7kCB1pU0SaYiP8pHkD7yqqY0GgjHcVTUYzdNaPdvJQ40aqPEHyHG6uLZ3MMx17Wd3dwGWlk7ipajo/37OKj09fRoknQI0/n+axgZO6ppaQWbyTsMTsNLCE7PQp9fq5+5LLWVBaCZi5Yj/duIr1na3jthMFgfdMmsaH6+dgl2VSmsZjB3bxxwOm61EUBK6tmMAdE6fhygQWrexq5Q8NexhKxMmzO3l/xSQW5BVlP3P36CCrR1toiZuCWSS7mOLMYbItgFca34lYNwxG9SQjWpK4rqGhoxkGblEmINkJiHYcosxMRx4zHXmMaElejnTSkg6RMjQe69nHaDrJNfkTuKVoMt3JMG3xMf7ctoPP1C3h+tIprO5r5rnWPVxWOokFhVX8au8atvW1sbh0IpeUTjgpMbsYhczC4s2wxOwUsYTs9FBEiTtnzOVD0+dhl2WSqspvd2/h97u3jpsXA6jy53D3/GXZfLHtfV38bOs6ug8HbvgCfLp+HjWZ4sBNY8M8uG87jWPDuGWZOyoncWl+aTYEf8tQH893txKSx7AJIrMcecxx5JEnO7PHTOoaHekI7ekw7ekIg1riTesyCkC54mGqPYdJtgA5kp33+SewKzHE3yIdaBj8bbCJQrubmb4iPlw6kx81r2PzYAdXFg9Q68vn5vJ6ftO0hfbwMBXeIJcU17Chu4nFpRNZVDyB3+3bcELX9mIVMssqe2v8lU58jpOvqiQm3rpH3/mOJWangCVkp8fsojK+sng5FRnx2dTVxn9ueI3O0Ph6hKIg8N666Xy4fg6KJBFOJfnljo38rbUBAJsocUdtPTdWTUIUBCKpFL9v2M0rHc0ICFxWUMYtZTW4ZfPHvXd0iCc7G+mIRSj2Cyx3ljLDnpt1IaYMjaZUiP3JEVpSoXFzZm+FAbSnI7SnI7xCF0vdxcx15DPDkUue5OCxUBNJQ+NP3XsptnspsLu5Kq+GZ/oP8UT7br427QoW5FXwaPM2Vnc3cmfdAubkV/CLvasBmJBTgFuxE00n33QclpBZvFOxxOwksYTs1PHY7Hxu/lJumlQPwFAsyk83reLVloZjti3x+PjKgkuZmmeWQtvQ1cZPt65lOGFGFU4K5PK56fMpzuSere1p5+H9OxhLJan2+LizajJlLnNdZyzMY20NHAyP4JMU3l1UzAxHbjZ3bFhNsC0xwJ7kMKlMlQ/JgAJDIU9XCBoyTkPEgYjDENEwSAkGKXRGBJVuMUWfmEYVTPFLo7Mi2kVzKsQt3ipKFDe3eKv4c6iJlKHxVN8BPlUxl8XBCtaPdHJorJ/hZIyg3cW0nGJ2DXZyZ90C6nNLCKcSdEdGKfEEmBQsZHtfO2+EJWQXFhfreZ0rLDE7CS52ITubLKuo4cuXLCfXZbZZeWL/Ln65bd24bs6Hub6mjk/PWohDVoimUvx8x4asNSYLInfU1nNzdR2iIDCUiPHLvVvZPtCLQ5R4f2UdlxaUmpaamuaZziZW93djEwWuySniEn9eVsQ60xHWx/poSZvuSochUqs7qdDsFBgKIscvtwbgzBht+YaNSboLDYMOMckWOUwyI2pt6TB/HGvkg4Faqm0+LnOV8Fqsm0PRIQ5EBpnsyeOKvGr+1LOXzYPtXFs6mQV5Ffzq0AbCqQRem4OJ/gIODPVQ4gkwJVjypmJ2MXKx3vBr/X3ELs5nj3OGJWYnyDtByM6GVeax2fnSosu4ZsJkwKze8R9rX2F3f88x2/psdv5h/jIWZ4JBtvd18+PNq7IlqErdXv7fzEVUZdq2vNbVysP7dxBT00z1B/lw9RRybGbqxtqBbh7vaCCuqsz35XJFoBBXplJ+RzrM2lgv7ekIggGluo1JmpNiw4ZwlIBF0RgS0wwJKhFBIy7oJNEREbAj4DBECnSFYt2OF4kq3UFhSmGDHKZbMkW6X4vz13Ab7/bVMM9ZwJ7kMINagpcHm5jsyWO6t5DHe/ezdaiDa0snMzVQiI7B/pFeFhRWMTGQT8NIH1dUTqHan/eG1/litMouRiGr9fed6yFctFhidgJYQnZqLCqr5B+XXEmey4Om6zy6ZxsP7dh4TIAHwIz8Ir628HLyXG5SmsbDu7fwxKE92VmrK8uq+diUWdglmVAqyc/3bGFLfzd2UeKDVXVcWmCG6vcnYvyu5QAHwyOU213cUlBNkd0M7BhU46yMdtOUDiEbAlM0F3WaEzdHwu4HhTTtYpIOKUFEeOvCwm1SEowIuYbMItVHwJBZrgY4qMfYKkcwBGhIjXEgOcJkew5XuMv4U6iR9vgYo+kEAcXBRFeQhsgwaV3DqzgocHhoDw+xoLCKCk+QLYOmNVbqPbb7NVhCdqFgCdnZxRKzt8ASspPHrdj4woJl3JiZG2sbHeb7a15m30DvMduKgsAHpszig1NnIYki7aFR/n3DCppHhwFwyjKfqZ/HJcVmoeldg33cv3sTo8kE1R4fd9XUU5Cp3PFKbztPdjYhAbfkljLfZ9ZfjOsqq2Pd7EwMIRkC9ZqLyZoLB6a7MYlOkxSnQUoQEU7hWggwJKi8oAwzU/OYIqm70DXYJptCszLazUSbnyqbl2rFS0s6zL5wP4uDFUzzFnAgOkhrZJhaXz4TvHm0h810gXJvDk+1mNU/ij0BBBgXlmIJ2YWBJWRnH0vM3gRLyE6eOcVl3LP0Koo8PnTD4LG9O/jltnXHtcb8dgf/uPBy5hSVAvBC80Ee2L4hW4ewyhvg7lmXUOT2oOo6jx7azbOthwC4vriKm8qqkQSRoWScR5r3czA8wiSnl3flleHLRDDuSgyxMtpNQlep1Z1MV91ZEQsJKnulGG1iAi3jXRR1A3/CfLnS5suRiVrWBfMVsQsMOwWGXSIJ5YhbUhNM8RoS0ixV/UzRXLSLCQZFlTE9xY7EIPOcBdTbg6aYRQZZHKxggttsbtuSEbMKd4D1g2YSeInLT18shG4Y2CWZgN3FSNIs1WUJ2YWBJWRvD5aYvYM5k0JmkyQ+PXcxt9fPBqArNMb3Vr903LkxgEnBPL65+EryXR4SapqfblnLq+1N2fVXllVz15TZ2CSJgXiU/9yxgcaxYQKKnY9NmMpknykAm4Z6+X3rATAMbssrZ1bGFTeYSvJirI0uNUqpZmO2FsRvmH/uY4LKHilKm5jEEEDSDYrCBvlRnUDCQHqjiPzMckfMIC9mwJDOqEPgUJ5EzHZE1NqkJMV6nAm6k/mqlxeUEQwBDiZHmecsoNrmQwA6E2YqQp7NhV2UGIib4pRrdzOcESyPzYEoCIRTCfx2Jz67k5FkzBKyCwRLyN4+LDF7Ay52q+xMCtnEYB7fvuw6qgKmwDx5YBf/s3ktcfX4iZjX1dTx2dmXYJMkOkOjfHfdq7SFTLeaIop8YuocrigzK+Bv7e/m/t2biKbTTPbl8IkJ0/AqNhKayh/aDrJhsJdKh5v35pcTkG3ohsG6sUE2qV3YDIFLVT/lutlOKIHOLjlCo5jAEMCb0CkJ6RRExwtYUoJhp0DUJhCzCSRkAUMAwQBZNwgkDHJipvUWSBjM61RpCYp0+EXIlMjaLkcoS9kJGgq1upNDUpxuNUpcV3GKMiWymy41ylg6gV9xUGT3MJQ0A11yHW6i6SSqriGLEn6bk7FkDL/did/utITsAsESsrcXS8yOgyVkJ85tU2bw2fnLsEkSQ7Eo/772ZTZ0th13W0kQ+MzsS7h54hQA1na28qNNq4hlRC9od/KV2YuZGAiiGwaPHtrN0y0HAdOteHNZDaIg0B4N86um3Qwm4lwZKOTSQIEZpp9O8peBDjqTMeY6HczU3CiIZnSgFGOPFEPFtL4qR3Vy4kcULKZAr1dk0CUSU8iK0rEIhBzQHgB72mDSoEZu3GDCsI5dhca8TNFiwWCnHGWB6mWq6uKQGMcQzHD9yfYcyhUPXWqU3mQEv+KgwOamN2VaYzk2JwYQSiUIOtz4bA4iKTNZuswPfRfZfd8SMoszgSVmr8MSshPDZ3fwT0uvYlmmTcua9mb+fc3Lx1S3P4zf7uDrl1zBjIJidMPg//Zs5Y/7j7Q1qfUH+eqcJQTsDsKpJD/ZuYHdQ/04RIm7JtQzM8csZbWmv4s/th3CIYrcVTyBKoeZt7Y1PMxzQ904DHi33UuBZtZW7BdSbJLDjIkavoROzbApZgA60O8R6PaJhOzCmwjY8UkqAruLJEpCOrVDOmUhnRGnwJDbnJNrEuPMwo0biXxDYUBI06/GmWzPISiZKQRh1RQpj2wjnnE72jMpBOlM0WNFlEhlul7LJ1Dw+ELCEjKLM4UlZkdhCdmJMaOwhG9ddi2Fbi8pTeN/Nq/hL0cJ0+up9gf5l6VXUej2Ek2n+I8Nr7GxpyO7fllJBZ+ZNg9FlGgLj/If29YyEI9R4HDy97UzKXa6Sesaj7YeZN1gDzUOD+8rqMAjySR0jacGO9kTHWOqaGex4kY2BNLobMu4FB2qwdQBjYJoRsQE6PGKtPtFkkcFcGAYyEkNRzSFLa5yeJLMEATiPjsJj+1YwRMEuv0SDhUqxnQmDWpsdgiokoAuQLeYokp3UKzbGBDTDGum2Acl0/UZ0Uyr1CPZsoLlkBQEjoiZ2Q7nyP8vFiwhsziTWGKWwRKyt0YUBO6cPpePz16ELIq0j43w7deep3F48A33WVRSwT8uvBynotAVHuM7a1+mPTSaXX/HxHpumzgVgE19Xfxs10aSmsYUX5BPTpyGW1YYTib4eeMu2qNhLvXnc2VOEaIg0JOM84f+NqJqmutkL1WiaY31Cik2KCFiaFSO6lSO6IiY0tTrFWjJkUjJpigJmo57JIF3KIZrNIGsvnFuWdomEcl1MlLsJe0cX8y1NUckN6bjTkNpSKctxxSdnoyYFejm9sOaaYnlZMQsppnJ1S5JIaUf+Y4O93MDkAQRSUxn/38xYAmZxZnGEjMsITsRgk4X31h2DfNLKwB4oXE/P17/2hsGeQDcVjeNT8xYgCgIbO/r4nvrXiWSNm/esiDy2enzWVpift4TTfv5Q4OZJH1pQSl3VE5CEkSawqP8onE3cTXN7fkVTPcEANOt+OxQF/lI3KD48QgSGgbbpQgHpTj+hM68QQ13ZnjDToGmoETUboqYI5wk0BPGOxRH1I/MnRkCJF0KSZeCkbHCJFXHPZpASWnk9ETw9UfpnpxHLHCkyr4uCrQHJKYMaBSFddoCZjDImGBaW17DFLeEYX4XtowoHTm0ME6oNF1HzlT59zojSJmxaMZbJ3JbvP1YQnbueceLmSVkb828knK+sewacl1u4uk0P96wghcaD7zh9pIg8Pm5S7i+pg6Avzbt53+2rUfLNDV3Kwpfnb2EqcF8VF3nl3u38lpXKwLw3oparioyBW7DYA+/bdmPW5L5VPFEiu1ONMPg2aEutoSHmS06mC+5EAWBkKCyRg4xRpqJmfkrgJQEjbkS/W5TDDyDMYLdIZzhIzUhU3aJSJ6LcNBF0mPDEI+dOxN0A9dogtzOMZzhFGV7B+ivyWG02JvdZsAtUDsIThX8CYMxp5BNwnYhIRmQNo5YW6+v/ShlBc5Ax8h2wFZ1Demo/1/oXGxWmSVk5wfvaDGzhOzNEQWBj85cwMdmmdZV08gg317xPG2v6/58NE5Z4RuLr2BuURmarvO/OzfxZMPe7Ppch5Ovz7uUMo+PWDrND7evY89wP4og8okJ9cwKFgDwVEcTz/e0UmZ3cWdhJR5JIaKlebSvjZ5knGtlL9UZt2KzGGezHMGZ0pjXr+HKWGPdXoHmoIQqCTjHEuS3juKMmCJmCBDKczFa7D3+XNjrMESBaNBJLOCgsGkYf3+UwuYR0jaJaK5ZgUQXBQbcAsURg/yowZgTkhik0VEQcRkS0aMsK0UQjzqsgZIRrMPWl0M+LGAqiihn/n9hi5klZBcHq1at4r777mPr1q309PTwxBNPcOuttwKQTqf5xje+wXPPPUdzczN+v5+rrrqKf//3f6ekpOSsjekdK2aWkL05fruDb156LQvLzKK/Tx7Yzc82rTpuJY/DBB1O/nXZtUzMySWhpvn++hVsOirQo9zj45/nLSPX4WIwHuPeravpiIRwyzKfrZ3JBG+AtK7xcPM+tg73M83t5z155SiiSE8yzu/6WhE0jfcofnIybsXNcpgmMU75mE71sDk3lpTgYL7EsEtEiacpbRnBM2IGXuiiwHCJl9FiL5rt5IMpDFGgd2IQXRLI6YlQ2DJCc9CZFcMxp0hxRMOVzvgPBUhjoAAyAtJR1phm6DgyIhXXVdyyKc5RNUWhL4JbdmTeJ3DK5hxbXH3zfmbnM5aQXTxEo1FmzpzJXXfdxW233TZuXSwWY9u2bXzzm99k5syZjIyM8A//8A/ccsstbNmy5ayN6R0pZpaQvTn1+UV8Z/n1FLq9JNQ0P1y3gheb3titCFDu9fNvl15HodvDSCLOt1a/RMPIkcCQukAu/zh3KR7FRkd4jO9vXc1QIk7Q5uALdbModrqJqmkeOLSLxsgol/rzuTpYDMCBaIjHBtopROIqxY9dEImisVoZI2Skmd5r5noB9LvNihyaALntYwQ7xxAN0xIbLfQwVO4/VsQMAzGSQIgmQRIxJBHDLmO4Hcc/WUFgoCoH72AMJanhGYoTyTOts1gmLsSVOjIPd9gWEzGtscOoGLgkc4e4lsarZARLi+GQbFnXYlRN4FbMscTU46c+nO9YQnZxcf3113P99dcfd53f7+dvf/vbuGU/+9nPWLBgAe3t7VRUVJyVMb3jxMwSsjfn5kn1fGnR5SiSRPvYCN9c8RzNI0Nvus/kYD7fXXYtXrudzvAY31j1Ir3RcHb97Lwivjx7MTZJ4sDIID/YtoZoOk2xw83/mzyLgM3BcDLBzw7toDce5ebcUhZkigSvHRvgxeEe6kUHizPzY/1CitXKGLakxrw+Dbtm1kVszJXo8Qo4wynKG4awJczgi2jAQV9NzrgIRCGWROkYQu4bQxqJIqSPvW5qvo/k1FK0/GP/ZgxRYLTQQ15niEBf5CgxywSYaGadR10UMDIh/gJHxOzw3NlhMYtpKr6MYEW1BB7F/Lykliatq7hkM9gkmr7wxMwSsguHUCg07r3dbsdut5/2546NjSEIAoFA4LQ/6414R4mZJWRvjCJKfHHhpdw6eToAr7U2cu+al4mlj22eeTRzCkv51pIrccgK+4f6+fbqlwiljrjCFhWW8cWZC5FFka393fznjg2kdI1Kt5cvTJqFR7HRHYvw04M7iKgp3l9QyVS3H90weG6om03hIZZIbqZlkoybxDib5DCFYZ3aQQ0R0xraWyATUyCvbYxgVwgBUBWJ/poA4VyX6QbUdeTOYWwtA0gDoXHhF4YooHscYBgImo4QTyMPhJBXhlDzfSTmVKN7x1tqkVwXeZ0hHOEkGAYIAupRkfOiYVplcuZIKgZu0RSvqG5O7OUopkiNqQmmBc2/z9FUhBy7N/P/MA7JhiPjggylLqxSVpaQvb3kVLrxuZS33vB1SDHz77G8vHzc8m9/+9v8y7/8y2mNKZFI8E//9E988IMfxOc7e/fgd4yYWUL2xuQ63Xz3ihuYnqnO8att6/nNrrf2bV9aXs1XF1yGIkls7e3ku+teIaGq2fXLS6v49LR5iILA2p527t+1Cc0wmOQN8NlJM3FIMi2RMe4/tANN1/loUTVVDg+qofPn/g4Oxsa4JhPoYRgG2+UoB8QoE4d0SjPRigMugQMFElJCpWLfII7Mj3KswE1/dQ66LIKmo7T0YT/Ugxg7Is5qnpd0WRAt14vud4J4RImEWBL7gW6UlgHkgRCuNQeIXlGPYT9yo0i6FHQBJM1ASajH5J4JAAbYDreaEQwKM2IWzohZMCNmw6k4OTaze8BIOkyu3fx7HU6ECGSELZZOkNTeOBXifMMSsguPjo6OcYJzulZZOp3m/e9/P7qu8z//8z+nO7w35R0hZhe7kJ0OdbkF3HvlTeS7PYSTCb6z8kU2dh2/tuLRXFdTxxfnLkEUBFa2N3PfppXZJF+Aaysm8ImpcwB4paOZX+7digHU+3P5TO10FFHiwNgwDzTsQgY+XjSBYruThK7xu75WehMxbpJ9FIkKqmGwTgnRQ4IZvRo5CdNx15oj0hYQ8Q3EKGwaRtQNVFmkb2KQSK4LDAOlbQD77g7EhCkCul0mNaGIdGUehvuNf6iGy05iTjXJuhLcq/YjRpM4trcSX1R7ZCNRIOm24YyksEfTx4gZxvigjxQ6Psm0sCJ6Gpsg4clYXJJjgKDN7DgwkopQ4jXLdw0nQ+Q4TDEbu4CssotJyN4JInYYn893xqyndDrN7bffTktLC6+++upZtcrgHSBm7wQhO1Wr7IrqWv556dXYZZnmkSH++ZVn6QqPveV+76qt5+9nLwLgmcb9PLB9PbpxJODhxspaPjpllrm+5SC/ObgLgJmBPD41cTqyKLJzZID/bdyDS5T4WFE1+TYHYTXNI30tRFIp3pWJWEwYOqtsY4S1FLN7VdxpUAXYXyAx7BQobBom0GdWm4/67fRMykOzSYgjURw7WpGHTAHQXTaSdSWkq/JBOvEqGobbTmxRLZ5X9iB3DSPEUxhOW3a9mgkmkTKVQ+Sjcpo1EXzGkQagmnCkjNWIlqTQbtaVjGgJUoZKocNsXzOQHGVWwSQA+hOj5Dn8AAzF3/q7OR+whMzisJA1NDSwYsUKcnNzz/oxL2oxs4Ts+AjAx2cv5GOzFgKwvqOF76x8kehbzI8B3DFlJndNnwfAnw/s4le7No9bf0t1HR+qmwGYVT0ebdgDwJycAj4xoR5JFNk61MeDzXvxSwp3FdWQo9gYVVM81NOMrqrcqvjwCBJhQ+M12yik0szp1bDpkJBgd5FMEo3y3YM4IykMYKjcz1C5D3QD+652bId6zK7MkkhySimp2qKTErGj0XPcqHle5MEwSusAqSml4y8mIGTE3Jb5OtKimQbg1cyfWDiTPJ0nmW7FQTVOscu0uAbSY3hkJ27ZiW4Y9CdGKHKZP/6+2BCTcqsA6I+/cX6fxZnHErI3JhKJ0NjYmH3f0tLCjh07CAaDlJSU8N73vpdt27bx7LPPomkavb1ml/lgMIjNZnujjz0tLloxs4Ts+Dhkma8vu4bLqyYC8Ojurfx867pxltUb8ZFpc/jgVNMV9tu92/jt3u3j1r+ruo47M0L2WONeHmvcB8DcYAEfn1CPJIhsHOzh/5r3kyMr3FVcg1+2MZhO8nBPM4quc7PixymIjBgqr9lHccZUpvZrSAaEbaaQibEUlQcGkNM6mizSXZdLLOBEHI7g3NyEFDYj/tJlQRIzK8dZUqdKuroAeTCMrWW8mB0ueSXoh8XM/DeVif4/XMbqiJiZQSSDWoLZXlOwBtNjFDnMXnDDqRCqoVPoNK203vgwS53mNR+Inf9idrFYZZaQvTlbtmxh+fLl2fd33303AB/96Ef5l3/5F55++mkAZs2aNW6/FStWcPnll5+VMV2UYmYJ2fEpcHu498qbmJRbQErT+OG6V3m+cf8J7fvRaXP5wNRZAPzvzo385eCecetvrpqUFbI/HNrD483m5x4tZOsGuvlNy35yFTt3FdXgkxX6Uwke6m3GrcMNsg+7INKvq6xyjBCIaEwe0BCAIafA3kIJz2CMwsYhRMMMwOiakk/aLmHb34V9XyeCAbpdITG3GrUkZ9wYjVSadHMPWt8I2mgEfdR0QcqlecjlBcjlBYiu48+jpUsCOAExlgRVg0x1jsMipmdKYB3OL0tkQvRzjupuHZTs2EWJtKEju4cotk0DoC89SqknD4Du+BCFzhwUUSappRhKhCh2m6LXGxs+oe/qXGEJ2TuHyy+/HONNHoDfbN3Z4qIUs4udUxGyKXmF3HvlTeS63IzEY3z91b+yu7/nhPa9a/o87pgyE4Cfb98wrjwVwI1VtXx4srn+jw1HhGxOzvGF7ONFNXhlhb5UnId6mvEZAtfLPmyCQLeeZrVjlKIxlYnD5gRUr0fgYJ5IsCtEXrs5bxQOOumZlAtpDdfqA8j9Zn5MuixIYnZVNurQMAzU5h5S+9tIN/eYQvQ6UkMhUruaQRJxXT0P29TKYy+CImNIIoKmI8bT6F5TzOSU+XmHE7E9GU9txGaKWW6mWv6QmKZENt2Kw0YYCYECJQBAd2qYeS6zYWlHrJ9yT6H5/4gpDsVuU+i6IgNv+j2dSywhszjXXHRidrFbZaciZFdWT+KepVdhl2Wahgf5p1eeoTcSfusdgU/MmM/7JpsW1wPb1/NUw75x66+rmMhHJ88CTNfiX5pMIZsZyDPnyASR9YM9/KZlP0HZlhWy3mSch3qbCWSETBEEOvUUa+wjlI/oVI2aQtbuF2kOCBQ2jRDoNwM9hkq9DFYGkAbDODc2IibSGJJIYnaVGeBBRsRaekis3Ys2MJodrxjwIFcXI+V4EP0e0HXUjn7SbX3oQyFiL2wCWcI2qeyYa6E7FaRIEiGRgkzO2WExOxwI4s5YZlGbgN0Q8GIuHxJUZipmwEe/EaLQloMkiES0OCEtRoXTrEnZHu9nQaHZEqcj2k+BKwdFkklqaQbP0zkzS8gszgcuKjGzhOxYPjR9Hp+etxiA1e3NfHfli2/atuVoPlw/Jytk929dx7NN412SV5RV8/HMHNpfmvZl58im+oN8cuJ0JFFkw2APjzTvIyDbuKv4jYWsXU/xYjrEtJhOxZgpZM1BkQ6vQOnBQTwjCQzIVqpXmvtxbG9FMAw0n5P4oonoPrNqhto7THzFDrSeTOUSm4x9eg3K5AqkggDC64oKKxNKcBgG8Ve2kdrVTGL9XpTa0mO2y+ahZVyLgqZnxSxtlxEMA29GzMI2gQLdnKsbFVTSgkF1JnqxXw9R4TLFqys5RJ7Nj0dxktZVeuJDVHnNMl7tkT7KvaaV1h0Z4O133Lw1lpBZnC9cNGJmCdl4ZFHky5cs56ZJ9QD8Yc82Htiy9oQCPQA+OHUWd9abQvU/29YfI2RLiyv4u/q5gBl+/8eM63GiN8BnJs5AEUW2DvfxSPN+fJLCxzPBHofnyPxHCVlbRshmptLZ1i0NuSI9boGyvQO4wkl0UaC7LpdowIFjeyu2JvPmky4LEp9XA7KEnkiRWLuH1M6mzEWQsM+eiH1eHaLzzZM/BUHAsXQ6qf3t6EMh1LY+lKqi8dskzYeAwy5MeyydqTQiotkk/Akd0TCDP+IKFKnmdr1iioBowyc40Q2dXmOMpXZzvqwt2U+NxxSvjlg/giBQ4TaFrjnUxfJyM3K0NXRiLuG3E0vILM4nLgoxs4RsPG7FxveuuJG5JeVous5PN63i8f27Tnj/OybP4CPTTKH6350bebpxvGtxXkEJn5s+H1EQeLG9MZtHVuX28flJM7FJErtGB/l1015cksRdxTUEZBuDqSQP9ZpzZDe8ziKblUpTGtIxgEN5Ev0Og/I9fTiiaTRJoGtqAXGnjGvNwez8WKK+jNTkEhAE0s3dxF7aghEzS2kpUypwLpuB6HFyoogOG7Zp1aS2N5Dc1jBezAwDIWVWNzHs5s/Gnmknk3CbFpg/U+x41CGAIFCsH+l8PcNnimm/EUIUBEpsZvRiW7KfG3LNnL3maA+VniIkUWIsFWEoGaLSZ46h7TwTM0vILM43Lngxs4RsPLlOF/dd/S5qc/OJpVN857UXWNfZesL73zxxCnfNmA/Ar3dtPiZqsT6Yzz/MXIQkiqzsauXX+8zw/GKHm8/XzcIhyRwYG+aXDbuxCSIfLaomV7Ezkk7xUG8zTt3IClnHcYTsYL7EgE2nfE8/9riKqoh01heQksC9ch/SaAxDEokvnIBaEsRQNRJrdpPc1gCAGPTivHIOSnnBSV23w9jqq0htbzjioswgxFIIhhmKf1jMDjf4THpM0QpmxGzMIeDTJbzIaBgY/hHKRHMerEsfodJegCiIjKgRQlqcCR6zx1NjpJupudXm/0NdCEC131x3PllmlpBZnI9c0GJmCdl4Kvw53Hf1LZR4/QzFonz1b0/TMHziEXBXVk7kc3PM+bXf7d3Onw6Mt+ZqfDl8bc4SbJLEpr4uHtizBQMI2hx8cfIsPLJCS2SMBxp2IWDwocJqimxOwmqah3qbkXSdG2UfNkGkW0/zYjrEjNcJ2aBNp2JPP7aEStou0VFfgKaquFceRIwl0e0ysSV16EEP2miE2F83oPWZgRH2ObU4lk5HkE++T9lhDrsjjZSKYRjZeTNp1Aw+ydZwNAxcY2Y+W8xvR9YM/AlTzIZcIjV6ptKHEkcURYqFAAAd+hCLnaawNcV7KHfl45IdxNQEnbF+3l1zKQCHRtspdOXiVpyktDSdkYtDQM4XLCG7+LhgxcwSsvFMLyjm36+6GZ/dQUdolC+/+CQ9kdBb75hhaVkVd89fBsCTh/bym73bxq0vcXv553nLcMoKu4f6+K+dG9ANA4+s8P8mzybH5qA7FuH+QztQdZ07C6uocLiJaSoP9zajqSrvUvw4BJE+Pc3z6RD16SNzZAfzTCErzwhZyi7RMa0QPZHEteoAYkpF89iJLZ2M4XGQbu8j9uwGjEQKwWHDdd18lJrT72Ir2DI/CcMATc/mk0mjMQC0gBnEoSRUlJSGIUDcaycvbiAAUcXMMStLmWI2YI9SKpqRi2NGjBAJahym67Ax0c2UnCoAGiJdSKKUDf44ONbB5KCZItAa6sl2nz7XXCxWmcXFxwUpZpaQjWdBSQXfu/JGHLLCnv4e7nn5WUaT8RPef1ZBMf+48HIkUeT55oP8YseGcetz7A7+ed4yfDY7jaPD3LdtHWldxy5KfH7STAodLoaScX56cAcxVeW2/HJqXV6SusZv+lqJpFPcqvhxCyKDuspzaphJWiobtXgwT2TQfpSQOWQ6phVgROK41xxESGtoOW5iS+vQbTKp7Q3EX9sJhoFUFMR98yWIXtdxz83QdJKDI8geF7L7refPxiV7HvV/achMZdAC5nE8I+b1jXvtGJJIftScTxtyibgNkXxDwcBgwBZjsWiG+bfrQ5Tb83CKdmJakq7UMO/2XmZeg3AHE31lKKLMcDLEYGKU2sBSABpHO99y3G8HF4uQWVbZxckFJ2aWkI3nyupavr7sGhRJYn1nK9989TmSmvrWO2aYmJPLt5ZchSJJrO5o4Wdb144LAXfJCv88bxkFTjfd0TD3bl1NQlMRBYFPTZxGlcdPJJ3ivw5uZzSd5NpgMTM9OWiGwR/62+hPxnmX7MMnSIwZGn9VQ1TpSWpGTCFrDIr0O6Bi9+uEbCyGa91BBFVHzfUQW1pnzpVlwucBlCmVuK6ee4xbMTkwwtC6ncRauol3DWCkVRBFfNMmEFw0He/kSgTx+HUa9RGzKojgdiAomZ+HpiMNZsSswCz66x00LbVwrgtJN8iNmVdtwCNQrwiQghElgSFBmWAGe7ToA8x3mgWEDyW6CNq8FDuDaIbOwXAHN1aYLt59Iy0ATMoxO/IeHHnrLgZnG0vILM53Ligxs9d4z/UQzionK2S3TZnBPyy6HIBXWg7xb6teGteG5a0o8/r5t2XX4lJsbO/r5j82vjYudF8RRb46ZzGV3gAjiTjf27KKcKYY8YerpzAtkEdS07j/0E76E3Eu8eWx1G8mLT8x2EFLPMKNso9cUSZq6DybDlEipJg0ZI6xNSDS4yZrkaXtUkbIorjWHkLQdNQCH7HFkzAMg+gz61GbugFwXDoD+9xJ43LBYq099L+6mdDuBo5WZEGRMdIqoV0NhHY14CjNZ8IX349kP7Zmoz5qipaYc+RvTRoIIegGutOG7nUgJ1WcYbPAcTjXSW7UQDIgJoMrL0bRiFm7sdceoVLMQxJERvQoY0aMWqe57mCsk3pfFQDNkW7iWpL6HDP4Y+9IKz6bmyJ3Lrph0DDaccLf6dnAEjKLC4ELSswuZk5WyD44bQ5/P990Q/1l/05+unHVCeeQAeQ4nHzv0msJOJwcGh7gu2tfJn2UEArA30+bT32wgFg6zfe3rmYgblojN5VWc0leMZqh87+Nu2mNhqh3+bkh15yzenG4h12RUa6WPZSICklD5zk1RI6UZHKveZ6dPpF2L5Tv7cceS5O2mcEeRiiWFbJ0UYD4JbXoKZXoU2vQuofMklM3LMJWe6TYrxqJ0f3ka4xuOZIL551aQ2DOZJzlBdjzgyR6BxnZsIfBNdtJdA0Q2tNEztwpx1wXrX8UAOkoMZN7zWVqoR8EAd+AeR3iPjuaXaZo2LSEo7kqXtWGV7OjY9Bvj3KlWAWYVlm1owinaCOiJehMDXJLxo24N9RKkTNIvjNAWlc5ONqebQHTGe4jrh7p3P12YwmZxYWCJWbnAScrZHfNWsjHZ5vtWx7esZEHt288qf2dssK/Lr2GQreXzvAY31j1IrHXVQV5/6RpLC2pQNV1frh9HW2ZPmeX5BVzU2kNAL9vPciesSEq7C5uyzfbra8fG2TN2ABLJBc1oh3NMHhBDWNXEkzr1hCBPrdAU45A2b4BHNE0qmyG3+vRBK41B02LrNBvClkiReTPK9GHQgh2BfetS5FLzVqFhmEwuu0A3Y+vQIvGQYCceVPJv2I+juK88edcko/zPcsxdJ2hNTuIt/cdV8zUDvPmLZdl9jcMlE6zwK9akgOGga/fdEWG8t040gbBuNksdCyoMSFhFjfut0dxiXaKxAC6YdCk93G1y2xWuj/WTp7dT6kzD83Q2TPWwrJis7blwdF2Unqa+qBppe0bbjmp7/ZMYgmZxYWEJWbnmJMVsi8sWMbtmcocv9y6jt/s2nJS+8uiyDcWX0FtMI/RRJxvrnqRUGr8k//V5TW8u8a80f9i7xb2DJs3tcm+HD5UNRmAF7pbWTvQTa5s487CKhRRZH90jOeHu5khOpie6dv1qhZBsyeY3WW2cRl2ChzIFyk+OIQrlESTBDrrC1ATSdxrDoxzLeqxJJE/v4Y+EkFwO/DcdilSnjlnpSVTdP7hJca2HwTAUZxH2R3X4KoqftPzd1aYkYTxjt5j1unxVNYykzN5atJQxKz9KEuohX4ckRT2uIouCoTzXFRmojGjXh3dJlAU9gDQ5QgxUTKP1WUMgyhkoxj3xtqZFTRb8DSEO4lpSWbmmh2sdw6ZPaIO55vtHTo3YmYJmcWFhiVmFxD/sPAybptqPsH/eP1rPHHgxKt6HOaLc5cwt6iMhJrmW2teoic6vuDwjNxCPj7FFMs/NuxhZZcZfFDocPF3mXqLmwZ7eaqzCaco8aGialySTGcyxmMD7VQJNi6RzIi/dWqUYUeMOd0qNt3sR7a3QKSgeRTvcBxdwGzhomumRabqqPleU8iiCSKPvYY+FkXwuvC87zKkgCkUyYERWh98imTvEIgihdcuIv/KBYgnkF922GJL9B/bTkVtN298YtCbrRyitA8CZgsYJBF/n2mVhXOdGJJAcdh8GBnN1ShKeJANkaiUYkxJMlE06yo2an1MdZcjCSK9qRGG1BCzckwx2znaRK7dT4WnEN3Q2T3cRJErlzxnAFXXODTafiJf6xnFErILmPw4uE88ACxL9MTqtZ7PWGJ2DjlRq0wA/t+iy7htykx0w+AHa17muRPsQ3Y0d0yZyTXVk9B0ne+te5VDw4Pj1pe6vXxpllnd47Wu1mwFfLcs87lJM3HJCg3hUR5p2YeIwAcKKsnLVPf4bW8rAUSukD0IgsAeLUGbI8KMPg1XGhKy2VjT3x0i0BfBAHrq8kgoAu4V+808shw3scV16PFUVshEvxvP+y5D9Jn5XaF9LbQ/8ix6IoXsc1P5sZtw1xxb4f6N0BOmFSq7HMesSx8yAy2UiZn5uLSK0pYRs6oCxLSWnS8bK/JQEDGwaZBWDMI+nfpR02rsdISokvJxCjaiRpIOY4ir3KaLcWe0hSp3MUGbj4SWYl+olctLzHUNY51E1DiLS83izgdH2khpb+9NxhIyiwuVU+sjb3HanIyQfWXxFVkhu2/tq6ckZJeWV3PXdLNo7QPbN7C5d3zuks9m5565y3ArNg6MDPLLPVsBkAWBT0+cQYHDxWAyzi8adqEaBrfklVLt9JDQNX7b1wK6znVH1Vvc5RijblAjkDBQRdhVJOMYjpKf6UfWX5ND1KPgWn0AMZ5C8zrMPLJU2pwjOyxkt1+eFbKh9bto/dUT6IkUrppSar/8oZMSMoD0mGlZKf7xkbFGSjX7nQFKpv2L0jaIoOloPidavhd/fxRRN0i4FeIeG1URU2hGcjWCqhOPZkMVdLodYaaIZjDMQa2HMls+QdlLUk9zIN7BnBzTpbh7rJm0oTEnrw6ArYOmy3RmXsblONBwUudmYWIJ2TsTyzI7B5zMPNndl1zOLXXT0HSde9e8zItNB076eFNyC/jKAjM59/GDe46pgC8JAl+ZvZgCl5veaIT7tq1FzVSceH9lHZN8OcRVlf8+tJOImmaJL4853iC6YfDH/jaG00lulc2k6CFdZb1jjMoRncKogQ7sKZQw4kmKGk3X3lCpl9ECN66V+5HCCXSnjdiyyWiGQeQvq9BHwlnXouh1YRgG/S9uoO+FdQDkLKin9ParT8it+HpSg6aYyn7PuOXpxi7QdES/Gyk/AIaBrdG8KaZqCsCAnB7TJTta7KVKjuOM29AFg9E8jekR0yrrdoQJSh7yRC+aodOg93KNx7S89sXaEQWR6X5zPmzrSAOFzhzKPQVousbOoQacsj2bX7ZrsPGkz+90uFisMot3JpZl9jZzMkL2uflLuXXyDHTD4N9Wv3RKQlbo9vDtJVdhkyTWdrbyq12bjtnm41NmMzknj1g6zb9vW5PNJbusoIylBaXohsH/Nu2mJx6l1unlmqAZZPHccDeN8QjLZQ95okzc0FntGCUY1bLNNQ/lSUQNjdIDgwgGhHJdDFb4cW5sRB6OYCgSsWWT0RWJ6BOr0QfHzGCP95quRUM36P7LK1khK7h6IWUfuPaUhAwg0mDOQb0+UCS50xQOW30VgiAg94wiRRIYikS6Mh/fYBQlqaEqIo4ag7w+8/hjQR0nNvLSLgwMOpxj1EumZdes92OXFCY6TCttR7SZ2Tm12ESFvsQI7bE+FuSbdRr3jbYSVRNMy52ALEr0RIfoix07r3e2uFiE7EKyyqrlE6/SY/HWWGL2NnIyQvbZ+Ut5/zTzif6+ta/ycvOhkz6eW7Hxr0uvIeBw0jA8yH9sXHlMLto15RO4umICumHwXzs30J0JCJnkzeH2CtPd9URHI/vGhslX7NxeUIEoCGwJD7ExNMRc0cmETAj+atsYYlKlbsA8z3a/SL/ToGz/AJKqE/fa6J2Ui31XB0r3CIYoEFs8Cc1jJ/rsBrSeYQS7YkYt5ngwdIOuP7/C0JqdIEDJe6+k6MalxzbNPEG0RIpYq5l07a2rzC5Xe4bResyIQ9t0M+3Adsh0OaaqC0AWCXaadS7TNXbsSRFPWMLAYKhApSoWAKDPHkWRFCqEXAD2al3M9kxAFARaEn0MqWEWBs0o0Y3D+xGA+fnm+039prU8O9/ML9vef/CUzvFUsITs7WeCJWRnHEvM3iZORsg+NmsBH8gI2Q/XvcqzmcaXJ4MoCPzTosup9OcwGIvyL2v/dkyZq6nBfO6aMguARw/tZvugGa6ea3PwdxOnZSMX/9bbjkMU+WBhFQ5RojUR4dnBbqoEhfmyGbm4WQkzpqeY1meG4A+6BJoDAiUHB7OFg7sm5yO39GNvNI8Tnz8BNc9L/OVtqC09IEu4370MKc+fFbLhdaaQlX/wevKWzjrp63A04X3NGJqOLS+ALS+QXZ7cZj4oKJMrEN0OpKEI8mAYQxBITSzEMxQ3w/FlgWS5I2uVhXJ0FEmhMGnO6bW6RqmXzA7VHfoQcSHFdFcVAFsjjVS7iyh05JDS02wfaWCiv5ygw0dMTbBnpBlJEJmRb0Y57hg4+YeXU8ESsrcfS8jODpaYvQ2cjJDdOnk6n5htNmv8yYbXeOp1/cROlE/OWMD84nISqsq/rP0bQ5nqHYfJdTj5UqYv2aquNp5qMS0BRRD5u9rpeBQbrZEQv2kxLYjb8irIU+yMqike7WvDi8AVsjnvtFuL0yzGqe/TsGtm5fj9BRIFbaO4x8wu0V1T8mE0gmNHKwCJaWWo5bkkN+4ntacFBHDfuAi5JBfDMOh+/NUjQnbn9eTMn3pK1+FohtbsACAwZ3LWutNGItkoRsdc0yqy7TeDY9IVuRhOG3kd5jxbqtKOPS3iGzOtssECjepYAAGBAVsUXYYJmXD8PVonM93V2EWFwXSI1mQfi3PN7tLbRxpJ6mmWFE4HYNvgQdK6yuRgFW7FyVgy8rYUF7aE7O1lghy3hOwsctJitmrVKm6++WZKSkoQBIEnn3zyTbd/7bXXEAThmNeBAyc//3MhcjJCdt3EyXz5kuUAPLR9I385ie7Q4z6npo731Jk3zh9tWknjyPhGk4oo8uXZi/HbHTSPjfCLvUcSrz9QVUel20c4neIXjbtIGzqXBwqZ7PaR1nUe7WtD1XWuVY70JdvtCFE7qOFPGqRF2FMk4xmIktNjRg72TMolbeg4NzQiGJCqyCVVV0LqQDuJdabV6Vw+G2WCObfU98J6U3gEKP/AdeTMO30hi3f1E23uAlEkd8nM7PLk5gNggFxdjJQfQBoMo/SOYQiQnFJqWmWxNIYskKx2kN+bscoCOrIiU5Q0Bb3ZNcI0qQxJEOnRRxkyIsz1mFbW5sghAoqHKT4zsGP90F7csoOZueb6Nb27AZhbYCakb+8/iMGJlyY7FSwhe3uxROzsc9JiFo1GmTlzJvfff/9J7Xfw4EF6enqyr9ra2pM99AXHyQjZkvJq/mnJVQD8ae92fr3j5EpUHWZqbgGfzzTYfGTPVlYfp8v0J6bOYaI/SCiV5Ec71mVrMi7LL2Vxfgm6YfCrpj2MpJJMcnq5Ise0Np4Z6qI7FWe57CFHkIgYGuscoxRFDErC5u13f4GEkUhR2GQGLwxU+In47LjWHcrmkiXm