{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tutorial 4: Protein DMS modeling using a biophysical G-P map" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2021-12-30T00:37:35.454595Z", "start_time": "2021-12-30T00:37:33.643066Z" }, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# Standard imports\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "# Special imports\n", "import mavenn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we show how to train and visualize a thermodynamic model describing the folding and IgG-binding of protein GB1 variants. This model was first proposed by Otwinowski (2018), who trained it on the DMS data of Olson et al. (2014). Here we repeat this exercise within the MAVE-NN framework, thus obtaining a model similar to the one featured in Figs. 6a and 6b of Tareen et al. (2021). The mathematical form of this G-P map is explianed in the supplemental material of Tareen et al. (2021); see in particular Fig. S4a." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Defining a custom G-P map\n", "\n", "First we define a custom G-P map that represents our biophysical model. We do this by subclassing `CustomGPMapLayer` to get a custom G-P map class called `OtwinowskiGPMapLayer`. This subclassing procedure requires that we fill in the bodies of two specific methods.\n", "- `__init__()`: This constructor must first call the superclass constructor, which sets the attributes `L`, `C`, and `regularizer`. The the derived class constructor then defines all of the trainable parameters of the G-P map: `theta_f_0`, `theta_b_0`, `theta_f_lc`, and `theta_b_lc` in this case. \n", "- `call()`: This is the meat of the custom G-P map. The input `x_lc` is a one-hot encoding of all sequences in a minimatch. It has size `[-1, L, C]`, where the first index runs over minibatch examples. The G-P map parameters are then used to compute and return a vector `phi` of latent phenotype values, one for each input sequence in the minibatch." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2021-12-30T00:37:35.459816Z", "start_time": "2021-12-30T00:37:35.455682Z" } }, "outputs": [], "source": [ "# Standard TensorFlow imports\n", "import tensorflow as tf\n", "import tensorflow.keras.backend as K\n", "from tensorflow.keras.initializers import Constant\n", "\n", "# Import base class\n", "from mavenn.src.layers.gpmap import GPMapLayer\n", "\n", "# Define custom G-P map layer\n", "class OtwinowskiGPMapLayer(GPMapLayer):\n", " \"\"\"\n", " A G-P map representing the thermodynamic model described by\n", " Otwinowski (2018).\n", " \"\"\"\n", "\n", " def __init__(self, *args, **kwargs):\n", " \"\"\"Construct layer instance.\"\"\"\n", "\n", " # Call superclass constructor\n", " # Sets self.L, self.C, and self.regularizer\n", " super().__init__(*args, **kwargs)\n", " \n", " # Initialize constant parameter for folding energy\n", " self.theta_f_0 = self.add_weight(name='theta_f_0',\n", " shape=(1,),\n", " trainable=True,\n", " regularizer=self.regularizer)\n", "\n", " # Initialize constant parameter for binding energy\n", " self.theta_b_0 = self.add_weight(name='theta_b_0',\n", " shape=(1,),\n", " trainable=True,\n", " regularizer=self.regularizer)\n", "\n", " # Initialize additive parameter for folding energy\n", " self.theta_f_lc = self.add_weight(name='theta_f_lc',\n", " shape=(1, self.L, self.C),\n", " trainable=True,\n", " regularizer=self.regularizer)\n", "\n", " # Initialize additive parameter for binding energy\n", " self.theta_b_lc = self.add_weight(name='theta_b_lc',\n", " shape=(1, self.L, self.C),\n", " trainable=True,\n", " regularizer=self.regularizer)\n", "\n", " def call(self, x_lc):\n", " \"\"\"Compute phi given x.\"\"\"\n", "\n", " # 1kT = 0.582 kcal/mol at room temperature\n", " kT = 0.582\n", "\n", " # Reshape input to samples x length x characters\n", " x_lc = tf.reshape(x_lc, [-1, self.L, self.C])\n", " \n", " # Compute Delta G for binding\n", " Delta_G_b = self.theta_b_0 + \\\n", " tf.reshape(K.sum(self.theta_b_lc * x_lc, axis=[1, 2]),\n", " shape=[-1, 1])\n", " \n", " # Compute Delta G for folding\n", " Delta_G_f = self.theta_f_0 + \\\n", " tf.reshape(K.sum(self.theta_f_lc * x_lc, axis=[1, 2]),\n", " shape=[-1, 1])\n", " \n", " # Compute and return fraction folded and bound\n", " Z = 1+K.exp(-Delta_G_f/kT)+K.exp(-(Delta_G_f+Delta_G_b)/kT)\n", " p_bf = (K.exp(-(Delta_G_f+Delta_G_b)/kT))/Z\n", " phi = p_bf #K.log(p_bf)/np.log(2)\n", " return phi" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Training a model with a custom G-P map\n", "\n", "Next we load the `'gb1'` dataset, compute sequence length, and split the data into a test set and a training+validation set." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2021-12-30T00:37:36.116339Z", "start_time": "2021-12-30T00:37:35.460796Z" }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading dataset 'gb1' \n", "Sequence length: 55 amino acids\n", "Training set : 477,854 observations ( 90.04%)\n", "Validation set : 26,519 observations ( 5.00%)\n", "Test set : 26,364 observations ( 4.97%)\n", "-------------------------------------------------\n", "Total dataset : 530,737 observations ( 100.00%)\n", "\n", "trainval_df:\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " validation dist input_ct selected_ct y \\\n", "0 False 2 173 33 -3.145154 \n", "1 False 2 18 8 -1.867676 \n", "2 False 2 66 2 -5.270800 \n", "3 False 2 72 1 -5.979498 \n", "4 False 2 69 168 0.481923 \n", "... ... ... ... ... ... \n", "504368 False 2 462 139 -2.515259 \n", "504369 False 2 317 84 -2.693165 \n", "504370 False 2 335 77 -2.896589 \n", "504371 False 2 148 28 -3.150861 \n", "504372 False 2 95 16 -3.287173 \n", "\n", " x \n", "0 AAKLILNGKTLKGETTTEAVDAATAEKVFKQYANDNGVDGEWTYDD... \n", "1 ACKLILNGKTLKGETTTEAVDAATAEKVFKQYANDNGVDGEWTYDD... \n", "2 ADKLILNGKTLKGETTTEAVDAATAEKVFKQYANDNGVDGEWTYDD... \n", "3 AEKLILNGKTLKGETTTEAVDAATAEKVFKQYANDNGVDGEWTYDD... \n", "4 AFKLILNGKTLKGETTTEAVDAATAEKVFKQYANDNGVDGEWTYDD... \n", "... ... \n", "504368 QYKLILNGKTLKGETTTEAVDAATAEKVFKQYANDNGVDGEWTYDD... \n", "504369 QYKLILNGKTLKGETTTEAVDAATAEKVFKQYANDNGVDGEWTYDD... \n", "504370 QYKLILNGKTLKGETTTEAVDAATAEKVFKQYANDNGVDGEWTYDD... \n", "504371 QYKLILNGKTLKGETTTEAVDAATAEKVFKQYANDNGVDGEWTYDD... \n", "504372 QYKLILNGKTLKGETTTEAVDAATAEKVFKQYANDNGVDGEWTYDD... \n", "\n", "[504373 rows x 6 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Choose dataset\n", "data_name = 'gb1'\n", "print(f\"Loading dataset '{data_name}' \")\n", "\n", "# Load datset\n", "data_df = mavenn.load_example_dataset(data_name)\n", "\n", "# Get and report sequence length\n", "L = len(data_df.loc[0,'x'])\n", "print(f'Sequence length: {L:d} amino acids')\n", "\n", "# Split dataset\n", "trainval_df, test_df = mavenn.split_dataset(data_df)\n", "\n", "# Preview trainval_df\n", "print('trainval_df:')\n", "trainval_df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we create an instance of the `mavenn.Model` class. In addition to standard keyword arguments for GE regression, we pass keyword arguments specific to the use of our custom G-P map:\n", "\n", "- `gpmap_type='custom'`: Alerts the `mavenn.Model()` constructor that we wish to use a custom G-P map.\n", "- `custom_gpmap=OtwinowskiGPMapLayer`: Specifies the specific class to use for the custom G-P map layer.\n", "- `gpmap_kwargs=gpmap_kwargs`: Provides a dictionary of arguments to be passed to the constructor of the custom G-P map." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2021-12-30T00:37:36.546303Z", "start_time": "2021-12-30T00:37:36.117039Z" }, "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# Order the alphabet to match Otwinowski (2018)\n", "alphabet = np.array(list('KRHEDNQTSCGAVLIMPYFW'))\n", "C = len(alphabet)\n", "\n", "# define custom gp_map parameters dictionary\n", "gpmap_kwargs = {'L':L,\n", " 'C':C,\n", " 'theta_regularization': 0.0005}\n", "\n", "# Create model instance\n", "model = mavenn.Model(L=L,\n", " alphabet=alphabet,\n", " regression_type='GE',\n", " ge_nonlinearity_type='nonlinear',\n", " ge_nonlinearity_monotonic=False,\n", " ge_noise_model_type='SkewedT',\n", " ge_heteroskedasticity_order=2,\n", " ge_nonlinearity_hidden_nodes=100,\n", " eta_regularization=0.0001,\n", " gpmap_type='custom',\n", " normalize_phi=False,\n", " custom_gpmap=OtwinowskiGPMapLayer,\n", " gpmap_kwargs=gpmap_kwargs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As in previous tutorials, we then set the training data using `model.set_data()` and then train the model using `model.fit()`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2021-12-30T00:37:36.548680Z", "start_time": "2021-12-30T00:37:36.546989Z" }, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "N = 504,373 observations set as training data.\n", "Using 5.3% for validation.\n", "Data shuffled.\n", "Time to set data: 8.71 sec.\n", "Training time: 1062.1 seconds\n", "Model saved to these files:\n", "\tgb1_thermodynamic_model.pickle\n", "\tgb1_thermodynamic_model.weights.h5\n" ] } ], "source": [ "# Set False->True to train model\n", "if True:\n", "\n", " # Set training data\n", " model.set_data(x=trainval_df['x'],\n", " y=trainval_df['y'],\n", " validation_flags=trainval_df['validation'])\n", "\n", " # Train model\n", " model.fit(learning_rate=.0005,\n", " epochs=1000,\n", " batch_size=300,\n", " early_stopping=True,\n", " early_stopping_patience=50,\n", " linear_initialization=False,\n", " verbose=False)\n", "\n", " # Save model to file\n", " model_name = f'{data_name}_thermodynamic_model'\n", " model.save(model_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we evaluate the performance of the model on test data and save the model to disk." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing models with custom G-P maps\n", "\n", "One can load the custom G-P map model and analyze its training history / performance in the same way as with built-in G-P map, e.g.:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2021-12-30T00:37:38.516462Z", "start_time": "2021-12-30T00:37:36.549238Z" }, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model loaded from these files:\n", "\tgb1_thermodynamic_model.pickle\n", "\tgb1_thermodynamic_model.weights.h5\n", "test_I_var: 2.320 +- 0.015 bits\n", "test_I_pred: 2.355 +- 0.008 bits\n" ] } ], "source": [ "\n", "# Load model from file\n", "model_name = f'{data_name}_thermodynamic_model'\n", "model = mavenn.load(model_name)\n", "\n", "# Compute variational information on test data\n", "I_var, dI_var = model.I_variational(x=test_df['x'], y=test_df['y'])\n", "print(f'test_I_var: {I_var:.3f} +- {dI_var:.3f} bits')\n", "\n", "# Compute predictive information on test data\n", "I_pred, dI_pred = model.I_predictive(x=test_df['x'], y=test_df['y'])\n", "print(f'test_I_pred: {I_pred:.3f} +- {dI_pred:.3f} bits')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2021-12-30T00:37:39.362946Z", "start_time": "2021-12-30T00:37:38.518225Z" }, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get quantities to plot\n", "y_test = test_df['y']\n", "N_test = len(y_test)\n", "yhat_test = model.x_to_yhat(test_df['x'])\n", "phi_test = model.x_to_phi(test_df['x'])\n", "phi_lim = [0, 1]\n", "phi_grid = np.linspace(phi_lim[0], phi_lim[1], 1000)\n", "yhat_grid = model.phi_to_yhat(phi_grid)\n", "q = [0.025, 0.975]\n", "yqs_grid = model.yhat_to_yq(yhat_grid, q=q)\n", "ix = np.random.choice(a=N_test, size=5000, replace=False)\n", "Rsq = np.corrcoef(yhat_test.ravel(), test_df['y'])[0, 1]**2\n", "\n", "# Create figure and axes for plotting\n", "fig, axs = plt.subplots(1,3,figsize=[15,5])\n", "\n", "# Plot panel 1: Training history\n", "ax = axs[0]\n", "ax.plot(model.history['I_var'],\n", " label=r'I_var_train')\n", "ax.plot(model.history['val_I_var'],\n", " label=r'val_I_var')\n", "ax.axhline(I_pred, color='C3', linestyle=':',\n", " label=r'test_I_pred')\n", "ax.set_xlabel(r'epochs')\n", "ax.set_ylabel(r'bits')\n", "ax.set_title(r'Training history')\n", "ax.legend()\n", "\n", "## Panel 2: R^2 model performance\n", "ax = axs[1]\n", "ax.scatter(yhat_test[ix], y_test[ix], color='C0', s=10, alpha=.3,\n", " label=r'test data')\n", "#xlim = [min(yhat_test), max(yhat_test)]\n", "#ax.plot(xlim, xlim, '--', color='k', label='diagonal', zorder=100)\n", "ax.fill_between(yhat_grid, yqs_grid[:, 0], yqs_grid[:, 1],\n", " alpha=0.2, color='C1', lw=0, label=r'95% CI of $p(y|\\hat{y})$')\n", "ax.plot(yhat_grid, yhat_grid,\n", " linewidth=3, color='C1', label='diagonal')\n", "ax.set_xlabel(r'model prediction ($\\hat{y}$)')\n", "ax.set_ylabel(r'measurement ($y$)')\n", "ax.set_title(rf'Model performance: $R^2$={Rsq:.3}');\n", "ax.legend()\n", "\n", "## Panel 3: GE plot\n", "ax = axs[2]\n", "ax.scatter(phi_test[ix], y_test[ix],\n", " color='C0', s=10, alpha=.3, label=r'test data')\n", "ax.fill_between(phi_grid, yqs_grid[:, 0], yqs_grid[:, 1],\n", " alpha=0.2, color='C1', lw=0, label=r'95% CI of $p(y|\\phi)$')\n", "ax.plot(phi_grid, yhat_grid,\n", " linewidth=3, color='C1', label=r'nonlinearity')\n", "ax.set_ylim([min(y_test), max(y_test)])\n", "ax.set_xlim(phi_lim)\n", "ax.set_xlabel(r'latent phenotype ($\\phi$)')\n", "ax.set_ylabel(r'measurement ($y$)')\n", "ax.set_title(r'GE measurement process')\n", "ax.legend()\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To retrieve the parameters of our custom G-P map, we again use the method `model.get_theta()`. This returns the dictionary provided by our custom G-P map via the method `get_params()`:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2021-12-30T00:37:39.366657Z", "start_time": "2021-12-30T00:37:39.364332Z" }, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "dict_keys(['theta_f_0', 'theta_b_0', 'theta_f_lc', 'theta_b_lc'])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Retrieve G-P map parameter dict and view dict keys\n", "theta_dict = model.layer_gpmap.get_params()\n", "theta_dict.keys()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we visualize the additive parameters that determine both folding energy(`theta_b_lc`) and binding energy (`theta_r_lc`). Note that we visualize these as parameters as changes (`ddG_f` and `ddG_b`) with respect to the wild-type sequence. It is also worth comparing these $\\Delta \\Delta G$ values to those inferred by Otwinowski (2019).