1qD2jhB7cTMA9rmTsM8yb+xDa3fS/+J6AEpvu5KcBfWndB1ez+BqsyO2f8ZElEwkox6KkdpnXh/HwslgGNj3mlZauiofw22nKFPKKlllx56W8IYyVlnReKtMVQxqRbPCxy6tg6muCjySk7AWZ3+sg0typyIKIg3hLvqToywsmIoiyrRH+uiM9iMgMKfADNHf0n92H/QsIXt7sYTs7eGkQ/Ovv/56rr/++pM+UEFBAYFA4KT3u1A5GSGbnFfAv1x+HZIo8uyhvfxs0+pTOmau08U3Fl+JLIqsbG/m9/t2HLPN1eU1XFFWnQ34OFw8uNrt445K0832ZEcjB0MjBGSF92ZqLm4IDbI9MsIs0UG1aMsGfNiSGrWD5rm2BEXGZIPKvWbkYjjXyXCpF+fGRqRQHN2hZMtURZ9eC5qOPKEExzIzSXhsdyNdf34FgIJrFpF7mnNkh0mPRRjdbAZY5F06J7s8sWEf6AZyeT5ySR5yzyjyQBhDFEhOKaV8bAgpqqMrAolKBxXt5s9lLEfHJivZ0lXNrhFmSBXIgkS/Pka/McbNXrN25pZwAzZRYX7QtLrWDplW2JIi85zX9prW95RgFX67h3AqxoHh1jNy3sfDErK3F0vI3j7etjmz2bNnU1xczJVXXsmKFSvedNtkMkkoFBr3upA4GSEr9wW47+p34ZAVNnS28sN1b35t3gibJPGtxVcRdLpoGR3mP7ccK4iTArnclSlV9eih3eweMm9sXtnG39VORxZFtg3381JvO7Ig8P6CSpySTEciygtDPZQKMgsypaq2KGHCRpr6frN48IBLoN1nBnwoKY2kU6ZnYi62Q70oXSMYgmAWDpYlok+vxYgmEHN9uK9fgCAKxDr6aH/kr2AYBBdNp/D6xad0HY7H4KrtGJqGq7oEd41Z3UMbHCO116x76Fgy3bTK9phh+6kJhRTkpXA0mDeixEQn7oSMOyKiCwYDxSoTojkICPTZI+iKkLXKtmttTHVV4JfdRLUEO2MtLAhOxiHZ6EsMcyjcSa2/nEJnkLiaZMugaYUtKjbdwlv69p+1rtKWkL29WEL29nLWxay4uJhf/vKX/OUvf+Hxxx+nrq6OK6+8klWrVr3hPvfeey9+vz/7Ki8vP9vDPGOcjJAFHE5+dM2tBBxODg72860Vz5/yjezzcxZTl5tPKJngO2tfJqGOj1z02+zcPesSZFFkfW9HNuBDAD4xsZ4cm4OeeJT/a94HwPXBEkrtLqKayh/727EDV8leREGgSYzTKMSZ0q/hUM0+XgcKJPLaQ7hCZsBH9+R8xOEw9j2m2y4xuxI16CH2yla0vhEEhw33rUsRbArpUJS2Xz2JkVbxTqmm9H1XnXL4/etRo3GG1u4EIP/K+dnl8dW7wTBLV8kluShtg0hjcQxFwr/Aj6M5jpgy0FwiqXI7Bd3mXNlIvoYHB/kpNzoGTa4RZkoV2bmyfiPEIq9phW2KmBGJi/NMV+mqAdMqW5axyrYMHCCppZFFKTtftqH31AJ+3ilYQmbxRpz1CiB1dXXU1dVl319yySV0dHTwwx/+kEsvvfS4+9xzzz3cfffd2fehUOiCELSTETKbJPH9K26k2OujIzTKV/72FHH11OrwXVs96UjNxfWv0vu64sEC8IUZCwk6nHRGQjyw+0jAx42l1Uz2BUloKr9o2EVS15juDrDAZzaG/PNAOyEtzc2yD6cgMiyk2SyHqRjVCcYNNAH2Fsk4RhPkdpkWdE9tLmnBwL2xEQFIVeWTri4gtaeF9L42EMB10yVIfje6qtL266dIj0WwFwap+MiNCNKZe8bqe34teiKJozgP39QJAKRbes1UAFHAsXQ6pNWs6Coz85A0AXtLAoBEnYvAiIQjIaJKBoP5GnMj5hxityOMTVGyEYzbtFamuSoJHLbKoi3MzZmET3Ezmoqwa6yJgM2TrZC/utcU2Zl5tbgUB8OJMRpGzk5h4YvFKjvfsUTs3HFOQvMXLVpEQ8Mb152z2+34fL5xr/Odk23l8rXFVzK9sIRwMsE//u1pRhOn9iOYGMjls7MvAeD/9mxlZ3/PMdvcXlvPjLxCEqrKj3esJ5HJN5vqD3JDiVla6fetB+hNxMiVbbwrz3TFrRrtpzEeYZ7kpERUSKOzRg7hSehUj5gWZEOuRNLQKGowIyZHij1Egk6cGxsRkyqa30VidhXqwCjxV80gDMeS6SgVBRiGmUsWa+1Bctqp+uStSE77KV2H4xHv7GNorTknVfKe5QiigKHpxFfuAMA+uxYp6MW+rwsxkUbzOJDrgzgOxhB0SAdltFyF/B7zmW+wSKVA8+BXHaiCTrN7hDlSFaIg0KYPMmJEs1bZxvBBdEPn0nzTCls1uAvN0Lm0eBaSIHJwtJ3umFnE+LCLcUPP3rMSw3ixCNn5bpVZQnZuOSditn37doqL37zv1IXEyQrZx2Yt4NqJk1F1nW+ueJ6O0OipHddm55tLrsIuy2zobuex47SEmZ1XxG0TzND2X+zdQmfEtJ4Cip2P19QjCgKr+jvZNNSHLAjcUVCJXZRoiUdYMdpHmaAwRzTboWyUwyQMlan9GgLQ6xHo9UDxwSFkVSfhtjFQlYN9X6eZdCyLxBdNxFA1Ys+sNwM+aoqxzzct9eENuxnZsAcEgYqP3IQ9P+eUrsPxMHSDrr+8CoaBf3YdnlozLD65oxF9OIzgtGNfOAVxLIYtk8TtXFyAMqJh601jAPEpLvL7ZGRNIOnQGcs1mBgNAtDiGiFH8lAumhbsNrWVGe4qfLKLsBZnZ7SF2Tm15Ni8hNMxtgwfxCbKLCk0xe21HlPYnbKdmfmmpba+Z/cZO//DWEL29mAJ2bnnpMUsEomwY8cOduzYAUBLSws7duygvd10j9xzzz185CMfyW7/k5/8hCeffJKGhgb27t3LPffcw1/+8hc+//nPn5kzOMecrJAtrajJJkX/aN0KtvZ0nPKxvzx/GYVuD13hMe7buPKYp/ocu4PPzVgAwPNtDazNHEsA7ppQj0ex0R4N8ac200q+NlhMsd1JRFN5bKAdWyYxWhAEGsQ4bWKCugEzMTqmQEOeRG5HCFfYbLLZPTkPcTCE7YBZMio+twbd6yT2yjazL5nPhevaBQiCQKJ3iO7HzWCXohuX4J1SdcrX4XiMbN5LrKUb0aZQfIvpztZDsWxem2PJNES7gmNbK4IBYoUXqdiDc18UMBOkFUUhZ9CcK+srUamKB3DoMnExTaczxHzJLH11SO8hIaS5xGuWptoQOoCBwfKCWQCsHtyNamgsKqjHrTgYiI+yZ7gZgIVF9SiiTGe4n87ImRUeS8jeHt6JQtbV1cWHPvQhcnNzcblczJo1i61bt57TMZ30nNmWLVtYvnx59v3hua2PfvSjPPzww/T09GSFDSCVSvGVr3yFrq4unE4n9fX1/PWvf+WGG244A8M/t5yskFX4c/jGsmsA+PO+HadUpuow755Uz6LSSlKayvfWv0o0Uxz4MIfnyXw2Oy2hEX5zlNV2XXEVdb4cEprKrxr3oBo6U1w+FvnMxpWPD3QQ1lSul724BJFRQWWrHKYkpJMXMyvh7yuQsYWT5GZqFvZNCKIKBu5NTeY8WXU+ankuqf1tpA+0gyDgvmERotOGnlZpf+SvGGkVT10l+VcsOOXrcDzUWIKeZ8wAo4JrF2HL8WEYBrGXt0JaRSrJxTa9GqV1AHkoDLKIsqgIe0vCDMW3C8QnOqlskxEQCPk1dLdE5bBZGf+QZ4hqqYBc0UPKUNmhtbPANwmXZGcoHWZ3rJXZObUEbT4i6Tgbh/YjILC8ZC4AK7q3ZZOil5SYCdxrunee0WtgCdnbwztRyEZGRliyZAnLly/n+eefp6CggKampnOeenXSYnb55ZdjGG/s2X/44YfHvf/a177G1772tZMe2PnOyQqZS7Hx/StuxG2zsaO3i/s3rTnlY08K5vHx6WZk3i93bKJ59Njq6u+dOJVpuQUkVJWf7NyQbeky0RPg5jLTovhD20H6k3H8ksK788xK72tGB2iIh5kuOqgUbWgYrJXHcKQNJg6bn9GUKxKTDKoODSEAYwVuwnkunOsOmXNPXgeJmZVoY1Fir2wDwHHJVOQSswBvzzOrSHQPIHmclN95PYL45pGL/Vv30b16K9M/+34km/KW16fnidfQInHshUHyLjMFJL2/HbW1FyQR1zXzEJMq9t2mpSrPzkcWJBxNZsWS+GQX/rCMKyqiiwZ9pSr1kUIkRIaUGCO2JMslsxTVLq0dRZSZ6zaTvleH9iAIAssLzBSIlQM7SRsqs3JryXcGiKbjbOg3IxaLXLlMDJSh6foZdTFaQnb2eSeK2GF+8IMfUF5ezkMPPZRdVlVVde4GlMGqzXgKnKyQCcA3ll1NZSBIXzTMt1Y8d8oh+B6bja9fcgWKJLG6o+WY3mQAk3PysvNkv9y7lZ6oeZN2SjJ3TZiKKAhsGOxhw2AvAvCe/PJMPlmMl0d6CQoSizIFhLfKEcYElSn9KqIBQ06BLp9IYdMwSkoj5ZDpq8lBaR1A6RnFEAXiCydiiCKxFzZByrSE7AvMwIjwoTaGVpnzReUfvB4l03jzzfBPLCd/9hS0TJfoN2NsVwMjm/eCAGXvvwZRltCjCeIrMsEni6Yi5XhxbG9BTKkIQQfy1CDOPVEz6CNXRs+3UdBtPucNFGnkGK5sKP4hzxCz5Aqcgo2QEWe/3s0yv1nNozM5SGOih/k5dQRtXkLpGBuHze/n6lLz4WNV705SuhmAs6x0FgB7hpoIpaJveW4ngiVkZ5+LWchen9+bTB77m3v66aeZN28e73vf+ygoKGD27Nn87//+7zkY7XgsMTtJTlbIAD4ycz7LKieQ0jS++epzjJxi5CLAl+dfSqHbS3ckdNzEaJes8IUZCxAFgde6WlnTc8Tl+4HKOnLtTgYSMR5tNfPMFvvzqXF6SOoafx5oBwyusXmQEOgUkzSIcaqHdTwpSIlwIF/COxjDNxjDwKy7SCKNY2cbAMn6MvSAm+TWQ2hdg6DIuK5bgCCK6Mk0XX/8GwC5S2bim1p9Quds93spvWweNp/nTbdLh6N0Zj4//4r5uKtLMQyD+CvbMJJppIIA9nl1yJ3DKF0jIIBtWSn2rhTKsIohQrzeTWG3gqwJJBw6Y3k6dRHT/drmHEVRFKaIZrTnJrWJfMVPvctsJ/Pa2G5sopy1yl7t34ZqaNT5K6j0FpHS0qzsNkVVFiSWlZouxpWd207oOrwVlpCdfc57IctPQEH85F/5ZipKeXn5uBzfe++995hDNDc388ADD1BbW8uLL77IZz7zGb74xS/yyCOPvN1nOw6r0/RJcCpCtrC0ko9nAj5+vH4F+wdP/Yf6nknTuKS0kpSm8f11rxJLH5uX9smpc8h3uumNRfj1vu3Z5fNzC1mQV4Rm6Py6aS9JXaPE5uTqHLNyxfNDPQyrKS5zOgloMnF0NsghAgmd8jHTijyYL2FoWrbu4lC5n4THhmvVfgRVR831kppUjDYUIrHOdKU5L5+JFDBFqPe5taSGxlACXopuPn6O4aliGAadf3gJLRrHUZKfrSCS3t9udpEWBVzXzkdMa7h2mJU/5Fn5SC4F51azKn5ikgunJuMfMesv9pSr1MRyskEfLe5RrpKmIQoC7fogXcYId/iXAbA31k5veoTL82fhVVwMJcfYMmw+MFxTZs4Jru3bTUQ1b4ZzCurw2twMJ0LsHHzjNJUTxRKys895L2RngI6OjnGpUHb7sakyuq4zb948vv/97wNmdae9e/fywAMPjAv+e7uxLLMT5FSELNfp4uvLrkYUBJ48sJu/Nuw75ePXBILcNX0eAP+7cyONo0PHbLOspIKlJRVous7Pdm7M5pMFbQ4+UGmGwz/X1UpLNIQsCNyWX44kCOyNjrI1MswEt8gUzXQvbpRDqIbO5AEzDL/bKzLkEihsHEbSDOIeG0PlPpSmPrOeoSQSn1+DYUDspc1mGH5VEbZppvUVa+9lcJVpgZTefjWSw3bK1+J4DK3aTnhvM4IkUf6h6xFlGW00QuzVw3N29Uh5fvy7GiCpme7F6bm4dkcRNFADMulyO8Ud5pzccL6GYlOoiJtBHwc8g1RKeRSLAVRDY5PaTJ2zlHJ7PmlDY01oL27Jkc0re7lvGzoGNd4S6gIVaLrGq11Hor0uKzNrRK7u2nFMw9R3KpaQnXten997PDErLi5m6tTxnSymTJkyLvDvXGCJ2QlwKkImCQLfvuw6cpwuGocH+NmmNy7f9VY4ZJl/XrQcRZJY39XGM43HzpMVutx8cqp5g/xz0z4axkzrSQDuqpmKS1ZojozxfHcrAFfmFFFgcxBW0zw12EWOR+eStPlE1ijG6ZJSTBjScagQl82gD19/FM9oAl2A3tpchFgKRyaIIjG9HMPjILWj0ezabJNxXT0XQRAwNI3OP7wEhkFg7uQTdi+eKNHmTrqfWglA8S2X4izJx9B0Ys9tNOfsSvOwz59Mbm8HenvY7Ch9aSn2rjTKkOlejM1wU9CjoKQFUjaDwUKNqeF8BAR67RHC9nQ2FH+X1kFKULncbwrXxvBBwlqcKwpn45BsdMUH2TXWBMD15aZVvqF/LyMpszJLvjOHqblmsefVXTtO+/wvBqvsfBUyqwfZsSxZsoSDB8d3Qj906BCVlZVvsMfbgyVmb4LXq52SkAF8fPYiZheXEUun+NaK50lpp/Y5AJ+bfQllvgADsSj/ufnYeTJJEPh/MxbhlBX2DQ/w+FFBIdcUV1KbCcP/ddMedAwq7S4WZ8LwnxzsRHanmKt68CARRmOrHCEnplMSPuJeFNIaBS0jAAxWBEg5ZZxbmxE0HTXPS3pCIXooSnytGZXnXDYD0WtaeYOrtpvRiy4HJbcu50ySHovQ9vCzoOv4Z9eRe6k5X5VYvxetdxjBruC+fiEFwjDpjWZytDy3ANmu4DxodgyI17lw6jI5Q2ZOWXdFmopUAK9mJyVoHPQMMkeqwinYGDVi7NU7WeSdjFdyMqpG2Rw+RJ7Nz4KgmWf2fM9GDKDKU8yUnCo0XeOlzk3ZMR8O/Ng71MRQYuy0zt8SsrOHJWLH50tf+hIbNmzg+9//Po2Njfz+97/nl7/8JZ/73OfO6bgsMTsOpyNiANMLivnQDNMl+IO1r5xyhQ+ApWVVXJ2pu/iDDa8RSh0bXfTumilMDASJpFP8bNfGbPJ0qdPDzaWmNfHHtkMMJhPYBJH35JcjCgJbw8P0yKOUaDYm6k4MDNYrIQxDp27APP9On8ioQ6CwaSTrXhwp9aK0DyL3hzBEgcTcGhAEYit2QFpDKs3DNsM8rhqN0/fiBgCKbl6GnBG4M4GuarQ9/AxqKIqjOI/y91+LIAikW3tJbjKr0TuvnkdRsUrqtU5QDcRiN/LUIK6dEQTNLFmlltopbs+4F/M0RIdMTdSsRtLgGSJH8lAnmRVrNqiNBGQP8zxm1Y4VY7vQ0Lm+eAGSIHIg1E5z1CwpdkOFWWZs48B+hpJmPp4kiFyaEbNVp2mVWUJ29rCE7I2ZP38+TzzxBI8++ijTpk3ju9/9Lj/5yU+48847z+m4rACQ13E6IgYZl2Bmnuyvh/byasupT+4H7A6+MHcJAH86sIs9g73HbFPtC/CeCaZF8OC+bQxlIiUlQeAjNVOQRZEdIwOsHzRvsNcEiwgqdkbVFKtTHciGwALVC8ABKc6AmKZ2UMehme7F5qCIZyiOZySOIUBvbRAhpWLfafrHk1PL0L0Os3hvU7cZaHHV3GzV+4FXNmcL/QYXTj/la/F6DMOg+y+vmlU+HHYqP34Lol0xc9ueMxub2qbXUD4vQGpjD8ZQAuwStstKcTYlkMc0dFkgNsNNcfdh96LOQJHK3HAJIgKDthj99hg3y6a1d0jroc8Y447AMiRBpDHeQ1OihwnuEqb4KtEMned7zWPXeEuYmrHKXuzYkB333MIp+O0eRhJhtvcfPPbEThBLyM4elpC9NTfddBM33XTTuR7GOCwxy3C6InaYLy64lDJfgN5I6JSbbB7mS/OX4bc7aBoZ4ndHRSYexiZKfHHGQmRRZENvZ7ZcFcANJdVUun1E1DS/bzWtlAkODwuPqvKRUnQWqF7cGffiTimCP65TGjriXkTTKWzORC+W+ki5bDg2N5ldo/0uUpOKzOK9r+0AMsV7c825t/RoONvhueimpW+ZHH0yDLy6meH1u0CAig/fgD0/x6wB+ex6jEQKqTCHyndNRGsPoe01x29bVoqcAHuTGYYcn+bCk1Cy0YtdlSoVyQB+1UFa0NjvGWCmXIFfcBEzkmzRWpjqrDCDPnSVV8d2IiJwY4k5L7ZxaB8DSdNteGOFGU25vn9v1ioDuLLctNhXdm475VxDS8jOHpaQXbi848XsTIkYwCVlVdxcNw3dMPj+6pePKTF1MtxQU8fCkgpSmsp9m1ai6sfe+N4/aRqlHh/DiTi/3HskUq7C5eW6EnMy9vctBwilU9gEkVvzzSofG8YGGVRCFOoKtbpZRHiDEkLHoC7TNbrbKzDqFClsHEJO6ySdMsPlfqTBMLa2QQwgMacaRJHk1kPoI2EElx3HoiNRTv0vb8JIq7iqS/BOrTnla/F6RnccpPcZ80Gh5Nbl+Oprsvlkh3ulVX5gJsQ0Uqu6AJCmBpGL3LjXhsxyW6U2jFw7xQczFfELNWS7Qs2I6V485BnCIzupFzPXTG1CEiUu95vW5frwAUJajEW5UylyBImpCV7pN4V7kr+cukAFqq7xYsfG7LjLPYVMyjGXv3aKuWWWkJ0dLBG78HnHitmZFDEAt2LjK4uvAOBPe7ezvbfzlD+ryO3lUzMXAvDrXVtoHRs5ZpvaQJAbKs15m5/v2UIkI5yiIPDh6ilIgsjmoT62jZg3v6tyigjINkbSKdanu5AMsu7FQ2KMfjFN5YiOKw0pCZqDEo5QkkCfWZmib0IQQwDHjlYA0tUFaLke9FiSxAYz5cCxZBqC3Zx7So2GGV5vBoMU3bDkjDXbjLZ00fHb5wHIvXQ2eZeZEZypnU2k9raCAKXvm4nssZP8awukdIR8J8q8Alw7oogJHc0lEpvipqJVQdIE4i6d4UKdBaPFiAj026L02aPcLM1GFARatH46jCGu88/FJdkZSI+xJdKAW3JwdaFZLutvfVuJa+Z85i2VZu7Z6t6d2QhGgCsrTKtsa98BxlKRkz73C13IzkcRA0vILhbecWJ2pkXsMJ9fsIwCt4eO0Ci/2rbhrXd4AwTgywsuxako7Orv4anjFCNWRJG/nzY/W+Vjx1FzadcWVVLu9hJJp/hTmzknU2F3sdBn1kX8W6ydNDozNTc+QyaGxg45iitlUHlUjzJVhNKMe3GswE3c70Bp7kcajWEoEslppsWSWL8Xkmmk/AC2+iMh9wOvbMbQNNw1pbgnnpnGqvHOflp/+QSGquGbNoGSWy8HIN3WR3zFDgDyrqzDPSGP1NruI/Nky8twdKRQBtJmGP5sD7lDMu5M7cWuSpUJsRw8mo2koLLfO8AsuZKA6CZupNioNVFhz2eauxLDMHhpxMwhu65oAU7JTld8kE3Dpit3ZnAiVd4iklqKFzuPWGVu2cGiYtOqe6Vj80mfuyVkZwdLyC4e3jFidrZEDGB2URk3TapHNwz+fc3LJDPJyqfCLbVTmZ5fRCyd4kebVx23WePtE+sp8/gYScT5vwM7ssuLHC5uKDUF5U/thwiraSQEbs0rQxQEdiWGaE2H8esSUzPJ0ZvlMGl0pg5qiJi1FwfcAoGeCI5oGk0WGagKjOvGnJxahmFX0EYjpHaZrUwcl8/MzolpiSTDG02rrODaRWfEKkv0DtH88z+jxZO4qkuo+PCNCKKINhwi+ux6MAx8M0sJLqlGPTSCdtC0Zm2XlaGkBRwHzZtWfIoLm6iQ32uG4feWqXgFB5XxAAD7vAP4JfdR7sVGdMHgmoAZBLI92kxPeoQKVyFzg5MAeKprLQYGIgI3Vy4F4NXubUTSR26Uy0pnYZcU2kO9NIyeXNsfS8jODpaQXVxc9KH5pxtm/1bYJZmvLTHdi08d2M2uvu5T/qxSj4+7MtXwH9y1mb7osa6oif4gN1eb1Tz+d982opmSVgLwkZqpKKLI7tFBNg2ZN5BlgXzybQ4iepoV0S7IuBdFBDrEJJ1SioKoQU7CQBPMHmWSqpPXPgrAQIUfTZGw7+82gz68DlITCgBIbtwPhoFcVYRSXpAd49iOQxgpFXtBDp5Jp59ImRwcpfmBP6NF4jjLC6n+u/cg2hX0eJLoE2sgmcZZnkPhzfXo/XHS68zITXlOPnK+C/f2CIIBqWIbWrGd0jYFAYGxHI1YAOrD+QB0OMYYsydZKk9CFASatH7ajSGW+uoJyB5Caow1ob2ICLyrxAzw2Dx8kM74AACXFE6jyBUknI7xSteW7PhFQeDKCvN7fbl9E+8kzkchO18Soaulcz+Gi4mLVszOtogd5pNzFlHmC9AXDfPzretO+XNEQeArCy7DIcts6+3iuaYDx2yjiCKfnW66F1d1tbGl/4hwXlFYTo3HT1xV+V2LuW+ubOOygCkyr0Y6SRoaE3QHBYaNNDpb5DCSbjBhyLxO7QGRhCKQ1z6GpBkk3ApjRR6EaCLbjTk5vQJE0bTK9pnFhR2XjC9tM7LZnEPLmV9/2lZZom+Y5vv/hDoWwVGcR/VnbkNy2jHSGtGn1qKPRVECTkrePxsSOqlXO0A3EKt8yNPzcO2IICYNNLdIrN5NSYcZhp+06/SUqkwN52PXZSJSigbPMHOlavyCi6iRZJPWRKktl7kes73LS6PbSBkqC3OnUuzMJaYmeLHXFCebqGQjGF/o2EBCOxL8Myt/EnnOAOFUlPW9e07q/C9kq+x8FbLzgQly7FwP4aLjonIzvh3idTS1wXzeN3UWAD9c9yqx04hefM+kaUzJKyCSSvLjzauP6168bcLUrHvxoQNHQvVzbQ5uKZsAwF86GhhNm4EIN+eVIgsizakQB1Kj2A2B2apZ9HenFCUm6NQM62bnaBk6/CK2aAp/r2kR9lfngCBg39uJoBuo+T7U4gCAmZScscrk4tzsWFIjIaJNnSBAYN6UU74eAPGufloe+AtqJIa9IEj1Z25DdjsxdJ3ocxvQuocQ7AqlH5yLZFfMgI+4ipBjx7asBOehhFkNX4LoHC+5wzKekIQuGHRVqZSlfOSn3Gjo7PH1UywGmCyVALBWPYQhGFyXYwZ47I620prsxye7skEfL/VtIZYJ+riqdB4+m5uB+ChreneNO4+rK8xCw691bkfVT/xv1BKyM4slZBc3F4WYvd0idpgvLrwUSRR5pfkQGzrbTvlzCt0ePlRvRuX9cudGBuPH9rYqdXu5JeNefHD/9qx7EeD2yknYJYlDoRHWDJjW2gx3gAlOL2lD528Rc45mpurBjsiwkOaQFMeZMijLVMRvzJPQRYH81lEEIJzrJO53II7FUNrNosaJGRUgCOjhGKl9rQA4Fo0XrPA+syK9q7IYW46PUyXa2k3rLx5HiydxlBVQ85nbkD2uTAj+djNBWxIp++AcbHkeUis6zIAPh4TtqgpsAyqOVjOfLDbDg8OQye8x58n6ylRsskLtqCnCjZ5hVNlgiWzOge3TuugxRrnCP4OcjHtxxZgpUDeVXIJDstER62dzpiq+3+bmylIzUvHpttXj8scqvUVMDlah6horOo64Ht8KS8jOHOeLiIElZGeTC1bMzpWAHeaK6lpmFZWSUNP8z5ZT7xoN8IU5S3DIMjv7u3npOBVDBODvp89HFkW29Hezqa8ru25WTj4zc/LRdD3bo8whStyQZ5ZfWh/rZUxPEdRlJuoOALbIEQwBJg4fCfoYdom4RuN4RhMYAgxUBgCw7+tEANKlOeg5ZiPN5NZDoBtIZfnIJXnjxhreb4rZ6eSVje44RMfvns/mqFV/6t1ILnPsifX7SO02g05KbpuJqzJIelMvelumgPAV5Si6iGu3maicmODACNooPWjOk40GNcI5BgtHCrNh+B2OEFfK9TgFGyN6lK1aC+W2POZk3IsvZtyLU3yVTPNXoxk6j3euxsjYzzdWLMYuKTSHutk+NP77u7bSTKje3LuPkWSYE8ESsjPH+SRkFmeXC07MzrWIAThlhc/NN3OJfrdrK/3HCdQ4Ua6uqmVecRkpTeVnbzDndl3lRCYFcoml0/xq75FkW4co8f5K05p4qbeNnoRp0d1QUIBbVBhU42yK94MB81QvAgItYoIBMU1OTCc3ZqADjbkSGAb5raMAjBR5STsVxNEoStcIBmYEI4CeSJE8HMGY6R59GEPXiTSYZa5OpTK+YRgMvLyJ3r+aDwfeyVVU3mWWqQJIbD5AMpPTVnDDVLxTi1D3D6PuMS1HZVkpcsCJe33I7Bqdr5Cc4KSiKdNs06nTW6oyLVyAS1eIi2n2eQeYIpVQJgbRDJ1V2gFkQcq6F3dGW2hL9mMXFW7JBH2sHthFX9KMlix15bGoYBoAT7SuHHc+AbuX+UXmfOKLbSeWrmEJ2ZnjfBMyyyo7u1xQYubxnFr5nzPNh2bMo8DtoTs8xu/3bH3rHd4Av93Bp2aa8ym/2budzvCxFdRz7A7uqDVvlr87tIvh5JEf6E1lNQRsDvoTMf7a1YrXq5EvOZnpMK2lv0U70TGo0u3kGwppdLbLETAMJgybDwVdPpG4TcA7EDVD8SWBoXLTPWjfb1qAankuut8M5U8f7ABVQ8z1IVcWjhtreiyCnkwjSCKOkvyTuhZ6Kk3XYy9ng0dyL51NybsuR5DMGKXk9kYSq81w/7wrJ5GzoBKtI0x6w+HIxQLkKh/ujSEzMdotEp3ppqhbwRUT0SSDzqo0ZUkfhSkPOga7ff34JBdzJVN4N2vNjBoxrg3MwS+7GVOjvDZmHvO6ogX4FTeDyTFe7T8yX/nemuVm0ebBg7SEe8ad0xXl85BFiQPDbbSFj62r+XosITsznG8iBpaQvR1cUGJ2PlDi9fP+aeb81s82rT6t1i6fnrUQX6b24uMHdx93m49MnolLVmgYHeLljuYj43C6WV5oWktP9e/H6THn0K7ylCIKAgeSI3SkI8hHBX3slWLEBZ2isIEnBWkR2nJEMAzy2k0hHS71oSsSYiiG0mVaH8nJJdnjpvaYbkTbtOpjIhXTI6ZrTwl4EcQTD5RN9AzS9n/PkuwdAlGg9D1XkLt0VnZ9cncL8RWmgOReOoHcZRPQ+mNm5KIBUm0AeUYurl1Rs4CwIhCd6yUwZrZ1MesupnGJdmpD5jxZg2eIuKJykzwdSRBp0wc5qPcw0VHMdHcVhmHw3MgW0oZKtbuIhbnm3OATXatRDfM7n5VbS62/nJSm8mTr+H51iihzeaYB54mE41tCdmawhOydiyVmJ8nn5i/FJkls6mpnTXvzW+/wBswuLOGKyonohsF/bVmDdpxuw9OCBSwprkA3DH61b9u4CMf3V9YhCSK7Qn0cipputim2HMoVM+hjRdS0qqZqLlyZQsL7pRiiblA9fCQUX5UEfH0RbAkVVREZKTZLXNkOmFZGujQna5VpA2NofSPm3NSUY/PHUiPmnJAS8J7QNTAMg+H1u+l+YgVGWkX2uan40A14JlVkt0nubCL+iulazVlURe7yWvSRBKm/tYNmIJZ5UJaU4GhKYOtJYQhmhQ+7IVPUZf55DxRrpD0iszPzZL32CB2OEMukOnyCk4iRYJ3agFt0cE3AFKBNkUN0pYZQBIl3l5ou5Y1D+2mJmhaWIsq8u+pSAF7u2nzMfNii4ml4bS4G46NsH3jz6viWkJ0+56OIgSVkbyeWmJ0EU/OLuLRyApqu87ONp945WhFFPjvb7HX1TOM+Do0MHrONLIh8MhPh+GJ7Iy1H9USbGyxgki+HlK7xTJ95o1QQucxtWlAbYr2E9TROQ2RKptLHdjmCLkD5mBmKn5BNFyO6QW7HEavMkEWEeAqlwxTIZN1RVtlBcz5MqS5GdB3bTl3xmRZgvGsAPZVGtClveA3i3QN0//kVos2m6HqnVFN+53XIniP9zpLbGrLV+AMLK8m/djJGVCX1UhskNYR8J7bl5di6UzgbMxU+6l3gVSg7pCAYAqGAxnC+xpxQMQ5dJiql2O8ZoFYqokYqQDcMVqkHSKFyc85CXJKd/tQo60Jmg9MrC+eSZ/czlo7yQu8RC+uKkjnkOvyMJMP8revY8lTXVJq1NV9p34x+nAeVw1yoQna+iBhYQnY0I04DzfXGf29vREg7+X3ONywxOwk+MzeTFNu4n9ax4VP+nDumzKTcF2A4HuORPcevnv6umjpK3F5GEnH+0HAk0TbPD7dnCgyvGGphVDXDzxe4CvBJNsa0JJvj5g1yhupGRmBASNEhJpF0g4pRc96xJccMxff1RbAlNVRFZLTIFCNbcz+CYaDmetCD5jLDMEgfMosnK3XHr7XonlCGkuMlPRJmbHcjOXOPzTNLjYQYXLGVwTXbQTcQbDJF1y8h77K541rEJDYfJLHaDIfPWVxN/tV1kNBIvdCKEVUR/DbsV1egjGm49piBL4kaB+kSB1UNCrIqkHDodJerTIwFyUk7UQWdnb4+fJKLhZKZl7dNa2XACDPXPZFqRyFpQ+OvI5vR0Clz5rM0z5yvfLJrDUnddOX6bW6uKTPnOp9sXUVaH1++bFruBMo8BcTVJCu7jm3dc6FzvgjZ+SpiYFlk5wJLzE6QJeXVzC4uI6mq/HrHxrfe4Q0o8/q5Y/JMAB7YvuG4bWIKXW7eXWMKwf8d2ElcVbNRnFflTcKvOBhMxXhtqBUAr6iwwGkGY6yIdqNi4NclajKh+NvkCAhQPqKj6BBVoM8jgGGQ22nOcw2X+DAkETQdpdm8WaVqi7Jj0gbG0EcjIIkoNUestaMRRIGcBfX0v7iB/r9txFmSj+xzo0biJAeGGV6/m/C+Zg77S/0zaym+9fJx+WiGYZBYtcsM/weCyyaQd0UtJDWSL7RihFIIbgXbtZVIacaVqkrUOilrlXEkRFTZoKMmTWHak627uNfbT1rWuUaejCSIdOhD7NU7yVf8LPPXA7BybDdDahhJELmt7FJEQWT7SAMHw0fqKd5csRS7ZKMl1M3WwWNdiNdmrLJVnduJq8d2Bj/MhWiVWUL21lhCdm6wxOwEEAWBT8013YKP7dtxWqH4fzdrIYoksam7g9WdLcfd5iN1M7FJEv+fvfcOl+S+yvw/FTvnm3OYnDRJOcuyki1HbAxewYJt8Jps+JHMLgYWvGDhNV4wxiyLMQZnOSfZylkazYwmhzs359A5V/j+/qi+aW4ejaTR+L566rma7qruqurueuuc8573HE+McjTXS6BSgoppHm6IOvWkb42ewqw0597grUeTZAaMLGfKSQB2W35kJPrkIpOyiWrNNkj3RBWQJPyTeadWpsok650ITB2KI5dMbI+G2RCd2Sezt6IabKtD0pf+2kSv2cnkY4cojU5x5q//bdF1/BtbqH7DlQS2tM17XFg2+QcPYJx0GtCrbt9E7IZORNmi9GAfIlECj4p+dyuKouB/Jo1kCsyISn6nj5pRlUDF4WOg3cAj6WzNOMrOHm+CCVeem5QtM3ZVT5ln0CSFN0euQpUUugrDHM45ddDba/ZR646QNQp8d2RWVt8eqOeaWof4vtbz6IJjq/PG2FHViS1sfryM8GOdyC4c60S2jsWwTmarwBvaN9EZqSJTKvIfRy9cin9lXRNX1TdjWBafObx439GOaA1X1jZiCZsv9sxPQd5dsxFVkjmdneRUzqmzVStudrgc0pkWfVTbGk22CxvBS4qTgmtK2agCsjpMep2oLDrkRGXJer8TleGkGAHK7TUwJ+1n9jmPa+fJ8c+HHgmy6fd/geEHHiZ97BwAiseF4vcS3NZB7PpduGqiC7YTJYPc957F7B0FSaLurTsJ7W5EGBblB/sRk467h+uuVhS3hv/ZtOO56FfI7fUTTirExp2v80iLie2RuSJRh4LMhJ7jnDfBVrmBdqUaW9g8Zp6khMmdob3EtAAZq8APk875bvZUc2O1M67lG0NPzMwpk5B4V4djKv3M2DH6sgvl9rc0O3XOlya6mCoubLWAdSK7UFzKJAbrRPZaY53MVoAiyfzyHidt9J9HD5ItL502Wg6qLPMru53X+dbZ4wxn0/OeDwQsFEnifdudFOQjI12MFGbXafOEuSJYhy0E3xk/M/P4rb5GpIoUf9TMg4DdpuPUcU4ukpGteVFZb8SJyjypIp5sGVuWSFYUjHK6gDqZQUjO8M1pCMPCHHbIU21ZnswA9GiQtve/DatYRtYUJEVZdn0rmXVMg6fSoCo0vns3/k01iLJF+cE+7PEC6DKuO1uRAy58z6dRcja2Wya7P4C3qFA3UFEu1ppkwjb7kg0zgo9jgXFq5CD7Z/rJepgQGbZ4mtjpa8MWgu/FX6Bol9EkhZ9pvhlZkjmYOMvJTP/Mfl5ft5MWfy15s8i3+p5YeNyyyo0NuwF4eAnrqnUiuzCsE9k6VsI6ma2AN3ZuoikYJlHI87WThy/4dd62cTvNwTCJYoH/nPM6cx1Nbq7bQKMvTMYo8e2BWdGHBLyl1vFlfD45xFjJSXO2agHa9CCmsHks53gy1gmNGqFjITiqOlFZY/q8qAyIDDtS8nS1D0tzyEbrdwjLrAsjPPrM+1uJNFg2kseFHPGv+pgVt77iOubgBLlvP40olpF8blp+fi/uxpCTWvxRH2KiALoTkclhN76DmZlesuyVAXQUGnsrVlURi8lai23ZasKmG0OyeCk4hi6r3KxuRZZkeqxxTtnDhBQfb6zMKHsuc4rBsnPsd9RdSbUrTMrI8d3hZ2b206O4eHPL9QB8r//pebPKpnF13Xa8mpvxfJzjU+cWPP96I7J1Elsd1ons0sA6mS0DRZK4b5czh+pLxw9RNC9s6GaVx8t7tzkXzv/70vMo7iIB9/x1/KrO21oqqa2+I+TMWWHInmA9zZ4QRcvkRxNdM4/f7HWEGIeKk6TsMghHwQhwVilQkGwUezYq6ws7UZlaNPHHnYtEoqFSkBMCdchRaBrNsy74AHba+bHKQe9FGbTpvJ2gfKiLwuMvOT6PtRFa37sbLehGlExKD/bPJ7KoG+/hLNpkxQV/fwBZV2g+q6HYEjm/zUizSUsxREMxgEBwLDhOUTW5Q92Jt+K7+LR11hmiGb0Kl6wxWJrk6YwzMqfDV8/1FfXiA4NPULRnP4N7Wq7Fr3kYzk3yxMhLix7TLc2OBdajgwcXTD1YJ7K1Y53I1rEWrJPZMri9YzMtoQipYoFvnlrcoWM1+MAVV+PRNE7FR3k+vngD7dtaduJTdfqzCR4fm23G1iSZu2scKf7DU91kK3OyNuth6jQvZdvi2bxz4akXOtVCx0RwXHF+ZPUZR8GYV2HC5xBReDSDBORCbspepxdMThdQMkWELM2MeZmGmENmFwOiZDhCj7MVqf+mJtp+ZhuyriDyhhORJUqzRBZz4z2SQx8zEDLk9gUQfpWWrspsMrfNYJtBzPCwMefU4874ppjSC1ytdFIrhygLk0fME5jY3BLcSZ0eoWCX+F7iBQQCXdZ4R5PTBP381EnOZgdn9rfWE+Wm+t0AfL3nUexFBvS0BuroCDVi2CZPDs0nu3UiWxteDyQG60R2qWGdzJaALEn8whVOVPbFYwcveFbZvuYqbm7pwBY2//fE4u76tZ4AN9U5fU9f7Dk448YOcH20hbDmJl4u8ETcqd9IOApGgBeK4xSECQJ2zonKipKNJGajsoFKVIYtCI076cdE/WzKUB1JAmDWhECb/7UQJefYJffCRum1whxLkP/+s9iJLMgSnpuuoPnmOiRJws6WKf+wD5Eug0etpBZdeI7n0Ycdd4/cbj9WRKPlnIa7KGOogv4OAw8aOzO1SEgMutMMeNJskGtn5pM9YZ4mQ5EOdx37A87NwQ8TB8lYzoXznrqriOoB4uUM3x+dr0J8Z/stjtvKVBenU/0shhsbdwPw4tgpMsbsRe71RGSvNYnBOpGt48KxTmZL4ObWDbSEIqRLRR44eWTlDeZgbh3svi2O6OPhwdP0ZRZvtH5n6y4USebQ1CBn0hMzj7tllVtjjmjhwcmuGSn+VleEmOqmYJszDdK1QqNaaFgITlSisqqcwG1CWa70lQH+RAHVsDE1hVzUM/Ne6pijvDPrQgt3sOLkIYwLS7OC46hfev4UxWdPOM3Sfg++e6+lcbNDkHai6KgWcwaSX0O/qw05oOE5kcc1UEIA+V0+zBqdpl4Vb07GkgUDnQayorA7WYcqZOJagdP+SarkANcozgiXQ2YvgyJOQPFwd8UN/0D2LOeKTrvBRn8jV1W8F78++Dhle3ZW3I5IB9sibRi2yQO9i7u+KJLM1XWOXP/J4dmobJ3IVo/XC4nBOpFdqlgnsyVw3y5n2OLXTrxEwTRWWHvx0TTX1LWzJVJHyTL5ytnFJf2bgzXsizVjC5sH+uaT5i2xNryKxmgxy8GUc+GVgeuno7LCOOUKwe2oRGVdshOVMScqGw7K2BWZfbASlaVqvE6kBmBaKJOOIMSqDS/YR2mazEorn4fFYE0kyf/4RaxRh8y1jY14bt9Hfa3zetZojvJP+qFsI4V09DvbkH0qnpN5XP0OkRV2+jDqXdQNqgRSTi/ZYIeB4YZ9yVo8tkZOKXMkOIZb0rhV3TpjIHzEHpipk3lkF6PlBI+nHIGNW9Zn0otPTR6jJzfrfK9KCu9ovxmAR4YPMllMLnp8V1RvxK97SRTTnJhyegfXiWz1WCeydVwMrJPZIriyoYWNsWryRpmvnTi85HrLzVbTZIX7NjuDGb/V/RKJ0sIfgQS8u303AI+OnmN4jhQ/oOrcGHXMfH84cXYm8bjdFSWiuMjaBi8WnCguZqvUVRSMJyo/tkBJECo588qGgk4PmWxY+BPOhSNdM5tiVKaySEJge3Vs/8JU4rQPox1PIyx7ZizLSrBzRYpPHZtx2sel4b1tD01XRZGkCpH1pik/NuiYBtd40G9vQXIpuE8XcPU5bRCFHT7KTS6qh5UZF/zhVpO8T7ArXUvIdFOWLA6HRrFlwS3qNrySi6Sd40nTaWO4KbSDBj1G0S7z7fhzM3WvexuunRnt8uDofI/Fm+p3U+OJkCpn+dHg0q4vV9Y6M8ueGTmGQKwT2SrxeiIxWCeySx3rZLYI3r19NwDfPXOczHl9ZasdDnpX63ZqvAHixRzf6j686Dr7q5pp80cpmAbf6j8277nbYx3oskJvPsnxrENaMnCt17GYej4/hkEl7VgxE+6Vi+Ql57GGtPN33C9hqE4EFpgqIAko+rQZ4QeAknCiNSvqn43W5kBtqkZyadipHMXnTuK5bvuyx27nipQOnaV0qAsqqUltczPN93SihZzUphAC89gU5gvOxVRuCaDf0oSkSE5EViGy/HYv5WYX0XGFqkpT9Giz00u2MRulpuxzmsNDoxQUk+uUjdTIQUrC4GHzBCYWG9wN7Pc7dbIfJF4kbTkXpe3BNvZENmILm68OPIohZj9bv+rhrmYnRfztvicpWYtHpYoks6vKSWceHD/1uiGy9WhsbVgnsksf62R2HjojMa5pasOybb52Yrb+sZYJ137NxTs7HSn+F8+8QNleuK0iyby9ZRcAPxw6RXaOh19U83B1xJlV9oOJszOPb3VFCSsucrbB4aLTF+UXCs22EzmdqtTKVEtQk3Mij+HgbBQVmHRIK1M1X5WoJJy+NWuJHjLJpeF5w17y33+O0nMnUJuq0M5rnhaWjTUWp3y8l/KJPrAcMlXqojTeswlPS2TeusZTI1hdSWedLRG0a+qRJJwaWf8cImtxE5qSqR12vqrj9SbJmE1zPjjPczGlldgiN7BRqZtxws9QJKT4uCviuHK8kDkzUyfzqx7e1uj0jT02cYSBwmytEuDulmvxqm4GsmM8P35i0fMCsCHcjFdzkynnkMThRXSOlx7Wo7G1YZ3IXh9YJ7PzMD1487G+c2SlxIwv4lrw9o7d+DQXvelJHh86u+g6N9S2U+sJkCoX+PHwfLn+G6o6UCq2Vd35xMzj11TMhF8ojGNWLptbTA8yEsNSiaTskGZt1kapNEmnXU6kJRsW3pRDEpkq37z3k1POj9WKLC2917e0YHSPYJzqJ/e1x1Gba5A8OqgKIl/CHJoAY5a03U1hotd34N9cM88NXxRMyo8MYI/mQQLt6jqUrVEkwHN8VuxR2OmkFoMJmfqKu8dUjclUrUV1ycumXGXIpm+KMXeOOinElUoHAC9aPQyLJAoyb4lejVvWGSpN8UT6+Mx+vK3henyqh+HCFA+Pz7cNq3KHuaHOudF4oPfxZQlqR8x5z57UsXkq1EsV60S2NqwT2esH62Q2B1VeH7d3bALgW90LZ1StBhGXl7tanTTcf5x+ftGeJE1WeHOTs853B09QmjNCJKJ52BdyBB4/mph1kdigh4ipboq2OROVaUKaccY/OedHV5dxoqKRgDyTNvQnikg4KUbDPedjFwK54KTQ7EVmlM2F9/a95GUJ40Qf5sDCdJri0fB2xAhf1Yq3daH/oj2Rp/zwICJngCaj39qM0uQHWzh9ZCPlGdWi0ejCn5Jp6FORkEjELMbrLUKGix3pGiQkBtwp+jwpArgrDh8S56xxTtiOR+WtoV3U6mHyVonvxGc/i93hDWwLtWHaFl8deBSrIqKZxptbrkORZI7FuzmbGmA5tIcc6f9A5sIHtb4aWCextWOdyJbHpz/9aT7+8Y8zMjLC9u3b+eQnP8mNN974mu3POpkxm0L8uR27UGWFYxODnE1c2I//3Rv3oSsqp+KjHJ4cXHSdN9RvJOryMlXK8fjofNuj22LtM1HZwByj2msrUdmh4uSMgrHTcqMhk5RMRiuCCn9JECiDDYz5Z1OMvorwIxeZleMDYFhIlZTgXAurxSDpGr67rsLatwlzLAGGhU/JI2syntYorprAvChsGkIIrNMJjGdHHVl+UEd/QzNyxA2WwHcoizZhOFOir3BUi96MRGOvQ2SpiMVok4nX0rgiNWsefMbvTIK+Td2GW9KYtDM8YzmR8BZPE7v9HQgh+H7iBbK2c/xB1cu9Dc4EhIfGDzJWSszb10ZfNfurtwDwnf6nlj8fQGflxmMo27fsuq8l1ols7VgnsuXx5S9/md/+7d/m05/+NNdffz3/9E//xN13382JEydoaWlZ+QVeAfzUktn5NTBdVri7w7GTeuDMhTnjN/rC3NbkeCj+++nF1W8eReOeRqen6Zt9R2d6x8CJyq4MO3f6P5mcvdNv0fzUaz7KwuLAdG1HwKaK8OOU4qTswEkxAkz6JEyl8qAQM2SWPY/M5IrcXqgyrFKlqFSHaehc3VdHlC2MZ0awzjnELLcG0G9sRNIVMAT+gxnUuOk4e+z1Y1breDMSzd0aspBIhyyGW0x0W2FPqg5dKKTUIseC4wgJblQ3E5Z95EWJh80TWNhEVD93VHwXn82cprc0G0W+pfF6PIqLgfw4T0ws7B98c4szgPXAxCmGchMLnp9GZ3CciKsKt+rBsMtM5EeWXPe1xGtFZK9XEoN1IlsNPvGJT/C+972P97///QB88pOf5Ec/+hH/+I//yMc+9rHXZJ9+qshsORHHjc2bCehuRnMpnh9ZfM7YSvjZjfuRJZnnx3o5k1z8InJ7wyZ8movhfIpnJubfzd8Wa5uJynoLyZnHpwdvHi1OOW4fONZVARTK2PTKzrRphKCmQmZzozK9YKBYAluWKAbmR1/To1+wBQixqJpxGrXBtc1xs8byGI8NIrIGSKDuq0HdWYUkSUhFG/+BDErGQqgS2X1+rKiGJyvR3OMQWTZoMdRqogiJPam6mV6yw6FRLEmwR2mlWY5hCZuHzRMUKKMic2/kKnRZY6A0wdOZWfHGrlAH24KtmLbF1wcfX5ACbvJVszPqzCL7/sAz5x/ODKYVix7NqT3mjSwCe8n1XwusR2MXhp92Ikun50/zcLlcuFzzyw/lcpkXX3yRP/zDP5z3+B133MHTTz/9iu/jUrjsyWy1KsTpqOyH3UcXrXOthPZgjGvrO7CF4EtnFq+3eRWNOxqcyO3bA/MFAyHVxf5wIzA/KqtS3HToQWwhZqMyYKPlRFjdShGrwj+hosBlgSlD3DtLSp60Y0dVCOgLyEpUrKskWzgKRHX+uJa1EhiAMG3MwxOYRydBgOTX0G5pQqlxIkk5a+E/kEEu2Ni6RG5/ACuk4slVIjJbIhuwGWwzkSTYlaolYLkoSSaHQ6MYsk2HXMMuxUlnPG2dYUo4+3lLeBc1epi8VeS78RdmzrBPcc+kFx+dOMx4Kblgv+9qcvoCD06eYbyQWPD8+bJ7t+J8BkXz0rp4rxPZheFyILIey4Pf1FZe8TxkK60nzc3N8x7/0z/9Uz760Y/Oe2xychLLsqitna9orq2tZXR04Yy/VwuXJZmtRUYP0BGqZlusAdO2+HHv8ZU3WATv3ug4hjw10sVAduGFEOD2hs14VZ2hXJIDk/OFBTfH2lAlma5cfF5Utt/jzBU7U046zviAW8g02k6EdVaevXhMy/EnvBJiDmm5M46KsRhYROChyghJQqoIQeyAckEENg1rJIfx1LDjrwgoHSG06+qdtCKgJAx8L2aRDYHllcldGcD2KrhzEs3nZh3wB9udGtrOdA0xw4uJzeFKL1mVFOA6xekbO2L10207JL/Z08hun1Mn+17iADm7OLNf99Rfg0/1MFKI89jEQtf7Gk+E3VUbsYXghwMLU8SL9Y/pinM+y/aFzbh7JbCeVrwwXA5EdjEwMDBAMBic+ff5UdlcnD9BQwhx0aZqXAguGzJbK4HNxb0bdgPw1FDXok4dK6EtGGN/TavTfHv24KLruBWV2+udC/C3B47Pi/28isbVYaev7OE5UZlbUtjmcvqz5kZlHZYbGYkJqUy6IsdHCGI5J9U14Z9f+3Llnbuuom8RgYckYVX5UScyhCdG0BqrV3/gcyDyBsbBcawzycpBqejX1qO0zv4wtJES3iM5JBvMkOK437tkJyKbJjKfzUCHQ2SbszFqy/6ZpuiMVsaLzq3qNhRJpt+e5JDlpGpDipc7wk5bxbOZ0/TNqZNt8DeyJ7IBWwi+MfTEAvUiwA21jhT/eKKb0cIUsLIlVboS3UXdF3bOLibWo7ELxzqRzSIYDM4js8VQVVWFoigLorDx8fEF0dqridc1mb0cAptGUHdzS4ujXvt216ELeo2f3TAdlZ1jJJ9adJ3b6zfj01yM5NO8ODVf5XhtuAldVhgqpjmbnzUj3uWOoUoyo2aeYdNpeEYwI8c/p8xGHv4yuC2wJEi659wdCYFekd6XvfM/7ukIzNwSxJjIYHUlUa+oWtPdlTBtx8njyCSYlUbpzRG0K2tnojGEwNVdxHPGuegZNRq5K/ygSk6NrHs2Ihtod8a8tOfCNBdDzlyywDgJvYiKzG3qtpnZZE+YTn+egsy90avnzCc7ObN/mqTw1ganOfrZqeMMFhaKOjRZ5Zpap1XiidEjq3bxGM8PYwsLnxYgoIXIGIt/9q801qOxC8c6ka0duq6zb98+fvzjH/P2t7995vEf//jHvPWtb33N9ut1R2YXg8Dm4o72HbgUlbPxMU5OrV2RtiFUzf7aVix76ajMo2jc2bh4rUyVZG6oeDA+OtU787gE7K3c8R+ccwGuEiohoWIi6JNn01uxvEMkCY80YyoMoBg2iuW8o+HWFk0hKm1BjGdGEOkyVlcKdWN4xeMWBRPzVBzzVAIKjihFqvI4TdC1c5qvLYH3WA592Ek7FttcFLc4JscLiKzDIbKmQpDOvNOndto/xbjbIfIb1M3E5ADFGasq55hvCu1YMJ9sGrfW7CHmCpIsZ3lwbHGV6t7YJryqm1R5irL1/KLrLAZTGEzkR6n1NdIW2sTRyQvrTbxQrEdjLw/rRHbh+PCHP8x9993H/v37ufbaa/nsZz9Lf38/H/zgB1+zfXpdkZnfbwFrL24uhzvbnMnC3+1efHrwSnjXBmekyOPDZ5eMym6p24BX1RnOp3jhvFrZlaEG/KpOvFzgSHr24tSphwgqOnnb4OScXqg2y4nKBuQSpjR70Y4UnP+fK/wAUMsO+QuXRE04t+j+SZqMuj2K+dIkxlPDYNooHSEk13wxiDAs7MEsVn8GqzcNlvOekk9D3V/jbDMnqpMKNr6DGdS0hZCgsNVLudXZf19Goqkiv59LZLVFH5uzjrtHtzfBoMdRV12htNAqV80oF7M4UWmHu459fscb8QfxF2fmkwFE9QA3VDnCnu8MPz1vtMvMeQ6Oc23tnQCcSBxas4vH6cRL1PoauaX5zZyMH8Zc5D1eCaxHYy8P60T28vCzP/uzTE1N8ed//ueMjIywY8cOvv/979Pa2vqa7dPriswuNnZUNdIYiJA3yjwxcGbN23cEq9hb0+KMbzm3eIpSl5UZBeP3B0/Ou1hKwI0x58N/PN47T0W5x10FwJFiHKvyuCSgtZJinJHjA7ItCBaddRIep142HYGp5UofmbZ8D5m6twaRKmP1pjGeGcF4bhS5yY/kURFFEwom9mTRkfBP73+VB3VHDKUtuKBZWokb+A5lkcsCW5PI7/FjxpwbEX9KprFXdeT3AYvBdqfPLFr2sD0z6+7R7XVIvEWKsVtxztOzVhcTwiE4n+zmrvDsfLLu0vwc/t11V6PKCmcyg5zMzA7VnJtGVCSVlgoZdqeX9mBcCk8P/4Qrqq8h5IpyfcMdPDb4vTW/xlqwHo29fKwT2cXBhz70IT70oQ+91rsxg59qMrujEpU9PnCa4hKu6MvhnRscwcETw12M5tOLrnN9TTtB3c1EMcvzk/P7yrYHaqjWfeQtgxeSwzOPh2Wddj2IEIKXKtZVALVCx41MEZsReXbydagokAFDEwSjOYJzeEUyHPIR2vJ1MEmS0G5uRKr2YHUlEYkSdn9m4XpBHaUl4BBYtWdhfa1SH3OfKSABVkAht9eP7XWivEBSprFPRRISmZDTRyZkCBkudqVqkZEYdWU57Z8CCaKSnxtV52bguDVIlz17Mb8nsh+v4mKsnOSJ1HwVaoevnu2hNixh8/2RZ5esgzX62tEVF1kjxXhxeNF1loNpGzzY+wDv2vx+rmt4I5lykoPjyzuHXAjWSeziYJ3ILl+szvJhDh5//HHuvfdeGhoakCSJb37zmytu89hjj7Fv3z7cbjcdHR185jOfuZB9vajwqBo3NDnqwgcvQI7f6AtzVW0bthBLRmUSEnc0OOKSHw2dwhLzU1g3RJw+qWcSA5TnjB/Z4XbSbD1GZkaOD9BiOTLZAbmEmHb8CGZpoOIy77dnnEAuBJIio+2swv32Dbje3om6twZ1dzXatfXotzbhescGXO/cgHZVHXKNdwGRSYaN72AWT4XIyg06mWuCM0QWmnIiMklIpMIWg20OkflMjd2pOlRkprQ8xwPjIIEbjdvUbaiSwqAd50Vrtpl9n28Dre4aDNvku4nnsc5rWn5jrSPKOZ05SMC1dNRd5XZG6gzlei/4vJ1OvMSRiedQZIV7Ot7D2zb8Irq8vM/lWrBOZC8fnWp+ncguc6w5MsvlclxxxRX80i/9Eu985ztXXL+np4d77rmHD3zgA3zhC1/gqaee4kMf+hDV1dWr2v6Vwg1Nm3CrGoOZOKfiaxd+vKXjCgAOjPUynFu8VrYv1kSNx0/WKPHU+HxXkXqXn05fFEvYPJOYraNJwE6XI344WpyafVxAU2XUSyaQpFafvch4cg6pFLwLJeeiMstMMtdWC5Ijbsc7cZVQpwy8R3LIRdupj233Um5yzTRpR8eVmTEuiZjjtYgEbktlb6oeTSgk1SIvhcYQEshI3KpuxSe5SIk8j5unZpKwMTXAjSFHffhI6ggJc76o5ZbaIK2+Wkzb4HB6+SgppDvnOlWOL7veSvj2uf9gPD/CbS33sqNqPw3+Vn7Y81W6UydX3ngJrM8cuzhYJ7GfDqyZzO6++27uvvvuVa//mc98hpaWFj75yU8CsHXrVg4cOMD999//mpLZne1OivHBnrVHZTWeADc3OFHdN5YYvAnwpiZnAvFDI2cXzDS7LuJ02h/LjJOaM8usTQsQUHQKtklXeZYkN3lMPGUZQ7JIaHMuMgLceSfALvgWEtaFktmqYQvcZwq4e5wanuWRye/xY4XUmf2rHlWoGquMcak2GW+wQALdVtibqsdlq2QrNlV2RdRytdJJjRyiLEweNk5g4Jw/GYl7IleiSgrniiMcyfcC8+tg+8L3AnAic4CCtbjoZRoXi8xA8OzIQwxmunnHxl8i6q7m57d+iN7UGQ6MPc6ZxDFssXol7no0dnGwTmQ/PXjFa2bPPPMMd9xxx7zH7rzzTv7lX/4FwzDQtIurTlwNmgIRtsUasGybh/rWXvS/t30Xiizz0uQgXanFzWi3hmpp8UcoWgYPjcxPc7lllT0Vt/WnE/PVjdsqUdmJUoKq4GzNqirrPD6p52dSjACqCaolIRCU3AsJy64IQqSCDYYNKwhB1gIlZeI5mkPNOBfpUrOLwhYvqNMGx1A3qBKZctKM43XOPDIkUG2ZPck6vJZGXjY4GBrBlJ3IcpNcxyalHiEEj5knSTN7cd3v30itHqZglzhtPkhncP6Ft8HdRkyvpWyXeCm9tL/iLCrimpeTn52DwWwPnznyV9zUeDdX1t1MW2gTbaFN5I0sxyYPcGTiOUbzi09TgPVo7GLiUieySOG1c8u4HPGKk9no6OiiHl6maTI5OUl9ff2CbUqlEqXSbLRyvvnly8XtrU7EdGC0d82OH0HdPeOM/81zh5dcb7qv7MmxHnJmed5z+0INuGSV0VJ23vBNXZLZ7AoBMKoOMVclHis7PoCT+vz91UvOD8LQQSzCU8ItY3lllLyNGjcxa5cf87IqWAL32QKuHmdGmq1JFHb4MOpmX1uyoaFPJZhSEAhGm0ySVZWmaiGxO1Xn+C3KJofCI5QVhxCrpSBXKZ0AHLR6GRbJmdeMqgGuCzoTB06UnqIkFl54twWcWtnZ7FHKc+yslkK8OEF7YAtRd80FnYrFULaK/KT/Gzw/+ij7am9gV/XVBPQQV9XfwlX1tzBVGOPE1EGOTx1ksuAoMNdJ7OLikieyvMTFvaqt41VRMy7m4bXY49P42Mc+xp/92Z+9IvsiI3Fbhcx+0rf2FOPdrTvQFZWu5DjH4our3xo8QXZGGrCFvWCKNMymGJ+OO3LxaRl9p1yDKimkRJ5JMRuVuSyFgOVCIIjr8y86etE5h2XX0q7tZkxDyZdQ48bLIzMh0IbLeM4UkIvO+5XrdQpbvQjXLJMqJjT1aHhzMrYkGG41yYSd9SXhGAeHTTeGZHEwNEJBcZquPWjcqm5FkWR67QmO2bMRTGdwgpu916NKCqNmH/3mQlGHXw3R4nHSvyczB1Z1SFMlh0Sq3Atvql4u0uUEjwx8h0cHvkdHeAtXVF/NpshOYp5abmy6mxub7iZdGmI09xJjuaOM509g2q8+qawT2auHSH49Gnul8IqTWV1d3aIeXqqqEovFFt3mj/7oj/jwhz888+90Or3AzflCsbO6iSqPn0y5yHNrHPWiywp3tDhE+K2epZusb6t4MB6aGmKyNL9m0+mNUOPyUbINBkQXtcHZKdPtshMddFvzZeQRw4nK0moJQ55PWpoxG5ktBbNKwzVQQh8qU+r0IPS1pxqVuIHnVB415URQtlsmv92LWTP/jbUSNHdruEoyliwYbDfIByohpoAdmVnj4EOhUXKq0xIhATeqW/BUrKqeMs/Mq4O1a9uIKrUYosSh4uOL7mOHdxuSJDFc6CVlrq4GNpJ3biha/J00+zoZyJ1bYYu1Q2BzLnmCc8kT6IqbTeEdXFm3nTr/boKuRoKuRjZF78EWFlOFs4zljjCae4l44dwrPlpmnchePawT2SuLV5zMrr32Wr7zne/Me+zBBx9k//79S9bLFpuhc7FwU3Ml/Td4FtNemzXWDQ0bCOpuxvMZnh/rXXQdj6JxXU074Ag/5qI2mOWmiCPVP1kYwBCzROZCpV4KA9Bjz6/DRQxHVZjQFqbN5Mr8F1NdWuBh1GpYPhklZ+M7kCF7ZWB1tTMh0MYNXN1F1KSzr0KBYqeHUpsblPk/TnfesadSTQlDE/R3GpTds0S2LVtNbckxDj4SGiOtzaaS9ynt1MthLEy63U/SKs8qFF2Sh22uqwE4UXqeolhc1NHqdW4ievKnVj62CuKlcV6aeoYrYtfyxqZ38oWzf/eKuuC3+vsomX08Ofg9NNlDrW8Xtb6d1Pp2EdDrqPZuodq7hR3V76ZsZRnLHWM0d5iR7CEK5uLTGC4E6yT26mKdyF55rJnMstksXV1dM//u6enh8OHDRKNRWlpa+KM/+iOGhob4/Oc/D8AHP/hB/v7v/54Pf/jDfOADH+CZZ57hX/7lX/jiF7948Y5ilVAkmesbHbeHxwcWpv9WwpvaHGukH/UfxxaLk8eNtR24FJWhXJLT6fF5XohuSWOTx5lZdvS8vqYWuQpZkpiys2SYT1rTkdk8FeP0MVX40FIWPDULSSK3x4//uQxqysL/Qob8FX5s3yIbCYGSstDGymijZZSK56OQoNzkorjRMy+lOI1gQqa+33H1KLptBjoNZsYqCdiUi9FQDGAjOBocm5cubZOr2a44UwPOaC9QkOdL7Xe4rkGXXCSsCbqNxQU7HtlHte6c2/7C2txcnhj9AW2BLYT0KG9v/2UeHPgqifLkyhuuAYvVxAy7wGDmOQYzzsgZn1ZNrW8Xdb5d1Ph24lL8NAevoTnozFlLFnsZyx1lLH+MifxJzFXUBBfDOpG9ulgnslcHayazAwcOcOutt878ezod+Iu/+It87nOfY2RkhP7+Weug9vZ2vv/97/M7v/M7/MM//AMNDQ186lOfek1k+XtqWwi6PMSLOY5OLK0oWwy7q5poCUQpmGV+MrD4nb+ENJNifC5xdIGp7xZvM6qkMF5OMmYk5z3XKjsp197zojLNlvFaDiuktIURw3TW0VaWl97bAZXcVQF8zzuEFngihe1XsPwKtldGKgnkgoWStZBLs68lVIlSi4tSqxvhXkxhAlVjCtWjzlcpE7QYbjWx5/BkWz5MS8ERtpwITDDhci4+ncFx3Laf3WVH8DGgnGJKmV+HDMkxWrTNFTeUJ2AJ78QqVz2SJBEvj5O31jaPzbDLfLfv33lnxwdo8LZy36bf4aWpZzg4+SSZ8z6ntWItwo6cMUF38iG6kw8hIRFxd1Lnv4J63x5ing2E3W2E3W1sjt2LLUymCl2M5l5iNHuYeLGbpc7NNC43EoN1IlvHLNZMZrfccsuMgGMxfO5zn1vw2M0338zBg4s7yr+auKXZSfE9NXh2zdOkp6OyhwZOkz9PnQhOCnFLoIVqt5+8WeSlZNeCdbZ5HcePY/n5tlYaCnWVFGO/PTXvuaDhpFtzSnlGur4YpFUcjhVUyV4bxHM8hzZlomQslMzCVKtQwKjWMWo1jBp9Vmp//ntaUD+oEko4zDVVYzJeb81zIWnOB9kw7YDvm8RX003nzD7LbDGuQkUjJU3Qpy4U5GxzXQXAoNlFwl56NItH8QGQMy9MIzZeHOaLXX/PzfVvpiO4lb1VN7Andh192S6OJw7QkzmFYS/83JfCy1UnCgTxYhfxYhcnJr+OrgSciM27nVrfDvxzUpI7q3+WopliJHuIoewBxrIvYYr5Nz7rRPbqY53IXl381HgzuhSVaxudy+gj/auvqQA0+cPsrm7GFjY/6Ds28/j5kdc1sYrkP3EG47wG2agaoEGPYgubU4X5UWGDHEGRZFIiP6+nCiBoOmSWVhev40z3nK2GzABsn0LuqiBy3kLOViKxvI1wSVheBdsjOw3PyvI/RL0o0dSj4irJC6T3M8dVCLA55xgmJyID6NGhec93mrvxiwgGJU7rzy+w4ooqddSpztDTk6Xlx6t4ZIfMCvbyTdLLIVme4lt9/0aLfyNXVt9Ci7+TtsAm2gKbsGyToXwfw7leJosjTJXGSJamsM8TaLxSEvuylaE//RT9FUcTr1ZNnW8Xdb7d1Pp24lZDtIdvoT18C5ZtMJp7ieHsi4xmD1PP2rIQlzrWSWwdi+Gnhsyuqu/Ao+qMZFNrtq+6s8WxTnphrA9JG6F2Ed1KVA+wKdCELQTPTS2s62yvRGXdxVHy5wkMmiUnchk4LyoDCKxAZnYl8yfba/sB2V4F26tgXkB7lS8t0djrzCEzVMFQm0HBP59Nq0tetmYdIkuGh0lG5hNZldVEndWOQHBae56ytLD+s1nfA0C/cZqcWD7iUmXnQ7EXmSK9VvRnz9KfPUtIi7Ituo+t4d2E9Bgt/k5a/J0z65m2SaocxxTD5Iwx8uYEeauOgjlFwZzCXKQP7mIhPy8lqVDt3UKDfx8NgX0E9HoaA/tprPTc5Us9JLPPkcw9S7508dWarybWiWwdS+GnhsymTYWfGFybOMCtqNxcEY08N7l079K+iKOS7MoOkjAW1my2epzWghP5/gXPNcgRAIbshWo1X6VeNi1hPx+GyyGR6ebpVxQ21IwqxMadr03eZzPYZmDNIffO4DieXJjadBsSEpnAGIlo/7yoy2V72WA4EwcGlJMklYXpQ78cpk5tRQjBmfLKE8AnS84NSoO77cKP7zykjDjPjP2YZ8Z+TFiP0eLfSJ2niZi7lqirBl1xEXPXADXgWbi9YecpmHEKlkNuBSteIbpJCtYURSvJSnWu1UBgMZ4/znj+OIfHP0/I1czO0B5C3r343JvxutrxutppiL2HkjFGIvMk8eyT5EsLU+GXMtaJbGX0mB685tpdlfLm658KXv9HsAq4FJUr6xy5/JOrJLPpFOJ1tTvxqC7GCwnOpgYWXVdGYl/EIcsX4gtVkk16jKDqpWQbnCvO77mLSj48ko4hLMbPiz4kAZ5pMlMWr9eUXyUy00rQ2KvhKTihYCJmMdbouN7P7Qdz50PUjG1CQibrm2Kyumd++lBIbJ6pk03Sry6e8u3UnBrlqNm7YlQGMFTswbQNglqEqFZD3Fi6vnYhSJanSManOMJ0KlHCo0TxqbV4tRrnr1qFR4nhVavQlQCa7EXTvQRpWvQ1bWFSMKfImRPkzXEK5mQlupsib45jXEDKtFMtgHWGkfgZRuJfRpEDhH37CfuvIejdi0urpS76Tuqi76RYHmYq8wiJ7FMUy4t/ty8VrBPZOlbCTwWZ7attw61qjGRTdCWXvsidXwMDuKHOuag+NXpkyXvojYEmgpqPrFngVGZh5LWlEpWdKQwtGFXSIDlR2YhILhCleCwNGQlTsinJi/fETZOZqyAhWY5446JCQDguUzOkotgSpiIYaTbJhu0FM8L0oo/a0U3IQibnizNR27WgDtZkbSIoYpiUOaO/sGixT0KmWXNuDrqMo6vaTVMYDBW7afVu5qaqe/nh2Bcp2hf3Aji/HiaciMuagtLCtLIi6biVKB41hleJ4VajeJQYHrWyKFFkScWn1eLTahdsD1C2c+SNcXLmGFljlJw5QsYYJmeMYmMuWH8xkYdlZ5jKPMJU5hFkyUXQt4+o/wZCvqtw6w00xt5LY+y9FEr9xDOPMZV5jLL52lprzcWlTmKwTmSXCn4qyOzqhg4AnhlemFZZjMCm0eKvpcVfh2GbPDe+tCHx/kqK8XCyC+u8mo0EbPQ0AHC6sLAQXyc7kvURO7ngOVdF316UzSXnlBU9grIu0MsSoYS8QITxcqCWob5fw591orG8z0bdMUqty+L8y69e8lI3shVZKBQ8ScZrzy4gKq8dpMV0RDLd2kuUpMUvVDGlDk3SKdp5Jq3VD8x8PvEI1XojMb2We2rfyw/G/vNlCUKmcSGiDkuUyZmj5MzRJdaQcCsRvGo1XrUan1pTIb4qvGo1bjWCLvvQXe2EXe3ztrSFRc4cJVMeImX047POUjR6sFawwrJFiWT2aZLZp5ElNxH/tUQCNxL07MbjaqHRdR+NVfeRLZxgMv0T4pknsV/But9KWCeydawFlz2ZyUhcVe+Q2bPDs8Xv5UhsGjfWOTPLDk2eJWsu/qP2qx62BB1xx4FFUoyNegyf4qZgl+kvze8hk5CokYIAjImFM9FctvPxlOSFd+FzXoRElUXtsEpkUiEZe3kDOsExCY6NK8TGFWRbQsg2VlsKtTG76GvrJS91w9tQbJWiK8NY3ZkFRCYJiU3GfmRkpuRhxuWFEew0aioN1OPW2lR4aTPO98a+wD21P09Er+btDR/gUOoJurLHMMTaXT1eWfNfQdGKU7TixEsLvzeypFVIrhafWotfq8evNRDQGtBkLwGtkYDWSANXzWxTNicoGl0Uyl0UjHMUjR7EEsdti+JMxKbIXsK+a4kFbybg2YXfsw2/ZxvN1R8gnnmCydSPyJXWVmt+ubjUiWydxC49XPZktiVWT8jlIVMuMmWcoTa4uoK7W9HZV1Wxvhpd2odxd3gDiiTTnx9jvJRc8PzGiuPHucLIgjRiVPKhSSolYZBYxKJpOjIrL5FinEYyalE9quAuyoSnXkZ0JiCQkqkdUmc8H+1gCXNzHDyLE6padlM3vHWGyEYbTiEW6YdrsDbOyPC7tIPLEm6V4pj+Tphrl5RPE9obq99FRK/muuidXBV5AyPFPsZLg4yVBpkqjVJehtxeawd7AFsYZI1hssbCyNStRAhojbS763Gprbi1NnS1Hl2tRlerCXquBUAIm5I5QKF8hnz5NIXyaQxr4cgiy84zlXmIqcxDaEqEWPBWqoJvxK03UR26g+rQHRRK/Uymf8JU5iFM65X1e18nsnVcCC57Mru11bnLPz7VtaQF1WLYV7UZXdEYyU/SnVk61bU77CgdX4wvfue6oeLGfra48DWqpQAAE3Mc8udCqcx0MaXlyclWYaLWonZEpXZIpegxKC4yqHNJCAgmZWLjCu6KwEO4TKyOJHZVYUniUctu6ke2otgaJVe2QmQLiVcXHlpMZ3RLj3YEQ1o+StIlx4syt8R5WQkZM8k3Rv6FLYE9bPXvI6JX0ezppNkzK6svWnkyZpKMmaJo5ylaeYL6GBYlLFGHJUrYmAhhYmNiCwuBjaDyV1g4rc3Ov+c+fzEUisuhURoGc5ipOckFWfLg1jrw6J14tI249U40JYpba8WttRLxvREAw5wkVz5OvnScXOko5nkKWsNKMJp4gNHEA/jd26gO3UXYfx0eVwvN1b9MY+w+EtknGU99j1xx7ZZwy+FSJzFYJ7JLGZclmc1NIe6u2QTASxNnl1p9UVxT60yifmZs6TExta4IDZ4Ypm1xNLXQgb9KDRJSfZjCor+0UHhSVSGzySUu2nKlI9peRUd0vMbCk5cIphSauzXGG0xS0WVSjgJcRckhsRRIReerIGQbuymD1ZyBZSyytLKbuuFtqJZOWSswWrc4kSGg09iNgkpamlw2vTgNVXKc+E2xeseNhW9rczLzIiczLxLRqql3t1LjaqTW1YRfDeFWvLgVL9Wuhgt+jyXfW9gOEWJiCxMbA0sY2KKMRRlLlLBEEUsUMUVhZjFEFkPkMO185f+zC1zzl3LysEWBfPk4+fLs91WVI3j0DXj0zXj1zbi1djS1irB6M2HvzQAUjT6yxcPkSofJl88As59htniCbPEEysRniPhvoDp0Fz73RmLBW4kFbyVbPM1Y4psks89USPzCsU5k63i5uGzIbLEaWLUnQqO/GtO2ODK5+p6aGk+E9kA9lrB5YeLkkutdEXbu9E9nBiguYnXUWYnK+krjCxxBAGJyhczsJciswkSrst6SYKTFRO+ScBdkGgY0qkYF6aiFoQlM1VlHL0m4ihKhoo2Un+1HEZqF1ZDFbsiCtnwkqBquWSLTc4zUn8RWF09DxuwGYnYDNjZd2qFV1fNUqUKsFynCSRgTJIwJTlRmnGmSzvawhVupwiVF0GQfmuRHk7wokstZcCFJKjIqsqQioSAhI0mVv9OLtNCvUpJkFHRAf9n1S8POURZpFJHAml7sOJaYwrSnsMQULEEkpp0gU3yBTPGFyn658Oqb8Orb8bl24NY6ZiK3qsBbsew8udJRsqXDZIsvYtlOOtGy80ymH2Qy/SBe10ZqQncTDdyM370Zf/0fUDanGE9+l4nUD7AuqJ1gncjW8fLxuiazlUQcu6ocsulKDpA3V+8wvr+qMqYl0UvGWPqHtjPkCEuOpBZ3VWh3O5q/7sJCRZuMRLDSaRsXix+HVUkvKqxu/pitQM9Gg+iEI97QDYmqsaU+YgUhCUS0gF3lLMtFYtOYTi2qlk5JzzHacBJbWZzIJCHRZjqtDYPKafLy6motSWuKarWBWrWFdHl1c8lWi+l6WM6GnL16peTSkCr/zZKdjDpLhKjIkoYsaSjoyJKOKrkrhOlGlTyokhdV9qJJPjTJiyr50CQfkiQ7RIsPWHx4qBAWlohj2uOY9iimPYohRjCsQQT589YtkSsdJVc6ykQGFDmAz7ULv2s3PtcVqEqQoOdqgp6rEcKmUD5Dpvg86cJzmBV3mnzpLL3jZxmc+jw1oTdRHboLXY3RVPWL1EffzWTqx4wlv0nZXFibOx+vBxKDdSJ7veB1R2arUSFOY1eVU89aS1QGsL/aIbMDk0t7ODa4Y8RcQcq2yan0woZTXVJp0B2bqp7SQkFBSPIiSxJFYVBgCXePCplp9urIDAAZ4rUWiWqLYELGm5MJUgZDBltCeE3wGAifgR0pwjJz0BYcU8lbEXtoTmqx/tSSRAZQb3XiEX7KFBlSV6+GGzTPUq020Kxu5Gz58Kq3Ww6vnKhDVP6zp/85/+8FQ2KjKiPLQRQphCKFkaUwihxBlWIoUgxFrqqQYzWqXA1sn/cKlp3AsAcp230YVh9luw9bJOc8nyFdeIp04SlAwq2143ftxu/eh0fvxOvagte1hdrQL5AvnSRVeJp04WlskcO0kgzH/4ORxJeJ+G+kLvJ2vK52aiNvoTp8N1PphxiJf5WyuXhf5+uByNZJ7PWF1xWZ1QSygHtV66qywuZoGwBHJ1fvR9fqr6PGE6FkGRyZWnq7HSGn9+d0pn/ekM1ptLhqkCWZKSND2lr4ww1LXgBSYukf9bTwQ7uATuiO8DiEK6+z5q0XwlX0UzeyBdlWKemO2GM5IpOFQrPp3BT0qSewpNXvxZBxjl2uGwgpMXa6rud46VnsC6zJXArKxLViui5mA7adxWTpCFKWQhUyq0WV69DkelS5AVWuQpEjKHIENztn1rfsNGW7B8PqpWx3U7a6EZQAQdHopmh0M5l9AFWOEfDsJ+i+Bq9r68xSF/pFsqXDpPNPkSkeQAiDeOYR4plHCHp3Uxd5J0HvbqpDd1EVfCNTmccYiX+JkjFSObZLn8Rgnchej3hdkdlasCHUhEvRSJYyDGZXb200HZUdiXdRthePmAC2h9oAOJ7qXfT5ZpdjsruY8AMgUEkxppZpSi0ozvv7Vum1dr4jx8WCOx+idmwjsq1ScKcZqz+9uNhjDmqsVjRcFKQsY0rvmt7PoMzp8otsc13FBn0nNUojB4oPkVrEiHkxvKIEJmQUXMjoyDN/NWQ0pEpaUWK2xkaltuZg+gJpV+qBjvpxWixSo+SAMthlBCWEVACKzmNLXFttkaIsUpTt+dkHCTea3IAmN6MprehyG6pcjyIH8chX4FGdHkohbAx7gLJ1lpJ1kpJ1FkER054ikfsRidyPUOUYQc81hLw34tbaCLj3E3Dvx7KzpApPkcw9QsnsJZ0/TDp/GL97K/XRnyPk20NV8DZigZuZSj+Mlv4ctnnpk9k6kb0+cdmS2daoEzmdjPeuehsJib1VjvrxxYmlU4w1rjDVrjCmbXE6s7inXbPukNngEhOL/VJlTplYupaXVksIBB5bQ7NljCXmmb1SJAYQSNcQm2hHQqoQ2eJ9ZHMhCYkmyzmPw0rX6ufTzMHp8kGS1iR73bcQVKLc5nsXU9Yow0YPo2YvWZHm/FzeqklMgIyOgmfO4kWt/FWEBwX3ec+7Z0jsFcMSwavABPIIKY8gi5AyCDIgpbGlJIIkQkoCs03tgqITedndc15XQ5Ob0JV2dLkNXdmAKlehK63oSit+bkcIi7LdQ9E8Rsk6gmEPYtpTxHPfI577HrraRMhzHUHPjehqNVHfnUR9d1IodxHP/ZBM4VmyxZOcHf4feF0baIj9PGHflVSF3ogI3kIp/S2KyS8glhA9vdZYJ7LXLy5bMtsSbQXWRmYbQk2EdD85o8jJZN+S620LtgHQlR2itEj05pI0qjXHpmqgtBSZOenSLEv3XFmyIK8Y+CydkOFm0jV7V/tKEhjgeDImmogknD69rH+CiZruVRFTtdWCW/goU2BMWdiysFqMWf08lP8KV7hupEnrJKbUEVPq2Mm12MKmKHIURQ5dyWFjYM98FtOiDHUmYnKIyFUhMfecaOnCYGNgU56zGI4UvxJlzfSjOcnC87aWCMg2ICMJFednqAA6EjoIHQk34K5EeCoQRBKOW8xS9TiBgSCBkOIIaRJbmqz8HQMyIBkYdg+G3cO05lCWwriUjbiUzbiULahyDS5lAy5lA/A2LDtJ0TpK0XyJknWKsjnIROYrTGS+is+1g5D3VgLuK/HoG2jUfx0zeB/J/MMkcg9Sbx1BjB8h7dqCJ/JLaJ79uEM/g+6/k2LqS5TSXwexdPbj1cY6kb2+cVmSmSortIcqfojxpUnpfFwRrQhG4gs9Fudic8AxDj6ZXvy16/QIkiSRMLMLZpdNw42TOiys0EsV1wr4LJ26kp9Qde9Kh3BRIFkK1ROd+HKOgCURGSQZGVy1zLzWcm4khtUu7BUavldCWRR5ofhjjpaepl5to0Ftp0qpR5YUvFIAL4ELfm0bE4tCZcljzvl/SyrMea44s9gUsShdULQJs/WwVV3CBYCGhBeEDwkfkvAhEQARRCKIJMJIIuT8PxoSNSBqFhCeoIAtjSKkEWxpGFsaRkij2CQpmC9QMB35viJFcSk7cKs7cClbUeQwPvlGfNqN2KJMyTpK3jhAyTo6o4xU5CBh7xuI+N6IpkSpCrydmP/N2KUnsfPfwCqdIjv6B6ie/Xiiv4qqd+CNfgBX4E0U4v+EkX/ygs7lxcQ6kb3+cVmSWXuwAU1WSZWyjBcWzghbCruijpT/SHxp9aNHcdHsrQbgTHZxu6U6zXHCHy0v/d56pZeqvII8Y9idobkYorbkpd9SlxVdXAzoJS81o5vQTDcCm6nqXjJriAJdwktIVCMQjCsXb6xIUeToMY6jeh9mXEio+NAIoRKYqVnJlRsEpx4lKpGS4Th4UMamhE1phpjEGkQpLxdLNTsvCwnAQJACKbW8QFIoSISQRLSyxJBFNZKoRiKGhAdFtIOYNS0WGNjSELbUjy33YUs9WMTJm4+TNx8HVFzKJtzKLtzqLlS5Co+6D4+6D1uUKJqHyJvPULJOES7+B6L4RQzX1SietyDr21Hct6K4b8UuPYeV+zJm4QCZoYPo/jfgibwfRWvAX/tnGIVD5Kf+Dtt49cfQrJPYq4Pvfe97/Pmf/zlHjhzB5/Nx00038cADD1zU97gsyWxj2ImcziZX/+No8lUTdQcpWQankku7VGz0NyJLMmPFOClj8QbROr1CZsYyZEbFd3ERJSTMTyOW8mFcZT+BdA2pyMXojVoEAoKpOiLxFmQhY6olxmrPUHavrQm22nLSkil5grJ08RzX59XDJIFJFpPVt2lcdAgJ2XYjCQ+y7Z5ZJKEj2y4koSMJDT8yCI2CUBCikk4UMgKZ80NdCdtxecYCyUKSDJBMJKmMJJdBKiPJJSS5gCQXnb9KDknOIckGgjhCWqQvT6hIohpZ1CKJBmTRiCwaKgTXhiLaZjKhtjTmkJrchS11U7JOULJOkCp/CU1uqZDZflS5Gq92DV7tGhBxDOsJFOsx5NIzmKVnkNQNyN63IbtuQHZdjey6Grt