\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2021-12-30T00:37:39.769978Z", "start_time": "2021-12-30T00:37:39.367281Z" }, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get the wild-type GB1 sequence\n", "wt_seq = model.x_stats['consensus_seq']\n", "\n", "# Convert this to a one-hot encoded matrix of size LxC\n", "from mavenn.src.utils import _x_to_mat\n", "x_lc_wt = _x_to_mat(wt_seq, model.alphabet)\n", "\n", "# Subtract wild-type character value from parameters at each position\n", "ddG_b_mat_mavenn = theta_dict['theta_b_lc'] - np.sum(x_lc_wt*theta_dict['theta_b_lc'], axis=1)[:,np.newaxis]\n", "ddG_f_mat_mavenn = theta_dict['theta_f_lc'] - np.sum(x_lc_wt*theta_dict['theta_f_lc'], axis=1)[:,np.newaxis]\n", "\n", "# Load Otwinowski parameters form file\n", "dG_b_otwinowski_df = pd.read_csv('../../mavenn/examples/datasets/raw/otwinowski_gb_data.csv.gz', index_col=[0]).T.reset_index(drop=True)[model.alphabet]\n", "dG_f_otwinowski_df = pd.read_csv('../../mavenn/examples/datasets/raw/otwinowski_gf_data.csv.gz', index_col=[0]).T.reset_index(drop=True)[model.alphabet]\n", "\n", "# Compute ddG matrices for Otwinowski\n", "ddG_b_mat_otwinowski = dG_b_otwinowski_df.values - \\\n", " np.sum(x_lc_wt*dG_b_otwinowski_df.values, axis=1)[:,np.newaxis]\n", "ddG_f_mat_otwinowski = dG_f_otwinowski_df.values - \\\n", " np.sum(x_lc_wt*dG_f_otwinowski_df.values, axis=1)[:,np.newaxis]\n", "\n", "# Set shared keyword arguments for heatmap\n", "heatmap_kwargs = {\n", " 'alphabet':model.alphabet,\n", " 'seq':wt_seq,\n", " 'seq_kwargs':{'c':'gray', 's':25},\n", " 'cmap':'PiYG',\n", " 'cbar':True,\n", " 'cmap_size':'2%',\n", " 'cmap_pad':.3,\n", " 'ccenter':0\n", "}\n", "\n", "# Set plotting routine\n", "def draw(ax, ddG_mat, title, clim):\n", " # Draw binding energy heatmap\n", " heatmap_ax, cb = mavenn.heatmap(ax=ax,\n", " values=ddG_mat,\n", " clim=clim,\n", " **heatmap_kwargs)\n", " heatmap_ax.tick_params(axis='y', which='major', pad=10)\n", " heatmap_ax.set_xlabel(r'position ($l$)')\n", " heatmap_ax.set_ylabel(r'amino acid ($c$)')\n", " heatmap_ax.set_title(title)\n", " cb.outline.set_visible(False)\n", " cb.ax.tick_params(direction='in', size=20, color='white')\n", " cb.set_label(r'$\\Delta \\Delta G$ (kcal/mol)',\n", " labelpad=5, rotation=-90, ha='center', va='center')\n", "\n", "# Create figure and make plots\n", "fig, axs = plt.subplots(2,2, figsize=(12,8))\n", "draw(ax=axs[0,0],\n", " ddG_mat=ddG_b_mat_mavenn,\n", " title='Binding energy, MAVE-NN',\n", " clim=(-3, 3))\n", "draw(ax=axs[0,1],\n", " ddG_mat=ddG_f_mat_mavenn,\n", " title='Folding energy, MAVE-NN',\n", " clim=(-3, 3))\n", "draw(ax=axs[1,0],\n", " ddG_mat=ddG_b_mat_otwinowski,\n", " title='Binding energy, Otwinowski',\n", " clim=(-10, 10))\n", "draw(ax=axs[1,1],\n", " ddG_mat=ddG_f_mat_otwinowski,\n", " title='Folding energy, Otwinowski',\n", " clim=(-10, 10))\n", "\n", "# Adjust figure and show\n", "fig.tight_layout(w_pad=5);" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2021-12-30T00:37:39.890500Z", "start_time": "2021-12-30T00:37:39.770782Z" }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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8JvqgCp0oLzfpwIk23vvNgAUQWnvotlGNuvvuu+nzn/88lQsEdOi3kfyhbwgnBwgm2AmFRn357mX+rt5GH2O197nY9x87naudMBia8tUwHgP9VavZmyPJXO81Y2cbJxI//vGP+cQOgQ89g0ggsVkhCEJjUa2YVMr6VeyauNn1rNSYhKoL+nzQH4YEBdWrzcY6A1RtUHFEZQbxAxuJSJpRhUF1cnk8KRRnS32MjcYkgMfCc33gAx8oeN9TTjml7OcqhT5DVLBQCYPx1M9//nP+ncBGH5RHRg+fsDaSQAkFQYkewExis8CJBn/0cL7J3y2ESUE5wfMUchwqdNtyjF0XyNdQSi8HRsUNhhobfUzjvTt27NiSnbjVXhOkbjBmgLsRGqrxel7zmtcU/XxImJE8G+Dzh1QGu1MAMjRIBbDIooHWAMdXLOV4jGIwHB8RHNd7/5fvGi7/DJHsbfb3Ao+FKhS+8D7jBOZTn/oUy2YFQSh9bVwtjkAGDKOJ1eyajZ/F32H+jjuqPuWU2eJ54E6HE+j8NaaYmFTK+lUs5VjPjPcOryG/soE1vdB7B6MNvBZUniCzhkwbhkjFYlTNDPBe4rmN5BGud48++ih9/etf52TNwJB6FkM5HqOUzwBxdaMxqZznKlCXIJnFF6pWMI+AaYckUMUhPVDCClRV5R0JSK8ghdgsxh/jZz/72SW3w22mnGA3Blbd0HkbYEcpX3+9Gkhy4GR34403csKwnEL25MUcDwIV3Ivwnm7kMY0dpi9+8YtLboc7UCFw0oD3GyfleN0IXoZjVTFAKpJ/rHACQjJtfIbGDlv+jhp6CZYf31qU4zGKfR6436GP4ODBg2u+/8aJFqpj+UDagIAHt6ZCmwnFfIY4Ych3pwJ4TJwcoUooCMLGTv6wCYGT3vy/W/ytI34Zmz6FwIknTkCxjuavQ5WISahi5NtLYy348pe/XNb1q1jKsZ6hVwrqCcSGfFZTOuC+aAuASxzcV1GFWq/ynw/GlaDXxwA9vojRa8Uk/BsKmmIpx2MUCyo/OE+BEmE5+D02Nq8Nd8DlMakc5ypIypfLEvG4sKWXmFQ8UoES2BbVaNzHLgT0ytj1gT3m8j6djYAghwUUJ8j4o0VjJhpRi9mFKwWUxJE4oDyOhlbDxhy6cCRSq+3o5Dcrw9oUCzyaLrHTAxtZLHaQxMGqtRTw3iHIYLcNOzuoDmEnDlrr//3f/2Ub0vXkdQh4CKII7NjhM2zMsVsGCr0m7KCh0RYYuvNiQSKDAIlFHju7+MzwnhhN0PjsoHOHpASmIHh+SBRLka2U4zGKBba+MOvAzic+U5iR4HcBckE0kuPfACcV0OvDdhaJDX538DPYYcXvEII1pKxo0oa2HCdFeFx8xj/5yU/WPAZ8VsZ7iufHCQVkE/jdyjfHEAShNCA7wt8mel/R92nYmKPvJH9mznKwDkMCBRkt+hGRbMEoALGwlA2n9YBNNdZ4xD9Iq5H0YWPLGMy7Xkwqdv0qFkjXNrueoY8TrwXVc8QFbNIhNhrv3WoxCRuoeI788SbFgN4qxCAcK9ZMxEJI1AwjDsjtsH7j88TrwGtA0llKJbEcj1EsV1xxBSfU+L0zRrGgVw9VMCSH6O3C+wjZHT5vGEFB1of3AbPH8LXZcxUkpOjXwnnCmWeeybJN/D7dc889/LkKRVKCY5/QAjaxDoeDrWGvv/76JTana9mYw26z0OPm24bDuvU973kP25vDwvPiiy/Wh4eHi7Yxh93scmAli698YGF+/vnns5334OAg25B+9rOf5ceE/ep6HD16lO1vYUdrtVrZQvUlL3mJ/oMf/GDFMcL6Op9CdrfG7bCNhW0o3t+dO3eyDfm99967xBoV70shYrEY243Cjt3j8bB97JEjR/i5rr322hX3h41tW1sbPx/e92IwXtMdd9yh//Vf/zX/PJ7r9a9//RKLYHDXXXfpT3va09i2tb+/X//ABz6waCG+3Op33759BZ9vs4+x2u8Efn65Nevk5CTfNjQ0xJ8pPlvYwH7pS19acj9Yte/du5ctepdbmuP36pWvfCX//uJ3C8//6le/Wv/lL3+57t8DLIjx/LAuxmeMz+Xcc89lO15BEAqz2jq7nF/84hf6eeedx2uJz+fj2HLo0KGCj5UfVzKZjH7VVVexTTh+9oILLtAPHjzIf9vF2JgXWpfwc/j5fB5//HFeq/AcXV1dPHrjhz/8IT9m/hiG1Shm/TKO8fvf//6Sn8XrLTSeYTPrGYAl9j/90z/xseB1Pfe5z2WrcjzeO97xjoKvA+8X7OVHRkbWfc35r+nb3/42j+iAXT2eC+9lvq04wOeNsSKIWbBIx4gQ2Nkvf+1rxdnNPkYpsQojTvCadu3axXb6eD5YkH/yk59cMkbkt7/9LY8WwX2Wnytt5lwF5whXXHGFfuaZZ+per5dfD/79xS9+cdXPQ1iJCf8pNtkShEYEDfwod0OysFqTZ6MBmSLMB1BxW27TDgkASvEwLbjpppuKejxIK7DDhx2oQo5XgiAIQnlAFQXDZVEtyHdLa2QgNYOyAMOJMUx2OYhXqKJAfVJsryz6cWFAYSgqBKGekB4ooamAhCMfyN4gD0O5u1GTp+WvyQjAkGPkmzAYwOkNOuj8ZlhBEASh9us3eqCwoQdToEZNnlaLSQD9Ocu59957edNPYpLQTEgPlNBUQAuPBRzmF9AEowKDOUOrzUtoBDCv4b777uPdOPTPQGuOLwy9zZ+FhKF4mC+Bvifs9sEqXBAEQagdr3zlK7kPF73A6AGGagA9x8WYG9Ur6MuBagG9Y+if+c1vfsPOry94wQu4t9cA5heIXeirQf9XKY6wglDvSAIlNBVY0NGICTc5NLPCvAFJVKFKTaMA0wXYqSIxggwRwRgN0stlEjCsQHBGoEZwEwRBEGoLnPhg3ICECe5nMAb4zne+09DJBFz0sJmHzT1sUBrGEpDv5YNYjFl/GF+CBMswzxCEZkB6oARBEARBEARBEIpEeqAEQRAEQRAEQRCKRBIoQRAEQRAEQRCEImnZHqhsNktjY2M8NHO9YXaCIAhC+YByHMMcYbcPN0nhCSQ2CYIg1H9satkECgEq38FMEARBqC7Dw8M0ODhY68OoKyQ2CYIg1H9satkECrt7xpvk8/lqfTiCUDJw5sN8DTgNwulJEBoFOHchSTDWYeEJJDYJQmWZn5+nG264gSsMV1xxhVTBhQ3FppZNoAxpBAKUBCmhEcGwXLvdzra48jssNCIiUVuJxCZBqCwTExMcO2G/HggEan04QoPGJkm7BaFBJ8FjUDDYunVrrQ9HEARBEBqCqakpvuzq6qr1oQgNjCRQgtCAQN6DZseOjg6eBC8IgiAIQnHqDdDd3V3rQxEaGEmgBKEBOX78OF9K9UkQBEEQSq9ASQIlbIaW7YEqlkwmQ6qq1vowhHWwWq1ksVioVThx4gRfbtu2rdaHIghCDZDY1Bi0WmxqhDEBRgVKJHzCZpAEahUgj0KjYTAYrPWhCEWCZtDe3t6mb0xPpVI0Pj7O/5YKlCC0FhKbGo9WiU2NAP5uNE0jRVGora2t1ocjNDCSQK2CEaBQ4nW5XLLw1fkJRTweXyzL9/X1UbP3P2EXDUHZ7/fX+nAEQagiEpsah1aLTY2A8Vl0dnaKfbmwKSSBWkUaYQQoNOkL9Y/T6VxcHPG5NbNkQuR7gtCaSGxqPFopNjUCYiAhlAtJvwtg6Mqxuyc0Dsbn1ex9AUYCJfI9QWgtJDY1Jq0SmxoBMZAQyoUkUGsg0ojGohU+LwTg0dFR/rckUILQmrTCWtdMyOdVP8gMKKFcSAIlCA3EyMgIy3i8Xq80wAqCIAhCkaB3eGZmhv8tFShhs0gCJdBHPvIRetKTnlTSz1xwwQV0+eWXV+yYhPX7n2RXU6hVY3w0pVEwnuZLXBeESiCxSSgnc3NzvAEJa3mYMLUisn6XDzGRqDD4Y73zzjvZdhoOPOeff37dNZH+3d/9HV122WUl/cyPfvQjXoSE6iL9T0ItCSVUOjEbo7lomrSsTorZRO0eG23tcJPfKetBo9AIcQlIbBLKSf78p1bcgJT1u7xIAlVBsJD/7d/+LcuuDAYHB+kzn/kMvfKVr6Rag50HBFKPx8NfpdDe3l6x4xIKg9kVsDAHkkAJtQi+B0dDFE2q5LBZyGExU0bXaTyYoEhSo/0DfgnCDUC9xyUgsUmoBK1sIGGs37GURm0uG9kUM6W1LE2EkrJ+bxCR8FUwSL3qVa9aEqQADABwO75fqSGr73nPe3iBcDgc9MxnPpPuuece/t7tt9/Ouy4//elP6ayzziK73U6/+c1vVsgkcKKOx0CJG1a5f//3f0+XXnopvfzlL19VJgFJ2dVXX01vfvObuT9ny5Yt9KUvfakir7FVGRsb48/G7XbzDAtBqOYJLXYupyMpiqUzdGwqRocnInyJ67j95FxM5CB1Tq3iEpDYJNSaVjWQMNZvJE99fic5rBYym0x8ieu4Xdbv0pEEqgJg5ww7fIV+GY3bsMDjfuXmAx/4AP3whz+kr3/96/THP/6Rdu3aRS984QtZ+2vwwQ9+kK699lp65JFH6IwzzljxGB//+Mfpm9/8Jn31q1+lu+66i8LhMP34xz9e97k/9alP0dlnn033338/vetd76J3vvOddOTIkbK/xlYlX77XivIDoXYgSTo5F6e5WJpmoymuQGEXE5e4jttPzMb5fkJ9Usu4BCQ2CbWmVWdAYV2GbA9rdiFw+2wkLet3iUgCVQGgLV++w7c8WEGKhfuVk1gsRtdffz194hOfoIsuuoj27t1LX/7yl3mQ30033bR4v49+9KN04YUX0s6dOwvKHT73uc/RlVdeSa94xSvo1FNPpc9//vNFNVy+6EUv4uCEwIidQVRJbrvttrK+xlZG+p+EWqFqGRoPJUjLZKjDbec1LKFm+BLX1UyGJkIJvp9Qn9QqLgGJTUKtwcbA7OxsS1agtEyWe54g2yuE1WLm7+N+QvFIAlUB0JhbzvsVy9GjR3lO0Hnnnbd4G5ppzznnHN7RM8BO3GqEQiGanJzknzFAczFkFeuRv2OICklvb+9iyVzYvP3qyZMn+d+SQAnVJp3RKZHKEOkmGpmP07HpGB2bifIlrpt0E8VTGb6fUJ/UKi4BiU1CvTjw2Ww28vv91EooFjMbRqDnqRBqJsvfx/2E4pF3qwLA1aic9ys36KGpBMudjxCocOIvbB6c1KTTad6x7enpqfXhCC2GzWIis5no2FyM5uMq2awW8jqsfInrj8/GyGw28f2E+qTe4xKQ2CRUw0Ci1STwbpuF3fbm4+mC38ftHV4b308oHkmgKgAsYeFqtNofKW4fGhri+5UTyB6wuwJtuAF2/dCoC8lEMWBnBifoRnMvwK4NNOtC7eV7aIButcVfqD3YmbSYzJRBhcnE/yfK/ZP/k83qZDHJDmY9U6u4BCQ2CbWmVQ0kjL9tWJW77QpLsZNqhjJZnS9xHbdvaXfLuUWJSLSrAJAVwBIWLP+FNK7/+7//e9nnbmD3Ds2xV1xxBf3sZz+jQ4cO0dve9jaKx+P0lre8pejHwdyNa665hm655RZutEXj8fz8vPxx1ZDjx4/zpcj3hFrhsJqpx2enNqeVA28kqfJlu9PGtzttEk7qmVrFJSCxSag1rWogYQCLcliV9/od7Lo3E03lXPkCDrEw3yAyB6pCYJ7GD37wg4LzNhCkKjVvAw5GkCa84Q1voEgkwpryW2+9ldra2op+DDTZTkxM0CWXXMLB9K//+q/ZLakeBy22Wv8TLHkFodpgt7LNYyeLxUzJtEZ+p5NPWmE8kNIy5Hc7yOe08v2E+qVWcQlIbBJqSStXoAyQJJ0+4Ge3PRhGQDEA2Z5sQGwMk96ixu+wP4UkAI2pPp9vyfeSySQdO3aMtm/fzvMqWmHi+1og6J122mn06le/mv7lX/6F6pVyfm71BE4YbrjhBp6NghMIM5pRBKGKRFMa3XtsDqo91suH4yppuk6KyUR+t5UCThvL+c7e3k4eu7Kp9bfVqUZsaoa4BCQ2CcWA+WGYBYbfl/e9732y5ghliU1NUYHCzhasTbGrhl20egJBCYP9Gq3f5uc//zk9+9nP5uGHsIrF4v+6172u1ofW0v1P6E+Q5EmoZRMyptbv6vawhTn6oSwWEzmtFr4dUhBpQm4MGjEuAYlNwkaAfTmSJySvGKYsCOWg4c/G0FB64403Fhy6J2wMnKR/7Wtfo6c+9alsO3vgwAH6xS9+wTt9QvWR/iehnpqQkSyZyUQum8KXuC5NyEI1kNgkbFa+J2uUUC4augIVjUbp9a9/PQ/k+9d//ddaH07TgEpHvluSUDugsDUqUNL/JNRDE/KJ2RhPtcfgRcwOQeUJyZM0IQuVRmKTsBFa3UBCqAwNXYF697vfTS9+8Yvp+c9/fq0PRRAqwszMDDtVYY5Jf39/rQ9HaHGMJmT0Op29rY0v9/eLg5MgCPWLGEgIlaBhK1Df+c53eP5D/kyItYBeGl/5jWKC0CjyPbhkNWKTt9B8QAJTjFGEIAhCPSAVKKESNGQFanh4mA0jvvnNbxbtaIPZEXDWML4gBRCEekfke4IgCIKwMTCweW5ujv8tCZRArZ5A3XfffVySfcpTnkKKovDXHXfcQZ/97Gf537BoXQ5c+mBLaHwhCROERul/EgMJQRAEQShdBo9Y6nQ6eaCzIJSLhtRhPO95z2P3nXze9KY30amnnspzcgpJnTBDB1+C0CjMz8/zwEn8Pg8MDNT6cASBwcmIDGIUBKHR5HuyTi1F1vIWTKDg479///4lt2FnoaOjY8XtgtDo/U9InmAiIQi1JpRQV7jwYT4ULM7FSEIQhHpDDCQKJ0rhpCZreStK+ITSwMDEyy+/fLGXpt6GDRfLG9/4Rnr5y19OrYL0Pwn1ljwdHA0tzn3q8toX50LhdnxfEEpBYpNQaVrdQALr8oHREN17bI7uPT7Pl797fJZ+//isrOWtWIEqxO23317rQ2gI4FooOuDGQPqfhLrqx5uNUSylUZ/fuXi7w2rh6+OhBJ2ci7GluUhAhI0gsUmoZAWqFRMoY9ML63aby0Y2xUwpNUMPjAQpkc7QOds7eA0HspaXjlSgWgyUsV0uV60PQ1iHYDDIX2azWRwjhZoD+QekHgjChcDts5E0308QNoLEJqHcpNNp7iVuRQnf8k0vJEhmk4l0IrKZzSzZmwgnSOdbnkDW8uKRBKrJiMVidMkll5DH46G+vj761Kc+teT7y2USn/70p+n000/nnT+cqL/rXe+iaDS65Ge+/OUv8/cQ3F7xilfwzwQCgSX3uf7662nnzp1ks9loz5499J//+Z9Lvo+djP/4j//gn8fj7N69m/77v/978ftwTnzLW95C27dvZ7ccPMZnPvMZavXqE4bn4j0VhFoC7Tx08tjBRGCOpzWKJFW+xHWrxczfx/0EoRASm4RaOPAB/A61WnVztU2vDNZpXac2t41CMZUS6hOJEpIpLZulYEKlUDzNa7uwOpJAFQl+kbCbUe2vUn+Br7jiCrZ0v+WWW+jnP/85SxsxcHg1UOGA/fvDDz9MX//61+lXv/oVfeADH1j8/l133UXveMc7eO7WAw88QBdeeCF97GMfW/IYN998M3///e9/Px08eJDe/va3syvibbfdtuR+V111Fb361a+mhx56iF70ohfR61//+sX5DNlslofFfv/736dDhw7Rhz/8YfrQhz5E3/ve96gVEfmeUE+g8Rg7lvOxND02FaEHTs7TfSfm+RLXg/E0fx/3E5o/Lklsat3Y1Ei0soFE/qZXPhas06hE6cSJVCaT+zuOpjR6bCpKB4ZDdGwmSg+NhLh3SvqhWqAHqhrD2K6++uqqPy8W6mIrENidu+mmm+i//uu/2OodIPBg8V8No4HX2AH813/9Vw5KX/ziF/m2z33uc3TRRRfR3/3d3/H1U045hX7729/S//zP/yz+3Cc/+UluosUOIXjf+95Hd999N9/+nOc8Z/F+uM9rX/ta/jfeSwTHP/zhD/Rnf/Zn7DKHIGaA3b7f/e53HKQQ2FoNSaCEegKuTTarme58dJqS6SzpJuzc4wSeaCKUIofNTM/a08X3E5o/LgGJTa0ZmxqJVjaQMDa90lp2sc8JOK0W8rusNBZMkNumkMVi4uTp6HSUEmmN1GyWnfg63DY2lYgkNdo/4BdnvgLIdmETcfToUd4ZPPfccxdva29vZ8nBavziF7/ggAarbNjDv+ENb6DZ2VmKx+P8/SNHjtA555yz5GeWX3/kkUfovPPOW3IbruP2fM4444zFf6Oc7vP5FneIwBe+8AU666yzeLcIMo8vfelLdPLkSWo1MPsJnwGkJVu2bKn14QgCE09laCqcokhKJbtiJp9d4Utcx+2xpGjmhcJIbBJqQSsbSGAzC7bk8/H0kttxXtHrd3J1Kp3N8i7Y6Hx8QbJnIr/Txj1TTpvCl+ihgqmEyPlWIhWoIsEuFHbcavG8lZwz9JKXvITe+c53svQBAe03v/kN670R7Mrd0Lv8teAPGfII8J3vfId3EqGLf/rTn84B8xOf+AT9/ve/p1atPvX29pLD4aj14QgC71AOz8Wpv83Ju5qxpEbRtEYWMtGWDhepGZ1G5uJ8P69DdiqbPS4Zz10pJDYJ5aCVJXz4HUYlCRUkOOuhFwq9qmomy/2rp/X5eK2ei6d5bXexnbmNkyuPXSloKpF/uyAJVEm/jPXezI9GWQQCLOxG5QIONI8++ig9+9nPXnH/++67j4MEAgP05mC5rhs7hLCXzWf59dNOO4316Jdeeunibbi+d+/eoo8d93/GM56xKLUwdi1bEZHvCfVGOKFSMJGmPr+D5SApLUPwi0DLk12xsCXuVCTJ95MEqno0QlwCEpuEapNKpSgUCrVsBQpAdgf53fKBuX0BBw21ubgfamSh+oRky21TVliXi0HQ6kgC1URAWoAdOjTrdnR08KLxD//wD4sBaDm7du1iDT205BdffDEHihtuuGHJfS677DJ61rOexe5GuA8aeX/6058u+SPD80EL/uQnP5me//zn009+8hP60Y9+xBKMYoHz0Te+8Q269dZbWWMOpyQEQ/y71cDuK5AESqgrFhQcJjKRQ1kaOng5EIWHsAoSm4Ra9T/hdw/uia0KkqjTB/xcQUIShN6oTCZLJ+binFRBNQAJNpbvbR2eFVUmVKzEIKgw8o40GZAWnH/++RxQEDCe+cxnsna7EGeeeSYHn49//OO0f/9++uY3v0nXXHPNCr04Ahfuh/v/7Gc/o/e+971LpGWYwA5bVzTm7tu3j2688Ub66le/ylPmiwXuSK985SvpNa95DevkoXXP3/FrJatfY+GXBEqoF3xOKwVcVnbhKwRub3Nb+X6CUAiJTUI1aWUDibWASgDuejCIcNsVGmxzUrfPQSdnE2wkgYQqH/RQdXhtYhBUAJPeop1h4XCY/H4/l3jRMJpPMpmkY8eO8Q6T9KCs5G1vexsdPnyY7rzzzlofStN9bmhu/u53v8uLvgRpoV5AmLj78Tn6w7FZclrNLNvDTj9uh5wvoWZ5qv3TdrQXNb1+rfW31ZHYtHEkNgkGqBjCLfFpT3sauym2KrAhNyR8qCZBsqdmdTp9ILBYbWIXvqkojQYTtLXTSXt6fKRldE6ekGS1kgtfuITYJBI+YV2we4cZG3AngkQC9rOGlaxQXqT/SahHkBTt7ffRZDhBD54MUjydoQzpbCLhslvozKEAf7+Y5EkQyoXEJmE1WtlAIj95OjgaYic9mEFoepbUaZ2typEw7ezOSfbwhX8rFhNNoTJli5PXbuVeqS3t7pZJnkpFEihhXTAP47rrrmN77R07dvCMjLe+9a21PqymRPqfhHrGZVOoN+CglKbnhkCZ0A9l4tsFodpIbBJWo9UlfFAHHJ+J0mw0RZ0eO2VJp2xWJ7PFRL1eJ81G0zQRStDOLg9vfCGJ2tPj5cvTB/3U4bGzbE82xVZHop6wLjJxvTokEgmanJxcHBwpCPUUjCEDAU/f2UkJNcMT7DGEEYMZoafHrJD9/X4JuELVkNgkrCaZhBSrlStQ46Ek/fHEPKmaTlORFCkmE9mtZlK1LEv5fE6FQnGV13JjAwxue0igkDyJZfn6iImEINQJw8PDfKIKlyo4BwlCvQAHJ2joIQOBC5/LqrBdOS5xPX9WiCAIQj1Un9DD0oo9Z5DuHRgJ0Uw0TR6nhZw2C1egUHUKJdM0HUlyQhVTNU6i4mmNzz3EMKI0JMUUhDpB5HtCvQL7W+xO2pTCe24yK0QQhHrrf2pF+Z6hFoC5j8dhpbFgktJqdrFnFUkThutOhpOUzuikZ3WysikQbMzd3PMkKoLikArUGhiTyIXGoNE/L8NAQuR7Qr2BGSCYBZLWCv+NyayQ6tLoa12rIZ9XdWllAwlDLQAJXjiBPqck2awWVgzgEu56o/MJmoup5LZayK6YydSSXtybRypQBcBkdwz4Gxsb