0ECv3H5SzP6acewJ36D24Q+9G8+wh2PhZiskvU0z9J7wM55e1YJ3IXh18/etf5wMf+AB/9Vd/xW233YYQgqNHVzfaaS24LMmsM+xcUM8lV29Uuy1Skdon+zDspe/YO/xO+vJMZmjJdabrZePl5JLryJWazdz5ZkvVwdKhMaon/IQTDWQDE1hLTJ2+UKiGi+rxTtxFpyaT9yaYqDl3QVFg0Hai1in55ZPuayarFxKy7UOxAjOLbPtRLB+y7Ue2vQ5xraLutpaGgpfVmiaVkZQMspJBUtLIagpJSSGrCWQ1AfIIFiPA4cqbSUjEkO0WZNGCLNqRRe3MotrXODU/aRhLOo0ln8IQAxh2P+nyN2jX6rGUG7GUa0CKYqlvxVLfimwdR7EeQjYPINL3YylfRPH+DLL7FmTXXmTX3kqk9p8Uk5+jnP0B3thvonmvwRO5D93/BvKTn8Asrjxd/OVgncheHZimyW/91m/x8Y9/nPe9730zj2/evPmiv9flSWYhx6m+K7V6MtsabgPgRLJ32fU6fI4TQ3du8Yu1JimEVR8Ak+bSjhfTVk1tgfiSc72mkQ1MEEjX4C4FqBnbyOgqFIWrgWQphFL1hJL1yELBlizisT4nrXghv3UBfjvs7LO8+vTuXLxqBCZAtn2oZhjFchbn/4MoVhCJlXv7BAIhFbHlIrZcwJZL+JUcklQCuexEVJIBMxGWE3FRicCkefQlIYQj5UfIgIqw1cpfHSF0sF0I24Ww3Qjbg7C9CNsHQgOhI8wYlhlbdF8lOYOsxZHVSWRtorJMIpRJLA5WDsiHLFpR7E5k0Yks6pBEE7JoQrPfgCCDTz2CW3kJyT6DJs6hml/AlvdgKbdiyzuwle3YynYQk6jmT1CsR7Ayf4eV+xKK72eR3bciu65G0q/ELj6MlfsC2bGPoHlvxBv7NRStgUD9/ZTS3yYf/yy8AvPULgkiG/dA7tIRv7xSOHjwIENDQ8iyzJ49exgdHWX37t3cf//9bN++feUXWAMuOzKr9oQJufyYtkVvemRV27gUjY6AQ1KnllExBlQvVa4QtrDpyy1+0Y2qjiAhbxUpLOLXOAPJxkk5SSsThwST1d3UD2/HXQxSN7KFsdqz2BcYoUm2TDBVSyjZiFKZmVZwp5is6cbU1j73axo6bnTcCAQ5aeF8tuXwipGYANn2o5rROUsExYogi6Vl9gILS8liKRlsOYOlZLHlLJaSw5Zz2HIeWy7OCEEuqCZ2kSBsDWH5sa0AwgogrCC2GcK2wggzjLB9CDuAVQpglVrnbGk6pKaPoWgjKK5hhHICW60MohUBFHsjstiCZm8EAuTN68mb1yORw6McxqO+iC4OoNgvIIhhqrdiKbeCVIWpvQdTfRuK9TCq+UOszKew8l9H8f0civsmFM/tyO4bsHIPYOQfIFU4gCf6AdzBt+IKvgXVcxX5yf+FWbx4KalLhsguUaTT82/AXS4XLpfrgl+vu7sbgI9+9KN84hOfoK2tjb/927/l5ptv5syZM0Sj0Ze1v3Nx2ZFZe9BJAw5kxjDt1SV5NgSbUGSFiUKSyeLSF+EWbw0Ao8X4osbCwExUFjcX1nPmphHtogVoqGjLiPNnYbgKjNWfom5kC+5ikMbBncSresn5EqtT1gnQSz4CmRr8mRiyqAhQtDyJ6CB5X/xlm+IqwhFg2Fircuy42AQm2RqqGTtviSKLxX+MAhtLSWEpSUw1Wfn/FKaaxpazqzqvi5GYbamYhgvLdBbb1LEsDdtSsW0NYSnYtooQCsKWEUKCBSlLG0kSSJKNJFvIsomsWEiygaIayIqBopZR1JKzaClUbfFoWNgubDOKbcSwjSpsoxrLqAbhwTbqsY16THY751DOIetDKK4BVFc/He4nkaQnEUKmbG+gYO2maF6BTYC8dT1563pkKYFXeR6v+hya+TVU81tYyjVYyl0IuRVLvQdLuQPFehLF+iak78fOfwcl8MvI2lZU/88jPLdhZj5LYepTGLnH8Vb9fyhaHf66T1BMfZFi4t9YW9J2IX4aiOxcuga3tfZeyGLOuZ41NzfPe/xP//RP+ehHP7pg/Y9+9KP82Z/92bKv+cILL2DbTgbpIx/5CO985zsB+Nd//Veampr46le/yq/+6q+ueV+XwmVHZi3BOoBVR2UAm0POpOjTqeXHkzRVVIwD+aVNVAOKY1OVsZyL3FJ1sJKURxduXMJDjuSq9rPkzjLceIya0U3ohpeasU1YskE2MEnBk8JUS1hqGSGBYqkoloZe9uIuBHAXg6jm7EXdUIskI4NkA5Mvm8SmUZCy2FgoqLiEj5K0UDxysQhMst1oRjWqWY1mVKGaVShWCGmRg3GirCSmmsBU45UlgaWkKhHy6iFsCcpe6k2VcsnPRNmLUfZilr2YZQ+m4UbYq3NsudhwSK2ApufRXDlUVw7dlUNzZdDd42j67G9CCBBWCKtch23UYZXrscu1CNuHVdyEVdxEGTippAl4ugh6uvC7ewjrZxDaVynbGymY+yhYV2CLCFnzTrLmnejyaXzqU7jFUyjWE9jyLkz1XoS8FUu9BUu5AcV6FNX8FiLxB8iu61H8v4yk1KGF/wd26VnMzD+RHno/3tiv4QrcjSf8XjT3XnITf4ltrv53PY1LgsTgko7IpjEwMEAwGJz591JR2a//+q/znve8Z9nXamtrI5NxmuO3bds27zU7Ojro7195HNRacNmRWWvAIbO+NZDZppBzN3JmBTJr9jiR2WBhOTJzvrCKMrlsY3NJyhMQUVzCu+r9BDD0IsNNxwglGwika1At3al7pRZ3VZ8LW7LJ++JkguMU3emLRmIzkAR5KY1fRAiKKBOV1tyXRWACFCtUibKqZonL9i+6uiVnMdWpyjKJocWxlOTaSctSoBhAFIKIYgCKfkTJDyUvILNSNVaSzUrUVEZRy8hKGVkxKhGWiSRbziLNRmDz3l84NTQhZIStIGylEtmp2JaOZWozkZ9lukDIM/9fLoQX3SdVz6N7Urg8SVzeFG5vAt1zBsnrDNlsV0oUSvVkS61ki23kSs0YVpB4di/x7F4kTPyeHkLek4Q8Zwi7zhASX6Vo7SBvXkvJ3kzZ3ky5vBlFiuNVn8SnPo3L/ktsaSOm+g5sZSeWejuWchOK9X3U0newyy+ieN+D7H0LsusaNG0nVvZfyE/ej5F/Hm/Vh1HdWwk0fIb8xMcwCs+u+nNcJ7K1IRgMziOzpVBVVUVVVdWK6+3btw+Xy8Xp06e54YYbADAMg97eXlpbW1fYem247MisKeAQTn9mdRdQj+Kiye9sc3YFwUiDxymuDy4SmU0TV23lRqYglpe0FytRi0+EVrWfcyFkm2TUaWT25MP4s1VoZQ+qqaNUogJbsrAUA1MtUfRkKLrTlNzZiyIcWQ5peQq/FWGDsZdab5ySu3t1G87UtiKVJYpiRdGMGBKLRzqmkqgQ1kTl7yRCXv2on5m3tlRELgz5CCIfQhRCUPKxFNtLsonmyqK7sqiuPJqeR9XzqHoBVSugakXkV7gfcN7+C7At3YkMyx6Mshej7MMo+TCKfsrFALblqkSPXvJzbnwk2STsmyLkn2AsME4kOEZtaJDa0FPYQiFXbCVd2EC6sIGyGSNT2EimsJFBbAKec0R8Rwl5juFxH8a0I+TNa8mb12OJKBnjLWSNO/GqT+JXH0EXf41tbsHQ3oWQN2Opb8NSbkE1v4LI/Rty8WGU4G8ga5tRg7+J7boBI/Mp0kO/gr/mT1Dd2/HX/SWFxL9TTH6ehc4q83FJENnrhMReKQSDQT74wQ/yp3/6pzQ3N9Pa2srHP/5xAN71rndd1Pe6rMjMq7oJuxwBxkhucRup89Hqd2aOTRSSy84uC2t+3IqOaVtMlJLA4inE2SnJy4sz0vIUWBCyV767WRISFHxJCr7k7EO28wMW8sUZbLlWqNFHKKU0XOVWwqm7MLMJDG0MQxtHSCZSpT4k2x5k24ti+SoKwlDFtmkhBCamGsfQJjHV6WUKIa9dACMEUPIhcjFENorIRaHoZzHiUrQCLk+qEs2k0d0ZdHcaRSsirfI6adsS5ZKGUdKcv2UN01AxDQXLVLEsGcuUsW0FYUtORFb5DJEEEiDJAkm2kWWBolgoqrOomoWmG2i6iaYb6O483lBq0X2zDJ1SMUi5EKKUD1EqhDHyYUxLJ5GpJZGppbeSzPC6U8RCI1SFRoiFhmiMdtPIgxTLVaTyW0nmt1A06maITZZKhH0niPlfJKB/n4D2IAVrL1njVkzRSM58AznzZrzqMwTUB9HFX2DL+zHVn0PItZjar2Apt6AZ/+qkHr1vRfG9F9m1F037FGb6U2RGPown+qu4Q+/AE7kP1bWR7PhfwhJTJ9aJ7NLBxz/+cVRV5b777qNQKHD11Vfz8MMPE4lELur7XFZk1uBziCFeTFG0Vtd42VZRMfZml09L1rqdE582p2gPLh31aZUowmT590/Jk46JsAigCzdlae0RxWJ4LUhsbhpRAMnw9/Fnr8Ob34VqRVCtCJ7ilhVfx6ltpefUteKY6lSltnXhxyXKHkS6GpGpRmSqwFxkjJCeQ/ImkbxJGgLjuLxJ1FUoO21bopBzk896KOTcFHNuink3xYKLUlHHKL2CxsSLQqC7y7g9JdzeEm5vEa+/UFlSePyTbNAcAhACcsUgqWw1iUwNiXQNmXyUfDFEvhhiYGwLIAj7J6iJDlAT6acm9AS14ScoGjGSuR0kcjspmxHi2T3Es3twa6NUBV4g4n8Rj/I8JXsrWeMOynYnefNG8ubV+NQnCGg/Rrd/H0u5A1N9B0LeRFn/nyjWD1HzX8cuPY8a/F1kbQNa+E+w8t+lEP8sVukU3qoPo3mvIdjwd2THPoJ93sy0dSK7tKBpGvfffz/333//K/o+lxWZ1fmcNOBIbnWjQgBaKpFZX2bhNOhpdAbH2RJoAyBpLB/xyZLTn2SJ5ZVXlmSQlRIERJQqq4lhdW0DRC8FLFkLkwTZwFPkfC+iGbWVJYaj2LMRkqj0ZjkSd0tJV5SEmZdFWtMQQkJkY4hULSJdA8XzagCSBd4kkn8KyRdH8iWQtPKy8nohoFhwkUn4yaV9ZNM+cmkvhZynokZcGpJkO9GTy3AiKc1E1UwUzUJRLGTFRlFsJwKTnGUubFtG2BK27URxlqVgGQqmoWIYKkZ5NvIDiXLRRbnoIr2IuNGtlzkVyhALZ4mF01RHUzRUnaOx2pndZ5ga8XQdU6kGJlP1ZPNRktkaktkazvTvw+dJUh/roT7WQ134MWpDj5ErtTCV3Usqt5WiUcdg/F5Gk7dSFThALHCAKvffUbI2kDHeRNnuJGe+gbx5LQHt+/jEj1CsZzG0+7CVq7DUN2HLe9CMz2Amfh/Ffx+K9+0o3jcjaZsppz6GNfJh/LV/gaJ3EKj/e7JjH8EqnwXWieynGZcVmVV5wgCM51ffsFvvdaK5odz8Otj5KUS/6tS2MmZy2debnjgsSyu7Q4wpvQTMKPVWZ2VUymr3+rXDWsQcQi5SdvVRdq3e7PlCIWwFkapBpOoRqVqYJ08W4EsgBSacxZdAmlM7XIzETEMhFQ+QigdJxwNkkgGM8uK1O0Wx8FSiH7e3iMdXxOUp4fKUcbnLaLqx6rTky4Ftg1HWKBVcFPMuink3ekEllfWSynjJ5j0UyzojEzFGJmabqzXVpDqaoq4qQV1VgtrYELVRxwquUPIykWhmPNHMZLKBXCFM1+Aeugb3EPRN0lTTRUPVOVqrvokZ+RHx7BVMZq7CsEKMpm5hPH0dVYEXqA4+Q8z1d5TsbaTL92KKRtLGz5A3ryOkfx0Xn8KydmNo70PIDZT1P0WxvoXIfh67/BJq8MPI2ka06CcwUx8jPfxr+Gv/EtXVSaD+E0j9/wNyh1/5k7wS1onsNcNlRWbVFTKbLCRXtb4uazPbDOeXVx9Ok1l2GVcPALviti+vwkFiXOmnzdyBR/iJ2HUklKWjw9cSl+q0ZiEkJ/qKNyHStWDP+TqrJaTgGFJozCGwRRrM55KYZcokJ0PEJ8IkJ0NkkgvraJJk4wvm8Yey+IN5/KEc3kAel7u8KrKyTIl8TqFUUCgUVEoFhXJJplyWMcsypik5kZcpOaIOITl5WwlkWSBJICsCVbVRVYGq27hcNrrLwuW2cHstPF4LfzDLnuqF32XTkkmk/cSTfuKpABOJEFOJAIapMjweY3jcIThZtqmNJWiqm6K5boLm2tO01J3GMDXGE82MTrUzkWginaviRE8VJ3uvpC7aR2v9CaqDz1IdfJ5kfivjqesoGnWMp69nMnMlVYHnqQk9RbX7b8ib15E23owpGpgq/QYe5TlC+gO47D/E0P4rtnItlvoObHkHevnvMeK/ixr6Y2StHTX8l1iZfyIz8tv4az+K5tkHLX8Fg/8TMk+v6rvzimCdyF5TXFZkFvM4hLNc4/Nc1Hmd7vOckaHOu7ws36c4wpKctfxrWxUXfGUVp9aWLEaVXpqsTbSa20jIYxclzXYxcKkSGIAo+rEnWxDx5vn1Lz2HFB5GDo+CL74kwUyTWDGvMzkaY2o0SmIihG3PvwFx+wqEohlC0TTBSAZfMIeiLP/5lIoyqbhOOqmTSWlk0xrZtEouq1IqvFo/N0HQbxAKGISDZaLhElWRElXRErFwhurI7A2ZbUsk0j7GpiKMTkQYnQyTK3hmorcXjm4i4MvT3jRGe+MYDVXdNFZ3UzZcDE92MDS+gVSumpGpDkamOgj5J+hoOEZd7ARh73HShU2MpW6iUK5nPH0D8exu6sKPEPU/jUc9RNp4E3nzegrW1ZSKWwjrX8TNP2BZL2Jov4SQN1Fy/U804x8g8fsowd9Acd+EGvw1rFwMtedPoOmPIXgjNP8pDH4M0o++Sud5DtaJ7DXHZUVmId3pPUoUl4+epiOwTSGnXpYsr1xj02XnolmylhdqFCvqKo/sW/E1AYbUM9RZbfhFhHZzJz3akVVt90rhUiUxISREsg4x0Y7IVs8+oRaRooPIkSGnDrZMhNSpFijkXPR1NzIxXEU6Mb+W5vYWidYkiFSnCMdSuDxLi3iEgGxaJT7hJj7hIj7hIhnXKeaX/0kpio3ba+H2WLg8Fi6Xheay0TQbVRMoikBRbWQZp3YmAcI5ftsG25IwTRnTkDAMmXLRie4oSmTzKtm8hm1LpLM66azOwMj876EsC6oiRWqrijTU5mmsy1NXlSMWzrKtcwAhIJX1MjRWxeBojKGxGJmclyOn2zlyup2AL8/G1mE2tIzQVn+StvqTpHNReke2MjzRSSpbzaEzt+LzJOlsPEJD1VmCnjOkC5sYTtxO2YwxGL+Xqex+mqLfI+z6Kl7lBZLl92KKWuKlD+JVnyCkfRNdnMPQfgsht2Fof4Awv4hI3w/WkGOJ5XsPZTuCPvCXSI2/C+E3QtMfwaAN6ceX/RwuGtZJ7JLB5UVmLofM0uWFPV6LpRCDWrSy/iJjM86DLjsNZGWxvMItXxkH75EWb+o9H4ZU4qz2IluNa2m0NpKX0oypvava9mLhUiUwcJqXxWQb9kQHlKcbzG0nfRjrd/6uEM22ijKjAzW8OLCRVHxuX58gFEtTVRcnVhfHF8gvSYZCQGJSZ3TQy8Som4lR95KRli9gEAyXCYQNAkEDf9DAGzDx+U10l33R6med6kJZuhCQK6ik0hrJtE4irRNPupiMu5hMuCiWVManPIxPeTh62lHoKrJNQ22BtqYs7c1ZmuvzbN/Qz/YN/RimwsBoFb2DtfQNV5PJeTl4YgMHT2ygrirOts4B2pvG2LXhKTa3vkjfyFb6RreRK4Q50nUTXYNXsKnlIPWxMwQ8XUxlrmQ06URqZ0ffR1XgBerCj1Dt/hvSxpvJmbeSN2+kbHUScX0OXfwZpvpLWOpNmNp7EVID5D6Hp5ikHP0VzMCdCDmEa+h+JGFB5C4nUhswIPPMxTnRS2GdyC4pXDZkpskqHtUhnFTJ8UVcrgYGENTDzvrLzB2bxgyZLTE5ehp523lvv7z6ZugpZZg+cZxWczsbzL2AYEx9ZUUTlzKBAY5n4UQ79thGmLbhUkpIVX3I1T1I+sqtDHV5GOxu4Mn+WmxrOoUoiFSnqG6YpLphEpd76V41oywx3O9jsNfL6ICX4nnkJcuCSFWJaLWzhGMlQpEymr76VLFRhlxOIp+VKBUlSkUolyRCloFpgWVJzAw9l0CRBZoGmiaY0l143QKvx8bnFQQDNm6XwO818XtNGuvmC1uEgHRWY3TCzeiEh+ExL4OjXgpFlYERHwMjPp54oRaXbrGhLcOWjhQbWjN0NI3R0TSGYSr0Dddwtq+eodEqRiejjE5G8R0psmNjL1s7B9nUcoj2hmP0j26hZ3gH+WKIw2dupS+wjW3tz1IdfI6w7yjDiTtI5nYymbmKdGEjLVUPEHJ9A5dykmTpv2CKBiaLv0tY/zxuPosk+jDV92Kpt6LaUZTM/8FlJSlV/y6W7xpK0u/hGr4fSdIg/AZo+u/Q94eQf4UyHetEdsnhsiEzr+qkAW1h0+hb3egXr+pET3kjs4Z3Wv5ClbAdAo0oNcjI2Cu4FExjQDmFS3ips9rZaO4nIGL0qEexpIs3JuJSJzCoeAYmGrGHtoNRuWC4ssi1Z5Gig/NUiIuhQymQmAzRf6aZvvHZpkxfIEd96xi1TRPLpg/LJZmBHh/9XX5GB73Y9mwYpWo2tY0FahsKVNUViVYXUVbQ+dgWJBMSiUmZ+KREMi6TSkqkkzKZlIRRXipMuzCncl0ThIIWVRGbWNSiKmpRV21RX2NSFbUJBZxa2uYO5zsvBMRTOv1DPnoG/XT3B8gXVI6fCXP8TBhFsdnUlmbnliQbWjNsaBlhQ8sI2byL0z1NnOxuJldw89yRLRw+1cHOTX1s39BPZ9NRWutP0jO8g+6hnSQytTx15F7a6k+wqeUgrVXfJOp7iYGpN1M2I3SN/lfqw49QHXyGas9fkyj9AmV7M4ny+wiI7+AXP0ISY5jab1DSryAe/AOimftxj/1PirV/guW9hlL17+Aa+jiS7ILgDdDyF9Dz21DquaBzuSTWieySxGVBZp3BcWJu56KwUk1rLtyKU08oWCtPU56eP7aYke1cZOwEJbuAS/YQUWqYslapUJSgSz2IQYlmawt1VjtRq55u7SUm5cGXJdt/PZAYgMiHsAZ2Qq4iG9fzyPWnkaIDK6YSO5QCU6NRXjy9aU4tTFBVP0Vz5zDhqsWdMcCRtA/1+ug5E2Coz4ttzbZVBEJlmtpzNLbmqaorLEtetg0TozLDAzJjwzITozJT445KcTloqiDgt/F6BB63E13pmkBVQVUdFSPCuY2ybYmyAYYhUSpL5AsS+YJMNidRKsuUDYmJKZWJRcrAmipoqDNpbTRpaTTZ0GZQU2URC5eJhcvs2Z5ACBga9XKqO8jpcyGmki5Ongtz8lwYt8tk15Yk+3ZMUR0rsW/7OXZv6eZsfwMvnewgnfNy4NhGjp5pZffWbrZ39rOx+TBNNWc41XcVI5Md9I7sYHSqjR2dT1MT6WFzw2cZmHoTqfx2RpK3ky220VL1TWKufyRlvIO8eRMZ460oRi31fAVT+RjxwO9hqBuZCvwhsczf4Br/GKWaP8byXU9JmLgG/wqp9WPguwJa/hJ6fh3MlUsJq8I6kV2yeF2T2dw0oktxIrPyGsjMozo1mIK5/HBMACGcYry0iv6xCWuYJrmTWqVl9WQGIEGfdpyEMsoGYy9eEWSLcTUFaTtjSi/jSj9laXVzs14vBAaVaGxsI/bwFkAG2XQisdquFSOxTrVANu3l0Es7SU6GAZBli4a2MZo3DOLxLZ0WNsoSXSeDnD4SJpeZ7SELRsq0bczQ0pElGFm+RyyVlOg5o9B7VmGgV6FUXLiyqgmiMZvmGoPaKotYxCYStoiG7JnU4MWoo5XKkErLJNMKUwmZybjCxJTCyLjC2ISKYUr0DWr0Dc4eazRssWVDme2bymzbZOB2CZrq8zTV53nDdaOMTbo5ejrCsdNhMjmN51+q4vmXqtjQmubGq8Zprs+zpX2ITa3DdA/WcehEB8mMn+de2sKpc81cv/cEjbVx9mx6lKbqsxzrvo5CKcCBk3fQ3nCUzS0HaK16gHi2h6HEnWSKGzg7+st01HyRsP41VGmctPEOklyDiZ9m6/8Ry/wV8cAfYqrtTAX+gFjmY7jG/4ZSzR9g+W+mbCVwDXwU2j8FrmZo/nPo/R1YwWJuRawT2SWN1x2ZLVUHU2Tnltm0V/+FVSXn8I3lhmhWULILqLKGS/aQZXl5/pB5jiatk1ZtMyfLB2YaqVeLtDzFIf0hms3NNFgb8Qg/beYOWs3tZKUEKXmSlDxBTk5SpjgTtb2eCGwawtCx+/Y6fWKAFB5Cbjq2Yk2sUy1gGgpnj7Qz2N2IEBKybNHUOUzLhiH0ZWphpaLM6SNhTh8NUS453xuX26JjS5r2TRnCsaX7xoSAyTGJ08dVzp5QmRqff3Oj6YLGFou6RpuaepvqOpu91Tnkle+BXjZcOtRU2dRULfy+2TZMxhX6h1X6Bp2lp18jnlR4+oCHpw94UFXBls4ye3aU2bOjhMctqKsuUlc9whuuG6F7wM+LR2Oc7g7S1ecsHS0Zbrl6jKb6PBtaRuhoGuVMXwMHjm4klfXx/cevZEvHAFfvOk11ZIgbd3+DM/376B3ZTs/wTpKZavZsfoRY4BBe1xC94++mbEY5O/pfaa/5Es3WE2SYYoBfIssOBngfzda/EE3/JfHgH2OqbcT9v0ss89e4Jj9Jqfr3MENvQzZH0Pr+GDr+AbxboOHDMPTXF3Zi10nsdYHXFZm1ByeBxb3upm2kbLF64pArZGavYD0FTirSpwbxKj5WEvKPmL0U7Rxu2UeD2s6QeW7V+zQNIdn0aycZVM9QZTdSa7YREtUERJSAFaXJ2gSAiYFQE85E5HR+ZgKykAyEVMaWywjJrPzbQEglhGRcEm4jIhfG6r7KqY1JFnLzEUehuIK8HmByNMLpwxsoFZyIvKp+ko07u5eNxMolmROHw5w+EsY0HHYJhstsuSJJ++YMqrp0KjOZkDhxSOXkEZXE1CwzSZKgodmmfaNF6waL2nqbyn3VomrD82Hbgskpwci4IJkWJFOQTAvyeUGhCIWiwDAcMrJtkGRQVdAUcLkkfF7w+yQCfoloRCIWhpoqmVgUpDknUpahpsqipspi/y7nHJXKcK5X48RZnSMndSamVI6ddnHstIsvfsvPrq0lrt5TYsfmMrIMG1qzbGjNEk/qPPViNS+djNLdH6C7P8Cm9hS3Xz9KVbTElvYhOprGeOHoRk6ca+FUdzMDI1XctP84TXVTbGt/jmhwlCNdN5LI1PHkS29l3+aHiQTH2VD/r/SMv4dCuYHu0V/AE/w6MdcJWvhn+vkAWbY7hGb/P6KZv2Yq8BEMbRMJ/68Ryf4dmlqHEfkvlKO/gjT2F6iDfwGt/8uR7RdOQfxbK34m87BOZK8bvK7IbDlM20ethcyUVfoowmxdzVtpnl4OApse4yRbXfvZoO+6IDKbhi1ZjCv9jCv96MJDyK4iZFdTRdiZ84UGZg2aWbPq1xRY2HKxMlU5iaUkKLl6sNTl+/MuJkQ2gnX2OhAquDIoHS8geZYW4kyTmBBw7ngb/WedGXRuX4HNV5wjVru8IrX/nI8XHq+eUSSGYyV27IvT0plbljxHh2See0zj7CkFKh6Miipo32ixaZtJx2YL95zr3XIEViwJzvXadPU4f7v7bIZHBaXVeWKvCR43tDZJtDbJbOyU2bJBpqVJQpFnD9alw7ZNBts2Gbzznhwj4wqHj7s48JKLkXGVg0fdHDzqpqbK5K5b8ly1u4SiQDRc5t43DHHD/gmefKGGwycjnOkJ0dUX4Karxrl+3zi6ZnL93pO0N43y+IEdZHJefvDEfvbvOMvuLd3UxfoIeBMcPH0bmXyU547fzZ7ND1MbHaCz9vMMj/0M8fIGjqXfxY7gV4i5ztDCZ+nnV8iynUF+gWbrX4lm/5apwB9S0veS9t5HMPVvCK0e0/8GSjW/jzz8YeSxz0Ldf4PaD0L+BBTPru4krhPZ6wqXDZkJ4dxVr8YTcRrTSsNpUlsOKTNOMxDWVjeypcc4wUb9CqJKLc3qJgbMM6ver6XQGu4FegGc6FDIlcGVYWTbh2x7K4sLSehIQkO2dSShIgnNeQwFCQXF9qHYPnSjAYBA9nrK2hAFzymK7i7HjPcVgij6sc5dA0JFCo4htx9AWmL+1/mWU8df2MLkqCMQae4comNbL4q69A1MqSjz/GPV9J9zbkKC4TK7r5miqX15EhsZlHn6EY2eM7M/kdZOi+27DTZstdDPExsuRmKGKTh+yual4zZHT9qc7bYxFzmtqgI11RKxiEQ4KBEKgd8r4XGDxyOhqU5kJcuAAMN0llJJkM1DLidIZyCeFEzGnaVQhFNdglNdFj961HlTjxu2bZLZs1Nmzw6F1mZpJnqTJGiotWiozXP3rXkGRxSeO+Tm2RfdjE+qfP5rQb73kMW9b8xx5RUlZBkioTL33j7ItXsnePDJerp6gzz6bB1neoK8485+ouEyDTUJ3nnH0zx3ZBMnz7Vw4NhGUhkvN+47js+T5tqd3+WlszczFm/l4Onb2LPpUbZ6+okGv8KpzFsZL23nePpn2BX+T8LaWVr5J/r4b2S4gjHeTJ35HSLZT5Pw/yZ59+1oVj+eyU9jq3XY7u2Uqn8f9+jvI3l3OC4hTR+B7g+CvUJtfZ3IXne4bMhsula2GmKa3ca5JVbllcfcT5UdIUeVXreq1y6JPKfKL7LDdQ273NcxkRuiuMLAzsWwbB1MsrHUBJa6SmNlAaAi2y5k24tqhlCsCJpRi15uRjca0Y1GvPldJMM/wFaya97fFXfBcGF1XeMYAXsTyO0vICkLr/Dnm/+WSxpHntlGOhFElm227D1DXfPSE78BRgY8PPNwLYWciiQJtu9NsGN/fFlF4tSExBMP6nSdcn4akiTYeoXJVTcaVNUsTEOeT2K5vODZFy2efdHi0FGbwnnXzGgYNnbIbGiX6WyTaW6QqK2WUJSLl/c1TMHwqKB/0Ka7X3C6y+bMOWdfXjxi8+IRGzCpjklcd6XMdVcqbN0kz0RtkgTNDRbNDTnefHuOx5/z8JMnvEwlFD73lSAPPWnw9rtzbN3g/OaqoiV+7t5ejp0J84NHGxge8/LZL27kTbcNsXNzEk21uGHvSaKhLE8f2sLZvkYyOQ93XH8Il26yZ/PDvHT2JkYmOzl0+lZ8bY/SEu5jS+BbmEInXt7I0dTPsif8efxqFw38J0P8AlPcjosJIsazBApfI+N9NynvL6BaA7gm7qfQ8ElsVwflyC/jGv4EeDaDqwnqfg2G/3bpE/g6JrKedBW6tciIoxVQzl2cEVSvJS4bMrNExRNRXv0hGRUC1OSVZ05NlR1Sieq1SEgzUv3l0FU+QqPaSUSp5mrPG3ky/90Z78aV8IqIOSQAE1sxsZUcpjZLBrLlx1PYjDe/E82sJhr/GRKRBy5q6lEIsHv2QdkHrixK57MLiGwxB3ujrHDw8V3ks15UzWDXtScIx5bfr9NHQhx40rG9CobLXHf7GLGapetpwobnntB46mENYUtIsmDbFSbX3GwQia1MYsOjNt/4gclDj1vz0obhEOzbpbBzq8yOrTJ11dK8WtYrAU2VZlKMN17jPGbZgr4BweFjFoeP2Rw7ZTMxJfjWDy2+9UOL+lqJd71F5bYbFDR1dv/cLrjjpgK3XFPgkac9/PBRLwPDGp/6lzDX7ivwnrdm0TWHAHduTtLSkOOBH7UwMOzjGz9qYXTCw+3XjyBJsK1zgIAvz0PPXMHoZJTvPXYlb77leXTN4pbGJ3jOsulObOTJ3lu4rfNB6gIjbA9+nSPJnydltnAk9XPsj/xfwvKLlKlhgrsY5t24GMVX/A6G2kZRv4qE/zeoTn0E18T/plT3UczgPSjFo6iD/wva7ofI3ZB5DjJPLjx5r2Mi+2nHq6CxenVQspwLlUtZ/ZexOF0HU1eugyWNSUpWAV12UeNqXNXrC2xeKPyEsigRVeq4xnPXsm76G0NjM8urDVvJkvO/yFTsaxjqFIrtJZy8F9nyrrzxKiHStY6vomQ5RKbNXvU71cKiRCYEnHxxM/msF5enxL6bX1qZyI7OElnn1hR3v2tgWSIrFuDrX3Dx5E90hC3Rudnkv/5agbvfUV5AZJ1qfh6RjY7b/O9/KvOrv1fi+z9xiKy5QeLn36Hyyb9w8e9/7+bDH9R5480q9TXyK05kS0GRJTpaZd7xJo0//wMXX/wnN3/yOzpvuFHB54WRMcGn/tngAx8u8f2fmJjm/OPWdbjzlgJ/8f/FufW6PJIkeOZFD/d/JsxkfPYyEgoY/OI7znHTVc53+JmD1fz4yXoqVQCa66a499bn8bhKTCWDPPTMboJZGVkSXN3yFK3hcwhknuy9hWzJjyKZ7Ah9Ga8yQdkOcDL9VoSQqOYHBDkEKAzyi9h4CGX/GcUaxpajpHy/hFI8hJb8GgCl2H/DLvXD5JecHan/DZDnWM6Ne9aJ7HWOy4bMCqZDTG7Vs+q6WbrsSOwD2srWUwLBQMERcrR5V56aPI2cSPF0/nsYokyN2sQ1nrtQ5ygyX0sCWwy2kiUZ/jamkkK1QoRSd61kerIqCAH20FYApJpuJHduhsCWG4rZd6aJydEYsmyz8+oT+ALL99l1nQhy4AmHyLbvjXP1LROo2tIHMDkm8YXPeOg9q6JqgjvfXuJt7y0Rq1mexJIpwT/8a5lf+b0SP3ncwhawf7fMxz6i849/4+K979TY2CEjyy+PvCxLkMlajE0Y9PaX6e4t0TdQZnC4zGR8IemsFi5d4tr9Ch/+oM6//R8373+vSiQME1OCf/hXg1/7oxLPH7RmatHT8PsE7743x2/+cgq/z2ZgWONjfx/h5NnZVL0swy3XjPGm2xwnnmcPVfOTp2YJLRbOcucNB1EUi8GxKh48thUhQJYE17Y8RdQzQcly83jvbZi2giaX2B78OjJlEkYHffnrkYAGvojGJAZRhnkXEkUi2U+DMCnqV1HQb0JLfhG5dA6UIOXYf0NM/DuU+kGLQe0HnB1aJ7HLApdNmrFo5hHCRpJkPKqP3CosqjJGEpj1aFwJPfmTbPDvoN27hecTD60q1QiOxdUzhR9wneceatVmbvW9gzHlaxSkoVVt/2rDVgokw98hGv9ZdKMOV2kDJffLm4QtEg1QDIFi0Nl4FEVdWcKXjvvpPtEGwKYrughGlq/hDfZ6ee5Rh8i2XpHgiquXHgMDjsjjK//qxihLBMM2b/v5EjX188Ukiwk7Xjxi8df/p0yu8tTeXTL/5Wc0Nne+vHvDYsnmpWMFDhwucLa7xLneMoND5UVFI3NRFVVobtTZvsXNrm1urtjhoaFu5TrwNDxuibffo/Gm21V++IjFF79hMDgs+LO/LXPtfpnf+286bvf8E7llg8Ef/XqCf/6PIL2DGn//uRAf+Pk0u7fPfq77dsRBwPceaeKZg9W4XRY3Xun0iVZH07x1zxG+cWA3RweaqAlk2Nc+gCJb3NT+CD84cy+JQowDg1dzTcvT+NRJNgV+wKnMW+nN30RE7yWkDdLE5+nht0izjxTHCVsvVupn7yHtuw/dPIlr8u8oNPwtlvcaLO81qMOfgPZPQvRN0PsEcHzV52odly4um8hMIMgZzsVuNZEWQLI8CUDUVbuq9QcL3RSsPD41SIdv25r2b8oaoVf+VwxS+OUwHeKXqbXfgCxWrte9FrDUNHnvIQD82atBvLyvikjVAxCtObsqIgPoPdMMSNQ0TlDfunzkahoSLzxeDUhs2JZiz3VTyxJZIQ/f/pILoyzR1GbxXz5YmEdk50di03joCZM/u98hss42ib/+E52/+APXBRNZImny5W8keP9vDXD9PV28/7cH+cznpnjo8Sy9/bNEpigQ8MuEQwp+n4zHLc0c32Tc4tDRAl/4aoLf/7MR7nxXN2//hR4+9c8THD9VXBBdLQVdl3jLnSr/9xNufuZeFVWFZw7Y/Mn/KpPNLXyNaNjmw7+a5Moriti2xOe+EmBkbH4afd/OOHff7Ny0PfpsLSPjjjghkpfYUDvBrdtOA/D46Y1kCo5E1KfnuKH1UQDOxTczkXNuUOrcR6l1HQFkzmTuxhYSXvqo5kcAjPJ2TLz4it9HN04hJDdp731IRh9a8qsAlKLvRxR7IP5dZwc3fwiky+ae/qcal9WnmCxN4deDhN0xRvMrmw2PFZwfWY2nYVWiDhuL4+nn2R+5hd2h6zmXW/mObm76sAh08RnqxT2E2Uk1NxARe5ngSeK8gJBWJw55tZD3HsZT2I5qhfAUtlPwHr2g1+lQCnTnopiAN7Q6e6981s3kiCPBb9/St6Ld04lDEfJZDV/AYN/1k8uuLwT88AEXmZRMJGbz9vcWcVUEYMv1iX37Ryb/9HlHNHTL9Qq//SvaPLHEamHbgiefy/GVbyZ56rncvMirpkrlyj0edmz10NGm09GiE40oaNpC4YhpCpJpi7EJk+7eEkdPFDlyosips0W6esp09cT558/H2dCu8+63hbn3ziB+38pqX59X4pfeo3H1XpmPfrzMybM2f/SXJf7iD1yEQ/P3QVPhF9+VIZWROdOt85l/D/KHv57E4579LV15xRR9Qz5OdIX5/o+b+Z23ds3cRu9r6+fUcB3DyTAPn9zMW/c6Lvd1gVE6omfojm/iwOA13Lnpu8iSYIP/QabKG8hZtQwX9tPkfYEqfkKaPZSoZ4x7aeTLhHL/j4nQX1HS91DS9uFKfR3TdyNCb6Yc+QVcx78AV98AvhZouhcGvrHmz3EdlxYum8gMHDIDCLtiq1o/UZqkbJXQZJ2oa3VNxycyByhZBcJaFR3exaOz5epgllRkUH6APulLlJhExUu9uINN4jepsW9DF5FFXvG1gZBNcr4XAPBn9yPZq48i59bDzLIPs+wFycbjW3kQKjijW0AiWhvHF1y+TpbPKpw4FAZg73WTy9bIAF56QeXcaRVFEdz7syVc7qUjsWn8+LFZInv73Sq/+8ELI7KhEYN3v6+PX/v9IR572iGyrRtd/O6Hqvn2f7Tzkwc6+F//o4H/8q4I113po65WQ9cXF46oqkRVVGX7Zjf33hnij3+nli/9cyuPfWcDH/vv9bzxFj9ul0RXT5m/+t/j3Pb2c3z128lV7+u2TQp//d9dhEPQ3Sf4g78okc8vPLeKAu//uTSRkMX4lMq/f32hoOquW4bxuUyGpjw8cnR2uKokwR07TyAhOD1SR+9kdOa5PfUvoskl4oUqzk1tBECTi3T4HgGgJ38zZduHjEU9XwEgyXXkaUO1R/AVvwdAynsfAgXX1KcBMAN3Ybkb4NznnDdqew+sstRwUTGxXqu7mLggMvv0pz9Ne3s7brebffv28cQTTyy57qOPPookSQuWU6dOXfBOL4VE0ZGaV3lW1wsGgtHCAADN/s5VbWGIMscyzgX+qsgbZiZQA2sScmSk05yVPs2g9C3KJNEIUMONbBK/Sbv9i0TFlahiZZXlK42C5ySmEkcWHvzZq1ZcfzFBh1FyphPorizyIj1liyExEQagsW3lSG6oz4dlycRqijR3rNzLd+g5p550wxvLXNucXdF2yjQF//5Vh8je+SaV971XvSBhx/CowS//Zj+nu0r4vDK/8LMRvvXvbXzl/7XxX38uSnuLflHUjqGAwpvvCPKJv2jkoW908oe/VUNHq06hIPjzj4/xnR8t7y06F+0tMn/zP1zEIjA4Ivj2g4tnDwJ+wa/el0aSBIeOuRifnH9pacbiLVePAPDE8Rj2nNJkTTDLnlbnd3igp3XmcbdWZFfdYQBOju+cEZDUuw8RUIexhJuB/NUA+OgmzLMAjPFWBBAofBvFmsBWYuQ8b0IZ6EGdcIiw3PKLiNFHIH0GVC+0vXfV5+SiYF10ctGxZjL78pe/zG//9m/zkY98hEOHDnHjjTdy991309/fv+x2p0+fZmRkZGbZuHHjBe/0UhjNOWnDWl/TqrfpTjuk2hncuuptjqaeIWlM4VMD3FX7hgtXI0qCpHSYs9L/oV/6KhnOIhD4aKNB3MMW8WE67PdTY9+MRzTN2Cm9qpAEmYBzs+Ip7EC2FifY5VWJ4ry/y0MIKOScmwRfcGVymhh11q1vWXpS9DQSUxJT4zKyLLj3qtXNsXvyOYupBETCcN+71AsinEzW4oO/N8jwqElrk8a3vtDG//frNXS0XdjcstUiGFB4789E+Oa/t/Hz7wwD8N8/NsojT66+Ib6xTuaXfs65AfjWD02KpcU/x9ZGk60bHdJ/5uDsTV4k75yvvZ0pfC6TdF7jzPD8Sex725zrR894FZni7DnZEDuDJpfIlIMMZ5yWGEmCNu/jAAwX92HYDjHU8H0kyuTpIMs2JMoE8l8EIOt6E5YaRRv8ElgFbP8GrOg10PV/nTdqeCP4Zon0FcU6kb0iWDOZfeITn+B973sf73//+9m6dSuf/OQnaW5u5h//8R+X3e7/Z++/w+vKyrN//LN2Pb2oF0u2Zbl7XKb33odQQ00CSQjvlwBJgJe8CQkJJT9CQkjCmwQIBHghIRDqAMMM02AK0z0ez3jci2QVq5fTy27r98c+kiVLsiSPPYzHuq9rXcfeZ5e1l/ZZ936edT/PU1dXR0NDw2RT56tqeAoYrKyT1QUbJxMPz4eO7D4AmsNtmMrCIufb4n10lr6BJx1qjS0sM284tQ5XIIVHRuylS/k2B8Xn6Rf3k6cbiSREM3Vcyyr5btbJP6XFewtV8iIMWX1aJPMLgWUeo2z0IFAI57dNbl+ItB6ASi0yucDsxuWSgeeqCOERCM2fmWCkQma1DfNl2i+QOuibBKtX2oSDCxvAn9zrWyN33Kih66f2QvGxvx2gs8uivk7ja//SQn3twtWGpwNCCP7sj+t47a0xXBc+8vE+9h5YeNaHqy9Vqa8VZLJw/8NzW9eXX+g/C0/tCOB5x4kMQFMl21alANh+aLo7vSpSoDk5jkSwp7dxyjEOq6r9XIoHh4+79auMw0S0AVxp0lu8CACdNFX4L15D3IFEELC3YxQOgmKQrX09ip1G7/OTDVst70BmDsPQYyBUaH/3gsfjlLAUy3ZGsSgysyyLHTt2cPPNN0/bfvPNN/PEE0+c9Nht27bR2NjIDTfcwEMPPXTSfcvlMplMZlpbCFLlUQp2HlXRaAy3LOiYtDXKSGkAVaisSWw+6b5TLbCs282Ror9o3BZ8LY3G5Qu63nywRYZR8SSdyv/jgPhHjomfkmYPDkU0gsRZT5O8nTXyA6yVH6TJ+w1icgOKPLNv+PnwDgBCxfWslMH5CWwKlEreRdcOsBBhnWP7uiRVcxdUOmWiFlk0PrtKcup6WP+Q/5KzavnCSgV5nuRQp9/pay8/tRcwz5M8+oRvCX3mY40vO5FNQFEEn/yzBs7fEsSyJL/81cKtM1UV3Hq9f/+7989NZpvXW2iqJJVRcftnjtfWlb6Ls2NgZjD+hmbfDdk1Mn3Ne3WNr3jszzZhu/7YCQGtocf97aVtyIrXooYHUShSYhlZNiKGgkSHfCVjMXYxtrkMfeBuRHkEadZgN9wOR74Jng1V26DqggWPyaKwRGJnHIsis5GREVzXpb5+upS9vr6egYHZ1zYaGxv5yle+wg9/+EN+9KMfsXbtWm644QYeffTROa/zmc98hng8PtlaWhZGTADdWT8eakVszYKP2T3mr4FtqbpsxncnE3P0W4/RU3rQ3y/0VhqNKxd8zYXAEXnGxU56lB+wX/wDR8RXGRS/IEcHHg46cao4n1b5ZtbLP2W591sk5QWoMnxa+7FKK9IaOoIaOAyolNPXL4iUJmAG0wjFxnMNrOL8YROBoJ+tw7F1bGt+AgmEfLIsF6fvO5uoIxbxLbN8YWGPvqIIkpUu5xafWnPyHMua/EnYtl8mc3oOaJogEfPHqbpqceRsGpWqASfJI6lrYFRK6Tiz5H+Oh/2XiEJ55rVroz65jhemE13MzBAxMkgUhvLHhVo1xgE0UcDyoozbKwHQKFCFn6ZqxL4FCRilLgKZ7SAUsrWvR0gbo9d3P9pNr0c6ReitSPVXvYvTXh9picheFpySAOTENQMp5ZzrCGvXruU973kP559/Ppdddhlf/OIXueOOO/jc5z435/k/+tGPkk6nJ1tPT8+C+9aZ9t/iVsQXTmZ7x5/D9ixqg420htsXlZWjs3QXveWHAVgdejOrgm9EnCRl1SlDSIriGMPiMY4q/8U+8fccFd9ihCcpMYRAJUo7zfI1rJMfptV7K1G55iWts53oQjTjDwMObnk5bmnha55CSIIRX8VYzM1fdUDTXQzTt7KK+fknglDEJ7NCXqv0e25lYiLmz7CpzMIf/boafwyHRk6diNau9l2hz74wf42zMwkpJT3H/LFtXkRgNRwnYv0kAT3JgkCtDK3nzXz2wqZv1VmOiuNO/z4Z9scmUwzguNP/PnUR/2V5KHdc3KUIjzrTD48ZKJ03ub2aRxDSpqi3ktd9YVd0+CcgXcqRzVjBdtTRJ1Byh0ENYi37Tej6Ltg5iKyEuqvnHYsFY4nIXjYsisxqampQVXWGFTY0NDTDWjsZLr30Ug4dmrumkGmaxGKxaW2hOJr2S620RNsw1IWtgZW9Ir1531K8ofl6Fvtm1lG8k87iXQA0m9ewNfIhQsrCx+NUIIVDThxhQLmfw8qXOCj+lQHxIAWOIVCIsY7l8u2slR+kWl6KIhc2cZ1sHUzR0uhR34otpW7EW0TexmDUV5pmRlsXtH8o6k9sqZH5LblItGKZDejzKhOrq3wyO9KlUyov7O/c3Oj/TO59yFlwAPKJ2LLRfxb/33+P8a3vj+N5L7+FZtuSj//9IIc6/ErabSsWF7C/t7LeGJnD8E8WBIWyoGj546qpM+/Rm/JydSKZhQwLITxAULCm96027GcOGStOd0HWB3YDMGqtwZMKDAXRhhySRf85HQ1d5ffFHiKU8i22TO0bAYnR/S2/H7XX42lx6PmRf9K23zo9gdRLRPayYlFkZhgGF1xwAQ888MC07Q888ACXX77wNaOdO3fS2Ng4/46ngNHSICPFATRFZ01i07z7T1hgh9N3YXtFEmYbLeHFuwt7yg+yO/cf2F6eqNbC+dE/oy3wBlTx8jzQlhhjRDxOh/JVDokvMMwTOOTRidEob2GN/CC18upZSW3BQg7AiD6Nog2BF6KcumHB7sZ4TScIj2K2nmKuat7965f55Hess3Hea1yxwd/3+b1JSuWTP9Lr2y3qqh1yeYVfPr6wv82bX6th6PDcLo+f/+LU6ry9+XUJbrwmguPC3//LEO/9SC+DwwtbtzsdGBy2+YMP9XDn3WkUBf7sj+tY1rRwMtt7wOXp5zwUAbfdMHOinxB6PL3PwHEFTdUO9cmZfsbOQf8FqC5eImBM/75ka8hKppmQMX39M6j7z6blTF8bjmnH0EUeV5pkhtsmt1cVHwfpkTPXUVb9uLbI6M/As7BD7ZQjW1Bz+1HHnwWhYi17G/T8FMpjEGyEptsWPDYzsCT0+LVg0W7GD3/4w3z1q1/l61//Ovv27eNDH/oQ3d3dvPe97wV8F+E73/nOyf0///nP8+Mf/5hDhw6xZ88ePvrRj/LDH/6QD3zgA6fvLk7AvlE/DdOG6vNn/X42N2LZy3Ao7auc1iV+E+0USGjM2c2O7N8zYr+IIlSWBa7louhf0mRchcLLl7aqLEYYVB7ggPgnjomfUmYUjRD18jpWyw8Ql+eBnE9OPzuEcDGT9wIubmkNTnHtgo7TzQKxqi4AxvrnT9Tc0DKEpjsU80HGhmYPJJ9wJ7a15qitKmHZKs/tOTlRqiq85kbfenvwV0Hyhfmts5YmhXe91X8J+Oq3bXr6Fl7NfAIBU+Gf/qaJv/xwHQFT8OT2Am9811G++T9jHOs/c6Q2Ou7wzf8Z4/W/c5TnXigSCSv8298381u/ufDgfMeR/Me3/D7edK1KS9P0aWOqYvHRXb4FevXm8qxhEkf6fbNuVePMBchcyT82qFto6vQxNlR/HdVyp5OZEJA0jgIwznFpvemOErX8sJvRoP+irTppwmP+Gne29vVIBEbPt0F6uFUX44ZWQOe3/ROseBuop1AxYonEZuDTn/40l19+OaFQiEQiMeP7F154gbe//e20tLQQDAZZv349//f//t9FX2fRZPbWt76Vz3/+83zqU59i69atPProo9xzzz0sX+4/SP39/dNizizL4iMf+QibN2/mqquu4rHHHuPuu+/mjW9846I7u1DsGX0OgFWJDYR1Py5qIetgndkHydp9mGqM86p+55Subck0e/Nf5cXclyi4AxhKlPbQb3JJ7BOsCLwGQywsb+TpgBQe42Inh8QX6BE/wGIcnRgt8o1s4HcR3qm5QlVjGD36DADl1E249sIyrlQ1+pNLbryVfObkGVdUzaOh1f9bHd69EneKS+rENTEh4NJtvnX2q2fqGRk7ubLzgs1lmhsciiWFL38rhrWAVJGvvcWvSVYuw//+eJnHn1m8hSaE4G1vSPLdry1nw1qTTNbjc18Y5ta3dPCat3fw9/8yxH0PZRkaOfW0Zrm8y9M78vzLV4b5rfd2ccMbjvC5LwyTy3ts3hDgv7/cylWXRuY/UQXZvOSvP2txsEMSDMBvv+m4ZZ8siGlE9tReg31dOgLJlefNLLlTshR2diQAaJ+FzIayfr+iwZkhA5rij4ntzWIVlvyQnBTThWLVBd+tmApegCN8YoqM3Y9w8zhmM8X45SilPrThXwJgLX8ncuBByPeAEYMVb5ljVObAEpHNCsuyePOb38wf/uEfzvr9jh07qK2t5Vvf+hZ79uzhL//yL/noRz/Kv/3bvy3qOkKe6iLAy4hMJkM8HucvH/xfBMILs3DetfFDtETb2D38PfaM/GDB10oa7VxW/+coQmXP+HfozN5/qt1GoNBgXMYy8zqCFVeHlB4p5yCD1nZG7F14LCzp7kvBpPUlNTTvSjT3OgQmEgdHfQBH+RWIxVkbUioUR34Tz2pBqClCtf+NUOePWxrovJD0cDuakWfFpntRtbmtNa+alQAAdMdJREFUEqus8/QvzscuG7Ss6uXW8+fOhem68F93ttHdF6E6WeLdbzlMwJz7nnr6NP7pK3FKZYW1qyze9840xjyP1ti45P/3z2UOHPF/MrffqPKe39IxjMWLbGxHcufP0tzzYIadLxYRwr+HCSTjKstbdFa0GtTX6sRjCvGYimEIpAeehELRY3TMYWTMpX/A5lBHmf7BmUS4cV2AN94R502/EV9UReu+AY9Pfs6it18SMOHP/9jgoq2+uCl5gkV7pE/jk9+MYzmC37iswG/dOHPt8qdPN/DQi7VUR8v82ZsOoWvTp57vPnUBXaPVXNZ+hKvWHpn2XU+6lUc7b6AqOMJta+86/sVQkBzVPCt+F1WWuZJ/m1zxlkBH8gOU9GXU5h+kLu9bZbmqm8jWvRnFSVPb8VcIxaSw+Z9AC2N0fhXdHYctn/Dl+k/9f1A+eUXziX4sFpmCTfz3f0w6nV6ULmDWc1XmyHf86C8wwqdWafrbb/zb09KXufCNb3yDD37wg6RSqXn3ff/738++ffv45S9/ueDzv6oSDU9gdXyQnsxPaYl+kFXJm9k3ciceC0yjZB1mX+p7bEy+nQ2Jt5K3Bxgq7Tqlfkg8+q3H6beeoFrbSLN5LQl9NUl9HUl9Ha4sM2bvY8TexZizF1cuzuV3MszqPhQOjvowjrIDw3kDqtyA7t6G6m3A0r6HFAvLmwgghEew6i4Kw+9AuglK47cTqL4TIU7+blTX+jyFTAN2OcJQ9/k0tj09576GaXPdhbu5//Hz6TmyjN6mAZY1zN5HVYXfvL2br/5PO6PjAX58fytvuePonHFqLU0OH/i9NP/69TgHjhh88T/jvPd30gROYtRVJQWf/WuT//qBww/ucrjnQZfd+zze//s6m9YtTsGqa4K3vD7BW16fIJV2eea5As/sLPDC7iIHj5QZT7uMp12e3734cvb1dRoXbglyyQVhLr0wRGP94lSLUkoeedLli//PJl+AmirBxz9i0LbcH8wTiWwso/C570WxHMG2dou3Xz+TyAZTJo/s9pWsb7isfwaRjeZCdI1WI5BsbplZGilb9ifYqDkl5rRCICHGEdLBFSYlGSeIH8smgJrCw/TGf5ux4OVUFx5FlRbhsV9SSFyNa9STq76N2PCdGL3fw1rxe1jL3oK2608Q47sgudl3Nx7415MP2JJFdtqRTqepqpp/bX0qXjVkdqL7sDfzNIW6MUJ6FSsS19CRWjjDd2bvJ6o30Rq5hgtq3sczw//MaPnAS+idZNTZzaizm4BSTZ1+EfXGRQTVGmqNrdQaW/GkS8bpYMzZy5i9h4J3asU6F7QGJrJY2n+ieueju69Fkcsx7T/GVn+Mq+5c8LWEWiRQ/VOKw2/HLa+knLoJM3H/SVNKKapDQ9tT9Oy7gczISsxgiqrGmWM76UZsKrBhVTd7j7Ty4JNbuO3qHdRXz55bMBJyePMdXXzjB6s42Bnje3ev4A23dGMas1toq5Y7/NHvHye0v/2XKn77TVnWtM1tLWqan1F+ywaFf/x3i+5jkj/7G4v1qxXecIfGJdsUtEUmIE7EVW6+LsrN1/ku8ULRo6vHoqvH4miPxei4Szrjkk672I5EEQKhQMAUVCc1qqpU6ms02ttM2leaxGOnFhriepJnnvP4zp02R476ZLNutcJf/olBVdK/pxOJ7GCvxud/GGU8q7KsxuGP3pid8QKRLmj8vwdb8aRgQ0uGja3T04hJCQ/t9ddeV9UPE58l68towSfCSTKbQiAKHmFGyVFPjtpJMgOIlfdgOMNYWi1jwcuoLTyCwCU2+D3GW/6IfNVNBNNPow09gF1/MzLYjNX8FsyO/4QLPgeNN0DvXZA/OnPAXoUkdmKCCtM0Mc0zm5DhRDz55JN873vf4+67717UcWe1m3G+OLA1VXewrf5dFOwR7j7yJ3hy4QvtApWLav+YuuBmXK/Mc6NfZrC48Il+IYioy6jRt1Kjn0dInZ4cueSNMW7vY8zZT8o+gMvMNYgJLFbEMRVCxtGdt6JKXwnmKDux1R+DmPt6J8IprqY09hpAQQs/jxn/xbw5Ekf71jHSuxWA+pXPkKjtAGYvweK4Cj9/9AIGRqrQNYdbr9pBQ01qznPvOxzjR/e14roKtVUl3vYbR0nOkR0EoKNb46vfjjGe9kngyouLvOHWPKF50l1lspJvfs/mwUddnIp3ryoBN1+nccu1KnU1Z0dRikJB8sCjLj+9z2FgyL/nYADeeIfGW16rTZLzVCLzPLjzsSA/fDSEJ3314p+/PUPdCQrG8ZzOl+5ZyXDGJBG2+OPf6CAZmf47fPLQSn51cDWa4vLbVzxNXWx6ZpKSHeDOvW/Bkyq31txHtTE+4x728BqGxVra5S9ZxvTfaSqwjWOxt6J4RdaMfhZVFpHAePP7KEe3ohc7qO76e7zYJkrr/hKkR2Dvx1BXvBnqroTUbtj50ekXPA1EdibcjDd+82/RQ4t3M9qFEg++6y9mbP/4xz/OJz7xiRnbP/GJT/DJT37ypOfcvn07F1544eT/F+Jm3LNnD9dddx1//Md/zMc+9rEF9x/OUjJbaFJfRejcser/EtJreH7wPzkwUZBvgVDQuKD2/dQHtyKlx77U9+nI3nsqtzAvAkoNVdp6qvQNJLTVKOK4a8iTDmnnCKP2HsacFyl5Yy+JwGZACjTvOjT3BgQqHkNY+n8hxQLWCiqwC+soj98OCPTwsxjxR+atKTbcs4XxgfWAZOuah2mq6Zz7/I7K/Y9vo2+oGk11uPmKnTTXj825f+9AkO/dvYJcXicYcHjTbd20tcydvqlYEtz58zC/esafpOIxlzfdlueCzeV5U2qNjUvuut/hvocd0lNebDetU7jmMpWLz1epqfo1JIk+CWxbsmufx8OPuzy+3aVceXeJhOG26zXecIdGPDq7NTY0rvDFn0bZ3+0/o1dsKvHu2/OEzOlTyUhG50v3tDGWM6iKWPzh7R3UxKYTWddIFd97+gIkgts27+a8lr4Zfd01sJUXB7ZRrY9ya+0DM74HOMy19IoLaJHPsIrpVTwkgiNVf0JZa6Am/xD1eb+Yp6slGF75SaQaJDbwbcKphym1vR+35iqUfCeBw/+MuOSLoJqw5x9gqJK16DRZZK9EMuvp6ZnWl7kss5GREUZGRk56zhUrVhAIHO/LfGS2d+9errvuOv7gD/6AT3/604u+h7OKzL7+zOsJRRbn/18Zv46Lm/4Qyy1wb8eHKTpzT4CzQaCwMfkOVkT9ZMJ9he28OPaf2N7C89otFgo6cW01Vfo6qrQNk+KRCVhuDyVnJ0XnWRy5sGKXC7qu14ruvAOFBJIytvpTXGXHgmPI7fxGyqlbAdBCuzATv6gEwc4OKaHYvZWewXWAx4aVz7C8Ye+cJOi4Cg88vo3ewRqE8Lhw02G2rO2cc/9MTuN7d6+grxLbtHXDGDdc3k84NPf66cEOnf/+UYShUd8DX1/rcNNVRS7eWkKf59GzHcmT211+/kuXXXun33d9rWDjWoUNaxTaVyosXyZOSThyqsjmJIc7PfYc8NuBwx7lKcZqS5NfZfr6K1UCgeP9mkpkQymFHz8W4pEXTFxPEDA83n1bnqs2T7fipYQdhxPc+VQjhbJGTazM+27vnGGRHRqs5Wc7z8N2Nc5r6eW2zXtn9Hu8mOT+Q7fjeAZXJB9nRXD2bEDdXEiHuIY6uY8N3DPz/o31dCfehZA2bWP/SsD1g7DziWvJNLwD4Zao6fpbVK9AYfM/ghZF7/0ehq5D229DedQXgwycPmv7lUhmvy4ByJ49e7j++ut517vexWc/+9lTOv+rnswEghtW/A3VwTX0557n0Z6/PaU+rIjcwIbk21CEhuVm2Zv6Lr35x0/pXIvFWj1GQDuPgLoFQ21HTKkIYLndFJ1nKDjP4MnUS7+YDGM4b0eV7QA4yvPY6o9ALEx1aec3U07dCAhU8yiBqrsQysxjJ9yJUgpePHI5vUP+mklL/X42rnwKRZmdBF1X8MizmzjS3QRAc90I11y8m3Bwdreo7Qjue6SJ5/b44QMB0+G6Swc5f9MocxVusGx48NEQDz4WpFjyJ69wyOOKC0tcdUmRmqr5lZ/Dox6PPuny2NMuhzslJyb8UFWfQJY1KSxrFDQ3COpqBNXVgpqkOKXs/KWyZDwlGR6V9A34rbffo6PL33YiqhJw6YUqN1ypsbZ9ZiXrCSLr7Ff5+TNBHt/tkxjAeSst3n17joYTxiKV1/j+Y83s7fEnxJaaAu++uYt46LjKUkp4pmMFj+xfDQiWV4/yxot2op8QW1awQtx76DUU7TB1xhA3VD+EMofAqI/zOChupkYeYhM/nfG9BLrjv0fOXIvpDNA29m8oOEgEYy0fxgqvRSv3Ud31GbzkRZRXfQA8h+Dej6Fs/ksINsDu78Oe75/0b7AYnCtk1t3dzdjYGD/96U/5h3/4h8n6l+3t7UQikUnX4s033zwtzaGqqtTW1s512hl41ZMZQNRo4uaVn0VTDLb3f5mO1C9OqR9xYwVbqn6fmOHHs4yU9rFn/Dtk7YXnjlwo5nIjKoQJaJsJahdgqhsniU1Kj5K7i7z9KGV3Dy+pPowUaN41aO5NFbfjIJb+30gxtKDDneIqSuN3gNRRtGEC1XeiaNnKfc1cE5MSOvs2sb/rIkCQjA5y/tpfYhqzj4GUcPBoM0/sXIfjapiGxRXn72NVy9xWak9/iJ8/1MzAiO8iqk6WuPHyAda0Zea07EplwWPPBHjoiSBjKX+chZCsa7e59PwSWzaUMRcQKVIoSPYf9thz0OPAIY8jRz0y8xj2oSBEI4JI2Bd6aBoYuh9T53m+jN+yoVCUFIqQy0vy86R9rK8VrF+tsGmdwsa1Ci3NMwlsAuGM4LmDBvc9G2Rf1/Hf3HltFr95dYG1LdNDAFwPHt9Xzc+fradkq6iKxy3nD3H95uHJXI3g52S8f/d69h7zX0a2tvZww8b9qMr059VydR44dDupUhUxLc3NNQ9iKnOvefezkQPiVqpkB5u5c9Z9bCXCkao/wVWiJItP0ZT9sd93NcrIio/h6UkC6adJ9H+N8ur/jZu8CCV3kMDhhxBXfBicMtzzJ1BcnHdnLpwrZPa7v/u7fPOb35yx/aGHHuLaa6+dc/1t+fLlHD16dMHXOSfIDI6LQWy3yANHP0rWmumbXwgEKm3Rm1kTfx2q4vuS+ws7OJT+KRn75AVK58Ni18F8YruAkH4ppto+ud3xRsjbvyRvP47k1NfWFG85hvMOBHEkFrZ6D67y1ILcjq5VR2n0DUgvAkqBlTU/IRY8fNJjhsaX8fzBa3BcE0MrsrHtSRprjs65/3gmzMNPn8dIyg9EX1Y/wiVbDlAVn50pPA927K7mkafqKZR8N2JDTZGLt46waU0KTZv9p+B58OJ+g0eeCrLv0HH20jXJ2lUW61fbbFhjUV/jzit8AV/6PjIm6eySHBvw6O33raiRUX+79RISgpgGVCcFjfWCxgZBc73CyuWCla0KkfDJO5cvCLr3GDx7wOS5Qzoly2chVZFcsr7M7ZeUaG+eTmKOK9hxOMEDz9cymvV/D621Bd52dS+NyenW8uHBWn6xZx3pYhAhPG7YcIDzV8x8ERwrVPFE99WkS0kCSpFbah4gMk/OzUHWsU/cQUJ2sZW540pzxmq6En7dsvrsz6gp+oHVVrCN0dY/BaESG/gWwfyLFDf/I6ghjL3fRV9+KdRtgO7H4cnFZ6eYDecKmb1cOGfITCC4pvWvqA9vImv18+DRj2G5C6s0PBuCag3rEm+iKXQxQvg/+pHSPrqyv2SguBO5wLg2eGlqxAloooGwfhUh/TIU4WdS8GSRgv0YWft+PDm7nH1eyDCG81ZU6VchcMV+LO0HIOZfM/ScKN7YaynZvlKzJvo0jclfoIi5xyZfjPHcgevJFvwYk/qqLjasfJKgOftk5nmCnfvaeH5fm59oFsnq5X1csPEw0fDsMVqlssLjz9bxzAs12I7/twsGHM7fOMa2jWNUJeZ2qQ6PKTz9XICndwYYGZvup0zGXVavtFm90mbVCpv6moXVY5sKKSXZnL/Glc35GTjKZX89zrIBCYriuyl1XRAKQjgoCIehKuH/f6GVsEtl6OzWOXxUZ+8hg65ebbIuGEBVzOXq88rcdGGJ6th0F2CupPLkvioe21dNpuD/JsMBh9suGOSytWPT7nskG+bhfWvoGPZdRtFAiTu2vkhr9XRVopSwb3gTL/Sdj4dKQClyXfUjVOmpee+ll20cFtdTIw+yibtOuu9Q6HqGI35Nxrrcz6ktPOLfU9WtZOveCNKlqvdfUdwWrM2/B55D4MVvol76AX/wH/0M9L90ZfMSmZ1enDNkBmCqcW5c8WkiRh0jhQM83P0p3EXI9WdDRGukPf4bNIcumSS1kjNOb/4JjhWeImv3znrcaVUjToNOSLuEiHEjuuK7cqS0yduPkbPvxZUzZc3zQgpU73J091YEOpIclvZDPGXfnIdMuBM9qdI/fiMj2YsBCOhDtNbcSdCY22XpegpHerdy5NhmpFTQVIs1rTtY3rB/zqDsdC7E9hdX09nrE6eieKxv62HLus4519OKJZWde6rYvquadPa4xbW8Oce2DWOsa09j6LNfT0roG1TZc9Bg70GDI0f1GVngA6ZHa7NDa7PDsgaHpgaHhlp3XiHJmUCpLBgYUunp0+g+ptF1TOPYgDajTEtLrcPWdouL11usanJQpnwtJXQPB3lifxU7jySwK2Va4iGbazaNcPn6Ucwp45UtmTx+cBUv9jQjESjC46K2o1zW3omhTX+hSRUTPNN7OcN5P8XaskAvl8S3E1AXFiJyhKvpERexTD5LO4+cdF8JDIduYDhyE3Cc0CSQbvxdivHLEU6Jquc/j7fu9bhNFyMKwwTH9yDW3AH5Efj5B8F9adl7lsjs9OKcIjOAqNHMDSv+BlONcCz7LE/0/uOCs4OcDAG1iuWRa2mJXE1APZ5/MWP10l94hoHiTurk3GVvzgRMdSNR43ZM1a89JqVD3v4VWfueU7LUhFeP4b4NRfoVDxzlWWz1bhDHiXmuEiyZYjs9I7+B40UQONTGn6Q+9hiKMncewmw+wYtHriSV8/M4RkNjrGndQV2yZ0533vBYjGdeXEPfkC/4UBSPVS39bGzvprZq9orlngcHO2Ps2F3Fka4oE35UTfVoa82yti1D+4os0fDcfS1b0NGtc7hT51CnztFeHduevZPxmEt10qM64RKPecSjfguHPMIhSSjoYZoSQ5cYOrNad1KC7UC5LChbgmJJkCso5PIK2ZxCKqMwnlYYT6kMj6pkcrObiFUJlw0tNhuW22xZZc+wwKSE3tEALx6N80JnjKH08YlyWXWRazaNsLUtPa3cy0g2zLOdy9lzrBHX863XNQ2DXL32EFWR6c9Hthxhz+BmOsZWI1HQhM0FsZ2sCnUsyGUL4KHwPG8hI5pZJR+ihecWdNxw6FqGIr76tib/S+ryD4BQGav/EFZiNWpplKoXv4B12Z8jQzVonb/AXHkphOvgxf+BvT9aWAfnwBKZnV6cc2QGUBtcz9Wtf4mmGPTlnuOJ3n/GlQsPEj4ZBCoNwW00hy+lNrgZdUq8mOUMki3tIF/eSaG8D8mpJ5RdDAx1DTH9NZian61eSouc/TA56+d4LLJ8slTR3FvRvCsQKEiyVBk/IKDunHfysd0QvaO/Qabouyx1NUVz1f3EggfmPFZK6B5Yx4HuC3AqGdMTkSFWt+ykJnFs1uOkhL6hKnbsbWdw5Hh2+JpEmnWrelnV0o+hz/4Ck87qvLAvyQv7koynp8fX1NcUWbU8y8plOVoaCxhzZBYBX6DRP6TS1avT06fRN6hybECjUFy8tFtRJIoA4XtRcb3ZC1/Oh2jEY1mjbym2NtmsaHFYZcz8+ZcshUP9YQ70RtnTHSWVn7JOqHpsaUtz2doxVtYXJsff8wRHhmt4vquFzuHjBVibk+Ncu+4gzVXTX55SxQR7hjbTNb4SWcl3vizQy4Xx5wirCy9g6qGwlzsYEWsQ0uFCvkWYhadlG5pioUWyh1jW8yOEojCy7X/jBmvQ0x0k+h+hfPGfABDs/DnKpt8EpwT3fPAliUGWyOz04pwkM4D68GauXPZ/0BSDseJhHu35e8ruKa4rzYJVWhFFhIgGLiIavIiwuRlFHJ8UPK9E3tpNvrSLXPkFbPfU0lctBoa6hpjx+kmxiCcLZK17ydm/ABbnblW8VsLuG3Gk79YzlT3Eje+jKSf/cUsJ6cI6+sZvxnZ9CzYSOEJT8gGCxtxB2pZt0NF3Hkf7N+JVMqfHw8O0t7xAXbJ7TjIcGo2z53Arnb31k1aCpjqsaB5i9Yo+mupGp7nSpvZzaDTAgY4YBzti9A0Fmap8URRJY12B1qYCyxryNNcXiUVPPoZS+iKLkTGV0ZTC6LhKJqOQzipkcgr5gkKhKMgXFKw5rLrZoOuSoCkJhz2iYY9ISJKIuyTjHom4R221S121SzBw/Kc+NX6saCkcHQzRMRDmyECYrqHQtCKahuaxblmW85Zn2LQ8M60OWboQYHdvEy/0LJss4SKQrG4Y4sKVXTQnU5N/GylhOF/P3qFNHMscL9LaaPZxXnQPtcbCSchDIU0zPVzImGhDSIdN/JRq5g68nwspcwt90d9EKjpmaYjlR/8ToYcZ2fohpB4iMLSDkObhrLgBURonKIuImtXQ9Tg8depikCUyO704Z8kMoDq4mquW/RmmFiNnDfFY72dJl09dkXiydTAhTCLmZiLmNsKBrejq9CSaljNArvQ8ufLzFMp7kIskl8XAVDcRM96AofohBq43Tsa6i4LzBDB/DNXxGDGNnHMjWftmQENQJqI/SFj7JYo4ef9dT2cofSXDmUuRaIBHMryL+vivME+y4F+2gnQcO4/uwbW4XkV4EEyxvGE/zbWH0OfIwl8q6xzsamJ/xzLS2eMlUIKBMsubhljeNERT3diMOloTyBdUOnqidHRHONobmbbGNoFQ0KG+pkhddYm66hLVyTLViTKh4MJUjlPheeA4ULYErifwPJ8MhPDdjooi0TUwDblgkYnrwnjapDgQYDBlcmw0wLHRICOZmRkeamJl1jbnWLcsy5rmHMYUpWe2aHJosI79fQ30jh+3fIOGxXnLjrF1eS+J0PHfguXqHB1v48joGsaKE1abpDV+lI36QapmSU81FRIokiBDI1kayVBPnhq8ysvhSyEyAIaCFAMNdC9/O44ewyiP0dL9XUQwztimPwRFJdzzS7TWi5HRJrSxgxjLtvhr5L/8BAzPDPZeCJbI7PTinCYzgIjRyDUtHyViNOB6FruGv8PBsXtYaJzWqQo5TG05kcAWwuYWQsZaxJQy7Z60KJR3ky3tJFd+Dsdd+BvrwiEIahcTM16PpvjrS7bXR6Z8JyX3hVmPmGs9zPbqSFtvxfL8tTlFpIjpPyOobp83i37ZTtKfuoF0YX1li0cy/CJ18ccJ6HPfd9kOcLRvI10D63Fcf1JTFZvGmk6W1R0iGR2c0wU5NBbnUFcTHd2NlO3jz5OmOjTVjbGsYYRlDaPEwoU5SSiV0ek6FqF3IMSx/hDDYyauNzurmIZLImYRj1okYjaRsE007BAJ2YSCLsGAQyjgouveoklv4p4sS6FQUimUNPIFjVxeJ5vXyOZ0xjMGqbRBOmfM6Z6siZVpq8/T1lBgVWOempg17fyDmSgdQ7UcGqxlMD21Jp+ktXqMzS3HWNMwOLl2JiUM5es5MrqG7tQKXOk/34pwaKs6wvra3cQys794SCBPDSlaSLGMNM3YIjxjP10WqOYITewixsC047u5mGHW4GDiYCJRCJIiyDghxkjSTYw+lKHjE79lJDm64newjSTCs2nu/Ql6MEJ67TsAiHfdg9zwJlB1ApnDqI1bINMH930EvMUvGSyR2enFOU9mAIYa4ZKmD9AU8StTD+Z380zfFyg4c0+mp1ONqIgAIXMTEXMrEXMrulYz7fui1UGu9CzZ0jOUndnVkacOjbB+LVHjdtSKpL/sHiZT/gGWN3fy3xMhJZTcbWTs1+JKnxw10UvM+Cmmsn/eSTpfbmYgdQ250qqJMxIP7aMu9iQhc+6YQNvR6RteRdfAenLF41ZCKJBmWe1hGms7CAdmD8FwPUHfUBVdfXV099WRL06fBMLBIo214zTWjdFQM048Mje52bZgaDTA4EiQodEAI2MmoymTdFZnwfnAkBi6h2l4aKqHqkpUVU7LeuFJgev6zXYVLEvBspUFX8PQXOoSZeoTZZqqSjRXlWiuKRIJHF9DlBJShSC9Y0mOjlTTNVJNwZpqiUqaEmnWNg6wrnGQ6BS1aKYUo2O8naNjbeTt6OT2eGCcVVWHWFl1mMDYTNK3CTDKSsZYyTitM8hLSIcoQ8ToJ0o/EYb90i8nvHRK4BA30Ce2zjsWmlciafXQVNhDwu5DAI4apHfZG8lH20FKmo/9GDWxjFzrLQi3TGLsOdxVt4CdIxQwEYEEPPf/4NDP573eiVgis9OLJTKbglWJG9la/040JYDtFtk7+iMOjt0zmW3/zMnpp8PUWogEthExzydorJmU/AOU7WNkik+QKT6B5faftmsKgkSMm4noN02u7Snus2jOD1DkwglUSo28czVZ+2Ykfk5EQzlEVP85pnryoGmAQrmRwfRVZIprJ7eFzG5qos8SD+2fM0ZNShjP1tM7tJr+kZWTLkiAeGSYhqou6qu6CAfTc1psY+koPQM19A7UMDiSqMStHYdpWNRVpalOZqhJZKlOZIiGiyclatsRpNIGqaxBOqOTzhrkCr7FlCtoFEsahZKK6770nH+a5hGqWHmRiE0sbBON2DSZNtUxi+qoRSzkzFgjLNsaA+koA+k4A+kYx8YTk+tfE9BVh+U1Y7TXDbOqfpiwedxyS5fi9KSW051ewXjxeNVxXbFoTXTSXn2I6tCwP06VJL0SyFLPKG2Ms4IMDRWFiw9F2sTpJUEvcY4RYwBlAarjDq6kW1wCUtLGo8TpQ8OPNyySpEiCLPWMyZU4yvF7jFoDNJb2UVc6hCpd+ptuZ7zqQpCShr67Ec0XUa5aj1ocJhI0kbFlGNku9IYNUErD3X/ki0IWgSUyO71YIrMTENHruaTp/dSEfOVf2R6kd+QbjOce5yWliDpFqEqUiHlBRURy3jQRSdE6QrrwKJni47jy9CQ+VkSCZeZtuOo1/uQiPRTvaTTnhyiLSGrsyjA5+2byzlVMlM3TlQ6i+gOYyt553Y9Fq47hzKWk8puQ+MINVSmQDO+iOrKTgDF3xm7H1RgYXUHfSBsjqSbg+CQZCqSpS/ZQmzhGVWwAVZ19gnQchcHRBP3DVfQPJxkei08KSKZCUx0SsTzJWI5ELE8sUiAeKRANF+ZUTJ4IX2YvsCyVsq1gWSqOe9wCm/iF+rFactJi01TfijMMD1N30U+IiZsq8pASSrbOWD7EWC7MWD7ESDbKcDZCpjgzC7wiPBoTaVqqxllZO0pTMjWZcsqTguF8Hb3pVo5lWsiWj7sdBR6NsWOsTB5hWbwbTTk+Bu5QlHFaGWUVo7Rhici0a4blENV0UEUXMfoXRF7TxhHBY7wPVwRYI++niRdn7jRJpoKMXsdgYC39wfXISlo4w83RlnuKutJBBhpvZ7z6IgCqR55Eab0UN1CNUewnULcahEJIlBGhqlPK27hEZqcXS2Q2C1ZpJaqi17Ks+p0Yuu/yK5a76B//PmPZX7EQkcSZgCKCRAMXEgteQdg8b0peRodsaQepwi/Jl3dxqqQ71Z3oiSYc7U146iX+Bumhuo+huj9GkQvL0Qjgegmyzk0UnMuYIDVN9BHRf0lQfQ4hTr7WYDsRRnPnM5bbhu0e/5EFjT6S4RdJhPegq3OHF5StAANjyxkaW85ouhFPHickRXGoig5SFe+nOt5PPDyCosw+dq4nGEtFGRqLM5qKMZqKMpaO4s2xTgZg6jaRcJFIqEQwUCYUKBMMlAmYNgHDImDaGLqDrjno+kyLaT74JKhi2RqWrVG2DEplHSVnkC+Z5Mom2VKATDFAuhDEdueuxRsLFmmMp2lIZGiIp2lKpicT/0rpV3oeyDXSn2lmINeI4x1/qVKES0Okn5bEUZbFuwlox92OlhditLyakex6xlmONyVURZUWSY5STSdJughw6hl5AHLU8Kx4F4q0uJJ/QznxdzBH6ZayEmQwsJa+4EZKmk/MMauf1dlHKVZtYrjuWgDqxp7EXXEdUgsRLfUi6jagemUC0SqwS751Vl64InqJzE4vlshsCk50IyrCpD75BuoTr0dTfR9+yepjOH0PI5kHcb1FxmidRqhKjFjwChLBqwkYKye3284wqcJDjBd+gest7Id1sjUxT7TiaL+Jp/rriUi3Qmp3LdJSi5G3ryXvXInE/7EppAnrjxNSn0BVZg9onoCUgmxxFaO588kU24EJUvKIBDpJhPYTCx04KbHZjs5IqpnhVDMjqWZK1nTLQFVs4pERktEhEtEh4pERAnMkOwY/tiqTCzGeCTOeiZDOhsnkQqRzIcrWTLXjfFAVF1X1UFUPRXgIIScJTlbGwPMErqvieAquu/iK0tFAkapwgWS4QE00R200R20sS0A//lLhScF4sYqRfC3D+XqGcg0UndC085hqiaZYL8vi3TRG+9BV3xUvJRTcGkasNYyWV5NxljF1Pc+UGWo4QjVHSNC7aOvrZDjGFg6JG0nKLracmJ9xATXIXFR6Q1voCl+Ap+go0mZt5iHUSB2DDTeBlDRmn6O84ibwXOK6hQzXExRllFAVHL4Pdnxtwf1dIrPTi3OezBayDqYqIWrjd1CffD266v+hXa/MWPZhRjIPkC8dOK19WixMrYVE6HrioatQFX+CltIhU3ya8fx9FO2DM45ZiKhjKjyxCkd7A5661d8gPRRvO5rzMxS5cEm0J4PknSvIO1fjyURlq0tA3U1IexJT2TevC9JxQ6TyGxjPb6ZgNU89OyGzl1jwELHgIQL68EmDsXPFBKPpRsbSDYxmGrGdmZOAqReIRUaIhcaJhsaJhsYIBzNzlqiZgGWr5ApBcoUA+UKAQsmkUDIplkxKZZ2SpVO2dGxbm9V9uRgowsPUHAKGTVC3CRoWkUCZiFkmHCgTD5aIBYvEgqUZZVZcTyVdijNerGK8WM1YsZqxQvWk+vD4NRxqQsM0xvpojB6jKjg6Obau1EhZKxi12hmz2il5iWnHRuQgNRymmiNEGF6wHGaxOMBN9IvNtMqnaGNKeaY5iMyTghxhDCxMrMn7KSth9seuY9z0Y+EaCnuIRqKkqi9AeA61ahonuRrDyRKoakYRkmAoAp4L934Ysgtby14is9OLc5LMTlXIoQiT6th11MbvIGSumNxesnoZzTzEWO5RyvbpK5a5WAh0osFLSIZvJmSsmdxetDoYz99LpvgkbdpLCwz3Se11xy01QHH3oLr3oHi7ZqjL5oKUCiV3K3nnSizveMZ/RaQIqdsJatvRlfnHsmwnSRXWky6sp2g1TftOV9NEAx1Egp1EA51oJ8ksMUFuqWwd49laUtk6csU4U9fbJiDwCAayRIJpwoEMwUCWUCBLyMwSMPNo6uJk2q4rsBzNt7hc3+LypEB6wk/8KyQCv/yMELKidHSptiSm5qAqJ5f0e1KQt8LkrQjZcmyypcsJcuXoZAaOqTDUMtWhYWrCw9SHB6gJD6NW1r+khJxTz7jdxri1kpTdWokVnBgfh6TsppoOqumY033oiBBlrQ5bSeAqYRwlhBQGildClQU0L0fY6kCTC/OAvMCbGBcrWCvvpZE9/sYTiCwvAxzxljNENSMyiVvpt4pLiCKNYoh2pYu4yNIVvoiu8AUgBBF7iNqwQi6+HkU6JKMBpBEjopRRIrUEKKGGq6HjIdj+pQX1d4nMTi/OKTI7nWrESGAjtfFbSEQuQ52iisqXDjOee4zx3OO/VmIL6CtIhm4hFrpiUjQivRRe8V7c4j3gpV7S+T2xDEe7A0+5HCprd8LrQ3XvQ3UfQ7Dw9GC2V0/BuZyCczGS45JsTfQS1J4jqD43b2YRAMuJkSm2kymuJldaiZTTnxVTHyZiHiUc6CFs9qKrsysbJ+C4Gtl8Fel8NdlCkmwhSa6QnIxrmwuaWiZg5jH1IgGjiKEXMbQyhl5C18poqoWmWWiqjaY4qKqDojgV1+Lc55USYnkNx9NwPf/Tcg1s18ByDcpOgLJjUnKCFO0gRSdE0Q5RtIOzEtYEDLVMIjBGVWiUquAoVaFRYmZ6SuYOQd6tJWW3krKWk7KX48gT3I5KimrjMFXGEZLpAdQTUrU5IkJBb6FYaSWtEVeZ7uad/aY9QvZRkqVniZeeR5xkvfppfo+iqGKL/C5JemcQWae3jGe8zThMWbfDmSS0qahmnPXKYaKmwr7EjdhKiJg1SDIeoRBZQcjNEKhpRVE1IuEQiqoRDAbBdeDuDywozdWZILNLv/D3aMHFk5lTLPHU+/9siczONF4KmZ1pOb0igiQjl1Mdu5Zo8LgoA6BQ7mQ89wSp3FMUraNntB+zYZVWABFFCd6EGrwDofolOKS08UqP4hXvQjodL+kakmoc7RZc9VoQlQlOFlHdX6G6D6LIhdeNk1Kj5G6g6F5Myd3I8XUx0JUuAuouAuqLaGJg3rg1z9PIl1vJltrIFtso2fUz9tHUDGHzGEGjj5DRR9AYQFNPLq+WEsp2kFwxQb4Qp1CKUShHyZeilMqReYlufvjrZdN8cVJUwgRO3UGnCIewkSdqZImaGaJmhlggRSKQIqBNDy+wvQBZp4mM3UzGbibtLMOV0ydIBYukcZSk3knS6CCkjk6T3ttKjLzeRt5oo6CvwNLqZu2X7o5juGOoXg7VK6BIC08J4IogllpNST/uRg6XD9Ka/uas62wSeJQ/QQqNS4b/i6B33BqUEnbLNezy/MD8GsZoU7qpFWPEyeKhUCBAWkbplC30yMZJ8m8W/WwyethfdRuOEiDmjBCqXY6rhahSMpBYQVB10cNJAhqoZhj2/QR2/fdJ/x7jnXkyJZsVn3xgicxOE16VZPZyxYOdCE2NkQhfRlX0yhnEVraHSOWfJp3fTrb4IlKeuSTDs6+HKQjzMtTga1GM9ZNbPWsPbvGnyPLTvBSVpiSIq16Nq96IVBontwvvAKr7CKr7DIKFx+G4MkzJ2ULR3VbJLHLcslDFMAF1L6a6F1M5jJgndRaA4wbJl1vJlZaTL7dQtBqYzYWoqymCxhABfZCAMYKpjxDQRk6a3X8qbEenZIUpWSEsK0jJ9j8tx8RyTGzHxHEMHFfHcQ1cVzup1TQXFOGgKQ6GaqOrFoZqYaolTK2EqZUJ6gWCepGgViBs5GcQFvgWV9FNkHdryTv15Cqt5CVnXE8VZWJaLwm9m4RxlKjW75PuxH0TpZDeSN5oI6+vwjoh8B/pYbpDBO0evznHMNxhVHnyMiqWkiAd2MpI6Do8xSRa3ktL+lszLDSLEE+IPwQpuXroyyhTvt/pbmCv9LPTbBAH2aLsO6lytCQNDnht7JWr8VDQsTnP6Ga0+mIcJUBcyWNUr0AIQTIaROhBoiET1QgSCATAysNdfzhn3Nl4p+82XSKz04tXDZn9ughsLqhKlET4YhKRS4mFtk1WpQZwvQLp/E7S+adJ5bfjei89Rmwxgg6hrUYJ/QaKeeVkGi3pDuEW78Er3g8vIWZNAp6yEVe9AU+5YNIFiSyheNtR3cdRvD0LXlsDcGUUpXgeWc4jzxokU58BC0PpwFQPYioH0JXeeQUk4OeGLFqNFMrNFKxGilYjllM15/66msbUxjD0cQwtVWnjGGoGTc2dUhqqCXiewPU0YgUVTyq+FTYl0a+vavQqzUVV3GlZQU56bqlQ9mKU3AQlN0HBTVJ0qyi6VRTc6mlrXVMRVEeJan3E9GPEtR7C2tC0azqEybOaPKsp0E6ZhuknkB5B5xghq4Ow3UnI7kKVp/4bzettdCV+Dyl0YqXnWZb57rRnKEstO8Q70d0CV4x8Y3L7oKzmQfdKAC5SXmCNcnTyO1cKOosxxuwAadck7+oktRLNZo4mM4+lBHna3coI/nNxntFFpvp8HCVAnVFCxlsI6AqhaAJTBTMcI2hqKJo5Z1aQCSKDJTI73Zg78OQswSuNxCbgellGs79gNPsLFGESDW0mEb6UePhCDK2KqugVVEWvQEqXbPFFxnNPkso9he0uvKTEYhWJE5DOIdzMP+Eq30AN3oYSvBWh1qFFfhcZfjte6RG84j2n5IIUgOrtQfX2IEngqlfgqtcglSY89So89SqQ46juU6ju0wh5ZFZimxrwCzngSap4EheDPOvIsZ4s63FIYnnrsLx1ZAGFIiE6CHEE1+zAUHpmtdxUxSYS6CYSOJ5Y2vVMilYdJbueolVH2a6hZNfieiFsN+5n+S+vnHEucNHVLLqaQ1Pzk5+qUkRVimhKEUUpo1aaImyEsKkuOlNI0AFtbutPSvDQ8KSG5YVxpY4jTRwvgC2DOF4QW4awvHClRSl7USwvzGwW6AQUbELaCGF1mIg2QEQbJKINoivTrQqbOFnayNNOgVWUaZx+IukRcPoJ2x2ErSOE7E7U01RWCSBsd9CS/hY98d8hE9hK2jpIonS8bpmVqoIkmFPCZaSE59xNALSLo9OIrLsU4YGx5Yzac0v2lwcyXJN8lgF1BXvkGl60lrNufB/Zqq0MWQEaS6OUqCZo5SkbYQzXwXY1TA1YczscvpeJiPepJLaEM4OzksxeqQQ2FzxZJp3fTjq/HRCEzPaK1XYJIXMlsdBWYqGtLK/7Q3LFvYznnmQ89ziWM7MkyqkS2OwdG8PN/zdu/vsogatRgq9B0dtQgzejBm/Gs/fhFX+OV3oCWHxVXUEKzb0b1b0bKdpx1Stx1UtAJHG123C120COoLrPong7qM4dPOkCP4CKRYxdxNiFBMrUk2dNpa3GI0iOjeTYiK9BcQlwjCBdBOkhSA8mA6RCM9ddVKVMJNBDJNAzbbvjhig7Scp2FZZTheUkJpvtRgAV201gu4lFj5FfzMRFCLdC6hPELpAIpFSQqJNZUE4FAoeAmiKgpAmqY4TUMf9TGyWgpGdYsv4LQxtFWimynAIrcZjpejSdAcLWEcJWByG7A20Wy0ui4hj1OIFlOHotrl6Fq1cjlZCfdUOoIB00a9Bv5WMEcrsQs1SAj1oHqMvfz2DkdoZD1xIvPeevIg4FsQKV1Gne8d9Hv6xljAQqDlsqVdGLrsovx1vYk/fdoEHFZnkgS0IrE1QdRqwAfVaEUTtIVynGf/Zv4LzwKOsSB9jPWvaX6liZ68GKtjKad4kHIFf2iBpgOw5CdTA0BRGph8YLoO/ZJSJ7mXBWkdlKrUjkJG+vZwckhfIhCuVD9I39N6beSCJ8KcnIZUSC64kENxAJbqCl9t3kSgcYzz7OWO5RWumZ/9SnDAuv9CBe6UGEvh4leAeKeRmKvh5FX4+M/C+80sN4xfuR7tFFn10AQh5GcQ6jOf+Fp2zBVS9BKucjRQ2udisutzKYyGHaLxCwX8C0d6HMI8kWQIBBAgxSza+QCEo0U2AVeVZRZCUOMUq0UqKV8cnjbMzCACb9BOjDZACTAXTGEcB4aPrkrqkFNLVA2Dw2ow9SCmw3gu3GcNwIthtBK0WwvdAUiymIK00cz8CVJt40N6mChwJy4cImBRtVWKjCQlNKaKKErhTRRR5DKaAreUwli6HkJj9nzUcJOMQp00iRZZRookwzZeqYac25BOgjxBHCHCE03DdDMi8Bx2jADrZhB1ZiBVfimE0g5p9mnMDx+mbCyRFOPUJ47EGUExITJItPMxS+CUuro6w1EuhLAWBVkhpMJbPdnh+eslocJSAsLE/he0NrGLTCgGRrZJirE8cIzJLSLO0YPDLezP5CNS/mawgWbS6t389BZR2dGZWV5iiWUY1TSEEogVvKUhYxdMPEdiWGCrRdx/jjj8x770s4PTiryOzViLLdz2DqTgZTd6KrVSQil5KMXEE0uJFIYC2RwFqW1fwuTukFrNyDWPlfwQLjbk4F0t6Ha+/DVRIogZtQgzcj1HrU0GtQQ6/Bsw9ViO8RkIu3EqsKHrAT2IlEp6xvpmRcQEnfilSilMwrKJlXgPTQncOY9m5M50V0p2Neq00gCdJLkF6qeQQJ2FRRZHnFymihRAseAUqVf0+NulMoYTCEWRjGYAiDEQxG0BlDI3uSdb5cpeELMGdWK5mGCZehK3Wk9K2uCbViJaIMP3ugnwVE4KIIFwUHRTjThBcLgYdBmWosqrGoo0xd5bMBd47OaoxXLNluQnQSpBtlwjqfzG+oYAdasEJrsIKrsYLtSG2m3F64RbTyMTRrANUeRXXGUJwcQrqAixQGjtmAYzRghdfj6jXkau4gn7yWZN9/YOaP1wtTZZmIdZCsuZGMvYUAPllYit8nw/WfyTEZZ5gaFFzWK0cAeGh8GYNWmKBi86a6wzSZ/u8oZyu8MBZgfyqAKiBuuMQMl23xXi6MDXH/6HKG7BCPDyhcVH+Yo2o7vaMlGutLpIsK1QGHvKURC0gc20JRFAzDQDZsQwSiyNJLS9O1hIVhicxeQbDdMWL5H+Dmf0BaSaKHr8QIX4ce3IIe3IYe3Eao+o+xC49Tzj2AU3yWM5Yn0kvhFb6PV/gBwtiCGrgFYV6Moq9G0VcjI7+PV34Gr/Qw0toJzG4xT1/7mg6BTcDeQcDegUTB0lZT1rdQ1rfiaC3Y+hpsfQ053ojwChjOAQxnP4a9H93tQsyTCkkABmMYjBFnJ+BThE0VJZoo0UyZhkqrq5Ccb8XNPJeDRgqdcXTSaGQqLYtGDpUcKnlUCiiUTyqiF8KPb1LnyUt5MkjAw8QljEsYhwgOMRyiOMSwSWKTwCaJS/QkZ3IxGcakjwDHJpvOzPRiHiZ2bj1WdTtWaDV2sA2pnCA28CyM0lH0Yid6qRO91IVqj84fVJB/sXJfCqXIFnI1r8EJtDDe/F6quz6HPqVobni0i2zTRoqh40HyljLhZvRdnV2eL+lfJgYIiRLdpSgv5PzwgNfWdtBk5hksavy0K87+tDmtsvZUbEiUuL7pCM8UVtBTjvL0oMmahjHSVJFPjxFIBigWCgQVDdcuYakquiFxHQdV09DXXIa16/757n4JpwFLZPYKwGzrYNIbx8rehZW9C0WrwwjfgBG5CdVYjhG5HiNyPZ4zipV7kHLuPjy76wz1TiKt53Gs50HEUALXoQRvQtFaUQNXoQauQnoZvPKTeKVfIe3dJAuLF8gKPEznAKZzAIrfw1GqsfTzKOvnUdY2IJUIZWMbZWNbpVtlDKcT3TmE4RxBd46gytQCriMxGMVglNiUrOoeKhY10ywXmyosqrFJItGwqcGm5iRnn4CLSgmFEgrlSrMR2CjYgIvArViacnKtzLfKJiw0zbfY0JDoeBh4mJUWwCUAi1hHU8mjM+ZbnpNtAIMhlFleRCTgKrXY2mosrR1La8dRW6Fq+jWFm8coHsYoHMYoHEQvdc/7knEyCDyCuZ0EcrsYa/kjrPAGxlr+iOquv0OzR2EoSDDoxy4Wg81I/JcWu0KquiwiJXRLn+iWi2PYnsK9o8sB2BIZYnkgy+G0wdcOVlOqlN5ZFrbYUlXEUCUZS2WoqLF7PMDelN+2Vg/TFnPpKCU4OFikpaHMaMFkWSRPXgiCQYuSZaLqLp5t4eo6KmCsv3qJzF4mLJHZrxELFXN4zhCl9Hcopb+DaqzBiNyEEbkBRasmkHgrgcRbcUp7KGfvwco/DHJxdZUWDJnBK/4Er/gThNaGErgWxbwGoSZRg7egBm8BN0U58CRa4QmU0u55XYNzQfNG0coPEyo/jETgqK2U9fVY2josbS1SiWDp67D0dUw4XRV3BN3tRHeOortH0Z0uFJleUKixgju5/jbjtlGwiVesnWTFAorhEK9YRBFcIriEK1J3ddJiOtMQWKjk0chPsRQzFSvSbwajqJxcNOWKKLa2Altdia2twtba8ZSZEm3FHsMoHMIoHsEoHkIr9500zEICaFE8oxrUEAgFKVSEW0Ip9SGc2V1wApfksX9ntPVPcQItpJr+P6q3fx6BJFAaQHgurhbG0WPodgZb+G5G3SuRI0yOMAoejWKIZ9L1pJwAUdXi2mQvnVmDr+yvwZaCldEyb2tLURecSejDRZX7j8XYMRLk+dEgbVaKthroKCXIpEYJJJsYyZSorg6TL5ZBNQgFTCzXQ3UcDMNAW74ZEYwhiydPpL2El44lMnuZ8VLViK51kOLYQYpjX0YPXYIRuQU9dClaYCNaYCOh6vdh5R6inPs5bnn/aer1TEing9hQJ5Jv4gU24oSvxAldDmoCJ3YbTuw2cDNoxR2ohWdQizsRpxhnJJDobhe62wXci0TgKg1YFavB1lbhqMvw1BrKag1l46LJYxUvg+Z2o7nH0Ny+yabIzILzaQg8DMYxJiUkc4wJINFxCeIRxK1YUR7GpHUl0SvqRKWiUBSVY8WkhSbwKpabi8CpWHRWpZUqVl8RlWLF0ls4JAaO2oijNmGrLThqC7bagqdWz7Kzg17qxih2oBePYBQ7UZ25Q0ekFsUNr8ILLccLteIFW5FmLagniXuy06j5TrSh+1FTO6cRo+KVqOr9V4ZXfgI7uIJC42WE+59AkS66PY5l1mAZSZ/MKnGculdiWPpxYVWMo+CxM+u7F69N9pAuK3z1QDW2FGxIlPjdNaPoChweg3uOCLJlsD1wPWiv8rh11TiX1uX56oFqOrImtpclkgwxWjBYFRqhRA1uMUdRCELhMGXbQdFsAoEAruuiqir6qouwdv9iUX+nJSweS2T2MuC0yukn4WAXHscuPI5QkxiRWzCjt6HqyzBjr8GMvQbX6qScvRcr9wBygeVg5sOJa2ACD7X0ImrpRYzRr+AGzsMNX44TuhTUOE7kOpzIdSBtlNJ+1NJO1OJzKNbRRQVOT7+mRPP60ax+QtajQGU9R1s5xbpYiavU4ykxLGUTlr5p+jlkEdUdRPOGUN1hVG8Y1RtB9UZRvVGUUyBeX7ox4Ur89byJS0CKMI5Sh6vU4Kq1uEodjlqPq9TjKtXTKjpPher2ozud6E4nhnsYvX8QMUemGomCF16BF1mLG1mNF2lHmrOnrAIQ1hi4BV/0IT2kFvGJTo/jJrbiJrYiCj3o/T9FG31s8tlQnRTRo/eSWfVG8s3XEup/AgHoVsonMz1BmC6cCplpssyw9GPgasUYHcUYBU8npNisDqb4wt5qCo5Ca9jinavHyJbhO3sEv+qZ+WpzaBzuPQIXNdm8fvkId/VW05PXaFTGIVJP55hNU4PHeL5ETTCCVS6jabpPZI5znMzaL14is5cBS2R2BnFmSGwmpDtOOf0/lNP/gxbYghG9DSN0NaqxklD1HxKs+gPs/OOUs/fglJ7jVIp3nkzIMQGBi1Z6Hq30PMbov+OZ63FCF+GGLkbqzXjB8/CC52En3wluCrX4vN9KL6AsIlh8NiiUMZ39mM5xa1RiYKvNOGoLjtqMozbhqE24Sg1SBHG0FTismP1evDyqN44ix1G9FIqXQpEZVC+DIrMIL4cicyiygJDFU3anLgS+vRZAKmE8EcYTUTwliidiuEoCT0ngKglcpQpPqUaKk2eAEF4Wze1Dd3vR3B50txvN6UGZmm7shCS9Uqh44Tbc6Hq86Abc6FpQZwYci+IxlHwnSrEbpdCNUupHWKOzkqJUTLxgM27Vpdh1NyJDLVir3o8XWYPR9TVEpQ9B9SmyK+7ADdVjR5djZLsw7DR5wDaSeCiTRT81r8xoxTKrEeM8l/ctzo2RUfamTI7mTAzF4/fWjtIxLvnsk4Ki4z/bV7dINtdLNMW3zB7tEbwwKHimD3YOOLz7/BF+OVRDfxZW66PkzGpKuSxSKLilHEVdxwwEcWwL2zHQXX/tUF95PigaeGd7WNErG0tkdprxchHYXHBKL+CUXqAg/hUjch1m9DY0cx1G5FqMyLW4ziBW9j6s3H14zvxZ/RdCYrNB4KGW96CW98D4N/C0RtzgNr8FzgM1gRu5Fjdyrb+/3Yda2oNS2oNa3odwBl5y3SuBheF2YrjT661JNN9yUesrVksNrlLrWzJKFVKJIpUwjhIGli3sWrJUaWW/YVUmcGtSgi7wQE4lPYEUCr7oQ0MKX+whhY4UJlIEkJhIEZzTmpoLipeqWJwjaN7gpBXqu1jnSVc2FEQqQbxIO250LW50HV54Najm9P2cHGruIEr2IGr+MEr+CMJduEUrvDJqvgM134He92Ps+luwm9+MU38TYjyNMXS3fy9uGXN0D6W68ylXbcTIdqHZ/lqbo0VwxJSq155FGj88IE6Go0U/wfS60BjfP+xvv6Yxhyo9/mW7T2SrkpLf3yJZdUJc+BUtkp6M5L9eFOwaEnztOZd3bBnn/oEaDo9ZtDWUGMspNEaipAsWasDGcxws28FwHDzPQ3oewgyhNq3B7d3LEs4clsjsNODXTWCzQuaxsj/Dyv4M1WjDiN6BEb4BVasnmHwnweQ7sYt+7JpdeAR5YnDqKZLYXFCcfpRsP3r2HiQaXmAdbmArbnArntGG1Jtw9CaI3uQf4KZQywdRyodQrMOo5cMI7/S47gQOuteH7s2e0d/DxFWq8ZQkrpKsfMbwRAxPieOJiN+UCAh/gpciMK9F9JIhbRSZR/GyKDJb+UyhemmfvCouUtUbQyxiLU2i4BnL8Yx2PG897qZ2ZLBlJoE6WdTMPtTsPpTsXpRC9ym7ik+EcAsYfXci3ALW8t/DXvebiFIKvdcvsmmO762Q2XqiXfeguf7z6mgh3IpVpkibAiE8VFRcMpbAkhpBxcaybDqzJoqQXFGX5ys7BeMlQVNE8ldXSgxV8uTREvuHbDpHbXpSDsuTOm/aEuZPLzX4/DMKOwYE337e4vzmLN1ulEIuB9EAViGPUFSk51KyLHTbxvM8PM/D9Tw0RUFfvmWJzM4wlsjsFPGKJLA54FodFEf/leLYv6OHrsSM3ooWOL8Sv7YF6X0Au/AExuiDkHsWTmMp+9kgcFBLu1FLuyH1LaQI4QbW4wU24Zrr8cx233ILXYwbuvj4cc4gSvkwinUEpdyBYneiuKnT3j+FMorXB3OQ3VRIVKQI4olQhdDMijVlTFpaoPkqPiassKkE4Is9kB4Cu5LGyUbIMsqkpVf03ZmLFHvM3l8FqTfiGW24RjueuRrPaAfFnLGvKA/5Vld2P2puP6J4bBHkpYBZDXrEF4AoJrglKA2AlZrzKP3FR5F2PXb77Vibfxcl14+a6sAc96u529FWXD2M5vjWpaOGJ8lMlQ5p6VtfMXJ0lXw15vJAlieGfGXp1qoiu4c8tvcrqELyRxdJdEXyqfvGuf/A9N/0gSGb+w8U2Nhg8LYVBuVYjN0ZjRcG8jTUhejPQUvYJpUvUheOUiqV0Y0yoVAIz3VxK03TNLSW6Wu25xI+/elPc/fdd/P8889jGAapVGrGPtu3b+fP//zP2bFjB0IILrroIj772c+ydevWBV9nicwWibOJxGZA2tj5h7DzDyHUGozIjZiRG1GNlRiR6yByHTjjkH4EMg9DYQ+nsr62WAhZQCvugOIOv5toeOYqPHPN5IQr9WakVo+r1eOGrzh+sJtCsbpR7G4UuwfFPoaw+xDuAgJ1T0ffcREyN7/r7mWGRCDVan+t0mjF05fj6S14xgo4MdAZwMmj5DtQ80dQ8kdQcgdR7AWKhvQYRNshuhqiqyDUDMFGUOZI0eWWIXcE+u6DoV+BVyHpyhqZvv8HeKEa3KaLsde8DvWZf0a1Mmj5fpxwI3Z0BWolq4arhfAqlRkU6VDAP0dYFBiw/EDqZjPLneP+PV9Sl+dLz/hPxhvXSZbHJX/3oE9kqoAb1gRprzFoiqs8ebTEAwcK7Bmw+MSgxV9dAnknTmdBJWKlKOvV5AoFAoqOLOcpFAMEQyE818F2HJyKqxFAbTheTf1cg2VZvPnNb+ayyy7ja1/72ozvs9kst9xyC6973ev44he/iOM4fPzjH+eWW26ht7cXXV9YqrclMlsAzmoCmwPSHSHU/13guxBYDYkbIX49aEmofr3f7GHIPAqZxyrEduZEDlMhcFDLB1DLByazGEoRwjNXVchtFZ6+Aqk3gZrACybwgpunn8QrIZwBFGcQYQ/6n+4IwhnxP93MGRVtnGlIACWCp9YgtVqkVoun1SO1Bjy9Aak1zmptAeCVUOwulNRRlNxh1PwRRKl/4VZXoAESGyG+ARIbIDTHuqJng53xycsrgxb2rTXV9I+Nb4BV74b+e2H7T6BieQokxv4fUGy8ELduM16kESXXj57tqpDZcvT8dgBctZKwGBDSo1ApIhqiyFCFzKRjk3cMAqrHUMaiP6cQ0SW3tUn++eEUP9tbQBHwyduquH718Qra2zTJ25bp/PuLBR7vt/nsszk+eKFOZyHKnpEya5otMgWVQATSRRslUEZKiWX7ROa6rr9uJiVKIIISr8NLDy1sjF9F+OQnPwnAN77xjVm/P3DgAOPj43zqU5+ipaUFgI9//ONs3ryZ7u5uVq1ataDrLJHZHHg1EtgEZqyHlQ7BwCEY+ApELoD4tRC9AvRaqH6T35xxyDwO2cchvxPOYHHR2SBkYTIEYAJSGHh6K57egjT8T09vQmoNoASQxgpcY8XsJ5QOwh1DOGP+pzteaWmEl/HJzsuBl/M/pXXGLT2JAkrIzyivxJBqFJQYUo0j1SRSTeKpVUitBqnWzE1WU+/RGahYrj2Vz06E3Y8YmufYqdAikNwCVdv8FphFgp/vhewhyB6BfDcU+6A0zIwXIKH5x9deDs23+f9e/hYIb4VHPw22LyBRCsOogztxGy7AXnEj5u7/Qs92U2y4FCu2nMAxPyTDVQN+omb8wPciPplp0iLn+mm8+nM+Sa+Ll3iw0/8r3tYu+fm+PD/clUcAH7s5OY3IJjLdVwUU/vT8MKknc+wZc/iPF1Jc2BZgT1bHK+VxDQOsIiVV9YnMKmNZ1qRVJqW/dqaqKmr9qnOSzObD2rVrqamp4Wtf+xp/8Rd/geu6fO1rX2Pjxo0sX758wedZIrMTcE6R2Ay4kHvGb0KHyEU+qUUv8y22qtf4zc1D7mnIPg257eD+emKqhLRQrcOo1mGYol+RqEitHk+vR05YK1otcsKKURMgNKRWh9Tmjo2aBumC58vw8XzFIrIM0vZVi9LBz08pK4rFiURLVIQUlXInqEhhQKVJxQThqwdR5q6tNSfcNIozgnCHKxbogL+2aB9DOEMzrc+hIDAPkSk6xNZXCGyL7z6cKgbxbMgcgvQeSO+F9D5wFpj8Wjo+0XX/AHbcA80Xw4X/C2rWwNV/CY98Ghyf0PTOX+A2XIDTdDHGnm+jZ/38jE64GbWSUBih4E26TSVlfGWjW3HvRVSL3qw/za2IlLl31N/zqhbJH//Adw2/94oYt67z19R6xkr8613d3LV/jPqIwXsurOOW9gR/dXGYD/8qS1/eY3QsBXotHeNl6uolqUKZhBFEOhalUplQyLfKpOfhulPIrLoVmycXNk6/JmQy03/Lpmlimot48TkFRKNRHn74YV73utfxN3/zNwCsWbOG++67D01bOEUtkRmvbgKDU1QmShuyT/gN1X9zjl0J0ctBr/ZdkvHr/Ym7eADyOyD3HBT3+cf+GiFwEU4fijO7gEOi+JaOVu2vK6lJpFqFVBNINYZU4pXPCChhn4SECmoUWUnae0ZXEr0ywssi3Ax4WYSbqjTfelQm3aVjCLnAOnNDJyFKRYfoGkhs8lt8/UwZfq4Lxp+Hsecgtcd3G74UDAUBCb1PQ24Arv14hdA+6hOaW0YZ3Y8opZCBBG7tRvSRfSA9PCOK1MIobhlPNfHUCWm+nw4a/CweAFHV4nDBd1Zbto1EUBeS9KcsulMOQV3wxs0RMkWHj93ZyU+eG8at/HGzYyX+7P5uvvTMIB+5oon/c0GY//2rLM/0F7lyjU13SScoy5TLKkhJ0XIwLcsnMukrGSfcjABK8oSCpmcAuZyC6iy+9p1b8l9WJtx8E/j4xz/OJz7xiRn7f+ITn5h0H86F7du3c+GFF8577WKxyO///u9zxRVX8J3vfAfXdfnc5z7H7bffzvbt2wkGF/aSd86S2audwOB0yutdn6zyO6D/XyC4HqKXQuRiCLZDaL3fan8bvBIUdvvEln8OSh28XGttC4XAQ7ij4I7Ou6+EKZZTyI/5UkykMH1ZvtCRQvMt2Qm1opgo41I5g5SA61t3uD4BVZrwSiBLCK+E8PK+9TdHBYJTxolEphgQWwOJzZDc7P/7RLFGeRTGd8H4CzC2E6yXFtR+0v6kuuCRv4Fr/wpq18F5b4Hn/wuBRO3fjrPyJtymi9GGdqEWh3FD9TjhJlS3UCGzCctMYFfqwlmVQOiQYpOx/cl9MOurdNfXwM/2+pbk9auDhA2F933lAD894Kcru6wlwm9vqWXfcJH/fH6Yo6kyH/x5J99+82quXWbwix6Lcj4HapLxvEUgEkBxypTLZWzbRkqJ47jT1s0A1OTxLP+vVPT09BCLHc/JOZdV9oEPfIC3ve1tJz3XihUrFnTNb3/72xw9epQnn3wSRVEmtyWTSX7yk5/Me50JnFNkdi4QGJz+GLHpkFDc67ehr4NW7a+zhc/3m14FkQv9BuDmfHLL76ocd9CfyM8SCABZ9IOBX2KWkpcdE6RhVPmEFVvrCzei7bOQ1zikXoTUbv+z0Htm+3QixjvhqX/1LbP2W+DAz6A4jlYhM6duC4ZQ0PP9fiaQcCOaU8A2kkjNn3D9mt3+ZGhVSroolTCTiOZyLOO7ftuTkn95zs92cuu6EHt3jfOzgz6RffE3VnLVcn8yv3pFjN/eUsNH7uvisa4s//bUAH90ZSu/6LHYPZClfXmcbLFMIAJ5y0atEJlr29PEH5OWWXyBLu1fI2Kx2DQymws1NTXU1CykgsT8KBQKKIqCmFJBduL/Ey8CC8E5QWZLJHYG4YxC6n6/AZgrILwNIudDaDOoEd+Ki17qfy8dKB6G0gEoHvLFJ6WjnOnYtnMGWi0E2sBdD5tW+cQVqJ25X3nUJ67xXT55FfvPfN9O5uoE6N8JQ3uhbgOsfwM893WU8SNg5cCI4CXa0Ap+1hon3IhW8te8ZEUI402paO1Kn9QmiCSsewyl/O8CistowUMV0FRy+I89o3gSLm6OTBLZBMKGyp9f1cxru/fzaFeW915cJmkKxsuSat0mXVQQeJRt3xIDsKfEmE11M4pw4pSH7mxGd3c3Y2NjdHd347ouzz//PADt7e1EIhFuuukm/vRP/5T3v//9/NEf/RGe5/F3f/d3aJrGddddt+DrvGrJbInAfk0oH/Xb2J2AAoFVEN4MofMguMG33ELr/DYBzwaru0Jyh33XZLnz1yYsOSsgAhBYDmabP8aBNgisBHWWQpzS9RWGmYO+WCO1xw9efrkwH4lNxZ7vQ93Hoe0G2PcTRHEUdXg3bvOluHWb0UY7AHBCDai5wwB4mu9mdKeSmef/LjyvQmaax97KlDCW99d0l0dVVAE/2utb3G85b5bKAcDyhMnta5L87MA4X90xxIWNdTzQY1EqW4CJ6to4joOUEs+xJ5WMJ1pmQtXPycrTf/3Xf803v/nNyf9v2+bXJHzooYe49tprWbduHXfddRef/OQnueyyy1AUhW3btnHvvffS2LjwdcZXFZmdKwQGr0ASmxVexfI6BKM/9Dfp9f6aW3CNH98WXO1bb4FVfuOW44fbo1Du9omu3APWsUob5Nyw5BTQ68BoAmMZmM2Vz+VgNMx+iOdA4ZgflJztqHwe9rNv/DqwGCIDGNrjt7qNsOY2eOFbx8msei1a71MAOMEadMevHu6pQXDBFTpKRZrjVtSXE2IOQ/GwXP83M5rz3dwr4yqHRouMFByipsr1K+d2r/3BBXX87MA4j3RmeM3GRh7ogZFcCUJRLNtB0/3n0Xa9SatsgsgmmhACEYqdc2T2jW98Y84YswncdNNN3HTTTS/pOq8KMlsisbMI9qDfMg8f36bXVchsdcXCaPMncL3ab2ybfg7p+gHdE+eyh8EeAWcEnDE/Js4Z/7WrKk8KJQBqwg950Kp9i1WrBb3GHw+93o/zEydRpjnjvhU71g25Tr8Vel/2GMA5sVgim8D+u3wya7sedn8fdfwIAF58BUrJt6KkHkHzfIJ29Yj/biMUNEWCB4o4XicOKhqcCsaGfCVmTBd0p/1/t1eZ6OrcyZxXVQVojhocy1rkiv4xwzmHeAhKjkvI80DKaRbZ1PWeSTLTz3D+znMYZy2ZnUsEBq8CEjsZ7CG/ZafE4CjBigXS4n+aLRULpckPFjYa5rZOJuDmfVelmwE364tRJj69PLgF8Aq+AlNWslRIu9KcSryYnzdxmkJRqPj5FisqRqUSN6YE/H4rAVDDoER8q1ON+O4/JQJqDLT4/AHPE/AssPvB6oPyMbB6oNzlW6z9r2CyPlUiA3/tLNsP0UZYcRXiyC/AyoMRhnA9Snkcz0yiVpRvjh5HLZRxFRNNBTwQFcvMq/zNJmhFQVJwJ9bRBF0p30prjc//97igOcyx/RYdYwUgQKbsEAcsxyMEftjACa5FYNq/l8jszOGUyOyLX/wi//AP/0B/fz8bN27k85//PFddddWc+z/yyCN8+MMfZs+ePTQ1NfF//s//4b3vfe+ir7tSLRLTXsE/4DOAVzWJnQxeEYr7/TYNArQq33IxGioWTA1oNZXPJKhJX62nhv3GmY/vOSV45YolWWn2iG9lOiO+K9Ue8LefGNX2Uoji5cBL7p+EIw/C1t+BlssQRx5ETXXi1m3CS7ahFYawzOQkMVhGHMProqiYaErl96JMkFnF3egd/x2VKx5qQxWMFvz5pDY8f/6/TXUhfrp/nKNjJWJGkIwl0cQUC6xCZlNFHyd+ohmznXoJpwGLJrPvfve7fPCDH+SLX/wiV1xxBV/+8pe57bbb2Lt3L62trTP27+zs5Pbbb+c973kP3/rWt3j88cd53/veR21tLW9605tOy028GnHOkti8kL6C0hn1pf5zQY36VpAaAzVe+X/FQlLDfjC0EgI15MeLKZXM7kKvWFwaftaOEzPdS9/NKR3A9S0nafvhBl7JJ2GvAG4RvFzFGpywECcswxS4aX//xeJVT2QVHNvuk1ntetCDKKnDuHWbcJPtaNkBrORapBnzq1YrBgFZpEgCo+IqVBQNkHj4btp8Zag9BGHd3ydjeSSD/hSYKi3cNauri/9tTsrOpTz5jks4ZSyazP7pn/6Jd7/73fzBH/wBAJ///Oe57777+NKXvsRnPvOZGfv/+7//O62trXz+858HYP369Tz77LN87nOfWyKzWbBEYqcJbtZvHPt19+T04FwhsQnkBiDdC/Fl0LDVl+gDXnIV+sBuwFc06lYa20hiKr65pVbSH0lFA2xKlk9cBU/DVCRlTxA0fIJLlyVNId8iG8nPT2Zlx7fATE3BrTiIZuOmqfFSMyAXHje1hMVhUeVrLctix44d3HzzzdO233zzzTzxxBOzHvPkk0/O2P+WW27h2WefxbZndxmWy2Uymcy09mpHsiCWiGwJs+NcI7IJ9D3rfzZf5ItApIcM16NafmkaJ9KMUfazuGgT1lIlgNqprEmWKlWoc55KTPOZx6gQ3lDRoyHik1nHeGna2tZsGKpI+kOaQrki+feYSl7i5EQGlSwwSzgTWBSZjYyM4Lou9fX107bX19czMDB73MrAwMCs+zuOw8jIyKzHfOYznyEej0+2E/OFvVowQWBLJLaEWTEUPHeJDHxXI0DjNoRnoWT8rCRKIAbSxTNimJVYRLWyFuVqfpxdQfoZ8EvCJKB4fk7GoD/dTdTHOjjusKUhhKEKutMWh0bndvtKKflFh0+ia+vDOB4EDRWJQNcqilNFRVGUySaEmGyT5ymfW8K1lxOLIrMJnPj2MSE7Xcz+s22fwEc/+lHS6fRk6+npOZVuvmKxRGBLOCnOBhKDM9/H0cNQTPkqxtoNKGN+tWmvqh0t72csMSozmGf6MWIlLYYiPVxFJ6b4llRNRagYrayP5aRGWBMUXRgpwxWtPgHedzg1Z1d2DxXpy9oEdYXqiH/fzTGfQEO6T14Igaqq08gMmEZoXumVVcT11YRFkVlNTQ2qqs6wwoaGhmZYXxNoaGiYdX9N06iunj3i3jTNyRxhC80V9krHkhW2hAXhbCAxeJn6KY+7GpddgjrqK1vdmg0Y2S4AhOGXbrHMWnSvCEIhJvw4sHhFOBg1K5WoK9bb0YLG+ip/244hh1vaEwD8eN8YBWt2N+B/Pj8MwLUrYhzJ+Ote1SH/fIamTSbI1VQFVVVnWGUTn3KJzM4YFkVmhmFwwQUX8MADD0zb/sADD3D55ZfPesxll102Y//777+fCy+8cMHlsM9mLBHYEhaEs8Uag5e3nz1+xg+WXYo6egA8FxlpRC/55OJGm1HcEp5qEiqlAIhWZG1Bw59fFMOX8I/JEKqQDJUVzqvz7+GB7jI3tMVojhkM5R0+8VAvBXs6oT3SmeHeQykUAb+9tYZHj/mxacGAf15PNdB1HSEEiqqhaZpfv6xipR0nsjxYxTMzTktYvJvxwx/+MF/96lf5+te/zr59+/jQhz5Ed3f3ZNzYRz/6Ud75zndO7v/e976Xrq4uPvzhD7Nv3z6+/vWv87WvfY2PfOQjp+8uXmFYssKWsGCcbST2cvd1aDeUMhCIIapWoYwfAkA1/DUxJ7KMUNFXrAYU32LSJkgm4LsPM0oUFY+0p9Meq1hQgSBBDfryHgfSHn9xdTMAPz+U4q3fPcSLgwU6x0t85dlB/uoXflHQd26txREG42VJzBAMOzq6ruMJhYCuomkaQggM/TihCSEmrTY3M/hyjNg5i0VL89/61rcyOjrKpz71Kfr7+9m0aRP33HPPZHnr/v5+uru7J/dfuXIl99xzDx/60If4whe+QFNTE//yL//yqpPlLxHXEhaNs4XE4NfXV+lB75N+WZjWy1GHduFVr0NWr0XLD+CEG1DzBYiAEoz5YYjhGsiNUtRjhESKAiqtIUlnAWojJgfSJZ4ZN7imyeDebouv7Sny2SuifOV1bXzswW6Opsq84/uHpnWjvSrAH15Uzz8+71tWmxujdDsKyahv/YUMHcMwEEKgavqsa2deevjlHbtzDKeUAeR973sf73vf+2b9braEktdccw3PPffcqVzqFY8lElvConE2kRj8+vvb85RPZs0Xou2/C3v9W3Cr12EevBcn3IBWKa3iJFtQh/pxtSDVosioDFIfgs48REMBKNgMECWpFxi3FS6oiRMbGOFI2uUfnsvzFxdF+OHb1vL3j/Vx94FxNEVwflOY165LctOqBD88UuapARsFKGhRsCEeDuKoKp4ewDRNTNP0CU1VJ62zCcvMG+me+x6X8JJxSmrGcx1LbsQlnBLOJpfiBF4J/R3eB+UMmDFEMIHID4Kq4474BTVlw2rU/CioOnHHl8/HKqIPLeiLx8a1JBHVJe9pXFTvW1OPjQX4yAVRdAWeGrD5+p4iiaDGZ25q5Vd/sJHH3rORr75+Fa9dV8W93RbfOehL9+9Ym2DEVomYGmVhEA76bs2gaWCaJlpFEDJ13QzAGep8+cbsHMRZm2j45cYScS3hJeGVQAqLwSupv9KDvh2w8jrEsktRB1/AabsZtboVihkIxgjmB8mFqzEr62VutA5RHKNgJkioaVKuRntU8HwKhkSMZcEReosqLxbCfGiby2d35PlxR5ljeY8blhmThLd71OaxPpu7On2F5NvXBtnnRABYVWUyhG/1aYYBikowYKLr+uT62YSrEcAd6jjjQ1XuyKKai89f65Z/TSWCTiOWLLOTYMkCW8JLxpI1dnrQXckw1HoFxReeBkBpvxi1dxcARsgnGKdqJbpTxDXC1Kv++lZdxJfQpwO1mIrHoBNgW52JQPL0uI6jh/n9Df49bx+0+bsded5xX4q3/DzFnz2emySyN7cHsANxxmyF6qDKMFECgQCeahANBdB1HVXTMQ1jktAm1sxkKY839ipJrfYKxRKZzYIlAlvCS8IEgb0SSeFkeCX3eXAXFEbAjKBFEsj0IMIIoVuVQpeN69Az/aBqJFzf1RiK+C7GQriOmLAoCYP1CX/Ke96q5oYGP3nDD/oCyGCcf70mxltWB6gPKZRdv7BnlSm4olHnI+dHKASqeGbcQADVyQQSQU00iKIoBEJhQqGQv1am69PIDMDp3buUl/EMY8nNWMESeS3hJeOVSgQLwSu971JS3PkAwSvejrnlFor7H0W95M1oy9Yj0gPIeAPh0iipWCNqogEKHuVoA9Xp/YyKKK1Rhd0ZGDNqWRnopbNkMqDVcnvjAPf06/xi2KAjr3J7c5nfWuvQm/MIalBlKhwpaHynN8BQWUEXkq1NEXo9g0RQw9UCJCNhEArhYIBAIDC5VqZVPgHsrud/veN3DuCcJrMlAlvCacErnQhOhrOk7+OdeZSx+wlc9hb0ldsoPnMn0vNQWjajPfNj7HgDSuNqRKmIG6mlanwPY4E6YvEEoxmXVKSF+nwng26AZCJJbCjNqGtgaHX8Tms//9Nj0llQ+UJHCEORrAy5lDzBsaKCI/15IqF7XNYU4HkrhqoIEvE4rqYRikQIhUIIVSMQMDEMw18zq4hAAOzDz/w6h++cwDnpZlxyIy7htOCV7JZbCM6Svo935gHw0kPY+x8DILDperzDfmVyI1kHVgHijURSvmLQSNQiPAcr2kC9yCGFQryqCl06DIk459XohIRDvxNgu7uMd63yuKO+TFj1sDzBgZxGV0HFkYKQKrmkymFTY5znrWqEECyviVEWBtXxCEJRSURCBAIBFEWdtmYmhMAZOIw33vfrGbxzCOcMmS2JOZZw2vBqILGzpP8TRDaB0tM/AEBfdyVy/yMAKKsuQev0014ZNa0Iu4gbraOm6BNIsKoe3bPIG0nWxfx1qw61kW01KgnFJu3p3J1fRjpQy7tXw4dXl3jHshLvai3ygdU2b2rTGQ40ccSOoOKxujpIUQ0RC2hogTDRSBihm4SCfpyZoqpomh9nBmDtfeRlGatzHa9qN+MScS3htOIsIYCT4iy6hxOJDMAd7MDufhG99TzMNZdi9+xCadmMGavGsUvI6laih54kU70WpWE12tgYdiDB8sAQhy2DsdhKznMO8GIxQofWxPraIezMKM8WExyxwhyx/MTFIeFQclU8+/gcUm/YNCSiDKlxArpGPFmNqutEo76qUdUMghU3o6L462XSc7H2LZHZy4FXpWW2ZIEt4bThbFUmnoiz7B5mI7IJlB77NgDmllvxdt0HgLL6CvTDvgtSa16Pmh/FC8SoVXx5frF2DSu9If/cydVcYI6iSI+jSh3j8TZuqilxdXiUatUCJAWp4SEICpeVRp7zqyRGVRNDahJT16itqUaqOjWJGIqqEQn54g9F1TB0bTKJun3oKWR29EwN0xKm4FVDZktuxCWcVpxlk/9JcZbdx8mIDMDp3oXd9QJC0wmsvQzvyNMIRcGoW4HIDEEoQdwaAenhNKynNu+nkbKbN9HkjiKFwkDNZrZFi4RliYIw2a2vpC/azqZag9vrLW6ryXNzXZlt9SZKVQv9ZhOO0KjXLeprqvAUjbqoiWIEiIWDKJpBwDR8q0zV0CrCj/KOn53x8VqCj7OazJYIbAmnFa8WK2wCZ+G9zEdkEyg++l8AGJtvQnY8g3Qd1JXnY/a94O/QdgmRoX0AiGWbiBX6kYqO0ryeFte30Abia1hRG+UCtZ+QLJMXAQ6KRnYqK3heb+dFdQWdopaCMAkpLusSAq12Ba6iUx8PoUWrCQWD6IEQwYBZCZj2Y8yEouAMdeJ07zr9g7SEWXFWktkSgS3htOHVRmBw1t7PQokMwD22j/KuBxBCIXzF2/Ge+wkA+nk3oXU8DULBWL4Zc6wTqZkE61qJ5o4hVR25bBNrvWNonk3KrGOg4UKW18a5IDjOFmWA1QzRKMdZqYxznplhc8ymur6JbLgJoSg0JcNokSSGphEOhzEMg0AwNOlm1CvCj9Lj3zkj47SE2XFWCUCSRUFMXSKxJbwEnIWT/KJwlt7fYohsAsVffg191UWotcvRVQVnuBOldiWBZB351DFkoplIvAo3N4QTqSNc34oycJR0tIVcy8W0jXeQHe9jwKgnY1aTMasnz61KF0uojE25Xo1aJpyoxgnECWiCaCyKqmmEQ0FUVUXXdYyKVWZ37cI+8PhpGJklLBRnpWW2hFPEWTrRLRpTra0T26sVZ+n9jXfmT4nIAGQpS/GXXwUgcMXbES/eh3QslOVbCGb6oJxH1q4kbmqo+RHcUBVmywbqUwcRnks+2Ya2fAvrzRyrnGNErRSa51eRlkJFSI+4k6aFFCuSAcyGNpxAnIihEk3WIDSdaMi3xoKmPpnKSnouhQf//bSN0RIWhrPKMlvCAnGySe1k39WdRSXdz8KJ+4zhLB2LUyWxqbD2PIS2chvmphsIXf/75B7+L9Rr34226QaC2++kuPJyZH07icGDZMe6sKqWI9svo+nYLlKOQj7cSLp2AwAJp0R9OY1wLfA87EAcO9CCB3iAhktSlxCvRVEUYgENRTcJmQaKZmDoFffik9/HG+56yfe2hMVhicxeLTgdE9orjejO0kn6ZcNZPD6ng8gmULj3C6h1K9Hq2ghtvYn8099Du+QtaBe8jsDT36W05gZk/RqiZj+lvhfJN5yHtWwrYadMovd5SmWLdGQZjhGhqAVmnD9oZYgEdEg2g6KiqQrRUNAPlDZ1VMPE1BQUVcMZ6qT0xMLWytJdZ9HL41mAJTfj2YqX2312Jlx3JzvnWTxRn3Gc5eNzOokMAKdM/kefxivl0JrXE1q5FXfvQ75c/7K3E+zZAfkxZKIRc+3lVA08hz7ejdRMrBWXoKy9ippknGZ7gKZiF43FbhpKx2iUaeqjJpHmVVDdCopKxMsTi8V8IlM9NDOIoaloZhBplyn87J/AdebtcqqzcHrH4BWKo0eP8u53v5uVK1cSDAZZtWoVH//4x7Esa9b9R0dHWbZsGUIIUqnUoq61ZJmdLXglT16v5L692nCWj/VpJ7IKvNQAuR98kuibP4m+chsIheIL96JuuRV9620oBx6jON6Lt2wzbLiRaGEc2buHvBLCSizDDVXhhqpmP7n0iHh5jHgtGFUoikJIAyUQQ9c0dNNEei75n/z9vAU4zxUSm8D+/fvxPI8vf/nLtLe3s3v3bt7znveQz+f53Oc+N2P/d7/73WzevJljxxZf+22JzF7JOMsnriWcRrwKnoUzRWQTcHv3kv3eXxN9y6fQV2wBISg+9p8ol/826torCacGKO//BVbrBRBKItZcScQuIYYOIwspbE8gEaBooKiohoEajEGyCdQaAAyngBmrQmgGunQwTD/9VeHuf8Y+/PRJ+3euERnArbfeyq233jr5/7a2Ng4cOMCXvvSlGWT2pS99iVQqxV//9V/z85//fNHXWiKzVxJeBRPWEs4AXgXPxZkmsgm4x/YdJ7Tlm1GTTRSe+g7yvFsQiQYCF78BvfM57K7t2A3rkcllyOZNAOgnOe//v717jYnqTOMA/p8Z5iICgzKFGayIdS2abbWIK2BqBa2Itcbtboy1lkC6um2Txtht0qX1A9ikWW3Vfqi3mBj8UJOaFDRptAR2BXTjqNAMEWW9VQQipVwWmVGEuT37gWV0YBhmYC7nnHl+yXzw8J4zzzPv8f1zYJijtD2CWq2BfKYeAKAmG6Ji4gEAA1VHYL1R47WuSAyy8fT392PmTPer4ObmZnzxxRe4cuUK7t3zfnU7Hg6zcJPAQsWCRCLnRqiCbITjwX9gOfl3TP9jMRQzZ2H669swePUMbE6C/PevQzF3yfCnhVh64GhrgMNmhV0VDWd0AiBXAATIZEAU2RClkEMRb4AsIRkAILcPDX8yviYeZB3EQNUhWK+f91qPmILMbDa7/VutHr4TQKD88ssv+Pbbb7F//37XtqGhIWzZsgVff/01UlJSOMxEQyILFAsiCZ0joQ6yEY6uezCX7UD063+FevFaTMv8E9SP/ovBxrOwK2Mgn58FWawOUb9fhSgAagDkdEAmV3g8nsw2CJVjEFEJs4aP392KR2f+AWdv+7g1hCPEbC2P4FDa/N7PaRsCAMyePdtte0lJCUpLS8eMLy0txe7du70es76+HkuXLnX9u6OjA/n5+di0aRO2bdvm2v7ZZ59h4cKFePfdd/2u+1kyIqIpHSEEzGYztFot+i+vRFyMCPNXQosTCzIJnSvhCrLRlGnLMS33L1DED/+I0DnQD9vdq7A/6oMjegZkWj1kM5IhUz59Wz45HZBZuqEYsiBqejyiElOHtztsGGqsxJPaMuD/AeCJL0Fmsdqx+MS/0d/fj7i4uCn1OLJGpub9DXKl/1dSTtsQ7lcdQHt7u1st412Z9fT0oKenx+sxU1NTodEMv6YdHR3Izc1FZmYmTpw4Abn86RvpX3nlFTQ1NUEmG/50JyKC0+mEQqHArl27JgzNESJMBhGQ0ILEQkRi54xQggwAbLcuwXbnKlSL86DJ/DMU8XqoF60Zvhpz2OF81AuydME59BiyKBVk02Ihj5kJefI81zHIYYf1WjUGjafgNHd7fT4x/VhxtLi4OJ+CVafTQafT+XTMBw8eIDc3FxkZGSgrK3MLMgAoLy/HkydP/+auvr4e7733Hi5evIh58+aNPty4OMwCRWKLEQshiZ07QgoyF6cdVtM5WBsrETVnMZS/+8Pw5zrOSIZCmwRok8bsQrYh2NuaYLvXAOttI8ji/UoEEHeQBUNHRwdycnKQkpKCffv2obv76TcCev3wlfLowBq54lu4cCHi4+N9fi4Os8mS2ALEwkCC55Agg+xZ5IT9vgn2+yY8+ecxyGITII/VQR6TAPn0GSDbEzgfPwQNPISj9wFgH/9Hic/iEPOsqqoKd+/exd27d/H888+7fS3Qv+HiMPOVBBceFkYSPJ8EH2QekKUXDksvHFM4BgfZ+IqKilBUVOTXPjk5OZMKOg4zbyS44LAwk+g5JcYgCwQOMuHgMBsh0UWGCYSEz69IDDIOMeGJ7DCT8ALDBESi51kkhhjAQSZUkRdmEl1YmABJ+FzjIGNCI/0wk/CCwgRMouddpIYYwEEmdNIMM4kuJEwEJHzuRWqQcYiJgzTCTMILCBMJCZ+DkRpiAAeZmIg3zCS8eDCRkfC5yEHGxEJcYdatAQa83XWIsRDiEJMsDjLxkU88hDE2BgeZZHGQiZO4rswYCzcOMcniEBM3DjPGfMEhJmkcZOLHP2ZkbCIcZJLGQSYNorgyG/kEZfOAPcyVsIjSPRJi/t+GXuj6WjnEAKC/9cnEg4LkkXV4PQvkrVCcPt6yJlD7CYkowsxisQAAZm/+V5grYYyxwLJYLNBqtVM6hkqlgl6vR9v5Q5M+hl6vh0qlmlId4SSjQN8hLQicTic6OjoQGxsLmUwW0uc2m82YPXs22tvbfbqduNBJqR8p9QJwP0IWjF6ICBaLBcnJyZDLp/4bn8HBQVit1knvr1KpoNFoplxHuIjiykwul4+5S2moxcXFif4/5LOk1I+UegG4HyELdC9TvSJ7lkajEXUYTRW/AYQxxpjocZgxxhgTPQ6zCajVapSUlECtVoe7lICQUj9S6gXgfoRMSr1IlSjeAMIYY4x5w1dmjDHGRI/DjDHGmOhxmDHGGBM9DjPGGGOix2E2ypdffonly5cjOjoa8fHxPu1TVFQEmUzm9sjKygpuoT6aTD9EhNLSUiQnJ2PatGnIycnBjRs3gluoj/r6+lBQUACtVgutVouCggI8fPjQ6z5Cmp/Dhw9j7ty50Gg0yMjIwMWLF72Or6urQ0ZGBjQaDV544QUcPXo0RJVOzJ9eamtrx8yBTCbDzZs3Q1jx+C5cuIANGzYgOTkZMpkMZ86cmXAfIc9NJOIwG8VqtWLTpk348MMP/dovPz8fv/76q+tx7ty5IFXon8n089VXX+HAgQM4ePAg6uvrodfrsWbNGtdnZIbTO++8g8bGRlRWVqKyshKNjY0oKCiYcD8hzM+pU6ewc+dO7Nq1CyaTCStWrMC6devQ1tbmcXxLSwveeOMNrFixAiaTCZ9//jl27NiB8vLyEFc+lr+9jLh165bbPMyfPz9EFXv3+PFjLF68GAcPHvRpvJDnJmIR86isrIy0Wq1PYwsLC2njxo1BrWeqfO3H6XSSXq+nPXv2uLYNDg6SVqulo0ePBrHCiTU3NxMAunz5smub0WgkAHTz5s1x9xPK/Cxbtow++OADt20LFiyg4uJij+M//fRTWrBggdu2999/n7KysoJWo6/87aWmpoYAUF9fXwiqmxoAdPr0aa9jhDw3kYqvzAKktrYWiYmJePHFF7F9+3Z0dXWFu6RJaWlpQWdnJ/Ly8lzb1Go1Vq5ciUuXLoWxMsBoNEKr1SIzM9O1LSsrC1qtdsLawj0/VqsVP//8s9vrCgB5eXnj1m40GseMX7t2LRoaGmCzhe+2NJPpZUR6ejoMBgNWr16NmpqaYJYZVEKdm0jGYRYA69atw8mTJ3H+/Hns378f9fX1WLVqFYaGxHePoM7OTgBAUlKS2/akpCTX18Kls7MTiYmJY7YnJiZ6rU0I89PT0wOHw+HX69rZ2elxvN1uR09PT9BqnchkejEYDDh27BjKy8tRUVGBtLQ0rF69GhcuXAhFyQEn1LmJZBERZqWlpR5/+fzso6GhYdLH37x5M9avX4+XXnoJGzZswE8//YTbt2/j7NmzAeziqWD3A2DMrXaIKGi33/GnH081TFRbqOfHG39fV0/jPW0PB396SUtLw/bt27FkyRJkZ2fj8OHDWL9+Pfbt2xeKUoNCyHMTiURxC5ip+uijj/D22297HZOamhqw5zMYDJgzZw7u3LkTsGM+K5j96PV6AMPfeRoMBtf2rq6uMd+JBoqv/Vy7dg2//fbbmK91d3f7VVuw58cTnU4HhUIx5srF2+uq1+s9jo+KikJCQkLQap3IZHrxJCsrC999912gywsJoc5NJIuIMNPpdNDpdCF7vt7eXrS3t7uFQSAFs5+5c+dCr9ejuroa6enpAIZ/R1JXV4e9e/cG5Tl97Sc7Oxv9/f24evUqli1bBgC4cuUK+vv7sXz5cp+fL9jz44lKpUJGRgaqq6vx1ltvubZXV1dj48aNHvfJzs7Gjz/+6LatqqoKS5cuhVKpDGq93kymF09MJlNI5yCQhDo3ES2c7z4RotbWVjKZTLR7926KiYkhk8lEJpOJLBaLa0xaWhpVVFQQEZHFYqFPPvmELl26RC0tLVRTU0PZ2dk0a9YsMpvN4WrDxd9+iIj27NlDWq2WKioqqKmpibZs2UIGg0EQ/eTn59OiRYvIaDSS0Wikl19+md588023MUKdn++//56USiUdP36cmpubaefOnTR9+nS6f/8+EREVFxdTQUGBa/y9e/coOjqaPv74Y2pubqbjx4+TUqmkH374IaR1e+JvL9988w2dPn2abt++TdevX6fi4mICQOXl5eFqwY3FYnH93wBABw4cIJPJRK2trUQkrrmJVBxmoxQWFhKAMY+amhrXGABUVlZGREQDAwOUl5dHzz33HCmVSkpJSaHCwkJqa2sLTwOj+NsP0fDb80tKSkiv15NarabXXnuNmpqaQl+8B729vbR161aKjY2l2NhY2rp165i3ewt5fg4dOkRz5swhlUpFS5Ysobq6OtfXCgsLaeXKlW7ja2trKT09nVQqFaWmptKRI0dCXPH4/Oll7969NG/ePNJoNDRjxgx69dVX6ezZs2Go2rORPx0Y/SgsLCQi8c1NJOJbwDDGGBO9iHg3I2OMMWnjMGOMMSZ6HGaMMcZEj8OMMcaY6HGYMcYYEz0OM8YYY6LHYcYYY0z0OMwYY4yJHocZY4wx0eMwY4wxJnocZowxxkSPw4wxxpjo/Q+tuzdT7/P+EgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots( 1, 1, figsize=(5,4) )\n", "\n", "plot_isolines_2D(muller_brown_potential_three_states,levels=np.linspace(0,24,12),mode='contour',ax=ax)\n", "plot_isolines_2D(model, levels=15, ax=ax)\n", "ax.set_title('DeepTDA')\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The histogram of the training data along th CVs should match the target distribution " ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots( 1, 1, figsize=(5,4) )\n", "\n", "X = dataset[:]['data']\n", "Y = dataset[:]['labels']\n", "\n", "with torch.no_grad():\n", " s = model(torch.Tensor(X)).numpy()\n", " \n", "for i in range(n_states):\n", " s_red = s[torch.nonzero(Y==i, as_tuple=True)]\n", " ax.hist(s_red[:,0],bins=100, label=f'State {i}')\n", "\n", "ax.set_xlabel(f'CV')\n", "ax.set_ylabel('Histogram')\n", "ax.set_title('DeepTDA')\n", "plt.legend()\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## TPI-Deep-TDA\n", "We now try to refine our CV by including in the training set data from the transition path ensemble as a third state between the metastable ones." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Load data\n", "We will use the two-state Muller-Brown potential using `p.x` and `p.y` as descriptors as an example for the application of TPI-Deep-TDA, as presented in [TPI-Deep-TDA paper](https://pubs.aip.org/aip/jcp/article/158/20/204102/2891484).\n", "\n", "The data from the transition state region have been collected by running a series of OPES-Flooding simulations along Deep-TDA CV." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Class 0 dataframe shape: (1600, 13)\n", "Class 1 dataframe shape: (1600, 8)\n", "Class 2 dataframe shape: (1600, 13)\n", "\n", " - Loaded dataframe (4800, 16): ['time', 'p.x', 'p.y', 'p.z', 'ene', 'pot.bias', 'pot.ene_bias', 'lwall.bias', 'lwall.force2', 'uwall.bias', 'uwall.force2', 'walker', 'labels', 'deepTDA.node-0', 'mueller', 'opes.bias']\n", " - Descriptors (4800, 2): ['p.x', 'p.y']\n" ] } ], "source": [ "from mlcolvar.utils.io import create_dataset_from_files\n", "from mlcolvar.data import DictModule\n", "\n", "filenames = [ \"data/muller-brown/unbiased/state-0/COLVAR\",\n", " \"data/muller-brown/biased/opes-flooding/combined_ts.dat\",\n", " \"data/muller-brown/unbiased/state-1/COLVAR\"]\n", "\n", "n_states = len(filenames)\n", "\n", "# load dataset\n", "# here we only load part of the data to speed up the training, change stop to 25000 and stride to 1 to use them all for better results\n", "dataset, df = create_dataset_from_files(filenames,\n", " create_labels=True,\n", " return_dataframe=True,\n", " filter_args={'regex':'p.x|p.y' }, # select distances between heavy atoms\n", " stop=1600,\n", " stride=1)\n", "\n", "datamodule = DictModule(dataset,lengths=[0.8,0.2])" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Model\n", "Here we use as target a series of three consecutive Gaussians, the second one will be broader as it is related to the TPE data " ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "from mlcolvar.cvs import DeepTDA\n", "\n", "n_cvs = 1\n", "target_centers = [-7,0,7]\n", "target_sigmas = [0.2, 1.5, 0.2]\n", "nn_layers = [2,24,12,1]\n", "# MODEL\n", "model = DeepTDA(n_states=n_states, n_cvs=1,target_centers=target_centers, target_sigmas=target_sigmas, layers=nn_layers)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We initialize the `lightining.Trainer` and `Fit` the model." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "GPU available: True (cuda), used: True\n", "TPU available: False, using: 0 TPU cores\n", "IPU available: False, using: 0 IPUs\n", "HPU available: False, using: 0 HPUs\n", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n", "\n", " | Name | Type | Params | In sizes | Out sizes\n", "-----------------------------------------------------------------\n", "0 | loss_fn | TDALoss | 0 | ? | ? \n", "1 | norm_in | Normalization | 0 | [2] | [2] \n", "2 | nn | FeedForward | 385 | [2] | [1] \n", "-----------------------------------------------------------------\n", "385 Trainable params\n", "0 Non-trainable params\n", "385 Total params\n", "0.002 Total estimated model params size (MB)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " " ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/etrizio@iit.local/Bin/miniconda3/envs/mlcvs_test/lib/python3.10/site-packages/lightning/pytorch/loops/fit_loop.py:280: PossibleUserWarning: The number of training batches (1) is smaller than the logging interval Trainer(log_every_n_steps=50). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.\n", " rank_zero_warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 499: 100%|██████████| 1/1 [00:00<00:00, 24.75it/s, v_num=91]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "`Trainer.fit` stopped: `max_epochs=500` reached.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 499: 100%|██████████| 1/1 [00:00<00:00, 23.63it/s, v_num=91]\n" ] } ], "source": [ "from mlcolvar.utils.trainer import MetricsCallback\n", "\n", "# define callbacks\n", "metrics = MetricsCallback()\n", "\n", "# define trainer\n", "# for better results we can also increase the number of epochs or use a early_stopping\n", "trainer = lightning.Trainer(callbacks=[metrics],\n", " max_epochs=500, logger=None, enable_checkpointing=False)\n", "\n", "# fit\n", "trainer.fit( model, datamodule )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Learning curve" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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uJ77qepZ9EkX/7GVUPTyfxFm/UvmBRRj8wvUuTwhduJmMHHy5my7fWxSaNWtW4HNmZiYvvfQSP/zwA6dPnyYvL4+srCxOnjx53e00bNjQ8WcPDw+8vLxISkpyup5Dhw5dEeZt2rRh1qxZ5Ofn06VLF8LCwqhRowbdu3ene/fujtPFjRo1olOnTjRo0IBu3brRtWtXBg4ciI+Pz3W/88yZM8THxzNy5Egeeughx/y8vDysVmuBtq1atXL82cXFhWbNmnHo0CFH7a1atSow+HSbNm3IyMjg1KlTJCYmYrPZ6NSp03Xr+WdfBgcHA5CUlOR0eDpDwrOYhQZUImD8J3z2eQv6HH+FoIyDXJjdBtX3PTwa99e7PCFKnKZpTh0BljYeHh4FPj/55JOsXr2a6dOnU7NmTdzc3Bg4cCA5Odd/5ttkMhX4rGkadrvd6XqUUgXC59K8S7y8vNi5cycbN25kzZo1vPjii0yePJlt27ZRqVIloqOjiY2NZc2aNbz77rs899xz/PLLL4SHX/sX/Et1fvTRR7Ro0aLAMqPxxr+kXKr3erVrmoabm9sNtwUF+/LS9m6mL50hNwyVAFeTkfsfeJTNnZaxS9XCXWXisXwEZ78dD/mFu1tPCFGyzGYz+fn5N2y3adMmRowYQf/+/WnQoAFBQUEcP368+Av8W0REBJs3by4wLzY2ltq1azuCzMXFhc6dOzNt2jT27t3L8ePHWb9+PXAxbNq0acNLL73Erl27MJvNLFu27LrfGRgYSJUqVTh27Bg1a9YsMF0eulu3bnX8OS8vjx07djiOCCMiIoiNjS0Q9rGxsXh5eVGlShVq1aqFm5sb69atu/kOKiZl99e/MqhX2xbsD/+JLxeMY0jed/jv/5izSQfwH7EI3J27SUAIUbyqV6/OL7/8wvHjx/H09LzmkUzNmjVZunQpvXv3RtM0XnjhhWI/6vmn8ePH07x5c1555RUGDx7Mli1bmD17tuPO1x9++IFjx47Rtm1bfHx8WLVqFXa7nTp16vDLL7+wbt06unbtSuXKlfnll184c+YM9erVu+H3Tp48mccffxxvb2969OiBzWZj+/btJCcnM27cOEe79957j1q1alGvXj1mzpxJcnIyDz74IACjR49m1qxZjB07ljFjxnD48GEmTZrEuHHjMBgMuLq68vTTT/PUU09hNptp06YNZ86c4cCBA45rnLpRQqWmpipApaamlsj3pWTmqLffna4yXgxQapK3SplaT9kT95fIdwshCufw4cOqZcuWys3NTQFq3rx5ClDJyckF2sXFxakOHTooNzc3FRoaqmbPnq3atWunnnjiCUebsLAwNXPmTMdnQC1btqzAdqxWq5o3b94N69qwYcMVdXz77bcqIiJCmUwmVa1aNfXmm286lm3atEm1a9dO+fj4KDc3N9WwYUP11VdfKaWUOnjwoOrWrZsKCAhQFotF1a5dW7377ruF7SL1xRdfqMaNGyuz2ax8fHxU27Zt1dKlSx39AqhFixapFi1aKLPZrOrVq6fWrVtXYBsbN25UzZs3V2azWQUFBamnn35a5ebmOpbn5+erV199VYWFhTn2b8qUKQW+Y9euXY72ycnJClAbNmwo9H5c4kwWyN22FN/dtteTl2/nw29/oNeBcVQznMGmuWG45wNMkde/i08IIcqCS3fC7tq1i8aNG+tdTqE4kwVyzVMnLkYDowf3YUunb4m118eisjB9ez+ZG2aC/D4jhBClmoSnzga3a0ze0CV8qS7euu8RM5n0pf8H9hvfqCCEKH9GjRqFp6fnVadRo0aVWB3XqsHT09PxkoWKTE7bos9p28v98VcaP370Ao/lLsCgKdLDOuM17DMwe9x4ZSFEuZGUlERaWtpVl3l7e1O5cuUSqeOPP/645rIqVaoU+jGSssSZLJDwpHSEJ8Bfadl89P5Mnsx8C4uWS4ZfAzwfWAqeJfM/ixBCVGRyzbOMCvR2ZezYCbzs9zrnlSee5/ZxYW4HSD6ud2lCCCH+QdfwnDt3Lg0bNsTb2xtvb29atWrFjz/+6FiulGLy5MmEhITg5uZG+/btHS9nvsRmszF27Fj8/f3x8PCgT58+nDp1qqR3pchY3Uy88OgDTA+dzQl7ZdwzT3Hhg65w9ojepQkhhPibruFZtWpVXn/9dbZv38727dvp2LEjffv2dQTktGnTmDFjBrNnz2bbtm0EBQXRpUsX0tPTHduIiopi2bJlLF68mM2bN5ORkUGvXr0K9WaQ0srVZOTlB/oyv+77/G6vgnv2X2R/2BUS9+tdmhBCCErhNU9fX1/efPNNHnzwQUJCQoiKinK8kd9msxEYGMgbb7zBI488QmpqKgEBASxcuJDBgwcDcPr0aUJDQ1m1ahXdul395dM2mw2bzeb4nJaWRmhoqO7XPC+nlGLaks3cvXcMkYbj2EzeWEYshypN9S5NCCHKnTJ5zTM/P5/FixeTmZlJq1atiIuLIzExka5duzraWCwW2rVrR2xsLHBxHLvc3NwCbUJCQoiMjHS0uZqpU6ditVodU2hoaPHt2C3QNI2n7rmTHxp/wA57LSy5aeR+2hvit+ldmhBCVGi6h+e+ffvw9PTEYrEwatQoli1bRkREBImJicDFFxD/U2BgoGNZYmIiZrP5iuFz/tnmaiZOnEhqaqpjio+PL+K9KjqapvF0/xasvn0uW/IjMOVnkrOgP5zepXdpQojrqF69umMsULj4//Ly5cuv2f748eNomsbu3btvuO2NGzeiaRopKSm3XKe4Obq/GL5OnTrs3r2blJQUlixZwvDhw4mJiXEsv9pwNZfPu9yN2lgsFiwWy60VXoI0TWNi32a8zmwMO0fTIu83cub1xTxyFQRF6l2eEKIQEhISbjhOpig7dD/yNJvN1KxZk2bNmjF16lQaNWrE22+/TVBQEMAVR5BJSUmOo9GgoCBycnJITk6+ZpvyQtM0nul7O+uavMsue03MuankzOsNZw7rXZoQohCCgoLK1C/t4vp0D8/LKaWw2WyEh4cTFBREdHS0Y1lOTg4xMTG0bt0agKZNm2IymQq0SUhIYP/+/Y425cnFAG3Ot/XeZp+9OmbbeXI+7QXnjupdmhCFpxTkZJb85MS9kR988AFVqlS5YmixPn36MHz4cI4ePUrfvn0JDAzE09OT5s2bs3bt2utu8/LTtr/++itNmjTB1dWVZs2asWvXrV2KWbJkCfXr18disVC9enXeeuutAsvnzJlDrVq1cHV1JTAwkIEDBzqWffvttzRo0AA3Nzf8/Pzo3LkzmZmZt1RPeafradtnn32WHj16EBoaSnp6OosXL2bjxo389NNPaJpGVFQUU6ZMoVatWtSqVYspU6bg7u7O0KFDAbBarYwcOZLx48fj5+eHr68vEyZMoEGDBnTu3FnPXSs2BoPGS4Na89TCGTx07AnqZcWTPb8/ro+sA88AvcsT4sZyL8CUkJL/3mdPF/p1l//61794/PHH2bBhA506dQIgOTmZ1atX8/3335ORkUHPnj159dVXcXV1ZcGCBfTu3ZvDhw9TrVq1G24/MzOTXr160bFjRz7//HPi4uJ44oknbnrXduzYwaBBg5g8eTKDBw8mNjaW0aNH4+fnx4gRI9i+fTuPP/44CxcupHXr1pw/f97xftqEhASGDBnCtGnT6N+/P+np6WzatIlS9iBGqaNreP7111/cd999JCQkYLVaadiwIT/99BNdunQB4KmnniIrK4vRo0eTnJxMixYtWLNmDV5eXo5tzJw5ExcXFwYNGkRWVhadOnVi/vz5jhHUyyMXo4Gp97Zn3KfTefrUGKqlnyB7wT24/mcVWDz1Lk+IMs/X15fu3buzaNEiR3h+8803+Pr60qlTJ4xGI40aNXK0f/XVV1m2bBkrVqxgzJgxN9z+F198QX5+Pp9++inu7u7Ur1+fU6dO8eijj95UvTNmzKBTp0688MILANSuXZuDBw/y5ptvMmLECE6ePImHhwe9evXCy8uLsLAwmjRpAlwMz7y8PAYMGEBYWBgADRo0uKk6KhSnRwsth0p6MOyikmnLVaPfXqzOvRii1CRvlT1/gFJ5uTdeUQg92e1K2TJKfrLbnSrzq6++UlarVWVnZyullGrbtq2KiopSSimVkZGhnnzySVWvXj1ltVqVh4eHMhgM6sknn3Ssf70BsKOiolSHDh0KfN/u3buvGNj5Wi4fELtJkyZq8uTJBdosX75cmUwmlZeXp9LS0lSDBg2Uv7+/uvfee9Xnn3+uMjMzlVJK5eXlqU6dOikvLy81cOBA9eGHH6rz588701XlhjNZUOqueYrCcze78MrI/jzv9gJZyowlbi15K56Q8UBF6aZpF0+flvR0g7v0L9e7d2/sdjsrV64kPj6eTZs2ce+99wLw5JNPsmTJEl577TU2bdrE7t27adCgATk5OYXatiri/0fVVZ4w+Od3eHl5sXPnTr788kuCg4N58cUXadSoESkpKRiNRqKjo/nxxx+JiIjg3XffpU6dOsTFxRVpjeWNhGcZ5+th5sn/3MfThv8jX2m47Pkc+5b39C5LiDLPzc2NAQMG8MUXX/Dll19Su3Ztmja9+HavTZs2MWLECPr370+DBg0ICgri+PHjhd52REQEe/bsISsryzFv69atN11rREQEmzdvLjAvNjaW2rVrOy5hubi40LlzZ6ZNm8bevXs5fvw469evBy7ezNSmTRteeukldu3ahdlsZtmyZTddT0Ug4VkOhPt7cN/wUUyx339xxpoX4I/r3/knhLixYcOGsXLlSj799FPHUSdAzZo1Wbp0Kbt372bPnj0MHTr0ijtzr2fo0KEYDAZGjhzJwYMHWbVqFdOnT7/pOsePH8+6det45ZVX+P3331mwYAGzZ89mwoQJAPzwww+888477N69mxMnTvDZZ59ht9upU6cOv/zyC1OmTGH79u2cPHmSpUuXcubMGerVq3fT9VQIxX0OuSwoq9c8L/fdrlNq8XN9lJrkrWyvVFHqzBG9SxKiTMvLy1PBwcEKUEePHnXMj4uLUx06dFBubm4qNDRUzZ49W7Vr10498cQTjjbXu+aplFJbtmxRjRo1UmazWTVu3FgtWbLkpq95KqXUt99+qyIiIpTJZFLVqlVTb775pmPZpk2bVLt27ZSPj49yc3NTDRs2VF999ZVSSqmDBw+qbt26qYCAAGWxWFTt2rXVu+++63RflQfOZEGpezG8HkrLYNhFYeaP+7hry4M0M/yOzXoblkc3gKtV77KEEKLUK5MvhhdF4/FukSys9iqnlS+W1KPYvn1YbiASQogiJuFZzhgNGi8P68hL7s9iUy5Y/viJ/C1z9C5LCOGEUaNG4enpedVp1KhRepcnKIXjeeqhPJ22veSPpHQWv/ciz2ufkq8ZMY5cA1Wb6V2WEKIQkpKSSEtLu+oyb29vKleuXMIVVQzOZIGEJ+UzPAFW7T2N/ZsR9DL+QrZHFVwf2wzuvnqXJYQQpZJc8xQA9GwYwu7GL3PcHohr5p9kLxkl1z+FEKIISHiWcxP6NOct60RsygXXo6vJ3/ap3iUJIUSZJ+FZzrmajIwbPohZ6uJINPafnpUhzIQQ4hZJeFYA4f4e1O3/FLH5EZjs2WQsHgn5eXqXJYQQZZaEZwXRt0koa2pPIk2543lmF7kxb914JSGEEFcl4VmB/N89nZjh8hAAhp/fgD936lyREEKUTRKeFYjV3USnwWP4Ib8FRvLJ/PoRyCvcEEpCCCH+R8KzgrmrdmX2N36Rc8oLj9Tfyd548yM5CCFERSXhWQE93rsl77k+DIDLf9+CpEM6VySEEGWLhGcF5G52ofvgx4jOvx0XlUf616PAnq93WUIIUWZIeFZQd9TwY2eDF0hTbnid3U3ulrl6lySEEGWGhGcF9mifu3jPZQQAat0rcD5O34KEEKKMkPCswLxdTTQbEEVsfgRmezYZS8bIu2+FEKIQJDwruC71g1hT41mylQnPPzeTv/dbvUsSQohST8JTMHpgFz7W+gNgW/kMZKfqXJEQQpRuEp6Cyl6uBHZ/mmP2INxzznJh9ct6lySEEKWahKcA4J47buMz3zEAuO76FBL26FyREEKUXhKeAgCDQWPgv+7n+/yWGLCTvuRxsNv1LksIIUolCU/hEFnFym+NniH972c/87bP17skIYQolSQ8RQEP97yTDwz/BiBvzSTIPKdzRUIIUfpIeIoCrO4mqvd4gkP2arjmpZG5Rm4eEkKIy0l4iisMaFadL/0eA8Btz2fw10GdKxJCiNJFwlNcwWDQGPyvIfyY3xwDdlK/e1LePCSEEP8g4Smuqn6IlX0RE7ApF6ynN2P/7Ue9SxJCiFJD1/CcOnUqzZs3x8vLi8qVK9OvXz8OHz5coM2IESPQNK3A1LJlywJtbDYbY8eOxd/fHw8PD/r06cOpU6dKclfKpRG92rOQuwG48MMzkJejc0VCCFE66BqeMTExPPbYY2zdupXo6Gjy8vLo2rUrmZmZBdp1796dhIQEx7Rq1aoCy6Oioli2bBmLFy9m8+bNZGRk0KtXL/LzZYzKW1HZyxX7neM5o6x4Zp4gd8v7epckhBClgqZU6bmYdebMGSpXrkxMTAxt27YFLh55pqSksHz58quuk5qaSkBAAAsXLmTw4MEAnD59mtDQUFatWkW3bt2uWMdms2Gz2Ryf09LSCA0NJTU1FW9v76LfsTIsOzefGW+8wLN572EzemIZtwc8/PUuSwghilxaWhpWq7VQWVCqrnmmpl58Ibmvr2+B+Rs3bqRy5crUrl2bhx56iKSkJMeyHTt2kJubS9euXR3zQkJCiIyMJDY29qrfM3XqVKxWq2MKDQ0thr0pH1xNRurf/Sj77NWx5GdwIXqK3iUJIYTuSk14KqUYN24cd955J5GRkY75PXr04IsvvmD9+vW89dZbbNu2jY4dOzqOHBMTEzGbzfj4+BTYXmBgIImJiVf9rokTJ5KamuqY4uPji2/HyoE+javyje/DAJj3LIDzx3SuSAgh9OWidwGXjBkzhr1797J58+YC8y+digWIjIykWbNmhIWFsXLlSgYMGHDN7Sml0DTtqsssFgsWi6VoCq8ANE2j34ChbPzoK9ob95C28kW87/tc77KEEEI3peLIc+zYsaxYsYINGzZQtWrV67YNDg4mLCyMI0eOABAUFEROTg7JyckF2iUlJREYGFhsNVc0t1fz4b/hY7ArDe+j38OfO/QuSQghdKNreCqlGDNmDEuXLmX9+vWEh4ffcJ1z584RHx9PcHAwAE2bNsVkMhEdHe1ok5CQwP79+2ndunWx1V4R/bt3T5bb7wQg7fvn5MUJQogKS9fwfOyxx/j8889ZtGgRXl5eJCYmkpiYSFZWFgAZGRlMmDCBLVu2cPz4cTZu3Ejv3r3x9/enf//+AFitVkaOHMn48eNZt24du3bt4t5776VBgwZ07txZz90rd24L8ORI/cexKRe8E7egjkTfeCUhhCiHdA3PuXPnkpqaSvv27QkODnZMX331FQBGo5F9+/bRt29fateuzfDhw6lduzZbtmzBy8vLsZ2ZM2fSr18/Bg0aRJs2bXB3d+f777/HaDTqtWvl1vAebflcXXz8J2Pl82CXZ2mFEBVPqXrOUy/OPNsjYOb3Wxm5vT/e2gXsfediaDJU75KEEOKWldnnPEXZ8GCnpnyi9QMgK/o1eW2fEKLCkfAUTrO6m/C4azRnlBWPC6fI3bFQ75KEEKJESXiKm3LfXREsMN4DQM6GNyA3W+eKhBCi5Eh4ipviZjYS1HEUp5UvHtl/kbvtU71LEkKIEiPhKW7av1rWZKHpXwDkbZwOORd0rkgIIUqGhKe4aRYXI1U7PsxJewBuOefI3fqB3iUJIUSJkPAUt2TgHeEsMP8bgPxNsyA7Td+ChBCiBEh4ilticTFyW6cHOGoPxjU3hdzYOXqXJIQQxU7CU9yygc3DWWAZAoA9drYcfQohyj0JT3HLzC4G6ne+nz/sIVjy0snZ8r7eJQkhRLGS8BRFYkCzML50vXjnrT32PbBl6FyREEIUHwlPUSRMRgN1Oz3AcXsgrrkp2H75WO+ShBCi2Eh4iiLTr1kYi10HAZC/+R3IzdK5IiGEKB4SnqLImIwGwjs+QLw9APecc+Rum6d3SUIIUSwkPEWR6tesOl+YBgCQEzMT8mw6VySEEEVPwlMUKYuLkaB2Iy++89aWRP5OGXFFCFH+SHiKIje4ZU0+N/QDIHvDW5Cfq29BQghRxCQ8RZFzMxvxbjPy4nifWaex7/5S75KEEKJISXiKYjH0zjrM1/oAkLV+Otjzda5ICCGKjoSnKBberiYsLUaSojzwyDyBOvS93iUJIUSRkfAUxebetvVZpLoDkL5uOiilc0VCCFE0JDxFsfH1MJPdZCRZyoz3+X2ouBi9SxJCiCIh4SmK1bBOTVmi2gOQtna6vsUIIUQRkfAUxSrQ25XTESPJUwaspzdBwh69SxJCiFsm4SmK3T2d7mSlvSUA6eve0rkaIYS4dRKeotjdFuDJnmrDAfD443s4f0znioQQ4tZIeIoScXfXbsTkN8SAnQsxb+tdjhBC3BIJT1Eimob5sN5/KACmvV9CxhmdKxJCiJsn4SlKzJ2d+7PbXgOTsmGLnaN3OUIIcdMkPEWJ6VQvkOXu/7r44dePwJaub0FCCHGTJDxFiTEYNCI6DuGYPQhLXjp52xfoXZIQQtwUCU9RovreXo3FLn0BsG2eA/l5OlckhBDOk/AUJcriYsS/zX2cV554ZP2J+u0HvUsSQgin6RqeU6dOpXnz5nh5eVG5cmX69evH4cOHC7RRSjF58mRCQkJwc3Ojffv2HDhwoEAbm83G2LFj8ff3x8PDgz59+nDq1KmS3BXhhMGt6/I1XQFI2yCPrQghyh5dwzMmJobHHnuMrVu3Eh0dTV5eHl27diUzM9PRZtq0acyYMYPZs2ezbds2goKC6NKlC+np/7vZJCoqimXLlrF48WI2b95MRkYGvXr1Ij9fxpAsjaxuJrIaP4hNuWA9uxPit+ldkhBCOEVTqvSME3XmzBkqV65MTEwMbdu2RSlFSEgIUVFRPP3008DFo8zAwEDeeOMNHnnkEVJTUwkICGDhwoUMHjwYgNOnTxMaGsqqVavo1q3bFd9js9mw2WyOz2lpaYSGhpKamoq3t3fJ7GwFdzoli9i3BjPQGENqjV5Y7/9C75KEEBVcWloaVqu1UFlQqq55pqamAuDr6wtAXFwciYmJdO3a1dHGYrHQrl07YmNjAdixYwe5ubkF2oSEhBAZGeloc7mpU6ditVodU2hoaHHtkriGkEpu/F7jPgC8jq2C5BM6VySEEIVXasJTKcW4ceO48847iYyMBCAxMRGAwMDAAm0DAwMdyxITEzGbzfj4+FyzzeUmTpxIamqqY4qPjy/q3RGF0KNTZzbn17/4yr7N8tIEIUTZUWrCc8yYMezdu5cvv/zyimWaphX4rJS6Yt7lrtfGYrHg7e1dYBIlr0k1Hzb6DgLAuHshZKfpXJEQQhROqQjPsWPHsmLFCjZs2EDVqlUd84OCggCuOIJMSkpyHI0GBQWRk5NDcnLyNduI0qtJx3/xhz0ES34muTs+07scIYQoFF3DUynFmDFjWLp0KevXryc8PLzA8vDwcIKCgoiOjnbMy8nJISYmhtatWwPQtGlTTCZTgTYJCQns37/f0UaUXt0ig1lilpcmCCHKFhc9v/yxxx5j0aJFfPfdd3h5eTmOMK1WK25ubmiaRlRUFFOmTKFWrVrUqlWLKVOm4O7uztChQx1tR44cyfjx4/Hz88PX15cJEybQoEEDOnfurOfuiUJwMRoIaHM/5zcuxPfvlyZo9fvpXZYQQlyXruE5d+5cANq3b19g/rx58xgxYgQATz31FFlZWYwePZrk5GRatGjBmjVr8PLycrSfOXMmLi4uDBo0iKysLDp16sT8+fMxGo0ltSviFgxsVYtFG7syiqWkbZiFVcJTCFHKlarnPPXizLM9onhMX/IzY/f2x6Llwci1ENpc75KEEBVMmX3OU1Rc/2rflBX2i9eo0zfKK/uEEKWbhKcoFcL8PDhY7V4API6ulJcmCCFKNQlPUWp079SZTfmRGLCT/d+5epcjhBDXJOEpSo07wn1ZW2kgAIZdn8lLE4QQpZaEpyg1NE2jcYd7+MMegjk/kzx5aYIQopSS8BSlyt0Nq/K1qTcAtv/OAbsMKyeEKH0kPEWpYnYx4NPyPpKVJx4X/kQdXqV3SUIIcQUJT1HqDG5dh69VJwDSYt7TuRohhLiShKcodXw9zCRH3EeeMmBN3AJ/HdC7JCGEKEDCU5RKAzu2ZLW9GQDpMbN1rkYIIQqS8BSlUs3KXuwKHgKA66Fv4cJ5nSsSQoj/kfAUpVbbTr3Yb6+OSeWQ/es8vcsRQggHCU9Rat1VO4AfPS6O9Zm35UMZ61MIUWrcVHjGx8dz6tQpx+dff/2VqKgoPvzwwyIrTAhN0wi96z7OKm88bYnkH/pB75KEEAK4yfAcOnQoGzZsACAxMZEuXbrw66+/8uyzz/Lyyy8XaYGiYuvbrAZLtS4ApG18V+dqhBDiopsKz/3793PHHXcA8PXXXxMZGUlsbCyLFi1i/vz5RVmfqODczEZybx9BrjLic3Y7JOzRuyQhhLi58MzNzcVisQCwdu1a+vTpA0DdunVJSEgouuqEAPq3bc5P9ou/rCVvkMdWhBD6u6nwrF+/Pu+//z6bNm0iOjqa7t27A3D69Gn8/PyKtEAhQiq58Xv1YQB4HlkOmWf1LUgIUeHdVHi+8cYbfPDBB7Rv354hQ4bQqFEjAFasWOE4nStEUWrf6W5222tgUjlc2PKx3uUIISo4TSmlbmbF/Px80tLS8PHxccw7fvw47u7uVK5cucgKLAlpaWlYrVZSU1Px9vbWuxxxFUopZs54lXHp08kwB+D59CEwmvQuSwhRjjiTBTd15JmVlYXNZnME54kTJ5g1axaHDx8uc8EpygZN06jV/l7OKCueOWfI2/+d3iUJISqwmwrPvn378tlnFwcqTklJoUWLFrz11lv069ePuXPnFmmBQlzSrVEYy43dAEiVx1aEEDq6qfDcuXMnd911FwDffvstgYGBnDhxgs8++4x33nmnSAsU4hKziwHjHQ+So4z4Je9Gndqhd0lCiArqpsLzwoULeHl5AbBmzRoGDBiAwWCgZcuWnDhxokgLFOKf+t55Oz+qVgCc3yBHn0IIfdxUeNasWZPly5cTHx/P6tWr6dq1KwBJSUlyw40oVn6eFk7WvB8A69HvIf0vnSsSQlRENxWeL774IhMmTKB69erccccdtGp18UhgzZo1NGnSpEgLFOJyXbr2YKe9Ji7kkfZfeZ+yEKLk3VR4Dhw4kJMnT7J9+3ZWr17tmN+pUydmzpxZZMUJcTV1g7z5r9+/ADDs+BTycnSuSAhR0dz0kGRBQUE0adKE06dP8+effwJwxx13ULdu3SIrTohrqdfpXhKVD56557HtXaJ3OUKICuamwtNut/Pyyy9jtVoJCwujWrVqVKpUiVdeeQW73V7UNQpxhQ4RVfjB3AOA9JjZcHPv+hBCiJvicjMrPffcc3zyySe8/vrrtGnTBqUU//3vf5k8eTLZ2dm89tprRV2nEAUYDRrurf6DLeYb/FP3o+J/RavWQu+yhBAVxE29ni8kJIT333/fMZrKJd999x2jR492nMYtK+T1fGVTenYua6cOpL+2kaRqd1P5wUV6lySEKMOK/fV858+fv+q1zbp163L+/Pmb2aQQTvNyNfFXxAMA+J38EVLL1i9tQoiy66bCs1GjRsyefeW4irNnz6Zhw4a3XJQQhdWjcxe22uthxE5yzBy9yxFCVBA3FZ7Tpk3j008/JSIigpEjR/Kf//yHiIgI5s+fz/Tp0wu9nZ9//pnevXsTEhKCpmksX768wPIRI0agaVqBqWXLlgXa2Gw2xo4di7+/Px4eHvTp04dTp07dzG6JMijMz4MdQf8GwLxnIeRm6VyREKIiuKnwbNeuHb///jv9+/cnJSWF8+fPM2DAAA4cOMC8efMKvZ3MzMxrHsVe0r17dxISEhzTqlWrCiyPiopi2bJlLF68mM2bN5ORkUGvXr3Iz8+/mV0TZVCTzkOItwfgkZ/Khe1f6l2OEKICuOnxPK9mz5493H777TcVXJqmsWzZMvr16+eYN2LECFJSUq44Ir0kNTWVgIAAFi5cyODBgwE4ffo0oaGhrFq1im7dul11PZvNhs1mc3xOS0sjNDRUbhgqo5RSfPTGOB7O/pTzHjXxnbAdNE3vsoQQZUyx3zBUkjZu3EjlypWpXbs2Dz30EElJSY5lO3bsIDc31/FuXbh4J3BkZCSxsbHX3ObUqVOxWq2OKTQ0tFj3QRQvTdPwbzuSTGXBN/MP8o/G6F2SEKKcK9Xh2aNHD7744gvWr1/PW2+9xbZt2+jYsaPjqDExMRGz2ewYlPuSwMBAEhMTr7ndiRMnkpqa6pji4+OLdT9E8evZvB4/aO0BOLvubV1rEUKUfzf1koSSculULEBkZCTNmjUjLCyMlStXMmDAgGuup5RCu85pO4vFgsViKdJahb5cTUYyGv8Hdq8mIGEDnD8GvjX0LksIUU45FZ7XCyyAlJSUW6nlhoKDgwkLC+PIkSPAxffr5uTkkJycXODoMykpidatWxdrLaL06dWxLTE7G9HOsIez62fjP3CG3iUJIcopp07b/vM64dWmsLAw7r///uKqlXPnzhEfH09wcDAATZs2xWQyER0d7WiTkJDA/v37JTwroEBvVw5WGwqA58EvITtN54qEEOWVU0eezjyGUhgZGRn88ccfjs9xcXHs3r0bX19ffH19mTx5Mvfccw/BwcEcP36cZ599Fn9/f/r37w9cDPORI0cyfvx4/Pz88PX1ZcKECTRo0IDOnTsXaa2ibGjVdRBHP57FbSSQ/ssCvNqN1bskIUQ5pOsNQ9u3b6dJkyaOAbTHjRtHkyZNePHFFzEajezbt4++fftSu3Zthg8fTu3atdmyZQteXl6ObcycOZN+/foxaNAg2rRpg7u7O99//z1Go1Gv3RI6alzNl7XeF3+5ytvyAcgoP0KIYlCkz3mWVfJi+PJl1Y4j3LmiLd7aBXIHf4mpXk+9SxJClAHl6jlPIZzVpfFtfG+8eNr+/Lp3dK5GCFEeSXiKcsdkNGBv/hD5SiPw7BbUXwf1LkkIUc5IeIpyqVfblqyjGQBn5OhTCFHEJDxFueTjYeb4bfcBUOnIUrgg48wKIYqOhKcot9p37c8BexhmZSNl0wd6lyOEKEckPEW5VTvIm03+F1/xaNz2EeTZbrCGEEIUjoSnKNcadH2ABOWLV945MmWsTyFEEZHwFOVa6zrB/OjeB4Csn98BeaxZCFEEJDxFuaZpGoEdRpGhXPG/cJScw9E3XkkIIW5AwlOUe12b1mGVy8WXJpyLfkvnaoQQ5YGEpyj3TEYDtHyUfKURfG4r+af36l2SEKKMk/AUFcLdbVuyVmsJQMJP03WuRghR1kl4igrBw+LCmciHAQg8uRKV+qfOFQkhyjIJT1FhdOt2N9tUXUzkkbDmbb3LEUKUYRKeosII8LJwqPpwAKyHvgBbhs4VCSHKKglPUaHcefe9xNmD8LBnkPTzx3qXI4QooyQ8RYVSo7I3sZX/DYDLr3MhP1fnioQQZZGEp6hwInqO4qzyxjc3kfPbvtK7HCFEGSThKSqcJjWCWefdH4DcjW+B3a5zRUKIskbCU1RIYT2iSFduBGYfI3XvSr3LEUKUMRKeokJqUS+cte49AUhbO03naoQQZY2Ep6iQNE3Dr3MUNuVCaMZe0g/H6F2SEKIMkfAUFdZdtzdgnaUTAGd+ekPnaoQQZYmEp6iwNE3D0u7/yFcaNZL/y4X4PXqXJIQoIyQ8RYXWvlVLfja1BuDP76foXI0QoqyQ8BQVmtGgkdcqCoAaSWuwJR3VtyAhRJkg4SkqvPbtO7PV0AQjduJWTNW7HCFEGSDhKSo8k9FAatMxANQ4tYzsc/E6VySEKO0kPIUA2nXpxy4tAjN5xH33mt7lCCFKOQlPIQBXswtnm0YBUOPkt2Sfl8GyhRDXJuEpxN/adruHvVpdLOTyx3K581YIcW0SnkL8zWJy4dzfR581T35N1vkEfQsSQpRaEp5C/EObboM4qNXClRx+l6NPIcQ16BqeP//8M7179yYkJARN01i+fHmB5UopJk+eTEhICG5ubrRv354DBw4UaGOz2Rg7diz+/v54eHjQp08fTp06VYJ7IcoTs8nI2Wb/B0Dtk1+RmZyoc0VCiNJI1/DMzMykUaNGzJ49+6rLp02bxowZM5g9ezbbtm0jKCiILl26kJ6e7mgTFRXFsmXLWLx4MZs3byYjI4NevXqRn59fUrshyplW3f7Nb4aauGHj8FJ57lMIcSVNKaX0LgIuvmd02bJl9OvXD7h41BkSEkJUVBRPP/00cPEoMzAwkDfeeINHHnmE1NRUAgICWLhwIYMHDwbg9OnThIaGsmrVKrp163bV77LZbNhsNsfntLQ0QkNDSU1Nxdvbu3h3VJQJsSsX0nrbGC5gwf74Hjx9g/UuSQhRzNLS0rBarYXKglJ7zTMuLo7ExES6du3qmGexWGjXrh2xsbEA7Nixg9zc3AJtQkJCiIyMdLS5mqlTp2K1Wh1TaGho8e2IKJPu6DaUw4bbcMfGkSWv6F2OEKKUKbXhmZh48VpTYGBggfmBgYGOZYmJiZjNZnx8fK7Z5momTpxIamqqY4qPlzfKiIJcXIyca3HxjEfEn1+Tknhc34KEEKVKqQ3PSzRNK/BZKXXFvMvdqI3FYsHb27vAJMTlWnT+F/uM9bGQy9Elk/QuRwhRipTa8AwKCgK44ggyKSnJcTQaFBRETk4OycnJ12wjxM0yGg3ktX8OgIZJ35Nw7MAN1hBCVBSlNjzDw8MJCgoiOjraMS8nJ4eYmBhat744/mLTpk0xmUwF2iQkJLB//35HGyFuReM7e7LL0hyTls/p5XL0KYS4yEXPL8/IyOCPP/5wfI6Li2P37t34+vpSrVo1oqKimDJlCrVq1aJWrVpMmTIFd3d3hg4dCoDVamXkyJGMHz8ePz8/fH19mTBhAg0aNKBz58567ZYoRzRNw6P7JPiuF01S13J0/6/cFnmH3mUJIXSma3hu376dDh06OD6PGzcOgOHDhzN//nyeeuopsrKyGD16NMnJybRo0YI1a9bg5eXlWGfmzJm4uLgwaNAgsrKy6NSpE/Pnz8doNJb4/ojyqXaTu9i5rh23Z8SQsnIyRK7SuyQhhM5KzXOeenLm2R5RMf15ZDdBn7fHqCn2dPuWRq266F2SEKKIlYvnPIUoTarUaswe/7sBcFn7PHl58gYrISoyCU8hCum2QVPIwkL9/N/Y/P08vcsRQuhIwlOIQrIGhvH7bSMAqLFnGslpGfoWJITQjYSnEE6oP/B5zmk+VOMvfvnqdb3LEULoRMJTCCe4uHmTfMeTALQ89Sl/nDipc0VCCD1IeArhpJrdRnHKHE4lLZPfv34RuWFdiIpHwlMIZxmMmHtMAaBrxnes/zlG54KEECVNwlOIm1C5SU+O+rXHRbNTacNEUjNz9C5JCFGCJDyFuEmhQ94mGzNNOciPi9/VuxwhRAmS8BTiJpn9q3OmyeMAdDz5DruOHNe3ICFEiZHwFOIWhN79FGfMoVTWUoj75gVy8+16lySEKAESnkLcChcLrn3eAqCP7Qe++UFeGi9ERSDhKcQt8orsxp8h3XDR7DTa8RwHTp3VuyQhRDGT8BSiCIQMeYcMgzf1DcfZ9vkkcvLk9K0Q5ZmEpxBFQPMKQnWfCsCQrMV88f1POlckhChOEp5CFBGv5sP4K6g9Fi2P23c9z54TcvpWiPJKwlOIoqJpBA6dywWDB40MR9n6xctk2vL0rkoIUQwkPIUoSt4hqK4XX903wvYFHyxepnNBQojiIOEpRBHzaDGc86FdsGh59D36Ast/Oax3SUKIIibhKURR0zR8h3xIurkytxkSyF/1NEfPyMDZQpQnEp5CFAd3X9z//Sl2DNyjbeDrebPIzs3XuyohRBGR8BSimBhr3EVWy/8D4LHM2bz11U8y9qcQ5YSEpxDFyKPLs6QFNMVby2LA78+wIOag3iUJIYqAhKcQxcnogvd9n3PB7Ec9w0n81o0n5nCS3lUJIW6RhKcQxc07BLehC8nHSG/jFrZ9+RLH5AYiIco0CU8hSoBWvQ327q8D8H/qCz765H3OZdh0rkoIcbMkPIUoIaYWD5HV4F6MmuL5rGm89vEieQOREGWUhKcQJUXTcOs3iwuhbfHQbDyTPJnn5q+SEViEKIMkPIUoSUYT7sO+IMu3HpW1FB778xkmfRmD3S6PsAhRlkh4ClHSXL1xG74Em1sgtQx/MuxIFK8siZUAFaIMkfAUQg/WKlge/AGb2ZdIw3F673ucSd/8IgEqRBkh4SmEXgJqY3nwe3JM3txu+INeB57gha+3kC8BKkSpJ+EphJ6CIjGP+I5cF09aGH7jXwfH8OLiTeTmy01EQpRmpTo8J0+ejKZpBaagoCDHcqUUkydPJiQkBDc3N9q3b8+BAwd0rFiIm1DldkwP/kCO2Upjw1Hu/e0xoj5ZQ4Y8xiJEqVWqwxOgfv36JCQkOKZ9+/Y5lk2bNo0ZM2Ywe/Zstm3bRlBQEF26dCE9PV3HioW4CSFNMI/8CZtrAPUMJ3nq1FjGz/mapLRsvSsTQlxFqQ9PFxcXgoKCHFNAQABw8ahz1qxZPPfccwwYMIDIyEgWLFjAhQsXWLRo0XW3abPZSEtLKzAJobvACCwPrcbmFUqYIYlpKeN55d0P+P0v+WVQiNKm1IfnkSNHCAkJITw8nH//+98cO3YMgLi4OBITE+nataujrcVioV27dsTGxl53m1OnTsVqtTqm0NDQYt0HIQrN7zYsozaSHdQUq3aBGTkvseC9V1m5N0HvyoQQ/1Cqw7NFixZ89tlnrF69mo8++ojExERat27NuXPnSExMBCAwMLDAOoGBgY5l1zJx4kRSU1MdU3x8fLHtgxBO8/DHdeQqbHX7Y9Lyec3wPme/Hsu0lXvIkxuJhCgVXPQu4Hp69Ojh+HODBg1o1aoVt912GwsWLKBly5YAaJpWYB2l1BXzLmexWLBYLEVfsBBFxeSKZdCn2DfUwrBpGsNdotn9y1HGnZzEc8O6E+jtqneFQlRopfrI83IeHh40aNCAI0eOOO66vfwoMykp6YqjUSHKJIMBQ6fnYOg35JisNDYc4+XE0Uyd+RbRB//SuzohKrQyFZ42m41Dhw4RHBxMeHg4QUFBREdHO5bn5OQQExND69atdaxSiCJWuyvmxzaTXbkxlbRMZqlpnF/0MC9/u5ULOfI4ixB6KNXhOWHCBGJiYoiLi+OXX35h4MCBpKWlMXz4cDRNIyoqiilTprBs2TL279/PiBEjcHd3Z+jQoXqXLkTRqlQN14ejyWs5BoXGYJeNPLhvGE+/NYfNR87qXZ0QFU6pvuZ56tQphgwZwtmzZwkICKBly5Zs3bqVsLAwAJ566imysrIYPXo0ycnJtGjRgjVr1uDl5aVz5UIUAxczLt1fg3p3k/3Nw1TNiOdd2wssXrCOF+uPZ1zfllRyN+tdpRAVgqaUqvAv0kxLS8NqtZKamoq3t7fe5QhxY7Z0cn96HtOu+QCcV568a7yfRr1G07dJ1RveNCeEuJIzWVCqT9sKIa7B4oWp79vw4GqyKtXBV8tgkn0OIcvv4cl3F7L3VIreFQpRrsmRJ3LkKcq4/FzyYt9DbZiKyZ6NXWkss7fhUN0neLh3WyrLYy1CFIozWSDhiYSnKCdS4sn68QXcDi8DwKZMLKQHWXc8wf0dG2F1M+lcoBClm4SnkyQ8Rbny507Sv5+IV+JWANKUO59rd2Nu8xhD2zXA3Vyq7xMUQjcSnk6S8BTljlKo338iY+ULeKUdAS6G6JfG3ni2fYx72kTiajLqXKQQpYuEp5MkPEW5ZbdjP7CcjDWv4p1+FIBU5c43hh4YWj7CwHa34+0qp3OFAAlPp0l4inLPbidv/zIy1rxGpYyLIWpTJr7nLlIbP0zfLh3x95T3PYuKTcLTSRKeosKw55N/YAWp62fgm7zXMXu9/XaOVB9Gm673EFnVR8cChdCPhKeTJDxFhaMU9hNbObNmOgGn12Hg4j8Dx+2B/Ozdi6B2D9Lh9ghMRnkUXFQcEp5OkvAUFdq5o5xZ+zaeh7/FzZ4JgE25sNHYivS6g2nRsR+h/vLKS1H+SXg6ScJTCCAnk9Rti8na8hFBGYccsxOULzu8OuHefBitW7eVu3RFuSXh6SQJTyEKyjm5ndPrP8T/xCo8Vbpj/m+EER/cg+DW/6Z+ZGN5h64oVyQ8nSThKcQ15Nk4u3MFKVs/J+z8Zkz8b/zQ37VwEqt2o0qbIdxWt7F+NQpRRCQ8nSThKcSN5Wec4+jPi1AHlnNbxk5cNLtj2TFDGEmhPQi9cwhVajXWr0ghboGEp5MkPIVwTlZKEkd+/grDoe+oc2EnJi3fseyUoQqJQR3wa9af6o3aoxnldYCibJDwdJKEpxA3L+18Er/FfIX58ArqZe3Eov3v1G4K3pzwvwuPBn2o0aIXBldPHSsV4vokPJ0k4SlE0Ug+f47fNi9DO7yKehlbsWqZjmXZmInzakZ+7R6EtRqAl39VHSsV4koSnk6S8BSi6F3IymJf7E9k7/+e25J/pipnCiw/7lKD5OA78WnQjbAmndBMbjpVKsRFEp5OkvAUonjl5Oazb2csaXu+IyRxPXXsRwssz8bMCY9GZIe1J7BJD4Jq3g7yGIwoYRKeTpLwFKJknYo/SdyvP2CI20DN9G0EaskFlifjzSnvxtirtSakUScCbmsKBnk5gyheEp5OkvAUQj+23DwO7P6VlP2rqZSwiXq2fbhpOQXaZODOSY8GZIe0oFKdu6hWvxUubvLKQFG0JDydJOEpROmRkZnJ77t+Ju23GDz/2kadnAN4aVkF2uQrjVOmMFJ8GuJSrRn+tVtS+bYmaC5mnaoW5YGEp5MkPIUovdIuZHNk71bSD8fgnriNalkHCeLcFe2yMRFvuo10ax0MwZH41ridkNpNcfGQIdZE4Uh4OknCU4iyw25XnDjxB3/ujyXn5DZ8kvdxW+7veGsXrtr+Ly2AJPeaXPCpizmoHj7VIgi+rQEWj0olW7go9SQ8nSThKUTZZsvN5cTv+zn7x3byTu/FPeU3QrKPEaKdveY6ZzUfzlqqkeEZTr7vbVgC6+BTrR6BobVxdXUtwepFaSHh6SQJTyHKH7td8WdiIkl/7CD71B6MZw7hlXGMoNxT+JF6zfXylUaS5sd5UzCZ7lXJ8w4Fn+q4BoTjFXwbAcFhWN0tMqJMOSTh6SQJTyEqDqUUZ84kkXBsHxl/HoKzR3BLi8M36wRB+adx1XKvu75NuXAGH5KN/mRYArC5BWL3CsHgHYKpUhXc/ELxDqyKv9Ubq5tJQrYMkfB0koSnEAJA2e2knPmTpPjDpCccJfdcHKa0eDwu/EmlnNME2M/ggv3GGwLOKS+SlA9pxkpcMPmQY/Ejz80fPPwxeVXG6FUZszUQd58gvLytVHIzYXU3YXGR51n14kwWyHAHQgjxN81gwCcwFJ/AUKDzlQ3y88hO/pPkhOOknTmJ7Xw8+amnMWYk4p71F565Z/DNP4uZXPy0dPy0dFAnIYeLU/qVmwTIUmZS8OSY8iBD8+SCwYtskze5Jm/yLJVQFiuauw8GNx8M7pVw8fDD5OmLq5cvnm4WPF1d8LK44OVqwtVkkKPdEiDhKYQQhWV0wdU/jGD/MIKv1UYpyEomJzme9LOnyTyfQE5qErnpSZB5BmPWWSy283jkJuOVn4IFG25aDm6cJ1g7//c2+F/gZl7riy7KUK5k4EaacuM0bmTiRrbBHZvBg1wXD/JMHuSbPLGbvVBmTzB7oSxeGFy9MVo8cHH1xOLugcnVCzdXN9wsLribjbibjbiZjXiYXXAzGTEYJJD/ScJTCCGKkqaBuy9md1/8qjTC70btczIh8wz2zGQupJ8jO/UstvRz5GSeJz/zPCorBUN2MkZbGqbcNNzy0nDLT8dNXXw0x1PLxpNsuOwVh9j5XwAXUp4ycAELWVjIUhbOYSEeCxeUBZvBldy/pzyjG/mXJhd38l3cUCZ3lMkNzeQOJjeMZleMZjcMJjeMFjdMZjdMFndcLK64ms24moy4mgxYXC7+19VkxOLyv/+W9qNnCU8hhNCT2QPMHhh8quMJFHrE0/xcyE4FWxrY0rFnpZFzIQ1bZgq2zFRyL6SSn31xvrKlo9nSMeRl4JKbgSkvE3NeJiZ7FmZ7Ni5cHIPVRbPjTRbeZMHVsksB+X9PtyBHGbFhJhsTNszYlIlzmLFhujgpEzmahVzNRJ7BQp5mJs9gwW40YzeYsRstKKMZZTSD0YwyWsDFQt+W9akU2eXWiiskCU8hhCiLjCbwuHgDEoABcP17clp+LuRegJwLf/83E3IvoHIukJOVQU5WOrnZGeRlZZJny8Ruy8Sek+loZ8i9gJaXhTEvC2N+FoZ8G0Z7Di52Gy7Khsmeg/EfiWvW8jGThRd/v3bxegeZ6u/JDuRdpx2Qu74WSHg6Z86cObz55pskJCRQv359Zs2axV133aV3WUIIUfoZTWC0gqu1wGwNsPw93bL8PMi3QW425F0+2SAvmzzbBfJyssn9+7/2nCzyc7Kw52ajcrJQedmoPJtj0vJyIN+Glp+Dlm8jILhmUVRaKOUiPL/66iuioqKYM2cObdq04YMPPqBHjx4cPHiQatWq6V2eEEIIo8vFyexxzSYuf09l4f1O5eI5zxYtWnD77bczd+5cx7x69erRr18/pk6desP15TlPIYQQzmSBoYRqKjY5OTns2LGDrl27FpjftWtXYmNjr7qOzWYjLS2twCSEEEIUVpkPz7Nnz5Kfn09gYGCB+YGBgSQmJl51nalTp2K1Wh1TaGhoSZQqhBCinCjz4XnJ5c8EKaWu+ZzQxIkTSU1NdUzx8fElUaIQQohyoszfMOTv74/RaLziKDMpKemKo9FLLBYLFkuR3D8mhBCiAirzR55ms5mmTZsSHR1dYH50dDStW7fWqSohhBDlWZk/8gQYN24c9913H82aNaNVq1Z8+OGHnDx5klGjRuldmhBCiHKoXITn4MGDOXfuHC+//DIJCQlERkayatUqwsLC9C5NCCFEOVQunvO8VfKcpxBCiAr1nKcQQghR0iQ8hRBCCCeVi2uet+rSmWt505AQQlRclzKgMFczJTyB9PR0AHnTkBBCCNLT07FarddtIzcMAXa7ndOnT+Pl5XVLo5enpaURGhpKfHy83Hj0D9Iv1yZ9c3XSL9cmfXN1RdEvSinS09MJCQnBYLj+VU058gQMBgNVq1Ytsu15e3vLX+qrkH65Numbq5N+uTbpm6u71X650RHnJXLDkBBCCOEkCU8hhBDCSRKeRchisTBp0iR56fxlpF+uTfrm6qRfrk365upKul/khiEhhBDCSXLkKYQQQjhJwlMIIYRwkoSnEEII4SQJTyGEEMJJEp5FZM6cOYSHh+Pq6krTpk3ZtGmT3iUVq59//pnevXsTEhKCpmksX768wHKlFJMnTyYkJAQ3Nzfat2/PgQMHCrSx2WyMHTsWf39/PDw86NOnD6dOnSrBvSh6U6dOpXnz5nh5eVG5cmX69evH4cOHC7SpqH0zd+5cGjZs6HiIvVWrVvz444+O5RW1Xy43depUNE0jKirKMa+i9s3kyZPRNK3AFBQU5Fiua78occsWL16sTCaT+uijj9TBgwfVE088oTw8PNSJEyf0Lq3YrFq1Sj333HNqyZIlClDLli0rsPz1119XXl5easmSJWrfvn1q8ODBKjg4WKWlpTnajBo1SlWpUkVFR0ernTt3qg4dOqhGjRqpvLy8Et6botOtWzc1b948tX//frV792519913q2rVqqmMjAxHm4raNytWrFArV65Uhw8fVocPH1bPPvusMplMav/+/Uqpitsv//Trr7+q6tWrq4YNG6onnnjCMb+i9s2kSZNU/fr1VUJCgmNKSkpyLNezXyQ8i8Add9yhRo0aVWBe3bp11TPPPKNTRSXr8vC02+0qKChIvf7664552dnZymq1qvfff18ppVRKSooymUxq8eLFjjZ//vmnMhgM6qeffiqx2otbUlKSAlRMTIxSSvrmcj4+Purjjz+WflFKpaenq1q1aqno6GjVrl07R3hW5L6ZNGmSatSo0VWX6d0vctr2FuXk5LBjxw66du1aYH7Xrl2JjY3VqSp9xcXFkZiYWKBPLBYL7dq1c/TJjh07yM3NLdAmJCSEyMjIctVvqampAPj6+gLSN5fk5+ezePFiMjMzadWqlfQL8Nhjj3H33XfTuXPnAvMret8cOXKEkJAQwsPD+fe//82xY8cA/ftFXgx/i86ePUt+fj6BgYEF5gcGBpKYmKhTVfq6tN9X65MTJ0442pjNZnx8fK5oU176TSnFuHHjuPPOO4mMjASkb/bt20erVq3Izs7G09OTZcuWERER4fiHrKL2y+LFi9m5cyfbtm27YllF/jvTokULPvvsM2rXrs1ff/3Fq6++SuvWrTlw4IDu/SLhWUQuH8pMKXVLw5uVBzfTJ+Wp38aMGcPevXvZvHnzFcsqat/UqVOH3bt3k5KSwpIlSxg+fDgxMTGO5RWxX+Lj43niiSdYs2YNrq6u12xXEfumR48ejj83aNCAVq1acdttt7FgwQJatmwJ6Ncvctr2Fvn7+2M0Gq/4LSYpKemK34gqikt3w12vT4KCgsjJySE5OfmabcqysWPHsmLFCjZs2FBguLuK3jdms5maNWvSrFkzpk6dSqNGjXj77bcrdL/s2LGDpKQkmjZtiouLCy4uLsTExPDOO+/g4uLi2LeK2DeX8/DwoEGDBhw5ckT3vzMSnrfIbDbTtGlToqOjC8yPjo6mdevWOlWlr/DwcIKCggr0SU5ODjExMY4+adq0KSaTqUCbhIQE9u/fX6b7TSnFmDFjWLp0KevXryc8PLzA8orcN1ejlMJms1XofunUqRP79u1j9+7djqlZs2YMGzaM3bt3U6NGjQrbN5ez2WwcOnSI4OBg/f/O3NLtRkIp9b9HVT755BN18OBBFRUVpTw8PNTx48f1Lq3YpKenq127dqldu3YpQM2YMUPt2rXL8XjO66+/rqxWq1q6dKnat2+fGjJkyFVvIa9atapau3at2rlzp+rYsWOZv7X+0UcfVVarVW3cuLHA7fUXLlxwtKmofTNx4kT1888/q7i4OLV371717LPPKoPBoNasWaOUqrj9cjX/vNtWqYrbN+PHj1cbN25Ux44dU1u3blW9evVSXl5ejn9b9ewXCc8i8t5776mwsDBlNpvV7bff7ng0obzasGGDAq6Yhg8frpS6eBv5pEmTVFBQkLJYLKpt27Zq3759BbaRlZWlxowZo3x9fZWbm5vq1auXOnnypA57U3Su1ieAmjdvnqNNRe2bBx980PH/SEBAgOrUqZMjOJWquP1yNZeHZ0Xtm0vPbZpMJhUSEqIGDBigDhw44FiuZ7/IkGRCCCGEk+SapxBCCOEkCU8hhBDCSRKeQgghhJMkPIUQQggnSXgKIYQQTpLwFEIIIZwk4SmEEEI4ScJTCCGEcJKEpxDilmiaxvLly/UuQ4gSJeEpRBk2YsQINE27YurevbvepQlRrsl4nkKUcd27d2fevHkF5lksFp2qEaJikCNPIco4i8VCUFBQgcnHxwe4eEp17ty59OjRAzc3N8LDw/nmm28KrL9v3z46duyIm5sbfn5+PPzww2RkZBRo8+mnn1K/fn0sFgvBwcGMGTOmwPKzZ8/Sv39/3N3dqVWrFitWrCjenRZCZxKeQpRzL7zwAvfccw979uzh3nvvZciQIRw6dAiACxcu0L17d3x8fNi2bRvffPMNa9euLRCOc+fO5bHHHuPhhx9m3759rFixgpo1axb4jpdeeolBgwaxd+9eevbsybBhwzh//nyJ7qcQJeqWx2URQuhm+PDhymg0Kg8PjwLTyy+/rJS6OETaqFGjCqzTokUL9eijjyqllPrwww+Vj4+PysjIcCxfuXKlMhgMKjExUSmlVEhIiHruueeuWQOgnn/+ecfnjIwMpWma+vHHH4tsP4UobeSapxBlXIcOHZg7d26Beb6+vo4/t2rVqsCyVq1asXv3bgAOHTpEo0aN8PDwcCxv06YNdrudw4cPo2kap0+fplOnTtetoWHDho4/e3h44OXlRVJS0s3ukhClnoSnEGWch4fHFadRb0TTNACUUo4/X62Nm5tbobZnMpmuWNdutztVkxBliVzzFKKc27p16xWf69atC0BERAS7d+8mMzPTsfy///0vBoOB2rVr4+XlRfXq1Vm3bl2J1ixEaSdHnkKUcTabjcTExALzXFxc8Pf3B+Cbb76hWbNm3HnnnXzxxRf8+uuvfPLJJwAMGzaMSZMmMXz4cCZPnsyZM2cYO3Ys9913H4GBgQBMnjyZUaNGUblyZXr06EF6ejr//e9/GTt2bMnuqBCliISnEGXcTz/9RHBwcIF5derU4bfffgMu3gm7ePFiRo8eTVBQEF988QUREREAuLu7s3r1ap544gmaN2+Ou7s799xzDzNmzHBsa/jw4WRnZzNz5kwmTJiAv78/AwcOLLkdFKIU0pRSSu8ihBDFQ9M0li1bRr9+/fQuRYhyRa55CiGEEE6S8BRCCCGcJNc8hSjH5KqMEMVDjjyFEEIIJ0l4CiGEEE6S8BRCCCGcJOEphBBCOEnCUwghhHCShKcQQgjhJAlPIYQQwkkSnkIIIYST/h9G4WO+pijSqQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plot_metrics(metrics.metrics, \n", " keys=['train_loss_epoch','valid_loss'],\n", " #linestyles=['-.','-'], colors=['fessa1','fessa5'],\n", " yscale='linear')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analysis of the CV" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The histogram of the training data along th CVs should match the target distribution " ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots( 1, 1, figsize=(5,4) )\n", "\n", "X = dataset[:]['data']\n", "Y = dataset[:]['labels']\n", "\n", "with torch.no_grad():\n", " s = model(torch.Tensor(X)).numpy()\n", " \n", "for i in range(n_states):\n", " s_red = s[torch.nonzero(Y==i, as_tuple=True)]\n", " ax.hist(s_red[:,0],bins=100, label=f'State {i}')\n", "\n", "ax.set_xlabel(f'CV')\n", "ax.set_ylabel('Histogram')\n", "ax.set_title('DeepTDA')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "pytorch", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.8" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "1cbeac1d7079eaeba64f3210ccac5ee24400128e300a45ae35eee837885b08b3" } } }, "nbformat": 4, "nbformat_minor": 2 }