4z9AXJeMvL53XNLpNJft8bnh82rEqenj4+P8b6lACfUGJB3tHhsH4z7/yqGUkH7AsUmkH5VFYlNj0QyxqRFpZQMJqACwoRVKquSyWajL66BYWiOPTSGLiSirQ+Kn0bZONz1zdxf3sEov68aQBKoAWOgwrwEntAhUQmPgcrloy5Ytq063r2dGRkZ4lzIQCPAMAkGoJxBMt3a4WfoxHkpwzxNkewjUxqwQkX5UHolNjUkjx6ZGpJUrUFABaLpOc5E0J09w3puJpnjtTqoZHnre47PxYHSPQ+HECUYS0aTGJhMzkRRXscREYn3kHVoF7BRhwdM0jTIZaYyudywWCymK0rAncNL/JNQ7mAWCgYrGUEb0PEG2J7NCqovEpsai0WNTI7rZRqPRlk2goALwO6x0MKlSh9dOZsVEg20WSmlZiiRViqQ02tru5IpUOKGynC8cVznpQnqPXqmd3Tk7c2Ft5B1aAyx4VquVvwShkkj/k9AIIEk6fcDPO5SQimC3U2aFPMH111/PX8aGyL59++jDH/4wXXTRRWV9HolNgrB29QlqDrvdTq0iFc1fk7d2uOiBkwrPeYIludVsZpMIJFE+h5XcNiupGZ1OzMXZRAL9UVAUxFIqTQWTdP+JudzmmN8ha/saSAIlCDVGVVUaHR3lf0sFSqh3jKGLwkoGBwfp2muvpd27d/NJzde//nV62cteRvfffz8nU4IgVJZWk+/Bsny5KqDNbaXdvR46NhOjZDpDUV1j2/KBgIPa3TYamYuT024mS8bEMj8AK/NjszGymsx0eDzM/VD7Bny0o8sridQqSBQUhDrof4IUx+v1UltbW60PRxCEDXLxxRcvuf6xj32MK1J33323JFCCUAVayUACydPB0RDFUhr3pWLMBJxSJ8Mp/v7WdhdXnbDhxWYRZhONhRI8OBdyvkCbnXukwkmVHpuKkk46dbc5KJpS6ehMjHunHhwJ01O2tNHefp/ItJchHY2CUEfyPdnlEYTmAJsi3/nOdygWi9HTn/70Wh+OILQErVKBMuY9IXmCM6rDaiGzycSXhlOqz2ljOR9uh8Qvns7Qzm4PPfe0LvI5FU6cxsMJGg3Gya6YaGenh8JJjeKpDDmsZhrqcOOJ6MBokA6MBDlhE55AKlCCUCcJlMj3hEbU20sP1FIOHDjACVMymSSPx0M333wz7d27d80RBvgyCIfDVTpSQWg+WqUCZcx7QuWpELgdydX+AR+Zuk2L6zUuD0+EKZPRiaeT6USqlqUt7S62O09qGXI7rJRWM2Q1m7iHCjLAuVhaLM6XIQmUINQQOGkNDw/zvyWBEhpRb4/5ULA4F3lHjj179tADDzxAoVCIfvCDH9Cll15Kd9xxx6pJ1DXXXENXXXVV1Y9TEJoNVHvxhRP8zs5OamaQCGENhmyvEDCFwPczWZ0ty431++GxMEWTKvX4nXzdasnJ+kZDSR6yi3U8ypJAK9kVC8+N0nSNZYCzkbRYnOchEj5BqCGY5YIkyu12N/2CLzSH3h7NxZj71OW18yWu43aRdzxhM75r1y4666yzODk688wz6TOf+cyq97/yyis52TK+jA0VQRA27sDX7EOLUU3CBhZ6ngqBGX34Pu63XPLXH3DxppfbpuQSIpuFwsk0zcYwL0plGSAqT0hEtWyWDSicNgsnZEjchBySQAlCncj3pCwuNKreHrdD3oH7CUvBgOx8id5yYLXs8/mWfAmCUDqtIt8DkE6j+o9B5oXA7R1eG9+vkOQPVST0Qw34HZxkJdJZii0M0x1sc7LRBEBC5Xdb2YAiPyETRMInCDVF+p+EZtHbi7wjV03CzCcMuo1EIvStb32Lbr/9drr11ltrfWiC0PS0ioEEwIYrqkiRpEbjoQSvwZDtofKE5AnqAAw4NzZmC0n+sFbv6vZSwGWnwxMhenQiyjOjIN1LaRlOnpw2hXp9TgrGVR6abiRkgiRQglDTnemTJ0/yvyWBEppBb9/q8g6cwF1yySU0Pj5Ofr+fzjjjDE6eLrzwwlofmiA0Pa1UgQLoV9o/4F/Rl4pEB8lTfl9qvuQPygEDJFiQY5tNfjKRiZKZDB2biZLfYeUKVrvbzonU8oRMkARKEGoGTrLS6TQ5HA7q6emp9eEIwqqsFnxX09u3KjfddFOtD0EQWhLIh40KVKskUABJ0ukD/nWdUQ3JH3pWDZvzfNKZLJ23u4M63HY6MRunUFLl3ic8SqGETJAEShBqhvQ/CY1CfvDt9TsooWbYBtdiMfGARkhGRN4hCEKtiEajlEgkWsKBbzl4zetJp4uR/G3t8HCS1B9wyqiKIpAEShBqxPHjx/lS5HtCvWMEXyRQvzs6QylN5x1f3I4BjNs7PSLvEASh5vK99vZ2UhSl5WbtrfYzy2/f1++jk3PxNSV/xSRkgiRQglDz/qdt27bV+nAEoSjiaY0mgkmeaJ8lncxkIpfNQj0+R60PTRCEFqZZDCRKnbWHBGk8mKBHxiM0H09xn6oX/UseO7W5bTQfS698rHYX7ejySIVpk0gCJQg1WuyTySRbGPf29tb6cARhTRCkD42FWRuP3Uq4NJnNJspmdXZrwu34/tN2tEsgFgSh6jSDgYQxaw9jISCxQzKEvlNU/iG9g2FEfhKF+//h2Cz9+tFpmoulWU4dgASvzUljoSRFkxr1+Ow0EHAVfKzAKq6qQnG0dsevINS4/2loaIjMZvkzFOobTKY/PB7iHcwur5N8Tht57Fa+xHXcfmQixPcTBEGoNo1uIFHqrD0kT3cfnaHbDk9RJKHRtg43dfvsvAYjCXtkDEPPE4S72xWzzO2rAHLmJgg1QPqfhEYinFB5DggkIQi6STXDQRiXuJ6Tiqh8P0EQhFo58DWqhC9/1h5eD+TSsA/HJa+xebP2cP34TJQenYpQJqvTYLuLEyWs0Ukty49zcDRMwUSakyiY/uST/1jCxhEJnyDUYqdpoQLVKv1PG2mKFeoME1EinaGZSIolIFld511Nr0PJTa2Xj1MQhBqAodWpVIrVHB0dHdTIs/ZgJz4yH6dQXCVN19lK3O+yUpfXsThrL5YmluhlMqguWUjLZmkmnKZ0JsMyPtw/nFI5kTpmifOwXF6jF5C5feVBEihBqDIzMzMUj8fJarVSf38/NTulNsUK9ZfY+pxWcigWOjIRIbdDIY9N4c8Rn+d8QqWR+QRt73Tz/QRBEKqJUX2qVwe+YtZZ3J5SMyyt0zJYc5VFm/HpSJqtxnu8Dr4fHielZslqMRHG8iG2InmCeQSw6jpZzSbuU0Xf00w0xUY/xnPK3L7yUH+/aYLQIvK9wcFBsliae25OqU2xG0GqW5VPbPGeep0KJVSNdzLTWobUBYtcPUt8u9+lyBwoQRCqTj0bSBS7zrqsZkplMpwsndLjXbwdFaYur4UenYywVBr3i+N2a264ucVsoblYgjrcTxhCIHGyKgorBk7psbPUGjI+owolc/vKgyRQglBlWkW+t7wp1sBoZMUwP+y27e/3bzjhkepWdRLbuJplxyZUmY7NxCihZhfnQCGg56pPNr6fxy67moIgVI96NZAoZZ3F2mnjZMlOM9EkV5MUM6R2We6Fwu2oSOF+SHz6/Q4ano2TYslVr2JpjVx2hSwmE7vvmU06dXrt5LSaeb3G85pNmcWhuTK3b/NIAiUINep/anYDifym2ELkN7JuZGhfNapbzchGEltDn4/PCfNFVA3uTfgykU0xcUAWTb0gCLWgHg0k8tfZXr+DK0D4t8Vi4uuIU/nrLNZOyKT39HppMpykMPdAadwDhUSo25N7DNzPZFJoW6eHJsMpenBYJRSWzCYzxVPaohMq+p7OHAqwCcV0OMXxEoYTy4fmChtHEihBqCLz8/Pc8Arp3sDAADUzxkk3EptCbKaRtRrVrWZlI4mtxWyi+WiK1IxOZwwGePYTPjZI6CExwSDHYCzF9xMEQagWiAX1KOEz1lnEucemogsJUc4UwueyrlhnUUWCgsJmMdOubg8nS5mMzgmXQzFTMKFSUtUopeWq/0iAzt3RwT972+EMjQWT5LRZqN1to22dLjq1189VrLFgnHZ2eWl3t5usikUk7mVEEihBqEH/E5InmEg0M0ZAQFUIic1yNtPIWunqVjOz8cQ2F3RNhIBe4D3VJSgLglBdQqEQpdNp3pSEiUS9gPUzmMyNdoA5BJIZwxRiNpriShFMd4x1FokN5OeoTGET0GVViKy5GXxHp2MsnUbSdGg0RJNe+6JM/ek7O2hrh4vuPTHPFai+gJNv1zI6byR6HFauaknFqfzImYUgVJFW6X8qFBCWs5lG1kpWt5qdjSS2kH50eGxkSZhoOpLKOUSZzaRmsxROaByk21xWvp8gCEK1MKpPsC+vJ1Mmo2ofT2eoP+BavB0Ve7vHQqPzcTZ5iCbVRfMjJEWQnyPxwSYg1ugjkxFec7u8NtrT6+MK1XKZ+kCbi9dgox94NprmNVzkepVFEihBqCKt0v8EIBNYHhCMHbjNNrJWsrrV7GwkscX76HNY+WsuluKAns7oZLOYuLm53W1fvJ8gCEIr9z89QeHYhr6kiXCSdD1L958McnXKMD9CUoRECFWqx6ajvEF1So+Hev3ORTVFIZk6kqTTB/ziSFtFJIEShCoRDAb5C8P+hoaGqBXAom4EhHynvM3ujFWyutXsbCSxNd7vx6ejfF3nE4Ms6ZRLmDDxfme3R95vQRCqSj32P61VtQ8nVe6JyuhZ6vY62JocVan8qhISoalIit30trRZyGO3ENpLDefT1WTq+J5I1quHvNOCUOXqE4bn2myFe3eakUrsjK2VBKBCYrGY+XnxnLILt/nEFu8fAv3k0RQF4yr1+R3ksNp4vsifpmIUcFnprG3t8j4LglBV6tXCPL9qj42pUFyliK7SZChFdsVEQ+0+3oZC3CpkfgSjHrjsmc1EUEbDfMLvsi5WoiotU5f5iusjCZQgVIlWku8tpxI7Y4WSgCQGvGpZsll0enQiSoo5JnOhypDYIpjOx9I8zR6SPThKYScVQf2UXg8bSwTjaRoMOCXICoJQdQe+epPw5askdnblXPVgCJHN6GweEUlmuK/JmSdBN6pK46EkPToZpVAyzfI+JFj8WiMpiqUyXO1niXqFZOoyX7E4JIEShCrRyglUNZKAuViaHp2IkBWLvdsuc6HKmNgarocDASfZeTDjExa7OAFIqVlxPRQEoapAEq+qat058C1XSaDfCcmR3WKmjE4UTmrktilcTcrfcDJUFMdnYhRJqJy4HJ2KksehkIVM5HYobGM+EUqQC8N025xll03LfMXikY5fQagCmP00OzvLi+WWLVtqfThNBd5TBBFUQLK6zo5H2LEzm0yL0ggEA0gjsIsn0KZcD1FtgsUudkZxievieigIQq3ke52dndxbXG8YKgkMzkUMmk+keY0MOK1cRVq+2YTkCesoKlDzcZVjmNeh8Mw95FlTkSSNBhP04EiIv5ffq4rYhgoX4iAuNxLrls9XlDi6NrJVKAhVrD719vaSw+Go9eE0HTIXqrLkux4WqkCJ66EgCNWmXg0kVlNJqBpke3buh8qPQ0hIsKaOBROcMM1Gk3z7YJub2t0a346BuHgMJDEu/KzeUXbJncTR0mjYaHf99dfTGWecQT6fj7+e/vSn009/+tNaH5YgFETke5VF5kJVR8+P3U84SD0yGqZD42G+xHXc3uG1iQufIAjU6gYSq0ml29x2Oq3PzzObYBgBEx4kP1hLf/PYDA3Px9k44vhMfMlg8oyuk9th5YrT7m4vtTmtXM2C1A4/g0tI7OCgigQNl7iO2/H4xSJxtEUSqMHBQbr22mvpvvvuo3vvvZee+9zn0ste9jJ6+OGHa31ogrCC48eP86UkUJWvkBRCKiSbY9GFL5ykP01GyWzOzR3BJa7j9oDLJgYSgiBUjfqeAbW+rG8qnKT7T8zzBtRAm4PO2tpOvT47qVmdjs3FKJbWeB4Ueky7PQ529AOQT6MfFUN47z02x5frSe6KkfhJHC2Nhq3BXXzxxUuuf+xjH+Oq1N1330379u2r2XEJwnJisdii1EASqMogc6EqyxMufHbqXpCgYGeTXfh6PKzPFxc+QRCqRTabpZmZmYaoQBVMovp9lEhnKJ3JshkEpNDoJ1UsJtrR6aZjMzE6PB4m5Co2i5nCKZWS6Qw5FDN1eOykKGZy6BY6MhGhJw21FXyefFe/mWhqXYmfxNEWSaDyyWQy9P3vf59PVCHlK0QqleIvg3A4XMUjFFqZkydPLi7yLpeLGoFGmwGxkeGwQvE84cLnIruy0AOV1cliXnDh08SFTxCE6jE/P0+appGiKBQIBKjRiKtZTqAG23KmRwZYT3v8DoqnNR6mOxZKsgOfyWwit1WhrMNC213WXO+pmqW0pvOsqEIgBmLcxIGRYE5FsI6rnsTR0mjoSHfgwAFOmJLJJHk8Hrr55ptp7969Be97zTXX0FVXXVX1YxSERut/atQZEKUOhxU26MJnMpHLtjR0iDZeEIRqkj//qR4d+Dbab4QqFKo/05Ek/WkqzMkT4q9DUUjLZgnKu3hK43lQGcLPmyi7yrKb1jI0G01Th8dG2zs9i7cXGtxrJEUSR1skgdqzZw898MADFAqF6Ac/+AFdeumldMcddxRMoq688kp63/vet6QCNTQ0VOUjFlqRRup/avQZEKUMhxWKJ18bn79baiDaeEEQqkmjGEhsZE112y1c4ce6aiIzjczDnc9KHR4r7ejykp7VaSKcIKdipqF2FyVUjdpopXMe5k+ZTDr3W5XiqidxtAUSKJvNRrt27eJ/n3XWWXTPPffQZz7zGbrxxhtX3Ndut/OXIFQTVEcnJycbIoFaPgOimN2qRh4OKxSPaOMFQagnGtFAotg1Ff1Kj05Gqc/vooE2JzvzQTaNZGo6kqJ2p40en47RmUMBOnswQCdn4wUld3bFQgG3nS8LsVw5UFi6L7F0NZRmayrM73MShHrof8Ki1NHRQV6vl+oZmQEhrIZo4wVBqCcaYQbURtbUdCbDPUs4b9jT62NTCcVsoWACbnw6zUVTlMlkqdfnYAMfGPdYTCY6PhOjmViKjX3wONjQ6nDb6dGJSFHKgUaV7teShj0LgiTvoosuoi1btlAkEqFvfetbdPvtt9Ott95a60MThIaU78kMCGEtRBsvCEK9OfA1agVqtTVVzWa5YtQfQOUpSWk1y71OZp3IbrXQ9g4PZbI55z7FbKYDoyH+WSRDpBO5YDLR6aG+BdkeqlnrKQcQ0x8eCzesdL9WKI1cvr3kkktofHyc/H4/D9VF8nThhRfW+tAEYYWBxLZt26jekT4XYT1EGy8IQq2Zm5tj92W0cTSiA99aayqSmERa4+RmOpSiXr+Tq1BaRmdnPgzVhfW51WKhx6ejFE9nliQ9+DlYoEMVgMdeVznQ5qITc/GGl+7XgoZNoG666aZaH4IgrAnkpEjwG6UCJX0uQjFIj5kgCPXS/9QoJ/WF+otA/m1IeDAaAnP2MPupy+vgYboem8Kbl26bQsPzMfI6FDIREqrMuknPesoBPJ9I9zeGvBuCUCFGRkZYaoAdMlRJ6x3pcxEEQRDqnUYzkCjUXwQ5nk46S/Tye4463EhkTJwMIQZDgoeYnNV1MptMnDyhtwlVqC5Pce56aykHMABdpPsbQxIoQagQjdT/ZCB9LkKzDVkWBKG5aCQDiUKjQeZiafrDsVn+/pmDAery2hd7jsaDCXLazGSxWCmayvD3kDClMhme/TTgcC7I9UpLelZTDoh0f+NIAiUIFaKR+p/ykT4XYTXEqUkQhFrTKBWoQqNBUHWCosNls5Cum/jf7W7bovzu2EyUkuksbe1wUTChspxP03V21xtsc3ISBktzMlFZkh6R7m8cSaAEoQKoqkqjo6MNV4EykD4XodmGLAuC0PjAPGJ2drYhKlCFRoMg+QnHVR6MC5Ag4TaXLRdvMfR2FrK9lEY7uzz8PQzVRa+S02rh4bgDbQ7SdeL5UJtNekS6v3GkJicIFep/wkKP2U9tbW21PhxBKNtOKuaPQI+Pf+MS1/FvNC3jfoIgCJUCyRN6i+12O/l8Pmq00SDstKdqnKBk9CypepYTJAObxUJtntzwWyRL6HtCcoVLXEdCs7XDQ9s6PfxvJD3JhSQLl7heatJjSPeRvGEtR98VV80CDtkYW4OStpjNZvO6Hwi+r2laKQ8rCE0t35OdG6HRMXZS4Qx1dDq6RFbid1lr7tQksUkQWoNGcuCDhA4qumAiTVazmZJahnucxuYTNGlOkdkEQZ+Jen1OslhyFSYkVgGHlU7p9XIis1Yvcjn7lUW6XzolRbqbb7551e/97ne/o89+9rO8MyAIrY6RQDWifE8QloOAGk6qrMmHPt/nVBZlHtORNIWTkPVZa+bUJLFJEFqDWhpIlGqgg/vl5jLFuQo1FU5xQoWKEuzJ57ERlcnS745O02C7m6v5qDTt7HbzIFx8rfV85U56RLpfGiW9Uy972ctW3HbkyBH64Ac/SD/5yU/o9a9/PX30ox8t8RAEobmAdG94eJj/LQmU0AxAfz8bTfMgx/6Aa/F2yEy6vBYaC8ZJX9Dp1wKJTYLQGtTKQKJUAx3c/+GxMCdEAZdCw3Nx3nAymywUSag0Gkrw/XZ2ezgxCyXSFImrFHDb6KxtbYtJ0HoJjSQ9DdgDNTY2Rm9729vo9NNPZ1nEAw88QF//+tflhFFoeWAegb8Jt9tNnZ2dtT4cQSgTOZ0+gj209tDI43Kx78lUH/1PEpsEoXmpRQXKMNCBYQ76i2Atjktcx+34PsBaGE1pNB9L0eHxMEWTKu3s8tL2Tg/ZzGZyWBXeZJqJp/jn9/f7WNoHN75oXKMtnS7q8dl5NpP0k9Y/JaetoVCIrr76avrc5z5HT3rSk+iXv/wlnX/++ZU5OkFocPme6IeFZgANymhsTodxwhCkLDx0FzCTTj0BJwXc9iXN0NVGYpMgNDfYEKm2A18hK3Jg2I7DtAEGOkNtLjo5F+cKFZKox6ej1OWzk89pIwcq9T4HS/eSqkZpNUMWi5mGFoweUJmKpFTa0uYim2KpaT+pUDwlfTrXXXcdffzjH6fe3l769re/XVA2IQitjvQ/Cc0GtPVWNmHQSTcRmbI6mcxEepZIN+PERufv12rYosQmQWh+ZmZmOKFxOBzk8XhqZkWeD24/MRunyVCKXUlxXbHk1sJwPE2HUiFOpLJZnTebMMApi8ssXPh08tgUwj6rO6uQopgLDsEVmiCBgp7c6XTSrl27WBKBr0L86Ec/KtfxCUJDgUb1kydP8r8lgRKaBZfVTKlMhndWTx8IUEqDbS56o3J9UH+ajFI6m+X71QKJTYLQWvK9aqk7ClmR54NkCVWoTreddnV7+TYkUji6SCpD05E4jQYT/DgH4ypXlSYjKe6fCThtZA6YuLe002tnF76UWvwQXKGBEqhLLrlEJEmCsAbj4+OUTqd5h6ynp6fWhyMIZSGuZllaAu0/hjxiCKRDwU5plq/jduyc4n4ee/UDv8QmQWh+amEggUQGCQ2GhkO2txy4kyZSGeroti/eBilzKJmm8VCSAk4rxdPokTJxb1MirZKZcgkS7M3n4mna3gkHPieZyFTSEFyhgRKor33ta5U7EkFoAqT/qXoWsUL1wGcCHf+eXi9NhBI0E0lROqOTzWJieUqP10kJNffZ1QKJTYLQ/NTCQAJxCG57MIzI74EygLzPZVd4tIMRx47NxCiSyLC0Ge57GPPQ7rbS9i4PjczHeH6ex46ZTzpZFZhLWLiav5EhuELtkA41QSgj0v9UHYtYoboYu7CqluUThEhKo0Q6Q06bhTqyNm6CFtmJIAiVxKhAVTOBQiKDOBRJapzgoMfJmIGHapHXaeUB40iGsPzNRNN0ZCJCZjNRf8BJ09EkzcU0iqezvPk0EHByBf/UXi9vGIYTGm9IQcI32Obc0BBcoQESKJn2Lghr9z9JArVxi1i4HCE4QWsOuQR2/BC0MG1dAkptwS6szWqmXx6apOlIkk8GdILO30QnZ2PU5XXQ8/f11Ex2IrFJEJobVVVpfn6+JjOgEH8Qh5Zv8kFqB+e8E3Nxjle9fgeNBuOUUDUaDLh4zYkmNery2chrt/DgXMj4VA1znzTa2eXhXin0RJ0x4OeESypPTZpAybR3QVh7dyyZTJLdbqe+vr5aH05DUKxF7P5+vwSWGoPE6chkhDIZom6fjT8jzIGaCkPHr9KZQ/6aHZvEJkFoDQc+l8vFMxarDZKo0wf8BWXmW00m3uw7PhOjYCzNduVxNcMbgRacZetESVWndpedUppGitnMg3Mfn4lxRQp9Un6XTWJcMydQMu1dEFbHqD4NDQ3xjrhQHotYmYlReyJJlQ6MhMjnUCjgsrF8L6llyGwy0Y5uF83H0nRgNEwX7OnmuSfVRmKTILSOgUStEg08b34cMgbn4hJGEKTr9NhUhCwm4koTkqOEaqawVSXdZGJ1RTCZpSGnQv1+F83GUvSnqQg9bUe7mEY0IMpmpr3/8z//M9vFvvCFL+Rp7/v37y/v0QlCA3H8+HG+FPle+SxiS5mJUYwJhRhVbIyJcIqmIykeFomGaej/MzrxiQI+I7dNoclwku9XiwQqH4lNgtB81MJAotS+XYfNwv1SdsVME+EkG+sk0xmWOM9G0zQWTLB7aYfbRulMlitUkEF3ehwSh1ohgZJp74KwihRtoQK1bdu2Wh9Ow7CeRWyx5gTFmFCIUcXGyWDoI+Y+WRDuTWSzLP2sLGYTfx/3qxUSmwSheamFgUSpfbtzsRTF0xleD/f1B+joVIRG5xPktCkcY2Bv3ua28jhdJFa9fidZLSZySfWpLFR7g7SkBEqmvQvC6vrseDxOVquV+vv7a304DcN6FrHFzMQoxoQCiFHFxsF75nNaaD6mUq/fsqICFYyr5HdaVpViVhqJTYLQ3NRiBlSpfbv9ARcl1CxFUyo5E2kabHey/Bkn8XDp29nlpsF2NzmsZk6ycGqPhEvcSzdPLTZIS0qgZNq7IBTGqD4NDg6SZdnuvLBxi9j1ZmIUY0JxYjYKaboYVWyCbq+d9vX76c4/zfDJAbZQTWYiHQUnEyqFOj3rlC6+Xy2ol9h0zTXX8HMcPnyYj+cZz3gGJ3Z79uyp6PMKQjOD4fTBYLAuKlCF+nbhSAq5XiaTqzBBke53WblXVFHMbFW+A8Ny/c4lPVSIPTI0t3GdfEtKoGTauyAURvqfKmQRu85MjGJMKEaDST7h7/QUPrkXo4r1gSnKk7e20X0ngjQ+nyCvU+EBkJgLFUlm+LN60pZAzcxT6iU23XHHHfTud7+bnvrUp7Jl+oc+9CF6wQteQIcOHaqJc5ggNFP/E/6G4MJXT327MJFAIhSOq6TpOuHWDOl0xmCA2j122tHlYQOetJbh9VJTcj9fzAahUN9OviWdLci0d0FYifQ/VdYidrMmFCk115dTDqOKVv4d1zI6nb2tjabbnazrT2V1clsttL/fR50+B+v7cb9anAzUS2z62c9+tuK4sGN+33330bOe9ayaHZcgNDL1ZCCR37eLuHF0OkqJtMbDcRFLcCI/H03Ro5NR2mM2cXUEVfrZeJpG5hNscd7nd9CWTpcMzW1wJ99NP9pdd91FZ599Ns++EYRWBMP9IpEIS/cGBgZqfTgNy3KL2HKZUNit0JrRpo0qWhkjSO3u9tK+Ph8PhMT7iaS0zWWldEavuypePcQmGFuA9vb2Ve+TSqX4yyAcDlfl2AShUagnAwmjb3c8mOD1DskTXPQMkmqW5XrofbrjyBR1eezU43XQYJuTkymso3abhQfwSvJUX06+pbLpM4aLLrqIRkdHy3M0gtDA8j0kTzCREKofzCCHKARuHwg4qD/gWPM+HV6b6NCLDFKQ6XV47NQXcPIlrtdjFa/WsQmDey+//HI677zz1rRRR9+U3+9f/MIcOUEQ6s9AIr9v12Ix07GZGNkVC2WzOqW0DI96gKNej9/Bc/Imwymem4eNO4vJzIN0d3V7+f4n5+NcsRc2R/4maiEquUG66UeUXwCh1RH5Xu2DGbTk0Don0cib1fkS13H71g4Pbev0rHkf0aEXH6Sw5sfTGu+w4hLX67GKV+vYhF6ogwcP0ne+850173fllVdypcr4Gh4ertoxCkIjUE8SPoDK0Sk9HvI7rKRlszSfSC/Me7LRzm4PO+wlUhlyWi0ca9aSlQmV30St1AZpfWgtBKEJEigxkKjNfIZiTSg2alRR6eNvpCD1+HTO0TC00DCtmEzsNoW3AicOUsXL8Td/8zf0P//zP/TrX/+anTnXAhJDkcALQmEgbzWksPVQgTJod9vZltxiNpNiMXHShIQJcQGbS0mWjOfsypdTjxX7VnXyrWkCdeONN1JPT89mH0YQGhJYq+ILMiaR3tRuPkMxJhQbNaqQAby5INXmttHk0RQFY2k+ebAqJlI1nR6diFDAbaOztrXXVVJZi9iERPuyyy6jm2++mW6//Xbavn17VZ9fEJq1+uT1enk0QL2A2NHhtedmGLqXHhcGjsPWvN1l5TUBCVV+glWPFftWdfKtaQL1ute9brMPIQgNX33q6+sjm602Q0TrmWrOZyjGhKJUo4pazZeoN3ASMBdN8evXTTr9aSrClSibYqIev508DoWC8TQNBpx1k0TVIjZBtvetb32LbrnlFj7hm5iY4NvR21RPJ3+C0CjUk4HEWpWPgNPKcj0kTkiYPHYLTUVTbCqRX63HLCh8X+Y/lZeNbpBuhpLS3xe96EWLpVRw7bXXLg43A7Ozs7R3797yHqEg1DHS/1T8fAY00ppNpsX5DLgd8xlq3avSrMdfTsZDSfrt0Tk6MhGhmUiKbXndDgt1++xkt1jYKv7EbLxmmv56iU3XX389H8cFF1zAmyrG13e/+92KP7cgNCP1ZCCxWuUDG0gPj4Xp7mOz9MBwkM0lwgmVvzAnCsYSmJs3FkzQH47N8s9K3235MTZIYdyBy0q/vyUlULfeeusSu9Wrr76a5ubmFq9jcOCRI0fKe4SCUMdI/1N55jPUI41+/OUCVbiHRoJ0dCrCznJWi4Xi6QwNzyXo0YkohZIwlEjTRChBqlab96JeYhOS6UJfb3zjGyv+3ILQjNSbgUQh4KrX4bHxmIcur517bx6fjlM0qVEsrVIwoXJlym1TyGmz8Mwon0MsCBqdkj7B5TutrbDzKgirgdlP2NnGLseWLVtqfTh1Ry3nM5SDRj/+clbhsJMK4LpnMuekET67QvMJlYbnY9TusnEVCvOganWca10XBKExqecKlLE+YkMJ854enghTcKEHZ3uXi2Zjad6A8jistLXdRT4Y7mAdTWXqamaesDHk0xOETVafent7yeF4YpCeUPyQ22IbaWvhglfO429UjCocmqHxPuBEoc//hGOc16GQqmXZWELBPKjmfSsEQajy+pxIJHijsl4rUMb6iDjwh+OzNBZM8sbaaDBBM5EkmchE2F5DH1Q8pdGZQ225NRObc0288dYqlJRA4Q9i+R+FaDiFVkXke8VZX7NLkX9lAz1kDsU00tbKBa9cx9/IGFU4s8VMdouZsjaFG6DhJmU2m0jP6hROqdTltpNdMZNao3MCiU2CUBsquT4b8j2YsNSj1T/Wx2BSpelwkpMnyLoxFyqZzlIkk2UjCSRUaU2nh0bDNB1NU3/ASX6HQvsG/BRw1foVCFWV8EHLbfwiJ5NJesc73kFut5uv52vQBaHZkQSq8vMZaumCV8v5EvWCUYXL6jp5XVayqmbSCba8GmHwu4l08tkUPmFqd9vIZqnNeyGxSRCqT6XX53qW7wFYk89HUyxxhpGEw2amyVCabBYzf2EWVDCeol6fiSXPioloNpoil9XMM/UQQ1rBxbVZKSmBuuSSS5acLPzVX/1VwfsIQrMTj8cXF3dJoDY3n2E1+cdyFzwDwwUPSQ1c8Pb3+0tKYkqRm9RqvkS9YFThjs/EqMvroLFgnN+HNKx5iSitZsjsVMhlVdie16rUphonsUkQqkul1udGM5DANhLcWc0LCWU4obFBRCytUSiaJpNOXLGHlXlWz5107+rxshx6s++P0EAJ1Ne+9rXKHYkgNGD1CQu7yyV1+I3OZ1hL/oHdvUIueKiAwNEI9x2ZT9C2Dje7GlVKblKL+RL1glGFCy+8b9g9DSfhKJXl3ieL2Uw+p4nm4mk6y91eMzmjxCZBqF+X0mLNEpZvbk1OTtZVBWr58eES7nspLUPHZqI0H1cpqWrksCqUSmcJq6HNZmazHVToe3wOtjN3KBay2s0lvz9CfVHSp3bw4EHav39/5Y5GEBoEke8VF2wwA8NwcPM5rZyMGInHevKPoXbXChc8PB52NsNxldLZLMWSud2+/QOBdatBm5GblDqAt5kwEsjD42EKJTTKZnRyWy3kdFrJ5VTIrBOF4irb9dYKiU2C0NgupYU2tw48NkxWPVMXFahCxwdL8pSayUmcnVauOoUTOplNWTJbTKQoZnLZFBpqc9LOLg85+P5ZslhMVXVxLdXkoxamTY1ISWcEZ5xxBj31qU+lt771rfSXf/mXPGldEFqR48eP86UkUKsHm4fHQnRkPELBRBplIwq4rHRqn5/29vs46VlP/jEeihMM7gwXPCRPR6ejlEhrXHGy6WaCW/VsNM2J0f5+H1kWdgWXL/rVkJs0MzCMgExlW7uLJiJJfs+DpJM1plKXz0Y9XiuNzCb4Myq2GlhOJDYJQnUpp0tpoc2tcCRKU3MhrtjYPAGqJattvs1GkxyT0pksnbWlnebjKXpoJESzsRQ5FQuFEmlyeRU6tddHboeVZqJJ6vTaWdKHRKoaLq6lqi5qZdrUiJT0yd1xxx20b98+ev/738/T1S+99FK68847K3d0glCHoEHdkBZIAkUFF+DfPz5L9xyb47lBkC30+B2s+cYUdnxvPJRcV/4RT2Z49w6GDZDtIclB8tTpcZBdsVA0maFur50lfNORFP3q8BTd8/gs3Xt8nu49NkcHRkN8LECG4m4OVBFPzsdpNpFi5z1UB3d1eai/zcn9UJORJB2fe2JeVLWR2CQIaysBgvE0X5ZrRprRH4n1uRC4vcNrW1fWu3xzC8kYNmtioTk2ZrC5PDQRVWs22w3Dw1F9nwonye+ykt1q5uPDpcOmcFxDooF5ePPx3AYSqksYMI6EQ7GYKKPrnDw5bQr1+pxsb17s+1OOxA8qCxhWYMgvLnH9YF583Oj9W52SEqjzzz+fvvKVr9D4+Dh97nOf4134Zz/72XTKKafQxz/+cZqYmKjckQpCnXDy5ElezDs6OmSnexl4X47PROn4bIycVoUDIs/CyOaSFLOJ6JHxMD0yFqK0lllT/oGZrGwTblfYxGAmnOJ/Q2+OhMlls7BxASdHsTQ9PhPjnpxCi74Mxd0ckKiMzscpkcpQX8BFPoeVP19c4noinaGx+QTfrxZIbBKElWDtw0YSNpQKbSyVoz8Say02t5JqhjJZnS9xvViX0tU2t+ZnZ/lyoLe3ZptbeJ/+cHyO7n58hmPafcfn6GEkGOEEPTYVpUOjYZZ/Yw4eKlFYI5FcDba5aHunmzpcNgrFcsoJr1Oh7R1uruiU8v5slNUSU0N1gduhujAS01LvL5SYQBnAGvZNb3oT7/o9+uij9Bd/8Rf0hS98gbZs2UIvfelLy3+UglBHSP/T6iDIYR4G1lirBSYPcbZrPTwRoj8cm6MjkxF6fCpKdx+b44RnPlZ499KQf7S77dyb1OmxU0zVeBFPYuq710Y7uz3kspm5eTecSJNDMbPkr9CiD0MKQ26y1vM181DczYD3TdV0lkgWArdDxrLa+1stJDYJQvWqCYZLaa/fwWvtTDSVOwEPOIq2MF9tc2tudnrRQKIWm1vG+3d0KkYz0TRFkypNhFIcx255YJSOTsGG3EJtbphIZEnPElfktnS4WKZ+zvZ2OmdnB+3qcdOOTjd1e+xsflTq+7NRSlVdiEqjdDbdFb1r1y760Ic+xCeTV155Jf3v//7vZh9SEOoa6X9aHQQ5BBNUl5AcpTJZsppMlEhn+QQ7q2cprcP4lbiS9OBIkM7Z3rHCoCF/SC126E4f9HNAw7BWnARAQ46F/NBYmHcEYQ+L8Auno22d5sXHMxZ9yPxafSjuZkACCvkKTgAiKZUTVIspJ03BjjOST5dd4fvVCxKbhFalmj2fm3UpXa2Xan52hi+9bR1V39wy3j8oHbC+4dhcNht5nZjtlKGJ2RQ5LElOHDHbCRX4bX1uUrM6y9YRh6C8SKk67ev384bfvoEAx69qmTKUqroQlUbpbOo38te//jUPL+zt7aUrrriCXvnKV9Jdd921mYcUhLoGAzkhEwLbtm2r9eHUHQgOGKYKkwEE74DDStG0xhUeJDM+p40yms7JFJzzwMHRIPc2rSX/QEI00ObkBRx9UQjWkEUgwEG2Z1Nyja6YwYGdQWj98xd9PHY55CatCrT7AwEntbvsfHKRSGnsuodLOITg9v6Ak+9XD0hsElqZalcTDJfSgMvGl6Wso4V6qbDGzC4kUGaXv+K9QsvB+4KRDQkVcSnLax9ilpbReXwDNttCSZUmQ0neNMLmETYEEW/gEBtJqosy84E2F2V1EydPG3l/Nkp+YlqM6qLU+wsbqECNjY3xzA18PfbYY/SMZzyDPvvZz9KrX/3qxanvgtCsjIyMcFNpIBAgv99f68OpOxDkIGlApQLBRM1gRy7DFSOAhMVms5DVbOKk5YzBAPdMzcbSfP/VhtQaenvozXmYaxwJmspVkdFggryOXL8VTuARuCZCCbaNzV/0EbhaeSjuZujy2GhXj4cOjoap12+n6UiSUhmd7BYTdXtxMqHR7l4v369WSGwSBGq4akL+2o7NLCR3ajJO0WiM1Qz9Pd1V39zC+4JNOPR8YtPPY8fswSyrKlBhgn05NuCOzcRosM1JfYuVKI3CSY3NL/Ca0KOLGGNU5qqJkZgWq7oo9f5CiQnURRddRL/4xS+os7OTp7q/+c1vpj179lTu6AShzhD53vrzIrDjhp6luViKpqIJDoIIIpF4mk0GIHvwuWyUzeocLLW2nGYcCdVa8gZDbw9HpCMTEb4vHgO7g7i7Uf3wORWeS4QkDrK//EW/lYfibgaz2UxP3d5BJ2fj9PhUjMwWYgkf6k8n5xKs+z97WzvfrxZIbBKEyliMVwNjbTc2t4aHx/gY+3s66UnbOqu+uYX3BREhqWXJ7zKTWTFRh9vGVakZyPq0LFfgzbqZrcshIde0DAVcdn6/TWbTotlCpRKP9WY1FUpMc5uaWT6m5aqLUu8vlJhAWa1W+sEPfkAveclLyGIp/MsgAw2FVjCQEPne6vMikDyd1u+jqXCKTszEaCKV4mGDfqdCfQE3dXnsHJwwTBCLMxZp/4K0YT0QSE/p8XCVCXOl2K0vq7MhBWxiYSELE4m4CjOLBHX7ctWl5YGlVYfibhZ+bzWNYlEMj0RfgJX6Aw7a2ulmR75aIbFJEJ6gEasJSza3Jh9lSfD+XUM1UQbgfenyOujIZJRjFGLMbDxNVjOR025hFQSG5iJxQiJlRZLK99Ho1D4Pea2QiidpeD5Bp/X5yp54FDuraXliup7qotT7tzolnUX893//d8HbI5EIffvb36b/+I//oPvuu48yGXHpEJoPVVVpdHSU/93qFajVBgsiYGMWUIfbzjK90/q8bPSAgI2AiN057OIZwwQ5wBcRyPN329IZne+PWVDG7irketg1g/4cyRPu19/moFN7K+t01Cpghszth6comFBpd7eHZhb6JzCfC05UhtthrQYRS2wShCdo1GqCsbmVjAQ5pvT09NTsOE7t9dKjkxHeBMRmXwiy8YXeqEg610OLYbnok4JZkkOxEOH9jao0EorTUJuLTSWwqYfB8dWIvfi8l7v7laq6EJVG8SibbdS96aab6Ic//CH19/dzoy4sYwWhGUHyhBMwzH5qa2ujVqCQTACs5/DkdeZ6nLCgI7k5MRdftCyHPhyW4zB78DqttKXNtebivHy3DaqT+USam3h3duXmcCHo7ur2sGwP84ggIzx7a6BmkrJm+x04PBGm4bk4n4AhecqSiU8qdN1ER6fj3B/gdyi0vdNTF9U9iU1Cq1OLasJ6srJimZqa4svu7m6qFVBFXHBqN916cIIeHJnngeEwhwjGVZaOK1zpNpHJZIaPDieo+IJM3WNTaHsXxmxYKJ7K8HtSjnVxo+6KpaouRKVRHCW/QxhIiCZdBKdwOMwNunAm+/GPf0x79+4t9eEEoSH7n1phN2Ytid56Dk9Y4E/p9fJckNx9rRx0oB1HhQo9SnAuslnMnFxtNZkKBvTVdttCCY0mw0m+z0DAtbi7iseFbG9Pr1eSpzKB4A/JJD4LVKJsVgu582zM8bmenI2xpPK8XZ1ENQq8EpsEoXbVhGJlZcUkCUYChRlQtQRVpAv3dvOcQcyDwkYR5kHBm8OoKsVTGr+fiE12xcSxKalmObbZLBYKZ7WymXWU4q4oCVDlKekM4+KLL+bG3Iceeoj+/d//nV2PMPW9FlxzzTX01Kc+lasB2KV4+ctfTkeOHKnJsQitQSv1P601hPHASIiCSXVdhyen1czT2Hf3eOisrW30gr3dtKvLzaYPp/R5aU+PhzxOhcaDiYKDHdeajI6qVo/PwQN7EdCMAY5wiMNz4mfhoiRT0zcPgj/cpYKxNDZayWe3kmI280kDLnFyhF4AfI4wDKkF9RSbBKGe2IzFeC2G9kajUUomk3ycMIWpNR0eB/X5bBRXc0PcsdZh0whJSlrDimhiKTNszmFpDjmfms0u9viW06yjkdwVW4GSUtSf/vSn9J73vIfe+c530u7du6mWYNL8u9/9bk6iNE3jgYkveMEL6NChQ2JZK5QdSPeGh4dbov9pPZnAsZkoBWMpSvkd5LSuXEIQNDBs8MhkhJLp3IJvMeVkd9jB496n+SRpuk6KyUQ+HtCaXSE9WG+3DYlYNKXS3n4/z9iAXTrstR+diGxqB1Qo7EgFPb+9gKMXqlB4r3EiUavAXU+xSRBaiXIP7TWqT+3t7aQota+izMdSdGg8Ssdn4ry+YYUzseueTmYlF9+wQGYyOidUeImdXltJPb7N6q7Y7JT0Lv/mN7/hptyzzjqLzj33XPr85z9PMzO5YWfV5mc/+xkPSty3bx+deeaZLN04efIkNwoLQiX6n5CoIzmvh12xSrJe4tLLlR8TB4dCYC4TpF6Q0xm7kRh2e3g8woYSo/MJcmBelMvGl2jKnYul6cQsnI0yi9UjbtZNqWTFgI0C5Bz4oBjLVUMwk2MynNr0DmizYryv+GxKqc6xo5fbQYrFxEOSw8k0V6SQJOMStr4+p5U6XLaaSVvrKTYJQitR7qG909PTNe9/MoBxxO1Hpnn2E7KmpKrl5jrxhlKWN/5QdUJChf5b9Eh1uW20rd29WI0rp1lHoaHD+eD2ag8dbmVKSqCe9rSn0Ze//GUaHx+nt7/97fSd73yHG3QxWPT//u//OIDVilAotLhrUQho4aGLz/8ShFLle63Q/7SeTMCmWKjDY+PEBbuLGI4LRyJcwt4VQQRSkf6Aa1F2hw0xvs+CcxseG7fDSa/T4yA1k+Hht0iaDoyG6N5jcywVPDYdo0fGw3zCv9puGwLYalI/XDcc4lpZzocE0nhf7z0+n3t/i0ws8fsON0VIJuNplfX9Y6EEv+ewj8dfA/qf+tocnEjVgnqOTYLQzJRbVlYPBhJPmOdE2DzHpiistvA4rGSFfBmvW9PZWAKbSHCRQHhxO6x05lAb9/ei8rTcEa9c7opIzJbHXlyvV3fFZmVDdT7swmNQIXb9Dhw4QO9///vp2muv5V/4l770pVRtECQvv/xyOu+881ad84GeKb/fv/g1NDRU9eMUmiOBanbyZQKFQOLitSu0o8vDFtboP4J0jo0e3HZqd9nY2GHpz+SSJ5xoRxMapbSlu5EITrOxNCdNxs4dJrzDEOLkbIKOTkdXJFHGbhso5w5os1GO/oS+gJPO3tZGcAHH5wyXKZiJbGl3kstuoWgyQ4Pt7po3LtdbbBKEZqeYeFGKrKxeDCTYPCecpARilZ7lHjJsGgbcVvLareyVAwO+HBi0a6WXndFHb3jGNh46DsliJaTjhrsiBtJjLTb6fyuRsAlrs2mhJBp3r7vuOhoZGeF5G7UAvVAYkohdx9W48soruUplfBn9LIJQTIIOeWirJFDryQRGg3EKJtM0Mh9ni1Zsx8GudbDdSd1eGxsNWNH0lAeu222W3FBC0ll6lw8adDFsN61lODBkSeeepm6fnQe1QvZ3Yi5KWja7YrcNO3DSWFuYtYw4Sq3OYbDknj4f2/N2+RxchWx323imV4/fwcl0PVEPsUkQmp1yysqwDtWLhA/xAq6xGQ19uwqfLJtNZo51GMXhdihktyIxNJHTZuEBu2iAQvGnUmYdy90Vz97ezhtbuKxUwiasTtm2CzH9HU54+Komf/M3f0P/8z//w3M/BgcHV72f3W7nL0EoFciC0uk0ORyOmi/qtR7CiOQJfUaQc3nsVk5a0L/08FiYHhwOUYfXSpOhFFeL8BhGRQK7j10eO1uPR5MaZbJZdjKCjjycQD8O8SBCh02hx6aiPBDXMJmwKmaumkyFUuS2xXn3L3+WCZ5LGmsra3vLjlNqls7d3kFz8RRNRdKkahmyKhbq8dr5cVLpbF3a59YqNglCK1DOob1orUC7BUZQdHR0UC1BvMC8QlymMhmOIXarmedAxZIaqbwfZyavA6/PxTEKr/eOI1P0kjP6uWJVSWRWU+0p6d2HNKKYDxVzOCoNdiouu+wyuvnmm+n222+n7du3V/w5hdYkX77XKrOFCg1hRFEJ/UtInmAjDpC8wDTCtPA9BBs4EMEQQsvotLM7N1gVjkSoLE1HUzTQ5uTkCa58SJC6vDZKYE5JVmcpIBIhTG83gjB6qpCodfsddMZggDo89iWzTIwdUHY8ynOBMkBQK6cTUiv2JxiPg5MEVJ0GAjntPfrP8NnCiApSklpV+eopNglCq1Guob1G9QnJEzY+agniBSrt2NiLq1BJZHLmSAk158KXyTnKQl1hMpu472mgzc0bjEcmw3TOtg7pRWpySkqg4HSHk8gnP/nJNW/IhmzvW9/6Ft1yyy08CwpDFAH6m5zOlSdRgrBRWqn/aa0hjJjxc2gsxJUngIQJO45oooURBPqaInGNtnS4KaubWHaH4HJKj5cDKmIJkq9ur5063PZc0sXuRRrv4oUSaa5OwXzCACYTdo+FzSmw5uDkffmuWzl3QJuNctneLn8cl23pZ4BqVC2rfPUUmwShFSnH0N56MZAAOO5Te7306GSEDowEWe4M44jFdXChOgU5H/6NNdCm5DaUpsP1NcwWa2I1him3GiV9upixAS35sWPH6E1vehP91V/91aqud5Xm+uuv58sLLrhgye1f/epX2d5cEMrV/9SqCVS+TAAL8FgwwVPWYT2uk5ltWyG1Q7UIwJ0oqmvksJq5QoVzaUj2kMDgMVCNOmtbO83H0rldykwuGPW3Odl4YngukbOLXQ3dVPEd0EamUJAsV3Wu3qt89RSbBKFV2aysrF4MJAz8LhtdsKeLHp+KkKZl2TDHljGTZstVn1xsJoGBudhORFVKZ6MJUC89t6iYLY+LMh+xPJT0m/6FL3yBPv3pT9OPfvQj+spXvsLGDC9+8YvpLW95Cw+xrWZGK7uMQjXAgo6p6Dabjfr6+qgVMRZgVJQwRHcqlKROn50TJ/QpodoD0M8ESR5kXahQnNrrI489TqcP+pfI7gYDzhUn+ngOmBJYEiaa5rlCCidkRo8U7GPbXFaWjVVyB7RRWStIlqM6V+9VvnqKTYIgbIx6MZAwZuZhluHJ2TipKjYOzay2gBID6ZLLbSefQ1lInpA4WSicUFllgbhTDz23hgMrO+S6bCzlRvUMG2FYy8W1b3OUvFUAI4bXvva1/IWdeUgn3vWud/GQ0Ycffpg8nlxvhCA0A0b1acuWLS3T/7TaAtzhtnGzLBZfHn4bTVE0rZHZBBtyCy/I6JFBBQquemi0RRBZLrsrtEuJ+/kcVv7CCTkCF6pZRo+UYYKwXlBqxcbaYoJkOapz9V7lk9gkCI1LvgNfLStQ6HP644kg/fHkHD02FeFNQ/Tmwm7WaUNvLhxiiaYiKU6aID/HWggJu8thYaMJbDDWuud2uQOrgeHAio0wOLDCvU82mDbGps40cEKJNx4fVAYDQgShyWhl+V6hBRj9SYl0ruowEU5QNKnyGoBAgkQJRhFHp2Ms7YNhBJz3Hp+O0rZOz5on2Ag2bW4rm0+gR6rNjQqHiRSzmZOziXCy5kYQ9agjLyVIlqM61yhVPolNgtBYYLwM3G5hHlEr+e3wfJx+emCc7jk2SxORFM2Gk5xQYcQVljiM2vA7bTyyAT1PkVSafE4LpTNZ6sVoB5eNxz3UQ89tuRxYhdUpeUsdFpPQml944YV0yimn8LDCz3/+8zwnR3b4hGaCT05bOIEqtABjoUWSFE9pPBhX12HtauHmWcjr/nhyno5NRymW1ng20LbOnCvRegNbw0mNn29kLkF3PTZLDw2HeHjuXCxVFxPWcewHRkN077E5uvf4PF8eKHIIbb0ESaM6B3vdzcwpKdfjlBuJTYLQuBj9T52dnTVx4AvF03Tb4Uk2jAgmNMpoGYqmM5SlnH15zoXWxLEKsj3I1E1k4qQKswr39ftoV4+3bmRx5XJgFVanpLQTcggMqx0aGmLbWAQr/LILQjMyMzNDsViMrFYrDQwMUKtRaAFGUglbcZw8w44cydFAm4ObZ4/PxmgylCR9wWkPxhCoIkH2gF281eQC+RK0rR0u+tNUhEaCcTo8ofGAwrO2ttHeGgaletaRS5DMIbFJEBqbWhpIIK4dnohwny+SI5hHJRfWVrjsZTI6l6AwVNdsMVEspZLFlOvJfcbOTnrpkwe4R9SoxteDWqFcDqxCmRKoG264gXtBduzYQXfccQd/FQKNvILQ6BjVJwxorvVMilpQaAGG8x76k3DCPhFO0Xwsxc21FpOJe54CLit//8hkhPRshB37Or0ONoBAkrW9MzcXqpAEDaYUR6eiPPV9X5+PzGYTzURSnLCdmIlxf1S1E5V615FLkMwhsUkQGptaGkgg2cn1ORErK9DXm1bhNQsnXp3HbegLMj4kUYo157wXcNvouad20b5+f9253tW7c2rLJVCXXHJJ3cg1BKHSHD9+fNPyvXrYidroceNLsRA30Q4EnHz8eB1wJ8LXTDRNvQE7uw5NhZM0FkwSfDbgk+eyOcjrtLG8AYYTuJw2mej0odSSBMqQoAWcVh7IG09nqNvnWFJBQUCbi61ewWplHbkEyRwSmwShsallBQpxDXEL85xwqS+4vWJJQc9vbv8JDrOIjRDumSmB2Xdkoria5aQJyVE9qRXq3Tm1JQfpCkKr9T9t27ZtQ49RLztRpb7u8VCSjs/E+BIDbI/NxHgXDr1PXR4bjQbjHFT62pzU53OS2WSieCpDVquZF2tYura57Nwb5bYpvFhD6gA1+UQoRUNtrsVF25CgZXSdK1ewL88HJhKarnFyUotEpd4lchIkc0hsEoTGBXEHkvlaVaCMzU2nTSE1C3OIDMUSKic/aoZyidPCCbOimMiKCpSqs9teStU4adrf76MTc/G6UivUu3NqoyPWG4JQgPn5eYpEIizd20j/Uz3tRJVyzA+PheiBE0Gai6colspJGXDs6G3CUFyr2UQxNUND7W4a8Ds4eZqP52R2Hhvul+uPygcn8VORJO3t97F2PD8JMiRoCVTp8mZKGWgLs6XQC4XjqXai0ggSOQmSgiA0erxVVZUURaG2traqP38mk6XxUIoOjoRoMpSi8WCCklpuOC5WdnUh7GDMuzOrk6rp1NvmpD29XmrzOBZk61GKJdW6Uys0inNqIyIJlCCsId9D8gQTiWbqm1nVZW4kSIfGwwQxAxpnkehNRdIUTanktSlQMJAODXgGfVApOjQeIpuiUFrL0GQ4QXrWRBaLiUwmnVKZLFmVXHUGP69YTNTrcxLyn/wkyJCgoeKFRAkJCSzRDZCYdXrtPJy3FolKo0jkJEgKgtAMDnzVnreI2Pf7Y3N0dDpCU9EkzzBkCTtiOZKrhfthJbUs3IZK1dN2dJDPaWODCSRHiIG4V7vHXrJaodJS/1acj1gN5B0VhAJsRr6H/iC4+dgVM8XTGs8xyl8Mq70Ttd7ibCR86DOymc1kt5tpZD7OE9fDiTQngik1S24bXk+WNN1EY/MJsljMNBgwc5UKmnCLQuS128hpM5OmZSlCKlnIxMkYLF9hNoFG3PwkyJCgYYI7Zj3Fohr1+JxceULyhECFxCsYV2uSqDSSRE6CpCAIjUitDCQQ+47PRLnPF/bkiHNYR10OhSxqluOdke4g8tgtRE67hTo9Nt7Qg7U5Ng0RE5BYIQqUqlZoRKm/kEOirSAUYKPzn1gGNxqiwxNhPpm1ms3kd1mp1+9cPLmtZt+MsTjPRlKcRIFOr41O7fUtSu0MowQcH6ar2yxokM3SdDjJpg6GrA49TbqepSQGCCIh03S2K0enrUOxUFLVaCyc5CRsd6+b4GGEH40kNOry2dkMor/NuSIJ4urJYIBd9yAfRDDzO6zU4bVRu9vOiVQtExWRyAmCIDSfgQRi31goSUkV8voE9/ai3xcOe6qWM5YAiFiKQuRx2ljSh59DbzBcZbFBisQL8RNSc2ysoV8YjrWoTiHBwn0KqRU2KvVvVHOqZkMSKEFYRjAY5C9ICTBXpliMxRCuc26rwif96BGaRrUplaGd3TkL72r1zRjHA3tWBAhUw3AJi/E/TUbpglO72dDBMErAdHXI6OBApMI1L5YixWQmmxUVJczGIDJbiCtrOHJIHrBmY9GH4CGazpKNbzDRbEylgNPGgcFqQR0KlSjrqkkQgsTTd3TQtg43y/lCSZWPBfesh0RFJHKCIAjNVYHCWo7kZy6aopH5BG/WYaMP8TCdzcn1sMJj69GsEaVZYm6meErl2YbtrtwwXSM5Qjz9w7E5uvvobO6H2Qc99yAYKp8f/zYq9ZeKVf0gCZQgrFJ96uvrI5utcEPocvIXQyyUWNiQSHV6HNTltdB0JMU7XDu7PFXpmzGOB8lTNJnhShIc7vzOnPzsxGyc7jgyRRef0b9olIBZTqiWDc/FKZLSKBRTyeO0khbXF80ksLhHE2muRsHGFV/oWcrqOrU5reS0mimh5qpUCDAuu4W6fXYekLteEoQg0R9wUp/fUZeJikjkBEEQyguG1tbKgQ/xBQ6xkI8HYyppmZxKAxdG9clAJaJUOkOqluE4hhgLpQYSHUMhsYgpL38yEcfPcozIaERzqmam7GcD2LW/4IIL6BOf+ASdddZZ5X54QajL/qf8xRA7UthBQtIyE03ygFhUdyCPgxlCh8decTkajgeyPbjbzSdyx4UFH8+IhAcJDeYuwTno7K0B3sGC8xDkerAvh/zAqpgorWqLlbKEauLeJAQDJFsmq4VO6faS227NDdJNQ2pnYYeipwwFaP9AgHfrrIqlpCRIEhWhEkhsEoT6Y25ujjRNY7OmQCBQVZmay4rYhufR2AwJkgq7YqKU9kQGlZ9IQWnhsOWGwgcTGs1H07Rju4fjuc+h0IHREN/vads7chK+rM4xHxI+JGn5FaVSR2Q0ojlVs1P2s5SvfOUr7GD27ne/m+6+++5yP7wg1GX/0/LFEAkAqk1Y1MJxldLZLMVTGvcfYWp5pXeJcDzT0RQdnY6yDhvVIMPQAQkckigs6lPhBMVVH7W5bfTA8Dw9PBrmnSzYlaMqhXkYtqyJAk4La8NT2ZyZxGwci7iDk8NF1zyTlStesCu3mMws2ZNESKgXJDYJQv3K99D/ZJz4V0umhiG4GJ6LnlvsDEK+ntb0leWnBSkfKk0eu4VMupnsFhPZFAuP80CSBPOoxU1UGFHAuXaNilKpIzLqfah7K1L2d/mNb3wjX37kIx8p90MLQsXB7KfZ2VleALds2VL0zxVaDLGI7er28E5UDA4/mSydPhDgpKPSoPo1PJegmWiaBgLOnKV4Rqf5uMoSux6vfXHq+lwsxfe1WSxkweDaTK56pWHjKzeWnVJaLqFCD1W7x8q25HDb40XeYuL+qGhywa7c66CMvtSuXBBqjcQmQah/A4lqytQQo6DLgBlSwGHh506ouWQpH1zH3ihcYW2wm0Uy5bDSgdEgeR0Kx3QcZxhzoNy2oipKpY7IqPeh7q3IhrvYMfRseHiYjhw5wiVYQWim6lNvby85HI6if85YDLHo5QM5n8uq8MI22PaEE18lQakflSCbAjkCbMZhMm5idz0EpKSaoZPzcbZjxXGPBZPcr4XED82xkB20ee1cSfI6FUpldW6uRVKW1mEvnmH7Vsx9OjkbZ9MH2JAjkAwGXOSAGUWNh8sKrUsrxyb87WMnHBVnXOK6IDSKgcRymRpiEuKXIVPD7ZCplev3GjFqNpaikWA8J0uHPN2c61nKj174N/IWxL14WiWMqurx2dmtD8eGytQMjCjmEjQfW3oOsFpFyRiRgZ+FUgVxGbEXl/l9VUZVLn+TtpjHFyqPudTd+euvv56e/exnk8/n4x6R0047jXcOIHd629veRvfcc0/ljlYQ6tS+vNTFsJKghD8fU1kq2O628fPDPQhGD7hEHxMWfva4M5no0FiQ+5/uPTFDx+fiPIE94LJztQmbWZCJKxYL72xlYctqhmOfQlaFaEu7i/+NRduK6lPAwS5GsCCHvlxO5oRqILFpYRj2aIjuPTZH9x6f50tcx+2CUO8VKCRQpcjUygHUF49ORGguilEbTrIrGD2Si9H5kdoQY8BdFgndzk4PDba5OWExEjyYR0GB8aepSMFYh81VxMV88yhjRAZsz5EcIgnj5DHgWFFpW22Tdq3HFypL0dvhn/70p+ljH/sY7dy5ky6++GL60Ic+RP39/eR0OnmX7+DBg3TnnXfSC17wAjr33HPpc5/7HO3evbuyRy8IdZJA1dO8IKPU3+W101lb2+neE3NckbJbzTyjCW58kPGhWTYUV2k2qvLCiyihmHILcSqt0UwszTtyXkduUZ6NptnGvM2FSesmllNE0xr5HLneJ5PJzlEGvU+YMXVwLCxWq0LFkdgk7lxCY5KBXHx2lv+NzY5qytTg/nfv8Tl+roE2Jz02HaEMNhkxsmMhaQKoOsFd1mWz8KYoLhHTc6qLnEEUwIbk7h4vHRoP0/HZGFfMihm6XuyIjEYa6t4qFJ1AYffu17/+Ne3bt6/g98855xx685vfTDfccAN99atf5YDVbEFKaG7i8fjibthGEqh6mReUX+rv8TnoWad0cVKHqhRchBSzmTpdJvI7bVwZ6vLYeQ7G0ek4BeMapTMZmkjBlShL3V4H77DxQEAzsS07ggb21xIpDAqEpE8ltwMVKRP1tzmoP+BiaZ+czAnVoNVjk7hzCY0KNjiQRGFciN+fi5ulGCtshulomiV3fT4nx0G4x5qyGNdB3P9rKOWw0WgMnWfpOploNBjnjcTtXe4lZhGId0jGOjy5GYjFbqIW6zxbL5u0QokJ1Le//e2i7me32+kd73hHsQ8rCHVXfYKUwOVybfhxam3Dvbw51Wu30r4+/6KtKmQCmM0Ei/Nen4Omwil6YDRIkZRKDpuF3CbYuGYXbdi7vA6y2Cxk1SDTM3MCBctXvMan7+wgh01h9yIEv12dbhoNLcgQ5GROqAKtHpvEnUtoBgMJxINSjRU2A+T1iHOZbJaS6SwNtdvZLReqDGtWZ/UFEjY47WGTwgLXPbOZ8MzRhEb7+gO0vdOzJI7h/gGHlc4YDCxalSPZg5wdjn+Qs292U7UeNmmFHLKaCkIZ5Hv1xGqlflSSQimVbcxRJYL2G31L87EUu+jhfuGERhndTG6rhYMLW5drGTIncalTIq1xgImpGRpscyz0OGkUV3OL+UOjYV7Ye7yFDTjkZE4Qyou4cwnNYCBRLZmaYbSCuAcZXjiRYve8eDpLJh0VHSJVJ1IUM/9NeRw2Vl/4nQobTSCh6nDbaE+Pd0UMMxI83J5vyV5uOXutN2mFHEV/Au973/tK0qQLQqOBGTHNkECtVerv9dupw23nBCYYT1EkleZFf1eXh4NKWovTXCxNCU1jJyJNz3LvExz2oPVGVSqWirEZBZptj9qjtKXDkxsQ7HawA9FIMBf4Ckkw5GROKDf1FpsgJ8Sw3vvuu4/Gx8fp5ptvppe//OUVe75S58kIQj0aSFRDpoZk5uGxEB0Zj7CBBAwfHpuMLA7a5koTerNQfdJ0drG1WUzU5rLSts7cSJLtHW6W8uHfqGKtleBJb2JzU3QCdf/99xd1PykjCo1IMpmkycnJpkmgCpX6kfycmInRfccnuB9qKpKkcFLjxf3UPi+1uV0UcFnp+GyUHhmHJlxdcBMysYNfNJEhkzlDdquFXFYL2a0mUrNEj05GaEeXh7Z0uDnpOjYbp+H5GO3t8+ec/vKQkzmh3NRbbIrFYnTmmWdy39UrX/nKij9fNWVPglDJGVCVlKkhmfn947P0yHiYYxBmOpGucyKEZMlpM/EcxARkfTqSJwt5MZLDgn5hK8VVjfr9TtrS4aTegJNjIOLoagleOXsT8Vgi2WvgBOq2226r7JEIQg05efIkL1IdHR3k9Xo39Bj1uMgZpX5jJ8wIHrAbD7ht9McTszQeSvLxbu1w8a4YZHx2i4WsSoa0rIkc5pxNK5wjMCAXsj+/C0tHbrguzCNcNkyaQmVJp063jUbnEqwPxwysfORkTig39RabLrroIv6qFuLOJTQimqYtzmnLr0BVQqaG2Hx8JsrueE6rQh1uK/3u2BxLz9vddo6PuaG6+B9RVucJH5xcaTpRUsvSYLuThtpd1O1z8uagz6GsGe/L1ZuIY1tejRNH2/pARJSCUIb+p2IWuVolWIvBYybGFqxw0gM4rHN3dPKxD89hp0zlEy/0PRlDeC0LFSNYoFtMZnLaLOSAkYRTYZt0BBS8huMzcYomNbJYzJRSMywDhDTilB6fnMwJQoURdy6h0YB9OazEYe6y0U3LYkHcxcB4CCrQy4Sep5G5eG64vMdOFgtmQqksRQ+4FUqlYTCRId2U2zDc0uakJw220dYu95K/p7USn3L0JooEsEkTqGAwSDfddBM98sgjfH3v3r30lre8ha0oBaGV+p+KWeRArXaROHiEEDx0slktFEtr3BQLiYLHbqWn7+yknx6YoOlIivq8Dn496IeCjavXaWMZQ5ZM1O215VyLMkSqmmVTCiRCk+EkzcdVPlmDNTreB7dd5VlTk5EkORSLnMwJVaPRYlMqleIvg3A4vKHHEXeuxqAelQq1NpCo9OvHe43YBYk5EpeZdIaSaY3Hb6hJjeOTQzEvHgc2D80mC5015Ce/y0bP3tNN5+zoWGIOUeneRBlP0KQJ1L333ksvfOELeVAhZmyAf/u3f6Orr76afv7zn9NTnvKUch+nIFSMdDrNzd5g27ZtJf1sMYvcobEwW6WiB6kWu0iqlqHJYJJOzMXIChtWLOwmEzntZj5OJEtYwyHD0/B+YEeMp6ubcrblThs772WzsHG1UFxTKZUx8S7dbDRJ0aTKTbaQRiCpws7daf0+cirY3bPRKd1esiqWlj1REKpHI8ama665hq666qqyPJa4c9U3Isda20CiUiBJQVIEaR4SF1XLsiwvk8j1AGMDELHLaTOTx6aQ2WwiPUvUF3DSzh4PX8ffVinxa7O9iTKeoP7Z0Lv+3ve+l1760pfSl7/8ZVIUZVHP+ta3vpUuv/xydiEShEZheHiYpQSBQKDkXer1FjmYMjw8GmLrcPQElWMXqZQdTATs+0+G6P7heZqKpPh4IKPLZnQaH0tyMEkuzKcYCjjp1B4PORQTX/c5bTQXVymaTHMAgeOQlsXgXI38LislYVs+EmZZ345OBH/MmEpyc26vz8knBwhOSJ5kgReqQSPGpiuvvHKJkyAqUENDQzU9JqH8iByrOAOJSoA5TIh9j05mWGoeTaXZrjye1shk0jmxwjkAqk5QZiChcljN5HNYaSjgzvVClegcu9nexHKNJ5CKZx1WoPIDFD+QotAHPvABOvvss8t5fIJQ1/K99RY5DK4NxlVeSMuxi1TKDibue2AkSH+aDLMNeUrNUiiRpvFggmaiadZ72y0mymBYoMXM0r6xUIKbajFtPaZqHHSQQMFNL5KEvXnuvqf0eqnXY6d7TsxTUtVoNpbm54c5BZInvBa8drEsF6pJI8Ym9IDgS2heWlGOtd6J+/IZUJXCiJmIUVBHPDwW5mPDEPlHp6IsNYcRkkNROJGajqb4c4FpBGIreqDUzMacYzfTm1iO8QRS8azDBMrn87Fr2amnnrpiJ7/SzYCCUCkDiVLle8Uscol0BmZ1XKUpRClzkUrZwTQCNswckPDAOAJNtPPRNDfQImigNymSyFA6q3N/EypFMzEstERdbhspSTMnTXDW6/Xj+Uw0Hk5x4OlC461iod3dHq6u4TgCbivt6ISVeW5BF8tyodrUQ2yKRqP02GOPLV4/duwYPfDAA9Te3k5btmypyjEI9UWrybHWO3HPd+CrZAUqP2ZiuLtjq5kH6I7OJyiYzJDFYiKnyURmyiV3PHDeTLS3z0enDwTY3nwinKTtXe4NO8dutDdxsxLAtc4XMEAYo0dgKiVVqY2zob/U17zmNdyU+8lPfpKe8Yxn8G133XUXXXHFFfTa1752E4cjCNVFVVUaHR3dcAVqvUUO/UVtThtPMC/4/EUmGaXuYBoBG/KEx2ejXHGKLxhDRFMZMpt0iqeJkyLMvIAJOeZdJNJZmoqmqNONgbtWfl5YmmOhDsZUesqWNnryUICrVJD1jc7nBu92+xyURGOumuVeKiCW5UK1qYfYhCrYc57znMXrhjzv0ksvpa997WtVOQahvGxWBlUuOVYjUMxGXyI0y+8pehU9niek7eWkUMwMJrCZaaWtnWYamUvy5mav20oms4VCSY3nHUKtcWqvj51nkWihD2qzzrEb6U3cjARwrfMFr8PKypTHJqM00Obkx5SqVBUTKAQnfGiXXHIJ7ySwu5fNRu985zvp2muv3eChCEL1QfKUyWR4d7qtra3kn19vkWt326jTa6dgQs0N7ltGsUlGqTuYCMRj4QQ9Oh6mR8YilEgjedIprqo8zwkmEVh2EdyQCCGpctg0Pg4MB0R/U7fHxrMwenxO6g84WAJx5lCA/I4njqE/4OJqFqSBiP0IlGZTRizLhZpQD7HpggsuWBhALTQD5ZBBlUOO1QgUu9GXnZmsuAPf8pgJs6M/TUZpMpQks4XIbtFpVtVoLmkmv9NMp/Z4STfpfOxqNkvRhEZdXhudPli73rSNSgBXO1/Ahu7R6Sj/vmGF8jgUUszmlu3Dq0kChYD0mc98ht2Djh49yrft3LmTXC7Xpg9IEGrV/7TRhXy9RQ5gR24zQy5L3cFEsLjrT9N0bCZGyXSWgsk0G0cge8J/MSDXTDolkTjZFXblS2s62Sw62a0K+Z0W2tXj4UrTnj4fOxgdGg1xNSofJGs7uzx0fDZK0+EUn2yg90ksy4VaILFJqEfjh83KsRqFYjf6IqMTFZfvIRay4142S+MzCXpwZJ7daLERiA1Dr81EaTVL85k0zUXSNBdN0fZON23t9NKOTheFkirt6fFQnz83N7FWbEQCWOh8AZEf5yDYTEWf8nwizXOxmrkPr9JsWGybTCbp4MGD7KQC9xLovA3ggiQIzd7/VMoit9khl6XsYAZjKfrP3x6je4/Pcf+S3abw3CY46ME4Ip3RKZvBY5rI6bTyz6H/yWEz86wM6KJhODHQ5qAdXT6+jp/DCcBkOLXiBABJVLvLRju7vLS72y2W5UJNkdgk1Jvxw2Yd2RqFYjf6JqtgYY6xIX+ajtLJ2RiNzCdoNpZi9QUGxeN7x2eShD1F9ALDKGI2Rqy+iKUyNBtJ8mfU4bbR8DyMlWw1jWmlSgALnS/ASTAcV1nCh6QSm6aI683ah1cNNvQu/exnP6M3vOENPEm60AcNSZQg1Dv4PR0ZGdlw/1Mpi9xmh1wWu4OJBtkf/3GEbn1kihMlJxZPXWcp3qK8PkuEv1AFe1ImYmci3MdusVJ/wEm7ut2ceKkZokcnIosJn31hIS50AuBxWGlPr1cqTkJNkdgk1KvxQ75SYTaS4p8DXT4b7enxNcXaWexG39zsdEUrUIYDLRJcmCdhNAccZ/FvWJenVJ00nVugSNMyZLNC0m4mU0LlTcIur52Nnx4YDrFrHwwXtrS7GqZPqND5QiaD16xz3J6NplmeyOcHTdiHVy02JLi97LLL6NWvfjUPH8UOX/6XBCihkfqfYCLhdrups7Oz4s9nJFgBl62kiebGz2Lxxk4lEhjMZIJUDpe4jtuxsN92eIoeHAlxoMJ1l1XhIIEMiocDwjbZZiKriTghQgkfiRL3PPnsdO6OdnJYFYqrGZqP5XZGEUxwGUmqfCzQTWNXdiaayu3OBhyinRbqAolNQrmohPED1sit7S5yccIFUZVO8VSGTs7F+aS/0TFO3LGpVgjc7nOYKB4JV6wChcrh8ZkonZiLU4fbTl7MPczqNBdTKZrWKJHWSV1InhQLEUxjEUthrISkyWzOSd3QLzQQcJJDMVM0pfL4D8g5G+FzKnS+gNMNyPgnQglWlfT6nUvOQZqlD6/uK1CTk5PsLNTT01P+IxKEKsv3NtP/VE3W6rUaanPRkYkIPT4d414mBASkS2nKsI05XPYQ3CDjQxJltujksZnJ57JxIIGdK5plcY6JRMltVWig3bW4i5gvW/HYLbR9wM/PIRaoQj0hsUkoF5UwfuCeqrFwzlbb52y6YbrFSBVdmRjfFxuX+Cq3SyJk6KPBBCdN2KiEK2w4mRuaq2m5HmB8YvjYOAmGpF3XIczgx8GgXV038bFiqC4GyqNXONBpo1BcbZg+oeXnC/gMMO/KlDXTzm7Piqpps/Th1X0C9apXvYpuv/12bs4VhGZIoBqF1aSAuH5iNsoT1FOaRrYFbbPFRJTUMhw0EDrgBGhYjXf6HBRw2rjahITJxsFCodmYiXZ0u5eU9w0QEOeimCFh4iG7glBPSGwSykW5jR9aZZjueqZKx46MlFW+t9wlEdWWQ+MhCibS7DAHuRpcYhEEEQ9Rh0Y8zGZpMXmCEgMSNwzSRX8Ukia+E06SzWbSdI2/32h9QsvPF/YN+Onx6ShvknLvcxP24VWTDf0GfP7zn6e/+Iu/oDvvvJNOP/10slqXnki95z3vKdfxCUJFgKQHAzcbLYFarddK1TI0DBlIPMU7aYpioXBC4+ZYswm1KJ1SaoZL+DCVOK3PSwN+J0saBuxOanc7aFeXl2IplSV6Q21uyhmdL0V00kI9I7FJKBflNn5opWG6a/X8Tk9Pl02+V8glcWw+QSdn4zw6BA6xfreVRkNJUqHKgIxtIYFikNyZiHQz/qmTpkHuS/zZQs4HNMNwwWJqyPiXf74QcOVe22YMrYQn2NBf6be//W36+c9/Tg6Hg3f78hcQ/FuClFDvoEcinU7z7/BGF/LNDlcsJxiUiwZZRTGTRc2ys1CUVJ44jkNCwMjoJrKbzdTttdO+fj957HDjyVA0meFqks1iokC7k2xWC8v+CiE6aaGekdgk1MMcnlYfpruWqRLcMctRgSpU0cNtCTU3vwnzCWEIYbfCeTbDUsm09kTyhJWBK08Lkj7EtHRWJ4fFTH0++6JsE9UazHKEIgPutI0e/zZraCVsMoH6h3/4B7rqqqvogx/8IJnNjfuLJLQu+fK9jfwOl2O4YrlA0JgMJ3gB9DttrOFOpDO8MDrtCqVVjVIammSJujx2OntbG50xECCH3UKJlMbVqlMWZj65rGbW6Df7vBKhOZHYJNTrCWerDNNdj3JVoApV9NiqO6HRlnYPxdNZOjwR4Z5dfF7IWw1rC/PCF1ekYG3Ot+L9z20wIvFLZ7KcPEH2jrlJUGQ0S/wr1RZdKMyG3kHs3L/mNa+RACU0ff9ToSpTOKmVZbhiucDxRZIZGmpz0uHJCEv1Fp2FCLIDhVx2E/V4HZw8wQFqOJignZ1uNopYvpPaCvNKhOZEYpNQryecrTJMd60YmtFUmp+f5/dzsxWoQhU9xDxYdUNRgdgVcFrJbjWz+QOS1nRG45ITEiaNDy73cyadyGax0N4+H/VD52Y2sxEFZiEOBdyc2Bput4XiXz2pUYTqsaEV4dJLL6Xvfve79KEPfaj8RyQIVeh/KiaBKlRlanNbeaGsp0ZgXrTNJk6MYD1uMZtZgufwYGcu1/8EC/MzhvxsyzrQ5uKEaO+An3fblh9nOWUrglBNJDYJ9UqrDNNdK4bOT43TVCRFA11t5HK5NpV8FKroYTAs+pWgwogmVerzO6jH5yArNlR4FmKcQknMPcyrRJly5hJ+l5VO6fbRnn4/7ev3UiihsXMfqlr4jFaLf5VSo0hS1qQJFOZpXHfddXTrrbfSGWecsaJR99Of/nS5jk8Qyg402Mlkkmw2G/X19RXdnIqF+sRsnEbmErS331c3jcBYXDEMF4kbZlcggEDb7bRbuBE2q5u4KoUdNsgV3HDi07JkV8yrLsiikxYaEYlNQj3TSptThWLoxONBTm6SimdxntJGk49CFT30KVkVMz08FqRj03F2lUVP1Ph8nGXtyLNsSs6BD6EMMdBls3IzFOR7mB112oCPTunxcqxbL/6tdp6wWTVKPbUICKuzoTO8AwcO0JOf/GT+98GDB5d8T06whHrHqD4NDQ1RXM2SltGWLJBr2c12euw8b2kunqZ2t23F73stGoExSR0LPxK7NpeVk6SkluYFHJblbruFhtodOXlDFgoGvSitveikhUZDYpNQ77TC5tRqMTQanGOXV6c3wFbjsAaHbfhGko9CFb3Uws8fn42zGiOlqhRTMzxEN56Cg4ROFgyVxwBd3cRqDagz3DaF0lomN6Be1/m8ALFvrfhXKVv6SiVlQvnZ0NnRbbfdVv4jEYQqJlC8ULo66N5jcyt2eCADWM1uFlamfoeVpiFDCDjJhe2sGjQCG+X92WiK7npsmk5Ox9i2NZbUKKtnOYnC60JAweuBlTnmYuzq8VAynaH+NmfTae0FQWKT0Ag0++bUapbt83MzfDnY10sPDgc5lu7o9nCfEkwaSk0+8it6s5EUHRwL0bGZKHUhmVKzNB9LUYp7rzIUV40hujlDJbNZJy2d5Y1FOO9h9pPLoZCWycniN/oaN6NGaZVZYc1CSWd5H/7wh+m+++6r3NEIQoXBAnXkscdZh634u1l33uW18yV2eLDzMxdLrWo3C4kAEi3Yg2PhXQ607B1eW0WTE+xQPTQSpJ8dHKf//O0J+tUjUzSfSJHLZqGAy0ZJTadoOkOZTM6qFQvtZCjFmm41o5PHYW06rb3Q2khsEoT6YTXL9rmZaa6mBHUnPTIWpvFQkh4ZDdNjU1GWnxdKPoy4je8H42m+xPXlFb2BNidNRZIc81JZna3LrYqFjZSgujB+gg0kdCJ9YSAUjhMJVY/XRnb0VVmK2wCthC19KUmZUHtK2gIZGRmhiy66iHtHLr74YnrpS19Kz3ve8/i6IDSKherYTJCyZKL9u3eQxWJZscMzEUpxU2khu1nsknV47DQZSdFMNMWLZDUbgZE83X10ho5MRmg8mOCAgi89q5PTbuVdNQSSWCq3wGqZDKXSGfI7FXYkCjgV2t/vEwmA0FRIbBKE+qGQwUMqmaS5YIjjZNziJqtF581LxE8oKSDlw+BbVGvyk49i+oHgjHtoPMJSvS63jR6fi3Nvk9WcoYlgnKIpPTf3aeH48G/kSJDvwWYpqWU4KbNZzTRYpDqjErb0rTYrrKUqUF/5yldoYmKChxV6vV66/PLLqbOzk/78z/+cvvGNb9Dc3FzljlQQysDhxx7nZtKtW7Zw8oR9qbiq8bwHXML+NJZS2YABC30hsDA+ZUsbbe1wcakdiRSX3AOOgvrktXbPSgE/94djs3T7o1N0bCZGU+EkV5Qw7wK2q9iVwuNDsod5T0iaBgIunsSOuU8v2NdLAaeNLE0+Z0RoPSQ2CUL9YBg85MfQubnpnMmR3UUel4urKUgw7Ap6ix2USGs0EU5wTDaSDyRVUIVAHVJILYLkCnHx+EyUgrEUu8/CIAmbhh6rmVQty9exnZgfdfFv7gfO6rz5CKe9REan3d1eOrXXV9QGaKHXuFk1Sn5SVohWmRXWKJT8KWC+xvnnn89OR0eOHKHf//73dO6559KNN95I/f399KxnPYs++clP0ujoKFWSX//617zTiOfEL/uPf/zjij6f0BwcO3acsrpOQ1u28mIO6QAkBIfGw3x5chY2pxrPgsBCjYoU90tldb40ZkHAhe+MwQCdvb2dZyvhErrkQhanB0ZD3Gt17/F5vsR1w4GoFMaCCfr1o9OcAKIK5nYoi4szXPiwk5bJ5Nz18Bqx2GImRq/PQWcM+rnCloFkQXavhCakXmKTILQ6hsFDfgwdHZ9kIwenr43VENs6YQDxhBTN67BSKKZyMoPko92DXuPkYj8Qqjzo5TXUIrgd/UCIi388EeQBurgNhkqxtMY9wePhJPc0FQIyPnwPSnw87mk9Pvqz0/tYBr/R17j8PKFUNUolkjKhcmw6jT3ttNPoAx/4AN1111108uRJnsNx55138k5gJYnFYnTmmWfSF77whYo+j9A8YKdqdGSYF0t3Ry8dnY6ydMBhs/BuGC4nw0kanU/wLg+qSb1+x6pVJqMRGAsuLlezOF1r96yUY4dmfDqcYidAnqIOPbduIi83vuYWblSkHAoaYpFcKTTgd9CeHi/5XTbZvRJailrFJkEQnjB4MGLoseFxSmeytGWgj3b1eGlHl4f7dmHIhA1AxOW4mqGx+VzygarUfExdsx8IY0XuPT7H8bnDa6edXW6ymYliSZXjO/cq5/0Mz33K61+BVN+smGlXl5teffYgDbW5NvUa11Oj1CIpEypHWW1guru76S1veQt/VRro3fElCMWCCeipeJTcDisFyUNKWuNF2gBSAqsFdrI6zUQxWyKwYbvZcrnpGG57I3Mxum94niIplcaCOTU3ggsCEnbQ8JXJYrE1cdBw2qzUH8AQQSf1BZxsfjERTjblpHtBqKfYJAjCSsv2By0J3vw7ZevAoivdzm4PTYQSFIpDQp+Lsxj0vqfXy7FvrX4gmD2gD9iqmDixwCbiQLubQknEyCTFUxlSl6nlob1A9LOi/wnJEyzNiejs7W2c1NWDLX0rzQprmQTqfe97X9EPKsMKhXq1L8eitnPbFtJNmPuQ5Z0vTClXs1mWAGBHDE2kc1F10X50I3az5bA4NZpnh2fj9PBYmB6fjvLt8ZRKuslESUj0uOIEd0AzzcZUXlwNaV+b286VJzwXkifZvRKaEYlNglC/GEqNdDRIPqeVzC7/4vdwO4wjINuDFK+/zUFnbw2wHJf7pdYwaUDidWw6Sr1+JwWTuViJTUOnVSGv3UK6icc+rYArUlni71sUna3UnzTUzs+52ddYLlphVlgzUPQnfv/991Mjk0ql+MsgHA7X9HiE6nP8+HG+3Ll9G5nanSxpiyQ0iuoaKSYTdXltvBijWoNS/GZ6hTbrpmPI/6JJlSIpjRw2M1euhoMxGptPksOmUIfbxnOfMnp2caq622ZlA4n+Nhe5rQoP1gWyeyU0K40emwSh2UkkEtx2gfjT39uzOPjWcLBFvOv2OejU3pwiA8mTqmXIabPwWBH0JOeD7z80HGYjiA6Pjdo9djo+E2NzpWBcpVQ257KH8FoowiKJsuhEHW47z6EabHevqv6oVQLT7LPCmgGlVQYUXnPNNXTVVVfV+jCEGlegwPbt22nObOVqk96Wc+KBcx0SJyxa0BtvtldoMxan+fI/9FeNB5OcFME6CK5EM5E0m0XgOE3QIWSIp7vv7/fSU7a1kc1sYVMLVJzw2mT3SmhmGj02CUKzMzU1xZc9ne30lB3dq8rTAEyWjO+l1AzNxdOUULM8uB4JF+Y7HRgJcoK0vROD780sv8e/FQvRY5MRmokk+bGM6Jpd+LeRTOHfbruJeiAp7PZSr8++5HiLsU4XhE2lt4cOHeLm3HT6CccQnKTBHa/euPLKK5dIPVCBGhoaqukxCdUjFApRMBjkMv0pO7bSozNJNnPI70/Kd7rZbK+Q4aaz/DmQHOXLFVwQY68i/4NTUSSpcd+TVbHxbtl8XGW3Il3P8nMgQYpms7S720Pn7e6iTredq2dI2nA/QWhFGik2CUIrzF80ehFXk6dhlhNUF9g4RHUK6g1sQEJejzEjkxETORQLX4dd+Vlb29hpbzqSpi6vhVw2hbo9DrJaMDg31+sEmyZj2zCb929EXYdVoazZTHv6vEsqPeycOxKkuViab3c7LGQxmTiWIx5vxBxCaE42lEA9/vjj9IpXvIIOHDjAQcmYa2PscGcy9Tcl2W6385fQ2vK9vr4+cjgctLXDwovhcilBuYbhGm46+c+BihH6mEaCCZbboQn24Fh4cVfLmBc1Mh+nY7MR7s2aieZ2wjDct9tno05YnMbsFE6i38nGu3CDbS565u4u6vY6ylI9E4RGpRFjkyC0SgUKCVQheZoxywmuuDCawBgO/MViI3Bnl5fGgnEKuK1cLYIK45AJFSE7S9kxNB5OfkicJsJxCiczFEtiMC6eZ8EsAiZLMFsynhC3kYk8Dgtls/piHPY5FDo0FuYvJGlTkRTL+30uK2+EIpErxvxJaA02lED97d/+LcugfvnLX/LlH/7wB5qdnaX3v//9PGejGkSjUXrssccWrx87doweeOABam9vpy1btlTlGITGk+9t27atak43+c9xZDxMDwwHKcy7a1b+Hp4XPVhT4RSd0uuhkfkEHRmP0PB8nA6MBnlhR4MrosBsNEmhJPqbHNTlsbH9KnbOMBMKjbOwSC9X9UwQGpV6iE2CIBROoLq6ugp+fzyU5FlOcJU1kha/y8o9yUi02t12rkxZFQv52S03V51iE4puD5tJHJ4I02wsxbERX+iDQo6jLyZMuaoUHGs9dgv1+O20t89PPX7nYnUJG5R/PDnP7hMwvDA2VpHYIXGDjHA98yehddjQb8Dvfvc7+tWvfsWT3iGJwtczn/lM7jN6z3veU5Wm3nvvvZee85znLF435HmY9fG1r32t4s8vNGYCtXXr1qo63eA5trQ56Q/HZslmNdPZvW38+NPhJA3PxUjXTWylevuRSV7UPQ4b26hj0Q7G0jQf18jryAWMeDDFgweRQAU8NpoJp6jL56Aer5NSavmqZ4LQqNRDbBIEYXUJ33IMyRyk5wNtTu5nQvyDNA/VJSRI6E82TJcQU/Pl8YjZDquZYyEcdHG7ORTPPXhu4gdXofBvVKUcVhMnZEiQMCeRx5eYzVzFenw6QrGUylUvxGWA79s9MJZKsqGFz2GVYfTCxhMoyCC83pxnPgLV2NgY7dmzh09OMQG+GlxwwQWL8gxBWItIJMK70EgqllcnK+10g9/RI5NRCiU02tPj456l4bk4JzspLZckxdMayw5QSTp9IEBHJ2M5CQLlDC2y2QxbkltNZh70i8X7zME28jhzc6vQU4WAI057QqtTD7FJEIQngPsevoy/yUKGSYiFMEriuUwmEyct6GtCUgO7clR+DGn6cnk8+qLQGwy1RhCGE1qGyGwmxZSlNFz4Fk4TYYibzRJZ9ZxDH3qE1axOh8fCpOk6V5iGZ2PU43NwPMUx5IP7o/rksisikReYDZ057t+/nx588EGWSJx77rl03XXXkc1moy996Uu0Y8eOjTykIFS8+tTT08P9T9UE1a3pSJJ30BAAkDwdn4uxdA9uQggW4VSGSM/SRDBJI/Nj3LwKCQMG/mLR1zSdwok0a8N7vA7WbZ+zvY1293gprmIWlMyJEAQgsUkQ6rP61NbWxn+LhQyTev0OrjBBKodqj4HPqfCQXbjkbu9yL0rT8+XxJ2fjPFS+3W0lVdMoHFd5yBOqTkiejG12WJ4rJhSidMpk9FzsTWBWo4MCGKZIuR5kVwrGFCnuLc5HMZt5SO/pDqtI5IWNJ1D/+I//uLij8NGPfpRe8pKX0Pnnn08dHR303e9+dyMPKQhV63+qJkhusIA7FBhCpOnYTJSTJ5106nDZKaFqdBJT2NMaG0tg7lNaI7IpJkpocBsykU2xkEdRuGG23WXlZlgkSpAneeyyEyYIBhKbBKG+DSQKzUtEtQdyPB7TEU1ytQcJC8wkpqMp6gs4V0jTDQk+KkZIfhJplX51OMQJVDqb5TiKeysLPVEqhuciodKJVRtIvsxmE7U5Verw2Nn1r91lI6di4XiMjU/ugzKb2fkPyZ3bptDWTpHIC5tIoF74whcu/nvXrl10+PBhmpub4x0G+cUSGqH/qVqgMgSJYMSm0dHREAcIK6QIkAeYTNy7FE2pHEjYNWzBbjWl6ZTVs5TJmngXLW1TeNdsJpym7oCdLVsFQViKxCZBaAwDCcj3IN1LqhoFEyZ2qt3Z6abjMHaKpTgWGgPuTx/MWYcXGm7b7bWzJfn/e2iMJXgYLA+zTfw8V5/wH3NOwockCjI+rxO256hYZSmY1FjKBwKu3HxIzJbyOhRKpjMU1TU+DiRY+wf91OevropFqF/KdhYG9ztBqDfi8fjiAl6LBAoLPHa3JsMpyuj6QiOsTj7FzEFgOBSn7EJDKlyGeK035XbNUKWC7ID/Y8IOW26hf7I/wA5FgiCsj8QmQagdiL88UN7bxhI5Y+YTKkCz3OOU4j5hVJKwxZFGDxOZcv/OZumMngAnLasNtx0KOOjIRIiOQcqXUCkJBV/eEF08mjnLbVHc+6RYzZxwYQ/Tac8lSRFdJ7c1F6sxXoSdcXs8vFGJahWOu91tY9c+2YgRNpVAwdEI/SRvfvObl9z+la98hfWuf//3f7+RhxWEilWfIB9wuZZqmquB0fA6HkzwYtzpttKxmTibSSBhSiZzO2mJdJbUBbG2sTxDdgAJA8wk8H1sfNktFtrT5xMLVUEogMQmoZkoVHFppBN4mDo89NhJCoYTNJq0knZsjuxWzGDEiFviqtNp/T568GSQfv/4DPcK7+n1cSVoPpbmalEEsxGDCe51Wj5k9/HpGP3i4Qn6zWPTFE6obIOOMIp3CHuPSJjsC71QJig/IP2zG/bkOidPuQ1LE23rdPPA3C6vg0eIpDM66encXEX0X4lBk7CcDTVQ3HjjjXTqqaeuuH3fvn10ww03bOQhBaHp5HtLtNqDARpqc/FOmsWCfqgEzceTbJkaz0ueAP6pYfDfQtOrx5YzoMDO2LYuF50+4GuoICoI1UJik9AssL33aIjuPTZH9x6f50tcx+2NAI7znj+N0Wwwyn28O4f6yGW3sGX5I+Nh7nPCoFyvXeGEqdPt4Lg2FkpQSoUrrZPO2d7BSeS9x2e5Pxh9UvgZhL9ISmWHvodG5lnhYdKzLI/X8zYg9ezCAF3uf9I5lrrtFh4NgmrTlg4XJ0Ztbhv3N8GND8/9lK0BevKWAO3u8XCCt6/PJ8mTsIINbWNPTExQX1/fituhcR0fH9/IQwpCwydQa+0WInEaaHPQA8PzLNnDzlwwkdsty8fw9mHlnk6k6MSznRCAUMk6a1s7tXtEgy0IhZDYJDQDSD4OjoZWVFyMga9woKvnE3rDnnxsfJI8DoUCbe1kt9kormpkwxDcTJaOz0RpS7uLK0EpLcPD5PEaMftpe5eHDR0QP9GndGQiQmduCfBjQ043FozTQ8NBOj4bp+HZJA/QhTkEkibTgmwPJ7ccfqGANxO5rBaOoyaLmfp8Lpbv4flQjYIjX1LLsLQQPVWxVJbuPxnkHi2YO2HEyLZOT12/50KDJFBDQ0N01113sVVsPritv7+/XMcmCJsimUzyCVU1EqjV9NlIerDo4vuHJyJ0ci5Os5AmrDLCDIkTml2RSGGGBTvu6cTOP2cOBui0Pp9YqArCKkhsEhodI/lA8oSKiwEqL7iO2Ucn52K0v79++3EMe/JMPMjX29pz859ghBRNa+w+e3AkQXPxNJl0EydAkNC57bnZTEiyjNeGi7Sms7wOydPR6ShXnkbmE6zgiKXT7LiH2GlD7FyQ7GEDEhIr3I7ZT3g8bEZiHAhGgEBKiOG9Y8EES+IRo1H1ymSzdHAsxAmZYYU+PB/nKte5OzokiRI2l0C97W1vo8svv5xUVaXnPve5fNsvf/lL+sAHPkDvf//7N/KQglB2Tp48ycEIFsbGcM1a7Bbu6/fRI+Mhdgiy6NBda7zrViiHwm2Q7iF0IE2yIhogGXMpNNSekxvUa9AUhFojsUlodIzkA7GkELgdA11xv3rthTXsyaPBOb7evjBAF1UeGDTAKQ9Sdp/Dyv1GJ+ZgKhGnQQzMNZnIgri3ABIZjPXAY/IGZDRJwUSapqIpvi2GncYF4LKHnzR+Gt9BEuW0ohfZRUMdbup023kGI1QidquZEzcM4e3y2Xmz8uHxMDmtCvmdykKvVJbCCS0nO3Qq9LTtHQVjcKP3qwmls6G/viuuuIJmZ2fpXe96F6XTab4NA0rRoPvBD35wIw8pCA0p3ytmt/DIZJh3yzAQcDquUiStUUpb/TGNnTRUotD3hCDZ63PSzm6v7H4JwhpIbBJqzWZPpI3kAxtxhcBJfc7N9YnEod7A64YKY2pqYYhueye7ysIYAkNx9ayJpXGoKlksxA536H1C9QeW5TCTMEC1Cv1K6P/CpiQMmI5MRfmx8F4jwQGWBeneYg/UwiXe+g6Pg07p9bE0EP1W2PSEjN5lV6jP56AtnS6WDP784Uk+7i6vffH5MaOqy2uhsWCGjoxFuPKH/q1SFChCc7KhBAqLwcc//nH6p3/6J3rkkUfI6XTS7t27yW5/4pdOEGrN8ePHK55AFbNbOBnOabSnYimaiybXTJ6MhR+Nrk5brsH2SVsCvBBjPoUgCKsjsUmoJeU4kTaSD7b+zkskDJAw5EyF6neIOpLGNreVxiYmyKxnye4N0FwszU556Ht6bCpKcVWl0WCC+5+iyQzNRtMUjKu0f8DHpg9qJkPzkPix9M5CI/MZjrd47GgynVNyZDOL1SYkT8sxW3IVKIdiYene6f1+nuWE5BMuexhUb1Us/JiQ8qGylRvMu5KAy0ZTkSSFFo7JSJAzGUj+wg3bryZsnA39BX7729/mS4/HQ0996lNp//79iwEKO4CCUGuw+2w0jW/btm3F97FzBT01dqFwiesboZjdQjz2bChB0+EkRdM56d56z+ZxWCngstOpvT6uZEGvXc8BUxDqAYlNQq0wpNw4cUavDaoYuMT1gyW45+FkHkkXkodC4PYOL1zj6ndDDQmGNZui+UichueTdCxqpoOjQTo2E6NwUqVev4MNHdCDhP4mjwP25R4KODHmI0HH53Kqjl6/nU0oMALkqdvbqdtj43iNxMRsXhgyn8mpNpaDuU+oZGET0u9WOImaXUh+2tx2TpRwCYXHYoVwjcCMu2AmFHqZDWfEex6fpV8enqTpSGrRIRCGFIYCBa8B/WobPb8Q6psNnZG9853vpJ/+9Kcrbn/ve99L//Vf/1WO4xKETTE8PEzZbJYCgQD5/f6K2cPm7xYWAruF2LF6aDRMQUgOinhM5EmoPmGnbrDdzZIHOPjVc8AUhHpAYpNQC5ZLuTdzIm3MDkTyBQl4Us2wbA2XuI7b670XlpPJx4ZzDnY9neR22HijEYNuI8k0JzZ9PierK07p9dLObg/t6vbSkwYDtKXdSd1eG521rY22d3oorWY5sYICY7DdRVaTicy6iSXudou5YPIEYACBt9vrstJQm4fULKpCCVJ5UO9KfE7r4vypQiARxtwofJZGgmwxm3muI6prSOzW6lcTmo8NJVDf/OY36bWvfS395je/Wbztsssuo+9973t02223lfP4BKGs/U/l2iVcLlVAYMNwwHg6V83CF/796ESY/nB8lo7PxQtKDJaDkOi0mrnhdUubiytbCKZbOzx1HTAFoR6Q2CTUu/FDMUDyBekXKjU4YUelhpOzgKNxLMwnJnm+0t7tQ7S330f7+wOcIMEafDKcIK8DVSFUl3Ibg9PhFDnsGNfhorSqc7xD4oiKFVzwDo9Fcn3EsTSpepaSapZCydXfT7zV0HsEnDZy29GLZqV4KsPSvUKgEnVqn58TvRmW2ucSV1xOR5L8GeB8AUmdkSCjRxmfhZbJ0EQ4wc/XaP1qQpV7oF784hfTF7/4RXrpS19K//d//0c33XQT3XLLLRygTjnllE0cjiBUrv+pEvawmBuBQbjD8wmeVYFdLFSPYNeKRfjIRJgeGAmyi8+qW2ULiROMI6yKifranLSt3c2Wqnv6vbS3r74DpiDUCxKbhFpQCeMHHsA+4G84ZzcjmdRiOQtzp6+NxoK53iFsUKLCg2QEyZXXoXOPMCRwSEbwPg2bE6QoZn7N8XSGRuZyiQmMJKyKmd8XvM+zCZVd91aDHW25XwyKDoWd/2Aagb6nQuB9RaKHjdDjkBrG1UUf9HQ2Sx1uOyevCSRWGZ2dAiEThGug2apQKKZSIpAhl1VpqH41YeNs2APzda97HQWDQTrvvPN4SOEdd9xBu3bt2sShCEJ5gIXx6Ojoiv6nctvD5tuX7+3zsVHE6FyCDo2GeFCgxaTTI2OQ7mm5obim3Bc2wPL3qbD/5lCIXDYztXmc9LpzttBzT+0hv8u2VJ8tCMK6SGwSqk2ljB+w9terVfl6yWQkOMfvR9TsphHuacpQXM3wawolNPrt4zNsKQ6XOwyv7fE5OYlCQoWGI6PyhtvwM7hfNKly7Ozx2ikYSxV2jsgjqREP4lXMZh4JAokekjKrohVMRpGcYdZTj89OY6EkpdQsW537HQqrSDDD8cRMnDRd58QJtuZI6iDfg9QeiRVZl/aroWoo8vvmpOi/zPe9730Fb0eAespTnsK7fgaf/vSny3N0grABkDxlMhme/dTW1laRXcJC1ax2t5UX63AyTYfGInRsOkJzcZWTJyzTxqVlQZudyZ9VgenobW46Y6iNLji1l7XegiCsj8QmodYYxg+QguerGzZ6It3IM4VwvIhx09PTnFgkzC6amU1QKKnygFxsH7a7rLxZmUpn6Kyt7ZywuOwWMhGqUHitOsv2EukMD72FWx8UHbgOOR16kZJFqO1zG5U69fjt3KdkMat0aCzMsX41d0RcP2MwQDu7n3j/UT27fzjEgZsrYQvzofCYiOoaBgSn4AqYZdkfvofPvBH61YQqJFD3339/wduxsxcOhxe/L78oQj3J9/J/H8u5S1iompXUsjQfTXFidXI+RtG0mptmvlxWoOeMIizZ3HW7lej0AR89/7Re6vY7eSaGIAjFIbFJqDWG8QPc4SAFR1wwTrJLPZFu9JlCSPZsepLmIzGKq1maz9oolkpTJ0wXTCYaCydoJpaimUiaxnWi2ZhKgwEHbevyUJfHwe/dYJuTZX2oACG5Qp9xPK2yi988/2yqqJ5ixN6Aw0rj8wmyWdFf5eH4up7NeH7lD8ns0alUbqi9buZKGMCl3QMnwSTLA7d3ungoMFfNzCZOmPGZ1/Iza+REvKkSKGnAFRrNQGK5fXk5dwkLVbNCsTTdNzxPj4xFuDcqjbYn/QlHIPx7ccificiiQENtoj29XnrdOdtYCtDf5pRyvyCUgMQmoR4wjB+WJz+lnEjny8IbdaYQTtCdmRhL2qLkoEgqy1UbBL+paIomQ0m2LoeDHfp+ERuno2kKJYPcf3xan4+TzxNzuffxwRGde5kiKY0rPslMrsKz0J60Jhyezbk+57O3dywmRaX0PSMBmY+pdEq3l0bmE5zY+SDdM5u54oTPRzGZ6dztHSy7r5dkpdET8aZKoE6ePElbtmwpSUY1MDCw0eMShA0B6d7IyEhBB75y7hIur2ahfH/v8Tk6MhGlSCJFaoYIzubGzCejEmU8Mr5vUnTWgD9zVxcnT5j9JOV+QSgNiU1CvbAZ44dKmBzVikR4nis9IXs7D8WF8x7iXzSlsgLDY7dyTMR7BBc+xD3EZcj8YDWO+8OUAT1FcM6zKSY6MROl6QU3QiRRxdhxoEdpqN1Npw8FCvaSFdP3bGyWwoEP8xhxfHADjOoa90H1+p1cncL5Q730qzVDIt4IFN3RiKGEb3/72+mee+5Z9T6hUIi+/OUv8/DCH/7wh+U6RkEomrGxMTaRcLlc1NnZWTF72Pxhhwh8GBJ438l5ti5PsWtP7n6mfOnewnVUn9gZyKrw1PXdPR6uPMmiJgilI7FJqCcM+VegRBOgcluh1xL0P2HW0/ahXu4N7vHmpHnoDzITZGUqu9yFUhpXd6YiSR7fgd6mR8bDNBaMk9dh5coV7MLvOzHPbnyzUZXiKZ0tytcDqQx/Dk4bm0dstO85f7MUj7ezy0On9fvYOAqXQ21O8jmsdeO0V86ZZMLaFJ0uHzp0iD72sY/RhRdeSA6Hg8466yzq7+/nf8/Pz/P3H374YW7ave666+hFL3pRsQ8tCBXvfyq3PWx+NevhsSDd+egMTcE9COYQPH8ih1F1wnXLwr9hfRpwWujMIT9d8ozttH8gUPNyvyA0KhKbhGagElbotWJqaooleqduG6RZm52CcZUcVhPF0hrNx3O9wZj5pCzYgWMjMpbUeIwH5i49abCNrIqFdD1Lx+eiLInHqza+isFhM5PLplAqk6VgTM3JCDfQ97xc+o84jcc1QGWwnpz2yu02LKxO0SlzR0cHOxiNj4/T5z//edq9ezfNzMzQn/70J/7+61//errvvvvod7/7nQQooe76n8q1S7g8EdvX7+NmWJhGpNQMz6uA3AB25YsOe3l/aFhjYYl6/q5uetmZQ5w8iVW5IGwciU1CM5Bf6ShEo8wUQmUDFSjI2vbt2kI7Ot3kdyk8KBczoFQ1w457SAhxMh9wWsliMrM8byKUorSa5SRS1TL0+HSUgrE0dbgxcFchU7a4BMphJtrS5qSdXW6yWxV6cCTIMvvlIHHr8NrWTH6MzVJI9JAsJdXcgF1c4nq9Oe01UyJe75ScfjqdTnrVq17FX4JQT2SzWe6HKNT/VCliSTgDRSidzumysWRhFw0NtHAQMmY+8aBcq4kG/E62ZX3Ktjba2uWum10rQWh0JDYJjUy5rdBrBWawQUavKAptG+ihk4/OsPoCxQ5sMOpmE6mazkYM7S47pTIZQm3IDTta0mmo3UlqVqex+TgNBzFE10SZLCpTGhXhXM7GFG67hYfan9LjpbO3tdM9x+dZZn/mYIBsiqXkvudyGIQ0+kwyYSVSvxOaBuxAp9Nplu50d3dX/PlOzEbpq3cdoz8cm+HBgBjah00frMWKYuHm2KSWYcMI3N7ntdNZ29rI57BRj99VV7tWgiCUjy984Qv0iU98giYmJujMM8+kz33uc3TOOefU+rCEOqacJke14re//S294uofUORPvyerr5MCp9xFQ6fsox3dXq6IHJtNUDihUjqbJavZRMlMhpUbSEjsion8Thtt6fCQw5rTbcB1L61lCNOWEqn/396ZgMlVVnn/X/u+9b6nsxIIBMKegILCAMoojMKgMgro8CmKK6LEBQYRUBgZFB0Z+VT4HhwHHIUZVBwdBBHZZBMCSSAknc7W+1L7dut+z3k71XZ3eqmqru5a+v97nkp1Vd269d5blffc855z/mfuwid5l9RSpXRpD2LE4S0+eOxW1depayCsGuHKOS3E+Zma+i+LpIJEoyS6VS5p+NXiiFcCdKBI1aXvSfTJKIVGC9hX4dV9w7j7T114sXsYQ5H0uOJeNvtC0zU1QXlsZtX53O+yYk2TF16HVRWenrAsUFarVoSQ4nDfffep5r533nknTjrpJNx+++04++yzsX379kVZ2CGVSyVFOqbS8HdfxtAjP4AWGlCPYwA+e/mTqDnj/+B/v3M1fE4LeoJxGGDEnqEoRhNJBMMJWAxGFY2SPlEehwUr6l3oCUrfJVHvk4a5GeVERnMQjhDzm85k4LHb4LFZx50ccUbTASeOaPEqR7RQmfFs6r+o3ElPqnKUCK8GR7xSoANFqtKBWginaSiSwIGRuIo8PfjiPmzdH1QRJiVRPqHPk8xLkl4s73FYTWjw2NBR68TyOheOXVaDE5bXqH4RhJDqQ+qxLr/8clx22WXqsThSv/rVr/CjH/0I11xzTamHR8qcYogclcJ56n/wpkOeF2dKnj8TwH/982fR6rejazCOda0e1U9JnI9al1Up7vUFE0qtT2qLkloGuiGjGtMmtDQSIm2bA7Js2ui1o8Ztg27QsaM3rNRuxcERJ0Ls7nyFEypBIrySHfFKgg4UqQqUdOcCOFDZZnR7BiPYeiCk0g/2DkdUOoCkFsi0LqIREsZXUuXS30kalqtBjeVj13msqPfYccKKGhy3rJaTFyFViqQQi2DF5s2bx5+TaPiZZ56pRCwIySfSUQlI2p5EnmZDXv+3h05CU9syDITjODAahdVkVMeY0HSMjEThMJtVGp+o9DlUCrxFOSgSgQrruTlQIo4nzoL0mWr22pUj1hOMwWkxFaVJfSX16qpER7zSqIz/oYTMQW9vL+LxOKxWK5qbm4uyz+xKU18whlf3BfF67yh6hmPoGo6P93mSFS/NoKsIlGQNmsxjkShR4TMYDWj0O7C+rQZvWVOP09bULVhqISGk9Ij6nzTzbmxsnPS8PN62bdu070kkEuqWJRgMLvg4CSkWF373D+NpezMhr//m2VdxdMYLh9UMk0HHSFJTynuZ/giW1ThgdRoxFE2hzWpBXyihpLab/TZEkykMRHKRjwDSSmhvTGbc7bDAazdjZ38ER7f7i5K2VmkS4ZXkiFci876ai0ajxRkJIfMgG33q6OgoipOSXWnqD8XVBPzEG/14afcwXh/8q/MkyJ+itCcpe5LKZ4JBKe6JEp/UP62sc2HjqlocuyxA54mQReKrX/0qKoWbb74ZPp9v/Nbe3l7qIRGSM8nwcE7baeHhMefJaFC20mkZkzEXRyeZ0TEQSmDPUARP7xxUtleiJdK/ac9QPOexiImtcVpUTZXZIHU/uorErGl0j2d+iG0X0YeRaFLd59NQlhLhZCLzuqK78sorVVHsMcccgx07duDjH/+4kpD9/ve/P5/dEpI3xU7fkxWkwVBCrTY9vr0XO/oiCM6wCCbTr0yXkmVgNBpUNMpuNqPGZcWxHTU4sbOGaXuELCJSc5Tl0ksvXbTPraurg8lkUhHxicjjpqamad8j6X6jo6Pjtz179izSaAmZP1Z3IKftTO4AQnExojqCSQ2pzJhiXJvPDqvJgFAirfpAvdEXVBLmr/WEcGB08oLlnGMxGVS98ZlrG9Wi5eoGj1rErHHZxrNKXtk3iud2DeG5rmF1L4/l+aXUq4sUh3l9yw8//LBKWRCH6dRTT0VbWxs+9KEP4fHHH6+oFUBS2SxE/ZOsIMnq1FNv9uHV/WGk5xqDTJ46EEtmYDObEHBZcfzyAM47poWCEYSUkJdffnnRPktSiI877jg88sgjk/rTyeONGzdO+x6bzQav1zvpRkil8LMrT4PJUzfrNvK6vW0dwvE0Uqk0jCK4pEt0yKqEItIHnalWv0OlnPWH49g/ElO1Rrki1U1+pwVNPodS8xNhChF5qvPa1L6zKfki9iBKdPUem7qXx1tydKKyEuGiZjcduTTmJdXDvBwoSTeQnjtiGOTvL33pS3j3u9+Ne++9VzlXhCwG4sRHIhHVuK+1tbUo+5Qo0st7hvGH7YNzOk9ZsokA0ln9uM4afOCkTgTc9qKMhxCSO/39/XjwwQexa9euRf9skTC/6667cM8992Dr1q244oor1PyUVeUjpJrYtGmTkiqfDXm9s84Ni9mIaFoWGzOwHWzyOiINFAE0+R2q0a6m6YgkNNjMxrxS4Rw2o5JClwVMcbxE0CEr2S1MFH8Q0QejwTAu/iDPi/jDXOl8WYlw2a/sXxQDRUBK7id+HoUalgbmYhgpaRToco39SAVJYcgnr5SQ+ZCNPkntgPz2ZpIhz1WJRvKw/7CtFw+9vA/JPH7GIhwhudfvOKoJHzi5c3ziJoQsvhPz0EMPqfqinTt34pRTTsHhhx8+fnvnO9+5YJ990UUXKdt47bXXqka6kuL+m9/85hBhCUKqhb4HbkTD3wEDD38beiIyKfIkzlP7sacpBVtxMMKx1FgqnAFIZTLKeVle64LdbEQwmlKZH1JHJD2gUuncDLDDbFBCFNI0N5HOqFtbjWNcslv2WSzxB0qEk6I4UFONlKxEHHbYYeo2ODg4n10TkjNT0/cmOkzSxFaEIIYjqZwa3r12YBT3PduNF3YNoSeUziuU2x6w4rAmPz5wYgedJ0JKyGc/+9lJjyUStWXLFnX793//9wV1oLL1wXIjZKmw/d5rceGHuvH06/tha10HS00zbG3rVC1wKp2BlAVFkxnVIDelaepvYzSpFjOHY3HsHEyjT/VSSkJE9yQdPofeuYrOWic2dNQqx+zk5bWqZYg4QtmF0mKLP5SrRHi+i8WkhA7UbEZKVvwIWYwJo6ura9yByvZtkpWhkXgK+4ZjsJgMWNPgUTnPszW8G44kcP+fd+PZNwewtU/6qOeOLFqtbvJifbufaXuElBnLly9Xt3e9612lHgohVWmHX35zL5oaGnCS0w/nCReolPYBkSkXhVpkYFLX8XJvhG40KhtstxpV+ps4TbGkpoQkRFxC9VTM4yK2vdah+jGuqHfh2M6Aqn+aSfxB0vaKIf5QbhLhE699clksJvOnqN8+jRRZbIaHhxEKhVTqnqe2cbxDuBSTDkQSY9riuhF7h2Mq51omvOka3okB+N+tffjdq33YN/rXniy5It3U2wIubFgWKKtJlZClwM9//nPccMMNeOmll9Tja665BmvWrFHp5UceeaQSaiCELAwS9djVvR9msxG1dfVwe2wq66PVZ1dOkaTvqYiTQYdZN6DGaUONxwItJZGoNBJJDdFUWkVOJAhkkfS+HNPnXTYj4skMWgNOnHZYA/zTpOllxR9k8XRiA9yJ4g+SglcJ4g/TRZmC8fT4tY+kI0qkbbbFYlIc8rrSo5Ei5Zq+19LSgv3B5HiRqEzG4Vgate6xotL+UAI9ozGsrHcrh2lqzrMo/vziud0FOU8uM9Be48LaJi+OaC59B3JClho//vGPJ8mVf+9731MNbaW5tiyuSN2TqMP6/f6SjpOQakQu5gcHB1Qqe31dA+rrXBiOjiCdMcBgNMJuNcFqNqHWZUEiraPVb4fbZsLOweiYQl40hbQ21pBeNVIUcnCgxN2RaNOqBjf+5vAGtAecs4o/iDMhi6di/yVtTyJP4jxVivjDdFGmgMuinNPstU+WrEDG1MViUiIVvumMlOR5n3DCCXC73Vi/fj1GRkaKODxCZiebvtfY0j6pSFSUfNK6riZJQcQdZJKOpbRDcp5lRecP23vxVNdoQWMQdaG1TW6cvIL9nggpBa+++irOOuusSc+98sorqjb3F7/4BSwWC+68886SjY+QakYiIaHhQdUP0V9Th0aPTTXKFVU9l9UMl8WiWntYLWYEXDbl9EhjeS2dUSl+kt7nsptVG3rppyhpfLl9LpT0+bEdAdTMkTqfFX9o8tmVsyHphcrp8NuxrsWrGvwW0lx3sZhJhn33YBQvdA+PX+tMZeJiMSmhA0UjRco1AtXa3j6pSNRkMsBsMKgVJsFiNCqHShymSEJqo6IqItUbjGPbgWF875HtBX1+s8eCk1fW49jO2jkncELIwnDgwAHVSiOLRJ1ktbWzs1OllF999dVK8IgQUnwkipQMDyv72tzcqBYwfU4bnPK8OEnQlT22GA1o8dnhVAIPUDZZHAODyaguRkWJL58etBKBWVHvREedK6f0u6z4w/HLa3B8Z0DddwSc6B6KFtxcd9F6Xc4gw17ntiEqKoPRhHJY5yuQQRYohW82IyU36XVxxx13qNQ+Qhaa0dFRFfGUlayOjg6M7o+MF4k6LCZ4nRYMhhOwuU1KLlWUgLb3hNSKzZsDYTUBPf56H17eO4yeUP6rMwGHEaesqse6Fg86c5zACSHFp66uTkWjs33gRD5cFvSyiJT4a6+9VsIRElK9SLNoJMIqTS9QU4fhlEGp7bmsRgxGknCYjXDYTKhxWmCzGOG2m1XUKa1pCMaTyoabDAblaOVznS8m98hWP5bVjqXm5yv+oKI6+4NlXzsk0aOZZNglcuZ1WDAYTKItoMFpMc9bIIPkhrEQI5VFjFRWOlqgkSKliD41NzejxuOc1CFcUgFkpcZhNWMgHFcRp75QAi/vG8YbfWHVpM9pNeK5rsG85Mqz2IzA8ctqcOyyABp9Y/0mmF9MSGl4+9vfjh/+8Ifjj6XB+8SecHKBlkqVz4oyIdWEtK2xmgxor/PiyOVNaPY7oGUM6I+kVN+nwWgKvSMJDIREtlwyQgzYMxxVtTspTUcyPSYmEY7nLl0uNHhccE9R3Ms1ohOKp/DqvlG1yCppfYU2110MZpNhl8ViEbEajadU5G8qck1U67FygbfUDhSNFCknJsqXT9chXCYWyY/OZHSV2zwUiSOSyKDWY0F7jQOv7B3FUKywsPYRLV6cdlgjjmr3l80qFSFLFUnRk/5O3/72t6d9/U9/+hNWrFix6OMiZCkgjaOF9pYmrG/zq6wMkRWXtD2xwX6nGXabEX3hJF7qHsZvX+3FaweCiKYyyvGS4EhGF5Hz3LEagaPbvep9+Tg6EnWSFL0n3hjAM7sG0TMSx46+sKp9KtfaoYky7FORax9J43OpxeKEuvbRMrq6l2uhShHIqPoUPjFSIhghqnuf/vSnD3mdRoqUIgIl6aOzdQg/usOvVqn2j0QxEkspx+rPXUMFKe4JRzQ68NHTVuCU1Q2TmvURQkrDUUcdhXvvvRcf+MAHVK3TFVdcoWyV2WzGE088gc2bNx/St5CQcqLUTVDn8/l9fX3qvqGhQe3nud3Dqi7H47AgFEshldZVhEnLZNAf0pDJaHBbLeozIrquUgBjeUZ6fE6Lkk2vmaKom4sQg0SXJAtFthcHQ6JQ0aSmVHqz+yin2qG5ZNiTWgYbOv1wWkxKPj577SMCGeI8cYG3DBwoGqnymOgIVO8nSRuQ8y71T7N1CE+lNfSMJpScOZDCroEwtu0PFvS5HjOwaXUD1rfXHNKsjxBSOi644AKsXLlS2aALL7xwfE6W+VqEJD73uc+VeoiElGUT1Pl+fm9v71j9scePXQMRvLB7WMmVx5OaioQkUxrSUiclCrmZDJJpQDSXTAfrcmLJ6eQPZkay0aTfk9NqVo5OVPY/h6MzVYhBHDoRl5K0vTq3XaX69wQPtjqBoaxqh3KRYZcWKl67mdemi0jeHT+XupEq9URHJkefGhsbVSrpbB3Cw1KzZBmbBAeCCbzcPYxEAYtK4n6dsKIWZ6xtQrOPinuElBsbNmzAY489hu7ubrz88ssIh8NYt26dWvzbsmWL6ldISDkxMSpSCiGD+X6+vP8vO7pxYCSGnoQNO7f2YntvEC6LCWaTGQ0eO/oMcVi1DOKpDNySapZOqWtGm8kIj9WIkXh+aXJ2ixENHhscFjPiaS0nR2eqEINkokgUqz+URL3HpBZERyMpxPxjQgzl1lx3pgybqVGmuaJwpHgUdKaXqpEq9URHZk7fmw2ZAEU6dUdPEG/0BNEfzT+nWabQjatqcNGJHTiilQ3pCClnJCotN4lU//SnP8U//uM/4vnnn0c6nb9gDCELxdSoyGI3QZ3v58s10Uu7B7GvZ0A5Qys6mvDnfZIOl0E6rcNtNyCaHKvHMRrGIkVGXVf1S4mUDrdNR/hgb8Z8aPc70R4QkSiTql1aXj+3Cu5EIQY5bukJKc7GYCSB/tBYb6VkJoNIPK16RpZj7dB0GTblEmXSl2Bm1rxc1aVkpEo90ZHpHaiJKpAzId9HjcuKrQdGsHM4nvdnybd5+mG1eN9JnThxeS2dZELKnMcff1wJHv385z+H0+nEW97yFjz33HOlHhYhOctTTxUyWIjIwnw+P3tN1NPbr+TKbTY7zHYX7OYEap1WdA1GkYFBpZWZjSYlWZ6WBveaNrb4nNHQH4ohlMiv9kms78o6F8Tvyui6su25ODpZIYbhSFJFl8RJkj5UUp8lqXBZ8YWElkFbYExZtxxt/dQMm3JgdIlmZhnna6QuueQSJSP9la98BW1tbWUh+bgQ5DPRkIUlGo2OF622t7erFajZOoiLY3vzL1/Br18dKOjzzlhTi8+fsxZnHt5Y1ZMBIZWMtNX4xje+gdWrV+Od73ynWsi7//77sX//flx//fWlHh4heclTL4aQwXw+P3tNlImOqsc1tXWQMiez0Yh6r00p60XiSSUXHkmmVD8oqTuKp3QlZS4O0GhCz0t5T3BYgd6w1P2YcOwyP45q8+dklyUiYrUY8Ze9Iyptz241qeu2gMuq6qMT6QyObPPh1FV1aiGctj6/zKye0bEoXr3Hpu7l8ZYya0hcbMyFGKm7775bre5JY93zzjtPGamzzjoL27Ztw4MPPohqpNQTHTk0+uT21WDnSBpD4aFDVj2yxZRdA2Fc/8Bf8Oe9UgmVP0e2uHHtu9eho85T5KMghBQLqb995JFH8La3vQ3/9E//hPPPPx8ul2v8dWYFkHJkojy1ZLNMZaGFDKQJq3yGqNDJRa/UBU38vzLb52eviUIjg+pxoLYOJpMBmm5Qzker347uoSiCsZRSiUukNWjaWEZHMJZfv6eJuGxW1YbkvGNaVR/GfP5viziEujeMLbRm11uNRqhrO7fNQmXdPNCXeGZWXg7UUjZSpZ7oCPDkk0/iwu/+AeGdLyATGcLF7zwN60fjh9SjyU06nQ+HE7jniTcLdp5W1drwzfceTeeJkDLnV7/6lVKH/cxnPoPjjz++1MMhpCjy1AspZCCRAVlg7BmNYSCcRL3bpkQVmnyO8RSx2T4/e02U7QFVU1evHDC33aQcqyavHeF4WqnxJTQNDtnekEEqAyQK9J7k6urEFQGcsrJORZPyQRZUEylN9amS4wqqFL606lVV57HB77Cq1xcqXbIaiZQ4BbXUmCvdSH3ve9/DrbfeqiJj0p/qjjvuwIknnlhVEx0BGv7uyxh65AfQQn9Nw7tr5wv4xesJPHLHF9RjcWxFSefZXYNwWIwYCkXx4p5QQZ9X7wBuuuBorGv1F+0YCCELt7giWRHS7F1Syi+++GJ1E8VYQsqVXOSpF0LIYKIgVmedGyZTVPVriiTTCMbTWFbjVFGj2T4/e02070CPelxTU6ciPC1+h9r3UDSFzjoXdvaFYTKYAJNEnQzQJQxVIG4rVB1yjceG3QMRpfAnany5nJ9sxExSzGrdViUioWm6ipqJ4yfph9KIlllEuZNe4plZxnyNlMPhUEbqsMMOw9e+9jW8+eabKBX33Xefkk2/7rrr8MILLygH6uyzzx6vj1mIiU4mFJno2O15cZ2n/gdvmuQ8CZnoiHr+jE/eoh5LJwn5LmRV7MBIFP/5wn6kClxV2HzuOpzQWVekIyCELCQnn3wy7rrrLpVW/sUvfhG//e1vsWbNGvW8LKpJnxpCypGsPHWTz64cGrmIVylRfvuCKPtOTbuqc9uwusGDZr8DLqsZfcE4ugYiaPLZZv18udZp8VqRiIZUpMnpC6hrIok0BJw2WE1GdWE9VheuwWgywO80H0yiKwzp1xSOa3izN4xtB8L4864hvJJjnc3ELCJx9ESqXBZc5T6fvk9y/uaqu14qmCec0+mo9swsYyUbqdtuuw2XX345LrvsMhxxxBG48847leLSj370o6qY6MiY0y6Rp9mQ15977s9qRUnC8uLUPvHGIAYKkCsXzju6ASevaqQzTEiFISnlH/7wh1Vj99deew1vfetbcdNNN+HMM88s9dAImVOe+vjlNTi+M6DuF0rIYLq0K3F6VjW4cXirF8ctC6DRb8fyOvecn5+KjKLebUVdwIOMyaauiaIJDSd0BrC20YNkKoO4llHRHZvJhFgyg0yB/oYsbHqktjmlqQvyGrcFXrslZ7GCbMRMInvTIc/XeqyzZhHJZ4jD9tyuITzXNazuc3XgqhFXEc5pJWOsVCOVTCaVZPrEzzQajerxU089dcj2iUQCwWBw0q3cJzoCVfM0NfI0FXl98/1/VuH4RCqNl/cMoycYLejzjmxy4YKTlrNRLiEVjmRJ3HLLLdi7dy8eeOABnH766aUeEiFzylP7ndYFFTKYKe0qG5WpcdlgMRpVNGkuJNtHUuePWtmumswft8yPw1u8WFnvhMcx1uRWRWgMQDqTUY9TBTpQLhvQ5Ler9EJpyCsOoN9pUVE0WcgWsYKZokHZHkWyvdFowP6RaN5ZREtZbW4mDEs8M8tYqUZqYGAAmqahsbFx0vPyWOqhpnLzzTfD5/ON30T+utwnOgIkw8M5baeFh9XkvGMgjFf2jiI0/YLIrDQ6TbjyjNU4ork6FWMIWWpIj0KpjbrxxhtV83dCljrFTLvKCkjIdZdcOO8ZjuG1faN46C892DkQhbgzsq9MxoBEKgNtHrUwNU47VjV6MRhOwWk1KbGLrJ2erY3MxKjR6z1hJJIiFJFGbyiecxbR1LRHcRqNBsO42lzWgctkMksuvc+3hDOziiKLkW2k+3//7/9VUaFyZPPmzapeKotEoObjRJGFRyYfkzuQ07ay3a6BMLoHwhiK55+61+I24q2HN+OotkBV/4cnZKk10pW6XcmSKFfbRMhiUkxBrGy9ucMTGBelkEyQnlBMORd+x5gsuDgxkYSGZIH+k9UANPhsCDgsSgBiolLgbGIFE8UyJqr1DkUSMBmNWNPkUY145VhnWzTNRW2ueyCq0hdjSW1JNZOdmJkl50m+A3G+5zqn1UDRGul++ctfXlSHpK5Oeg6YDqm7ksdNTU2HbG+z2eD1eifdSHkj/xk/fdY6mDyziznI6xedug7D4RS6B/JX3fOagXcc046TV9SpkDMhpHoa6UrNLhvpElL8tCuJQMlCZ9zsGuslZTVh30hMqQrazQaYTMaDTXPHHJtC4zEr6seELtpr3FhZ7z5EEnu6qNlsUaMWvxMZXcdoLJnThf5canPShHdnfwT7R2JLNr3PsAQzs4yVaqSsViuOO+441Zcqi4RP5fHGjRsXbRxk4ZBJ64QTT0LNGf9n1u3k9VNO3ICX9wzgQCT/KfrdG1pw6sp6tVpWrWoxhFQz0qNwxYoV+OMf/6h6FMpC2k9+8hNlo8zmpWHMCVnMtCupQx8eHlapat1RM3pG4nhm1xCe2jmgpMuf2DGg0uaGw0nEkrrq/1QoK+t9aPA5EE2mp/2/PJ1YQT49iuaT9iiO2t7hKJKZDFoCM6f3LYV0vqVGRTfSlZQ8iYBJTyrp/XT77bcjEokoVT5S+WQnrV/ddhXOlbq333wHejw8KfIkztPj//pFfPeR7Xj8zdG8P+PoFjfesb4VkWQGzX5b1arFEFLNlGOPQkKqOe1Kok8StRpNmRBKm1BrMyAYTyEUTykp9FBiTEAirekovPMTYDeNqe/VumwqspFrv6xi9iiaLe1R1H8l6tYasKt+UnLMqsdURofJaFALs9XcTHYpU9GNdC+66CL1n/jaa69VkbFjjjkGv/nNbw4RliCVycRJ6ze3fRbXW7vxyGv7YWs9ApaaFlzx9nU4/+xT8WLXAH65Jf/eXz4bcNraBvSHUyrkXs1qMYRUM2ykS0jhaVeFIPVPkprm9jehzm3FYCShxBOGIynlQEhGkCZBFzGp8wi+uKxmjMTSSKa1sRR7A1RUJ1tnJFEzsd1To2YTo0YSDSpELCOr3idOlvTLCsZShzhwkrZnMRnQHnCpOq+e0RhGoymkdR1mOb92s3LiqrWZ7FLGXOlG6sorr1Q3Ut1d2re8sQsNTS34P6sPw/s+fAVGDuYUbzsQwg0Pbc17304j8Lfr26DDiHAiheM6KR5BSKUivQjlJlkI0mBdegFKSvkJJ5ygbNS6detKPURCqord+w4oh2Ld6nqMxqR9yIhybIYjceVYiLsg/Z/mm7jmdphwTIdf9aWSdEFR4BPxB7mfLWrmtBhhtxpVel2L36GiQxO3m0ssQ5xDqaGSNMCss2azmOC2GyY5cC0BOyxmI1LpDPYOxxBNavA6zOMOVm8wriTi5Xm/c54ng1SuA0UjRUqVq73txV41Gblrm9RE5LabsHsgim89vAXRAhZ2Lj1lGU5Z06gmYFk1k1ub/6+yqISQyiPbo1Bu27dvVwt+0qNQaqL4f5uQ+ZGNyIiK3bOv7VLZIbaQEdGdg9g/GkNG0vV0qGa5aQ3KiTIbxh4XSovXgVUNXtS6beqxRIAk2tXsm7ndSNb5GQgnsWc4ip0DEbT6HWgLOGEzG2dM+5tLvU/eN9WBE0dNZNKl/gu6QWWzZLGZTeq9cvgDYUn/s3MeqiIqtpEuWVpOlCkyoFaR3nbCOqxudGP/cAw/eHQbBuL572/jMi+OX1EPr8MKp3WscWCuxaSEkMpgYo/CX/ziFzj3XKmkJITM5BzN1sMo20/pD9v68F8v7McL23djJJZExOiCzWyA22qCltFUJEYiT4K4CvNxnhxmqDT+YCw5Pp65xB8mNrxt9Nhx3LIatPjtqk7pxd3Dqj5rNrGMuXo+yQKuOHDyXkl/NBqNqPfYkdJ0pDQNifRY/ZPci9PksJqVguBQOMVrjCrDXCwjJY1qH3roIRWVIqSYSMPkffv2qTzjuqZWPNc1hAde6MaukXTe+5Lyz3OPblP5zIUUkxJCKgtpdyGCR3IjhOSWrjaxh1HWKQmLSEQiDYOehJaIIpnWMaTZUZvKqDS2hKZBh64cpyzzSeETZ0kckP5QAq0Bp1rwnM1eT3V+BHF81rX4sKJ+bOG13mvHumavcnymIx/1vmz9mESjWgMONaZwLI20nobJIOIXY32r7BYjwvH0+Jgn1lYtlZ5J1UjRJEFopMhCsX//foSiccR1M/58II1X9gzhTzvzV9wT3ntiK1Y2eidNVvl0XieEEEKqhZnS1SSCI/XH61q86B6Kqtelx8+BkThSkVG1jdPlRtpoQSSlwWM1wmIyIxRLQnwTgzYWgZpPzMVts6g0uKSkBh4MZc1mr2dyfqQGyWkxqxQ+OY5oKgO3bXp7X4h6n4zFb7fAaTMphzEYS6M/FEcsmcbuwbRKbbSYDVjXKmmHszurpHKgpiIpe7Zs34G+UAK1rS2q8d3/bpncPDlXNrR5lGT5VNWhfDqvE0IIIdXAdBEbIZuuJvVG23uDiCY05ZSI8yLqcqGRQcRFFa/Wj1qPDdGEyJfryobGbSYkRIVvnmMT/8ZlH7PVVpNBSYLPZa+LIV1eiHrfRMVgiTqJcIQ4T/K3fKYo8xkyRryyd2R88XY6ZzXXHlykPOCSOynrPGyRQn3xtddVXnVbWzse+HMXQgXMzG9Z7sWHNi1XMqPz6bxOCCGEVAO5pKv1B8dssVzsixMj0tyD/QPqwt/k9ENLZ5RdjYnDYTapvkd2q2neF5c+pwViksXhEQEJsc5z2evZGt7mmm2SdYbEUZuO6Zr2ZhWDJZVPnKTRaBI1zrEygcFwEj6HVaUR7h6KomswohoYs+Fu5cMIFCnrPGyrGdi2Yxe0TAb/vSOK7thfGzfnSqfHiBsv2ACf03bI/mfqIUEIIYRUM7lEbARxVUQUQeqbzCYD9h3oUYuaKatHRZo0XUc8nkYqoykHS92MsiAqr+WfxmcxAm0BBzw2MwIuixqfiDfMZa9na3iba7bJxPYpuTbtFWRMUmf1Rm9YpfENx5LqPNR7rGjyOSABNDkfBn2s+a6kFM5VW0XKG35LpGzzsCUN4Nktb+DNnhEMxTREfSIznt9+ZfN/vfQkdNS61eP5dF4nhBBCqoVc0tXERopD8FL3CKymsb6Je/f3qhQ+2DwIxZPw2CwYTidghEFldyQzuhJ9Escqmb/WE+qcFiyrceKE5bU47bAG5bTkYq8LdX5map+S74KrRKDE8ZPmueIsScQu238qFE+p6xGDUYSxdGDKLihmVXnQgSJlmYctKQM7+8N4bsvr2D0QRsLdApfMPHnylXeuweEtgaJ0XieEEEKqhVwiNh6HGcFoSkVNxBGxGjIwZ+LKlsbNbtSYzbBZDCptzyQpaTYT9g7GYDIbkE7mn45mMwDvOqYFJyyvwwnLa5RwRT4U6vxMt598F1xlG3GEzEbjIQ6pOFPqbGREdO3QfVDMqvLglSQpuzxscZ627BtB10AUvQf2IJzMwO5tyHu/f3tkHS44fhkjTIQQQkieERuJqEhzWNnuxOW1Sgzh1dd3Kqck4POitd4Hn92MBo8NvaGEkjUPRhPQkUEilUGiAAm+9R1e/O0xrVhW6y44tb4Q52c68l1wnc0hHYtEjaXFyN9ToZhV5UEHiiwKs/U9mJiHLdsdGImqruYmg47Xd+xU25h99Xl93lH1Fnzx3KPgy3P1ihBCCFkqzBaxqXXZ8HpPSDlWElFZWe9G364EvHYLbLWNOLrNh6FISrWxsRiNMFp0jAAqJVBS9/KNP8kVwVtW1ePIFt+MfZpy3lcJsk3mckg7a8dquMXBKjS9kJQPdKBIyZv0TczDzug6+kJJhKJpvLB1BwZDMRhMFpjcNXl95h2XbER7wLlgx0QIIYRUAzNFbMR2TxSZkIt7LToCj90MkzcAu8WMGpcBLX477GajUpiD1D9JDfMMSnizUes0Q0qreoIJtPgPTSnMh1I1q50rhVCgmFV1QAeKlLRJn0w0Xrt5POwtK0YDoRi2HhjB1p3dah8mbz0MedQ/3X7BOtR55jf5EkIIIUuF6SI204lMDA0MqLokV2MD9g/H4HdZlXy5vD+WzEA3GJDJSBJf/qxucKs+U7sHImj22Qt2eOZatF1o5kohpJhVdcBqNbJo4hAz9T0QZGKTEHbvaBQ7+yN4tSeC9Gifes3szT197/0bGrCy2c88YkIIIWQeTNcTaXhwUC2EbjpyJZw2k2oY2xeKI5JIoaPWMSaWUGAro0afTTkfI/GUcjDms2grC7JyTVHvsal7eSzPy+uL6ZCKsyn3Ex2k2V4jlQMjUKSkTfqyfQ9k0uyodeKl7kH86fUB5XylgwcdKF9uAhKdHgPOPbaTecSEEEJIkWt6HIY0IpGwkir3+Gtwep0FJpMRe4ci2DscU3Zb6U5k8vegnGbpj6TD7TCr/kmFyHlPp+grZBdt5Rhk0VZqrHiNQOYLI1CkpE36sn0PZFXo+a4hPLKlBwlR+owFoafigNEEk7s2p8+76X0n4Kg2P/OICSGEkCLW9DT57Nh3oBfRZBo2pxsd9V4c3uqD3WJU0Z1dAxF0DUSUKEIhrYwkEiP78tnHxBUKkfPOZ9GWkPnCCBQpaZM+eV1C/i/vHcF/v7gHL+wPq9fG0/c89TAY507He/hTp2BtM1eVCCGEkIWo6RnenVTiDmvWdCqRpmd3DeGF7iF0DUYhonmaZkQyoyFRQApfvduCzjq3EpKq9VgLSsPPZ9GWkPnCCBRZ1PzpLDp0FU63mY0Ix1N46o0+/P71ofHX/5q+N3f90/2XrcfhLX46T4QQQsgCIPY1PDKkFkPbmhtVqty2niAGwim1SCqRo4yeRjSeLuhCtMnnHLtmcFkLTsOfuGg7HWxWS4oJI1Bk0XsiiEP1Rm8IaU1XOcuv7BvGfc90jb9PntNGe9Xfpjka6J69tgYnHta+4MdCCCGELCWmSoH39Y0tbHoCtdg3HMP+kRgGQ3H0hxIqtS+W0hCcZsF0LmwmqVMy46hWP45o9RWchj9bI1uBzWpJMaEDRRa1J4Ko68jEazWJc+XEUCSBP2zvQ3/8r+/JxMPIJGOAwQizp27Gfa/2m/Bvl25cnAMhhBBClgjTSYG/vKMbNmiwuvzYuieErQdGkUpmMBBNqehORs8gkmcASuJMjT471rZ6cWSbDx67ZcEa2bJZLSkmdKDIouVPhxNpVeskwfM6tw2v7g/ilb0jeH6X9C7/K1o2fc9TC4Np+p+oTLH/84WzFmX8hBBCyFLs3+h3WKDpOoZGgtjTNwxNB14eyODJnQPYOxyFxWgcj1IlCtBm6KixK6fHiMKU9/JtZEuRKVIs6ECRRUFWfOSWSuto8trVxLtvKIo3DgwjPqXgNJ1D+t4DV26EUapWCSGEEFIUJkqBSzRo30gMo9EUurq60B9Kwmh34/X+KKKJFHTdoBZGE2kdM5QdzYrDCNS6bFhe70Q6k0FSvLNFaGRLSDGgA0UWjaxCjqxmSc50XyiKrRNz97Lbjfare7Ovcdr9XH5KO9a1BhZ8vIQQQshSIisFbjUZ8WZfGNGkBo/dhNGhsf6MHn8AW/YHkU5n4LSaEE2kC3KeBJMJWF7nQsBhV+l1ktpfLLLNaglZKLiETxaNrEJOLKmhNxjD49vHHKWJZBIRZBLhGeufjmm04coz1nIliRBCCFmAhU6pGRqMiDCEhnqPTT0/ODCgFPgCtfWqnkheMxoMBfV8yuK2m1DrtsHjMKPZa4fFTHEHUjnQgSKLRlYhR9IDnn1zEOFpik2z/Z9MrgAM5sm5yrU24DuXbIRvhiZ5hBBCCJnfQqdkigyEk/A6xiI4klkXGh2E0WgA7B4kU1LvlEEyLU5U4Z9lM5pR77GOSZfXjcmYE1Ip0IEii4ZEjdoDDuwbCqN7JDLtNuMNdH2H1j/95KOnqCJQQgghpFqQ1DipJRqJJtW9PC4V4sSI4xSMpZSCnWCEjtjoMLSMjqTFAwN0FX1K65hXBMrvsiKezChRKarjkUqDDhRZVAOxqz+MLftDiKWm3+6vDXQn1z99/owVaPI7F2OohBBSEDfeeCM2bdoEp9MJv99f6uGQClG8e2XfKJ7bNYTnuobVvTyW50uBODHL69xw2szoGY0hkdagJWLIpJNKHtzm8sFltyibLul+hWo5iYCE02ZSEa9Gr338GqGUziMh+cAKO7Jo/SS2Hwji/uf34MWuEUzXKiKTiCITC6rOEGZv/fjzZ6z24YjWALuHE0LKmmQyiQsvvBAbN27ED3/4w1IPh1SQXLj0LLKajUimM6oRrDgrIsddCtntZp8dx3YEVJuReFLD/gM9KhpVUxuA3W6DI5pGPGlCBprq41QIjX47Am47UmkN23uC2D1oVjXSkuYvsuaUGyflDh0osigGoi8Yw29f7cGWvdM7TxOjTyaXHwbzWJ3T2gYnzjiyHfU+dg8nhJQ3119/vbq/++67Sz0UUkFy4c0+x/jzItQgj6URbPdQBEe2+BY9tU0+74gWL7RMBkORJMKIoclnR31bBxJWE9xWi6qTykQzKGRoFqM4aQ5EYikMx1PwOCzwO6xl4TwSkitc0icLbiDC8ZQyBM92DSKenvlHlw5Oli9fW2fDBzctV6tRzI8mhFQjiUQCwWBw0o0sHblwiTxNhzw/GEqq7UqB6qXU5kdnnUtJmIsyX319A05dWYsjWjzoqHGg3mUtqAYq4DIjmdKQyGSwst6ljlVqqrLOoziVcs3AdD5SztCBIgtuIKTw9IkdA4inMjAbAGnNIPdT0Q4KSNi8DTil04srz1yL9e1+rkQRQqqWm2++GT6fb/zW3t5e6iGRReyLKGl70yEpc/K6bFcqsg1p/cY4WvwObDhsGRp9dmR0YPdgDG8ORJDK08fx2gCf3YZIOoMGtx0tficMUxIBS+08EpILdKDIgpE+KHO6sy+EoVBy/HmjwahWmiSMnyWTikOLjqjnPnbucbj574/F6Yc3qfQFOk+EkFJxzTXXqOj3bLdt27YVvP/NmzdjdHR0/LZnz56ijp+Ud19ESVubDon4yOvlUPsbHB5U9wNpO17sHlFpfdFkGsmZ8vFnwWmzos5tgdduVs6ZKPCVo/NIyFywBoosGNJo79UDo3j6zSGMxlNIa4BMhwYtA6vFBJvFCNNB4xEf6ldRqVXtLbjsbevQTMU9QkgZcNVVV+HSSy+ddZsVK1YUvH+bzaZuZGn2RZSan4k1UFmkWW2zf3FrfyVlTqI+4riI4yafLSml8XgcA5EU9saMCCYSCMXHFAKVAl8ePo4sha5ucGNVvUddE7TVOA6JPpWb80jITNCBIgsmHvHMzgG8vHcE+0diyGQ0SKRfbsmMRJy08QlSUvxSwT44rCacsuFwJWlKCCHlQH19vboRUkwkcin1vSKYIIIRkrYmkRdxHsR5ctnMi1r7m1XLlbR7if5kFfG0kQNIahnEjQ4YDCYkUykMRBKqT1QmzwCR12nEuhYfAi4rVtk8qu5pOkrhPBKSL3SgyIKsYr26bxSPbutDXzCJaCqNlGaAxagjcXDClcBTJqNDM+iqyznCA2ivceGcjethLLSxBCGElJDu7m4MDQ2pe03T8NJLL6nnV61aBbfbXerhkTJD0tOlxneq4yLOgzhPi5W+Ppuc+s7XdiEUS8HkrIXHbsaWfXGVwhdLZ2ZU1J0OSc8XafS1zV6VtreszoXuwWhZOI+EFAIdKFJ056k3GMfvXuvBG30haJoOj92ClCWDWCoD6aCbdaKyEamALQOfV8PR7bU4af3aUh8CIYQUxLXXXot77rln/PGGDRvU/aOPPorTTz+9hCMj5UpWqGFq6txiOQ9zyak/2dunomSuxhrV6LY/lEQ0kVEp+fngspqxvq0GKxvc486h124pufNISKHQgSJFYySaxLaeoGqK9/TOAQRjabjtZvhsZrWaZTdn4LGaMBpJKMfK77ahvcaBczt0vI461NXVwePxlPowCCGkIKT/E3tAkXwRZ8kt8rRlKKeeCo8o56auvh77RuKIpzXEkmm1+JkrklNyTIcfFxzfhiafY9w5LLXzSMh8oANFisKe4Sge29anok/9wTiGI0mV3ywrV4LLKl3Gx0L0MvNKWt9RbQGcdlgdrL2vjuWDL1tW6sMghBBClgyzyalLdEoU+MSWr17Wij92JxBJpFQdcz44LAZsWlk7yXkqB+eRkPnAYhMyb0ajSeU87RqIIJHS0BuMIZ7OIJTQVKHpaDSlHsvKktdhgctugcNmwcp6Bxo8duzbOybbSweKEEIIKQ859VBwFPFEEhazGRtWt8FpNSkbn2972yavDaeuqmNkiVQVdKDIvJAVqm09IewZiqroUvdQTKmayoqSzWxQr4cSKQyFE4imNMSTGSTSGmqdVtS67fDZDRjs61H7ogNFCCGELL6cuog3TGVocADxlIbmpjrUeR1wO8xK7CGv/ZuAk1fUob3WVcRRE1J66ECReSG5y5KyJyl5/cGEaq6nGuUq+VGDutd1IHzQiUppadgtRqxqdKliUmN0SDlZfr9f3QghhBCyuHLqonwninjiMElrEbl/Y/deSNCorblJKfWlNR2Rg2n5ubKi0YV3Ht3MND1SddCBIvPOn5b0PEnVG4wmkNHHUgJafE5VICq50zazUSn6yE0m6VUNHpx9ZDPWtwcw1Ltf7YfRJ0IIIaR0cupNPrtS4xsIJ9AbiqO3tw+xpIZdYTP++8V92NEbRCyVewKfwwy886gWHNkaYPoeqTq4JEDmhThLkqoXTaSRSGqo8dvURGm2GtFW41TRqb5wEi6LAa0Bh8qDfuthDVjT6FHbdXV1qf3QgSKEEEJKw0RFPOnz9HpPCKPDA6qJrsPrP5hNoiMf9fLldU7lQFGSnFQjdKDIvPOnPQ4rDLoBNqsJoURaPSeRJ6vJCKfNjOV26fdgxltW1+E9x7bB6xiTS02lUti3b5/6u7Ozs8RHQgghhCxdZFFT7PfO/iTSmobQyPBYCxJPAH2hBKLpjKpxzgUbgI6AEzaLpPMvLOLYUQqdLDZ0oMi8kElqRZ0T9V4bYsOamshkwtUyGaQ0HT67FQGXReVRS9RJmupmEedJ0zTV+ykQCJT0OAghhJClTrYvVDoaxkg4jpRuQChjx2g0jpHIoUITM1HvsyKmAcORhJIvXyikNmtqM14RxZC6Lka+yEJCB4rMmxq3HRs6AjCZDOgejEHTMyry5LKYxhR7jECjx4HOOvekVaHdu3ePp+9xtYgQQggpj75Qkr4nolA2bw3iWgb9oQQ0qXGWbebYh2zTUeuG3WzEgdEE1jbrBdn4uSJL4jxt2Teq6rakEbD0spIF3J7RuOpBKXVddKLIQkEHiswbmdQOa/bCbDJgea0buwYjauK1GI0q4uR1mHH88ho0++yT3sf6J0IIIaR8UtayfaF6evvU/u0OH/YNxVQtczytzek8CQ6rQanttvjt6j0y1nxV+OaKLMk5kNfFeWqeEOESsSp5vH8kim09o1jT4IHFbGJaHyk6dKDIvCftrAyqrPg4rWasrHcjIatYmo6UpqHWbcMRzb5Jk5ek7u3du1f9zfonQgghpHgpa4U6Wdm+UD29vareKQg7MokUkmkdhhwE+KTiySFtTHQRkXCrhVQZQ77HOFdkyWQ0qHMgr08lnEhjOJrC9p4Q+oIJeGwWpvWRokMHiuTESDSJbT1BDISS45Nsrcc2PiFlZVCzE7uISDitRtR6HOioOXTS2r9/vxKRcDqdqKurK9FREUIIIZVBrilr86kLEiero8aJyOiwkjC3WLzQMxkYoKuFUXHBZvOjxEfzOiyo89hQ57GrNH5x4HJlrsiS9KrqHoqgze9QxybnYKrz9GZfGJFkWn2unCeb2cS0PlJ06ECROdkzHMVj2/qUCo9D9XMyqkjTaDw1aUKaKIM616rXxPQ9htUJIYSQ+TsWony3ZX+w4Lqg0WgSW/ePore/X2WRmOweJDUd8WRG9Xmcy4GS9D0ZQ6PPgURKQ3uNQ10H5CtiMV1kSZDnB0NJNHjsyjFUKoEHlf7kHPWMxhBNauoY4+IAHuxDOfEcHdkyOSOGkEKgA0VmRSZTcZ72j8SxrNapVpNSmjTOTSOtyaQVR/eQeXxCklsuuc5ZAQmm7xFCCCHzdywGgglEE9qcTtZMDkR2sXTXvh6Eogk47Fb4AgGlqGs0ARaDAdoM7pPZAIjpr3HZ1DWAOC9SAy0ZKPk4K1kRi6mRpSxyDaJeN41F1cQxzB5rLKVhNJpSddeheEpFwWTRd6rzVUhNFiFTyT2uWkbceOON2LRpk0r/8vv9pR5O1SKrOVt7Qtg7HEOdR1ZzJK84oULjbrtJCUUkUhk1acuElCuZTAbd3d3qbwpIEEIIIfN3LMQO94fic0ZvprPXIxMWS11aBG67GbW1dahx2VVenkSjprtilKesBkCy9CxmM2xms+oXtbLBjeM7A3mny2VFLCSyNB2ygCuvizCEpCS6bGblGMZTmnpPNKUhGEvCYTWjyeuAQcXM/nqO5Bxma7LkGkdS/uTY5V4eE5IrFemCJ5NJXHjhhdi4cSN++MMflno4VcuB0Tie3z2k1Gx2D4YxGk1Dhw6nxQSv04J6j12tTMkElk+RaE9Pj/oO7XY7GhoaFvQYCCGEkEpnomORTVmb6lgI4gLMFb2Zaq/FcZAaZ0nTl0yTHXuHlfhDoLERVpdFOSRwiqMi1wBj0SblaoisuVGcJwMy+lhUyGc3YUN7AOesa4R/BkcuJxGLCZGliQxHk2j228fLAybWXosTJMdW47ZhWY37kChT1vmSc8n+UWRJOlDXX3+9ur/77rtLPZSqRSaXV/aOonc0gXA8hXBSg0lS9IxG1QsiktAQS0bQb02gzmPNq0g0W//U0dEBo7Eig6CEEELIopGLY1HvtaoUvtmcrKwDMRGJSIlAlKS7iZM1Ojyoip3aWpqQclrRbYgquy/XABaTjkwGMEpgxzAmGpGBfvDzDFjR4MG7jmmB32Ur6DgnqvpKZEmiZtnSATlGWbCdmBY4sfY6ldZQ77GpiNJ0KXpZ50vTMvOqEyNEWDJXr4lEAsFgcNKNzF6sGk+lYTUbkEjLc4DfaYPPblHSpmajEeL7DIQSKiXPacn9p8T6J0IIISR/x2JiypqW0dW9PJbnD2v0qrYh4ihMhzxf67EeIuqQjUiJQJQ4KqNDg+qxZIisqBuL5EgKn81iQo3TqhR2xf6bDkaiLCYDGr12LK934/wNLcrBmQ9ZVd8mn105OQPhxFhdl98+rXOTrb0OuGxY2+yF226Z8Ry1B5zYPRQdrxMTx09Ug7N1YvK81IkxnY9UZQSqEG6++ebxyBXJrVjV57SMFY8aAZfkNSfSsJmNsJkMCCVSyqtyWS1K5SaaysBtM+bmnB10oFj/RAghhOTG1HYhknomTozPaUazz6kiSyJBnmv0JktWMVfUdUfCCYRGh9XzFrcPQ9EEMnoGVqMBNrsZDT477CYDhiMphJIZJNIabGYDOutdaPXZsaLeU7RjzVXVd65zJFE3cb7k2GfrHyVQaILkStn8Oq655hp885vfnHWbrVu3Yu3atQXtf/Pmzfjc5z43/lgiUO3t7QXta6kUq9osBpXTLDc1Z5kk/1pDSgOiiRTaapzoqHXCbDTlXAPV29uLeDwOq9WK5ubmBT8WQgghpFqY6FgMRRI4MBJXi5uv94TG63jELg9HktM6ENOlpmX7Okprkkw8hHAsCavVgoGUGaMRcaAMaPDax0SjJNXPZlIiDQ679HgCrCZJgdNgs5rVAmuxyFXVNx/nS9L7clH5y7f5L1l6lI0DddVVV+HSSy+ddZsVK1YUvH+bzaZuZG5ksomnNewdTmBU5MozkvOsw2Q0wmo2wWExoMZpwboWL0wGI2yW3BvlZaNPrH8ihBBC8kccAUlN2zMUm7mOp8WLFfXunKI3E+uOut8chtVigGbzoC+YUJ8jDthYOr+m6qNFbEJqnztrXUp1TzJSlte40BZwons4CpPJOPa+HKNGC3WOpnO+chHjmK5OjJCydaDq6+vVjZQemXBl9ap3NI4Gj03JlctkKHOg2WSC3WxUXcAlFC5FpK0HFXFygel7hBBCyAI31R2OHuz3lNtlXjb1bduLMdjNJpj8tWj22RGKJRGOm1Ttc2edG0aDEQPhOMKSJjgSg9dhxeoGF05bW6+U+57vGsG+kbj6uxyV7fJR+SNkNirSxZYeQi+99JK61zRN/S23cDhc6qFVxcTcPRSFx25Ga8CpikYDLqtyoCQSNRJNIK6lkdQyiKUyagVqWa07pxUm1j8RQgghC99Ud6Z+T7MhTo47E1GCEEesaEOL3wbdANS5bfA7LEqMQeqgm7w2VS8lwhLSE1KEG6TfkogziOCDzWRUanhScyWOypZ9oypyVSliHPk2/yVLk7KJQOXDtddei3vuuWf88YYNG9T9o48+itNPP72EI6ueibnV71QOU89oTIWyRZBmIDS2qpRO6/A4LFjf5scRLd6cV5YGBgYQiURgNpvR0tKy4MdCCCGElDOysJivUEIuTXULreMROy2RLHegFtsORFQan6TuC/GkhuFYEnoGypHyOMzw2i2qrkga8ErEqd5tg8tunqRspyJiQ5GDEbHSOyZzCU2US7SMlDcV6UBJ/yf2gFoYJk7MdoMBK+vdaPE7sL7Vq3KGJfI0Ek3hlFW1KkKVz2SYjT6JeIc4UYQQQshSpdBmrgtVx5NOpzE4OKia4qatHvT0xZRAhN06Vl8l6fwSdZIFVY/dAoMuogwpjEbTGIwkVTRqeb1L9ZMqd2W7QlX+CMlSHr9kUjZMnZhlMpFQfZaxEL5JNcnLd6Jh+h4hhBAy5jxJalshzVwXqo5HnCcpi4hpBjTW+tEdGkH3QBhGowGx9FhtdCSZHhOPMhthMZvV9cBgNIn+UAIWswN+h02l81WCsl2hKn+FRA1J9UEHikyaEKSTt6w2iTxqi99ZtIlZ9t/V1aX+pgNFCCFkqZKTCMQsKW8TVfPy6fc0F/39/ar3o9UdQJPXAb8zjJ26jmg0LaNGKpNRbU3EeUpldCUkIbVOPrtFiU1IvEt6QlWzsl2hUUNSfdCBIodMCCJhLitNsZSmaqGKMTEPDw8jFArBZDKhra1twY6FEEIIqRYRiJkiJAtRx9PX16fS9zz+GgxFk/A7rGivcWL3YBQiupvUdHU9EE1psJgMynlq8Tmwot6lImgHgnHlgFWrst18ooak+qADtcSZaUKQPOdQPIW+YFwp8c13Ys6m77W2tsJi4QRDCCFkaVIsEYhi1/FIBErEHzz+WgyEk/DazcqBaw3YlZiELKTK9YHNaoTPacHyOpfaXqTNXVYRlDCp7BVZaC3Gwms1RQ1J9UEHagkz24Qg4hH7R6IIuGyqx4PFbJrXxMz6J0IIIaS4IhCF1vHMFIGSyFJrSyNeD8ZVr8d9w3Ek05py6GSs4qjJ53mtJrW4Gk9mlHMlinzNgQBaAg51TVFtynbFiBqS6oLf8hJmrgmhxmVTE6E4T/OdEFj/RAghhJRnM1dR4BsaGlIO2cqOFjz5XJ9qlCupfOLGiTOkZTIwmYywGk0YjqfhCSVU090GrxUOqwkrG9xY1+xFNJWpOoGFhZSOJ5UJHaglzGJNCKOjoxgZGYHRaFQS5oQQQshSZaFEIOaD9H+SrBS73Y6YboHZYBhzggwGyDBkIdVrMiCR0qHpGQQcNljNBqxp8iDgtMDjsKoxi5132ypfLGKxpONJ5UIHagmzWBNCNn2vubkZNpttXvsihBBCKp3pRCBMBsDnNKPZ51Tpc+LQLJYTJel7gjdQizd6I6j1WBFJORBPplX/R1lGtZutGAzHVY20xWhEPKXD7TCjtcZZFWl6lRY1JKWFDtQSZrEmBKbvEUIIITOLQIj4woGROKKJNF7vCS26PLYISAguXw2GYkk0eOxqXFrGjGA0jVAihXhSg8duRiYDrGv1ocZlxcnLa9Hid1RFml6lRQ1JaaEDtYRZrAkhG4Hq7Ows0sgJIYSQykfsq5bRsWcoVlJ57GwEqrauHkMZwGAEnGYTrBYLal02FSHLSEp/JoPRaArLa13qGsHntC4Zp2EhpONJ5UIHaomz0BOC9H6S7uYywXZ0dBRt3IQQQkilUy7y2FkHallbE/oHzIjENbjsZtXqRPpBZRNR+kJxJTAljpSk+S21lLViS8eTyoUOFFnQCaG7u1vdNzY2quJUQgghhJSPPHYqlVJCT8LythaELQk8u2vwYI8nA4aiY2p78XQGSU1Do9eGWrdtyaasFVM6nlQu/AWQBZ0QWP9ECCGEFFcNVyJXxWygK/tzOp1wu904wmRDKJ5C10AEbrsZI7EkhiMJJSTR5HXg+OU1OKJ54dMKCSln6ECRBYX1T4QQQkjx1HAlrW5q2v18BCeyAhINDQ3qXvZx0opaFWnaPxpHIqlBNwCNHhs669xo9tlzctaK6eQRUm7QgSILRjQaHc+rZv0TIYQQMj81XHGetuwbLargRNZOZx0oQfaxvs2PlQ2FOUDFdvIIKTfY8YssePSpvr4eLper1MMhhBBCylINVxTtRDAinhLpcF3dy+OJarhTBSckYiU1SlnBCXleBCdku0IcKLHV06X2+51WdZ+P8yROnjh1Mv56j03dy2N5Xl4npNKhA0UWDKbvEUIIIbmp4Tb57MoJGggnxpwkv31SRCkfwYn5pPDNh4Vy8ggpN5jCRxbcgaKABCGEEDI/NdypghM6dMQkYqXpMJkMsM4gODEbyWRyXIFvagSqUlUFCVkM+OutQsqhcDMej6Onp0f9TQeKEEIImZ8a7kTBCXGUJMUvGE0hreswGwywWY3w2C2TBCdyjT6J+p6o8OVz/TDdtoWqClbbNRCpfuhAVRnlUrgp/Z9kEqupqYHH41m0zyWEEEKqWXBiZ38E4UQasWRaOUzilIha3+7BKFoD+TknEwUk8rl+mGnbOrctb1XBarwGItUPa6CqiHIq3GT9EyGEEFJkwYkap+rRtG84NuY8Gcecp2AsjVa/Q0Ww9gxHc64xyjpQTm8g5+uH2a41dvaHYbUYlXrgdMjztR7ruKpgtV4DkeqHDlSVUG6Fm6x/IoQQQoqLyWREjVMiKk7EkxqGY0l1X++xYmWDG61+Z15CEtkmummrJ6frh7muNaJJDQYY4LSa5lQVrOZrIFL9MIWvSiinwk0pSt2/f7/6mw4UIYQQUhwkPc9mMaE14EAinVHOiclogMMyVucjj/OpMZIIVErTYbB7c1b3m+taQ5yVNU0epSY4MZVOVAXFeVqIVLpyugYiSwP+iqqEcijczLJnzx5kMhn4/X51I4QQQsj8yQpJiNPjtJrnVWMkYk/BYBAZXYcnUJvz9UMu1xoSgZpLVbBar4HI0oApfFXCRHWe6Vjows2JMH2PEEIIWTghiWLUGGUV+Hw+L5wOR07XD/lcaxTaiLfSr4HI0oC/pCqhmJPqfKEDRQghhCyQkEStS9USzbfGKCsg0drUmPP1Qzlda0ykXMdFqhem8FXZpBqKp9UkKvm+WWlTmTgWqnBzKqlUCnv37lV/04EihBBCiovUEB3Z6jtErkm8u8oAABa3SURBVDvfGqNsBKqxsTGv64dyuNYo12sgsnSgA1VFFGtSnQ/79u2Dpmmq95P0gCKEkKVAV1cXbrjhBvz+979XTcRbWlrwD//wD/jyl78Mq3X6wnZCCkXs+XxrjLIRqPr6+ryuH8rhWmM6ynVcpDqhA1VlFGNSLVb6Hld6CCFLhW3btinxnH/7t3/DqlWrsGXLFlx++eWIRCL453/+51IPj1Qh2RqjQslGoKSJbr7XD6W+1piJch0XqT7oQFUh851U57sKKzB9jxCylDjnnHPULcuKFSuwfft2fP/736cDRcqOWCyGUCg0HoEq5PqhlNcalTguUl3wF0aKhqTuZeufOjs7Sz0cQggpKaOjo3OmMicSCXXLIrLShCw02fQ9n88Hm81W6uEQUnFQhY8UDWmeKyISTqcTdXV1pR4OIYSUjB07duCOO+7ARz/60Vm3u/nmm9VFbPbW3t6+aGMkS5ep6XuEkPygA0WKBuufCCHVxjXXXKPms9luUv80VUxH0vkuvPBCVQc1G5s3b1aRquxNGpETstBMFJAghOQPU/hI0WD9EyGk2rjqqqtw6aWXzrqN1DtNjMS/7W1vw6ZNm/CDH/xgzv1L+hRTqMhiwwgUIfODDhQpCqI+1d3drf5m/RMhpFqQFfpcV+kl8iTO03HHHYcf//jHMBqZ5EHKOwJFB4qQwqADRYqC9D1JJpOw2+2ckAkhSw5xnk4//XQVgRfVvewKv9DU1FTSsREyEZHWl5vAemVCCoMOFClq+l5HRwdXXQkhS47f/e53SjhCbm1tbZNe03W9ZOMiZCpZ5z4QCLDJMyEFwitdUlQBCabvEUKWIlInJY7SdDdCygkKSBAyf+hAkXkjFwjZ+icKSBBCCCHlCwUkCJk/SzaFL7sqyKaFxVnNGhkZgcVigcvl4jklhMxKdo5gdOZQaJvIYmSMSPNmh8PB3xkhBdomg75ELdjevXvZsJAQQkqI9DyaWi+01KFtIoSQ8rdNS9aBEtlt6dfh8XhK3vRVPF4xmPKFeb3eko6l3OG5yg+er9zhuVq8cyVmJxQKoaWlhaIzRbZN1fg7rsZjqtbj4jFVDtV4XMFFtE1LNoVPTky5rXzKl10tP+KFhucqP3i+cofnanHOlc/nK/p4qoFi2aZq/B1X4zFV63HxmCqHajwu7yLYJi79EUIIIYQQQkiO0IEihBBCCCGEkByhA1UG2Gw2XHfddeqezA7PVX7wfOUOz1Xu8FyVL9X43VTjMVXrcfGYKodqPC7bIh7TkhWRIIQQQgghhJB8YQSKEEIIIYQQQnKEDhQhhBBCCCGE5AgdKEIIIYQQQgjJETpQhBBCCCGEEJIjdKDKjM7OTtV9fuLtG9/4RqmHVTZ873vfU+fIbrfjpJNOwrPPPlvqIZUd//RP/3TIb2jt2rWlHlbZ8Pjjj+Nd73qX6jQu5+bBBx+c9Lro6lx77bVobm6Gw+HAmWeeiTfeeANLkbnO1aWXXnrIb+2cc84p2XiXOjfeeCM2bdoEp9MJv98/7TZTvy+5/cd//Acq+Zi6u7tx7rnnqm0aGhpw9dVXI51Oo5KoFttfTTa6WmxpNdq8x8vANtGBKkO+9rWv4cCBA+O3T37yk6UeUllw33334XOf+5ySqHzhhRdw9NFH4+yzz0ZfX1+ph1Z2rFu3btJv6Iknnij1kMqGSCSifjti6KfjlltuwXe+8x3ceeedeOaZZ+ByudTvLB6PY6kx17kSxChN/K399Kc/XdQxkr+STCZx4YUX4oorrph1ux//+MeTvrPzzz8flXpMmqYp50m2e/LJJ3HPPffg7rvvVheElUal2/5qtNHVYEur0eZFysE2iYw5KR+WLVum/8u//Euph1GWnHjiifonPvGJ8ceapuktLS36zTffXNJxlRvXXXedfvTRR5d6GBWBTIEPPPDA+ONMJqM3NTXpt9566/hzIyMjus1m03/605/qS5mp50q45JJL9PPOO69kYyLT8+Mf/1j3+Xw5f4+VfEy//vWvdaPRqPf09Iw/9/3vf1/3er16IpHQK4VqsP3VZqOr0ZZWo81DiWwTI1BliITta2trsWHDBtx6660Vl4qwEMjq4vPPP69Cy1mMRqN6/NRTT5V0bOWIhN8ltL1ixQpcfPHFKsWFzM2uXbvQ09Mz6Xfm8/lUKgp/Z9Pz2GOPqbSpww47TEUJBgcHSz0kMgef+MQnUFdXhxNPPBE/+tGPVApPpSL/L4866ig0NjaOPyer58FgEK+++ioqiUq2/dVqo6vdllazzXtsgW2Tuah7I/PmU5/6FI499ljU1NSodITNmzer0ONtt92GpczAwIBK1ZhoJAV5vG3btpKNqxyRiU9SWGTSkN/O9ddfj7e85S3YsmULPB5PqYdX1oghEab7nWVfI5NTJN7znvdg+fLlePPNN/GlL30J73jHO5ThNZlMpR4emSFN7O1vf7uqF/rtb3+Lj3/84wiHw8r2VCLy/3K6/6/Z1yqFSrf91Wijl4ItrVabd84i2CY6UIvANddcg29+85uzbrN161ZVnCj5w1nWr18Pq9WKj370o7j55pths9kWYbSk0pFJYuJvSIzAsmXLcP/99+MjH/lIScdGqov3ve99439LFEB+bytXrlQrf2eccUZJx7YU7UcufPWrXx3/WyIdUksg0Y7FdKCKfUzlCm1/ZUNbWrm8bxFsEx2oReCqq65SiiCzIeHh6ZD/sBLG7+rqUqsgSxVJN5FVg97e3knPy+OmpqaSjasSEOWqNWvWYMeOHaUeStmT/S3J70oUibLI42OOOaaEI6sMZB6T/6vyW6MDVXr7kQtiY2644QYkEolFu1Av5jHJ/9mpSm9ZO1Fq27CUbP9SsNHVaEuXis1bsQC2iQ7UIlBfX69uhfDSSy+pPGLJ41zKyGrccccdh0ceeWRcMSqTyajHV155ZamHV9ZIeo6EsD/4wQ+Weihlj4T7xaDI7yprPKSWQpSJ5lI2I8DevXtVnvlEQ0xKZz9ytTGBQGBRoxzFPKaNGzcqqXNResvayd/97nfwer044ogjUEqWku1fCja6Gm3pUrF5exfANtGBKiMkN1N+tG9729tUfq08/uxnP4t/+Id/UAZuqSMpDpdccgmOP/54Vfx8++23q/STyy67rNRDKys+//nPq/4Ikmqwf/9+JSkrK4Pvf//7Sz20sjGCE1cQpYhWLlak9qCjowOf+cxn8PWvfx2rV69WxkVSnqSIuJylnktxruQmNQHvfe97lQGWC4svfOELWLVqlSriJ4uPFLgPDQ2pe6lHke9KkO/E7XbjoYceUivLJ598surTI47GTTfdpOaMSj2ms846SzlKclErcsxSt/GVr3xFCWVUSupbtdj+arPR1WJLq9HmhcvBNi2oxh/Ji+eff14/6aSTlFSr3W7XDz/8cP2mm27S4/F4qYdWNtxxxx16R0eHbrValWTq008/XeohlR0XXXSR3tzcrM5Ra2urerxjx45SD6tsePTRR5Xs6dSbyJ5mZV2/+tWv6o2NjUrK9YwzztC3b9+uL0VmO1fRaFQ/66yz9Pr6et1isSgZ5ssvv3ySnDRZXOR7me77ku9RePjhh/VjjjlGd7vdusvlUhLNd955p5KbrtRjErq6uvR3vOMdusPh0Ovq6vSrrrpKT6VSeqVQTba/mmx0tdjSarR5j5aBbTLIP8VzxwghhBBCCCGkemEfKEIIIYQQQgjJETpQhBBCCCGEEJIjdKAIIYQQQgghJEfoQBFCCCGEEEJIjtCBIoQQQgghhJAcoQNFCCGEEEIIITlCB4oQQgghhBBCcoQOFCGEEEIIIYTkCB0oQgghhBBCCMkROlCkqhkcHERDQwO6urrU49NPPx2f+cxnFuzzFnr/+Xz2+973PnzrW99CuVPKczbfsZXz2Akh5QntEu3SfKBdKg/oQJF58dRTT8FgMODcc8+d1zavvPIKPvjBD6K1tRU2mw3Lli1T2//nf/7nvMZ344034rzzzkNnZydKyWWXXYavfOUri/qZ8nly/KOjo3m/d8+ePfjwhz+MlpYWWK1W9X18+tOfVoa/2BP1L37xC9xwww2oRCp57IRUM+Vsm2iXaJcWkkoeeyVBB4rMix/+8Id4//vfj0ceeQT79+8vaBsxRMcffzyMRiP+4z/+Azt27MCvfvUrnHnmmfja174GXdcLGls0GlWf/ZGPfASlRNM0/PKXv8S73/3uRf3cI488EitXrsS9996b1/t27typvo833ngDP/3pT9X3ceedd6rvb+PGjRgaGirqOGtqauDxeFCJVPLYCalmytU20S7RLi00lTz2ikInpEBCoZDudrv1Z555Rj/nnHP0G2+8Me9tXnjhBd1sNuvf+ta3pv2MTCZT8Ph+9rOf6fX19ZOeO+200/RPf/rT449/+ctf6l6vV7/33nvVY03T9G9+85v6ypUrdavVqre3t+tf//rXx7d/+OGH9VNOOUX3+Xx6TU2Nfu655+o7duyYcf/C448/rjc3N48fi2xz5ZVXqu38fr/e0NCg/+AHP9DD4bB+6aWXqvMln//rX/96fB/xeFz/5Cc/qY7HZrOpMTz77LOzHptw/fXX66eeempe502+p7a2Nj0ajU56/sCBA7rT6dQ/9rGPqceXXHKJXD1Mut1xxx3q3KTTabXNiy++qJ7/4he/OL6fj3zkI/rFF1887bjlbznOq6++Wg8EAnpjY6N+3XXXTRrHXOfioYceymsM8js58sgjdbvdrr7TM844Q30XufxepjvnhJDSUs62iXaJdimXMdAulT+MQJGCuf/++9HU1IQTTzwRF198MX70ox8dsiI31zaf/exnceqpp+Jzn/vctJ8h6RWF8sc//hHHHXfcjK//+7//u1p9/MlPfqLGJmzevBnf+MY38NWvfhWvvfaa2qaxsXH8PZFIRI31ueeeUytfsjL5d3/3d8hkMjN+zn//93/jXe9616Rjueeee1BXV4dnn30Wn/zkJ3HFFVfgwgsvxKZNm/DCCy/grLPOUmkjslopfOELX8DPf/5z9T55fdWqVTj77LPnXHWT8y6fkUgkcjpnsr//+Z//wcc//nE4HI5Jr8n3KOfpvvvuU9/ht7/9bbXyd/nll+PAgQPqJmMOhUJ48cUX1Xv+8Ic/qON87LHHxvcjz0mKxUzIMbpcLjzzzDO45ZZb1Erv7373u/HX5zoXb3nLW3Ieg4xZfgOSFrJ161a1zXve855pV5an+70QQsqPcrZNtEu0S3ONgXapQii1B0cql02bNo2vwshqnqwCPfroozlv09XVpVZg7rvvvvHtZXVJVlJcLpe6yYpPFlkJbG1t1Y8++mi9s7NT//jHPz7r+M477zz9wx/+8KTnsisz3/3ud9Vq0GOPPTb+WjAYVCtHd911V87noL+/Xx3DK6+8Mmn/E1m9erVaIZo4homrb7IiJcf6wQ9+cNKqmuz3qaeeUqtOFotF/8lPfjL+ejKZ1FtaWvRbbrnlkGObyF/+8he1HznXufD000+r7R944IFpX7/tttvU6729vTN+5rHHHqvfeuut6u/zzz9frezKqql8/3v37lXvf/3116cd99RzI5xwwgnjq3S5notcx/D888/Pen5m+73MdPyEkKVrm+T2pS99acax0S7RLs01BtqlyoARKFIQ27dvx5NPPjm+4uF2u1VRrOR257qNFOdmV6OyWCwWPP/882qVRnK016xZM/7ali1b1OrSSy+9pFbh7r77boTD4RnHGIvFYLfbp81rl9VFWT067bTTxp+XlR5ZETvjjDNm3KfkX8tqz4oVK+D1eseLgLu7u6fdXvYpufVT97l+/frxv00mE2pra3HUUUeNP5ddXezr68Obb76JVCqFU045ZdJ5kvMm+5+N7GpddsUwVwqtOxPknMqKmexDVltl5ezwww/HE088oVbYpAB49erVM75/4rkRmpub1XkQcj0XuY7h6KOPVt+NnHtZab3rrrswPDyc0++FEFJ+lNo2yU1EEmaCdol2iXapOqADRQpCDM0JJ5wwacIRYyQh7Ky6zlzbSDhbMJvN46/L3xL6lvt4PK4mkolG6phjjlF/i5GSQlQxfDMh4fGpk46wYcMG1NfXH5KyMTU1YDok5UFC8jKhSShfbkIymZwxTeJv/uZvDjGYMrlORNIoJj6XTauYLQUjF7LpA3K8uSDnXj57JgMozwcCgVn3JykIYhD+8pe/qGNau3atek4MhxiJuSb76c5Nvuch1zHIRYIYoIcffhhHHHEE7rjjDhx22GHYtWvXnL8XQkj5UWrbNBe0S7RLtEvVAR0okjfpdBr/7//9P3zgAx+Y9LzkRzudTqWQk8s269atU8/JhDIVMUiSxy2KPYJMELJq+N73vlet/Mlq4VwysjLBSKRqKuJ4Pfroo/iv//ovleedRYypGCvJIZ8OkUqVMYgMq6wOycrRdIZwIvIZMtb5IOMVydY//elP48/Jatef//xnNbnOhpzHtrY2ZbRzQVYcxbD+67/+q1opnUhPT4/Ks77ooovGDamMS1ZjJ5LN9f6Xf/mXcYOQNRJymy3PvFjnIp8xyLHIyuH111+vVpdl/w888MCcvxdCSHlRatskTtSHPvShWcdIu0S7RLtUHfx1eYWQHBHp097eXmVAZCKcyFvf+la1uieFnXNt87GPfUytnH3qU59SoXyZLGRFR6JLt956q1qdya6+ycqLGIann35aPf7617+uJqHvf//7M45TCjil+FaMiaxOTUScMJl8ZMKSFcXbb79drcZ98YtfVMWgMlnJePr7+/Hqq68qyVnZh0zkP/jBD1T4XtIjrrnmmhk/X8L7UtQrq33zQQpXpZj36quvVvKkHR0dqohVztlcUriSJiAXBvnw3e9+VxUNy/mT87x8+XJ1DuTzpRfKxPQUSRWR1U5pCCnRQBmfnCdJdxCjJvvKfud///d/r4zKfNINcj0XuY5Bxi4XJnKOpLGlPJbvXH5rc/1eCCHlRalsk1wkS0+pXKBdol2iXaoO6ECRvMnmicuK0ExIPvhc27z88sv42c9+httuu03drrzyShXWFmN0wQUXKCOWRQydhLCzSG6wKN3Mhmxz7LHHKrWlj370o4e8Lvv7/e9/ryYfCZlLd3RROZKJ6Nprr1U54mKQsuPI9gIRoyrGV97/ne98Z8aVq4ceekjlQOe6yjYbosAkBjyrJiT9MESVaKoBnoikmTz44IP4zW9+M/6c1I1J88TZQv6y4ikG9rrrrlMTu6RbyEXH+eefr54TA5Hl85//PC655BL1ncnKoFxMiPESQyAXG9lzI++RbeTCZeL3uJDnIpcxSL3A448/rgxPMBhUjRnld/COd7wjp98LIaR8KJVtmnphOxu0S7RLtEvVgUGUJEo9CELm4qabblL3X/rSl1RoXvLVJRz+iU98Ytb3SdNDWRXKpl0sJtKgUGRwZeWwFEh0TkL+v/3tb8efE0MjudYTpVMJIYQUbpvEuRI7kyu0S7RLpPJhBIpUBGJoJB9dVgUlN1hWYiRkPhfnnnuuUijat28f2tvbsZiIkRJlpFIhRl2KTyciRanZ1AFCCCHzt01T66nmgnaJdolUPoxAEUIIIYQQQkiOUIWPEEIIIYQQQnKEDhQhhBBCCCGE5AgdKEIIIYQQQgjJETpQhBBCCCGEEJIjdKAIIYQQQgghJEfoQBFCCCGEEEJIjtCBIoQQQgghhJAcoQNFCCGEEEIIITlCB4oQQgghhBBCcoQOFCGEEEIIIYTkCB0oQgghhBBCCMkROlCEEEIIIYQQgtz4/+lUG29mhb6fAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set plotting routine\n", "def draw(ax, x, y, ddG_var, title):\n", " ax.scatter(x, y, alpha=.2)\n", " xlim = ax.get_xlim()\n", " ax.autoscale(False)\n", " ax.plot(0,0,'ok', label='origin')\n", " ax.plot(xlim, xlim, '-k', alpha=.5, label='diagonal')\n", " ax.set_xlabel(f'{ddG_var} (kcal/mol), Otwinowski')\n", " ax.set_ylabel(f'{ddG_var} (kcal/mol), MAVE-NN')\n", " ax.set_title(title)\n", " ax.legend()\n", "\n", "# Create figure and make plots\n", "fig, axs = plt.subplots(1,2, figsize=(10,5))\n", "draw(ax=axs[0],\n", " x=ddG_b_mat_otwinowski.ravel(),\n", " y=ddG_b_mat_mavenn.ravel(),\n", " ddG_var=r'$\\Delta \\Delta G_B$',\n", " title=r'Binding energy parameters')\n", "draw(ax=axs[1],\n", " x=ddG_f_mat_otwinowski.ravel(),\n", " y=ddG_f_mat_mavenn.ravel(),\n", " ddG_var=r'$\\Delta \\Delta G_F$',\n", " title=r'Folding energy parameters')\n" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Finally, we compare our thermodynamic model's folding energy predictions to the $\\Delta \\Delta G_F$ measurements of Nisthal et al. (2019)." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2021-12-30T00:37:40.055010Z", "start_time": "2021-12-30T00:37:39.891176Z" }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load Nisthal data\n", "nisthal_df = mavenn.load_example_dataset('nisthal')\n", "nisthal_df.set_index('x', inplace=True)\n", "\n", "# Get Nisthal folding energies relative to WT\n", "dG_f_nisthal = nisthal_df['y']\n", "dG_f_wt_nisthal = dG_f_nisthal[wt_seq]\n", "ddG_f_nisthal = dG_f_nisthal - dG_f_wt_nisthal\n", "\n", "# Get MAVE-NN folding energies relative to WT\n", "x_nisthal = nisthal_df.index.values\n", "x_nisthal_ohe = mavenn.src.utils.x_to_ohe(x=x_nisthal,\n", " alphabet=model.alphabet)\n", "ddG_f_vec = ddG_f_mat_mavenn.ravel().reshape([1,-1])\n", "ddG_f_mavenn = np.sum(ddG_f_vec*x_nisthal_ohe, axis=1)\n", "\n", "# Get Otwinowski folding energies relative to WT\n", "ddG_f_vec_otwinowski = ddG_f_mat_otwinowski.ravel().reshape([1,-1])\n", "ddG_f_otwinowski = np.sum(ddG_f_vec_otwinowski*x_nisthal_ohe, axis=1)\n", "\n", "# Define plotting routine\n", "def draw(ax, y, model_name):\n", " Rsq = np.corrcoef(ddG_f_nisthal, y)[0, 1]**2\n", " ax.scatter(ddG_f_nisthal, y, alpha=.2, label='data')\n", " ax.scatter(0,0, label='WT sequence')\n", " xlim = [-3,5]\n", " ax.set_xlim(xlim)\n", " ax.set_ylim([-4,8])\n", " ax.plot(xlim, xlim, color='k', alpha=.5, label='diagonal')\n", " ax.set_xlabel(rf'Nisthal $\\Delta \\Delta G_F$ (kcal/mol)')\n", " ax.set_ylabel(rf'{model_name} $\\Delta \\Delta G_F$ (kcal/mol)')\n", " ax.set_title(rf'$R^2$ = {Rsq:.3f}')\n", " ax.legend()\n", "\n", "# Make figure\n", "fig, axs = plt.subplots(1,2,figsize=[10,5])\n", "draw(ax=axs[0],\n", " y=ddG_f_otwinowski,\n", " model_name='Otwinowski')\n", "draw(ax=axs[1],\n", " y=ddG_f_mavenn,\n", " model_name='MAVE-NN')\n", "\n", "fig.tight_layout(w_pad=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "1. Otwinowski J. Biophysical inference of epistasis and the effects of mutations on protein stability and function. Mol Biol Evol 35:2345–2354 (2018).\n", "\n", "2. Olson CA, Wu NC, Sun R. A comprehensive biophysical description of pairwise epistasis throughout an entire protein domain. Curr Biol 24:2643–2651 (2014).\n", "\n", "3. Tareen A, Posfai A, Ireland WT, McCandlish DM, Kinney JB. MAVE-NN: learning genotype-phenotype maps from multiplex assays of variant effect. bioRxiv doi:10.1101/2020.07.14.201475 (2020).\n", "\n", "4. Nisthal A, Wang CY, Ary ML, Mayo SL. Protein stability engineering insights revealed by domain-wide comprehensive mutagenesis. Proc Natl Acad Sci 116:16367–16377 (2019)." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.12.8" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }