{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Explore Diffeomorphisms of Space" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setup & Imports" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Working directory: /Users/facosta/Desktop/code/neurometry/neurometry/neuralwarp\n", "Directory added to path: /Users/facosta/Desktop/code/neurometry/neurometry\n", "Directory added to path: /Users/facosta/Desktop/code/neurometry/neurometry/neuralwarp\n", "['/Users/facosta/Desktop/code/neurometry/neurometry/neuralwarp', '/Users/facosta/miniconda3/envs/neurometry/lib/python38.zip', '/Users/facosta/miniconda3/envs/neurometry/lib/python3.8', '/Users/facosta/miniconda3/envs/neurometry/lib/python3.8/lib-dynload', '', '/Users/facosta/miniconda3/envs/neurometry/lib/python3.8/site-packages', '/Users/facosta/Desktop/code/neurometry', '/Users/facosta/Desktop/code/neurometry/neurometry', '/Users/facosta/Desktop/code/neurometry/neurometry/neuralwarp']\n" ] } ], "source": [ "import setup\n", "\n", "setup.main()\n", "\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Imports" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Using pytorch backend\n" ] } ], "source": [ "import pyLDDMM\n", "from pyLDDMM.utils.visualization import loadimg, saveimg, save_animation, plot_warpgrid\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from IPython.display import HTML\n", "from matplotlib.animation import FuncAnimation\n", "import torch\n", "import os\n", "\n", "os.environ[\"GEOMSTATS_BACKEND\"] = \"pytorch\"\n", "\n", "import geomstats.backend as gs\n", "\n", "from geomstats.geometry.pullback_metric import PullbackMetric" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "# Examples: Circle to Square" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load images" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "i0 = loadimg(\"./example_images/circle.png\")\n", "i1 = loadimg(\"./example_images/square.png\")\n", "\n", "fig = plt.figure(figsize=(10, 5))\n", "ax1 = fig.add_subplot(121)\n", "ax1.imshow(i0, cmap=\"gray\")\n", "ax1.set_title(\"Template Image\")\n", "ax2 = fig.add_subplot(122)\n", "ax2.imshow(i1, cmap=\"gray\")\n", "ax2.set_title(\"Target Image\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run LDDMM algorithm\n", "\n", "### Algorithm Inputs:\n", "$I_0$: image, ndarray of dimension $H \\times W \\times n$\n", "\n", "$I_1$: image, ndarray of dimension $H \\times W \\times n$\n", "\n", "$T$: int, simulated discrete time steps\n", "\n", "$K$: int, maximum iterations\n", "\n", "$\\sigma$: float, sigma for $L_2$ loss. lower values strengthen the $L_2$ loss\n", "\n", "$\\alpha$: float, smoothness regularization. Higher values regularize stronger\n", "\n", "$\\gamma$: float, norm penalty. Positive value to ensure injectivity of the regularizer\n", "\n", "$\\epsilon$: float, learning rate\n", "\n", "### Algorithm Outputs:\n", "\n", "$\\phi_0$: forward flow\n", "\n", "$\\phi_1$: backward flow\n", "\n", "$J_0$: time-series images generated by forward-pushing $I_0$ using forward flow\n", "\n", "$J_1$: time-series images generated by pulling-back $I_1$ using backward flow\n", "\n", "$\\text{length}$: length of path on the manifold\n", "\n", "$v$: final velocity field\n", "\n", "$\\text{energies}$:\n", "\n", "$\\text{im}$: $\\text{im} = J_0[-1]$" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "iteration 0, energy 110400.00, thereof 0.00 regularization and 110400.00 intensity difference\n", "iteration 1, energy 31376.69, thereof 56.71 regularization and 31319.99 intensity difference\n", "iteration 2, energy 12797.85, thereof 68.09 regularization and 12729.77 intensity difference\n", "iteration 3, energy 8087.11, thereof 73.68 regularization and 8013.43 intensity difference\n", "iteration 4, energy 5748.45, thereof 77.48 regularization and 5670.97 intensity difference\n", "iteration 5, energy 4167.99, thereof 79.65 regularization and 4088.34 intensity difference\n", "iteration 6, energy 3341.06, thereof 81.71 regularization and 3259.35 intensity difference\n", "iteration 7, energy 3302.86, thereof 82.79 regularization and 3220.07 intensity difference\n", "iteration 8, energy 3206.30, thereof 84.61 regularization and 3121.69 intensity difference\n", "iteration 9, energy 3263.73, thereof 85.24 regularization and 3178.50 intensity difference\n", "iteration 10, energy 3093.66, thereof 86.96 regularization and 3006.69 intensity difference\n", "iteration 11, energy 3088.58, thereof 87.38 regularization and 3001.20 intensity difference\n", "iteration 12, energy 2909.72, thereof 89.07 regularization and 2820.65 intensity difference\n", "iteration 13, energy 2882.24, thereof 89.41 regularization and 2792.83 intensity difference\n", "iteration 14, energy 2341.25, thereof 91.07 regularization and 2250.18 intensity difference\n", "iteration 15, energy 2642.59, thereof 91.37 regularization and 2551.22 intensity difference\n", "iteration 16, energy 2000.54, thereof 92.95 regularization and 1907.58 intensity difference\n", "iteration 17, energy 2275.22, thereof 93.24 regularization and 2181.99 intensity difference\n", "iteration 18, energy 1803.73, thereof 94.73 regularization and 1709.00 intensity difference\n", "iteration 19, energy 2022.94, thereof 95.03 regularization and 1927.91 intensity difference\n", "iteration 20, energy 1643.14, thereof 96.41 regularization and 1546.72 intensity difference\n", "iteration 21, energy 1851.62, thereof 96.66 regularization and 1754.96 intensity difference\n", "iteration 22, energy 1573.71, thereof 97.93 regularization and 1475.77 intensity difference\n", "iteration 23, energy 1737.14, thereof 98.32 regularization and 1638.82 intensity difference\n", "iteration 24, energy 1508.85, thereof 99.55 regularization and 1409.30 intensity difference\n", "iteration 25, energy 1652.01, thereof 99.97 regularization and 1552.04 intensity difference\n", "iteration 26, energy 1453.80, thereof 101.19 regularization and 1352.60 intensity difference\n", "iteration 27, energy 1581.09, thereof 101.62 regularization and 1479.48 intensity difference\n", "iteration 28, energy 1407.52, thereof 102.81 regularization and 1304.71 intensity difference\n", "iteration 29, energy 1574.88, thereof 103.23 regularization and 1471.65 intensity difference\n", "iteration 30, energy 1261.04, thereof 104.66 regularization and 1156.38 intensity difference\n", "iteration 31, energy 1478.42, thereof 104.77 regularization and 1373.65 intensity difference\n", "iteration 32, energy 1274.33, thereof 106.02 regularization and 1168.31 intensity difference\n", "iteration 33, energy 1411.64, thereof 106.34 regularization and 1305.30 intensity difference\n", "iteration 34, energy 1271.60, thereof 107.45 regularization and 1164.15 intensity difference\n", "iteration 35, energy 1367.43, thereof 107.86 regularization and 1259.57 intensity difference\n", "iteration 36, energy 1259.58, thereof 108.90 regularization and 1150.68 intensity difference\n", "iteration 37, energy 1335.03, thereof 109.33 regularization and 1225.70 intensity difference\n", "iteration 38, energy 1243.86, thereof 110.32 regularization and 1133.54 intensity difference\n", "iteration 39, energy 1415.82, thereof 110.74 regularization and 1305.07 intensity difference\n", "iteration 40, energy 1103.52, thereof 112.05 regularization and 991.47 intensity difference\n", "iteration 41, energy 1306.41, thereof 112.13 regularization and 1194.28 intensity difference\n", "iteration 42, energy 1133.39, thereof 113.22 regularization and 1020.16 intensity difference\n", "iteration 43, energy 1244.86, thereof 113.54 regularization and 1131.32 intensity difference\n", "iteration 44, energy 1147.82, thereof 114.45 regularization and 1033.38 intensity difference\n", "iteration 45, energy 1210.97, thereof 114.87 regularization and 1096.10 intensity difference\n", "iteration 46, energy 1151.12, thereof 115.69 regularization and 1035.43 intensity difference\n", "iteration 47, energy 1191.13, thereof 116.16 regularization and 1074.97 intensity difference\n", "iteration 48, energy 1149.42, thereof 116.92 regularization and 1032.51 intensity difference\n", "iteration 49, energy 1300.43, thereof 117.39 regularization and 1183.04 intensity difference\n" ] } ], "source": [ "lddmm = pyLDDMM.LDDMM2D()\n", "im, v, energies, length, Phi0, Phi1, J0, J1 = lddmm.register(\n", " i0, i1, sigma=0.05, alpha=1, epsilon=0.0001, K=50\n", ")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(im, cmap=\"gray\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize velocity vector field over time" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Animation.save using \n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
\n", " \n", "
\n", " \n", "
\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
\n", "
\n", " \n", " \n", " \n", " \n", " \n", " \n", "
\n", "
\n", "
\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "time_points = v.shape[0]\n", "num_rows = v.shape[1]\n", "num_columns = v.shape[2]\n", "\n", "# Create a grid of points\n", "x = np.linspace(0, num_columns - 1, num_columns)\n", "y = np.linspace(0, num_rows - 1, num_rows)\n", "X, Y = np.meshgrid(x, y)\n", "\n", "fig, ax = plt.subplots(figsize=(8, 8))\n", "\n", "# Create a quiver plot for the initial vector field\n", "Q = ax.quiver(X, Y, v[0, :, :, 0], v[0, :, :, 1], color=\"red\")\n", "\n", "ax.set_title(\"Vector field visualization\")\n", "ax.set_xlabel(\"X\")\n", "ax.set_ylabel(\"Y\")\n", "\n", "\n", "# Update function for the animation\n", "def update(num):\n", " U = v[num, :, :, 0]\n", " V = v[num, :, :, 1]\n", "\n", " # Update the data for the quiver plot\n", " Q.set_UVC(U, V)\n", "\n", " return (Q,)\n", "\n", "\n", "# Create the animation\n", "ani = FuncAnimation(fig, update, frames=range(time_points), blit=True)\n", "\n", "HTML(ani.to_jshtml());" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize grid distortion" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 5))\n", "ax0 = fig.add_subplot(121)\n", "ax0 = plot_warpgrid(Phi0[-1], interval=1, show_axis=True)\n", "ax0.set_title(\"Forward flow warpgrid after registration\")\n", "\n", "ax1 = fig.add_subplot(122)\n", "ax1 = plot_warpgrid(Phi1[0], interval=1, show_axis=True)\n", "ax1.set_title(\"Backward flow warpgrid after registration\");" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "# Examples: Distorted Gaussians" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "tags": [] }, "outputs": [], "source": [ "from scipy.stats import multivariate_normal\n", "\n", "\n", "def create_gaussian_image(width, height, resolution, x_variance, y_variance, distance):\n", " x = np.linspace(0, width - 1, int(width / resolution))\n", " y = np.linspace(0, height - 1, int(height / resolution))\n", " x, y = np.meshgrid(x, y)\n", "\n", " pos = np.dstack((x, y))\n", "\n", " mu1 = np.array([width / 2 - distance / 2, height / 2])\n", " cov1 = np.array([[x_variance, 0], [0, y_variance]]) # covariance matrix\n", "\n", " rv1 = multivariate_normal(mu1, cov1)\n", "\n", " mu2 = np.array([width / 2 + distance / 2, height / 2])\n", " cov2 = np.array([[x_variance, 0], [0, y_variance]]) # covariance matrix\n", "\n", " rv2 = multivariate_normal(mu2, cov2)\n", "\n", " intensity_values1 = rv1.pdf(pos)\n", " intensity_values2 = rv2.pdf(pos)\n", " intensity_values = intensity_values1 + intensity_values2\n", " intensity_values = intensity_values / np.sum(intensity_values)\n", "\n", " return intensity_values\n", "\n", "\n", "def create_uniform_image(width, height, resolution):\n", " x = np.linspace(-1, 1, int(width / resolution))\n", " y = np.linspace(-1, 1, int(height / resolution))\n", " x, y = np.meshgrid(x, y)\n", "\n", " # Calculate intensity values based on distance from center\n", " intensity_values = np.ones_like(x)\n", "\n", " intensity_values = intensity_values / np.sum(intensity_values)\n", "\n", " return intensity_values" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "tags": [] }, "outputs": [], "source": [ "image1 = create_gaussian_image(\n", " width=10, height=10, resolution=0.2, x_variance=0.2, y_variance=0.4, distance=4\n", ")\n", "\n", "image2 = create_gaussian_image(\n", " width=10, height=10, resolution=0.2, x_variance=1, y_variance=0.4, distance=4\n", ")\n", "# image2 = create_uniform_image(width=5,height=5,resolution=0.1)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a figure with two subplots side by side\n", "fig, axs = plt.subplots(1, 2, figsize=(16, 6))\n", "\n", "# Plot the first image on the first subplot\n", "axs[0].imshow(image1, cmap=\"RdPu\")\n", "axs[0].set_title(\"Image 1\")\n", "\n", "# Plot the second image on the second subplot\n", "axs[1].imshow(image2, cmap=\"RdPu\")\n", "axs[1].set_title(\"Image 2\")\n", "\n", "# Display the plots\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Learn deformation with FNN" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "tags": [] }, "outputs": [], "source": [ "# hyperparameters\n", "train_ratio = 0.8\n", "batch_size = 10\n", "learning_rate = 0.001\n", "\n", "# hardware\n", "device = \"cuda\" if torch.cuda.is_available() else \"mps\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load data" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "tags": [] }, "outputs": [], "source": [ "x_in = Phi0[0]\n", "x_out = Phi0[-1]\n", "\n", "# reshape\n", "input_data = x_in.reshape((-1, 2))\n", "output_data = x_out.reshape((-1, 2))\n", "\n", "# shuffle data\n", "idx = np.arange(input_data.shape[0])\n", "np.random.shuffle(idx)\n", "input_data = input_data[idx]\n", "output_data = output_data[idx]\n", "\n", "input_data = torch.from_numpy(input_data).float()\n", "output_data = torch.from_numpy(output_data).float()\n", "\n", "n_train = int(input_data.shape[0] * train_ratio)\n", "\n", "train_dataset = torch.utils.data.TensorDataset(\n", " input_data[:n_train], output_data[:n_train]\n", ")\n", "val_dataset = torch.utils.data.TensorDataset(\n", " input_data[n_train:], output_data[n_train:]\n", ")\n", "\n", "train_dataloader = torch.utils.data.DataLoader(\n", " train_dataset, batch_size=batch_size, shuffle=True\n", ")\n", "val_dataloader = torch.utils.data.DataLoader(\n", " val_dataset, batch_size=batch_size, shuffle=True\n", ")" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "tags": [] }, "outputs": [], "source": [ "# FCNET with residual connection\n", "class FCNET(torch.nn.Module):\n", " def __init__(self, input_dim, output_dim, n_layers, n_neurons, activation):\n", " super(FCNET, self).__init__()\n", " self.n_layers = n_layers\n", " self.n_neurons = n_neurons\n", " self.layers = torch.nn.ModuleList()\n", " self.activation = activation\n", " for i in range(n_layers):\n", " self.layers.append(\n", " torch.nn.Linear(input_dim if i == 0 else n_neurons, n_neurons)\n", " )\n", " self.out = torch.nn.Linear(n_neurons, output_dim)\n", " self.layers.append(self.out)\n", "\n", " def forward(self, x):\n", " x_in = x\n", " for i in range(self.n_layers):\n", " x = self.layers[i](x)\n", " x = self.activation(x)\n", " x = self.out(x)\n", " # return x\n", " return x + x_in" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "tags": [] }, "outputs": [], "source": [ "# train the neural network on the training dataset and validate on the validation dataset\n", "def train_and_validate(\n", " net,\n", " train_dataloader,\n", " val_dataloader,\n", " optimizer,\n", " criterion,\n", " n_epochs,\n", " checkpoint_num,\n", "):\n", " train_loss = []\n", " val_loss = []\n", " for epoch in range(n_epochs):\n", " for x, y in train_dataloader:\n", " x = x.to(device)\n", " y = y.to(device)\n", " optimizer.zero_grad()\n", " y_pred = net(x)\n", " loss = criterion(y_pred, y)\n", " loss.backward()\n", " optimizer.step()\n", " train_loss.append(loss.item())\n", " if epoch % checkpoint_num == 0:\n", " print(\"Epoch %d, train loss %.4f\" % (epoch, loss.item()))\n", " with torch.no_grad():\n", " for x, y in val_dataloader:\n", " x = x.to(device)\n", " y = y.to(device)\n", " y_pred = net(x)\n", " loss = criterion(y_pred, y)\n", " val_loss.append(loss.item())\n", " if epoch % checkpoint_num == 0:\n", " print(\"Epoch %d, val loss %.4f\" % (epoch, loss.item()))\n", " return train_loss, val_loss" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "tags": [] }, "outputs": [], "source": [ "# Define the model\n", "net = FCNET(\n", " input_dim=2, output_dim=2, n_layers=3, n_neurons=100, activation=torch.nn.Tanh()\n", ")\n", "net = net.float()\n", "net.to(device)\n", "\n", "# Define the optimizer and the loss function\n", "optimizer = torch.optim.Adam(net.parameters(), lr=learning_rate, amsgrad=True)\n", "criterion = torch.nn.MSELoss()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 0, train loss 0.0223\n", "Epoch 0, val loss 0.1029\n", "Epoch 4, train loss 0.0593\n", "Epoch 4, val loss 0.0691\n", "Epoch 8, train loss 0.2307\n", "Epoch 8, val loss 0.5349\n", "Epoch 12, train loss 0.1046\n", "Epoch 12, val loss 0.4948\n", "Epoch 16, train loss 0.0361\n", "Epoch 16, val loss 0.1221\n", "Epoch 20, train loss 0.2845\n", "Epoch 20, val loss 0.1438\n", "Epoch 24, train loss 0.0319\n", "Epoch 24, val loss 0.1421\n", "Epoch 28, train loss 0.0254\n", "Epoch 28, val loss 0.0926\n", "Epoch 32, train loss 0.0366\n", "Epoch 32, val loss 0.1128\n", "Epoch 36, train loss 0.0230\n", "Epoch 36, val loss 0.0238\n", "Epoch 40, train loss 0.0384\n", "Epoch 40, val loss 0.0407\n", "Epoch 44, train loss 0.0745\n", "Epoch 44, val loss 0.5351\n", "Epoch 48, train loss 0.0909\n", "Epoch 48, val loss 0.0523\n", "Epoch 52, train loss 0.0533\n", "Epoch 52, val loss 0.0190\n", "Epoch 56, train loss 0.1869\n", "Epoch 56, val loss 0.0060\n", "Epoch 60, train loss 0.0217\n", "Epoch 60, val loss 0.6439\n", "Epoch 64, train loss 0.0349\n", "Epoch 64, val loss 0.1460\n", "Epoch 68, train loss 0.0447\n", "Epoch 68, val loss 0.1220\n", "Epoch 72, train loss 0.0145\n", "Epoch 72, val loss 0.0481\n", "Epoch 76, train loss 0.0425\n", "Epoch 76, val loss 0.0418\n", "Epoch 80, train loss 0.0025\n", "Epoch 80, val loss 0.0049\n", "Epoch 84, train loss 0.0166\n", "Epoch 84, val loss 0.0066\n", "Epoch 88, train loss 0.0556\n", "Epoch 88, val loss 0.2860\n", "Epoch 92, train loss 0.0196\n", "Epoch 92, val loss 0.2982\n", "Epoch 96, train loss 0.0060\n", "Epoch 96, val loss 0.0026\n", "Epoch 100, train loss 0.0317\n", "Epoch 100, val loss 0.0593\n", "Epoch 104, train loss 0.1573\n", "Epoch 104, val loss 0.0060\n", "Epoch 108, train loss 0.0044\n", "Epoch 108, val loss 0.0084\n", "Epoch 112, train loss 0.0051\n", "Epoch 112, val loss 0.0049\n", "Epoch 116, train loss 0.0147\n", "Epoch 116, val loss 0.0146\n", "Epoch 120, train loss 0.0219\n", "Epoch 120, val loss 0.0851\n", "Epoch 124, train loss 0.0432\n", "Epoch 124, val loss 0.0105\n", "Epoch 128, train loss 0.0255\n", "Epoch 128, val loss 0.0152\n", "Epoch 132, train loss 0.0425\n", "Epoch 132, val loss 0.0412\n", "Epoch 136, train loss 0.2181\n", "Epoch 136, val loss 0.1264\n", "Epoch 140, train loss 0.0485\n", "Epoch 140, val loss 0.0164\n", "Epoch 144, train loss 0.0241\n", "Epoch 144, val loss 0.0230\n", "Epoch 148, train loss 0.0270\n", "Epoch 148, val loss 0.0708\n", "Epoch 152, train loss 0.0170\n", "Epoch 152, val loss 0.0205\n", "Epoch 156, train loss 0.0165\n", "Epoch 156, val loss 0.0056\n", "Epoch 160, train loss 0.0095\n", "Epoch 160, val loss 0.0281\n", "Epoch 164, train loss 0.0150\n", "Epoch 164, val loss 0.2030\n", "Epoch 168, train loss 0.0221\n", "Epoch 168, val loss 0.0075\n", "Epoch 172, train loss 0.0370\n", "Epoch 172, val loss 0.0030\n", "Epoch 176, train loss 0.0428\n", "Epoch 176, val loss 0.0059\n", "Epoch 180, train loss 0.0022\n", "Epoch 180, val loss 0.0257\n", "Epoch 184, train loss 0.0033\n", "Epoch 184, val loss 0.0063\n", "Epoch 188, train loss 0.0239\n", "Epoch 188, val loss 0.0029\n", "Epoch 192, train loss 0.0023\n", "Epoch 192, val loss 0.0041\n", "Epoch 196, train loss 0.1460\n", "Epoch 196, val loss 0.0913\n" ] } ], "source": [ "n_epochs = 200\n", "checkpoint_num = 4\n", "train_loss, test_loss = train_and_validate(\n", " net,\n", " train_dataloader,\n", " val_dataloader,\n", " optimizer,\n", " criterion,\n", " n_epochs,\n", " checkpoint_num,\n", ")" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(train_loss, label=\"train loss\")\n", "plt.plot(test_loss, label=\"test loss\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "tags": [] }, "outputs": [], "source": [ "x_in_reshape = x_in.reshape((-1, 2))\n", "x_in_reshape = torch.from_numpy(x_in_reshape).float()\n", "x_in_reshape = x_in_reshape.to(device)\n", "x_out_pred = net(x_in_reshape)\n", "x_out_pred = x_out_pred.cpu().detach().numpy()\n", "x_out_pred = x_out_pred.reshape(x_in.shape)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxoAAAF0CAYAAACkIU9RAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOx9d1gUWfb22w1NBhEFTCiYI+YcxhwwYM45O+YcxzDqmHPOOYxhzDmBiDmAGUWUJAgoOTR09/n+6N89Uy016u7q7ny79T4Pz86+VlfVvffcWOc9R0VEBAUKFChQoECBAgUKFCj4jlD/p19AgQIFChQoUKBAgQIF/31QNhoKFChQoECBAgUKFCj47lA2GgoUKFCgQIECBQoUKPjuUDYaChQoUKBAgQIFChQo+O5QNhoKFChQoECBAgUKFCj47lA2GgoUKFCgQIECBQoUKPjuUDYaChQoUKBAgQIFChQo+O5QNhoKFChQoECBAgUKFCj47lA2GgoUKFCgQIECBQoUKPjuUDYaChQoUKBAgQIFChQo+O5QNhoKFChQoECBAgUKFCj47lA2GgoUKFCgQIECBQoUKPjuUDYaChQoUKBAgQIFChQo+O5QNhoKFChQoECBAgUKFCj47lA2GgoUKFCgQIECBQoUKPjuUDYaChQoUKBAgQIFChQo+O5QNhoKFChQoECBAgUKFCj47lA2GgoUKFCgQIECBQoUKPjuUDYaChQoUKBAgQIFChQo+O5QNhoKFChQoECBAgUKFCj47lA2GgoUKFCgQIECBQoUKPjuUDYaChQoUKBAgQIFChQo+O5QNhoKFChQoECBAgUKFCj47jD/0Q/IzMzE3LlzAQCVKlWCubnxkQ8ePIBer4enpyesrKwAAIGBgdBqtShdujTs7OwAAM+ePUNqaiqKFSuGnDlzAgBevXqFhIQEeHh4wNnZGQAQEhKCuLg4FChQAPny5QMAhIeHIyoqCnny5EHBggUBAFFRUQgPD0euXLlQpEgRAEBcXBxCQkLg4OCAkiVLAgASEhLw6tUr2NjYoGzZsgCAlJQUPH/+HBqNBhUrVgQAaLVaBAYGQqVSoWrVqgAAvV6PBw8e/M+WuXLlyjAzMwMA3L9/HwaD4atlfvr0KVJTU1G8eHEuc1BQEBISElC4cOEvljksLAzR0dEmZSYiaLVaAIClpSVUKtU/VOZnz57BwsLCpMwBAQFQq9X/UjuXKlUK9vb2/7Pt/L9WZqkd1qlTB3nz5oUCBQoUKFDwvwIVEdGPfEBSUhJy5MjxIx+hQIECBX97HDp0CJ06dfpPv4YCCQ4dOoS4uDjkz58f5ubm0Gq18Pf3R3JyMkqVKgUbGxvodDrcvn0bSUlJKFOmDHLkyAGDwYD79+8jISEBZcqUQa5cuQAAAQEBiI+PR8mSJZEnTx4Axs11bGwsihcvjgIFCkClUuHFixeIiYlB8eLFUahQIajVarx69Yo5Dw8PmJub4/Xr13w/Nzc3mJubIyQkBImJiShWrBhy5MgBvV6PFy9e4MOHD3B3d4ednR20Wi1evXqFly9fIleuXChWrBh0Oh3i4uLw8OFDWFlZoWrVqiAiZGRk4M6dO1Cr1ahbty5UKhX0ej38/f0BAHXr1uVDFD8/PxARatasyQc4/v7+yMrKQvXq1WFjYwOVSoVbt25Bq9WiSpUqfLBy9+5dpKWloWLFirwmuH//PlJSUlCuXDk4OTkBAB49esT1mjt3bhARAgMDuR7EYcSTJ08QFxeHYsWKIU+ePDAYDHj+/DliYmJQpEgR5M2bFwaDAUFBQYiOjoa7uzvy5csHIsLr168RFRUFNzc35M+fH0SEt2/f4v3798ibNy/c3NxgMBgQFhaG9+/fw9XVFW5ubiAiREZGIjIyEs7OzihYsCCICB8+fEB4eDicnJzg4eEBIkJcXBxCQ0Ph6OjIhyDx8fEICQmBvb09ihcvDgBITk7G69evYW1tjTJlykClUiEtLQ0vXryARqNBhQoVoFKpkJWVhcDAQKjValSrVg0qlQoAcO/ePQBAtWrVoNFooFKpcP/+feh0OlSuXBk2NjZQq9UICAhAamoqypcvj5w5c0KlUuHZs2eIj49HqVKlkCdPHqhUKrx69QofPnxAkSJFULBgQahUKrx9+xbh4eFwc3ND0aJFAQARERF4+/Yt8uTJg1KlSgEAoqOj8erVKzg7O6Ns2bJQqVSIiYnB8+fP4eTkxGWJi4vDs2fPkCNHDlSqVAkqlQqfPn3CkydP4ODggMqVK0OlUiEhIQGBgYGwtbVFtWrVABgPiB48eABLS0vUrFkTAJCeno47d+5ApVKhTp06ICLodDrcuHEDer0etWvXhlqtBhHB398f6enpqFy5MqytrWEwGPDo0SN8+vQJJUuWhJOTE9vN+/fv2Ub0ej3Cw8Px7t075M6dGx4eHjAYDIiNjUVwcDC3qcFgQGJiIl69egVra2uULFkSRGTSpmXLlgURQa/X4/HjxwAAT09PAMZD0mfPnkGn06Fo0aLQaDQwGAx48+YNMjIykC9fPlhaWkKv1yMyMhIZGRnIlSsXrKysQESIiYlBVlYWnJ2dYWdnBzMzM0RGRkKn06F48eJwcnKClZUVgoKCoNPpsGPHDjRq1Oh7DqvZ8MM3GsnJyXBwcAAAVKlShU8D7927B4PBgPLly/NpYEBAALRaLcqUKfNPnXTHxsbCzc3N5KRbnIAWKlQIgPEENCwsDLlz5zY5AX3z5g1y5MhhcgIaFBQEGxsblCtXDgCQmpqKp0+fmpx0Z2Zm4tGjR1CpVNwRiAh37979nyqzwWDgAU+uzBUqVIClpSUA40SSmZkpW+YSJUrA0dHxL8v85s0bxMXFfbXM0vepWrUq1Gq1bJkTExPx8uVL2TJrNBpUqlRJaed/sp3/V8r8pXaW/vbChQto2rQpFPx9YGVlxV+cFChQoOB/Dbt370avXr1+7EPoByMjI4MAEABKTExk3t7engBQcHAwc4ULFyYAdOvWLeaqV69OAOjEiRPMtW7dmgDQ1q1bmevfvz8BoAULFjA3efJkAkBjx45lbtmyZQSAevbsydzu3bsJADVr1oy5c+fOEQCqWLEicw8ePCAAVKBAAebCwsIIAFlYWPzXlLlSpUrM3b9/nwCQm5sbc6GhoQSALC0tmUtLS+MyJyUlMW9ra0sA6M2bN8y5u7sTALp9+zZzVatWJQB06tQp5lq2bEkAaPv27cz17duXANDChQuZmzRpEgGgcePGMZeSksLvk5KSYlLmpk2b8nXnz5//y3bOnz8/c+Hh4d+lnW/evMnc37GdpbYt187p6emy7WxnZ5etnT08PP7Stk+ePMlcq1at/qEyS9t56dKl37XMoj//I2X+Un+Ws0MFfx+INvTw8KAqVapQ7dq1ydramgBQrVq1qF27dtSpUydydHQkANS4cWPq27cvDRgwgFxcXHg8GTp0KA0bNowKFChAAKhRo0b0888/088//8w2UadOHRoyZAgNHjyYihYtSgCoWrVq1LdvX+rduzdf5+npSR06dKC2bdtS3rx5CQCVKFGCGjRoQHXr1qUcOXIQACpatCjVqlWL6tSpQ7lz5yYAVKpUKfL29qYuXbpwX/Pw8KCRI0fS2LFjqUePHgSAcuTIQdOmTaPp06fTqFGjCACp1WqaPn06TZ8+ncdU0d+mTJlCkydPJrVaTQBo6NChNHHiRJowYQJZWloSAOrXrx+NHz+exo8fz/Xao0cPGjduHI0bN45y5sxJAKhz5840duxYGjt2LDk7OxMAat++PY0bN47Gjx/PZfb29qaJEyfSxIkTqVChQgSAWrduTVOmTKGpU6dyHXp5edEvv/xCM2fOpNKlSzM3d+5cmjdvHlWoUIEAUIsWLWjRokW0ePFiqlGjBgGg5s2b08qVK2nVqlX0008/cXuuW7eONmzYQM2aNeN237JlC23dupXatm1LAKh+/fq0c+dO2rlzJ3Xr1o1tZs+ePbRnzx4aMGAAzy179+6lvXv3cl2XKFGC9u7dS3v27KEpU6bwfLNr1y7atWsX/frrrwSAHBwcaNu2bbR161ZasmQJASCVSkUbN26kDRs20Lp167idFi5cSKtXr6ZVq1Zx/U+YMIGWLl1KS5Ys4Xrt378/zZ8/n+bNm0fFihUjANSuXTuaPXs2zZw5k8qXL08AqEGDBjRt2jSaOnUq11eVKlVo0qRJNHHiRKpXrx4BoNKlS9O4ceNo7Nix1KhRIwJAhQsXptGjR9Po0aO5Dt3c3GjEiBE0YsQIat68OQGgPHny0LBhw2jo0KHM5c6dmwYNGkSDBg0iLy8vAkCOjo40YMAAGjBgAHl7exMAsrGxYa5Lly5sw4MGDaLBgwfT4MGDuW769+9PI0aMoFGjRvH83L17d5o4cSJNnjyZ5ypvb2+aPXs2/frrr1zmRo0a0dKlS2n58uX87KpVq9L69etp48aNNHDgQO57O3bsoJ07d3L/KVCgAO3du5f27dtHixYtIgBkb29PBw4coIMHD9KOHTv4Hffu3UuHDx+mI0eOkIODAwGgNWvW0KlTp+j06dP8jgsXLqSrV6+Sr68vlShRggDQsmXL6M6dO3Tv3j0qWLAgAaCNGzeSv78/+fr6kpOTEwGgFStW0O+//067du3i/njx4sUfPs7+cI2GAgUKFChQ8HeEu7s7nj59ii1btrD7QPHixfH69WssWrQIderUAQBUqFABCQkJmDhxIn+VqlWrFmJiYjBs2DC0bdsWABAcHIyIiAj07dsXPXv2BAB06tQJISEh6Nq1K4YPHw4A6N+/P4KDg9G+fXtMnjwZADB48GCEhISgU6dOmDFjBgCgb9++2LVrF/r168fXtW/fHseOHcO4ceMwbNgw/u2WLVvQvXt3/u3u3btx584dFCtWDKtXrwZg1I/t27cP9vb2mD9/PgDjV0Hx7/PmzQNg1CotXrwYADBz5kx2dVqxYgUyMzMxbdo0uLm5AQC2b98OrVaLiRMnsgvN77//jpSUFIwdOxaVK1cGAJw+fRrx8fEYOXIk1+u1a9cQGxuLIUOGcL3evHkTUVFR6Nu3L9frw4cPERoaim7duqFbt24AjK5TwcHB6NChA/r37w8AeP78OZ4/fw4vLy+u65cvXyIgIACNGjXC+PHjARh1Ybdv30adOnUwevRobjtfX19Uq1YNP//8MwDg7du3uHDhAjw9PTFw4EAARpeh48ePo2TJkujTpw8A41fUAwcOoHDhwtzuGRkZ2LZtGwoUKIAePXoAMOoFV69eDRcXF+auXr2KhQsXwtHREb179wYAPH78GDNnzoSVlRWX7cOHD5g4cSIAYMiQIQAAIjKxKfFFeMGCBUhJSUHPnj1Rvnx5AMCBAwcQFRWFjh07okWLFgCAW7du4fXr12jVqhU/JzIyEoGBgWjcuDGmTZsGAJg2bRrX16JFiwAAS5cuxfXr11GlShUsW7YMALB582ZcuXIFnp6eWLlyJQBg7969uHDhAkqWLIk1a9YAAI4cOYLz58+jWLFiWL9+PdvH+fPn4eHhgc2bN7N9nD17Fvny5cPWrVsBGD0iTpw4AUdHR+YiIyPx+++/Q61W828BYOvWrTAYDJg3bx7r486fP4/k5GQMGzaM7fDZs2d4+/YtWrdujQEDBgAwurndvn0bVatWZbtRqVQ4ceIEihUrxn3PwcEBW7duRd68edG3b18AwJUrV7B48WI4OjpyO7948QKTJ0+GhYUFunbtCgBIS0tDv379AADe3t785X/48OFISkrCTz/9xF/gp06dCsD4Vb1BgwYAAI1GA8DodiW+wAuXuooVKzInXB8bNWrE95s+fTri4+PZZfFH4odvNAwGA//3vXv3YGtrC8AosASMRhMbGwvA2DEBo3uFQHJyMgCje8Xt27cBGA0AMLrRCC4mJgaA0b1CcJGRkQCMA6ngQkNDAQCxsbHMBQcHAzC6VwjuxYsXAIzuFYILCgoCYByEBffhwwcup+AyMzP/vyrzrVu3TMqckpLC3MuXL7nMN2/eBGD0wxRlFpzU/eD27duwsbExKfP9+/fx/v17kzIHBARwXYkyP336lH16P378yO/g4+PD5RL1ILiwsDD+32vXrgEw+mwK+Pr6wtraGs+fPwcAfPr0iX8bGBjIzxfcq1evuEy+vr5cd6LMfn5+AEzb+datW9zOOp0OgHFSF3UlyvzkyRPQ/3krijK/ePECuXPn5ncT5RNtINo5NDSUue9t29J2Fpy0nQUnbee7d+/K2rZ43y/Z9suXL3lS/Edt+/379z+szHL9+VvK/Ff9WWqH8fHx/FsFfw+ISVkK0T+l/0Zf8DD+1uuk/ybc78RYAQAWFhYATMcVa2trAKZ2JFyRRV8CwO6mCQkJzIkxOC0tjTmxMMnKysr2LgaDAUQElUoFtfrPgJTS9xZllc7rctd9ifsavvU+4h3k6l/6/nLX/aOcXH3I2Y7cu8hdJwe5ev4WTqVSgYhM2kS8rxijANN2/pyTXid+K73uW9v9S233tbr51vqSqwe5cgBGe9dqtSb9TPQBaT+T6xdicS79rVy9fmtbydWreO/P7yl3rZx9ijIId2UAJkFwPr+39Hn/TihicAUKFCj4N0ARg//9UKpUKbx8+RLbtm1DlSpVkJWVBW9vb0RGRmLt2rUoUaIEdDodhg0bhnfv3mHmzJkoV64cDAYDZsyYgdevX2PMmDGoVKkSiAiLFi3C8+fPMWjQIFSvXh1EhI0bN+LBgwfo2rUrGjZsCMB4ynv9+nW0bt0abdq0gUqlwu+//45Lly6hRYsW6Ny5MwDjKfTFixfh5eWFzp07g4iwb98+XL58GV5eXmjZsiV0Oh3Onz+Pc+fOoXLlymjdujV0Oh2CgoJw+PBhuLi4oGfPniAifPz4Ebt374alpSV+/vlnqFQqZGRk8KnyhAkTWDS7ZMkSAMCYMWN407J48WLodDqMGDECjo6OUKlUWLp0KdLT0zF06FC4uLgAAFauXImkpCQMGjSINVZr1qzBp0+f0LdvX44at2nTJnz48AHdu3dnjdX27dsRGRmJTp06oVixYlxfYWFhaNOmDeuuDh8+jLdv36JZs2YoU6YMDAYDTp06hTdv3qB+/fooU6YMiAgXL15EcHAwatasibJly8JgMOD69et4/fo1KleuzNydO3fw6tUrlCtXjsW6jx49QlBQEEqUKAFPT08W6r548QKFCxdGhQoVABgPp54+fYqCBQuiSpUqAIxfQx49eoS8efOyaDkyMhJ37txBrly5UL9+fRZLX79+HQ4ODmjRogVUKhUSExNx7tw5WFpaolOnTlCpVNBqtTh06BAA45cuscnYsWMHiAg9evSAnZ0dVCoV9uzZg9TUVHTq1Amurq5QqVQ4dOgQPnz4gNatW6No0aJQqVQ4efIkgoOD0aRJExZqX7x4EQEBAahTpw7q1q0LALh+/Tr8/f1RtWpVNGvWDCqVCrdv38alS5fg6emJdu3aQaVS4cGDBzh16hRKlSqF7t27AzAeKB49ehTFihXjryaPHz/mL0Diy8Dz58+xY8cOFCxYEGPGjAFgPDRav349XF1dMWXKFADGg6YlS5bA3t4es2fPBhEhJSUFs2fPBmD8mgMYF+azZ89GVlYWxowZw0EcNm/ejA8fPqBTp04oVKgQ283r169Rt25dE3sICAhA6dKlOXDCixcvcO/ePbi5uaF27dogIoSGhuL27dtwdnbGTz/9xIJsPz8/2Nvbo0mTJvyOly5dgrm5OVq2bMmbw9OnTwMAmjRpAjMzMxgMBvj6+kKr1bJgXa/X49GjR8jIyECxYsU4ouGzZ8+QlZWFkiVLwsHBAebm5rh79y50Oh1++ukn5M6dG1ZWVjh06BCysrLQp08fuLi4wMLCAmvWrEFSUhLOnz+PZs2a/ZMj6Lfh37rRcHd3553a27dvQURwc3Pj3WRYWBh0Oh3y58/Pu7HIyEhotVrkyZOHB7vo6GikpaXB2dmZT79jY2ORnJwMJycnPt359OkTEhISkCNHDo4KkpiYiI8fP8LOzo4HxZSUFMTExMDa2po/r6WnpyMqKgoWFhYoUKAAAONOMTIyEmZmZjxQ6nQ6hIeHAwA8PDwAGHex7969AwCOKAIA79694zKL3XJ4eDh0Oh1HEgCMHUmr1cLV1ZXL/OHDhx9e5rS0NERHR8PS0tKkzBERETA3N2cBrk6nQ2hoKFQqFU8ORIQ3b94AAIoUKcJlDg4OBhHBw8OD2zkkJAQ6nQ6FChViEW1oaCgyMjJQoEAB/nwYHh6O1NRU5MuXj23o/fv3SExMhIuLC38F+PDhAz5+/IhcuXLB1dUVgHGQESfWJUuWhFqtRmJiIiIjI2Fra8tlSUlJQVhYGCwtLVG4cGEAxlPpt2/fwtzcnCNs6HQ6PikvUaIEl1l8/ShatKhJmQ0GA9zd3bnM7969Q1ZWFgoUKMBljoiIQEZGBvLkycMn3VFRUdzO4uQyJibmh7Tzt9q2SqWCu7t7Ntt2d3fn05X/X2z7r8ostW3xhUzYA/1fRBpR5n9kDJP+9tSpU2jVqhUU/H2giMEVKFDwv4y9e/eye9cPw/cSe/wV/n8SRn+rSPhHiMGlImEhQvrWMv/222//dJm/Jpi9d+8eC7kE3r17RwDIysqKudTUVC5zcnIy8zY2NgSAQkJCmBPCvjt37jBXpUoVAkCnT59mrkWLFgSAduzYwVyfPn0IAC1atIi5iRMnEgAaP348c3Ii3D179mRr5wsXLhAAKl++PHMPHz4kAJQvXz7mIiIiCACZm5szp9Vq+RkJCQnMCyHX69evmStSpMjfup2/JPqXtvNfif6/JAaXiv6rVatGgLwYfNu2bcz169fvL/uzIgZX8L0ghN/29vbk6upKBQoUIHNzcwKMImpPT0+qVKkSX1emTBmqW7cu/fTTT9zPy5cvT02bNqVmzZpRrly5CABVqFCBWrVqRa1bt6Z8+fIRACpXrhx5e3uTt7c3943ixYtTq1atqFWrVjxGuLu7U4sWLah58+bMubm5UfPmzal58+Ys4HV3d6cOHTpQ165deZ50d3enYcOG0YgRI6hTp04EgHLmzEmTJk2iyZMn05AhQwgAaTQamjx5Mk2aNIlGjhzJNjpmzBgaN24cjRkzhrnBgwfT6NGjadSoUVw3vXv3ZmGvlZUVAaCuXbvS8OHDafjw4dw3OnTowKJ4Iahv27Ytc0LE3rp1axo+fDiNGDGCXF1dCQC1bNmSRo0aRaNGjaL8+fMTYBR5jx07lsaNG8dBRby8vGjy5Mk0ZcoUrpsvCcTnz5/PAnEvLy9avHgxLVmyxEQgvmLFClq5ciULxJs0aUJr1qyhtWvXsmj5p59+ovXr19P69eupXbt2BIBq1KhBGzZsoA0bNrDw3tPTkzZs2EDr16+nQYMGEQAqUqQIrV27ltauXcsCcRcXF1q1ahWtXLmSBeLW1tYs5p4zZw63yfz582nBggX022+/cZuMGzeO5syZQ7Nnz2ahb9++fWnGjBk0ffp0cnNz4/oXbS/ExA0bNmTRvhCDV69endtdjNvlypWjESNG0PDhw6lWrVpsw0LQXadOHbbDQYMG0cCBA6lu3bo8zvbr14/69u3LXJ48eahXr17Uq1cvql+/PgFGMXiPHj2oe/fuLC53cHCgbt26Ubdu3VggbmFhQd27d6cePXqwGFzMBf369aMBAwawbXbu3Jl+/vlnGjFiBIviW7duTRMmTKBJkyZR2bJlCTAKv2fNmkVz5szh96lRowYtWrSIlixZwu3s6enJQQREgJpixYrR2rVrad26ddx/XF1d2R7mzZvH771p0ybavHkzbdmyhd975cqVtGvXLtq9ezf3lYULF9KRI0fo2LFjHDhhxYoVdO7cObpw4QL3s40bN9LJkyfpjz/+II1GQwBo8eLFtG7dOlq+fDlZWFgQYAziMH78eBo5ciSvzc6dO/fDx1llo0HKRkPg37XREFERpBuNypUrEwA6c+YMc2KjsXPnTuZ69+7NnUjgH91oNGnShK+T22g8evSIAFDevHmZ+9pGIz4+nnmxAHn16hVzYsHg7+/P3N+pnZWNhhHKRuN/CyVLliQA5OPjw5yc3ZYpU4YA0JUrV5iT678NGzYkALRv3z7m2rdvTwBo/fr1zIkF/5w5c5ibOnUqAcbFvoCIPjRo0CDm5s+fTwBowIABzG3evJkAY9QcAX9/f17UCrx9+5YAY8QegYSEBLbRjIwM5gX34cMH5uRsXkTfCgwMZE4cJknrUNS1r68vc2LBf+HCBebk5nwR4ejQoUPMNWnShADQ7t27mZMbPzt27EgAaO3atcz17NmTAGO0HgGxCZg3bx5zo0ePJgA0depU5qZPn04AaOTIkcyJiEJ9+vRhTrRJmzZtmDt69CgBoNq1azN3/fp1AowLdoGgoCACjNHBBJKSkrhN0tLSmJdrk+LFi2era7FwPnjwIHNdu3YlALRq1SrmRowYQQBo+vTpzM2cOZMA0PDhw5kTUbB69+7N3Nq1awkAdezYkbmtW7cSAGrVqhVze/fuJcC4sBc4ceIEAcaFvYCvry8Bxihdn9eNo6Mjc9IxWrrmEhvUhw8ffrEeRISw+fPnMzdr1iwCQMOGDWNORPnq0KEDc7///jsBxo2ngGhT6XvLRXEkIjIzMyMA9P79e+by5MlDACggIOCLnFhfSeddsdEIDw9nTqw9pYefcvf7UfjhYnCSeGaJRDXAn8IWIeYE/hTiREREsBuOEFdGRUUxl5qaCsDoUiK4pKQkAEYBseCEyDQhIYG5uLg4AEYhneCEADQtLQ0hISH8PMDoXiG4iIgIAEb3CsEJgTMRMSf9FP/27dtsZQ4LC2OXE1HmyMhI/r0oc3R0NHOizLGxscz9M2UW7j+izKmpqcxJxdqvX7/mdxXvKdyEhChXJLUhIhOxYlBQEIsYRZlfvXqF1NRUEBELmF6/fs3uJUKwGBwcjIcPH4KIWNj49u1bzkUgyhIWFoY7d+6YvLdUGC19n7t378La2prLmZiYyL8VAv/U1FR+hihnVlYWHjx4AJVKZSIGDwgI4ARKAiL5kLTMwcHByMrKgkql4jKHhobCyckJKpWK3zEyMpKfmZKSwu0j2iAxMRGAsZ1FGaTtLLiv2bbgRH19q20bDIZstinaRbi5SW1b4F+xbSF0/fTpE3PCHv6R/ixXZsFJy/z5dSRxBZT255CQkGxl/tIYJhXipqamKmLwvxm+VST5JVGwHL4mKJZ7rtz9hBuiVCj6JZGqnCD4W7m/egcp9yWR69e4Lz3ja/jSfb5V+C133T/zW/HcbxUty3FydSUnEv4W4bCcEPpL3NfEzd/adl/6968J9L+1DuXeRa4cwnUVMBV0f6vwW66+5NrqWyEnnv8rwbparYZer5cVfkvrTE7k/a8Iv+Xa5UdBEYMrUKBAwb8Bihj87wc3NzdERERg3759LOxt2rQpIiMjsX//fhZ+e3t74927d9i4cSMqVKgAg8GAgQMH4vnz55g/fz5q1qwJg8GA8ePHIzAwEJMnT0b9+vVBRJgzZw7u3LmDESNGoFmzZiAirF69GpcvX0bv3r1Z7Ltz504cOXIE7dq1w9ChQ6FWq3Ho0CFs2bIFTZo0weTJk0FEOHLkCDZt2oSffvoJo0ePRmZmJi5fvoytW7eiXLlyGDp0KLKyshASEoLVq1fD0dERkyZNAhEhMTERixcvhpmZGebOncuHILNmzQJgDG8rMn5PmDABADB79mzWi02dOhVarRZTpkxhjdycOXOQnJyMMWPGcObtRYsW4dOnTxg6dCgKFSoEIsKKFSsQGxuLAQMGcPbsdevWITo6Gr169UKRIkVARNi6dSsiIyPRpUsXFoPv2rUL4eHhaNeuHYoXLw4iwsGDBxEWFgYvLy+UKFECRIRjx44hNDQUjRs3RsmSJWEwGHDu3Dm8ffsWdevWRalSpWAwGHD16lWEhISgevXqKFWqFIgIN27cwJs3b1CxYkUWkt+7dw+vXr1CmTJlOHNzYGAgnj9/juLFi3Po3hcvXiAgIAAeHh4s/A4ODsbdu3eRP39+Fn6Hh4fD19cXzs7OLPyOjY3F2bNnYW9vj86dO0OlUiElJQUHDx6Eubk5BgwYAJVKxUJmABg0aBC305YtW5CRkYFevXohd+7cUKlU2L17N+Li4tCpUyfW1x0+fBjv3r1Dy5YtOWv36dOn8fTpUzRq1AjVq1eHSqXCpUuXcPfuXdSuXZtDPvv4+OD69euoWrUqWrduDQC4ceMGLl68iIoVK6JTp05Qq9W4efMmTp48ifLly6NXr14sGj98+DDKlSuHgQMHQqVS4d69e9izZw9KliyJkSNHQqVS4fHjx9i4cSM8PDw4lHNwcDCWLl0KZ2dnzJkzhzOuz5o1CxqNBkuXLgUZPXMwduxYAMZwzLa2tjAYDFi6dCk+fvyI/v37c7b3/fv3482bN2jRogX370uXLiEwMBDVq1dHtWrVOBnv3bt3UapUKdSrV4/F1/7+/nB3d0fjxo0BGA+frl69ijx58rAG78OHDzh16hTs7e15zE9LS8PBgwcBAL1794bBYIDBYMDBgwdhMBjQokULzvh9/vx5ZGVloVatWlyWa9euwWAwoF69erC3t4eZmRlOnjwJAOjatSscHR1hYWHBoaonT54MR0dHaDQaTJ8+HVqtFjNnzoSzszOICFOnTkVqair8/f1Rq1atf3ks/RL+rRsNcRII/Hlya2try7s/ceJtY2PDu6y0tDQYDAZYWVnxSU56ejr0ej0sLS15d5qRkQGdTgcLCwuTMIGZmZnQaDS848vKyoJWq4W5uTmLcnU6HTIyMmBmZsYn8Xq9Hunp6VCr1SxaNRgMSEtLg0ql4pNJIuITWbnyyXE2NjZc5rS0tB9SZgsLCy5zZmYmtFotNBoNlzkrKwsZGRkwNzfn8ul0OqSlpcHMzIzfW6/XIyUlBSqVyuTEXnxNEdmdVSoVh2YVQl2VSsUnzrly5YJarWbOYDDAycmJ3zsuLg46nQ65cuXid4yLi4NWq4WTkxPbycePH5GamoqcOXMiR44c/NzExEQTkTBJRLgeHh48eAuRcJ48eUBEyMjIQHR0NDQaDQuHMzMzER0dDbVazZxer+dwr3ny5OFniNNzEapVvDcRIWfOnNym8fHxMBgMcHBw4JOGpKQk6PV62NracpumpqYiKysL1tbWXDfp6enIzMyEpaUlt6lWq4VWq/3mdv4Rti09nRfXfWt/tra25nr4/70/f63M4rqjR4+iffv2UPD3gbm5ebYTRgUKFCj4X8GJEyfQpk2bH/uQ7+KA9QX8uzUaUj92Iaj63hqNfzVj9L8iEt6yZct3KfOuXbsIMPVjP3v2LAGgypUrM3f37l0CQAULFmRO+PlaW1szl5yczGVOTU1lXoix3r17x5zwm7x//z5zwlf3/PnzzAkf3D179jAnBHZS39rx48cTAJo4cSJzcr7xcn6hV65cIcAo8hR48uQJAUZxnkBUVBTfT0Cn0zEXFxfHvBByvXz5kjmRxdbPz4+5mjVrEgA6duwYc23atMnWzsJ/9GvtLKdX+NZ2FlocaTsLLY60nf9KiyMywEu1OEKsKdXiCI2GXAZ4OY2GNAP8lzQavXr1Yk7RaCj4VgghraOjI+XKlYty5crF2a8dHR3JxcWF8uTJw37Urq6u5O7uTkWKFOGM2G5ublS6dGkqW7Ys9wN3d3eqWLEiVapUiTN5e3h4UNWqValatWosgnZzc6OqVatS1apV2Wfa1dWVKlSoQJ6enszlyJGDypYtS56enjx+5syZk2rXrk3169dnDYmrqyt17NiRunbtyhmZHRwcOIOy8MlXq9XUv39/6tevH+sVAFC3bt2oV69e1LNnT1KpVAQYs3b36NGDevTowf7fbdq0oZ49e1LPnj1ZKN+yZUvq3bs39enTh+c6Ly8v6t+/P/Xv358Fyl5eXpz5WdSDl5cXDR06lIYOHcqajxYtWrBAXAh4W7ZsSWPGjKGxY8dyFvZWrVrRpEmTaMqUKayvadOmDYvBhUDc29ubs4WL+vL29qaFCxfSokWLqFKlSvyMpUuX0rJly6h27dq8NlixYgWtWLGCBcr16tVjTujMqlatSitWrKDly5dT586dCTBmzl66dCktXbqUxzU3NzdatGgRLVy4kIYPH85tLDJ2C92hWq2m2bNn06xZs1gnIcb96dOn07Rp03gc6tevH4u8hd20b9+eJkyYQOPHj+exqUmTJjRmzBgaM2YMC+Vr1apFI0eOpBEjRvBcXKlSJfr5559p2LBhrKEsXbo0DR48mAYNGkRVq1YlwCiCFiJvwbm7u1PPnj2pR48ezBUoUIC6dOlCnTt35nnA1dWVOnToQB06dOD5MGfOnNSuXTtq164d6ylsbGyoffv21KFDB54vAKPIu2vXrtStWzfuo+3ataO+fftSv379OCO2l5cXDRs2jIYPH85rroYNG9L48eNp4sSJXL5atWrR9OnTacaMGfzsypUr05w5c2jOnDnczmXKlKF58+bRvHnzuE8VKlSI5s+fT/Pnz6dhw4Zxm/7222+0YMEC+uWXX/i9Fy9eTMuWLaMVK1bweDNv3jzauHEjbdmyhcel5cuXcwZ58dt169bRtm3baPXq1cyJIABijhRzYt++falHjx58v+bNm1OnTp2oc+fOPH5dunTph4+zykaDlI2GwLduNEJCQrjzC0g3GlKhmjDm0NBQ5kQUlgcPHjAnIl1IRYFiQN+7dy9z3bt35w4oMG7cOAJAkyZNYk5ugbdv3z4eYASuXr3KA6jA06dPCTBGvxCIjo7m+wno9XrmYmNjmRcT6osXL5gTk923bjQ2b97MnLLRMELZaCj43hALkefPnzMnovPcu3ePOXFQcOPGDebkAliIKEVSoamw7+3btzMnd2AyduxYAkCTJ09mbsGCBQQYowcJCMFtp06dmJMTHl++fJkAUNmyZZmT69N/dUgkFm6RkZHMyR2iiAW/dDyXG+/KlSuXbWEjV4dy85+IZnT06NEv1nXjxo2zzRkiSpG0/oVAf8OGDcyJDdfSpUuZEwvG2bNnMyfGIaloX4jBpcLo7du3E2DcuAicPn2aAFCVKlWYk1tXiPlGpVKRFHJtIoT3d+/eZU6sm44fP86cmFs2bdrEnNwaQsynUjucMWMGAaZicLmgBGKt0aNHD+bWr19PgHHTIyC35hJ1I52X5OomLi6O7VWn0zEvZ5ty0SxFNDZpcAAR+WvatGnMiShfQ4YMYU5O7H7kyBECQHXq1GFOzKfSueXjx4/83llZWcyLDb0QgxsMBr4uKiqKiOTnXbngAH+1JpGbq8RmVBrE4Ufh3yoGT05OziawSUlJYeGnEMCkpqYyJz5rp6WlMSdEQBkZGcwJYY9Wq2VOCGUyMzOZE2LUrKws5oQoV6fTMSdEnMJ1SMoZDAbmhJsF/V9CFulzxb9/LspJS0vj34kyp6enMyfKnJ6ezveUlllwXyqzVqtl9yZR5szMTBYWi7JkZWUhISEBRGRSv58+fTIRZBsMBhZEC3coIkJ0dLTJbwGjENbKysokW6nIqUBE/N6hoaGwsbExEZO/ffsWgYGBJu5ZISEhuHPnDifCAYx5G0SGbpHHRPi/Su8HGJMNWVtbc16N+Ph4/q3I4CwyRqtUKna5ysrKwqNHj6BSqVh8DRiF35+36Zs3b5CYmMi+tKIehJucKHNsbCyioqJMuPj4eK5b0X4pKSn4+PEjJ2oS9hAfH89JtsT1ok1FmTMzM7nuvpdti//+XNz8eX+Ws+20tDS+5/ew7X+1PwtO+p6CE8+X2rRUAC+1828Zw8QzpOVU8PeBnJhStOvXxKty1wl8LVu4nNhT2IdwlwX+7C9STg5yAtAvCUW/lvn7n4H0Pl8Sncs9T66O5Di5f/9XhN//jED883f/2r9/q8hbTrgt5lDxTsLVTzqWyAUHkAsi8K8Inr9k//+M8PtL2b2ldSNXjs+F3+J3ciJvwf0z2b0//7evleVrbSpnp/R/+hLpb6TvL9yBpWtK0Z/l+tZfjTty5ZLroz8KP3yjIVX7i0RZUggBnhRCZCNFt27dsnEjRozAiBEjTLg5c+Zgzpw5Jty6deuwbt06E+7333/H77//bsJdvXqVRW8Cjx8/5qhRAlFRUdm4rKysbBwAzooqRfny5bNxQnQlRdeuXbNxI0eOxMiRI004uTKvX7+es70KHDp0iDOLCly9epV1FgKBgYGsdRCIiIjghGgC6enprGGQonjx4tm4OnXqZOPk/NWHDh2ajZs5cyZmzpxpwq1evZpFTwIHDhzAgQMHsv3ey8vL5P8/evQI9erVM+FCQ0NZxCeQmJiISpUqZbtf2bJls3E1atTIxjVp0iQbJ1dmkS1VinHjxmHcuHEm3Ny5czF37lwT7lvb+cqVK9lsOyAgIJvNRkREZOMyMjJMtAkCQqsihVzdNGjQIBsnMh9LMXz4cAwfPtyEmzVrFgtVBdauXYu1a9eacAcPHmShnYBcmQMDA7Nx79+/z8ZlZmZm4wAgf/782bhvHcMuXryoiMH/ZhCb0gcPHuD9+/cwNzfnjeXr16+h0WigVqt5og8LC4OTkxOAPzevoaGhePLkicmG9c2bN7h3757JYc2bN29w69YtkwOT0NBQ3Lx5E8CfUdCioqJw584dqFQqjuIWHx+Pp0+fwszMjHVhKSkpePXqFQwGA/82KSkJt2/fRlZWFu7evcvveezYMej1er5Or9dj9+7dJnUAAPv374eFhYXJgcnx48d5jhCLoFOnTuHBgwcmEQPPnDmDp0+fsuhcXBcUFASDwYCPHz/y/V68eAGDwcBlOXLkCJ48eQIi4qiGBw8exMOHD2EwGDhJ6J49e7gORVS4HTt24Pr16yAiPkzaunUrrly5AoPBgMePHwMAtmzZgsuXL7PIW1x39epVAMCtW7cAALt37+bohffv3wdgFFI/e/YMAPh+Z8+e5Sh14rnXr1/n5GfiwCowMBC9e/eGSqXi69++fYt+/fpBpVKZRNMbNGiQSZRCwDgnfr7gnjFjBmsmRb0uW7aM11iivrZv344bN25ApVLxodrRo0fx9u1bFmUDwIULF1iL6e/vDwDw8/PD7NmzoVKp+GDu/v37WLBgAdRqNa5fvw7AeFi3YsUKqFQq5oKCgrB+/XqT3759+xZbt24FAI76GBkZiR07dvB9AONBpsh2LuorJSUFW7ZsARGZLLrXrVsHCwsLE3779u3ImzcviIijhx48eBCPHz+GwWDgdjx9+jRiYmJARNwHfXx8MHXqVA4OAAC3b9/mrOQPHjxgGxCciA757t07TJ06FQC4fycmJmLSpEkwGAwm/Uys4aSbihEjRsDCwsKk7UeOHAlLS0uT62bOnAkrKyuTDcLWrVthYWFhciBx8OBBFpKL3+/fvx+5cuUy6bfikPNHQok6peBfgkqlyrajNzc3Z150GmtraxaDC8Gsvb09zM3NoVarkZCQAL1ej5w5c8LS0hJqtRpxcXHIzMxE7ty5YWtrC7VajZiYGKSmpsLZ2RmOjo4ctSM+Ph65cuXizZB00ilZsiRUKhWSkpIQGRkJa2truLm58ZePiIgIaDQaFChQgDvl+/fvoVKpeMDS6/U8eIiOajAYeJKQiolFBxYiZulXHOmp3g/uegr+ZlCiTv29oNPpTE5HFShQoOB/DTt37kSfPn1+7EP+Zeerr0Dq3/zhwwdKT0+n9PR09hl79uwZc8Kn+9q1a8wJn+7Dhw8zJ3wuN2zYwJxI5DZnzhzmJkyYQIAxsY7gFi5cSIBR9Ca4bdu2EWAUCaelpVFaWhonj/H09GTu5s2bBBgzRgvu9evXBBgTuaWmplJqairFx8dzmSMjI5kXidwCAgKYEz7dly9fZk6U+eDBg8yJMq9du5afLbJk/1WZMzIyKCMjg/1Hu3XrRlqtlrRaLSfRadq0KWVmZlJmZiaXuXLlypSVlUU6nY6TPhUqVIgMBgMREZfZ3t6e21laZq1Wy7xcMhqR4fLJkyfMySXOEkK8I0eOMCfnWysy286YMYM5Od/4w4cPEwCqW7cuXyfatHDhwswFBwcTALKzs5MtnzSplVz5hJhRrnzXrl1jTvgdHz58mIiMvpnCj3b9+vWk0+koKyuL/Wh//fVXbishFhw1ahS3qdS2RduLzKNNmjRhGzl27BgBRr2CsCWRYMjNzY1t7tmzZwQY/bkF9+HDB66HmJgY5oXo//nz58wJ3+3r168zV7FiRQKMvtbi2UK0unHjRuaEv/S8efOYEz7so0eP5rIIH/bu3bszJ8rcuHFj5oRtV6hQgTlh2/nz52fu1atXBBg1V4KTtn1MTAzzQpciN4b5+PhQenq6iT+xVK+l4D8Pqd9z8eLFqVixYlS4cGEWZzo7O5Orqyvlzp2bOQcHB8qZMyflzJmT+36OHDnIxcWF8ubNyxl4c+XKRQULFqRChQqxWNrZ2ZkKFy5MRYoUYdtxdnamokWLUtGiRXl+cHJyIg8PDypUqBBztra25OLiQk5OTnw/c3NzcnR0JCcnJ76ftbU1eXh4UIkSJbj/5ciRg2rVqkX16tVj332NRkPNmjWjZs2asRZO9JkmTZqw1gEw+p43atSIGjVqxKLSGjVqUKNGjahx48bc96tXr07NmjWj5s2b8/xes2ZNatOmDbVt25Z96OvWrUtdunShbt26sRi8QYMGnM1Z+I43bdqUszkLXV+rVq04m7PQ0rRv355++eUXmjVrFve/Ll26cPZsoYPs3r07i7xLlSrFY6XI8CxE0J06daI1a9bQmjVrWEfXqlUr5kTdNGjQgFavXk2rVq0ib29vnjuFGFzoCYsVK0ZLliyhxYsXc6JGZ2dnzuwtNBEWFhY0d+5cmjt3ronwe8qUKSwIF20/dOhQ+uWXX2jGjBk833Tr1o2mTZtGU6dO5Xpo1aoVC8TFHNSgQQMaP348jR8/nnUzNWvWpNGjR9PIkSNZL1mxYkXO+C3qpmzZshxEQFxXrFgx6t69O3Xr1o08PT0J+DNrffv27ZnLmzcvtW7dmlq1asXzQK5cucjLy4u8vLzYNm1tbcnLy4tatmxJDRo0IABkZmZGbdq0IW9vb2rbti3XTatWrahz587UpUsXtrlmzZpRr169qE+fPhxEoH79+jR48GAaMmQIJzMUAvhRo0Zx+apVq0Zjx46lsWPHslaofPnynDVdvE+xYsX4OtH2efLkYU6sR62srNheRfJHsVaZM2cOJ38EjMlply1bxokC1Wo1LVq0iObPn89zn5mZGY0ePZqGDh1K3bp149+2bduW2rRpw+tEwKhFbdmyJbVp04b7bdOmTalDhw7UsWNHTvYnXV/9KPwtxeDfK0v2twqjhaJfTgxeoUIF5h4+fEiAcaMhIJcxOjMzk8sszRgtoo8EBQUxJ0RzUpFhrVq1CJAXCUuFXHLZLL+1zDt37iTAGIVAQE6oduvWLQKMEVMExGLMwcGBuU+fPnGZ5YRO0dHRzOXKlYsXaJ/Xg1Q8KNpeTtAmFUuLqB0zZ85kTm6jIZeV9c6dOwQYN1ICcpnP/yorq4jCEhERwZycyEpE97h69SpzdevWJcA0260YRDdu3MjcwIEDCTDNWPutYvBvbWe5evia6F8qHBUToDS6mMgALxUpyonz5MSaffv2JQC0aNEi5iZNmkSAaQZ4OTG4nABeEYMr+BzSuSkhIYF5uWAOctnCxQLq4sWLzH1+eEBE1KJFCwJAO3bsYE4IUtesWcPcl8ZzqfB45cqVBIC6du3KnJzgdseOHQQYozcJyNn810SqQpD6V3UjJ0aWG+/k+r6cyFsuc7NY4B04cOCL3Lf+Vhxu7Nq1izm5DO5iXbFgwQLm5MYhORH0gQMHCDAu7AX8/Px4oSogN99IRb0xMTHMi4Xzo0ePmBOC+rNnzzLXvHlzAkA7d+5kTixMV6xYwdzgwYMJMB5iCYgF8ZQpU7KVWTrfiM2QNHO2OOzq168fcyKbttQ25bJpy9WNCLaj0WhICjHvhoWFMSd3WNm0aVMCTCNX9urViwBT0b/cYaWcAH7NmjUEmIrBxXxatWpV5sQhXa5cuZiTBpQRh7YimqVKpWJOzLu2trb8W7kgDgkJCXw/ucNdacAAseZ6+vQpc2IzKh3TfhR+uEbjvx1fE8/RvyB8k/vtP/LsfwUGg8HE5Yf+zwdS5B4QSEpKMvG/BYzJalQqFfR6PZchNDSU80YId6qgoCCkpaVBr9fzPQMDAzmHgrjnnTt3kJmZCZ1Ox1mYb926BbVaDYPBgCdPngAw+o+uW7eO82MIbNy4EZaWluxbGxUVhc2bN0OtVrMPdFJSEg4cOAAzMzN2h8rKysL58+dhZmZmIia7ffs2J8wRCAoKYuG/cCGLiopC7ty5OfMnYPTDjY+PN+EyMjI4x4OoL51OB71eD5VK9W91sfpWsd/n+JL9fu2ecs9WoOBHQ04oK+W/JsD+Ev4ZW5brG98qWpYTn8oJxMXYK9w6pff7/NrvjX80K/bXhMxyv5Wrd/E8uTqUlvdL3LdmAf9aOeSE23IiZrVaDTMzM+j1+q9muhb3/NZM118T/8rV17dycviS8FuubuTKm5WVBSLie2k0GmRlZZlcK1e3cjYiN1d9KQO8lPtWG5Z7ljTYg7iPWKdYWVkxJ9dH5d5Zzp4BsN1Iub+ysb+69/fGD99oSIU7UjGx4EuXLp2tgkUWTSnXsWNHrhhRWUOHDmXxqGjEmTNnsjBacKtXr2bBrDDsAwcO4MiRIybc5cuXOcGXaKTAwEBO8CUaJCoqysQnXzxLTjBbsGBB/m8R0aZSpUpcFhGVpmnTptz5xKK7e/fuzAmDHDlyJGfAFHUze/ZsFgl/Xmb6P30BYBQCHTx40EQfcP78+WwGd//+/WwTzrt37zgCgsBf6W/kRP/Vq1fPxskJoz8X9wPAggULsnE7duxgEZnA2bNncfbs2WzXigy3AiEhIRgyZIgJFx8fj+7du5twer0eLVq0yHa/hg0bZuPkxPzNmzfPxsmVuXfv3ujdu7cJJxfoYMaMGZgxY4bJpLdy5UqsXr3aZEOyf/9+FoMLO7548SLbtrju4cOHbMfiutDQULZjcV1qaqpsoANXV1f+b2GfZcqUMUleBwD16tVjGxOCuPbt27ONibFgyJAh+PnnnwH8advTp09nMbiw7VWrVnFwB8Ht27cvW5kvXbrENiu4R48eMSfKJ6KkSaHVarNxgGlixi+NYT/99FO2xcn58+fRoUOHbPdU8J+BdLEmItNJo7w9efIEiYmJMDc352vDw8Ph7OwMMzMz5mJiYhAeHm5ywBETE4M3b96YRHaLjIzE06dPTbRdERERCAwMBPCnqDc6OhqPHz+GSqVisXR8fDxevXoFMzMzjvqXkZGBDx8+wMzMzCQyXUxMDDIzM1lTlpqaisePH0On0/Gz9Ho9fH19odfrTQ6Jzp8/z/OD6B+XLl1iMbgo87Vr1/Dq1SsAf85XPj4+iIyMNInYdv36dXz8+BFExAldfXx8kJiYaCKKv3z5Mic1FWLwM2fOICoqCnq9ng+Yjhw5gpcvX0Kn0yE4OBiA0cf8xo0b0Ol0ePHiBQDj/Hf06FHo9Xo+iFqwYAG2bt0Kg8HAot65c+diw4YNMBgMrOlbuHAhtm3bBsA4VwBG0fEff/xhItDfv38/i4iF6PjSpUuoV68eJ5cFjGuIhg0bQqVScb28f/8ezZo1M4k+qNfr0bJlS9Y3ivrv06ePScJaAJg0aRJnARf1sHjxYhw8eBAqlQoBAQEAjCJhPz8/qNVqDg5w5MgRvHnzhjN5i3ZPSkqCWq1mMfj169cxe/ZsmJmZsVD+3r17WLp0KdRqNQvmnzx5gg0bNpg849WrV9ixY4cJFxoair1790KlUrHIPjo6Gvv37zep66SkJOzduzdbNMtt27bxYZyomz179sDV1RVExJEhjx49ykEJhN2cPXuWbU2IwX18fHheEPZw8+ZNLF26lDOaA8agKStXrgQArpvg4GCsWbMGANjmoqOjsXLlShMRenp6OubPn8+RPAHjvDN58mQQkUkEzxkzZsDc3JzbOCsri8XuIriCXq/HkSNHTMYpwKj/MzMzQ1ZWFpdp7969cHJyMrl2//79uHr1KjIzM7m+xLv+SChicAXfHSqVCmq1Gmq1mgdROzs7mJmZQa1Ws4G7uLjAwsICZmZmiIiIgF6vh4eHB2xtbWFubo6XL18iIyMDZcuWhZOTE8zNzfHo0SPEx8ejYsWKKFCgANRqNR49eoSwsDCULVsWpUqVAmDskH/88QeAPxe1UVFRuHHjBhwdHVG/fn3o9XokJSXB19cX5ubmqFevHvR6PTIyMjgqRoUKFaDX66HX6/H8+XMAxs2j2MBFRUWBiODo6MicELubm5uzaPzf+VVCwd8Tihj874Xw8HCTgyAFChQo+F/DunXr+IDvh+Ff9776MqT+zc+ePaOwsDAKCwtj8dr169eZEz7dx44dY06IhrZu3cqcEGMtXryYOZGFc9KkSRQaGkqhoaGcbGfAgAHMieyMbdu2ZW7FihUEGEVv7969o3fv3nFCmVKlSjF35swZAoyJ3N6+fUtv375l33aVSkUhISEUEhLCYmLAmPTpzZs39ObNG9ZonDt3joKDgyk4OJh9uvfv38/XCV/WtWvX8j2Fr+G8efP42SIj5fjx4+ndu3cUGhpKP//8MwGg/v37c92IMrdv354iIiIoMjKSy9ywYUOKioqi6Oho9m2vWLEixcbGUlxcHJe5cOHClJiYSElJSZzEL1euXJSRkUFarZZCQ0MJMAqYBNLS0rgepMndhGBS6l8pJxCXS5Ilp9sQwuElS5YwJ+cbf+nSJQJA5cqV4+vkspz/lV+9EIRKhd9yCb/ktEbCjk+dOkWZmZmUkZHB/sTbtm2jpKQkSkxMZA3KokWLKC4ujmJjY7l8kyZNoujoaIqKimKf0kGDBlFkZCRFRESwT2n79u0pPDycwsLCWMNQv359Cg0NpXfv3nEgAE9PT7alP/74gwCj77awOZE13dbWlm3z0aNHJv1Z2LEQm924cYOvFSLFkydP8j2F7/aOHTv42fXq1WOfWdHXhL/01KlTmRP+xIMHD+a+O23aNC6z4JYvX074P/9fwQnbLlu2LPcL4VubN29e5m7fvk2AUZgpOKFJEu0seCGmkxvDjh8/TmFhYfTy5Uv+rTSBkoL/PIS+TozzpUuXZpEwYExe6ebmRnny5OG+b2NjQ7a2tmRlZcUaBnNzc7KwsCBLS0vmrKysyN7ennLkyMH+5HZ2duTi4kKurq4soHZwcKC8efNS3rx5Wedkb29Prq6u5OrqyjZmZWVFOXLkIDs7O76feJbcn0aj4XHWwsKC8uTJQwUKFOA+aWlpSSVLlqQyZcqYlFlkMxd+/4BRpygymgv/b09PT6pevTrVqFGDn1OuXDmqVasW1apVi9+7bNmyVLduXapXrx7rMj09PVl0LsbPihUrsmjc1dWVAKMwt0ePHtS7d28Wfv/00080cuRIGjNmDI+zrVq1otmzZ9PcuXNZ69e9e3das2YNbdiwgUqUKEGAUUC9Z88e2r9/P49DY8eOpaNHj9KxY8d4jB47diydPHmSTp06xRqSwYMH08mTJ+nkyZM8Rrdv356OHz9Ox44d4wSjtWvXpsOHD9OhQ4dY11CkSBHav38/7du3jwOz2NnZ0e7du2nXrl2cbBEw6kO2bdtGW7duZQ3YrFmzaNOmTbRx40YW+I8cOZLWrVtHa9euZXFzr169WIguRN5t27alhQsX0m+//cbla9q0Kc2aNYt++eUXFkHXrVuXJk6cSOPHj2eRd9WqVWnYsGE0ePBgKlu2LLdnr169qEePHpxdvWjRotShQwdq164d12uBAgXIy8uLWrRowdflzp2bmjRpQk2aNOHn2tvbU+PGjalx48Y8t2s0GmrSpAk1bdqUmjRpwnXTtGlTatmyJbVq1YoTATdo0IDatWtHHTp0YP1Q3bp1OVu4CCJQs2ZN6tWrF/Xu3Zu1CVWrVqU+ffpQnz592G4qVKhAvXr1ol69evF7lyhRgsXuYm2WP39+6tKlC3Xp0oUTRzo6OlK3bt2oR48enEHcysqKBg4cSEOGDOH1mrW1NY0dO5bGjRvHiTvt7e1p1KhRNGzYMNZpWltbU8eOHalNmzb8DJVKRXXr1qU6deqwlhcwrl0bN25MLVq04Lm4SZMm5O3tTd7e3twfGzVqRD179qT+/fuzbkOqHftR+J8Tg4tFiFS0JcTgTZo0Ye7ixYs8KAoEBAQQYIwuICAV8whIMztKhVxyghwxyEujEYmFl1QkLCdUkxNyiYXX6NGjmZMTg8sJBUVknurVqzMnohEVL16cuSdPnhAAcnFxYU6IaKUZ0qUC6vT0dOY/z4RJ9GdWT6lQXgyq0gy9YoA6f/48c126dCEAtHLlSubkNgs+Pj4EgEqWLMnXyYmxsrKy+LcfP37ka8XiQCp4FhP348ePmRMD//Xr15mrWrUqAaYZscUgKhWqiQ2zVCQq2nnOnDnMTZ06lQBTkeiSJUt4whEQ2Wm9vLyYE+1crVo15uSibwUFBfFiSEAq+pcK0MTgJhXFC+Hiw4cPmRPtd+7cOebkhJkiasfixYuZExHVJkyYkK3M0oy8YlMhFcB/SQzu5ubGnCIG/99BYmIit83XIsnJZQsXC7ILFy4wJxam0kguQgwuDXYg+vmqVauYk5vDxowZQ4CpMPfzjMx6vd4kiqAYx+QCQYh5rXz58sy9f/+eAGNEGylE3Xz48IE5sZiTHqzIiUrFwvTy5cvMyc3lIuLV/v37mROZ1Ldt28acXJAMOU4s8KRrA7lxVgjEpaJxuXdp164dAaZRDkeMGEEA6JdffmFOHNx169aNOXFIJ810LRex8a+yOYv57/79+8zJCerlxk+57NdyY6oINDJ37lzmRHAVafm+lC18xIgRzMnNQWKtIWeH0vWV3HzzV3Nx/vz5s9WNiNZ58uRJ5kTfk4ri5ermS+tH6Ry7YcMGAowbOIELFy5k61Nyc4s4oC1YsCBzIvJhkSJFmBNBh6TZ0EUflR7kGgwG2YANcoefcoFZRFRPaSCGHwVFDI5vF+7JCYG+xH3Oy4lvvjVb6rdycs/9ljJJfyMnRhTi7s8Tz3z69Ak6nY4T66hUKvahlfr++vv7w2AwQKvV8nOOHz8OS0tLaLVa9uffsGEDrKyskJGRwf6LM2fOhIWFBTIyMhAUFAQAGDVqFKysrJCVlcU+s7/++iuWLVsGg8FgIoQqXry4iU91cHAwSpUqxcm4RNmbNGkCW1tbFmbR//lS5sqVizOdA0Z9iJubGywsLNg17OrVq4iKioJGo+HnPH/+HI6OjixcA4y+2x8+fOAMr4DR1zozM1NWhChtj29t069Brp3/UQ74drHgv/IcRSCu4N8BqV3LCYDlxKL/zHzwj/5WDp+/ixAOA0YhqLiPEJNKtSjfKgiW4l+Zm752PznuWwXi3yqslrtODlKtREJCArKyspCUlATAOM8FBQVBr9ezbiY2NhYPHz400QJ8+vQJ9+7dg0ql4oSCycnJCAgIgFqtRnR0NACjvktobqTC77CwMBARzMzM+L2TkpKg0+lgZmYm26ZfEkF/r+zXX8LX2u5L2b3/SvgtIJ0TvyZ2l3sfuX4r6kkuAISUk6uHb61DOUG3WDcJraS0TNJ8PnJ9VPy7WNuInGSWlpa8fhCQswe58gl9plh7/Uj8W8XgUtGkEMjVqVOHK0aIUtq2bcsNJAQ8/fv35wYSC9BJkyax8FsIbRYtWoQNGzYAAAtotm7dysJvIS46duwYChUqBODPivbz84O7u7vJe798+RKFCxcG8KdRxMXFoWjRorz4FihRogQAU4OrU6cOD/7iHb29vVloKgajvn37csOLQWvs2LGcEVss5GfPno0VK1aY1M3KlStZGC30D9u3b8cff/xhIqg6cuQILl26ZJJU7tKlS3BycjLJHnn37l3Y2NiwNgEwRlX6PApLTExMtgziWq2WdRJSyGVKlvMLFKIrKc6dO5eNE0JEKT59+sR1LIWoOwGdTsfCPymuXLmSjROZTKX4PAs7AIwZMyYbJ5flfMCAAdm4QYMGYdCgQSbc2LFjMXHiRKjVah4wFixYwBlYheh006ZN2LdvH9RqNbfpkSNHcPXqVahUKuauXbsGDw8PAH8OeAEBAWzH4n5hYWEoWbIkgD/tPTk5GaVLlwZgOrBLM9wL/qeffuLBTGQcbdeuHfdnkbG2f//+sLGxAdGf2V8nTJjAwm/x299++42zgAvb3rRpEwu/xULgyJEjuHbtGoA/+7OPjw/74IvyPXnyhDkxOL9//x5ubm4m5dBqtcxJJ5VSpUplE7vLjWHe3t6csVbg6tWraN26NRT8PSCdyB88eACNRmOip3r06BELv8V8EB4ejpw5c0Kj0XC/TEpKQnx8vMl8kJqaivj4eJPIfYmJiYiOjjY5rPn48SPevn0Lg8HAthwbG8vZhoXNx8fHs4BXjHHp6emIjY2Fubk526IY7/V6Pb9zSkoKwsLCoNPpWGidnp7OglnR14gIjx8/zraIevz4MXLmzAmDwcBlvnfvHmJiYqDX67ksN27cQGxsLPR6Pc+9Pj4+iI2NNRG+Xrt2DQkJCSaiWR8fH9a2ifnv2rVrHOlQzJMXL15ESkoK9Ho9zwEnTpxAREQEdDodZ5fevXs3bt26Ba1Wi0ePHgEwrg22bNmCjIwMHv9//vlnDB8+HOnp6TxW9urVK5utTJ8+HdOnTzfhNm7ciI0bN5pwFy5cwIULF0y4V69eoWLFiiZcZmYmrxekqFy5cjZOLvhIt27dYGlpCY1Gw2upSZMmYcGCBTA3N+cNzbJly3Do0CFoNBqur127duHu3bvQaDQsyj5+/Djev38PjUbDgudr165BpVLB3NycBd13797FqlWrYG5ujocPHwIwHqjt3LkTarWauZCQEBami+zj79+/x9GjRwH8mUk9ISGB1yniYFKr1eLw4cMs+habsCNHjiBnzpwgIra506dP4+XLlyb2dfnyZe4jERERAIxrO9HfxRx079492NvbQ61Ws309ffoUR48ehUql4vp68+YNTp06xf8OGMf5kydPmgQWiI+Px759+6DT6VhwnpqaykF5hMZTZDnXaDR8cJqWloaTJ0/C3Nyc7T8jIwOXL19mLanAgQMHAJhuvHbv3o18+fJBrVbzvLZv3z7kzp0baWlpHHxiwYIFsLOzg1ar5bL4+/vL2vz3hCIGV/BdIAYDAHB0dOSM32IzVLJkSVhYWECtVnNEjEaNGsHKygoajQbHjx8HYFyAOjg4wMLCAosXLwYAzJ8/H7lz54aVlRUGDRqEzMxMbNu2DW5ubtBoNBg9ejQeP36M3377DU2aNOEoC7Vr1wZgnAAtLS0RGhqKjh07wsbGBmfPnuXweB06dEB6ejoWL16MnDlzIj09HTNmzEBSUhL69+8PR0dHpKenY/fu3UhNTUWDBg24s964cQNpaWkoUaIErKyskJmZiZCQEGi1Wjg5OXFoXBHaV1pPCv63oIjB/154//498ufP/59+DQV/Y4gv29bW1rC0tISZmRlSUlKg1WqRI0cO2NnZQaVSISkpCUlJSbCzs+MIXenp6YiLi4NGo0Hu3LlhMBig1+t5QZwjRw7mxCZHhGxXoODfhebNm8se5n5X/MvOV1+BVBDs4+ND9+/fp/v377M45fjx48wJv7vt27czJ3w9ly1bxpxIdDZjxgzmRHbG4cOHMyeSfnXr1o3u3btH9+7d4wyLzZo1Y27u3LkEGMVBd+/epTt37tDatWsJMPqs3759m27dukX79+8nwJhp1d/fn/z9/ens2bNcvmvXrtH169fp+vXr7Od7+PBh8vHxIR8fH86CunHjRrp27Rpdu3aNBc+LFi3i64QQb/r06eTr60vXr1+nhg0bEmDMBO3n50c3btxg3Ua/fv3o1q1bdPv2bfY17NSpE92/f58ePHjA/pVeXl4UGBhIjx8/pl9//ZUAUL169ejFixcUFBTEyWiqVKlC7969o7CwMC5zqVKlKDY2lj59+sSiag8PD9LpdGQwGCgwMJAAkKurK7e9XGI/qT+w8CWWZk8WCaOkXGZmJhGZZvKV+soLX2mpbkPON14kzJHqMYj+9Kv39/dnTgjBrly58kWuUqVKBJgmSxL2KU3aJcT8u3fvJoPBQDqdjkWFK1asoPj4eIqLi2P/0enTp1NYWBi9e/eOfWuHDx9OQUFB9OLFC9Zt9OjRgx4/fkyBgYHsz92yZUt68OAB3b9/nzOP1qlTh+34t99+I8Ao3rxx4wbduHGDVq9eTYAxYd/169fJ19eX9R05cuRg2xRJD4W9X7t2jS5fvszciRMnyMfHh3x9fVmHtXv3brp+/Tr5+fmxP/eqVau4Dwm/49mzZ7MdC7/jUaNG0Z07d+ju3bucabdXr17cd4UovmXLlsyJzKq1atXisWDVqlUEGPU5ghPaLFdXV+aEQFyj0TAn/GgBkK+vL/NCvCs3hu3YsYPu37/PSagAU/2Kgv88pFnu3dzcyN3dnccC4E8xeL58+dgX2t7enmxsbFiQ/Y/+qVQqMjMzY3G5RqMhW1tbsrOzY1G1EH7nyJGDRa8WFhZkZ2dHtra2rIf6khj88z9LS0t+jhh/XVxcyMXFhQNxAEb9YZ48eVhfBRiDJRQsWJDc3d35vd3d3al06dJUtmxZfu+SJUtS9erVqWbNmhzsxdPTkxo0aEANGzbkYCgVK1ak5s2bU4sWLVi3KMTg3t7enPC0UqVK1KlTJ+rcuTP7mFepUoX69OlD/fv3ZwFvrVq1aMyYMTRx4kReLzRv3pyWLFlCq1at4jG6b9++9Mcff9DZs2d5jp07dy49e/aM3rx5w9cdOHCAtFotGQwG1tZJNRFC37Fv3z7mhg4dSoBp0th9+/YRYJqwT07TSWSqxzAYDJSVlcXzyI4dO+jTp08UExPD+pXZs2fTq1ev6NmzZ6xZHT58OPn5+dG1a9c4YV/Pnj3p6NGjdPDgQQ4+4u3tTevWraOVK1eybqZhw4Y0c+ZMmjZtGovGhRh80KBBXK+lSpWiLl26UMeOHVlfWrBgQfLy8qLmzZsz5+zsTA0aNKD69evzvOng4MBCZqHVs7CwoDp16lCdOnU4CztgFHT/9NNPVL9+fV5L1axZk7PRi/Vj1apVORu9sK8qVapwtnFpsIEWLVpQ8+bN2ebKli1LjRs3pkaNGrHWsmjRolS3bl2qXbs2j+V58+al6tWrU7Vq1Xj+cnR0pBo1alDNmjW5zELY3rx5c7abnDlzUvv27alDhw5cvly5clGbNm2oRYsWbHM2NjZUo0YNqlKlCiceVKvV5OnpSRUqVDAJzlCrVi0WfotxqEGDBtSqVSvy8vJiLWmDBg2oV69eNGTIEF579uzZkxYsWEDLly9nG+ncufMPHGWN+K8Rg4usql8T8wgxePfu3ZkTi+lGjRoxJyLulClThrnnz58TAHJycmLur7IzygmHRQbVO3fuMCcn7pLL6imiEyxbtow5uWyWIlvnzz///MUyb9u2jRdoAocPHybAuPkQECLaihUrMicnEL937x5P2AJymw8RkUsqhhMRqywsLOjTp08UHBxMx44d4wly3bp19Ouvv/ImSqVSUbNmzahevXpUpUoV7mz58uWjQoUKUYECBXiyEryYKAVXsWJFqlOnDjVp0oSF6C1btqRZs2bRqlWreBL77bffKCgoiGJiYmTFZnLiT+mmQkDOZuWyA4voJdJMtKKdp0+fzpwQ/Y8aNYo5EdGkT58+zImIJm3atMnWznXr1mVOzt5FhClp8AMRqUeaqVWr1XK9SjMsi4H/5cuXzMllbxWbaGnmXrGpkNq72DBPmjTpi2UWIlhpoANxICAVZsoJ9oQtKmLw/378VdsIThrIQ0zU0kAeYkF2+vRpyszMJK1Wy9Fhdu/eTVqtljIzM7nvb9q0iX8rDg+kkfJElMRZs2YxJxcAYc6cOQSAhgwZwotScTDm5eVFaWlppNVqedMsDYAgoqq5u7szJ80MrtPpmJfLviyXmVr0aV9fX+bEAkoa9EFEyfnjjz+YExEkpYt2cQCzefNm5kTEHql4Xk7cLA4XFy1alO230mAhctnaq1evToBpREO5wyWREf6PP/6g0NBQevz4Mbf7wIED6ffff6c9e/ZwBmpPT0/atGkTbdmyhedilUpFR44codOnT9OVK1d4Ubt//356//49JSUl8aZCOmeI8i1cuJA5scmR2o2IPind+HwrJ+abadOmMSciaI0bN465efPmcZkFNm3aRICpWPrkyZMEmGbOFoF1pGsD6VpKGpzBwcGBANCrV6+YEwe0fn5+zMkd+on147Fjx5iTyxQvNxfLZYAXYvB27doxJ5fl/NChQ9k4uXlXLkBNZGQkAaaHsUR/9kfpgZVYu0jnWLl1pji4kwakEG3VqlUr+tH4nxODf6tI7UsZIOU44J/Lbio4qXDnW7OgfikzqlxZ5PBXwm8B8Q7i83BmZib71RoMBgQEBCA9PZ19PTMzM7F7926kpaVxIpv09HSMGjUKaWlp7I+v1WpRrVo1JCcns/9gZmYmnJycTN5Pq9VyUkYBIsrmBwtk12J8iRd+u1KcOXMGZ86cMeGmTZuGadOmmXC9e/eGi4sL7O3tOcnQkiVLcObMGdjY2DB34sQJJCcnw8bGhl3IAgMDcfPmTVhZWfHn8tjYWMTGxpr49MsJ+75mn3IQ//6t2Ya/JpCTE9LJ2e5f/f5Lz/5ns5IrUPDP4Gu2JeW+ZI/m5uYs1hS2bm5uzrokwcnNG1+bM74k6jUYDOxDL56v0WhYyygVkAp8SUwMGP2+pcLyrKysb56HvpaF+ktZu+W4f6bvf6lepeOUVDBrMBiQnJzMmpbHjx8jIyMDsbGxrGmZN28e5syZg9jYWParl0u+unXr1my6vsePH2dLEEtE6NixY7bff540FjDq9RYvXgwHBwfWXuzbtw8RERFwcHBgX/v79+/jxIkTcHBwYG1PXFwcEhMTYWtr+0WxtdyaRK4O/xWB/tc4qR3qdDpYWloC+HLmbamNSDNvC4iySkXZcgJsuflPzuZEWaXzlzS7t4DQkEg5ublPrk2EVlforMQ9RPAb8by/uqdc/8mXLx8A0+R8QoMogun8SPzwjYZ0QKtXrx43pBCveXt7s0EJ4U6/fv24skWnHjduHItwhXDn119/5YzfQkCzdu1aFn6LQWL//v3w8/MD8KeA+vz586hWrRqAP4Xk9+/fR82aNXlRDQBv377lTJ+igZOSktCoUaNs/pTe3t6cXl4MWoMHD2Y/ThGtYurUqSyiFqK/BQsWYNeuXSAiFhetXr0ax48fBxGZZPq8fPkyDAYD183evXtx48YNGAwGkwyqd+/ehcFg4OeeOXMGpUqVMslMe+XKFRQoUAAGg4Hb5MaNG7C1tUVWVhZ33ocPH2bT2gQHB2cTuX348AF9+vQx4ZKSkjiLpkBmZiaLxD6HjY0NrK2t8fHjR9jb26Nx48bIlSsXwsPDceHCBZQqVQqTJ09mwXq3bt0AGMW2tra2LN4UGg0/Pz9YWlpCr9ejU6dOiIiIwMKFC1G0aFGkpaVh7969uHjxIipVqoSqVavi06dP8Pf3x/v379mPVpqhNCEhgetP4M6dO5zkT+Do0aMsfhNYs2ZNtrr49ddf8euvv5pwv/zyC+bMmQONRsOD28qVK7F9+3aYmZnx++zevRsXLlwwEYmePHmSs88Lf2A/Pz8OTCC4x48fo2nTplCr1SzEe/fuHVq3bg2VSsVl/PTpE9q1aweVSsU2IrQtgOlk0b17d87eKjZSgwcPhrW1NYgI4eHhAIDx48cjR44cJrYt+jMRmWT4FcJAIeLbs2cPfHx8TMSkp0+fRtWqVU1Ehf7+/iyuFP35xYsXzIn3i46OZk6MV5mZmcxJJxxplnPxe7kxTAR3kI4PN27cQLNmzaDg7wFpu4aEhPB4IhAUFMR9RSwEwsPDYWNjYxJdLjU1FSkpKTAzM+N7igh9Isuz4MT9xXWZmZlIT083EVqnpqbi48ePMBgMJnOOsHXRB9PS0vDp0yeYmZnxwoaIOCqNdIFGRNDpdCaR7sRiVBpFMD4+Hg4ODia/T0tL42iBgktMTMTHjx95oQ4Y5+AnT56YRBG8f/8+DAYDMjMzWXR++fJlxMbGmkQMPH36NEJDQ6HX63leO3HiBN69eweDwcAZzU+cOIHQ0FAYDAaeP44dO8ZZ2G/cuAEAOHjwIB49egSdTsdC5vXr1+Pw4cPIyMjgNcTIkSMxePBgE1sQAVikEIEmPoeFhQVy5MiBT58+Qa/Xo1y5cnBycoKlpSVevHiB8PBwlCpVCiVKlOBoVn5+ftBoNKhevTrS09ORkZGB4OBgaLVa2NjYICMjw2TcSE5ONpl/AGNQC5HxXEDuoGz9+vW8RhIL8HXr1uHYsWOwsbHhjcvvv/+O169fw8rKig/hrly5gunTp8PCwoIzgz948ADr1683EYO/fv0aBw8ehJmZGf/2/fv3OHXqlIkmMz4+ng8IpUEJLl26BMB0rXjx4kXY2NgA+HNx7+vri7dv3wL4sw/cvn2bxfAiAEFgYCDbr7DxV69eIWfOnDAzM2MuIiICT58+hZmZGf9WBGeQrgGTkpLw9u1b6PV6rq/k5GQ8fPgQWVlZvNFLTk7GlStXQERcN8nJyfDx8YGZmRkL4FNSUvhgVhqZzMfHBxkZGVwewBjh0s7OzqRNjxw5Ajc3N5N15pEjR2BnZ4f09HQuy7p165AnTx4YDAYWov/++++Iiooy0QqJKKGfB/v5rvhxH0uMkMYqV/7+O/6Ez6SZmRnly5ePChcuzHHm7ezsqFmzZtSuXTvOB5I3b16aNm0azZ8/n+N2e3h40MmTJ+nq1asce7tixYr8yXTlypUEGLUmRESZmZnsPta6dWvavHkzLV68mN2pLC0tqXfv3tSjRw/q0qULa3YAY2Kl7t27U+/evfnTv5eXFy1YsIA2bNjAcdErVqzI+T7EZ+G+ffvy88Wn+iFDhpCvry+dPn2a/V7F/WbMmMGaEU9PT+rQoQO1aNGCXblcXFyoaNGilD9/fva/FvWp/P13/0nz4ij4z0OaE+a/7U9oQf7T7/H/05/QvLi5uVG9evWoQ4cOrEn59ddf6eDBg+wmo1arKTk5mQwGA8XExPA9pC54wtV2z549lJCQQLGxsazbKFWqFH38+JGSk5NJq9XytSdOnCCDwUBpaWmsr2vVqhVdv36dTp8+zW5SRYoUoRkzZtDIkSNNfP+rVatGpUqVYrfVf0THo/z97/5JEyr/CPxbxeBHjx6lc+fO0blz51hIuW3bNubEYmz58uXMCf/PWbNmMSd8KUePHs2c8EHr06cPnT17ls6ePctJkby9venMmTN05swZFtHWq1ePTp06RadOnWJfvLJly3KmT5EUKW/evJzpU4ilNRoN7du3j/bu3cvJwQCjf9/27dtp69at7Fc4Y8YMzuopFuMjRoygDRs20IYNG1hI1LdvX9qwYQNt3LiRdRudO3emzZs305YtW9gH1Nvbm3bt2kV79uxh318vLy86dOgQHTlyhH3bmzRpQmfOnKFz586x72/9+vXJx8eHrl+/TpMnTybAKBK+f/8+PXr0iMtcu3ZtCgkJofDwcFq3bh0BRl/DjIwM0uv1sj6JQuciFb6JJFJSHYjwn2/WrBlzQkfQokULev78OZ09e5b9KIsUKUIlSpRgAeSP/lOpVOTu7s6ZVYsWLUrHjx+ngIAA9pcePnw4v7uwHWlSSDFBjBw5kjkRhECa8GjUqFEEGH1hDQYDabVa9o8dPnw4RURE0Nu3b2nQoEFs2wEBAfTgwQPeYLVv3578/PzIx8eHdUrNmjWjc+fOmdh7rVq16OjRo3T48GH2y/X09KQ9e/bQrl27+LmFCxemLVu20ObNm1kTkSdPHtq4cSNt2LCBkzTZ29uzDS9cuJDrbsOGDWzvok6XL19O27dvpx07drBP6dy5c2nv3r20b98+1sNMmDCBDh06RIcPH+bJc+DAgXTs2DE6fvw4J+Pq2LEjZ+7t06cPAaDGjRtzHxei+CpVqvBYIPzaixYtymOGEMDnzp2bOdGfNRoNcyLB4edjmNBhfWkME1ojABQSEvLdxlUF/zqkh2C2trbk4ODA9gkYtXi5c+em3Llz84JNZAX/d41H0nFJrVaTWq3+2y4ebW1tycXFhQoUKMB9w8PDg6pVq0Z16tThuq1UqRK1bduWOnbsyCLcevXqUf/+/WngwIEsjG7cuDGNGjXKJAt4s2bNaPLkyTR16lSeO1u0aEFz5syhefPm8SFPmzZtaPXq1bR+/XqeT/v06UMnTpygCxcuMLdo0SKKjo6mtLQ0KlKkCAF/JlqVanjEQkwkNs2fPz/5+/vT3r17eSy2tramOnXqUOnSpTm7+T/6lyNHDipevDhVrVqVBdj58uWjOXPm0KZNm/hQzsXFhQOn+Pr68tgtIOboOnXqUHp6OsXFxdHs2bMJMAq/fXx86OzZs9StWze+bvXq1bR48WI+PCtfvjyNGjWKhg4dymLkwoULU8eOHcnb25v1K66urtSgQQOqV68eZ2G3t7enatWqUZUqVZiztLSkChUqUIUKFTiDuEqlovLly/OfqIeyZctShQoVqGLFirxhLlWqFFWsWJEqVqzIeoUSJUrwPQVXpEgRKlu2LJUuXZq5AgUKUOHChalQoULMOTk5kbOzMzk5OXF/trS0JBsbG7K2tubnmpubk62tLdnb27NdW1lZUf78+cnd3Z31W46OjlS2bFny9PTkjOQ5cuSg0qVLU/HixdkmLCwsONCEOPhUqVRUunRpqlSpEtWqVYv7+E8//UTNmjWjZs2acdCFGjVqUKNGjahhw4Zclvr161Pnzp2pT58+/BwvLy/OQC50vx4eHjR9+nSaOXMmr2dUKpWJvvhH4P9rMfiWLVuYkxODi+zJ0izZIvpM165dmRPCHakIWkSaKVq0KHPh4eEEmAphiYhPPaSZZOUEOWLxJBUmyQnfxOJJKmiTLkoF5DJzikWfOIknIl5QSaMLbNmyhQdkARFlSCqilcsgLpdxVmwWWrduzZz4KuDl5UUXL16kgwcPUocOHQgwCsm7du1KDRs2/IcH5SpVqlDr1q2pZ8+evBH19PSkkSNH0qhRo2jUqFG8uQJAw4YNY15kf3V1daXevXtT27ZtqV69ev/Q6Z+9vT3Vq1ePOnbsyPZZtWpV2rt3L507d45Gjx5NgPFrjBBz/fLLLwSYivTFZk+6SZGzWTlO3E+66fk8YzDRnxlrpfYu2l4qApMTr50/f54AUIUKFZgT2U0LFSrE3Nu3bwkwRs4QkPZ7qUBcRLiRZlKXy5ou7GT9+vXMyYkUFyxYQIAx8pqAXDZ0uSy9ihj8fxt/NTfJZdsVJ8RBQUHMiYXWmTNnKDU1lZKSkviAZP369RQbG0uxsbE8xi9YsIDi4uLo48eP/HV02rRplJycTKmpqbyxHz16NEfzExERBw0axM8VguKuXbtSVlYWpaen88a+cePGFBMTQ1FRUXT8+HHuqx8+fKBPnz7Ru3fvuMxpaWmUlZVFWVlZvGB59eoVpaamUnJyMvdVf39/SkxMpMTERCpevDgBoIsXL/I7ijFQKqIWB2PSzNtyIly5DN0iOIQ0Q7dcgA25DOLiS7ZUeC8OKKTrBbkgHmLR9+DBAyIievLkCQHGrxezZs2irl278rz+z/59z02imZkZubm58aYJMAreT548yRH1pOP0gQMHso3xcmsDuQAbS5cuJcAYtUhATvj9xx9/EGA82BK4c+dOtncRgmdppmuiPwMxSLPRy2W6Fgc60qAEYh0RGBj4RU7YsNhQEv0plpbal1yGdBHRcNiwYczJieLFobTwyCAijs4oDbgiF12TiHhTIQ3EINbMUlG82BxLRfHisFkaJOHIkSMEGDeUAm/evCHAeEDwo/FfLQb/HsLvrwm3AaOgR6vVmgh6hIBHmrBQcFIxj/DtluOkv5UT8X2ruEtOTCUtq4BU6JSZmYm0tDTWtGRkZMDf3x+pqam4efMmAKOf5axZsxAfH8+cv78/PDw8EBMTwz7sZ8+exdmzZ02e9erVK9mke/b29vDw8MDr16+Rnp6OMWPGoFatWjh8+DAOHz4MR0dH9gWNjo7mtnj8+DEeP36c7X4AOIGjFB8+fMCePXvg4uKC/PnzI3/+/AgLC0ONGjUwevRoxMbGYtSoUQCAihUrIjw8nH0ak5OTcf36dZP73bt3Dz179jThDh8+jBMnTsDZ2Znr++zZsxg+fDhy5szJfpxPnz7FuXPnYGdnx/oCkXzQxsZG1hYFpO0o/lsqDPuSoFsqhpPLZCrsT8oJOxU2+lec1HalvJw4T07EJye6E+VTMogr+JEQuRPkxkg5WFlZsT+56FN2dnbInTs3/ztgFHkKbZ4QbFtaWrIPtugTKpXKRJANyGdVFn7V5ubmsLe35393dnYGABQoUACAcdx3cXExeS5g7PPi/wuhqUql4rKI97G2toaDgwO/7+fv+I9meZaWRa6O5cS6XxLcSsskfPdFMtCsrCz2WU9PT8eLFy9M5jV/f3+EhYXh48ePPL736NEDUVFR/DuDwZAtSatKpYKbmxsKFy6M8PBwvHnzBi1btkSPHj04K/iMGTNgb2+PpUuXcs4mX19fHD9+HGXKlEG/fv2g0Wig0Wiwd+9e3Lx5Ex06dED79u1hZmaGjx8/ciCUPn364NOnT4iOjsbDhw9Z7xMeHs66NyB74tjQ0FCUKlUKBQoU4PoPCgrC4cOH4erqynoAqeZQtL9UuyO3JhHt87U1yZeE30I/JMZvoXuVW6tI5wK5eUTOHuQ4ublObg6Su06saUQdSa+TznNyti76kDT5nlT3mpiYyGOGnMhbrizi98JWAXDSaaFpBMBjjFT/IXe/H4V/qxi8ffv23JCiwfr168eNJsRuY8eOhaOjIwCwKHT27NksahILtFWrVrHYVghydu7cycJvaebQ169fQ6VSceX7+fnB29sbKpWKn/v8+XN07tzZREQUExODfv36Qa1Ws3ETEUaPHs2DvDCKpUuXwtnZGebm5tzw+/btw8OHD6FWq1mUfe7cOe7YQgx37do1mJmZwWAwsGjIz88Py5cvN8k+eePGDcyePRs6nY7L6efnh2HDhiErK4tFcz4+Pmjbti2ysrI4CtK1a9dQo0YN6HQ6fpcrV66gUKFCyMzMZMHZ2bNnTTqN+G2dOnVMODlBmlx2bgcHBxQqVAhOTk548+YNIiIi0LBhQ7Rq1QouLi5YvXo17t69ixUrVmD06NEICgri7OIXL140yRaekJCQTXQNgDcg4k+lUnG0qTx58oCIeHAWWWmJCB8+fOC6AIzistu3b8Pd3R12dnZISUnBhAkT0K1bN/j6+qJBgwbInTs31q5di5iYGNy5cwf79u2Dvb09C8nfv3/PE1lmZiYL3wBj5xd2LHDp0iUWxAns2bMHe/bsMeG2bNmCw4cPw8LCggeMgwcP4vbt2ybZYM+ePQsvLy9oNBpu+1u3bmHAgAHQaDTcp54/f47p06fD3NycN2nh4eFYsmQJzMzMmIuLi8PatWtNsqWmpqZyVlwx0en1eqxdu9Yk2AAAtmG9Xs8LgeXLl8Pe3h46nY77gAjkoNfrWSy3fft2+Pj4mPSBI0eO4NmzZyAiFo5eunQJrVq1AhGxIPvevXvw8vIC8Gem8devX6NFixYAYJKJuXnz5gD+XNBkZmYyJ5302rVrx2OYGKjlxrAxY8bA0dHRZKK5e/cuGjRoAAV/D0gXuXFxccjIyDDh3r9/z6JuYQPR0dGcTVjMbRkZGcjIyPhLMeWXIgH+I1F8xJglFh9arRaZmZkmgnO5w6nPN/1iMZeamsoLFUtLS5PIS58/+1s4ucWlVqtFYmIiUlNTub+8ePEC586dQ2pqKveXU6dOISgoCGlpaRwgZf369Thy5Ai0Wi3Pa7Nnz8ayZcuQlZXF49jYsWMxadIkZGVl8UFNv379smU7FgdHUqxYsSIbJ+ZfgRw5cqB9+/YoWbIkVqxYgejoaIwbNw558uTBmzdvWJTu4+OTTYydnJycLeIUADx79gwTJkzIxksDiIgEgXq9HqGhoahatSpatGgBe3t7XL16FSNHjkSPHj0QFhaGWbNm4cWLFyhbtiwsLCwQFhZmIvaVlik6OhqdO3c2ee7Fixfh5OSEnDlzmoive/XqBVtbW55Hnjx5gpUrV8LS0pKF3+Hh4Th+/Dg0Gg3PGfHx8fD394eZmRn/Ni0tDQEBAVCr1SYL4ydPnkCj0ZgcFr1+/RrJyclQqVRsV1FRUbC2toZareZxOjk5GR8/foSZmRmvKcU6Sq1Wyy6mhY1L1zjfErHKYDDwnKFSqRAXFweDwcDrnczMTF5ziPk5KSkJL1++REZGBtdDXFwcjh07Bq1Wi4yMDFhaWkKr1WLXrl0oUqQI7OzseFx48uQJ3r9/D61Wy+94//59PHv2DDqdjt/x/PnzSEhIgF6v5/WGr68vli9fjoyMDO5Tb9++xZAhQ6DVarnvSQ+5fxSUzOAKvghpZtT8+fPDzs4Onz59QlhYGIoUKYImTZogZ86c8PHxwa1bt9C5c2eMHTsWzs7O6Ny5Mx4+fIg//vgD7dq1AwDUqFEDd+7cwe+//47q1asjPDwc3bp1Q0REBP//vwpTCwBVqlRBamoqIiMjTU4G/lnY2NggX758cHJyQkBAADIzM2Wzs+bMmRNlypThqCYXLlxA4cKFkZmZiTJlynC4WpVKhZCQEBQpUgQWFhYcuebYsWP47bffUKhQIfTu3Rvx8fG4e/cu7t69i1y5cqFQoUJISUnBhw8fkJiYyPWu4L8HSmbwvxcSEhI4i/P3hjjwEAdUer0eFhYWvKASX8AtLCxMvlZnZmaaHGBJozp9K6ytrWFlZQVzc3PExsZCrVajcOHC/O9v3rwBEaFAgQJQqVQwGAyIioqCwWCAq6srrK2tYW5ujtDQUGRlZaFo0aKws7PjyDmpqakoXrw4HBwcYDAYeFHo6urKiyYRkervBAsLC9jZ2cHa2poXY/Xq1UP+/PmRmJiIs2fPwtnZGbt27ULBggXRq1cvPHr0CK1bt4aVlRXu37/PUY++BLVaDZVKBb1e/9VxXKVSwcLCgqNaiv8v3fB9CUWLFkWJEiWQmpoKHx8fVK9eHefPn4ejoyNatWqFM2fOYODAgahbty7CwsIwe/Zs6PV6VK5cmSOZSU+5/5sgrXt7e3v+ehQTE8P2b2VlBbVajfDwcKSnpyNv3rywsrKCTqdDXFwc0tPTYWlpCYPBYLKR/m+CNILej8IP32ikpaVxqNpNmzbxznLw4MHIyMjAkiVL4OrqCsAY8jI2Nha//PILihUrBgCYM2cO3rx5g9GjR6NSpUoAjGE+Hz16hH79+qF+/foAjCefvr6+6NChA1q3bg3AeDpw6tQpNG7cGN27dwcR4cqVK9i/fz8qV67MYe0CAgKwceNGeHh4YNy4cTAYDAgPD8fSpUthb2+P6dOnc0xjEYZ0woQJUKvV0Ov12Lx5M5KTk9GhQwc4OTlBr9fj3LlziIqKQs2aNVGoUCEYDAbcvXsX7969Q+nSpVGyZEkAxh3r69evUbRoUZQvXx4qlQovXrzAs2fPUKRIEdSoUQNqtRovXrzA/fv3UbRoUTRt2hTm5uZ4+vQprl69ipIlS6Jr167QaDR48OAB/vjjD5QrVw4jRoyARqOBv78/tm3bhipVquCXX36BRqPBhQsXsGrVKtStWxfLli2DhYUFDh48iIULF8Lb2xs7d+6EjY0NZs2ahYULF2LUqFFYtWoVAOMJ0sqVKzFlyhQsWLAAANCxY0ccPXoUa9aswYgRI5CcnIz8+fMjOTkZ48aNg16vR0REBE6cOAGdTie7mBcQA0S+fPlQqVIlXLp06YsDb968eZE7d25oNBqOKa9SqXhTULNmTZ60s7KykJKSwqcLclCr1WjYsCGio6Px9OnTL76rFE2bNkXRokWRL18+zJo1C3q9HgEBAShfvjxu3LiBunXrokiRIggODgZg/BrRrVs31K9fn8Mnbt++HQMGDICXlxeOHz+O9PR0LFmyBPPmzUO7du0wZ84cZGZmYv369di+fTtat26Nn3/+GVlZWdizZw8OHz6MJk2aoHv37sjKysKxY8dw7tw51KxZE61bt0ZWVhauXr0KX19flCtXDg0bNoROp8P9+/dx584dFClSBLVr14Zer8fLly/x4MED5M+fHzVr1gQRITQ0FPfv34eLiwt/4YqOjsbNmzfh6OjI4XKTkpL4y1j37t35pGjLli0AgOHDh3Mo4g0bNiAhIQGDBg2Cu7s7zMzMsH37drx69Qrdu3dH9erVoVar8fvvv+PGjRto2bIlh+A9e/YsTpw4gbp166Jv374AjF/9duzYgfLly2Ps2LEAjCEPV6xYAXd3d3aDePv2LWbPng0nJyc+2fz48SPGjRsHjUaDbdu2ATCebA0YMACA6Rg2aNAgaLVa2TFs5syZKFq0KLRaLQYNGgTA6LJQvHjxr9qRgn8PvrbREKHKVSoVT8Qi3PQ/uvj/X4f4yqzT6dhd1c7ODs+ePcOnT59Qt25dlC5dGtbW1jhw4AA+fPiAAQMGwNPTE5aWlvjll18QGxuLefPm8al99+7dkZCQgF27dqF06dLQaDSoVq0aMjMz4efnh+LFiyM9PZ1dSRISEpAjRw4ei/Ply4fIyEhkZWWhb9++2L9/PypVqgRnZ2c8ePCAvwjIlaVChQpwcnJCbGwsAgICvulgyNzcHNbW1khOTuYvFV9Dzpw5OeRwo0aNODSvnNuxFPny5YODgwNevnyJkiVLYvv27ShdujS8vb3h6+uLLVu2YODAgUhNTWW3Gj8/P6jVaty6dQsTJkxAzpw5MX36dKSkpODx48f4448/kCtXLjRt2hRarRZhYWG4f/8+7OzsUK5cOWRlZSEhIQHBwcHQaDS87tFqtYiMjIRKpTLxLhBfmXPlysVf64QniXAzIiL2tLCysuLrfvTC+B+BaHsRUle8o/iqkiNHDlhbW0Oj0XD6gVq1asHKygpWVla4dOkSsrKyULt2bS6v8BTJly8fNBoN1Go1b3KLFSsGGxsbmJubIywsDLGxsShcuDA8PDw4fO+9e/d4s2llZYWPHz/i2LFjcHJywpgxY2BpaYm3b99i48aNKFSokImb1Q/B9xZ9fI4fIQYX4jqpuEuETZ0/fz5zctF/RBSljh07MicyV1arVo25Z8+eEWCMSCOg1+u5LNKssXLZQ0XEK2km04kTJxJgKv4V4m2p8EoIiaTvKCe2FkJtqShbTqgtJ+iWE3IJEVjv3r2ZE6FfpVmpRXbS+fPnU0hICF27do0FVpUrVzbJwP2lP41GQwULFuT/v3z5cjp8+DC3+efCucqVK1Pfvn2pR48eLBgE/vHwsEK8DxgjoHTr1o369u1LTZo0kb0+X758dOjQIdq8eTPlzJmTAGPUERE57Wt/efLk4ay4lpaWdOHCBXr58iVHM5KKreWyh8pldpcTpQnR+JgxY5iTE5xPmTKFgK+Ly4XITU5c3q1bN+ZEpKYmTZowJzKeSrPHS4VvImIKEXGEDqmwT4j2pYJQEUHr119/ZU5OLCsX7UxkSa5SpQpzIpt9wYIFmRNicCsrK+YUMfh/J6Rtk5iYyIEb5DLwyonBRXbiixcvUmJiIsXFxbEIeuXKlRQaGkrv3r3j4CXTp0+nN2/e0Js3b6hnz54EGAN5CE4E/OjevTu9e/eOwsLC2L5bt25NMTExFBcXx3PBTz/9RPHx8RQfH89jSbFixejt27f04sULunXrFpfv4sWL5O/vT/7+/hxR77fffqN79+7Rw4cPOTLQ6tWr6c6dO+Tv78+2vHDhQjp//jydOXOG57qJEyfS6dOn6ezZsyysHj16NN25c4cCAwN5jp49ezalp6eTwWDgOXH16tVch2LM3bt3L3Mi8/aFCxeY+1z8q9fredwX7STCzKpUKg6TLuogT548FBgYSKdPn6aOHTsSYIwoWbJkyS9GELOwsKAePXrQ4sWLOcN4oUKFWCj/+bWVK1emwYMH83g/btw4iomJodTUVEpNTWWxdLly5Uir1VJERAQ9ePCAzpw5w+NJ3bp1OVO43NxVvnx5srGxIQA0adIkWrduHY0aNeqbIqGJdVepUqVo06ZNdP36dfLw8CAAdPnyZSIiev/+PT9LCJRFPUoF3SLalTSrtRhTpQE2QkJCCDANFpKUlMTvlJqaSkREBoOBOSEG1+l0zIk1l3Qe0Wq1pNPp6OnTpwQYw+vHx8dTbGws3b59mwBjNLCgoCB69uwZBwABjFnr/f39yc/Pj0X+q1evptu3b9P9+/c5eM+SJUsoPDycYmJiOEjJsmXLSK/XExFxRMOhQ4dy+cT8V6xYMeY+fPjAzxZjjV6vlw0+ITe3iPHGx8eHObkAKWINIQ1uJDf/ya17fxT+J8Tg9I2+sVJOzu9UrVbDwsICmZmZJn5tQognTaojTsrEDh0ACwGFHykAzoQt1TUIfYrUz13s8KXPEF+KhG8iIC84/ysR++cQXw20Wi3u3buH2NhY9sO8ceMG+vfvj9jYWPj7+wMAZsyYgenTp5vcQ/jRC1hbW6N9+/b8dWPDhg1wc3PDxYsXkZGRgUuXLmHSpEmwsbHBsmXLTPQMRIRGjRrh5s2bSE9PR2BgYLb7A/Ii6S+dMEnb+eHDh6z5kfqItmzZEhcvXkRWVhbev3+Pzp07w8nJid0cvLy8MGjQINjb22PkyJG4fPky2rZti7JlyyIiIgLnzp1j7Ud0dDTrJ7Rabbakbc+fP0eLFi3g7OzMGoZ3797h5MmTcHZ2NsmcLi3f55DL2i3njyrsRdgP8KdeQdgZ8KftSk99he1KM7gLTgjZ/uq30pMpqS+snJhc9DvpdXLZW+WyigsoAnEF3wpx4i6F3LwhN6ZIxdJifMiVKxcKFiwI4M/5IVeuXOzCJNyJc+bMyZzoU0LTJuUsLCxY5C3mB+l/i3/T6XR8gi/eLT09HUWLFoWHhwcAoGzZsnjy5AksLCxQpUoVAICrqyuCgoLg6urKiWxF3/X09OQxa+XKlXj27Bk8PT3RsmVLAMaEuDdu3ECBAgX4t3ny5AFgnDPFnCQnKJabm+T6uRgXxensu3fveNy/evUqkpOTWadpZWWFtm3bIi4ujk+Bo6OjUb58eUgRFRVlkikZAHr16oXatWsjNDQUCxYsQKlSpWBlZYVNmzZxcjVxKm1nZ4c8efIgODgYLVu2RN++ffH69Ws8f/6cNRFr167FqlWrss1RT548gZubG9zc3FCgQAEUKFCAx7qRI0eiQ4cO+PTpEwIDA9GhQwckJibC1dUVHz58YL0KACxevBjOzs6oVasWihQpgqCgIMyfPx8NGzbEkydPMHz4cGRlZcHFxQUxMTE8Br948SKbdmTgwIGoV68eihQpwl9cAgICULlyZdm1i5zAWC64jZyuR25slluTSe8jviQLfYetrS33N1EuZ2dn7hPilD537tz8JVm6pmrQoAG/r+jXNWrUQNWqVU3esUiRIhxYQeijLCws+L/l6kHYv5j3pc+Q3js5OZl5ab+2tLRESkqKSV9xd3dHcHAw3r59i59++gmAvMBcvIc00Z/4d2nQCLkACz8KP3yjIV2oDx48mEViQqQzfvx4LrwQ0P766688cAo3kxUrVnDGb7Ew3L59OwuiRebKI0eO4NWrV1CpVCYZLgcOHMguSADw6NEjjBw5Emq1msWo4eHhmD59OjQaDTdMeno61qxZAwsLCxbSAUYf/SJFivDnPMBo2LGxsbC2tuaJRLqBkOuscpzcRkPUUXx8PGJjY5Gens73jo6OxpkzZ5CUlMT1ERwcjAkTJiA1NZUH4AcPHqBhw4bQarUsmL148SJcXFyQmprKC9Dff/8dv//+u0k7+vr6wtfX14QjIlhaWqJQoUIIDg6GwWDArFmz0KBBAxw+fBjr1q1Do0aNUL9+fbx69Yrdg6KioljsLZCWloa0tDSYm5vDysoKKSkp6NevHy5evMi2Ij6716hRA3nz5sWmTZvg5uaG27dvs6+zcHdITExE3rx5ARjtys7ODjqdjv2g+/fvj/Pnz6Njx47QaDS4ffu2if/ttWvXMHToUKxZs4YnS2lbbtmyhd2AxEB669YtuLm5oUqVKrCzs8PatWtRv359LFy4EE+ePMGwYcOg0+lQvHhxvH//ngeEzMxMnD9/3qQ+wsPD4e3tbcIdOXIE1tbWsLW15UH78OHDePToESwtLXlgPXfuHJKTk2Fra8v28OTJExatiz6VmpqKd+/ewdramssmHZyE/UkHQGGnwm4BsIuBlJNuNNLS0pCens7Ptba2xp07d5Ceno709HReRJw5cwY3btzgz/KAMeuvEL6JIABnz57Fhw8fYDAYmPPz82NXSDHJBwYGol+/flyfgNFdSmSuF2WJi4tD7969uU5EmwhOukgYNGgQj2FioJYbw+bMmYPcuXObTK4BAQGcrV7Bfx7ShU1KSopJ9BvAaAvJyckmYvCkpCTWUAm7EBoM4TYBmC6kvrRJkULuuq8JxAXkohwCxkWWiJgnNhpiAyT6GCB/WCYXVUgu+qHcs8Wi8EuRi6SRGp8+fYrDhw8jNjaWF2cLFizAkiVL8PHjR36vz+cNANxPBdLT07ONp6IuChQogJCQECQlJWHQoEHo2LEjMjMz0bp1a+TMmROVK1fG1atXce7cOQDGMUS6sAeANm3awMvLCzExMVi3bh0A+azcn9fT54iJiUFMTEy2w7POnTvD3t4eFStWROXKlVlD8ttvv6FZs2a4desWtmzZgosXL0KlUiE2NhYnTpzg3//yyy84efIkbz5evnyJZcuWoVWrVrh69So6dOgAtVqNJk2a4OXLl7xxevfuXTYXmmrVqsHc3Jzn0pSUFAwaNAiurq7cJ+Lj43H16lXY29vzXJCeno7k5GQWtAN/vdEQ9i4X4VNqP8KmxLwk1f7KzUFiTpM77NJoNCYHW3KLczEXSDnxjtKDaPGu0dHRuHv3LhISElhnmpycjL1795rUl6gLc3NzLoulpaXJgl/0s7i4OERHRyMjI4PL4efnh4IFCyI9PZ3b68GDB1i3bh20Wi18fHwAGNtzxowZ0Ov1vGYODw/HpEmToFKpOFu4dO35o6CIwX8wROhBCwsL6HQ6fPz4EVZWVrxDzsjIQEREBDQaDfLnzw+dTof09HR8/PgRarUa1tbWHBrvBzcVw8zMDHnz5oWzszNCQkKQmJiIVq1aoWbNmnBxccEvv/yC6OhoHDt2DG3atEF8fDyfZt+8eRMnT57EypUrvxrNIHfu3LCyskJERATKlCmDxYsXw8HBAQMHDuRoQsCfXyeuXr2K+vXrIzY2FlOmTMGOHTtgYWEBJycnjuDweeQYKURntrKyQmpqKlJSUlCvXj1s27YNRYsWxYcPH1CwYMFsk4OVlRXOnj0LvV6P5cuX49y5c6wJiY6O/qrYb9CgQejSpQt+/vlnBAUF4cqVK2jQoAFCQ0N58t+wYQOSkpIQHByMLVu2QK1Wo3LlyoiNjUVUVNQ3iwO/B4RoTtidg4MDHBwcYGZmhri4OKSmpsLZ2Zn7dUxMDJKSkuDg4AAbGxtkZmYiNTX13/rO/z9AEYP/vRAZGcnj8PeCGKssLS1hYWEBMzMzpKenQ6vVwt7eHjY2NlCpVEhKSkJaWhrs7e3h4ODAuqbExETY29sjd+7cUKvVSE5ORkxMDGxtbZE/f36oVCqkpKQgMjISVlZWKFy4MGtIXr9+DTMzM1SrVo3Hups3byIpKQmNGjVCkSJFYGlpiRcvXuDy5csoVqwY2rRpA61Wi7NnzyIkJATVq1dHhQoVYG5ujmPHjuH9+/fw9vZG2bJlodFocOjQITx//hzt2rVDrVq1oFKpcOzYMfj7+6Nhw4aoX78+MjMzcenSJdy5cwdlypRB2bJlkZycjEePHiEqKgoODg4mEej+GdjY2PDBVJ06dVgv4efnhxIlSmDSpElwdnbGxo0bcfbsWcyZMwczZ86EwWCAra0tMjIysHbtWrx79w7Hjx/nQ5DPUahQIXTp0gWenp4YOnQoUlJSkCNHDpOoSYBxzCxXrhxKly6NUqVK4cKFC7h+/TqmT5+On3/+GZaWlrC0tMTmzZsxfvx4tGnTBnPmzEFERAQiIiIQEhKCpUuXsu3IjZ1WVlZo0KABatWqhfz586N///6wtrbGhQsXcPfuXW4HOeTIkQNt2rRBrVq1MGbMGGi1Wrx69QrFihXD2rVrMXLkSFSsWBEdO3ZEcHAwjh49iqSkpO8SlER6DycnJ9ZSCu+F4sWLsyBeaBOqV68OCwsL6PV63Lx5EyqVCq1bt4ZGo8GnT59w7do1ODo6olu3brC0tMSrV69w9uxZFCtWDIMGDYKlpSUCAwOxfft2lCxZEjNmzICZmRmioqIwbtw42NraYu3atbxmmDBhAvR6Pfr27QsiQlJSEs6fP4/09HQUL14c5ubm0Gq1eP/+PQvEdTrdN+ls/go2NjawtbVFbGwsr7nE4ZvUS+VHw9XV1eTLy4/AD99oSMVG8+bN413b9OnTodVqMWXKFF6k/vbbb/j06RNGjBjBn39Xr16NsLAw9OvXD2XKlAFg/JLx/PlzdOzYEdWrVwdgPO29c+cOmjVrhoYNG4KIcPHiRVy9ehXVq1dHmzZtQES4e/cuTp48iRIlSqBz584wGAwICQnBgQMHkCtXLvTo0QM6nQ7JyckcXrRTp07IyspCZmYmrl27hvT0dJQoUYInkQ8fPiAtLe2bBV7fA2IiS05OhlqtRqVKleDg4ICsrCz4+fnB3t4eQ4cOha2tLcLCwrB9+3a4u7tjwYIFsLS0xLVr17BmzRrUqVMH69evh52dHRYvXoyNGzdi4sSJWLx4MQDAzc0NERERuH37NqpXrw4igq2tLdLT0/H69WsYDAYcO3YMU6ZMkRVNFyhQAGXKlEHRokWxc+dOpKamYtSoUXB3d0dCQgLOnj2L+/fvw8HBweQzImDc1c+aNQsbNmxAREQEVq9ejevXr+PEiRPfPQJEgwYN0LdvXz7tXrt2LWbPnp1NEOjo6IiEhAQUKlQIPXr0gJOTE3Q6HaZMmQIAGDp0KN6/f4+goCCTzRIAXrwPGDAAI0eOROnSpeHk5ISUlBQe9DMyMvjk5uPHj3BycsL+/fvRo0cP1K1bF3v27EFqaiqWL1+Obdu2oVWrVhg4cCAyMjKwfv16XL9+HV5eXqhRowZSU1Nx+PBhhISEoEKFCsidOzeSkpLw9OlTpKWlwc7ODnq93uTU6EfC3NwcOp2ON9VWVlY8IQBAkyZNYGNjAwsLC1y6dAkJCQnw8vKCu7s7zM3NcfHiRbx8+RINGzZEjRo1YGZmBl9fX1y/fh3VqlVD69atoVarcf/+fRw7dgylSpVCnz59OMDCzp07UaBAAYwePRqA8XRn9erVcHR0xIwZMwAYT+fmz58Pc3NzLFy4EIDx1Grq1KkAgPnz5/NJ2LRp05CZmSk7ho0cOZLDRk+bNg2AMddLuXLl/i11reDrCA8P59N9Bf9ZuLq6olixYnB2doaPjw/i4+MxZMgQ1KhRAw4ODujQoQMAY0AFDw8P3Lt3D7Vr10bhwoXZpWnZsmWYMGECevbsyXN3o0aNcPXqVUyZMgWOjo7w9fXlrxWfw8rKCo0aNUKtWrWwefNmhIaGonv37nj58iWfCAs4ODigYcOGiI+Ph6+vL6ZPn4558+bxv/fp0we7d+/GokWLMGnSJOanT5+O3377DSNHjsTq1auZv337Nh/kRURE8DMfPHiAPXv2mHg3fI6ePXuiQ4cO8PT0RJEiRQAYQwM/ffoUp06dMsmzIUX16tXRqVMnWFhYYNSoUShTpgx7P7Rt2xYnTpzAunXr0KZNG4SHh6NOnTowGAwYN24cMjMzERoailOnTkGlUqF06dJISUlBQkJCtk3Y/wrMzMyQP39+ODo6IkeOHOxNUKtWLSQnJyMuLi6bq963QKVS8bo5PT0d9vb2KFiwoIkboQjYYmlpiadPnyIwMBDlypVDgwYNoFarce/ePfj7+8PT0xNNmjQBEeHBgwfw9fVFlSpVOETzD8OPFoH8u8TggwYNIgA0d+5c5mbOnEmAqWBWCEWlomohaipRogRzcmIlIuIsnCdPnmROZGTu168f6XQ6SklJoatXrxIAcnBwoOfPn1NgYCD5+fmx8Of48eN048YN8vHxYfHh0aNH6f79+3Tv3j0Wut24cYPCwsJYUIW/EEUJ8duLFy8IADk6OvL7XblyhQBQ6dKls9WDNDv055kw9Xo9C6dPnTpFv//+Owuf8H/CK/Hf4s/a2prFgblz56apU6dSkyZNWEz5tT8XFxfO0DphwgQyGAwsFpb+CVGii4sLBQQE0MuXL+nt27cUFRVFnz59otjYWL42MjKSoqOjKTQ0lIKCgujx48dUt25dvo9cttbk5GTOpJojRw4T0fqX/iwtLal27do0evRoqlixIguwcuXKle1aCwsLsrS0JADUv39/2rNnD924cYMcHR0JAD158oSI5LN6iqzw0kAHIiPo8uXLmatfvz4Bptl4S5UqRZCI/wwGA4sPz5w5Q+Hh4RQSEsJtdujQIXrw4AHdunWLBfC7d++mGzdukJ+fH7/vjh07KCAggJ4/f07Vq1cnwBgMITk5mbKysmjlypUEmGZLDQsLI8AYGEAI5IiIihUrRoBpxtMuXboQYComFfUwYsQI5kSgA29vb+ZOnTpFgDGDu4DIcq6Iwf838enTJ26bhIQESk1NpZSUFJMs2enp6ZSRkcFBIAICAigjI4PS09M56MXFixcpLi6OoqOjWQS8cuVKev36Nb18+ZLF4OPGjaOAgAAKCAhgWx4wYACP+UOGDCHAGKDj1q1bdPPmTQ7wUKNGDbp+/Tpdv36dAzK4u7vT1atX6cqVKywAFfPIwYMHaefOnVS5cmUCQG3atKG5c+fS9OnTea5Uq9U0fvx4mjFjBmfZLlmyJP366680c+ZMKl26NAFG0fnIkSNp6NChLBqvUKEC9erVi3r16kXly5cnwBj4YciQITRixAged8qVK0erVq2i7du3sxi8bdu2FBwcTPHx8dSrVy8CQIsWLeJ2EfcTYnDpGiI+Pp6I/pzTpFmWx48fT4AxKMWkSZOoZcuWXxRIe3p60pAhQ3ismjp1Km3ZsoXb5q/+/vjjDw5mIYJyDB06lDIzM+np06d04MABFrQXKVKEqlatSiVKlKA8efLw+1hZWZGHhwdVrFiRGjZsSBUqVOD6P3bsGD179owyMjIoIyODhd8HDhygVatWUZcuXcjNze0v5x8ANGXKFIqOjmbxs729Pc2YMYMaNGjwl8FTzMzMaOrUqXTy5Enq1q0bAaB58+Zx/VpZWREAevfuHRH9mTldGjDHz8+PAFDhwoUpNTWVPn36xELkvHnz0rNnzygwMJD27dtHAChnzpzk4+NDV65c4SzlTk5OdOzYMTp8+DCNHTuWAJCHhwdt3ryZ1q1bx1niq1SpQrNmzaKpU6eyXVatWpV69+5NXbp0YZG7u7s7NW7cmBo0aMA27eDgQC1atKB27dpxNnm1Wk3Tpk2jRYsW0YYNG3iu27ZtG129epVu3LhBXl5eBIAmT55MERER9PHjRw7A07BhQ66H6OhoAoyBCXQ6HRERJScnc12HhoZScHAw2zEA8vf3p6dPn1JISAiVLFmSAKNgXcyLwr4nTJjAzxHjg3QdIK6bOHEic9OmTSMANGrUKOZ+++03Xnv8aPzXiMG/VQwqlyVbzudVmuAlIyODE3IJPznpCYPU59XMzAy2traoWbMmzMzM2HUsX758AICSJUvixYsX0Gg07K9dtmxZPHr0iN1lAKMA6dWrV8jIyICbmxsAsBgsPDwczs7OLE7OzMxEdHQ0ChUqxO+XmJjI4dXEu0s/x0nrgYiQmprKvnqPHz/GiBEjcO/ePa4nETJYipSUFFhZWSFfvnwICQmBp6cndu7cye4hcXFxHP5WwMzMDLVq1YKLiwtcXFzw9OlT+Pn5oW3btti0aRNcXFwwb948/PLLLwgPD0fz5s3Z39HW1hYDBgzAgAEDkDNnThQsWBCfPn1CuXLlTDJoAjD5LJ8jRw4T4bO0LhYsWIDy5ctjx44d2LRpE5841KxZk5O9NW7cGEeOHEFSUhIWLlyIBQsWoESJEmjatCn72d67d4/FW/7+/iafsF+9eoVjx45h48aNOHz4MAoUKIDk5GSTk5/t27dj+/btJu/Yvn171P1/7L11eJTJ8j1eE3clhEASIJDgBEJwghPcFnddnMV1cXf3xVkg6MKyuLu7Q9DgECJAdDLn98f8qtJvMrDs/V7u3b0f+nn6uXebycwr3dXVVeecCgmR+cnQCtavJ9LOcVNVS02RsvkeGXebnJwsY0WKFCFPT0+KjIyU66tZsybZ2dnRo0ePKD4+niwtLUVO+fnz5xQdHU1mZmbUpEkTWTcsH1y6dGnJaDImXI0i8zpydXXV3IspopqpokqmKqhy+04Q/96+1KBkT+3t7WVe8RzhehTqGHP11DEHBwfBhjO22svLi3LmzElEqRynzJkzCyGZK3V7eXmJzedIu6enJ5UoUYKISLKirq6uFBISQkSpc93CwkIKQKr2rmrVqmLvTp8+TRcvXqSgoCDJ2hkMBlq/fj19/PiR2rdvT3nz5qWjR4/Szp07KSEhgYYPH05ExrV569YtKlmypNjxgQMH0tSpU6lSpUo0bdo0IiKB3hQsWFCKeK5atYqOHDlCmTNnlkJ50dHRtHHjRrK1tZXIu6kq1GmrS6vvKTIyku7evSscjFevXlGZMmUoPDxcxDdMFUD18fERmfPNmzdT5cqV6ddff6UjR47Qb7/9RkSUbq8iIqpVqxY1aNCAqlevTkFBQfTixQvy9fUVaVGGXK1fv56WL1+eDnb74MEDybioLSEhwWRNjjt37kjNKTMzM/L09KS4uDiys7OjT58+UfHixaldu3b06tUrCggIIHNzc2rTpg2dPn2abt++LZCrSZMm0aRJkyhXrlyk0+now4cPVKNGDRozZgyNHTuWRo4cSYUKFSIfHx86fvy4FHtL+wxWrFhB8fHxlD9/fpnvbId5zql7KyMAMmbMSHZ2dgKlJTLa/bx58xJR6l7g5+cnxGb2P3Lnzk316tWT50dkzAqwTDi/25YtW0p2mt/hmDFjpNBquXLl6NGjRzR27Fhq2bIlERFNnjyZBg8eTLVr16Zff/2ViIjOnj1L27dvJ29vbxo/frzcS8+ePYnIuJ6yZMlCRCQiDTY2NjLGdkMVL2B+iLOzs4yrPqW9vb2IQ7Bgg6enp6wLfqZQeGP8bP9MdIX9gLQ+LF83N35/qr/wrdo3P2iozvvPP/8shphvfMKECWKIeaLNmTNHiN9MVOI6GUSpVcA3bdpEd+7cIZ1OR2fOnCEiI0n748ePmjoKZ8+epVGjRpGZmRlduXKFiIxk6RkzZpClpaUQo6Ojo2nTpk2ywTAU6M6dO5QrVy5ydnY2qSbFBwGVXGdjY0P+/v50584dunHjhhw0ChcuTLdv36bLly+LI1ugQAG6fPkyXb9+XRZYQEAA3bt3j+7du0eVKlUiIqPqwOvXr+nx48cUFBREOp2OvLy86MmTJ/Ty5UvKmjWrPEsAtGnTJoqOjhay2cuXLyk0NJTi4uIknXrgwAGytrbWQJFUYhm3LFmyULZs2cjS0pKOHDlCWbNmpZ07d1KuXLlo3rx51KdPH0pMTKRixYrJO8+UKRPVrl2bgoODyc7Ojlq1akWZM2emY8eOEZGRWDV69Gg6fvw4WVpaCuSIHdwtW7aQXq8XSFrPnj3FEPL1Mu+FxQO+tvHhJXPmzOTr60sjR46kPHnyUJMmTaRGCZOlUlJS6OjRo+To6ChGJU+ePDRjxgz57zp16tCOHTto7NixlC1bNrpw4QLt27ePbt++LRhphs1UrlyZli9fTo8ePaKOHTvS4cOHKSgoiJydnYWQB4Du378vFT2JjAdAFxcXMjMzE2dn3bp1dP78ebKzs5OqrL///jslJSWRt7e3YC95XsTHx4tzz3Py2bNnZDAYyMbGRhwg1mn38fERQ8TrLk+ePOIMsOBC7ty5xbC9efOG3r59SzqdTkPe5PXB64UodR1xFW0+gDFp79q1a/T69WvNxnzy5ElKSUmh5ORkEYE4f/48jRkzhgwGg6SBb926RUOGDCEA4hA8ffqUBgwYQESpB66oqCjq168fEaWqcyQnJ8uYasOGDh2aruLy52zYpk2bNOvq1q1bomjyvf33mxpsYmfI1IFVdXTVGho8rh5ev6SCZqrhT5DLfD3q50ypN6lOxadPn8RRMaVqaGZmRvnz56czZ87QtWvXKG/evGKbHj9+TDExMeTs7Cy2gAUOiFIJuGqgzZR4yZcETVSFHJU0DoAiIyPlvrZu3Ur79+/X8Cf48MYtMjIyHS8hR44cVLVqVfLz85Pq23fu3CG9Xi/O6sWLF0UZSH0uJUuWpMqVK9OsWbMoJiaGJk6cSPnz5yciI9H4xYsXNGLEiHS2mfcsrinBQhWlSpWiIUOGCM9t7ty5tHz5cmrfvj117NiRoqKiKCoqipYuXUpHjhyhPHnykL29Pd29e5c+fPggNiouLo46duwov8fvNUuWLFStWjUaPHgwOTo6UpEiRejFixeULVs2evz4sQa+y9wOhqV/+PCBNm7cSFZWVuTn50dPnjyhqlWrUkREhOx9Dx480DjfRETly5enPHnyyLszGAx08+ZN8vPzk9oYqjOcNrBFROJzqRwpJjarqmn8jNX3zvsQv5dPnz7JfRYuXJiIjOsl7efU32BuJFGqL6BeX3Jysth91RHnoJkqmsBwedV28HpT1RnNzc0FPh0XF0fu7u6k0+nI29ub7t+/TxcuXCAioy1SRRJcXFzIYDDInhwZGUnHjx8nnU4nYzExMXTmzBkpPsjXcOnSJdLpdDIWExMjfsI3r52htm+dMomJifliGvKf1jn1mSlTJlSrVg1t27ZFly5d5N9OnjyJiIgI6PV60euePn26PI+pU6eCiNCgQYN0YyqkpG/fviDS1kTglO748eNx9+5dHD16VCAmVapUQbly5URv/F/pDJMKCAhA//790bp1axARatSoIdcwe/ZsEBHq16+PS5cuYdGiRZL25c7wkQEDBsBgMODSpUto3769PCN3d3dJw/5ZL1KkCAYOHJju+QBAxowZQWSEM6RtX4KsJCcny72+ePFCxrluROPGjVGvXr2vuj4rKyu4urpKmrVixYo4fPgwkpOT8euvv4LIWHNDrd2RJUsWzJgxAydOnBB4n5q+5PovlSpVwrBhw0TP2xTE62u7k5MTihcvjvr164PICFXav38/bty4Idruqh46116pVKmSjDFEsEWLFjI2ZsyYdGMHDhwAESFnzpxISUnBq1evcP78edEBb9iwIX788UfUrl1b5q/6fP5X+8aNG9PN0+/tv9cYZvrv6Obm5rCyspJ5bG9vjwwZMsDLy0ugL+7u7siZMycCAgIEiuXh4YH8+fOjQIECYrszZMiA4sWLo1SpUgIJcXd3R+3atdGwYUOBOdna2mLEiBGYMWMGli9fDisrKxARzp07J3CLKVOmgIjQsmVLzb0zfErV3/f29gaREa4LpNZuUuG18+bNA5F2/zKl0a/WEXj+/Dlu3rwptiIgIAATJ05E7969Bcri4uLyVXWJdDodvL29BVri5+eHsLAwXLhwQWrvrFy5EgBw9epVEBnhRKVKlTIJGQoMDJTnrtbs4ec+a9YsDBs2DMWKFUv3t2ZmZgKRsra2xv3796W2wsaNG0FEKFWqlOa5M1ylXbt2mnGGwDC0xWAw4NWrV+jatSuIjHUvKleuLLBiU93e3l7+/5o1a/Dw4UP89ttvAvE0df8WFhYoXLiwwAAHDBiA5ORkbNiwAUTGGlI//vgjSpUq9VX7j5OTk7yXgQMHYs6cOeIHtWjRAlFRUUhJSZE9Tq3bxNDtIUOGyBjXpeE6K58+fZLrePXqFQDg1KlTIDL6ZNzUWiDx8fEyXrVqVRAZ4VDcGNJboUIFHD58GL/99pvMcyJC27ZtUbt2bRQrVkxgwlZWVsiUKROyZcsm7yRDhgxo27Ythg4dKj5h9uzZMWPGDAwdOhSdOnUS/zEgIABZsmQR2/Df7Ooe/63aNz9oqA5f7969MWjQIAwaNEiMYqdOnWSMX2LLli1ljPH59evXx8CBAzFw4EBxWEJDQ9G/f3/0799fFnypUqXQp08f9O7dW/gd+fLlQ7du3dC5c2dUqFABREa8YIsWLdC4cWNUrlwZREbnq2zZsihatCgKFCggC/NrnWK1m5uby6Lz8fFBq1at0LNnT7Ro0QJExo1jxowZmDx5shTAc3NzQ/fu3dG6dWvB97u4uKBAgQLInj37X56U/v7+qFOnjhQzJCIsXboUW7ZsEcMWFBSEp0+f4uPHj4Lx54MRb0a9e/fGoUOHMG/ePCn2ZAr76uLigt27d4vznC9fPtm8vuZ5eXl5wd/fH/nz55exxMRE7Ny5E0RGvK/a+ICza9eudPNOxUOmPWg8f/5cjBDjJwFIEa0JEybAYDDIgSlnzpzInTs3smTJIhjYP+uurq6C/a1Tpw4uX74sTrXa2THJlCkTpk2bhl27dmHBggUgSi2kwzjO/PnzIy4uDs+fP5d51LRpU/z2229Yu3YtPD09QWR05Bs0aCD47K/tlpaWyJo1K/LlyyfrLnv27GjZsiW6dOkim3toaCgmTZqE6dOny7qrUqUKevfujbZt28ocsbOzk3X+V7r6jHPlyoXg4GCUKVMGbm5uIDI6NI0aNULz5s3FUWG8ddeuXWVzypEjB3r37o0+ffoIDtfLy0tsBr9vJycnsS2Mkzc3NxcbxJhXImPhQx5nLH/nzp1ljHktrVq1wqBBgyRgQES4cOHCv9u8fm//D42LfP0vdicnJxQpUkQc5AIFCmD37t24du0a3r17J3j42rVrIykpCY8ePZL9slGjRhg9erRwS9zc3FC/fn3UrFlT1razszNKliyJokWLSrFWS0tL+Pj4IEOGDP9PDhTbjKJFi2LAgAHiCBKlOpccCFGDYHz9nTt3Rr169TSON3f2MerUqYO3b98CgBzclixZgitXrmDGjBlyEDTVAwMDsX37dkRHR0Ov18sBSS3myIXrVOcXSOWP1alTRzPOhzC18CiQWkS3bdu2MhYZGSkFa/kdmPJRzMzMEBQUJP99//59HDlyRAoHf67b2dkJF9XS0hJPnjwBABQtWhRExkDn8uXL0ahRI/n813IwiYy2lW28l5cXSpcujdDQUNm/SpcujW7duqFPnz5ySOratSumTp2K/v37g8jID121ahXCwsLETylSpAh27dqF3bt3Y+LEiSAyHpRWrlyJuXPnYvz48fJeixUrhoIFC5rkTv63uoWFBRwcHODu7i57i6enJ/z8/JAzZ05ZF97e3ggICIC/v7+8d09PT2TPnh1Zs2aVMVdXV2TOnBleXl4y5ujoCE9PT3h6espY/fr1/w3W9Mvtb0UGz5EjB4hMk8G3bdsmY+w0LFmyRMbYQVCrBptavOvWrQORlrhz9+5dMc5q46jG4cOHkZSUhHfv3kkl78KFC2P58uWYMGECfvrpJ5nA7u7uf7lS9b/SnZycEBAQIBUt8+fPjzVr1uDcuXNycFq8eDEAY3SEFzYTubZt2wYiI8mQGzuv06dPx/nz5/90ETo7O6Ny5cqyIZUtWxZJSUlikFTDVb16dfnvy5cv49GjR3jz5o0QnYOCgkzOmcjISDx48ABERgeUDwYGg0Ec+eDgYFSpUgXBwcHIkSMH3NzcNBFyZ2dnZMuWTYh3bKRdXV01Bw02rlu3bgWQGuE7d+6cfKZdu3YgIowcORLv3r3DkydPcOvWLZm7lStXTvfcPDw88P79e/Tq1UsMad26df80+2RmZoYdO3ZIhkAlPvJ8Hz16tIzxJnr79m0AwNmzZ0GUWhV306ZNqFatmlxT3rx5xXn/ll2n0yFDhgwgMm4ynTt3xujRo7F48WLJsLRu3RqvX79GQkICoqKi5G/VaFTZsmVBpM0MMFlw0KBBMjZ//nwQaaOuXDm5ePHiMsbPR612+/jxYxBpyeBxcXFyPabI4A8ePJCx72Twf057+fKlvJvo6GgRkeAgyuXLl/H69Wu8fv1a1smxY8fw9u1bvHv3TgQidu7ciefPn+Pp06dyuJ8zZw5u3LiBK1euyJrr2bOnVCLmKG/z5s1x4MAB7N+/XzLI1apVw++//46tW7dKtfC8efNiyZIlmDt3rgggmJmZoWvXrmjWrBlq1KghjvXXRJ7ZaTE3N//m2UQzMzO4ubmJPbWwsEDr1q0xYMAAeQ4lS5ZEeHg44uPjJZu8aNEiAEBiYqJ8F5PBFy1aJM9q3bp16NixozhnabuDgwOWLl2Kx48fiwPKjvuTJ08kY2zqYGJvb4/mzZtjxYoVEuVWbQgAOcxt2LBBxiIjI+U74uLiZHzLli0gSp/pYFRD2swTX29awi6TkpcvXw4AGrENT09Pk0GtDBky4McffxT76OnpiSdPnmDz5s0SnPncM/T19RXBkKFDhyIlJUUCgMHBwTAYDHj37p34HnXq1EHv3r3RsGFDea5fG6T7b3UnJyfkzp0bJUuWFN/C0dERY8eOxeLFi7Ft2zapZD9gwABcvXoVZ8+elYNOmTJlMGHCBPTo0UOCoBkzZkSzZs3Qs2dPjBo1Sn5r48aNuHDhAh4+fCiH9507d8r75aDe4cOHZYx9DM44AqnB1j179sgYC92o+yRf9+rVq2WM7dKKFSvwrdv/DBmcGxQsqyl8q6kCSIx5TUvkYjxqTEwMWVpakru7O5UsWZKIjDhTLgZGZMSfjh8/nkJDQ2nNmjX0+vVrevDgAdWqVYtiY2OpTZs25O3tTTExMbRx40Z68+YN5c+fn4oUKUKWlpa0fft2evv2rcjz2tnZ0aBBgyguLo5mzJhBJUuWpA8fPlBoaKjg8JycnGjv3r1UrVo1SkhIEMJT3rx56cCBA4Jt1el0lDFjRoqIiKA3b95Q1qxZ0+F8k5KShJC3YMECwafz3/v5+VHevHnpwoUL9PLlS5o3bx517dpVpNN27NhBd+7cobp16wpGPkOGDLRy5UqqWLEiWVtbk52dHSUmJpKzs7PgMJlcpeKAra2tyd3dnSIjI+nFixeUJ08e0RZn3On48eOlWBtjGz/XYmJiKCYmJh0mMSoqivLkyUODBw+mFi1aSKG33Llzk8FgEGwpcxnU6/T29iZ3d3dyd3cnADI+Z84cCggIoFOnTlH37t3p+vXr9PbtWwoJCRHCaJs2bejHH38kAHTq1CkqU6YMWVhYUP369enWrVt07949Sk5OJoPBQLVr15ZnlZycTPHx8WRrayvvTS2gxXhoxlYzvjUgIIAKFixIBQsWpLCwMCIyFpkbNGgQERnxrw8ePKC5c+dSsWLF6MWLF9SgQQMyGAw0duxYsrW1pRs3btDKlSvJ0tKSWrZsSQDo4cOHdOzYMbK2tqY2bdqQm5sbpaSk0NSpU4nIWPixWLFilDlzZpo5cyYNHjyYqlWrJoRRIiOnishIQufrZl5J2iJGvD75nolS17FKxOP1rmJm8SdY+O/t/15TeRRqrSce9/DwkDnJ88vFxUXw5zzm6uoqNoLtKst6E6XitLNnz06lSpUiIiP/jMhIkGUOHvMMfXx8RHwjMTGR5syZQ5kyZRJ+wbt372jcuHFkMBho7ty5ch2NGzemTZs20eTJk6lmzZp07949On/+PE2YMIGIjFj1V69e0bt372Qt8fqxsrISaVWdTkfNmzenLFmy0MqVK+nNmzdUv359qlmzJpmZmVHv3r0pNjaWhgwZQqVLlxZC8ps3b2jWrFlUqVIlsrW1pZCQEHr58iUdOnSIypUrJ1L3er2eZs6cSW5ubrRt2zbavHkzAUhHEGdSq7qOHz58SDdu3BD52j179qQrzhcYGEiNGzcmf39/aty4MVlaWlKHDh2IKJUncuTIEcqdO7eGw8DclrJly5JOp6Ndu3ZRjRo1aO3atUSUSky+fPkyJSYmyrsuXLgwnTt3jq5cuUKNGzeWeWBvb0+fPn2iOXPmkLOzM8XFxdHNmzeJyEjyX7Bggcwxtt1p6yd8TuwibaVnCwsLsYslS5ak3377TSThp06dKjWQuMgsz6179+5R3bp16datW3T06FFq27Yt9enTh86fP0+dOnWixMRETVFjIiMnbdGiRVJt+8OHD6TX68nd3V32pebNm1OTJk0oOTlZrvHGjRvk7e1N9+7dE1GEsLAwsrCwoLt379LPP/9MFhYWNGzYMDIYDHTp0iX6448/yN3dnerVqyflBZ49e0b+/v6UPXt2SkpKolOnTlFSUhL5+/uTo6MjGQwGCg8Pp48fP1LWrFkpd+7c5OjoSNHR0XTgwAFycXGhqVOnkre3N3l5eVHZsmUpNjaWDh06JMIMK1eupLNnz1KxYsVERIHISCYnMhYyLFiwIBGR8ImLFSsmMujTpk2jK1euUNWqVWn16tVEZORWjBo1ioiI6tatK++LeX2enp7p3i9X/iZKFUxQ+Vg8X1RCPvNH1CrgzCFSv4/H/hN17v6jZPAZM2akqyK6aNEiccCYGLp69WohfnNRl61btwrxmx2ovXv3UnR0NOl0OiG4nDp1imbPnk1mZmZiuG/fvk3Lli0jCwsL0cN+/fo17d69m2xsbOTFJCYm0tu3b8nFxYUsLS3lBajkNT8/PyIyktS5uiMRUbVq1Wj8+PG0b98+IjI6p5kzZ6Zu3brRpEmT6OXLl7Ry5UoiIipbtiw1btyY3r59S0uWLCErKysqWLAg/fTTT/T27VvR3T5z5gytXbuWnj9/LiokOXPmpPDwcDp27BjVqlWLihUrRkRGcntkZCS5u7sLcer+/fuUkpJCFy5ckPfQqVMncnBwENLW9evXycHBQaNa8uDBA6l5YGVlRe/evZNJyweD4OBgAkBRUVEaEjA/04SEBPr06RNVq1ZNNkJfX1+6f/++plCdSjiEorCQOXNmioyMpOfPn1P+/PnJ39+fbty4QaGhoaJoxNdYvHhx6tatG7m6ukq3trYmf39/IjJWkk9MTBTi3W+//UabN28mS0tLun//PnXo0IFGjBhBHz9+JDMzM8qRIwe9ffuWUlJSSKfTaQwAK5vwdRMZCY88h3x9fcnc3JxCQkLkubi6utLNmzflOTg5OdG7d+/I2dlZDJter6clS5aQi4sLJScnU5EiRej69etka2srB6R79+6RnZ0d2djYyHOaP38+7dixQzYinU5H58+fp3Llysk64edARHI44/kUERFBDx48IDMzM2rVqhU5OzvTr7/+SgaDgfLnzy9Gljfq1q1b09KlS4mIxEHq16+fEAb58FKtWjXZdIlSDxSsCKLONaLUdUWU3gCmpKRQTEyMrMOHDx/SkSNHKCEhQe7x5s2btHr1atLr9aJfHh4eTnPnziWDwSD24eXLl6KWw0ITMTExNGXKFJnP/D7UOhrcZsyYkS4wsWjRInEm2WFYvXo1HTlyRBO8CA8Plw32e/vvt79C3DZVtdvU35k60MIEafxL32dqTCWuq4fvxMREcczZ7j958oTy5s1LefPmpXr16tH69evp0aNHNHXqVKpWrRolJibSy5cvqUGDBnTp0iUaPny4iKWEhITQiRMnyMfHhyZOnEh58uShdu3a0dmzZyksLIysrKzo1q1bNG3aNLp165YcYurWrUu//PILPXnyRMi3xYoVo+3bt9Ply5epXLlyZG9vT15eXvTy5Ut68OABubm5iYiHGmji+3n+/Dn99ttvmhoWbC/VVqhQIapUqRLt3LmT7ty5Q6NGjaJ69erJd0ZFRdGCBQto165doljENtXMzIyyZ89ODx48oOLFi9OxY8fIysqKDhw4QLt27dL8tp+fnwTArl27JsIOHAgKCwuj69ev061bt+jRo0fyHrnGktoiIyOpe/fu6cZ///13CgkJofz581P+/PklWJj2oGHKmeT75f3K29tbDm9Vq1alvn370ubNm2ndunUUGxtL0dHRVKVKFcqYMaMoAVpaWlKePHkkAPfy5Us6fvw4xcfHa4Rb3r9/L/7V3bt3ycXFhYoVKyYEbHZ8b926RYmJieTk5ER+fn5kZmYmRPPAwEBq0qQJEaU68KGhoTRy5EgiImratCkREXXu3JnGjx9Per1eDvmrV6+mEiVK0LVr1ygwMJBsbW3p2rVrZGNjQ1FRUTKvDh48KM+gS5cudODAAWrRooUQ62/evEmxsbFkZ2ensc28L6UVHzBFWDdVgdyUAiR/jgs4ExnXddr3RpTqc6qHAFMHDfbbLC0tKT4+nvR6vexBiYmJ9PTpU9Lr9eLvvXv3ji5fvkx6vV4CqWrg7pu1b50y+aeSwe3t7QV7WaBAAfTp0wfz5s3Dzp07Jb348OFDuc+kpCThZKhQm4cPH0oqm2FiSUlJQiAKCwsDALx9+1a+l+snMKEsZ86cQu7r1KkTiIxYcW4M8eLUG5PznJ2d/yUMYunSpSW9Wrx4cTx79kw0rfleTKWZ+TdPnDghz+7evXtynZxWZbIeoK1R8P79exnntN6UKVMwYsQIDVHQ3t4e/fv3l1RxlSpV0s27L0FWGOfZrVs3TJ06VQNhMjMzQ/fu3REWFgai9Bhb1i8/c+aMjF2+fBlEWj3xlJQUeUYHDx6Ud5S229rayjNt0qQJVq5cibt372reM3N4/kq3s7MTngXDCSMiIuQeP3z4AACiAc58EAACZ/j5558BGAl4DHU8duwYAODWrVvyXYzhTUhIEIiUCnX88OGDpjYBN4PBIPCj5cuX45dffsHgwYOFR2VhYSFr6n+hfyeD/70ak4WJjJARGxsbTW0gFxcXuLm5wc3NTdaok5MTXFxc4OzsLJAjR0dHuLm5wd3dXWBX7u7uyJo1K3LkyCFrJ3PmzChcuDCCg4PF/nt7e6NcuXKoUKGCwO68vb1Rp04d/PDDD1KXI1OmTOjVqxeGDh2KsWPHyjXu3LkTL168gMFgwLJly0Bk5FCpje3H4MGDNePMBVOhQAypdXFxwYcPH5CQkCDXyhCLmzdvyvp8/fo1gNS9SoV3MnS5VatWMsawDiZeM2zZxsYGc+bMQefOnb9IeLayskKpUqVQq1YtEGkhSAwnWrp0Ka5fvy41Lj5nH7du3YqoqCgcO3YMRFoIpVqjiuFaAAQC3Lp1a3Ts2FH4oqY6z4VChQqhXr16aNGiBX744Qf5/fr166NMmTIICAj4U06Lo6MjGjdujGnTpuHo0aMCmVZh5kwc5zpYQGr9BJV0PXjwYBAZ4Xhp/QM7Ozt07twZe/fuld9gGCjDu5o1a4YzZ86gW7dusgeYuuaAgACBpRUpUkRgyh06dAARoV+/funmxfz58wEYfSSGAvM98ntyd3eX72JomSpYwPB4dS4aDAaB7qmcTubMVKhQQV0aUkdkypQpMqZCaPft24c9e/Zg/fr1Al+qWLEi2rRpg9q1awvMzNXVFbly5UJAQID4DhYWFvD394e/v7/AoYiMfMjs2bMLMZ/IyGHx8vIS4RsiIxTQ1tb2szC3v9rZB/2W7ZsfNFRSbsuWLdG+fXu0b99eHlLDhg1ljA1yzZo10a5dO7Rr1w4eHh4gMjLj27Zti7Zt2wo2tkSJElI0iAlpBQoUQNOmTdGkSRPBvvn6+qJWrVqoXr26TAoHBwcEBQUhX758YuD/ai9QoABGjRqFY8eOITExUYyIyhMBUo2TWkCFjWDZsmVljLGp/LnY2FjB0t68eRMARA2iYMGC8ndt2rQBkdExXLVqlWaiEhmdf3Z0K1eujM2bN8tBwtnZGeHh4Xj//r0YoB49eggX4XMHCrXb2NjI+5w5cyYACFZ5y5Ytcp2sPNWiRQusWrUK06ZNw+DBg+Vvq1evjiZNmqBp06ZSbCct3jg4OBjv3r0DACmKGBAQkG7efemgwSQ2vtb4+HgxLGm7q6urzKcmTZqIUf3xxx8xefJkLFu2TIy5yjMJDw8HkRGXmpycLHwAnU73Vc+UPxMcHCzFFatXr46YmBg8evRIcMH9+/fH1q1bxXhnyZIlXYFDJycnTJkyBWvWrAGRkczIjQtmsdJHQkKCOFt8YObiStmzZ5cDb8+ePUGkLYrHn/P29paCVgDw+++/g8ioRKLX63Hp0iVMnz5dcKNf23kueHl5IU+ePChcuLAYYD8/P1SrVg01a9YUMQEfHx80btwYTZs2lY0sQ4YMaNmyJVq1aiWOiYODg9gWnhvm5uZig/gZERmdJrZX7Eg0atQonQ2rVasW2rdvL7h7Iq1T8L3999ulS5f+LRv136Hb2NiIY+ji4iI8LSCVOF2yZEnN/b98+VLWFAcLUlJSBN8/e/ZsABBeYr58+WT9s/1h4ZDIyEj5rufPnwNIDXjly5cPKSkpePr0qRRbK1q0KMqWLftFjpiZmRkKFSqEdu3aiUO8f/9+AKm2P0+ePAAAvV4v383BDrUHBQVh4sSJooal0+mQmJgIQHuo4AAMANlHd+3ahT179qB3794mv5v3BBsbG8yfPx+HDx/Gmzdv5Bnt2LFDvvPMmTNiS9U2Y8YMEBk5J2vXrsWQIUNQu3btPyVZN23aFOvXr8ezZ8/QoEEDEBHmzZsn38u8S7UgIn9u5syZSEpKwu7du2XumLqvUaNGITY2VvYhJuBzsMnZ2Rk3btzA4sWLv8hPdXBwQOXKleWeNm/eDMBYOJP/jjmk/J4yZMgghwr2T5o3by73wnZ9wYIFMta0aVMQadWrrl27Ju9I5cyw7zRs2DAZi4iIEB8zKCgIQUFByJIlyxeLP/4dO5Pu7e3tZW26u7sjc+bM8PX1lWeuBgW/Vfvbk8H5RKw+DHbImewMpJ7mR44cKWOmFBuYwFSkSBEZS0lJkWt88eIF3r17h/DwcHHeQkJC0LdvX9StWxf58+c3uZjs7Oyk4nJgYKCmyjE7Wu7u7kJuffbsmXzPtWvXAEBkRr28vGRx8SFlwoQJAIA3b97Ib7558wYpKSlCDlSjIjyx5syZg+TkZHEyQ0JCAKRWQLa2tpbr5IqzNWvW1KgFscHv2rWrGNr169fjzZs3Yqw5Cs6bk0qajo+Px7Jly0RV4q/2SpUqiXJW9erV5XqZJG5jY6N53sCXDxpM9FIPQWzE6tSpg0aNGv1LhH5bW1tMmjQJ79+/x2+//QYio2gAkFp93t/fH4CRvBcZGSnVVYmMB7xSpUqlI83xPGzTpo1cL29i27dvB5Dq+Pfr1w8Gg0GiP2mvj8hYmTcxMVFTEZw38F27doHIGH1lqUbewHltffjwQTIN+/btk2viivBpD9q82WXPnv2zjkVAQACqVauG7t27y1wKCQnBnTt38Pr1ayQmJkqk8+LFi/LdfHgdP358unncrFkzGeP3oTpbvOlny5ZNxpgMbmtrK2PfyeD/m+3Zs2fybiIiIvDo0SOEh4fL2j969Chu3bqFW7duid3bsmULbt++jTt37ogzsm7dOty+fRs3b96UqtbTp0/HuXPncOrUKRGf6Nq1K3bv3o0dO3aIoEmdOnWwYcMGrF+/Xhyk0qVLY8mSJViwYIHYPW9vbwwePBg9e/ZE+/btxUZkzpz5sxHloKAgTJs2DSdPngSRMZKadg6ywAIHXQBg4cKFsi6Sk5MRFRUlc52jwfyZ/Pnzi+3l4BJn/1niM+3e9LleunRpDB06VJTaVJVBznKuWbMGQGpVag4ScECSu7W1NWrVqiV7ztGjRwEYI9tsB1Xfg/+eleHCw8NFUc+Ug+ns7IwBAwbgjz/+kCCSu7u75tmyuMgff/whY7wP5MqVS/PZ0aNHg8iowqk2tp2dOnXCxIkTUb9+fbHZaTvPiZ49e0qmiR3x9evXy3fmy5dP8y6BVLs1ceJEdOrUKd1ebWVlJUFaljFWq1/zXsHP9vLly9i1a5cEgD+nilWoUCHZX/z9/WUuMepAzYbx2uI5oB5QHj16BMAoHMB7E9tgIPWwrKqUAZCM1IoVKzB9+nTxN7/UzczM4Ovri8DAQJQrV05sQ61atTBx4kQsXrwYderUAZERpXD06FEcPXpUMkL+/v44ceIETpw4IdkXBwcHnDp1CqdPn8a+ffvkt86ePYsrV64IaoKIcP78eTx+/BgREREyN2/cuIEPHz4gPj5egpTq/Gaxolu3bskYv+OrV6/iW7f/mYMGp/FGjBghY6wh3rp1axnbs2cPiLRRXQDiWD99+lTGOOqfVv6LxwMCAtCkSZN0Ro43hj59+uD48eNISkqStBnrQQOpkYWuXbsCMC4SjtywigCraxQqVAjnz5/Hjh07xNAULFgwHbQkQ4YMmDRpkjhrnEa9cuUKiIzRLoPBgPfv38vf8GGBDyPqplC9enVNlIc3TVW9AEh1dDk9zxGa3Llza9J+RMY0cGhoKJo3b45evXpJSrNDhw6YPXs2Zs2aJUpW/Oz3798v38ctMTFRDlRv3rzRXM+XHDx2WFW5Ua5RMm3aNACpaf+goCDMmjULs2fPFtleCwsL9OvXD61bt0aNGjXSqUfZ2dnJQYDnHkOx1AwWkBppUTepxMREUVNSN5D+/fvLZ/hQe+jQIQBA+fLlQZQKS2N1kzx58mDlypXpUvw2NjYifWhubo7169fj9OnTInHcpUsXAEZnjB0Zdqh5Tvr7+8sGwxu/ubk5nj17huvXr2PUqFGSVVS7g4MDatasKZtgx44dNc/kc5uuKWPJESk1Yjd9+nQQaSNffIhXoRbfDxr/txs7SkTabZA3b47MA5As4aVLl2SMI//Hjx+XMd6vfvvtNxlj28JBGAAimayuaVP7FR/8OWDBjTPUR44cQVJSEh48eID9+/fLGlEDJTqdTmxIWvge10UqXbq0jH369EmcJ/482yNWa3z79q3smaGhoShQoMCfqldZWFjI4czGxgarVq3CpUuX5PkwVPPRo0cgMsLZkpKSAKTCv9q3b4/hw4ebrGvBzmy1atVknXLwY9OmTeme3cGDB2WMbVH16tVNwlx9fHzQsWNHUQGrXLmy/O2dO3dAZMx+q43tq+rQ8z6mIhKAVMdanQ9AKtx41apVMsZBQnNzc/Ts2RNBQUEmn31QUJD4BzxH9Xq9zAW2W6rKX2RkJADg6dOnMqbCe7hXqlRJYEdEqbBnPmiw488y/du2bcPVq1dFUvxzClSenp6oW7eu+FQM1+OggE6nk72e0R158+ZN93wzZswoe5P6fhmaZTAYcPjw4T+dr4sXL8aOHTtw/vx5qSujKnUCkPota9eulbFBgwaBSFsHzVS9GZbYVmHXr1+/lmvgg5cKMY+OjpbPsv/z8uVLGUv7DoD0ipTAf/ag8c3J4Kq60+rVq4XIwiTJTZs2CbGWCTB//PEH3b59m4hSCU4HDx6k9+/fk06nExLn6dOnhRjLFRJv3LhBGzduJDMzMyEmPXv2jPbv309WVlaiMvHp0yd6+vQpOTo6kqOjI9na2mqUl4hIKoeyCg43JsE+efKErl69StbW1nTz5k06fPgwjR49miIjI+nZs2c0c+ZMmjlzJmXKlIl8fHwoIiKC5s+fTy1atCAiou7du9OWLVtozZo1NGnSJHJycqJmzZrRvHnzaOLEiXTq1Ck6cuQIERFduXIlXVVhJrja2dmRXq+npKQkWrRoETVo0ICWLl1KmzdvpkOHDtGYMWMod+7cZGZmRtHR0dS9e3cNwbVBgwZka2srhCGuWhkZGUmvX7+WaphERkLcoUOHhJBt6lklJibS9evXiYhEycnHx4eqV69OS5YsocyZMws5mMhIWn/27BmVKlWK2rdvT0RGgtKOHTvkM0we56rZOp2OrKysyMvLi168eEFPnjz5qurgTIQkIiHAEZFUnebfwf9P5AsODqZevXoRkbGa7JgxY8jT01MIxURETZo0oY0bN1KzZs3o5s2bdO3aNTp37hwRGQnckZGR8ptpq9Hyc1TJ0FZWVkLo8vb2liqqBw4coCZNmpBer5frnTVrFv3xxx9C8uYKvwcPHiQi41xt06YNlS1bVn7DxcWFoqOjheiYkpJCzZo101zXsWPHqH///vT69WsyGAxUpkwZ8vPzIwC0YMECIiJRHSMiWrhwIREZyXMVKlTQVM0lMpLVfv75Z6pataoorRUqVIiIjJXS1cbrLe2z4rVpZWVFMTEx9PHjRyHYRURE0LFjxygpKUnIhs+ePaMtW7aQwWAQ4uLbt29pzZo1mmrhHz58oJUrVxIAevfuHREZyeDLly8nIq0a3Zo1a4SMy2to48aNMvfYhv3+++908+ZNTfXmiIgIyp07N31v/7z2V8nbX/qOz32O15JK/GaipmqvibQVvy0tLcnPz4/8/PyoevXqtG7dOurbty/lyJGD1q1bR8eOHZN52LhxYypVqhTVrVuX6tSpQz/88AP16tWLTp48Sc+fP6csWbKQnZ0ddevWjcaMGUPTpk2jhg0bUu/evWn27Nl06NAhCg0NpQsXLsi6YAEU9d6qV69OAQEBdO7cOTp16hQ1bdpUlKI8PDwoOjqacubMSYULF6aqVavShg0b6NChQ0RkFBxxcnKi2NhY2rhxIz19+pSOHTtGRCRrUm3du3enBg0a0JkzZ2jo0KHk6ekpJGlT1c19fX3p7t279OjRIzp8+DBt3LhRlBJ3795NREahkaxZs9KDBw+oTp06tG3bNtLpdLRhwwaaM2eORuTGFGGfKHVeqETutGqB3NKqSHEzRRRmBaisWbPSnDlziIiEAJ2SkkJ58+alW7duaYjsP/zwAzVs2JBKlSolilks7HLlyhX5Pp5XvH8FBgbS5cuX6e7duzRgwAD6448/iMi4v/AeQ2Tcmxo1apRuXvO1Zs+enQoWLCj/3r9/f+rWrRvt37+fOnToQCkpKWRubk6vX7+m7du3y9+3b9+epk+fLpXm8+TJI/9/165dRERUo0YN+fzvv/9ORES1a9eW5x4VFUWnTp0iIuN77dSpE+3evVv2VSLjOyxbtiw1bNiQ9Ho99enTh4oXL06dOnWSz/BzYvEi9W+JtHaARYJU/5fnDP/b58Z4rZubm1NKSgrp9XoRKSEyCo7Ex8dTcnKy/Obz58/p06dPZDAY5DsfPHhAcXFxBEDGwsPD5Zp4TPV5v1n71ieZfxoZvECBAmjYsCH69u0r0QsfHx/NPRkMBolwcUSZGxdXs7CwQIMGDUxiLLNly4YKFSqgRYsWAiWpWLEiqlSpYhIDyt3BwQFFihRB6dKlQWSM+Bw/fhzJyclSVZNhYg8fPpTriImJwdSpU7+6srROpxOImZWVlUSVgNTq0GrUDQCWL18uURQ1eq7T6bBu3TokJycLb8HW1lYDdWIM/NSpU2WMq2pz5CgpKclkNW+us6LCoIDPR5I/dw0cQeGIpakIE6c00xYO5GvYvHkzDAYDDh48qHnv7u7uUpG0V69emr/lzE/jxo014xwJWrFixVdVzOX+448/4tOnT6LDzZFVJs6XKVMGBoMBd+7ckcxYYGAgSpQo8cW5Z2dnh5CQEKl7YWFhgWbNmiE0NFSK5qnd2toaNWvWlO9kLDe3t2/fyme5CBc3hgs2adIEgwcPRvPmzSUy+U/u38ngf6/GkWgiI7fJ19dXw2/z8/ND7ty5kSdPHsly+Pn5IU+ePMidO7dE9H19fZEnTx7kzZtX1mq2bNkQFBSE4OBgsfE5c+ZEpUqVULVqVeGg+fv7o2HDhmjSpIlEwHPkyIHu3bujb9++Ap3x8PDAunXrcODAAVy9elUi3b/88ovmnpjgrUbcnzx58llBiYCAANnLRo8ejbt37+LKlSsa0ZNGjRqZXOOMSrCwsMC6devw8OFDgeUwZn737t0gMsKBOcLMGQyuSs5ZRHNzc7x//x4HDhxIlwVX7Urz5s010XSOwvO9//DDD3LvDN9ipIPBYBBYiymuXEBAADZu3Ijo6GgpaqjaZq77VKZMGRm7f/++PA+1MdRHhZeayqwCqeTjGTNmaMY56nz58mUZ472xfPnyMsYZCEtLS+j1erx8+VIgpKa6m5sbTp8+DYPBIBlgFbnB8DVGWwBaDun48eMlq869dOnSsiYePXqET58+yb9FRUXBYDBIRoufyS+//AIiY1bi06dPOHnypEDOPrfv2djYoESJEvLvY8aMwblz5zTciunTp2PTpk2YOnWqQLM+11u0aKHZgxgd07dvX827YPhV69atkZKSgvv372PLli2SxS5atChq1qyJypUrC4LFw8MDhQoVQsGCBTXZPD8/P2TNmlXmuZmZGZycnP7lIrf/L/1/jgxerVo11KpVC7Vq1ZLUboUKFWSMITulS5eWMU4FBwcHo0aNGqhRo4Ysvnz58qFq1aoIDQ2VF5stWzaUL18eISEhYszd3NxQsGBBqe7ML/avvFA/Pz907doV27dvR2xsrKQAVRIRYDRk7BT17NkTiYmJ2LNnD3788ce/XLAmb968WLBggTijzs7OiI2NhcFgEEeSixYyecrFxUWgUHz/bPC4lyxZEmPGjBGYVr9+/TB37lyBBllaWiIlJUXSrswhAYD169eLobx9+zZ27tyJuXPnigPK3cvLKx05UIXRcVVWAFLITlVF4QJrqhoSL9STJ0/KWOPGjU0a6M8dNPggqGJk1TnKCiOs+qQWxGP4U7ly5TS/xXNKVRvjg0tayFLJkiUxffp0/Pbbb7h69ar8jnrviYmJMjcfPnwoh44OHTpgzpw5mg1kxIgR6Z49/6ZOp5OUNs9Jhm+cO3dOjB5vAvw7P/30E1atWiUwua/tOp0OjRo1QlhYGGJjY0UFJ2PGjPj06ZPmmW3atAlERox3YmIiDh06hEGDBqWbq1/q5ubm4gxlyJABuXLlQoECBeR9eHh4ICQkBOXKlROCuIuLC0JDQ1G1alU5INra2opt4Xs2MzMTG6QWmzRlwypWrPhZG6b+7ZEjR/C9/X3a/0JlcF9fXwwfPhxHjhxBQkKCKGnZ29trBBlUknejRo1QtWrVv6xao8JzVq9ejeTkZMHtM3SRbRNzIFXMPEOiV69eDSItfJnJyGmDHTY2Nqhfv74cTlh8wmAwpIONpA1OAamiK82bN8fYsWPTFbJzdXVFhw4dhAujFszjw4wqeGGq8CdzBe3t7TXzi2GjBw4ckDHeP9OqHLGKlnpw1Ov1JoNrEyZMAJGWs8fcjxw5csgY8/SyZcuG3bt3o0OHDukOV/7+/mJzVW4d20bmQ6SkpIi/wO+RuT/W1tbpfKmVK1fKQd7BwQEGg0ET/OQ9mYOmPH8eP34sh/pz587h5cuXAqXV6XRyuP1Xe44cOdCzZ0/53ZIlS2ogVkAq10gtwJiQkCD7rJeXl0ad7r/RdTqdBh5pZ2cHBwcHDZTexcUF7u7uyJAhg6wVNzc3eHh4wMPDQ+bW/8RB41twNPiFc+VQAOjRoweItNJupkihp06dApHx4AAYDeG7d+/kt0ePHo1Zs2ahX79+oiKVtltaWgqOs1ChQunumSs5W1tba3C+Dx48kMNGt27dMGXKFHTv3l2wpQ0bNsTp06cFX29tbY2IiAikpKTI73FkmPG8jBfU6/VyOmZ+BxMOeSKysa5Tpw6A1EXO+FU1AhEbGytEQeZjvHnzRrgYX+p9+/ZFTEyMSSlYPiSqhF5TmPy0qiIApHqpynMZMGAAiLRYyISEBDH+REb+BmcvWIFFlYBkfoGLi4uMmYowmYqYJSUlySLmqIiK6X/16hVmzpz5p4oV1apVk7XAzoKTkxMMBoNETHhd3Lt3D0SpG9vw4cPlnlRpSFY2ef78uVxjREQEgNRIX4sWLTRz1tbWFm/fvkViYqIcVMeNG4fLly9j4MCBYuSaN2+O8ePHY+zYsWKwVNJjUlKSXDfzXtTGakzZs2f/rApX2bJl0bNnT0ydOlUUT4iMB9f4+HgYDAZZowsXLpTv5siTKgJhKhJpSgHmO0fj/0578eKFvJvz58/j/PnzOHPmjGzgW7duxdGjR3H48GGxrQsXLsThw4dx5MgRcY5nzpyJw4cP4/DhwxLRHz58OHbt2oU//vhD7Gz79u2xbt06rF69WuS7K1eujLlz52LWrFmyr+XPnx/Dhg3DgAEDxA7Z2NigQoUKyJcvHzJmzGgyO21nZ4fQ0FDZT1QOGpDKLWT1t5iYGGzYsEETqLCzs4OnpyeyZcumweYPHz4ckZGRsofUq1cPQGom29fXF8nJyRqZ9itXrgBItaUDBw4EYNxH+PqfPn2KpUuXahxVFxcXcX5ZApXXf+3ateV+0vIqWXSFg1PPnz8XFTm189+VLFlSgnJs29WoPkt/V6tWTcZMickwp8TOzk7zvHkuqFyQVatWgYhQtWpVzWd5b1OdW8bq63Q6zaGRbbfq6/C1VqpUScZMZT6GDBkCIjIpqZsnTx7Mnz8fT58+lXfIto0P5XZ2dvLM2M7Wr18fL168EAQIdz6sMIcirfoZZ4LMzMzET+Lv4PswGAzCx+nRowdSUlJw8+ZN2ef8/f1RrFgx4Xly9/LyQsmSJeUdODo6ih/CvCdzc/N0/IT4+HjZq+/fv499+/ahffv2wnFQu7W1NYKCguS3W7RogaVLl+LXX3+VdVK9enXs3bsX+/fvl8rgBQoUwKlTp3Du3DnhxXp6euLu3bt48OCB+KjW1taIjIxETEyMxlaxoJAqYqRyVPm9qvuSKT5GWr/iW7b/uYOGmmFguEjTpk1ljBUiVM1sIPUUq5aBByARltmzZ6N79+4miVF169bVRP0NBoNsLj/99JPm+1gDPXPmzOK0sLF2cnISp5jJS+x8MxHJx8cHSUlJePnypWyILH3LBqhDhw6IiYmRyWVra4u7d+/ixIkT8ttAqlLUnDlz5Po4HfngwQM5VDRs2BCNGzdOFwFzcHBAYGAg6tWrJ/AnldTMGvAqEa9o0aLp3ufcuXPld7hduHABREZSPTdO/48dOxbR0dHYtWuXSKQ6OjrCy8vrs+lWKysrZMyYUaIyefPmxaZNm/Dq1SvZoFTCJUeYli5dmu7dqeRl3mSsra0lMqIeBPiAwxtJ7dq10aRJExQtWtRkjZNKlSpJ6paJ47xWuAYFR69y5swJIFU/ft68eXj79q1kfiwtLXH37l15vmzgP336JJEP3gQZ2sV66+yUZMqUCZ8+fUJycrJkBRj+pc7TBg0aaOY5z+mMGTNqHOxnz56he/fu6RyljBkzolWrVlizZo0cXJ49e6b5OyJjNExtDIPgzB6Qqq3erl07Gft+0Pje0jZV1pRV/gDTZHBeU2rWkuFEKnyWM4cqlJOd3blz58oYB0hUaCavOdUOsoRoWqIxO8YFCxZEs2bNTEKNChQooCGJfvz4URACKlkdSHVA/f39xZEEUkU+ChcujJSUFNy+fVvW54ULFxAfHy97JMuV8r7Ss2dPAKmkXVVViJ1QViXiXrx4cSQkJIgYx48//ggg1UlVVQfTrj8m92bMmFH237S2ddWqVWKb1KwCHwDUAJSp7MPevXtBpM3GMDnbxsZG80wZWnT48GEZ432cg33cOJusEsdZKEQlCgOp0FJ1b2InVt2bGOasZj5YpW/s2LH48OEDVq1alS4Ixn6Fo6OjHOJ4vqkHGd53WLGMa7C4ublpvjNHjhyIj49PV8+FA2R8kHv79q3s36yCyFAze3t7CeSxgIGHh4f4lCytbmNjI4TnCxcuyL3w3IyLixMbnRYaBaRmaWxtbdOJ/PB8q1ChAm7evCmHP96DVHEiDp527txZxkzB5i5evAgiI3STG8PgrKysZExFXajoAFMZL4Zt37lzR8b4MHT+/HkZMzU/v1XTlpv8Bk0lw+zevZt27NhBO3bsECLKwYMHZYyrHJ44cULGmOx5/vx52rlzJ+3cuVPIojdu3KC9e/fSvn37KCIigoiMZOFjx47RyZMnhTT+/v17unPnDj1+/FhT+VdtTFJPS4zx8fEhIqIcOXLQvHnzKDw8nO7fv0/z5s2T6pfbt2+nggULUsOGDenatWuk0+mk1PySJUuECExkJEHlyJGDXrx4QWPGjCEiojZt2lDhwoUpNjaWRo4cSTqdTiquLlu2jO7fv0+tWrUiT09PioiIoA0bNlCmTJmoZs2aRES0YsUKIiJq2LAhERmrqHfq1EmqWMfHx5OrqysVKlSIzMzM6MWLF/Ty5Ushyh0+fJj27NlDx44dkxL1s2fPFgLt5s2baePGjZScnExFixaVCtfXr1+nK1eu0G+//UZDhgwhItIQovjZMSGMKJWArY4xuSoyMlLGmBQXExNDly5doq1bt8pznDlzJrm5uVGNGjWk0uuHDx/o5cuX8v7SktKSkpLozZs38hu3bt2iRo0aUaZMmaTqdVJSEoWFhdGZM2eEFKyS83guMmGOiGTe+fj4CPlMHePr4GfWvHlzCgsLo3Pnzkl1cCKiMmXKkE6no4MHDwrZOiIigkaOHClVYMPDw2nfvn1ClvPw8CAAdOHCBSIyEtfd3d1lzSUnJwtRnUg7P2JjYylbtmxUvnx5unbtGu3du5fMzMyob9++FBcXR2PHjiUiouHDh5OdnR0tW7aMbty4Qa6urjRixAgiIlq3bh0dP36c7OzsaMaMGfJM9Hq9VAofMGAA2dvb07Nnz6hHjx7k5+dH8+fPF0L/yJEj6dKlS/Ty5UtavXo1lS9fngwGA1lYWGjI4KaqovJvERF9/PiRnjx5Qvfu3ZN58vbtWzp58iQdO3ZMhCGio6Np3759tHfvXjp9+jQRGcUP2LYwwTElJUVs0M6dO+X3vtaGHT9+nHbs2CGERaLUqvLf29+jqTZCtVt/9tm0Y6b+1tTYn1UgN0UGZ+EBVVSAKLVisV6vp3Xr1tGrV6/o2rVrNHPmTMqTJw8RGe1z3rx5ae3atQSA7O3tqXPnzkREmvVKRDRkyBDKmDEj3b9/X+wPEdGIESPIycmJLl++TOvWraPcuXNT8+bNiYho5MiRZGNjI985e/ZsIiKxp7/++islJCRQ9erVydramu7fv0+3b98mg8EghN579+6RnZ2dVGqOj48na2trsYsxMTFElEqWVfdtS0tLIjKSgrt3705t27YlIiOB+uTJk0REUqU8a9asdODAAWrdurXYFZVgy3s5r18iImtr63TPnn9TJeebem/Jycnydzdv3qT9+/fT9u3bhZT88uVL2rRpE+3YsYP2798vpO+4uDhKSEggolR7oRLBiVL3TlNiJmrFavZ/mPTNv0tE5OXlRQ4ODtSyZUu57lGjRlFwcLDsHx8+fCBfX18qVKgQzZ07l4iISpUqRURG+3jixAkiIipXrhwRkTzzBg0a0LVr1+R3Hzx4QIUKFaI9e/YQEYmNX7VqFREZ/R8iorlz51J8fDwVKVKEKlWqRCkpKTRs2DAiIurduzd5enrS+/fvxbcaO3YsOTk5UUxMDPXr14+IiIYNG0a5c+empKQkatu2LaWkpFDjxo2pQYMGREQ0YcIEevjwIWXJkkW+h8j4jleuXCl7ZHx8PL19+5bc3d2pS5cudOTIEVkz1tbWlDdvXpmTpojfX2svvjSWkpJCMCYDNIIC6hr40rpQ56gpUQkeU8VOvln71ieZvzMZ3MHBAT4+PihYsKBEeurVq4eNGzfi1q1bSE5OltOqCs3g9vPPP8tpVI3Q/vDDD7h8+bJE9NMSgDn9amFhIdkI5liYmZlJZXCOGDD0a9y4caD/P4plMBgkgpAxY0YkJSUhOTlZg3E1NzeX0zunZDmV+Pvvvwu+9s+6TqdDt27dhJDGkJoTJ07IPXEU38nJScbSwpoMBoNAZkqUKIEOHTqgZs2agps1NzeHo6PjV1e9zJEjh0AQvL29cfnyZTx69AhRUVGIjY2Vz718+RJPnz7FtWvXRAY2JCQEBQsW/FOCvLm5OWxsbODo6Cgpdy8vL4SGhqJ169aS+VArn5qCZzEMTc3uqFGK2NhYPHr0CMOHD/9qLo+bm5vgYM3NzREXFyeVdi0tLdPhnbkoF2vSM/+Es1GNGjUCkJoSz5YtGxITExEdHS3RHc5+xcTEiKyvWsNCvX8PDw/cuXMH3bp100AjGHKSVtMcSIU2+vr6IiUlBQ8fPsTvv/8uKXVLS0sULlwY2bJl+9NiVn+3/p0M/vdqqoRnoUKFUKRIESGi8pouXbo0QkJCZE0WKVIE5cuXR/ny5QXyFxgYiPLly6NChQoyJwsWLIjQ0FBUq1ZN1knBggWF+M3RxAIFCqBz587o0aOHyGTmypULU6ZMwfz58wX+y7KenBH4nKgFAA1slHvt2rXx/PlzPHv2TKLNanQTSI22u7i4SFFUIDVD6Ovri/j4eNy7d08ixadPn8bz58/lOy9dugS9Xi+wWcZ/16xZE0RGIjHfJ6/nhw8fit2ys7ODwWAQKBBDjLjeQOnSpbF582b06dPni3DUmTNn4tmzZwLPcXBwkPs5ffq02DduTFpXodCmYFLMe8iRIwcuXLiAjRs3SsFWnU6HwMDAz0Lb/kp3cHAQm+vu7o6OHTti+PDhmDdvnkDj9u/fL9LzvL+oEqu8N6qZD97zGbmhStsyJIeJ4B4eHunuw9raGpUrVxbxGScnJ9n3GH3CUrwsbqDCjnQ6HR4/fizQaGdnZ8TFxeHDhw/ig/EeyXPA1dVVuJO9e/cGkRFeyBkF5ngGBAQgISEBQGq2JEOGDAIrunPnjuxDnOGIjIzE+PHj00nUFyxYEHv27NEI4bAYjFpxPCUlRZ5zw4YN8fPPP6NDhw6SqXNzc4O/vz98fX3lOZibm8POzg42Njb/tiKAzFdU91lbW1s4OjrCyclJMh/Ozs7ImDEjPD09xccaNWoUvnX75gcN1eELDg5G8eLFUbx4cbnxwMBAGWNjnjdvXhQrVgzFihWTdFXOnDkRHByM4OBgeWE+Pj4oXLgwAgMDxaliUmjOnDkFmmJtbQ0XFxfY2Nj8JQNgZWUl3/HDDz9oJh2Qmvays7PDuXPn0LhxY833cxrdxsZGk9oCUtNtFStWlI2C8eZVqlSBwWDQFGm5cuUKIiMjZXPbu3cvkpKSJGW+detWnD59WuAtRMbiO7wwGYLFjr6q4uPq6orChQsjV65c8g6KFSsmRDoi0mw8DJdRSURM9FJxqqzaERwcjDZt2qSrWP213dPTE8WLF5ffzZ49u8AaOL3s4eGheb6fg6ywWgvzTqKiogR+VahQIYSEhMgm+Ve7i4sLfvjhB6kB0r59e/ldU/r6fEhQD2dAKrm8V69eMk90Op0Q91Q8KjtGnMrnFHf58uVloyQybla7du2S32SD//TpUw35LioqSgw+bxh8YMydO7esAdbV9/f3F+MOGAsRMrywZMmSGsNXtmxZHDp0SPDXy5Yt09y3wWCQOefg4PBVFdTVbm1tDScnJ/k7BwcH5MiRAwEBAfJM7e3tERgYiEKFCgnvydraWmwLF+nS6XRig1Tn05QNK1SoUDobli9fPhQvXlyggrxmv7e/T2OY3D+pu7m5oVSpUmjbtq3sNSrEkBvP4x9++EEcChcXF6xcuVJq5ah1ZgAjz4//ToX8xsXFic1h0i4XZOVgCvMwmBfFjl6VKlUApBb44wOKra2t2J07d+4gMTFRAwPhApuBgYH45ZdfBHpqqmfJkgXdunXDli1bNCIagNb/4H3g9u3bIDI6Xdz4AMEFVYHUg4aPjw/Gjx+P1q1ba/bXr+1eXl4oWLAgSpQoITYnY8aMKFeuHIoXL47AwEC593/F8bSzs5PnWq5cOXTt2hWjR48W53nRokV4//49DAaDwKlZXZH3bRUqygHUnj174u3bt/j1118/WyPF0tISTZs2xdKlS+Xaw8PDERsbK39z/fp12buJjD4aQ9sYGseCN/7+/tDr9UhISJCAFM+5u3fvym+watWVK1fkd3js0qVL8jw4uGMwGOSAW716ddy/fx/du3fX8FQyZ84sQc+0e5M6b2xtbdG3b1+ULVv2/5mc/nfoqhDNt2r/GI6G6qCZIoByxJOL/gDAvHnzQKTFvDLx183NDffv38e5c+ewd+9eIRyVKlUKxYsXN6kqkDlzZowYMUIItQaDQeQQt27dCsBImmrSpEm6A01ao/7w4UOJTHC2ITw8XAwlE2u5WmzNmjU191mkSBGsWbNGFnBaboKNjQ30er0UiWHyOzv/alcxgxwZ4QXKTrdalIo3KpXkGxERIYZy+fLlaNeuncmDBW96vr6+GDt2LH755Re5Jn4nXKGX/4ajGYyf5HtJ+7tqZO9zBw3m4uzYsSPdfOJiPkAqJvv333/H48ePER4eLsaxf//+WLlyJSZNmiROqKkshKOjIxo3boy5c+dKJkklTDMBWy04pG6M79+/l0ifehjp2rWr3DN/lg81fC/jxo0DgHSqVzxP/Pz8sHz5csFTs5IWbzJ58+aFXq9HeHi4vDOOgl2/fl0M+e7duzXzmqUS1V6uXDnBgXK01dzcXJTHoqKiMHv27HRyiUTGw35gYKBIFHp6emLXrl04ffo07ty5I/NfFQhgLg1vYgCwceNGEGkLJnJkU51PzLn5HEdDLV75naPxz24qR2P79u3YuXMn/vjjD3Fcli1bhi1btmDTpk0SyBo/fjzCwsKwYcMGsRFDhw5FWFgY1q9fL2qAP/30E1avXo2VK1eKjWjatCnmz5+P2bNnazKro0aNws8//yyR0axZs6JVq1Zo0KCBBEGI6LNBMk9PT4wdO1YTzOIDe506dXD9+nXNYZkz7RYWFukOKVzwzMLCQoPx5uiys7Mz3r17h4cPH4r9OX78uKwlKysrvH79WhxYIiMJXN0LAgMDcefOHQl2cVE2zpQfOHBAIuameoECBdC1a1eJzqtczbTF+AwGQzpyrFrR+tOnT7h9+7bwOe3t7VGlShVkzZr1T4OSnp6eKFmypByyiIwZhStXruD169eSOVZtE2d7VYI5oC1GGhUVhXv37okiYZkyZTB69Gh07dpV5oNOp/uqautqV32abt26Yfny5fJembcJpGYIhgwZAkDrw508eRJz585Np97F3draGseOHZPoP2eNmFeblku0ZMkSJCYmSiCIVbeYh+Hl5SWcBA66cSY8JSVF5jJn4xMTEyWQpfp9nBGzsrJCaGio5t0GBgZi9erVSExMFB9UVQh89OgRpk6dqllDaue9sFChQujevTvGjh0rwcbatWvj+PHjOHfunOyNQUFBePjwIR4/fizEdC8vL7x69QqvX7+W4KmZmRnevn2Lt2/f4vnz5/J74eHheP36NV69eiX7+enTp/Hs2TM8ffpUDpPbt29HeHg47t27J37AsmXLcP36dVy9elWCCur8/Fbtf+6gwdrcQCq5TiWqMrnOzc1Nc51sLJjYlJKSgkePHgkxV3UkzczMULduXezZs0ciu6zew+3mzZto2rSpZkJXrVpVU1mWCVxZsmQRB4aVfXLlyoWkpCRNmvrEiROiSGWq29vbo0mTJppKzrGxsZq0NkN9iEiIYarUKxvH9evXA4A4eKrsHhuiKlWq4Oeff0aTJk2+KEtqbW2NgQMHYv/+/SIRqx5uTOmQGwwG+Xsmgd28eRNEWmKk6sipTuDnHDx2BFXYF9/zunXrZIyjQap+OTu1nHYFUjW3hw8fjjNnzmDs2LFfrEeRLVs21K9fH/3795fskqoKwrKznp6eAFKjKOo9s6Qvvz9+h3fv3pUN6/Tp09Dr9UL6btSokRggU33gwIF49eqVZAP44MxrLTQ0FAaDAQaDQaKLrDwDGKPDP/74o+Y7y5cvn45oNnXqVBAZM3nnz59Hhw4dNBsmH2qqVKmC27dvS3qcU+3qoQxIrVTP8xVIrequqph9P2h8b2mbeqiPi4uT8a8lg/NGrdZJMAWR5MO8GsjgyuADBgyQMVZW4qASYHSc+BqfP3+OK1euICwsDKNGjUonJmFubo4ffvgB+/btw6VLl0BkDDh9/PgRycnJmDhxogSyeE8ZNGhQuufCe4Sq8KTX68XGMxSWHWEmS3OwbvTo0Th79qxGAY8oNTDCBwPOlPI65YizKtFJZAxUsNAJQ6uA1Kxqnz595DpZ1GLp0qVITk5GRESEHHJ69eqF/v37m1Si+lK3sLBAq1atJDDG4yrCgWFOqqoP/45aEd6UHQJSKzerh7vBgwdrnjeQXjXzw4cPOH/+vFzT7NmzMXz4cMk4EaWXDDbVrays0Lp1ayxatEjqZTAkVq15xPaY955OnTph6NCh6VAA/N+tWrVCQkKC2MozZ85I8JR78eLFQWR0thMSEvDhwwd5njxXWJbe3Nwct27dAgCRT7e3t5fgL/tU7u7ueP36NQAjPMqUalSNGjVw8OBBmU9JSUkyR0+cOIHJkyebPFwwlHzlypW4fv26BAiWL18u74kzej169JAxlnRX3z2/O19fXxnj4KmlpaWMqZXBVT/aVBVwnu+qsicLV6gKaKaElr5V++YHDXWTPnDgAE6fPo3Tp0+Lc7Fp0yYZU0+1Z86cwZkzZyRVOXnyZJw7dw7nzp0Tx3DIkCG4dOkSLl++LFH2H3/8EXfu3MH9+/fF4ahRowZiYmKQmJgojpsqZQqkQoqmTJmiGWfliXLlyiEsLEwiUdz5pTo4OGjUOrjduHEj3YZQp04dXLhwAXFxcRLFYYMfExMji4wNFDtw2bJl02gne3l5oU2bNuJA8kbGkXc+HPB/q2k+Ozs7k6oWDC1as2YN3rx5IwWjQkJC0LRp03QqIaZ6mTJlMHjwYIkSqcpRHMXPnz+/jPFp3dzcXJOV4E2RuQUs8WZmZiYKTwaDQZxTVsgAPu/gsSPO3BggFbeqRufVCBM3U8pkXE9FLUjHeOSBAwdi3LhxqFq16mdTz9y9vb1Rp04dMfJFihTBixcvcOXKlXTviDfkNWvWaApp8WHY0dERycnJYsScnZ2h1+tFZcnS0hLt2rWT6Ct3/q6iRYvCYDCIiovKG+LIkK2tLR49eoRHjx6hU6dOGk6NpaVlukwHN3ZG2HHjnj9/fsyfP1+yNWkdIFNqLwBkPYaFhSEpKQkfPnyQw3qzZs0QHh6Ou3fvSmq+SJEiuHLlCi5duiTRvCxZsohtYciGtbW12CDmT7GhZnvFRn7z5s0yxvbgl19+wenTp+WARJQqLfy9/T3a55RcvnTQUHkN7HirkLivPWgwDp4lX4FUpTaVu6QGXFQJSwAaiGZalaUcOXKIDVMDI7du3RLHjsjoRO/cuVNjd+/cuSPPQK0BwVFqS0tLhIeH48mTJ2KjDx06JFKdaeE/NjY2WLlypWRLOdLMKjwFChTAx48fZf8nIo3jmpSUhISEhHQy4gzHCgkJwYYNGzBmzBiJ3Do4OPypzeXu6OgoGWcio3rQ8ePHRdJVlZfV6/WyB6vzg/0U9dDJh6ORI0fKGCMMgoODNe+SuT13796VMc7qqEqarJBYtGhRzTtlO8+NlbCsrKxgMBgQFxcn0XM7Ozv07NkTlSpVkmKSpnrBggWxcOFCUTlUgy+8T3Gwd9q0aTLv1L2gUqVKMm88PT2RkpIiwcvAwEBNILZkyZJ48uSJZKRz5syJpKQkzSGXHffIyEg5QDGy4sqVKzL3wsLC8OnTJ8yfP19zyLC2tkbHjh01+z833mvTZrLMzMxQoUIFeR9pg12mApU811UIIgdZ1cAi78kqX4jfnbW1tYx9LtjFqJjHjx/LGB/w1aC2KYW8/6mDxt+NDM6TSKfTIW/evFLtmFOujRo1wq1bt4TgxCQxVfr01q1b6NWrVzoyapMmTUxGLfk7zM3NNcavVq1akk6ztLSUaAYXCnJ1dUVkZCROnz6tmfy8UK2srPDq1SuRsWM8LJ+mmUTOUR4ikoONt7e3OPg6nQ6jRo1Cq1atZFF+jZF2c3NDly5dMG3aNCnCRJQqFckZCFXyliP26gleJaSph7W0sq7qqT46Olo+x+lYNZpk6qCRkpIiz1GFGTD8jaPQgGktalNycKbkVTnKrhoe3sgmTJiAOXPmoFevXhL9/pr5amFhgSZNmmiiR7t27ZJDjXpo8PHxgcFgwOTJk0GUKqXIEcTGjRtDr9fLXKhRo4Zmfs2bNw96vV4kF7k6bGxsrDjSffv2RceOHTVOBTvekyZNSrcG9Hq9kMy5W1lZoUWLFjhx4oQ4OiyBOHHiRABGR+vRo0dCuPTw8EDDhg1RoUIFFCxYUByd/1fy5X+ifyeD/71aZGSkvJvKlSujatWqqFq1qsylSpUqoXbt2qhTp47M7QoVKuCHH35AgwYNxP6HhISgYcOGaNSokTg/pUqVQtOmTdG8eXM5pLAARqdOncRxKlq0KAYPHqwpvJk3b16sXr0a27Ztw8GDB8WxTQtz4qg1R56vX7+OHj16pMsIBAQEaGSZ9Xo9Jk+erFkzXByWnRhGCBQsWFAj/ct7CVfLZucrV65cmiCUpaUlGjduLPtIeHi4OFXOzs5ITk7Gy5cv5fMMgeHnGRcXl86h5+c4a9YsDBs27Kv4EhYWFuKMBQcHo2/fvpgxY4bscwcOHIDBYIBer5fnwZFwdUytHM2OnBoxVoM/3NhmqVFtDt6o9aEAyDvjvQ4A2rRpk86e8mFUlfnlg4DKL2F5eBUSZQp6zPt24cKFMXz4cFSqVOmzPBFbW1vs2rULcXFx6ep+8L327NkTz54902RR+PDXrl07vHjxQjMn1AwRzxs+qPD+yZk+VaSgc+fOIDJy4ZKSkpCUlCQBw5o1a2LUqFHpMjk//PCD5j1yS0xMxJw5czT+nJmZGSpVqoRFixbJ37AwQ1opd3bYf/nlF5w8eRLr16+Xw0e+fPnQtGlT1K5dW1PTo2DBgsibN6/s5RYWFvDx8UGWLFk08LJMmTIhU6ZMGjSCp6cnvLy8NHBEb29vZM+eHX5+frJusmfPjnz58qFAgQIShAwICEDRokU19IC0Yi7fov1HDxrZsmWDn58f/Pz8ZAHzA8qePbtM8MyZM8sYPyAPDw9kzZoVvr6+YvRdXFyQOXNmeHl5iWNoa2sLZ2dnODg4/OXKp2q3s7NDiRIlxPirUXlunz59wvLlyzVRAV9fX2zZskUTIVKLzrRr1w4tW7bUOPKcwWASuF6vl6qilStX1mQi8uXLB4PBIDrko0aNEsUnxr2zMcuUKRMOHTokv5UtWzYxStmzZ0/n+JnqbADd3NwwYcIE7NmzJ13hHQB4//69/A2nlE0RxE1llFR4nXqAYEPB0XQg9QSvpgr5kKgeAEwdNEwpbACmdadNbe5MTjt79qyMqRF1bqbgfqYiChy9Hzx4MI4dO4ZZs2bJZv01EblGjRpJVHPBggWaKtTz58+XlO7MmTNhMBjk+jdv3iyRe1dXV3z69EkKDPE84u91dnaWSGr//v3FUKqbUZUqVeRw6+7urom4AMaoDWeDeDOZMmVKuggtkKoRX6lSJVSoUEGisv9KNzc3h4ODg9gD/m020rzuLCws4Ovri6xZs0pUVafTiQ3igyivIR5nG+br6yt2jZ9LlixZ4OfnJ4c5Ii0v6Hv77zeVo/FP6K6urqhUqRL69euHNWvWCHxFhQ4BRtu3bNkyjeOfNWtWqU3AjQNU6oHDyckJvXr1wpkzZ2TtqbDZq1evyufPnDmDzZs3a/6e92auV8NBl+nTp0Ov18teyZw/tklEJLadC6KyQ3/06FGsWbPms9F3nU6HkiVLom3btlKktlKlSnj58iVSUlJMFl81BSXh71ez2Gwj1DpZ7NCqNS9M8RY5iKgWDP5cHS/e4+/fvy9jDRo0EFvOjaGnagVzrhGkwpH37NkDIuNBkRtnU1QVLc4KqTBYfoZ16tRBSEiIBkXB75ivlyGr7PizghEfLlQfbM2aNfJM2HdgREDNmjXFOedeokQJzJ49WxxvRg2cO3dO5tzRo0cBpMJlra2tNXxVFjEwNzfX+BaAMfC4du1ajY3mZ2Zqb+J7bN26NX755Rf069cPNWvWTFcV/Z/WVbrBt2r/dY6GurBMcTQ40mGKo7FgwQIZS0tgAoBFixbJIoqPj0dUVJTgsm1tbXHgwAFs2LABCxYskIOAt7f3Z0lWVatWxfbt2zURHiDVAVMjSaGhoRrHldOWtra2eP36Ne7evYvWrVuncyZr1aqFBg0aiPPMvUiRIrK4rl+/Lmm4jBkzIiEhQaLPS5YsQXx8vBht1ThXrFhRkwZVv79FixaYMGGCRNpmzpyJpKQkwUaq6UJOhRYoUEDGoqOj5bs4K8ERK51OJwcvzqKYmZkJ5v/Tp09yb5yyvnTpkhiYefPmYdu2bVi3bp08465du6Jv377o0KGD3GO+fPlQsmRJFClSRJMKL1SoEEqUKCHv2MzMDG3btkWvXr3EQeb5tHXrVjHIRMaN6Pr167hz5478zpkzZ+R+WMJP3XR4I+IK7UBqNkQlmbGsrArXUzdFvV4v0BsXFxdMnz4dXbt21fCFeB3Nnj1bcN9E2kje1atXZYOzt7fHp0+fJCI1ePBgxMbGaqKz6rzInDkzateujWbNmqXLGoSGhuLkyZPQ6/UyXzkTARgrAKs8El5XatEnwHgQP3nyJFq0aGEyM2FpaSmbgY+PD+bMmYN169Zh79698qyXLl2KyMhIfPr0SYiwXbp0kd/gomFMege+czT+rzeVo7F48WKsWrUKq1atEps8ffp0LF26FEuWLBGne/DgwViwYAEWLFggTkz37t0xb948zJs3Txystm3bYtasWZgxY4YEjerVq4dx48Zh9OjRAl8qXrw4evfujW7dusma9PT0RJUqVVCiRAnkzZv3T7N1WbNm1WRjubHwibrHdOzYURyuxMREyRI0aNAgHcGXs6QZM2aUjEhSUpLsv2khwTlz5sT169fleu/duydCH4xLZ3z+zz//jJs3b4r9srGxkYMPf5YPSmmFNlxcXNCqVStxWtX9heFbqrQ4Q5hUGU+GmqmwMr7/Y8eOyRgfSFQImSlMPvNFVM4NQzPVa+F3klYlkW2Jylll5AKr/wHAoEGDQKSVzGelQfWwwFXBVVvL2YvKlSvLGEOeVI4pw6K4AB1noqytrdNV4CYyHgh4jnNRSuY4cjaCnwPb6wULFiAyMlLe7dmzZ6HX62XPT+sXWVtbo0uXLli+fLnspRUrVsTq1asxYMCAdGskKCgIYWFhcn8VK1aU+zMYDNi9e7dG3j9TpkxyKFYL+cXHx2Pv3r3o1avXZ4sBczc3N0e2bNkQEhIi1xgSEoJZs2ZhyZIlclApUqQI9u3bh0OHDolgka+vL86fP4+LFy8KPM7W1hZXr17F1atXhZtDZPQ/Ll++jEuXLklga8eOHThz5gxOnTqlCRAcPHgQ+/fvl8zJpEmTsGPHDmzfvl3mO4sxfMv2f+KgUb9+fRljNSNVVxtIJfWOGDECer0et2/fxrp16zSOEndfX19MmDBBUqxqSk2tg2BpaYlBgwbhw4cPMBgMInWpGqN79+6hTZs2X9xMSpQoAb1eL1jfdu3aISkpSRb9ihUrROucjYiK2eWIbNmyZaUWBxFp5ENZ2YlT4yz/yjh/Hx8fuea0hDRAm7l68+YN7t27J4crIiMWuV27dhoVFRcXl3TRkn9K1+l0cHR0lOsPDg5Gy5YtMWDAAImCzZw5E7du3UJkZKRsmuomZmoep61IfvXqVRClksOB1CigWrm0Vq1aUsVXVW9ycXFBSkqKHEKaNGkiRFELCwtERESIwkdAQABSUlLQsWPHL957tWrVNGuUq7K6ubkhNjYWer0e8+bN02Bj27ZtK+l1rlT78eNHLFmyxGQ9l9DQUCxbtgyXLl1CYmKi4LlLly6tWbc8z9VKzFyV9ftB43v7UvscwZI3b5VTw7b2woULMmYqoMCHBRUm97X7FWeK09aXYTu9fft2LF26FD169ECZMmXSOeDFixfH+vXrJaP85s0b+TdVxcnb21sCI+ykent7Iy4uDnv27EGtWrXS7UdZs2ZFtmzZ0jmAZmZmGtWl27dvS/2n/v37i4QwK+hwBW4/Pz/N/tOkSRPh7+XIkUOi6twDAgKEfM+BGVNkfq4tVaJECXl+7JyrmR+GnKo1JhglsG7dOjx+/BiXLl2SwFunTp0wc+ZMjB49WoJYhQsXRpMmTVC3bl1x2jw8PFCiRAkEBweLLbC1tUW+fPmQL18++ZxOp0O+fPmQP39+FChQQJ5rgQIFULx4cZQqVUqCaoGBgahZsybq1asnAZegoCB06tQJPXr0kAx6UFAQxo0bhylTpggSo1ixYggLC8O2bdskg165cmVRLuJAmyqckfagwe+Q+R5Xr179rLBIvnz5sG3bNnm34eHh6aBYlpaWePfunew7XBeMIeaurq549OgRJk+e/JflfqtWraoheDOkjbNZZ8+e1fBsnZycMH78eHz8+FGy+GPHjsXChQtRu3Ztk0FnT09PhIaG4qefftIEHFREBR88Va4hw95UsQdTUDoWx1GVJlX/SkVj8PNRkRemoOQcCOQMEADxR/8TmfZvftBQjfnly5cRHh6O8PBwmYgHDx7EgwcP8ODBA4mubNq0ScY4Yrxo0SIhn3JEYdy4cYiIiMCzZ8/EOerVqxciIyMRHR0tZGT1pM/yml86aKiNCdNubm4YMGCAJkPAGHNO24WEhAAwThQ2tmzEN2zYgB07doDIGNnlQ4r6OxyBbteuHbZt2yZcDTs7O+Fq8O++fPlSoE8FCxYUHXBOI/NGYWVlJQeubNmyybiTk5OQ3VQHiqMofNDguguOjo44d+4cduzYIRFjOzs7tGzZEtWqVZP39P/aHRwckCFDBnh5eckiypEjB0qUKIEKFSqI8a1evToGDhyICRMmSDSlc+fO2LZtG3bt2iXPmsh4SN2+fbs8L1dXV0yePBlDhgwRHCyRMfpTqlQp+T4iEojNv6s4nL+/PypXroxmzZrJfG/bti1+++03nDx5UhY/Q7FMHTT4QL5nzx4NPII3wMGDB2sKEBUsWFCuf/78+ZKubtasmYarsXDhQhgMBjmoDBw4EDt37tTUU1HVnQBoshnjx4/HyZMnNQeHwoUL4+TJkwAgB6FOnTql4zjZ2NigXbt2knVSsc4A/tJBg5VHOnTogJiYGLx//16wwCVKlMDz588REREhTomPj4/YFl5H1tbWYoOYa0RkhFDwOG9Chw4dErvGkaNNmzYhPDxc7AcRpVvz39t/t6lBMA60ADApLsGQOhWX/7UHDXb6/kwl0RQZHEjli3FtCG4crc2ePbsGvpElSxZMnDgRr1+/1tSmOHbsmEbuunXr1njx4oVgvVWZ2AcPHqBfv34ma9nY2NhI1JR5gcxV69KlC7Zv3w4io4BFQkKCPKcVK1ZI7SnufD1NmjTRRG3VPmnSJBgMBgn6TZgwAYAR+pJ2bZlSp2N7UKtWLWzfvh1LliyRA0RgYCAqVqyowbH/X+z29vYoXLgwqlevLvtSmzZtcPr0aU0BSEYrcPR/3rx5WLBgQbrsFvdnz56lm0M5c+aEXq8Xjs28efMApELFmEDNB08nJyesWrUKffv2lXnn7OyMwoULo0qVKuI3qRA/wOic81res2ePfD+R0S/q27evcD7i4uI0gTu1Z86cGR07dhQbkFZJkQ+UavDNVCCBszuqmhsjRlRxHJa0V+HlKmJErVtlCuJtCu5nKtDJilqq5P63av9nyOBWVlZwdHSUg4KZmRlCQkJQt25dtG/fXoxhkyZN8OjRIzkRc/Q3S5YsAIwTcuXKleIQqT1jxowaNaTt27dr8N2VKlUSZ1BVG+E2YsQIEBlTawwrYoPIhDCOXgwfPhyRkZF/euKvVq2a4PHV3rRpU01EaMeOHZg9e7aczrNly6bhw/zV7uDgoNnUOnTogPHjx2PZsmWy+R09ehTPnj1DTEyMnMLVxcHPSsXRMuRg+/btMmaqDoapSDKT4XLkyCGfM6XwoGK3VZgcH9IePHiAly9f4t69exK1nzBhAiZPnow+ffrIM8uWLdu/zDGwsLBA5syZxUDY2Nhg8uTJ2LFjh8ypY8eOmeTZ/Pzzz5I9+BLP4+TJk4LvdXNzw6dPnwTb6+joKFHeDh06gIhQt27ddHOWVaicnZ0Fp8xGcv78+ZrnlxaWxe9i+vTpiIyMBAA5oHM612Aw4OXLl7I2smTJgk6dOqFBgwYoX768OGHOzs5wdnb+WzsL38ngf6+mZqoaNWqEFi1aoEWLFrJm6tevj5YtW6JVq1aypmvXro127dqhffv2spdUr14dP/74Izp16iS8gipVqqBr167o1q2bOCIVKlRA3759MWDAAAnMhISEYPz48ZgyZYrAigIDA/Hbb7/hwIEDOHfunEleGgBZ+23btsWrV68wevRoTaTZ1tZWrvvKlSsAjLzCvn37ii3LlCmTrO9s2bKlK0r78eNHyaC2b98eL168gMFgkAO0hYUFXr16JZFZW1tbvHr1Spyy9evXi6Pv5+enORA1btxYMhzFihXT7JX16tUT6BYr2DH0ZMyYMYiNjcWdO3fk2YwYMQLDhg2TvcDKygo5c+b8lwuqWVtbI3PmzPKO/f390axZM3Tq1EnqfxQtWhRz5szB4sWLJVuQP39+bNu2DX/88YdE7D08PHDgwAEcPHhQghtERoWqAwcOYP/+/WLHFi9ejO3bt2Pr1q3yPPr374+lS5di4cKFEgSrX78+xowZg2HDhonvUrRoUXTs2BGtWrWS4E+2bNlQvnx5lChRQvZYe3t7k3XCvqYPHDgQBw4ckOc8a9YsAKnCBGXLltUEYwMDA+UdqDw9tf5XVFQUXr9+Lb4MR+I5CNi5c2cA2oPD7du3AaQ65dbW1ppIP5DKXXF2dhaHnGHTrGRpMBgQFhamUUE0MzNDmTJlMGHCBFy5ckV8QX6mqrMOQBNcOnr0KMLCwuT+ihUrhi5duqBNmzbi2HNGpFKlSpKlY05wsWLF5ABmbm6OoKAgFC5cWD5HZISCFy5cWBPcLViwIIKDg1G0aFF5jgULFkTJkiVRunRpWSeFChVChQoVUKlSJXkvKnfpW7X/6EHDwcFBOo/xpHdwcBDjZ2dnJ2Ns9K2trWFnZwdbW1uZNBYWFrC0tISFhcW/XXXG0dERJUuWlDSil5dXuns7f/482rVrp3FuihQpopmIcXFxGDlypHyGr93Ozk4KlnF78+aNbAzsXHM63dvbG0lJSaLF7O7ujgkTJmgWB0cOqlevLryRJk2aaPgeHAHu0aOHSLB9bff29kaRIkUk9Whubo4pU6Zg+fLlsqiJUhU6VGlGNZrLz4IXO5AaMVQl2UzJR7KRV7G1vEGz0QNMHzRYpjR37tzyOYbSqTU8uKATEYmRUaNn6nvjg4TKx+FsAm/uCQkJYshmzJiB1atXY8aMGRJJZBUINeP0Nb1BgwaCU86bN6/MLRcXF3n/derUkeiKlZWVZqNv1aqVHFy50CVnCxkD/Pz5c/kbzkxw0+v14gywISMyHipVMt2dO3c09Vt0Oh1q166NPXv2yMGcG0PrKlasiAoVKnyVBvxf7Ww3eNPS6XSwtbUV+/Ile/Wv2DD+nJp1+d7++009aPwTuqenJ6pWrYp+/fphxYoV4nizIwYYbc2qVavSwRGrV6+usVunTp3SKNWxTVZ5B9wYduju7q6B/3HQhzMO/JsTJ06UwECxYsUko8Ods9IbNmyQ6tuq3WOYLh/QRo8ejWHDhonj/a+KvNjYUXIQ2AABAABJREFU2CA4OBg1a9aUay1VqhTWrFmDPXv2SKa3d+/eYveHDBkCIqOaEjc+QLDyFgDJ4hQvXlzGGDGg8jE+B6XkjIAqu8q8S5X/x/AeNXrPTr7Kj+PssVrAOC2cR6/XCxKkY8eO+OOPP7Bs2TLJaOfOnVsjOax29svKli2LGzduyHPq0aMH4uLiTEKOWNJZDX5VqFABKSkpmDJliswXwHggZtvJNa94HgYEBMg9LVmyRK5DbZcuXUon316nTh3cuHFDPnPu3DmN2hmvAbXuido48z948GAMGTIEjRo1QlBQ0D9C8fBLffTo0Sbv99/Z/uscjT8r2PcljoaailZTVUlJSYiPjxfoVI0aNfD06VMNb8DW1hYbN27EokWLMH78eDkxenp6ftaQFSlSBLNnz06nSMCHAXUBNWzYUJPqfvDggRgJ7jVq1EgXQWIsLRPI4uPjJRIRFhaG5ORkTeSHe69evdCjRw8QGXW3+RChHoLKly8vyg5puRG5cuVCvXr1xCEeNGgQzp49K9rSRKlp079SUIafycuXL2WMD0Qqtp2jZmpBLFN1K0xJx5oiVZsy6ExiV5U4TBVwVOt6cFMLZ6kwC1Pz2FR2ho2UStrkCIeKkeRD4YYNG3Dx4kVJt9rY2KBp06bptMe5e3p6ykaivt+aNWvK4bRMmTICz1C/w8rKCi9evJBnodPp5N1wTQpWkeFmMBikoJS6Ps6cOSOfiYyMRK9evSTCwr+pbtr8rtasWSM1XNJ2MzMzOZRlypQJY8aMwbx587B+/XrJek2bNg13797FkydPRMa3Q4cOiI+PR1JSkqYeDrfvHI3/201d0+PGjcOMGTMwY8YMWTvDhg3DtGnTMHXqVHGOe/bsiQkTJmD8+PESUGjdujXGjBmDMWPGiB1r1KgRRowYgeHDh0tWsmrVqhg4cCD69esnQZQiRYqgQ4cOaN26tcAmPTw8ULJkSeTLly9dITRT3c/PT2RauRkMBhw9elQDW3F1ddVkGePj4zF48GDNvuXp6ZmuHpRer5e9WXXCuGBajhw5kJKSoqlLw+ITafuGDRsEZjVgwABNEIyd/7Jly2Lo0KF/qrrn6OgonwkNDUW3bt1kD7Szs8OxY8dw9+5dyZqoNox5lU2bNpUx5i+2b99extgBVlWeTEnMckV1VSDFVBArKSlJrv/9+/cyzpkodc8wJTTCGV/1QMgHJFXxig+hqhPJvsXw4cNljGt0jR07VsbSHmZiY2NlHtWqVcskIZz3PIbS8SFJdeR5LufLl0/jY+XPn1/WEv8mZ8qzZ88u85oz5irHlccY4TF37lz5bXV9sMoZYNzfVci0nZ0dxowZIz5kt27dEB0djUOHDmHy5Mlo1KiRSZ8rbbe3t4e/vz9CQkIEzVGqVCmMHDkSkyZNkgKOQUFBWL16NdauXSsHtOzZs2Pbtm34/fffpdC0s7Mzdu/ejd27d0uhR54PPM5jv/76K/744w/s2LFDfJI5c+Zg69at2LJlizzf0aNHY/369Vi7dq3cU1qY8rdo/3MHDRXzytJtKhmcpWBVog0AOdmPGzcOSUlJuHHjBtavX68hunG3sLBA3bp1sWXLFiQkJAiGvUmTJujSpYsYPysrKwwaNEhz33/88Ycmve3j44MZM2aIA/Pw4UPZ6Di6z6lnJriplU354NCwYUOZtC1atNDAlvhZpy3qxJudWugnLebdFOFOLZxn6j2rMnKmil8x3EgtTmTq3TM87ffff5cxJquvWLECycnJSEhIkIPGsGHDEBkZiXfv3onDSGQsZhMZGSlKXYUKFUJ8fDySk5Nx+fJlEBkdWG6m4FSfPn2S71OdTY6AqwVzOAqvRk94UauOuKmIFZMF2TCaEi9gHHjaaAqTGVUj7uTkJI539erVZTNVYUx58+ZFcnKyqLMwpyk6OlocLD4MJScnY+3atZpK8DY2Nli0aJE4MElJSZgzZ44mhV6rVi2Zn/Xq1UNKSgoOHz6Mtm3bmkzjh4SEYMWKFVLYkjk3aqEqIBWOpRZIYzK4Gun9Tgb/3tI2vV4v74ax2oDpIlh80FUzrqY4GlywT4XJMbFZ5UAw1EblBKoqiWrj/eT333/HkiVL0LNnT1SoUEGTRSQyRqDnzp0r+43BYJBAkyoQERgYqHG8zp8/ryn86e7ujl69euHkyZOSceRr8/X1leDYx48fZW85ePAgEhISxOFUI9pBQUFi869evSqiJmoPCAiQ4rBpe1BQEDp27CjP++eff5Z1yPaXg3qm9nd2yAoVKiRjfPhQFaHYX1AhosztUgm8nL1XDy6mYLnPnj0Te8xNzfKrNR1MZfT5oKEG2nj/U5WoGjduDCKjY8ktbT0iIPVQMW7cuHSfU2t1cPZZzZqwz3L16lUYDAZRCPP09Ewn71qqVCm59vnz52s4j0TGAy+jENL+bWhoKKZNmyZ+Hx+KkpKSZA5xhsNgMMi6LF++vOa7rKysBILE6ykuLg7jxo3THL5btWol/AZWSEu7rtL2okWLolu3bpg+fTq2b98u16Du7WrQlxsLL7B8M5CqRhoUFCRjDEvMmDGjjKnCDmpAgcdUxIgpmWb2r1RUAr+jzxXX/Xc2C/rGzfgsjO3Dhw+k0+k04x8/fqQPHz4QEZHBYCAiok+fPslYSkoKERHFx8fTp0+fiIhIr9cTEVFSUhIlJiaSTqeTz6m/x/+ff/NzY+rvmJubk6WlJeXLl4/y5ctHVlZWtH79eipWrBi1bNmSVq1aRRcvXqTt27fT9u3byc3NjVxcXIiIqFixYtS3b1/q1q0b9e3blw4cOECTJ0+mFStW0Lhx46h9+/ZUs2ZNmjNnDjVp0oQsLS0pIiKC+vbtS2PHjqXu3btTz549qXHjxrR+/XqaOnUqrVu3jrp06UITJkygM2fOUKNGjWjz5s1ERGRtbU3dunWjw4cP0/Pnz8nX15eIiNauXSv3Vb58eTpx4gQREZ08eVLGN23aRFmzZqVixYqRs7OzjPOztbS0lOfBjZ/3mzdv5H0dP36c4uPjKSYmRj63aNEiAkBxcXHyTvv06UNmZmaa99ikSROysLCg5ORkioiIICKiBg0akIWFBaWkpNDbt2+JiKhZs2ZkZmZGer2eEhMTiYioXbt21K5dO807HDduHI0bN47StmzZsmn++8qVK2Rra6sZe/XqFdnZ2ZG5ubnMjcTERMqcOTNZWFho5kupUqXIysqKrKysKCEhgYiIOnXqRK6urmRjYyNzd+7cueTr60t2dnYUGxtLRERHjhyhqKgosrOzk8+9f/+e3r9/Tw4ODvK8zMzMNO8hOTlZfp/fV9euXal8+fKUO3duSklJoTNnzshnmzdvTuvWraPY2FiaOnWq3M+zZ8+IyDgvXr16Rffv36dbt25RtWrVZH706dOHiIgWL15MsbGxlDdvXipXrhzNnTuXpk+fTk+ePCEiIgsLC9Lr9fTTTz9R586dCQDt2rWL+vXrR3fu3CEiovz589OMGTOoSpUqdOjQIZo4cSIdPXqU/Pz85HuIiPz8/Kh169Z0//59Wrt2LVWoUIHatm0r/87zkNcpt7T2RB1TG/+7wWCgpKQkAiBzyWAwyJzk/wUg7yc+Pl6+58OHD/JdX2PD+PuIUtfW9/b3aKb2BXVcHTP1N1/bvrQP8TonSp07qs01GAwyXrJkScqQIYP8W9OmTWnDhg1UunRpunr1Kt25c4d69uxJQ4YMoTZt2lDz5s1ljl+4cIFWrlxJw4YNo6tXr1JISAi1aNGCpkyZQsHBwXTp0iXKkSMHPX/+nCIjI2n27Nk0e/ZsypIlCzVs2JDq1q1LGTNmpKdPn1JYWBi1atWK7O3tqWXLlrRw4UJauHAhPXjwQOxUXFwcubq6UlRUFLVs2ZKWLFlC0dHRNHz4cPrjjz/kHgICAujevXuUkpIi+5ZOp6OQkBA6duwYWVhY0Pnz58nMzIwqVapERER58uQhBwcHAiBr087OTvOM+ZkREdnb2xMRadaiq6srERFFRUXJmLu7OxERRUZGEgBKTk4mGxsbIiJ6/fo1PX36lJKSkuj9+/dEZNwzTp48SUlJSWLv3r9/Txs3bqTk5GT57uTkZJo9ezYBIL1eT+bm5pSSkkLTpk0jJycnAkAfP34kIqL58+dT5syZCQC9ePGCiIjWrFlDZ86cIZ1OR/fu3SMioh07dtDz58/JzMyMbt26RUREJ06cIEtLS7KwsJDruX37Nm3fvp2srKzo8ePHci/Xr18na2trio6O1swzdT6q85WfQ0JCAul0OipQoAAREfn4+NC9e/do0aJFNGjQICIiOnXqlPzd2rVrqVy5cnT9+nXKkCEDvXv3jqKioujmzZtERBQaGkoeHh60YsUKIiLat28f7du3T/5+0aJF9Mcff5CVlRVFR0eTtbU1jRkzhmJiYujt27fyjI4cOUJERIGBgdShQwdq3rw5PX78mIKDg2n//v20bt06Gjp0qOw5JUuWpFmzZlGxYsXo9evX9NNPP9GiRYvkHomMfkNwcDAVLVqUgoODaeDAgXTx4kX6+eefqW7dunKN/fv3l/ectv0r/mhaH0AdUz/7Z3ve1479R9q3Psn8N8jgOp0OFhYWEk23tLSEp6enFOUiMkJLqlevjmbNmqFr165y6m7Tpg1u3bol6WOOfFStWlXu6caNGxg4cKCmMiOREZ/JRCaDwYAdO3ZoVIEKFiyIgwcPCsazfv36WLJkiUa/3MbGRjIWZmZmePjwIRITEwUypHY7OztJUTs4OGjgUPz/1WvkKLROp0N8fLyoOvj5+WHDhg2YMmWKKBYEBgaiSJEichL+3v+zPXPmzChUqJBwKIiMkag1a9aIMhinyjkaqX7WwcFB5r86L5isunjxYokaqZEgX19fxMTEICEhQT5bt25djaqIh4cHxo4dK4Tz9u3b48aNG5oK9BkyZMCiRYuQnJwMwAi348wTdycnJ3Ts2BHHjx+XKA1DtViKUq/X4+HDh5oIWs+ePdGyZUvUqlVLMi5eXl7ImjUrMmXKJFFOc3Pzb8Lf+lf7dzL436upvKsOHTqgR48e6NGjh6yX1q1bo0ePHujZs6dEQZs3b47evXujb9++YisbNmyIgQMHYuDAgQIPqVevHoYMGYKhQ4eKfa9VqxZGjRqFMWPGCEwqNDQUs2bNwvz58yV7XqJECezcuRNHjx6VrBuRFrIJpMJI16xZg5iYGMybNy8dLp3IyNni9fX27Vt06tRJ1oSDgwOmTp2KxMREiVrPnDkTLVu2TFdhnP/b19cXq1evxvTp0yUinrZnyZJFeAJ9+vQxifXv37+/ySJ8y5cvx/Hjx0GUmm388OGDwKxGjBiBNWvWCPyJf6NXr14CpTE3N0ejRo1Qt25dydJbWVmhRIkSCAoKksyjhYUFvL29kTFjxn+ZIP2/1G1tbWU/8PHxQcWKFdGgQQNRCOzTpw927twpUFQuZJyQkCDrZuDAgRoRFF47JUqUSKfe6OHhIVl75nyq8rNf03U6Hbp3746LFy9qov3JyckaiXW+3nXr1sFgMCA6OhrDhg3TZDj4HtIqSwEQaC8rcgJGP499vGnTpmHjxo1YuHChoAuCg4PRuXNntG3bVqDSmTNnRp06dVCzZk2Bhzs6OqJSpUqoWLGifM7Kygrly5dH+fLlNRA0hsCrz6ls2bKoXLkyqlSpIvt+SEgIqlevjho1akiGsUyZMqhTpw7q1q0r74Jrn3zL9j950Ph3dDMzM+TIkUOcuFKlSgl0iJterxf8uzrpmzVrJvVBEhMTMWvWLM3CY+edC8Po9Xps3rxZNh+1FyhQQEOI1el0go01MzOTIjxqV4m33AsXLizF+jw8PNCtWzeTWMuv6arSVc6cOREYGKhxcuvXr4927dqhe/fu8tkBAwZg5syZWLRokUzwGTNm4I8//sC+ffsEWjR37lycO3cOFy9elEU4Y8YM3L9/Hw8fPpTK0ZMmTUJkZCRiYmIEjzp48GAkJycjJSUFHz58kOvh2g5sHEuVKiWyp1ycL2vWrHj06BHu378vqXZHR0dcunQJ58+fx969e+X79uzZg507d2oURKZNm4bZs2dj0qRJAldo2bIlOnTogGbNmonzy4oRuXLl0hyE/5X34OTkhNatWwsEa+7cuYLXVXtabhCRUYaS/27OnDmadLGdnZ0QPVUn3c/PDwsWLJB1wHPP29tbDLSlpSUGDBgg8Lm3b9+ib9++6dSgfv7553TrKTk5WRRwsmbNirx58/7jq66q/ftB4+/VVBjLP6G7uLigSJEiaNy4MYYMGSLOuwp9MBgMOHDgAOrVq6fhOBQvXhx79+4VR+z8+fOyxolIw5Vg7kB8fDy2b99u8tBhqru5uQlkJCAgQMRKVOWn3LlzawReeDw0NFTGz549KwRnBweHf1m579/dra2t4ejoKPuXmZkZcubMiTx58oifoNPpUK5cOVSuXFkTeKlfvz6aNWuGli1bir1v1KgROnXqhM6dO8vz/eGHH9C9e3f06NFDYGg1a9ZEt27d0K1bN3nnFStWRPv27dGmTRsZK1q0KOrXr4/atWvLodHf31+K2PJ1u7q6wtPTE87Ozn/Kg/maXrNmTYwePVoO2Xv27JH6W+r363Q6cZhVKdksWbLIXvjgwQO8f/9e/u3MmTPYuXMnmjRpAiKjH7Ny5Ups27ZNw1FQoY9v377FlClTNEFSMzMzjBo1Cp8+fUJcXBymTp2qOeQWK1YMBw8eFFiyWsQuKSkJt2/flvVSpkwZVKtWDXny5Plsced/Ulf5Od+q/UfraLx+/Rrx8fGIj4+X6MHNmzdljAmzhw8fRlxcHOLi4gSnv2HDBnz8+FFTWGXWrFmIiYlBVFSU4A979+6Nly9f4tmzZ1LfokqVKrhy5QrOnj0rGQpHR0esWLECM2bMwIgRI4TT4OPj89nIhp2dHerVq4cVK1aIggc7qtmzZ5fFQGQ8GXfq1Enwf+/evUPPnj010eUiRYrg/Pnz8qwMBgMOHz4syj9q55N5vnz5NAtR/T1eOGkj1ERGCUTGLKbtNjY2KF26NJo3by7fMWzYMOzcuVN0nomMmOXExERERUXJGON1k5OTZUwlufFCVKUZTeGdOaOkVmBl/olau4GzPeop3JQmvSlsPBOqVJw+R85UJYvbt2+DyGiQub19+1a+T5Uw5jFVIIA3jXv37skYvwf1fTNu+vDhw0hKSkJUVJQY6yVLlmDPnj1CPCQy4kkrVKiQLkrDPWPGjEIId3BwkHmgHhbUv2UH4PDhwxIJNKWHHhQUhA0bNmikasPDwzW65ETGTZI5VzExMRg1apTGyQgJCZF3yjjhjx8/YsuWLWjduvVntditra3FNjg7O+Pnn3/G1KlTsXTpUpk3w4YNk4qpHElt2rQpIiIi8OLFC8FalyxZElFRUYiOjpaMXtasWcW28Lu3sbERGxQZGal5z2yvOBJ269YtGeMD85EjRxAfH6+RSla5Wt/b36Pxu+nbty+GDRuGYcOGiSPYvXt3GeM9oX379hg8eDAGDRokzlKDBg3Qr18/9O3bV5y+mjVrolevXvjpp59k7pYvXx5dunRBp06dJAoaGBiIpk2bokGDBiJskDFjRhQpUgS5cuVKlzU31X19fTF27Nh08resPKfuOaVLlxZFw5SUFKxYsUIcWv7shg0bNFr9gDFi/fvvv8ucDwoKQtOmTdGrVy8hmu7YsQMXLlwAkdF5VGtJsQ1q3bp1uuvPkCGD7KNfKuDK3xEYGIgqVapovr9Pnz4YPHiwrH1ra2vMmzcPixcvlmyog4OD1Flie+Di4oKLFy/i+vXrmvofb968QXR0NM6dOwcirXKUqToHf6ZUqDrCvMeyRCuQnpsHmK5zwFksdU/kwOKyZctkzFSRSFN7J9vwGTNm4PXr13j48KHwjHr37o21a9di3rx5Mg9LlCiBQoUKffHw5+PjgwkTJshcGT16dLoDjb+/v0mhg2bNmuHatWvyeeZ2stCAiiwBoLG3x48fR4sWLTT+j6pcun79eixZskSTXcuTJw+2bt0q74x9ieDgYDRo0AB58uT56qKBPj4+UjKB13KpUqUwZswYTJo0SZ514cKFsWTJEixdulS4xdmzZ8evv/6KtWvXCo/Szc0NYWFhCAsLE4K4ubk51q9fj/Xr12uCzEuWLMGaNWuwevVqCRpOmjQJy5cvx7Jly2RvHTx4MBYvXoxFixZJoPk7GRypdSO2bdsmYyyXp5LrTMm5zZ07F0TG1DY3U0QbILUa5qJFi2AwGPDixQscOXJEjFlaPW6uw8GVJ7na8aVLlzQG0MbGBv369ZODCRPO1F66dGls2rRJYCYApGKni4sLdu/eLfdSt25dTXSdu6l0Y+/evU0abjc3N/Ts2VPS3s2aNZPf5U2RiU2mSNDqQYMhZupBg2siAKaLTZkqfsWqX/v27ZMxUwpTfJhT1U94sQ4ePFjGTB00mAxevnx5+RxneVTJWy7Q5u7uLmOvX7/+4kaiSkeaOmiwUf3cQYMbp/SZtGVKzWvy5MkgMh6ghwwZIn+TtvMcUjtvSqrhHz16tKZC7JkzZyTCWbt2bblfg8GAI0eOoF69eungSB06dABgJNxNnz5dc2goXLgwdu/eDYPBIHCHAgUKoGbNmukyHbw55cuXD3v37sWjR4+g1+sFQpI9e3aojWFkqrFkQ92xY0cZ48wjF9UEYPI7uQru58jgsbGxMv6dDP7Pb/xuVDKlWtWYGztaly9fljFT8tumxAl4zalVqDlzN378eBnjAnyqwpHqwF67dg3btm3D9OnT0bVrV5OQwHLlymHZsmWIiYkRwu2wYcPQu3fvdAqELMMeFRWlgWaw7evduzeuX78u15KQkKApAMhNdZJZuU51zhiurHZnZ2fZf/z8/DSfNzc3FyeoTp06uH79OmJiYuT6uZAii3bY2NjItfDvq0EiU/acP2dqTFUg5EOFKphi6ndN7YlAau0lVXWREQqqlC0/Q1MF1VRVwq89aLCPZOqgwQXygNSDhvo5rpqufl/aKtJqkG3s2LFo2bKlSRgckRFGyEpj6hzk4FvevHnT7QPst0yaNAnnz58XFaqiRYsiOTkZL1++xNWrVyUQnfZAHhwcjKVLl+Ljx48YNmyY5jv5t1esWCHBs4iICPz888+fzdzZ29tLlqhkyZJYunQpDhw4gPv37ws0T13z/fr1A5FWIcsUGdyUyAlng1jmWZ1zVlZWMvY5pU9T+5IpVU+2X6rP9a3aNyeD/6ca/iLRRiXcEaUSeSwtLUmn05GXlxd5eXnRtm3baNeuXdS9e3dq0qSJkMAvX75Mx48fl7+/dOkSHT16lMqWLUs7d+6k48eP09ChQ+nEiRM0ffp0WrJkCXXr1o2WL19OREQtWrQgMzMzCgsLo5MnT9LJkycpa9as1LNnT+rQoQMdOnSIiIiGDh1K1apVo2HDhhER0eXLl6lq1aryu4GBgXT16lU6ffq05n50Oh3NnTtXyLNZsmQhJycnun37Ng0bNoz69OlDI0eOJCISMjsRCXnQyspK87yItOQkbgkJCZSYmCgEKiKiiIgIioqKouTkZHkHV69epTdv3pBer6ekpCQiIjpz5gy9ffuWDAaDkGlPnDhBHz9+JIPBIGRwJpcBEDLX2bNnadWqVWQwGIQMd+XKFVq2bJmG6EtEtHLlSrK2tqbz588TkZHEt2LFCtLpdHT37l0iIoqNjaV169aRTqcTwnRSUhJt2bKFdDqdkLmJiHbv3k3m5uYaMtbZs2fJ3d1dCNJERA8ePCCdTqcZi42NpQ8fPpCFhYXJ+cnPmJ87vwf13fD7srW1pQkTJlCVKlWoYsWKlCFDBsqYMaM8j7Fjx5KdnR3FxcUJAXHXrl3yHR8/fqSkpCQaOXIk+fj4EBHRixcvqHjx4jR37lwKDQ2lkydP0sePH+m3336jWbNm0eXLl+V6qlWrRvnz56dp06bRqlWrKHPmzLR8+XJ6/vw5ERHlypWLxo4dSw0aNCAzMzO6efMmHTx4kIiIrl+/TtevXyciIxG8bt26VLduXXr+/Dm1aNGCPDw8KDQ0VH6LSfE8dz73vNTnqb6f7+17+9r27yZMmpqHpgifqiAJN9UeFyhQQEi479+/p4ULFxIR0bJly2jdunV06NAhOnr0KB09epR69OghtqN48eJUq1YtGjBgAE2cOJGWLFlCR44cobJly1LlypVpxIgR9PTpUyIiqlu3Ll24cIGeP39Os2bNolmzZlHx4sWpY8eOVKhQITIYDOTg4ECZMmWSa1SFFDZt2kREpCE9Z8mSRew2j/Xo0YPCwsKIiOjhw4fyXaGhobR+/XoaNGgQLV26lIKDgyl//vyUkpIiz4KJ32wL2Daoz9DCItW1+Ro7q36PSupVSdCmxgCQTqfT2OmkpCT5bxY7UYUgvtZm/Tvm4ecED740ZqqlFePQ6XSyt7Rs2ZKyZctGCxYsoO7du1NgYCBlzJiRDh48SAaDgbZt2ybPzNvbm2JjY+nt27cy527fvk29e/emmTNnkpOTE8XHx8s7GDx4sOY6Ll68SFZWVumu+8WLF2Rra0vNmzenLl26UHBwMCUlJdHq1atp3bp1cu22trY0ceJE6tKlC1lZWdHx48dp3rx5tHXrVo3QiI2NDU2cOJHy5MlDefLkIW9vbxo/fjyNGDGC8uXLRx06dJDPsrCM6nPw8zL1jv+sfcmX/RxB3JQdMfVZU2P/EYL4tz7JqBwNa2tr6TxmZWUlY3z6/9wYVzrlk6m1tTUcHBzg6Ogo6TJbW1tkyJABnp6ecjq1t7dHrly5UKBAASHLWVtbo169ekL440h+9+7dcfbsWbx+/RoGg0Fkb9XIE2A8Yc6dOzdd5eyiRYtiw4YNSE5OhsFgwK5du9IVT8qQIYNIJ7548QLDhg3T8DBU3F+dOnVQpkwZDZyLo0qVKlVKl9ZT0+DcS5UqBb1eL3Jmv//+OxISEkROsEaNGpg4cSL69esn76ZkyZIoVaqURpouY8aMcHZ2/perhX/vpruVlRWcnJzg4eEh79PPzw8lSpRAxYoVZQ106NAB48aNkzlZuHBhfPjwAU+fPgWRkR+RlJSETp06gUgLmTIVqWHyqRrpsbS0RPHixVG/fn2J7KpwK1tbW3Tp0kWk82JjYzVSt0TGSMyyZctkDRw+fFiT5eM+YsQIXL9+XUPgYwhFcHAwAGOk8PLly5IJsbOzw08//YR27dqhQYMGsm6yZcuGggULInfu3BJZs7Ozg6enJzw8PGT9mJubw9HREQ4ODjKPuWCfra2txjaZslf/ig3jz6lFJr+3v0fjd9OnTx+BSfFe0r17dwwfPhzDhw+X+dOpUyeMHDkSo0ePFshQ27ZtMX78eIwfP16gHC1atMCkSZMwefJk2XMaN26MGTNmYObMmRKJrVevHpYsWYLly5eL7GvFihWxa9cuHD58WDJx9vb2mow3R99V+M7Tp08xceLEdIRwPz8/zJ49W3hTT548QefOndPtHU5OToiOjoZer8fOnTtRv359zWcYkuHl5YUpU6Zg5syZmD9/vqwj9bMWFhaaastExv2DI88qJywwMFCiwizRyhH58ePH48qVK2IXiIxk9enTpwvMhVEDvXr1koy3ra0t2rVrh9atW0vE38rKCo0aNUKDBg2E2GthYYEaNWqgWrVqAhnS6XSoUKECypUrJ6ReIpLKzWpF5sDAQBQsWFCzT/r7+yMgIAA5c+YUe5AlSxb4+PggS5Yssn+7ubnBw8MD7u7uMubg4ABnZ2c4OTlpivs6OTlpxuzt7eHq6gp3d3eZr87OzsiSJQt8fX3Fh8iUKRMKFCiAoKAgsYu5cuVCjRo1UL9+fckclS1bFv369cOwYcMkm922bVuEhYVh586dArtetGgRoqOjkZKSki4zw5xFjs5ztD7tPONMPouNpO2XLl0SPgQLfKT9jE6ng4eHh/htVlZWiIiIAGDMQM+dO1cDzeL9z9zcHBcvXsQvv/ySbt8qV66cBo6UFuo6b948EBmhkoAR0fDq1SvJYnbq1AlLlizB1KlTJUMYGBiITp06oV27drLms2TJgoYNG+KHH36Q+eXi4oJatWqhZs2ashZsbGxQo0YN1KhRQyDHZmZmqFGjBmrWrKnhANWoUUNI3jyXqlevjoYNG6JRo0ayRqtVq4bmzZujRYsWwtlRM1ffqn0ng3+h29raCmSqTp06uHDhgganbjAYZEE3a9ZMYzyzZ8+OefPm4dOnT0hJSREOCXcrKyu0b99eUtNxcXFYunTpZ3kU3MuUKSPGIW26Ue2FChWSSTxlyhTs2bNHoybx7yCB/dlzc3V1FUPr5eWF7NmzI2fOnGJ4cubMiUKFCiEoKEieY+7cuVGqVCmULl1acKB58uRBhQoVUKlSJTE6AQEBqFatGqpXry7GJkeOHKhVqxZq164t6V9ehLVq1RLys7u7O6pXr45q1apJetrBwQGVKlVChQoVZMzS0hJlypRBqVKlhJhOZOTWFCpUSLO55MiRA9mzZ4evr6/cs4uLC5ycnL75wczb21t+c8GCBWLwPTw8NFV500IteA6YmZl9VsOee+bMmTFx4kTBGkdERGDQoEHp+CKlSpWSGiUbNmzQCBzodDr88MMPsk5YMIHX0p07d4RjYm1t/VUE1H9S/04G//u1//ac+Ctdp9PB09MThQsXFtvu6empgeUAxrXEmHZ1zdvb26NLly6y5zx69AgdOnTQfIYhTXv37kVycjJevXqFKVOmaNQTv9TZ+VSdIP5+rieidjMzM8TFxQl0qEWLFqhdu/b/lAjE/2I3MzOT/SMoKAjNmjWTPcTV1RV37txBTEyM7PW//vqrJpjKneeEOgezZ88uwbQaNWoAMAa02Bfbt2+f+GEGg0H4tfPmzcOUKVM0dcq8vLwwY8YMfPz4UWC26sHH1tYWP/74o6iFAqkFdy9evIjo6Gjh9vK1Ojo6wtvb+6u5G3/3rhZ6/GZ29lv/gIoju3nzJp4+fYqnT59KtPTYsWMyxjiyrVu34smTJ3jy5IlED5YsWYJHjx7h0aNHqFKlCoiMhNLw8HDcv39fyKxdu3bFjRs3cO3aNcHJhYaG4ujRozhw4ABmzJgBIqMTtnDhQkyePBnDhg2TyZknTx5kyZLls5KYrq6uqF+/PubOnStYOiIjf+H169cYMWKEBp/u7u6Ozp07y6GgVatWmigJXx8rggwaNEgWcvPmzTF9+nS53/z580txQLWnNcpWVlY4efKkjH9uQfB4/vz50aZNG/Tr10/GZs6cia1bt0pxIl54d+/e1VQLf/PmDT59+qR5zypHwxQXxxRe8GuLE5mqgmoKD2kKG//rr7+CiFC5cmX5nKmKrnx/np6eMvZXqoWbwkhydOXMmTOIi4tDTEyMbK7r16/HvXv3cP36dYmITp06Fdu2bcPatWvlEPbjjz+iQ4cOEkH50mGR5++6devScThM/V3Tpk3lUJI7d27Mnj0bPXr0kENS9erVodfrcfHiRbRs2TKd8hirzRAZMy98+CMyRma6du0qnBXmYm3atAkrV65Eq1atTMpfcvfw8JDok5mZGYYMGYKJEydi/vz5cgDs3r079u/fjyNHjqBbt24gMvJLrl69ihs3boikdFBQEO7fv4/w8HBs2bIFRMYIE9uWEydOgMh40GEbxDhtIiPxm+0Vv5fjx4/LGEdxt23bhqdPn+LOnTvytyqP53v7ezR1zrK8LZPBW7ZsKWO8XzVq1Ahdu3ZFly5dJEJcvXp1dOjQAR06dJB9pEKFCmjbtq1GFahkyZJo0aIFmjVrJjYwf/78qFOnDmrUqCHrIlOmTChcuDBy58792ahv2l60aFGMGTMGly9fhsFgkOhrlSpVsHDhQiGnci9fvjw2bdqER48eia1QHTQiYwaie/fuOHbsmGRJLSwsUL9+fbRp0wbNmjUT2+Lh4YFjx46l24ssLS3TiatYWVmhd+/eIDIGaFhJ0FQ3MzNDxowZxVbqdDo0bNgQLVu2FF6lg4MDBg4ciKFDh4qD6uzsjIkTJ2LKlCmyPzg6OmLevHlYsGCBCMXY2NhgxYoVWLVqlfAgdTodwsLCsHHjRhGPITJmJH///XeN2uCWLVuwb98+HDhwQLINmzdvxvHjx3Hy5Em5902bNuHChQu4ePGiPOf169fj+vXruHnzpjjLK1euxN27d3Hv3j1BQixYsAD37t3DvXv3JFI+ZcoU3Lp1Czdv3pRo9/Dhw3Hx4kWcO3dOuBw//fQT9u/fj127dsm+0apVKyxfvhwLFiyQ36hatSoGDBiA7t27iw3Lnz8/ypUrhyJFioit+ysKidbW1rJ/dOzYEbNmzQIRfVapyZTqpq2tLQ4fPoyoqCg5KCxcuBAGgwFv3rzB0aNHZd9SM/NZs2bFwoULER8fj1evXqFfv36agF/mzJkxbdo0jXCNwWDAjRs35P4/J7qidp1OJ4GzHDlyoE6dOmjZsqUEK4ODgzFmzBhMnDhRMpb58+eXecjV2rNmzYqlS5di2bJlwpd0d3fHihUrsGLFCqlQb2VlheXLl2P58uWyxnmOLFmyBIsXL5b9ffz48Zg3bx7mzp0rftiAAQMwY8YMTJ8+XQ5UYWFh397Ofusf+BZkcDYwixcvljF2LtRKq9OnT5cNgxurDPn7+2uuMy0ZOTExEeHh4XJNJUqU+GyE1cLCAmfOnBEIyKdPnzBv3rx0Dl6WLFlw5coVAMCpU6fQsGFDjdOnOls//vgj1q1bh/nz58tnVOfOlLPIRiOtVjVRaprSwcEBhw4dwosXL8RAqWRr/l6OkqmqORxFUFWvWHVKrbL7tQeNs2fPyhg7jOpBg9W3Vq5cKWNci2Hq1Kkyxuoq/fv3l7GvPWjs27cPRMYaJ9z4oKFWC+eDhoWFhYx9rhr6lw4aFy5ckDGWRFTJ4OwQqOpbvDFdu3YNQCq50c3NDZGRkTh16pT8nSmHneeDv79/ugN0WseA3/+QIUMQFhaGESNGyLxLqxJSrlw5bN++HSkpKYiIiNDIZbKhHDlypEaR6+7du589VFhbW8tGqtPpcP36dXl3amVUVv0CTBMcp06dCiLjhspt69atIDIKL3A7c+YMiIywK27fyeD/txq/G7VKsykxB1NKebxn7N+/X8bKlCkDIqMDyo0dadWOcfR3+vTpMsak1R49esjYqVOnQGSM8r569QqXLl3Czp07JbBmSv3Hx8dHMhBcmZghjA0aNNA4ZGwbgoODkZKSgqNHj6Jr164mo89ERmGV9evXSzCP7UW7du00kC22M2rWl+1Iu3bt5Nml7a1bt8bs2bPlebMKE9dacHBwkGdjav2ywIM6dvnyZdkDuZmqIP7ixQsQaYNJKiIjPj4ewOf3Og4mPnnyRMY46Hjjxg0Z42CSWknalBgKQ2jUucTOthp8Y0d74cKFMsZCADNnzpQx3jvVIJ2pwJ0pwRWVIB4fH48XL14IBGrQoEGYPn26ZKPZfpp6vzxf2IdTu5ubmxxCTP09r8uMGTN+lnju7e2NFStWICkpCS9fvkSfPn0038Xvo2nTpgCM6+Ls2bMYPHjwZ7N2Xl5eqFChghDnXV1dce7cOTx79kwjya7C60ePHg0iQufOnWVs6dKlIDIKsnDbuXMniIwoCW6sdObr6ytjDx8+BJHxkMYtOjparlFVieP1zYpdQGqWRhV34PV69OhRfOuWnt37D234AvFbHWNSlkoWIzJWMiVKJZpZWVlRjhw5hOi2YMECioyMpLNnz9KECROocuXKQvjS6/VUokQJyp8/P02fPp0+fvxI3bt3p3v37tH69evlN54/f06FChWiypUrU2RkJG3YsIHCw8Opd+/eZG1tLSRaIqJffvmFmjdvTt27d5f7+FJlYS8vL7py5QoREcXExMj95c6dmx4/fky//PILERkrsVaoUIG8vLyEgO3o6EhERhJRWhKyKcIR/k2EtZSUFNLr9RrSeGJiIsXHx1N8fLyQmhISEqT6Mj8DrkYeExMjJKyEhASKjo6Wzo3/m6uv6vV6+VseS0lJoQ8fPtDHjx81FWTj4uLkevjemdyXtkr1v9rU52mKRJaWCO3k5ERERmK5q6srlSxZkooXL05Exmrhb968oVq1asnfctX2+/fvC+mbW1JSkny/TqeT3504cSI1bdqUxowZI888IiKCzMzMqFmzZnThwgU6cuQIeXp6UosWLShbtmx09uxZ+d7BgwfT06dPadSoUWRra0srVqygkJAQypUrl8xzMzMzKlGiBA0dOpQOHjxIUVFRdOTIEdLpdASAPDw8pKqvWsldrdTNz+vPyJamnvV/rUrq9/aPber8Uf//1/5N2jFTJE51b2ISsq2tLXl6elLhwoWpRo0a5O/vT0REjRs3phcvXtAvv/xCdevWJTs7O4qIiJAK0rNnz6Yff/yRDhw4QGXKlKHNmzfT48ePadiwYZQxY0axDRcvXqQqVarQo0ePaPLkyfTixQvavXs3tWrVSrNONm/eTM2aNaP8+fNTYGCgrLEVK1ZINeqsWbPK/bHgg5eXFzk4OBAR0apVq+jatWtEZKzG3b59eyIiypw5M61atYp++ukn+V7+G7Z9Kuna1PP6XHV1oj8XijHV/oyQq+4BaQnTf2XMlM0yNWZqfzA1xs9E/Q0eU8nu/DxVkQ1TY0zmTkxMJBsbG/Ly8pJK6kWLFqW+ffvSjBkzxF5fvXqVwsPDqVOnTkRE5ObmRmZmZnKN27Ztk32H5/L79+/FDzM3N6e8efNqfpsFWd68eSPV2bNly0bVqlWjQoUKERGRs7MzVaxYkQYMGEDZs2enmTNnUnx8PBUvXpx27dpFe/bsISKijRs3UocOHcjX15eKFy9Ok/4/9r47LKpre/s9M0PvVUVs2AtWbLH3HkvsGnsSU+yJxhJ7j11jxN4Fxa5YwYINbHSQjoB0hg4zzMz+/phvL87IRM2915vk/lzPc55HFzNzzu777LXe912/HlFRUTA0NKTnGTx4MPLy8vDmzRv4+vpi69atAIDCwkK4ubmhatWqkMlktDaJCQM+tI3fRQLwvvnlj9aydwG/3+f7WPbRWafESPxGjRpRhfANXseOHWkApKamAgCGDh1KnT09PR0AMG3aNMyYMQOCIBAb0aJFi7Bu3ToIgoCsrCwAwM6dO3Hq1ClIJBLqjFevXkWbNm1gYGBAm+vk5GSMGjUKZmZmMDMzQ1paGgDg1q1bKCoqQpUqVeDo6Ej3r1y5MmQyGdq0aYM2bdpg4cKFWLhwIdavX4/atWvjzZs3CA8Px48//oiff/4ZAwcOxNSpU9GmTRsA2o43ZMgQnD9/Hj4+PvDx8UHdunUxc+ZMWFpaUj3Vrl0bzZo1Q2lpKSIjIxEXFwdBEDBixAhcu3aNnl+j0dCGTFx3EokEO3fuxIsXL3DgwAH0798fNWrUoAFma2uLgIAApKenIykpCYB20N2+fRtyuZzaauTIkVCpVDqb7saNG0OtVutMQNWqVYNGo9EZUHyh0Wg0tCmsX78+NBqNzuD47LPPKvSXYcOGVfBNnz4d06dP1/EtXboUS5cu1fHt2rULu3btqvB9Z2dnnf/fvXtXh2kLAMLCwmgDzy0tLY0mTm5qtVpnseNmbW0NQRAgkUioLho1agSpVAqJREL12KNHDxgaGkIqlVKfHTduHMzNzSGTyRAfHw8AmDlzJhwdHWFkZET9eOnSpXBxcdF5wfX09ET16tXpBTk5ORkODg4YOXIkrly5Ajc3N8ybNw9Tp05FXl4eMX0A2peQsrIyWngkEgnGjh0LT09PKJVKODo6olWrVjAxMUFCQgJevHhBk9OrV68wY8YMHbazrl27IikpCbGxsWjfvj0CAwNx8OBBeHp60niXSCRo0KABwsPD0atXL+qXYrO3t0dmZiaio6Mhl8vx5s0bnZfwOXPmQKPRoKioCA8ePAAA7NixA6dPn4ZKpaLPXrlyBY0aNYJGo6FF6vnz53BxcdFhJktKSqI+K365rV69OgDdCb1hw4Y0h/E27dChQ4U5bPDgwRXYUXx9fTFo0KAK5f1kf73t2rWLxj+f3w4cOAAHBwcA5evV8ePHce/ePZ0158KFC4iMjIQgCNT+N27cQEZGBgRBoDF39+5dlJWVQRAExMTEAACePn2K48ePQyqVIjQ0FAAQHx+Pa9euwdDQkFjeNBoNUlNTYWNjA2NjY1oDHRwcUKVKFUybNg3Tpk1DSUkJzpw5g4kTJwIACgoKsH//fuzfvx8ODg744osvMGrUKCxfvhx9+vRBp06daAPo6+sLX19ffPfddxg2bBgmTJiAcePG4dixYzAzM8PKlSsRGRmJkJAQBAYG0sbKzs4ONWvWxPPnz2FqaqqzjnAzNjamuhFvtF6+fImXL1/i4MGDcHJyIj+v79evX6OgoIAO0VQqFdzd3aFUKunFRi6XY/ny5VCpVEhISACg3bTOnTsXjDFa2/Py8vDdd9+BMUbPWFxcjGnTpoExRuNZo9Fg4sSJdKjEbdKkSRXYBqdOnQpjY2MwxqjfTJ8+Hebm5mCM0YvcrFmzYGVlpfM8P/30E2xsbMAYI+atxYsX04aW94dVq1Zh7969VF8A8OuvvxKbEn9p27lzJy5dugRBEOgF78CBA/Dz84NEIqE6PHnyJMLDwyGTyWj+vnTpEuRyOYyMjIi1kK+TJiYmyMjIAKBliAoODoalpSXNeeI9go2NDYqKipCXlwc3NzcMGTIEe/fuRdWqVREbG4vNmzdj9erVEASB6jYmJgbGxsYoLS2Fi4sL4uLiUFhYSM9RWlqKo0ePomrVqhgxYgRycnKwYMECLF26FKampmCMITQ0FJ999hnCwsJQu3ZtOnhq3749li1bht69eyM7OxuHDh2ie3EGUHNzc/Tv3x/Dhg1Dv379cOHCBUycOBFFRUU6ewJ7e3sA2he12NhYKJVKZGVl0fh+8OAB1q1bh5KSEty9excA4Ofnh6+//hoajYYYLgMDAzF+/HgwxvDmzRsAWua1UaNGgTFG631WVhaGDx+uU8cKhYJ84r45ZswYSKVSnT3hd999BxMTEx3WzMWLF8Pa2hoSiYT6IX+Gj2ofNV7C/tlgcPE1ZcoUtnfvXhYcHEwpRJy5gjMxuLu7600fAbQpLRqNhiUkJLAff/xRb3pTzZo12aRJk9iSJUvYjz/+SOHnPxIQFF88dWbYsGGssLCQ0nJ69uzJevToUUEH5NP1v3kZGhqyjh07kmCTkZERy8zMpFBurVq13ptnKw41T5gwga1YsYJ99dVXetMdDA0N2cSJE0lfgONq3s73rlu3Llu3bh1LSUmh9AZ7e3um0WiYRqNhMTEx7MSJE2zGjBn/s6xmn8Dgfz/7q/vEv3IZGxtTXnjbtm2Zu7s7CwoKonWJA8Fbt27NfH192TfffFMhFapKlSpEPDJu3DiWkJDAVq9eTViIt+eCzz77jJ07d469ePGCJSQkUCrG8OHD2ZkzZ/SuUfrSumrXrs0OHDjAAG2KV1BQEKX0VKpUiTVr1uyDcuM/XX+fy8jIiDk7O7OmTZsSlmnQoEFs5cqVbNWqVQzQ9tmcnBxWXFxMfffnn3+usBaZm5tT+uHb6eG1atUiHIe9vT1bs2YNGzp0qF5RyzZt2rBbt24xtVrNHj9+zL788ssK5DnW1tbs8uXLlBLHjWtrVatWjV24cIH9+uuv7Ouvv2bdunX7Q+zuP/kSQxA+lgn/f7L9aFZSUkKnrXfv3qVQaOfOnVFcXIwLFy7QiTPn0T948CCaNm0KQHuKEBoaik2bNqFLly4AgHnz5uH+/ftYuHAhBg8eDABYv349Lly4gKlTp9JpxLFjx7B//3706dMHP/zwA1QqFR4/foyNGzeiVq1amD17NoqKilBUVIS1a9eCMYYuXbogJycHqampdGL1tpmbm8PNzQ2PHj2CUqnE06dP4ebmRn8PDQ3FoUOHcOzYMTp5ArSnoSNHjsSIESNQo0YNHDlyBD/++KNOyO19ZmhoWEFLYN++fVi1ahVev36NWrVqISkp6Q/TrKRSKZycnFCpUiUEBgZCpVJh/PjxqFatGgRBwNq1awFotSeMjY1RWFiIadOmQSqV4tatW5DJZCgsLET//v0BaE+IDQwMoNFoKHz57Nkz2NjYQCKRwNXVFYWFhfDz80Pt2rUhkUjQpk0bvH79Gjdu3ICbmxsEQUDPnj3x4sULeHp6ol+/fhAEAV988QVu3ryJ33//HRMmTIAgCPj6669x/PhxrFmzBvPmzYMgCFi0aBE2b96M2bNnY+PGjQC0JwA2NjYAtCdeZmZmOH78OKZMmYKePXvi6tWrYIzh5s2b+Pzzz9G0aVM8efIEgPbUqEOHDqhSpQqioqLAGENycjIaNWoEAwMDpKengzGGkpIS6rvR0dEwMzMDYwx16tRBSUkJ7t+/D2dnZ2g0GnTq1Ampqanw9PREw4YNodFo8MUXXyA2NhY7duxAixYtoFKp8M033yAqKgpLlixB06ZNoVAo8PPPPyMlJQXTpk1DpUqVUFhYiF27dkGtVqNly5bIzc1FSkqKTvTwbeMnRQYGBvD29kafPn0qhOmZFrP1Qf1QEAQsXboU06dPh0qlgpeXF06fPq0T4TA1NcXIkSMxZcoUdOzYkSIBpaWlsLCwgEqlQrdu3RASEvKHY83Kyoo0bR49egSFQoGvvvoKNWrUgJmZGc6dOwc/Pz+MHDkSo0ePhkwmg7e3N/bs2YOuXbti+fLlkEgkePjwIRYuXIjGjRtj//79EAQBERERmDx5MipXrozLly8D0EaxBg0aBENDQ9JvUSgU6NChAwDg3r17FOXq1KkTSkpK9M5hhw4dgqurK0pKStCpUycA2mhT1apVP6h+P9l/x3ifHDVqFIyMjAAAp06dQllZGQYPHkwnmmfPnkVxcTH69etHp9De3t7Iy8tD165d4eDgAMYY7ty5g+zsbLRt2xZOTk5gjOHhw4fIzMxEy5YtUbVqVTDG8Pz5c6SmpqJRo0aoWrUqnXjyPlKpUiUolUrk5OTgzZs3kMlkUKvV7xyfZmZmcHNzQ1ZWFsLCwjB//nxs2LABgPb0886dO/D09MS5c+d0Uktr1aqFOXPmYPz48bC2tkZAQACOHDmCU6dO6XzuXzU7OzvI5XJoNBrs2bMHJ0+exP3790lT411WuXJlWFpaQiKRIDIyEiYmJujTpw8MDQ2Rk5OD27dvw9bWFqNGjYJUKkVqairOnj0LOzs7TJ06lU5uDx8+DCsrK8yaNYuiUb/99huMjY2xZMkSCIKAgoICrF+/HoIgYMOGDRAEAUqlEosXLwag3WMYGRlBEATMmTMHjDGsXr0aVlZWEAQBP/30E0pKSrBs2TLSGVm0aBHkcjkWLlyIWrVqAQCWLVuG1NRU/PjjjxQhXb16NeLi4jBr1iy0bNkSgiBg/fr1CA8Px3fffUfR/y1btuDFixeYMmUKunfvDkCb1v3o0SOMHTuW5vVDhw7h/v37GDx4MPr37w+NRgMPDw/cu3cPvXr1Qp8+faBSqXDp0iU8evQI7dq1Q4cOHaBUKnH37l2EhISgQYMGqFu3LoqLixEWFoa0tDTY2NhQZog4hfVDzcbGBhqNBnl5eejTpw/q1q2LXbt26d3XANqIhL+/v940WLFJpVI0bdoUycnJyMzMRJ8+fTBs2DD8/vvvFMkBgFatWmHSpEmYM2cOVCoVwsLC0KhRIygUCgQEBODu3bu4fv06zf3vK4u9vT0UCgVev36N2rVro0uXLjAxMUFYWBju3r0LV1dXjBw5EhKJBMHBwfD09ETdunUxffp0CIKAqKgo7NmzB05OTvj5558hCAKSkpKwceNGWFlZ0X4sOzsbS5cuhYGBAbZv3w7GGIqLi/HTTz8BALZt20bRtpkzZwIAVq5cSZG1xYsXo7S0FD/++CPs7e2h0Wjw66+/Qi6X4+LFi/j8888/tAn/NfvYbzJ/BgzOgZRiMDhnaLp48SL5uMrk3r17ycdZMVauXEk+/jb91VdfkY8zzYhBoX8E9uQnL66urmzhwoWse/fuek9u7Ozs2NSpU9m1a9cIHM2YFlDOQc5vK3Q3atSILV++nN7Gt2/fzo4cOcLWrl1LIDBDQ0M2bNgwOiUQXxxkZ2lp+Yc0t4IgsAULFrBDhw4RR/hvv/1Gz8dPEzj/dGpqKp0kcOMaDWJFyszMTLoHB8ArlUryiZkcOIBLTGX6tvo4Y4w4psUqqFx74eDBg+TjarIbNmwg3/z58xkANm/ePPLpA+FyjuzevXvT565fv84ALZCe2/PnzxmgjUK9qx7+SJmTt5cYJMyZLMTK4LwNxWBSXg+XLl0iH6flvXbtGvk4GI7rWXDQqJOTEzt16hRbvnz5H54MSiQSijjUrl27wsmRVCplgwcPpu/XrVuXLV++nO3fv5+dP3+ePrd+/foKisL8xMfGxkYHIK/RaNjjx4/ZvHnz9CoFGxoasrZt27JZs2YRCYAYFMtYeb8Rzw+cteOXX34hH2fjGD58OPkuXrzIAO0JMDd9oDt9qr/idtYHBtc3h30Cg/8zjLeNWBmcR5vFYHBOKS4mc+ARAR8fH/LxufvcuXPk46yBx48fJ58+RWbel8WEJjw60bdvX6ZWq5lcLmdxcXHEUjRq1Kg/XJdMTEzYyJEjmaenp06/VSgUBCAWn9AaGxuzCRMmsAcPHjCNRkPaNQ4ODmzkyJGsTZs2FaIU76JYB7SREB7510dgYmFhQWtg//79mbe3N/P396e/89Pm+/fvM0BLa85N39zt4+PDAC2zDzd9AHF9auFJSUkM0CX8yM/Pp2cpKioivz7Fbz5fRkZGko/P+2KGRX39Rh/pDe83x44dI58+4Lc+kPc333zDALAVK1aQjzN9/fzzz+Tja+fcuXPJ9/PPPzMAbPbs2eTTR7jC91wzZ85kT58+ZTdu3KD9Tv/+/dm0adPYwIEDP5gGVl9k4u2rRYsWOiQ7o0aNYn5+fiwhIYFdvXqVTZ8+vULUwdjYmE2aNEmnDfga0717d9a9e3cdaQLx1aRJEzZq1Cj2yy+/sKNHjxIA/vz58/RbnBFqwoQJ5OMsh6NGjSIfVzfv3r07+W7fvl2hv+ojL+AkJR+iRv+uOe3Vq1fk46QEYlKej2X/aGXwD1UBF4NdxArg3DjuAYBOTn5sbCwAbQ42f7NUq9WIiIjAyJEjERERAWNjY2RnZ+PAgQM4cOAAbGxsMHjwYIwYMQKtWrWi/MmHDx8iKioKp0+fxo0bNxAeHo7ly5fTvTZv3gwbGxuYmJjg2bNnALS5wufOnaPP8BOg6tWrUw6mWLHawcGB3mxHjx4NFxcXrF+/HgAoH5HnGXIQNlAOtOX/1weuE9ch+7hBMLL/Jlj3rwAG6wN96QPc8/YQR6lMTU11wHMcmFdQUIDRo0cD0AIxz549i9WrV8PV1RW//PILgoODodFoCHsUGxuL6tWr62A31Go1Ll68SP+Pjo7GpUuXwBhDYWEh5YFy1VZBENCxY0eMGDECAwYMQLNmzSCXyxESEgJBEODl5YWzZ88SJggoj8xZWVnh8uXLaNOmDZ0o79mzB9evX9dRDAbKQfDi8apPzfddqqziev0EBv+/bf9uX9A3D36oT9+8qo+ohEe7jY2NIZFIYG1tDWtra8rZnj9/Plq2bEnr0rlz57Bs2TIIgoCSkhKcPn0ap0+fhpGREXr37o0vvvgCLVq0gLe3NwDA09MTGRkZcHd3R0hICI4ePYqjR4+icePGhC8YNWoUhg4dCqVSiR9++AFyuRz29vaQy+UVoqhmZmYwMDBAbm4uBEHQORnWaDQEQFcoFPDw8MCIESMwevRonDlzBn379kW/fv0IDwCUA5P1qaZ/KMCV1/+HqiL/UV/4V/rIu+YdffPT+8DgfxY0rg8MLvbpmz/5PCxuW75HEEcxrKys6Dd4RsfJkyfx/PlzdO7cGQsWLAAAtGjRAoGBgfDy8kK9evVw5coVLFq0CKampqhatSqio6MB6GIFrKysUFRUpKMwD5RjVLidPn0a9+7dI7yB2KRSKVatWoVvvvkGtra2yMnJwalTp3DlyhX4+fkB0OLmuDk6OqJr167o2rUrfv31V8THx2Pbtm3o0aMHfebUqVOIiIjQwSHpqy99a7a+delD2/N969f79mTv2h//N9bBj/6iIQ6Hde7cmSqbT5SDBw+mhkpOTgYATJ48mTb8HEAzd+5crFixAkD5C8Dq1auxZ88eCIKAxMREAIC7uzuuXr0KQRDo9y5duoSoqChIpVLaYIWHh2PMmDEEDAK0k9rWrVthY2MDGxsbApq6uLhQGaRSKfLz8xEREQGZTIaQkBC8fv0aXl5eOHfuHNLT03H48GEcPnwYJiYmKCsrg7OzM5ydndG2bVt8+eWXyM3NxaVLl+Du7k4T8evXr3U2ewB0WBocHBwoDYt/TiaTYfHixYiMjISnpyfGjh2LsWPH4sCBA/Tcubm5yMjIoE3ey5cvkZWVpZOqsmjRIqjVamRnZwPQTkSDBg2CSqWiTZ1SqUTHjh2h0Wh02rRVq1YE/ObWoUMHSsXhoL4+ffpAJpOBMUbPMnz48Apt/9VXX9GkxieP+fPnY+XKlQBAz71+/Xrs3r0bAGjQ79u3D15eXgB0Bx4nIeB97v79+6hZsyaA8okzLCyMQtu8fGlpadT2fKJTKpWoU6cO3raWLVsSGItv/nmIXwwSHTt2LMzMzCAIAk2wM2bMgI2NDaRSKQHgfvnlF+zevRsymYyAoxs3bsS5c+copQ0A9u7dC1dXV5osCgoKEBQUhKpVq9Kzp6enY/HixcjJycHkyZPRqlUrTJgwAcuXL4dcLtfpd5aWligsLIRGo4FMJqOJ8sWLFxXK7OLiglmzZuGLL76glCC5XI6WLVvi/v376NOnD9UFoE05HDRoEEaMGIGuXbtSqDskJITSiwBQ/QYGBhJIUS6XE0hu06ZN8PDwgEKhoJdyDw8PPH/+HGq1mvrS3bt38dlnn+mAP8PCwtC6dWsA5XNQamoqWrVqpdP2CoWCfOK+1LlzZ1oIeNn0zWGTJk2CmZmZzrh48OAB+vTpU6EeP9lfY+J2PXz4MLHv8Q2Dh4cHKlWqBEEQaLxduHCBUjF4n7px4wYxsvE52s/Pj9YVPvafPHkCmUxG6RGAdlx5eXnpzAdRUVG4cuUKJBIJbawKCgrw/PlzmJiYwMjIiOZBfnAklUrRpEkT+Pj4AAB69uyJ1atX49y5czh79ixiYmJw+fJlXL58mQ4KGjRogL59+8LCwgLfffcdAgICsHfvXnh4eCAsLIzqRh/Jhnj9EG8ExcBgxhgsLCxQUFAAMzMz3LlzB/b29nBxcYFMJsPgwYMhkUh0ysIYo3XIwMAAgYGBKCkpIUa7oqIinDx5EmVlZTT2s7KysGPHDqjVapo/MzIysG7dOmg0GgKIy+VyLFu2DIwx2gcUFxdj0aJFAEAvVmq1mjbJ4rTmhQsX0hrG+87SpUspZZbPB2vWrCGyEfGc5ejoCKB8Q71jxw6cP38eAIgEZM+ePbh58yYYY1SWgwcP0l6Ez8PHjx+nf/M9xOnTp2m/JAZ58/s9ffoUAHD9+nXk5+dDIpGQ7+7du5g9e7aO7+HDh/jll190QONPnz6lVCfeX0NCQnD9+nWYmprS2ElMTERubi4sLCyIETM3Nxeurq5wdnbGokWLUFxcjGfPnqGwsBAuLi5QKBS0z+FtwW3AgAHw9/dHVlaWTn9jInB9gwYN0KZNG7Ro0QKbNm1CSkoKYmNjsX//fly5cgUPHz7Um4K1evVqDB06VIfow9vbG/Hx8YiJiaEXjbKyMtqb+Pn5wdjYGHl5eQT8fv78OebOnYuysjI6YH727BmmTZum08YRERGYOnUqgPI9TkpKCqZMmaKzVuXl5WHSpEkAysdVWVkZ+cQvhzy9XWyzZs2q8IK4ZMkSSvXj40zfS9p/3D52yOR/AQwuCAKrXr0669GjB5s+fTrxLU+aNEmnrCqVit29e5d9//33esHX9erVY9OnT2eenp4sPT2dRM4GDBjAHj58yDw9PSkU3bt3b73hPCcnJwLlzpw5kykUCnqe0aNHs8mTJ5PewcdU//50/f0v3v7W1tZs7NixlJphYGDAcnJyKDWwcuXKJIgnvgRB0FFY37JlC/Pz8yO+9I4dO7L8/Hzm7e3NfvzxR9ayZUu9Oh1jxoxhFy9erAC627FjBz3fDz/8wPr378/q1q37P6O4+vb1CQz+97KysrK/vE/8u1elSpVYu3bt2KhRo9j8+fMpLWf9+vVUTo1Gw4KDg9myZcsqgL3NzMzYhAkT2O3bt3V0knjKj6WlJWvQoAGrX78+zScNGjTQEaXlV5UqVSilc+DAgSw8PJwNHDiQAdqUm9LSUtK2cnZ2ZnPnzmUjRowgwLmFhUWFFONP1z//4vO5g4MD69SpExs8eDC1+ffff8+OHj1Kml5ff/01pXi9a/9ibW2tk8pnaGjIZs2axWbPns0GDx6sNz0X0KYoLViwgPn5+VFa/p49e2isqFQqFh4eTqQmdevWZW3atGFVqlT5nwSCA7qpeR/L/qtg8LNnz9K/hw0bhpKSEhw4cIBo7SZPnoy0tDRs2bIFDRs2BADMnj0br169wrJly9CuXTsAWjBVQEAAZs2ahd69e4Mxhu3bt+PWrVsYP348RowYAY1Gg+PHj+Ps2bPo27cvJk6cCLVajdu3b+Pw4cNo1qwZJk+ejNLSUkRFReHgwYOwsrLCgAEDIJfLkZub+14QkpGRETp27IgePXqgR48eaNmyJXJycjBhwgTcuHEDgJbW1czMDIGBgRV+i7+ZN23aFCYmJoiLi9MBj3Ozs7NDdnY2atWqBU9PT3Ts2BFKpRINGzYkmrV3mYWFBQoLC8EYQ8eOHeHo6AiJRAIvLy9IJBIsWbIERkZGyMvLw8aNG2FqaoodO3ZAJpMhKysLP/74I4yNjXHixAlIJBLk5+cTfaK3tzckEglUKhVpN1y4cAEWFhYQBAEDBgxASUkJTpw4QRoOo0ePxps3b7Bnzx64uroC0EYywsPDsXHjRnTq1AmCIGDevHl4+PAhFi9eTGClVatW4cqVK/j+++/pGXbt2oWjR49i7NixmD17NvU7Th5w7949mJiYwNvbG8uXL0e7du2wY8cOANqTn1mzZqFevXo4duwYACAyMhITJ06Eg4MDLl++TCdgQ4YMgYGBAZ1glJaW0mkHP9FhjKFPnz4oLS3FiRMnUKVKFTDGMGbMGGRkZGDHjh2oV68eGGP4/vvvERcXh+XLlxMnPY9QcVCgSqXChg0bEBUVhfHjxxNwzd3dHWlpaejVqxesrKxQUFCA27dvQ61Ww9ra+r0gTolEgnr16iEqKgoajQYnTpzAiRMn4O3tTWHmt83MzAyNGzeGIAh0wqgP0NmgQQOYmZnh+fPnAIAmTZoQCD4iIgI+Pj7w9fXF3bt33/ucTZs2ReXKlWFjY4Nnz54hNjYWffv2RZcuXWBkZITbt2/D29sb3bp1w5QpUyCVSnH//n3s2bMHrVq1IqDnixcvsHLlStSpUwfbtm2jE+TZs2fD3t6e2j4jIwMTJ06EgYEBLl26BEAb5eCkE+I5bOjQoSgtLX3nHFZaWoqhQ4cC0FIY8qjZJ/vrraysjFJzBg4cSHTEly9fhkqlQq9evaitb9y4gdLSUnTq1AnW1tZgjOHu3bsoLCxE27ZtCeTq7++PvLw8NG3alKINL168QG5uLho1akSn2sHBwcjJyUG9evVQqVIlANp5JzMzEzVq1ICjoyM0Gg1SUlKQlpYGS0tLWFhYoKSkBMXFxe8lELG2tsawYcMwbNgw9OjRg7QI+vbtixs3bqBx48YoLS2l7AAAqFq1KsaPHw9zc3P88ssvMDMzw6FDh1BYWIhNmzYhPDxcJ8oOaCOg+fn5aNasGQ4fPowWLVoAAJYvX46SkhJs3LgRjDHUqFEDycnJf0p7SBAEODk5wcTEhKhrzc3Niao+Ozsbz549g62tLXr16gWpVIq0tDT4+vrCzs4OQ4YMITD45cuXYWVlhXHjxtFproeHB0xMTPDVV18RGPzgwYOQSqUEGlcoFBTNmTt3LqXEcNKRGTNmEMHNli1boFAoMH36dNjZ2UEQBOzcuRN5eXmYMmUKRX337t2L9PR0jB8/Hi4uLhAEAYcOHcLr168xcuRIisCfOHECUVFRGDJkCAHET58+jZCQEAwYMIAA4ufPn8ezZ8/Qs2dPdOvWDYCW0v/Ro0fo3Lkz7ZFu376Ne/fuoW3btujXrx8YY/Dz84Ovry+aNWuGAQMGQKPRICAgAL6+vqhfvz569eoFtVqNoKAgPHr0CNWrV0e7du2gUCgQHR2N8PBw2Nraonr16igpKUF6ejpyc3Mr9JM/Y6amptBoNCgtLUWVKlWQmZkJlUoFBwcH5Ofnv5P0RJ85ODhg+fLlGDBgAGrUqEH+lStXYtmyZWjevDm6dOmC58+f4+XLlzpRubeNr3d2dnZo1qwZLC0tkZ2dDT8/P1SvXh1jx46lTJeLFy+iXr16tE8JDw/HiRMnUL16daLrT0xMhLu7O+zs7AjYnZGRgS1btsDExITS6wsKCogWmBM8KBQK/PLLLwC0URk+l82fPx+AlsqWg8FXrFgBhUKBOXPmwNbWFowxbNq0Cfn5+bh+/frHj7R/7DeZfwUMzoGUjDGiixWDY/kpyf79+8k3ZcoUBoCtXbuWfAsXLmQA2KxZs8i3c+dOBoCNGDGCfN7e3gwAa9myJfnEkZjY2Fj28OFDdvjwYda9e3cG6AfBmZmZkd/Q0JDt2bOHwNJyuZxdvHiRzZ49m9WvX/+db5hiteaffvqJwMXvoqg1MDBgEydOZKtWraJTrc2bN7Pi4mIdJdPMzEzGWLnSqoWFBZU5NDSUAVrqOG6vXr1igK6CalpaGgO0J97cFAoF3UMul1doZzEY/M+284EDB8g3efJkBuie2C1YsIABuoC2d4HB+/TpQ5/jgMIWLVqQj4PBnZ2dycfB4EZGRuT7I5CwPjA4P2ERA9K4kvv169fJx0H74tPvHj16MEAXTKpPgZgrbj9//pwpFAp269YtarsNGzawr7/++g8VVQGQKisAtmzZMjpd1EdGIL6cnJzY1KlT2YkTJ3TUSG/evEm0mlKpVC84nY+Xhg0bMnd3d+br68uSkpKoj9y/f79C24vH+Jo1axgANnXqVPIdOnSIAVpAIjd9Y/zZs2cV2pmDwT+knT+Bwf/ZJp4Xs7KyyK+PwEIfGJxTiN+5c4d8+kC9Xbt2ZQCYh4cH+TgYVawWPnLkSAaA7dixg3x8bpszZw75nj59ygBtJPLp06fMy8uLbd68mY0ZM4bmZfEYMzc3Z6NGjWKLFi2itSImJoZpNBr28OFD9s033/wpSllOIjJw4ECiVXd2dv6gE1/+3RYtWrB58+axbdu20Xp348YN9ubNGx1iC26czKFNmzbk00fswpWW3dzcyMfpSuvXr08+DritXLky+eLj4xmgBdFz+3cBt3zeFwNuefRYrALO5/0zZ86Qj0eTxfsc3sZixW8Oyl61ahX55s6dywCw+fPnk2/p0qUM0EYRuK1fv54ButkZPNI8cuRI8u3Zs4cBWkVvbvv27WOAlsqW2++//84ALc1+aWkpy8zMJCB5nz592JkzZ5i7uztr2bIl9YNevXrRnuV9l729PWVsyGQyNmjQIDZ48GCqe0tLS7Z+/Xp27do15u3tTWuYp6cn8/PzYzt37mRTp05lbm5uOvust9dBPrYdHBzYuXPn2NOnT1l6ejqV7/PPP6cye3l5MQCsU6dO5Dty5AgDtCQO3C5dusQAXUIS3tdr165NvsjISAZoCVW46SPqKSoq0ru28EjQmzdvyKevb/J6FBPUfCz7R4LBmR5giz4fPz15Hxicv8GKgeA819rKygouLi5wcXHBZ599hiNHjgAANmzYgN69e5P43p07d3TyCpVKJVasWAE/Pz/07NkTPXr0wOeffw6JRIJDhw4B0J46/fDDD6hWrRp+/vlnyOVydOnSBcnJyYiNjYWhoSF+/fVX+s2CggJ6o27ZsiUWLlyI5ORkzJkzB+3atcPhw4cBAGfOnAGgxSaYmJjoAMY/RGlVnOvH6/WvAIP/r9uHqoLqA/bpU2/lbVtYWAhDQ0M0adKE/j9v3jxIpVIYGhpi165d+O6779C/f3/s27cPFy9ehFQq1cFTrFixAoaGhlCr1ZBIJBg9ejQ8PDwgk8mwatUqGBkZYfv27UhMTER6ejqaNGmCMWPGQC6X4+zZs7h9+zZ8fHwo/1qtViM3NxdGRkbo1KkTevToge7du6OwsBA9evRAZmYmpk2bRv2sWrVqiIuLo3EoLp/4xEkfmJH/hri+PoHBP9nb9kd94UPnN32fe5fvXyEq4bnVPNcaAOVWOzo6ws3NjYC4u3fvxqlTp9C9e3csWrQI586dw4ULF5CSkgJPT0/6fuXKlXHp0iU6Ff/ss8+wbds2XLlyBTNmzKCcbTMzM1SrVg2JiYkUIR4+fDhmzJhBlNE8n1w8Ths0aIAmTZogPDwc4eHh9DwNGzZEnz59EBoairVr16Jv374oKyujKHSrVq1gZ2dHmLH3rU3vAoO/T9H7Xb4/6gv/CiD3fb/5LvtQoPq7wOX6nvVDwcjvA43z9tEHGi8uLoaRkRGMjIwID2lhYUFiczExMXjx4gW6deuGzZs3A9CKFcfFxeHEiRNwdHTEjBkzEBkZiXr16iElJQVFRUU62CCVSkW05Nzy8/OxYsUKVK1aFUqlEkZGRiguLsaoUaMq1BuvE8YY+vXrh9GjR6NVq1Zo0KAB0tLS4OzsjJycHAwYMIDKyqOUfAz+UT3oq8N/B9z/Lt/b/n9Hbfxj2X8VDD5s2DAKPfJNzeTJkyk8zUFzs2fPJjAVV/9ctmwZfvvtNwDlgKitW7fi9OnTAEAsTIcOHSLlVv7dixcvIjo6GoIgUKj44cOHGDNmDGQyGYHFXr9+jfnz58PU1JTAehYWFrh9+zYcHR1hampKbAX9+vVDvXr10LBhQ3z//fcYOXIkvLy8YGdnh6ZNm+Lx48dITU2llBRA20n5QHF0dESfPn0gl8tx7NgxyOVySCQS3Lt3T6fueAiyf//+WLJkCb766iuEhYVh4cKFGD58OJYtWwZAm6KlUqmIdx3QpmqcP3+eJm5BELB582YolUrylZSUkBYCZ/vIz8/HqFGjoNFoKLWlqKgIgwYNAmOMwvaMMfTt2xeA7oAaNmwYLQi8nSdOnEjhe/58P/zwAzEJRUREANCG+7Zs2aLTphs3bsTRo0cBlJMDuLu749q1a1ROQAuG4+k64ufp27evDhFAQEAAunbtCqAcrBcdHU0+DvzMzMykUDSfRJRKJfGXiwf3oEGDCAzONwcTJkwgZU5+7xkzZlDf5iDvpUuXYteuXRAEgdRgN23ahNOnT0MikVA9uLu74969ezoA8aNHjyI8PBxGRkb03OfPn0dmZiZN+hqNBmFhYahfvz7q168PQAs+GzBgAOrXr4+LFy/SxuH48eP0LHzsFhQUwMPDg1Lk1q9fj9GjR6NXr164c+cOYmNjMWfOHKxatQpyubzCS1Lr1q2RlZWFmJgY1KlTB5cvX6a+UFZWBktLS2RlZcHHxwdVq1ZFRkYG1e3x48cRFRWFkpISAiTyPq1SqQgw6ePjg8GDB0Oj0dCm59mzZ+jfvz8YYzTuYmJiqM/yF/DMzEzy8b6tVCrJJ27noUOH0hzG2/ldc5i4HwYEBFB/+mR/vYnb5vTp00TSwDdTly9fJjA4n8du3LhBY4/3n/v37yMnJwcSiYTmk2fPnlE/4ZuSly9f0mEWnw+CgoJIMZqvOcHBwTh37pwOIDguLg4XLlyARCLB/fv3AYBYnUxNTWFiYoLbt28D0JJxdO/eHd27d8eOHTvw7NkzbNu2DadOnQIAJCUlYe7cuZg7dy7q1KmD/v37Y8CAAcjKykJaWhqkUik2btwIS0tLHDp0CJGRkTAwMEBwcDCtTxqNhl4yKleujDVr1uCHH34gpitXV1f07NkT4eHhGD9+PHr06AHGGK2/nPBBfAjG/j+wl6/HGo0Gz549Q1lZGc2L+fn58Pb2hkqlIt2jrKwsnDhxAhqNhub/rKws7N27F4wxWlvkcjl27twJxhitf0VFRdiyZYvOHFFWVoZff/1VB+ANaOdksfIyAGzfvp3GPp879uzZQyyA/PDx4MGDuH79uk7bHz9+nOY0TmZz5swZavOoqCgAWkA3n9P4WnDt2jWqfw6K9/Hxob7LAeJ+fn6UXsP7jb+/P/nE2lFLly6FIAhUh2FhYVi5ciUEQSAChKioKNIY4YDnuLg47Nq1C1KplMgL4uPj4eHhAQMDAxovCQkJePz4MSmp83IXFhbCxMQE9evXJ1XwsWPH4vvvv8eMGTPg4OCAly9fonbt2khLS8PIkSNhZWWFAwcOQKPRVEgVLikpoXuKzcLCAl26dEHz5s3RrFkzNG/eHPv27aN08QkTJtBnnZycYG5ujsLCQp104oCAAADafcjChQtRWlpKoPjo6Gj6DQ78DgkJwaRJkyCRSGjfEx8fj2+//RaCIFCqfFZWFmbMmKHTZ4qLi0kTQ8z29cMPP0AQBJ35a968eURIwut2yZIldDjHv79mzRodfTHgExj8b3vJZDI2dOhQtnTpUnbmzBm2bt068vPUmJKSEubr68sWLVrE2rZt+8HAbB5+7tatGzt27Bj9bmxsLIWAAW34c8yYMczBwYEB+J9VU/50/Wcv3k+MjY3Z8OHD2axZsyhVZPfu3SwrK4uAoOvXr2dTp0790/do1KgRmzlzJrt48SJpaaSlpVFfnTJlCrt8+TJbu3YtGzNmDN3/f/36BAb/e5k4re1/6WrevDnbvHkzi4iIoNTdwYMHMwBszJgxbMuWLaxnz54VVJn/zDV+/HhWuXJlBmhTOrnOhYWFBTt16hT77bffKG12zJgxbPbs2ZTeLAgC69mzJ2vevDn9xqfr08XTnCwsLFjDhg11CEqGDx9OKYgmJiZs9+7dbMSIEQzQkhMUFBSw169fs++++44B2pS4hw8fssDAQLZ7924GaNOOeEprcXExi4yMpFQoqVTKJkyYwPr3789atGhBOlP/Fy5x+ubHso8OBi8uLqZTHHd3dzpl/eqrr6BQKPDrr78SGG7u3LnIysrC0qVL6cRj+fLliIuLw5w5cwhotnnzZgQFBWHatGno3Lkz/fbDhw8xatQoAjqdPHkSt27dQr9+/TBs2DAwxnDp0iVcuXIFHTt2xPDhw6FSqXDnzh1cvXoVTZo0Qe/evVFSUoLnz58jICAAjo6OcHR0REZGBjIzM98ZeqpRowaGDh2KVq1awc3NDfXq1YNEIkFpaSmaNGmC2NhYtG/fHsOGDUNZWRmePHlCgNMJEybA0NAQ+/fvh729PWbOnAlPT0+EhYXpUPD+GWvSpAksLS3BGKOThLFjx8LIyAg5OTnw9PSEjY0NZs+eDZlMhtTUVOzatQs2NjZYsWIFJBIJ0tPTsWrVKpiZmRGINi8vj1S5Dx06RG/XU6ZMAaAFu5mamkIQBEydOhWlpaXYunUrnQ7OmjULGRkZWLVqFerWrQtA+/YdExOD+fPnE63ohg0b8OLFC3zzzTcURfj9999x9+5djB07FkOGDAEAnDhxAhcvXsTAgQPpRKG0tJT+ffToURgbG+P+/fvYtWsXmjVrRmqvgYGBWLt2LWrWrEkgq7i4OCxcuBC2trb4/fffAWhPHL7//nvIZDIcP34cgPbUm9/j4MGDdEo/efJkKBQKbN26FQ4ODgC0J9xZWVlYtmwZXFxcwBjDsmXLkJiYiNmzZ6NJkyYE0Hr16hUmT54MNzc3qNVq7N27F6GhoRg2bBjc3NygUqlw8uRJREZGokePHmjQoAEUCgWuXr2K1NRUuLq6wsrKCoWFhQgLC0NZWdmfAueZmJigpKQElSpVwvTp03H27FmEhoaia9eu6Ny5M9auXQuVSoU2bdpg8ODBMDAwgL+/PwGlIyIiUL16dTqlffbsGZ49e4br169X4EF/22xtbeHo6IjS0lIkJCSgTp066NGjB0xNTREcHAwfHx+0aNEC48aNg1QqxZMnT+Dp6YnmzZvju+++gyAIePbsGdzd3dGgQQMsWLCAIkWbNm1CtWrVsGbNGgDaE7alS5fCxsYG27dvB6A9fZ4zZw6kUimlOJaVlREd4fvmsHnz5iEzM5PmMK5kDmhPwerVq/dBbfDJPr4VFRXRiV/37t2JutTHxwcajQYdOnSgMf3gwQMoFAq4ubnBwsICjDEEBASguLgYTZs2JV9wcDAKCwtRt25dAo1HRkaisLAQtWvXho2NDUXbCwoKUKdOHQIOR0REIC8vD/Xq1YODgwP5srOz4eLigsqVK0Oj0SApKQkpKSmwtbWFtbU1AcTfpgQFtBTUHTp0ILKDiIgINGjQAACIQOLq1as4ceKEDs17zZo1UVBQgNTUVNStWxfr16/Hb7/9Bl9fX4wbNw4dO3bEt99+CwMDAzRq1AihoaF/Cuj9LjMyMoJCoYBMJkOVKlVgYGCAkpISpKamwtzcHA0aNIBMJoNcLserV69gY2MDNzc3ohd+8eIFbGxsiIo6MzMTDx48gKWlJfr27QtBECCXy3Hz5k2YmppiyJAhRGF88eJFyGQyjB07FoIgoLS0lNLOJk2aRBENnqY8fvx4Okk+cuQIVCoVRo4cCUtLSwiCgJMnT6KoqAhDhw6lNj19+jTkcjkGDhwIZ2dnAFoClbS0NPTu3Ztoya9du4bExER07dqVyHFu376N6OhodOjQAc2aNYMgCLh37x5CQ0PRunVrtG3bFoA2ovHixQs0b96cqMOfPn2KJ0+eoHHjxrSeBgYGws/PD3Xr1iXQeHh4OO7evYsaNWqgb9++YIwhJiYGvr6+qFKlCqmPv379Gnfv3oWdnR26desGtVqN1NRUPHnyBBYWFnBzc4NSqURWVhZevXoFIyMjODk5QaFQoKCgQEcP6d81QRDg6OgIBwcHREVFQalUok2bNqhVqxaUSiUCAgKQkpICY2NjWFpa6mi1vM9MTExQrVo12NrawszMjCikZ86cCVNTU2RnZ2Pfvn2wtrbG4sWLKdpz9OhR1KxZE99++y00Gg0iIyNx5MgRVKpUCd9++y0YY3jz5g327dsHCwsLSiHMzc3Fzp07IZPJSKuqpKSEUswWLVpE6znXd5s3bx6tS+vWrYNarcaMGTNI62Tz5s0oKSnB119/Telfu3btQn5+Pi5duoRBgwb9+43wLvvYbzJ/BAbXB6Tkyr9ikLA+xeh+/foxQFcxmqtj/vrrr+SbOXMmA8AWLVpEviVLljAAbMaMGeTTByjVB5Jau3YtA7TUs1u3bmVTpkwh0JC+y8LCgnXp0oWAzhYWFmzx4sXsl19+YaNGjaLoReXKld8J0uUXP42uXr06mz17Ntu0aROBbU+ePMkyMjJIQVIikdBpFldarVGjBpWFn0CJAXJPnjxhAFitWrXIpw8gnpKSQqcA3MRgcLEi9McC/a9bt458/w4Y/Nq1awz4z4LBed8Wg8H1qXByQNzVq1fJpw/4zdVgxTR8HDi6c+dO8n3++ecMAHN3d69wj8uXL7OcnBwWFBREz7xhwwY2f/58AqX/kTqq+DI1NSVgLADWo0cPtmTJErZixQoCPtapU4f17duXIhj6LicnJzZ27Fi2bt069tVXXzFAV0V127ZtDNCehnLTR+Swf/9+BmiBqdxOnz7NALAuXbqQjwPjXV1dyffixQt6lrfb+UMU4D+Bwf/ZJl6bxHMWJz+Ii4sjn5hogRsn9bh37x75+Holnsc+++wzBugSN3AyBy8vL/J16tSpgk8faJzTVC9ZsoR8fn5+DNDS3W7dupX16tVLL9i1Zs2abNiwYWzNmjXs+vXrLDMzk74rCAK7efMmy87OZufPn6fvLF26lMDFfGz80bh2dHRknTt3pjVaIpGwH3/8kf38889s7NixDNDS4B45coR5e3sTxXaNGjVYSUkJ02g07MqVKwwAa926NZWPR/d79epFvuPHj1fwnTt3jgFaRXJu+sY+B9RXr16dfNHR0QzQJT7JzMyksvH1VEyLnJOTU6HfiOd9ff2GA59v3779zv6gb/0bN24cA7RU49z4Kf6yZcvIp29NXL16NQPApk2bRj4+z4rnXj6nDhgwgHweHh4V5tTLly9XaCde102bNiWfr68vA7SRbm43btygNikqKmKZmZlsy5YtDNAC/n19fdnly5eJXOHzzz9nv/zyC+vQoQMDtCBtV1fX9xKVvOsyMzNjjRo1Yg0aNGCAdo+zd+9e5u3tzV6+fMm2bt1aocwqlaoC2JrvkcQq83z8tG/f/p11o28N+lAVcLVaTT5O8sMYI1KX+Ph48jk6OjIALCQkhHx8TyLeh30s+0eCwbm9T+VQH4BMn/o1z7/nJxNAObaA518C5XgTFxcXevu8fv06+vXrhwYNGmDRokV0evvy5UsUFBToYC4KCgroNFVs4hw5qVSKVq1aoWrVqjh//jwEQcCdO3fQtGlTzJ49G0ePHsVXX32FJUuWgDGGJUuWAADatm0LBwcHwqXwE5U/Kh8XYnsfuI7pAbNx+wSm/ffsQ+tUHxBMn/KoPoVSLkJWVFREQpRcRGvIkCGoV68eOnXqhEGDBqF+/fp48OAB4uLi0LdvX6SmpqJnz54kjMdPTsV5y5wMQWwxMTGUIyuTyeDq6kpRvitXruDKlSuYOXMmiWK5u7tj3759Os/Nx534Xh+qwPpnweD6fJ/sf9/YH0Sn9fk/dB7U9zl9Pn1rE19f9BGViNeht8X6AC3WAwDc3Nwwe/ZszJ49G4WFhbh9+zbGjRtH4yghIQEJCQk4d+4cfZeDWU1MTDBgwAAdwC8AEksVPyc/2R87diyGDx+OlStXIjAwEL/99huGDx+OoKAgXLt2DY6OjkRocvHiRZw8eRI1atSgSDCfOywtLSl6pE8hnc99+tarD61/sf2nfe+793/K92ftfc+vbw7k8+eH+vQpkovnY96/xP2Kn76XlpbC1NQUpqamlMXCGCMs24MHD/D48WPUrFkTK1euxOeff47WrVtDoVDgxYsXSEpKIorgGzduQKPRIDY2Ft9//z0ALamJo6MjDA0Nce3aNXh5eaFRo0bw8/Oj6GJ+fj6qVauGrKwsODk5oV+/fjrP/fTpU6hUKshkMkilUjg4OCA9PR1paWmoUqUKZeyISUr0rUt/FrSvr67F39e3//2jdvlQ38ey/yoY/Ouvv6ZJlIdp582bR5shHs5avnw5TaIcPLZ582Z4eHgAKJ9U3d3dcfPmTQDl4Kfjx4+TsiUHNZ07dw6RkZEU2ga0PNMcEMYBVrdu3cKoUaMgkUjoHvfv38d3330HQ0NDAk6FhoZiz549sLCwoFQQCwsLDBw4EOPHjycg7dSpUynNpn79+mjfvj0MDAzg6+uL2NhY2NvbY9myZahRowamTZuGjIwMHDlyBOPGjcPhw4dx/vx5tG3blvQgOBC6Xr16KCgoQEpKCtVjTEwMoqOjqXyCIGDPnj1QKpWk8pqbm4ulS5dCpVJRvWZkZGDWrFlQq9VISUkBoAXHfvXVV2CMEbgxPz+/gkqlWq3GhAkTwJiuMri4nTkIae7cuZSmwNt52bJl1M58Y7pp0yYCLXLQ/969e2lB4voNHh4eVFYOVOOpQ4DuAJ88eTJkMhkBtIKCgjB27FgA5eDdhIQE8vEyZ2dnk48v1GVlZRg3bhyVn9vUqVMr9G1xmTnoi5dZEAR6ni1bthCpAQcC7t27F3fu3CENCAA4deoUwsLCdBSDL1y4gIyMDEilUuoffMI1NDQkwNe9e/dgaWkJU1NT0t0IDg6Go6MjTfBRUVEwNTVF06ZN8fnnn8Pd3R1NmjTB1q1bERoaCldXV0gkEhw7doxCuREREbC1tcWwYcOgVqsRERFB4+Szzz7DxYsXqY0LCwsJ/Pjs2TN4eHigoKAAd+7coXaZO3cuFAoF9Vl/f3+MGTNGR+H3yZMnxF7Cx/CLFy8wYsQICIJA/TgiIgKjR48GUN7nkpKSqE05gFAul2P8+PE67axSqcgnbucPncNWrFgBe3t7nX4YGBiIDh064JP9PUzcNpcvX6YNA/ffunWL0j15W9+7dw/JycmkuwBo+2NxcTGkUimlL4WEhJCWEPfxscJE6r9BQUHE7sb7zqNHj5CXlweVSkUg4Vu3biEhIQEqlYoAqbdv30Z8fDyUSiV8fX0BaDcPiYmJqFGjBszNzWFubo7i4mLY2toiIiICYWFheP78OV68eIHnz59Tmgmg+1LPrVmzZrC3t4evry+lezZv3hxDhw6Fubk5Dh48CENDQ0yePBkAiGyCz6EceCr+ffFLE69DQ0NDpKWloaSkhOZFrgjO004A7Zi9c+cONBoNrdvZ2dm4evUqaUDw+589exYajYbWh9zcXJw8eZJSgQDtWsaZJPlaUFZWhoMHDwKATjragQMHwBjT6TdHjhyhTTPfSJ86dYrA4Jygw8vLi9YuTg5w6dIlmrP5va9fv04Hj3y+u3PnDvU/DhB/8OABbYR5PQQEBFQgzAkMDCQdED4vh4WFYefOnQDKAeJRUVHk488ZHx9P3+V1mJKSgt27d0MQBB0V9r1790IQBKrX7OxsHDlyBBKJhNpTLpfDy8sLUqmUCFzkcjl8fHxgYGBAZAjp6ekIDQ2FgYEBjcnIyEhkZ2ejTp06pN3y8uVLtG7dGu3bt8fjx48RHh6OWbNmAdCmS/v7+8PJyYmUuQcOHIhLly4hPDwcoaGhsLCwQGhoKMLCwmBvb4/8/HwMGzYMVapUgbGxMYyNjSGRSFBcXIx27drB0tISEomE9j9ff/01KlWqRP2BayZx7RZACxAfP348ZDIZ7QFSUlIwc+ZMSCQS6gv5+fmYP38+pfDx/sRV68X76KVLl+ocRgDadCleV/yzmzZtgq2tLYDyfrhz505K8+VzEAepf1T7uAETxnJzc//l0NY/8TIyMmI1a9bUSRvp3LkzW7t2Ldu7dy+bNWsWA7Qh5S1btrCzZ8+yefPmMUDLd7569Wq2aNEiCsvXrVuXdezYkTVp0oRSrf5XFSo/XX/9VadOHda+fXtKp7Kzs2MLFixga9asYbVr12aAliPdy8uLHTlyhPj3hwwZwg4ePMh+/fVX9sUXXxCwz9zcnNWpU+ffCnH/r1yfwOB/L8vKyvrL+8THuqpXr87GjRtHqSfiFGCx8bTMfv36sRcvXrCkpCQ2fvx4BpSnKHL9jXbt2rGEhAQ2bdo0Bmg1adatW8e++eYbum+3bt1Yu3btiFDCyMiIVa1alVWqVIlSDaVSKTM0NPy0jn26/q1LKpUyGxsb0ogwNTVl3bt3Z0OHDqX1y8XFhX355Zfs888/Z126dCEl8U99r/wSp19/LPvoYHAx4G7NmjUUHl24cCGUSiUWLVpEb/9r1qxBTk4OZs6cSQqO27ZtQ1JSEqZNm4ZGjRoB0EYyXr16hbFjx6J169YAtG+wL1++xNChQ9GlSxcIggAPDw88fvwYAwcORJ8+fSAIAjw9PeHn54cBAwZgwIABALRRkEePHmHQoEHo3bs3NBoNDh06hMDAQAwYMABubm5QKBS4ePEiIiIi0LJlS1SvXh0FBQWIiYlBYmIiDAwMKoScP7ZxTQ2pVIratWvD1NQUCoUCERERsLKyQvfu3WFoaIj09HTcvXsXlSpVwvDhwyGTyfD69WucP38elStXxtSpUyGRSJCcnIxDhw7B3t4es2fPJlrWHTt2wNzcnFSW8/PzsWbNGkgkElJIValUBFzi7SwIAhYuXAiFQoFFixbRyfbq1auRk5ODWbNmEcf21q1b8fr1a0ydOpX0H/bv34+wsDCMHj2aVOFPnToFf39/DBw4ED179gSgPY308fFBly5dSIVZoVBQas6GDRtgZGSEp0+f4sSJE2jQoAEpc0ZERMDd3R1Vq1YlZc6kpCRs3rwZVlZWpMwpl8uxcuVKSKVSbNq0CYD2xIGrcK5du5b69s8//wylUonFixfTiQLv2zNmzNDp28nJyZg8eTIBNPfv34/o6GiMGDECzZs3B2MMHh4eCA0NRd++fdGmTRtoNBpcvnwZQUFB6NixI1q1agW1Wg1fX1+Eh4ejWbNmaNiwIZRKJZ4+fYqkpCTUqFEDdnZ2KC4uJl58fareH9sMDQ2hVCphb29PZAWFhYXw9fWFvb09pk6dCiMjI6SkpODAgQNwdHQkgF14eDj27NmD6tWrU18LCgqCu7s7atWqhXnz5gHQnvC5u7ujevXq5IuOjsauXbtQqVIl+m5KSgo2bdoECwsLrFixAoD2BJMTIfCUD5VKRX1JPIctWrQICoUCCxcupL799hymVCqxcOFCAFraUldX1/9GNX+yD7CcnBxae9q1a0epBI8fPwZjDC1btqRT4+fPn6OsrAyurq50gh0UFASFQoH69evDxMQEGo0GUVFRKC0tRbVq1WBmZgbGGBITE1FaWoqqVavCwsICEokEcXFxKC0tRe3atWFtbQ2ZTIagoCCUlpaSnoSBgQF8fHxQWlqK3r17o1KlSjAwMMCpU6dQUlKC8ePHw9nZGYaGhli/fj2USiWaNm2K8PBwnVN3bra2tqhVqxZcXFxQq1Yt2NnZYeHChdBoNNi2bRuqVauGjIwM/PDDD1Cr1Rg0aBAKCwtx7969/0p6hSAIMDExgUQiQWFhIYyNjVGlShU65c3IyIC5uTmqV68OiUSC3NxcJCcnw8rKCnXr1oVEIoFcLkd0dDQsLS0JLC2XyxESEgJzc3O0bduW1rCAgACYmJigc+fORGF8//59GBgYoHfv3qQMfuvWLQDA559/DgCkHg9oT8l5msylS5eg0WjQp08fitp4e3tDoVCgR48eBMy9efMmCgsL0blzZyILuXPnDnJyctC+fXtSEH/w4AHS0tLg5uZG66S/vz+SkpLQrFkzIlJ58eIF4uLi0KhRIzRu3BiAdg7kGhTNmzcHoF3rQkJCUKtWLdo3cT0LZ2dnUhpPSEhAQEAAKleujM6dO4MxhpSUFDx69Ah2dnZEA5+enk4g+27dulEGxIMHD2BiYoIuXbqAMYb8/Hw8fvwYBgYGaNeuHdRqNQoLCxEcHAyJRIKGDRtCpVKhuLgYSUlJEAQBdnZ2KCsrg0Kh+JeIcD7EbG1t0aRJEzRp0gSNGzfGoUOH8OzZM0yZMgUTJ05EaWkpTp48iSNHjqBFixaYP38+GGPYt28f7ty5gyFDhuDzzz+HWq3G9OnToVarsXr1atjZ2SEqKgpbt26Fo6Mjfv75Z5SVlSEmJgb79u2Dra0tAcTT09Nx8OBBmJiY4NtvvwWgjfLt27ePiHMA7V6DR6u+++47imjs2LEDjDFMnTqVIho8k+XLL7+kiOLBgwdRWFiIUaNGwdHREQBw7NgxivKNGTPmo9Qx2cd+k3kfGFwMnOJg8CdPnpDPzc2NAWBXrlwhX+/evRkAduTIEfLpU1XlSsJi4DCn6xSrC48ePZoBYNu2bXvnPTg4a9++feRzd3dnANjgwYNZSUkJi4+PJ/ATUA6kmzhxIgF9AbBWrVqxdu3asQ4dOpA6cpcuXdikSZPYjBkz6ER47dq17MyZM6Q0aWxszNLS0lhRURHz8fFhgC7ISh8YTp9yJQdyiZVW7969ywAtXRy3wMBABmhBhtySk5MZoFV5fV87/1kw+MWLF8k3aNAgBnw4GFysnvt3A4N/aN/u06dPhX6nr39yALVYDfaHH35gANgvv/xCvm+//ZYBukBBDsrcsmULKy0tZRkZGaxFixYMAFu+fDk7d+4c279/P/XLCRMmsClTphBFJqA93WzXrh1r3bo1kRS0bNmSjRs3js2cOZOtWLGCiAp+++03FhUVxQoKCtiyZcsYAPbtt9/S8wQEBDAArFq1auTjoHVHR0fy3blzp0L/1KcEzFXAxW2qTx2Y3+Nj9u1PYPC/r/1R2/B+//r1a/JxusugoCDy8Qjfw4cPycfH0bVr18jXunVrBugSmri6ujIA7NatW+TTp9TL+1hUVBRjTD8YlavZGxgYMKVSyQoKCtitW7fYqFGjGIAPplb/kMvIyIhOgzt16sQmTpzIhg0bxgBtFOX48ePs/PnzBFjv3r07e/78OQsKCmLz589ngJa4ITExkb1584YAwP379yewNQd59+zZk+qBK1MPHTqUfFyZWqzSfOrUKQZoIyvc9M0Hjx8/ZoAu8UlERAQD9CsyC4JAvj8ih+D9JjEx8Z39hoOPxSQC7dq1Y4Cuorw+IgCuDC5eC6ZPn05zN7eff/65wprIafinTJlCvl27djFASx/Lje81xOukPnDz7du3GQDWpEkT8nFCmZo1a5KPg6UdHBzIFxsbywAtIJsb78diIg4O0DczM2NlZWWsuLiYnq9Vq1YsIiKCPXv2jMbiDz/8wHbv3s3WrFlD9M1z5sxh7u7uzMPDg125coXGlHjcMsbYyZMnGaAlJlCr1YyxcgV5MzMzAmGvWrWKAWCTJ0+m7/J2fvnyJWOsvH+J6+HBgwcM0GYNvF03YrKdN2/e0LjlVlxcrHevIZPJGACWnJxMPh61iYiIIB+fW7j8AmPl/fDOnTvsY9s/Bgz+r4Dw3gW4E6uO6lMG15djqs8nVm02NjZGzZo1Ub16dfr7999/T2+Qvr6+8PHxQb169Uhkp7CwkPK7z549Czs7O6SmpmLnzp2QSCT48ccfiT4U0Ar98Rw7nnfHI0ZAed64PuC3PnDd+0BG3D6BZP/z9q56Zh8IDvtQgLj4VIj3l4KCAhgZGcHBwQHVqlXDy5cvUaVKFYoKbd++HSEhIRgzZgyJ1zk7OyMlJQWbN2+mE7BRo0bh9OnTGDduHObOnUv32bNnDwAtVoOfvvExKe6LPOrDxxcAHVEhxhgEQdALutOnkK5PSf1DgXif7P+O6Rtjb/vf9r1vzflQgLK+telt0g6NRkNzPBc2zc7OhkajgSAIdBrO8Uz16tWDgYEBDAwM0LNnT8IezJw5EytXrkRCQgLi4uIQHx+PuLg4HDp0CIWFhahevToqV64MAwMDBAYGoqioCJ06dULPnj3h7+8Pb29vDBs2DIcOHYJCoaD17MaNGzAxMcHx48dx7tw51KtXj/BrXMSsatWqaNmyJQCQYJ2dnR2tkTw6ZGRkVGE8fijZy4eqe38o0PrPrH//yvf/bP/S97n32b8zp/3ZefFfWav0zdG83yuVSprzeb8vKiqCRCKBiYkJZTwkJydTJsDnn3+OrVu3QqFQUGTgzp07uH37NurUqYOvv/6a7tOvXz+cPn0at27dQvv27RETEwN/f388fPiQME7Ozs6oWrUqbG1tYWRkhKKiIsyZMwfdu3enZ+b4KUC7XqWnpxPuTx9xybsA2e+rwz/qF/8JMP9/Y/376C8a4nSiRYsWVZBrX7NmDYUUOTBm27ZtqFy5MoBysOfevXtx48YNAOUq0seOHaMNOAc/eXp6IiQkBBqNBg8fPiRfYGAg1Go1+Q4dOoQbN26grKyMgLWrVq3Cpk2bdJSzJ06cSJsivhFasGAB9uzZo6P0HRcXhzNnzsDe3h729vakfZGTkwMbGxtIpdIKqqhAOcDb3t4eZmZmBNIFgEqVKuH169dQKpVUThMTE/j6+kKpVBKjVVFREY4dOwaVSkW+1NRUbN26FWq1ml5qXr9+jVWrVkGj0VAdJicnY/HixWCMEfgsIyODUoK4imlBQQF+/PFHAOUvOGq1mlJTxBOGuJ35BnfNmjWkiM3befv27QSC5oN2//79BA7marA8dQgoB6pduXKFnu3BgwcAgLt372LOnDkAdPvdggULYGBgQGWOjIykz/EyJycnk4+DMnNzc8nHQYsqlYo20+IN/cKFCz+ob2/fvh1VqlSh9gC0IENeZg565GUWq7JevnwZGRkZEASBCA98fHzAGINEIqF2fvjwITZt2gSpVEr19vTpUxw8eBAymYxUZl++fIlr167B0NCQyhIUFITw8HAYGhrShiIsLAyfffYZDAwMUL9+faSkpCAiIoJeNGrXrg1AS9yg0Wig0WgoPA5o+2JBQQGysrLoGR88eIAvv/wSmZmZBJwrKiqie3IrKytDrVq1dF6cU1NT0bVrVxgYGNA94uLiMGrUKEilUgLdvX79GtOmTYNEIqE2zcjIwPfffw9BEGg8FxQUUIhaTHTA2/7f6dvifhgeHk4pC5/srzdx2/j6+tJml7f3w4cPaTPPx7S/vz/1JQ5ufvHiBZRKJaRSKfXHV69ewdbWVgc8Ghsbi6dPn+q8QPB0KaVSSb4LFy7Ax8cHubm5Oiq/CoWCgJtSqRRNmzZFXl4e9ffExESMHDkSzZo1Q+PGjXHhwgUAwIgRI2BhYQFXV1dK3QsODsbOnTthaGiIoKAgWFtb49WrV6RRcfHiRdjY2FDK6ueffw5LS0uaf6tWrUovCXwc8QMDoJwEhKeUqdVqqgfGGHJzc3XUxXlqiVKppDk5Ly+PAMx87czJyaHUNv4yk5OTAz8/PzDGaL7jIGPGGO0N8vPzce3aNR3F9aKiIkqD4vOxUqmkuuNlY4zh7NmzOn0BAM6fP0/1wPvN5cuXKZWS18ONGzdo/eFq6Hfu3KG5j+8jHjx4QN/hAHF/f3+a//g6+fLlSyLH4fUQGhpKPl6+V69eVSDRiYuLIx8nzElKSiIfr/PU1FTy8Xk7MzOTfLyuc3Nz4enpCUEQqJ2Kiorg5eUFQRCoz5aWluLixYs6c69SqcT169chCILOAdLt27dhZGSkM0bv3bsHc3Nz+lx6ejqePn0KS0tLSqu/efMmcnJyYGxsjM8++wy3b9/G/fv30a9fP7x58wZv3ryhzfm2bduwfft26oNiS01Npfrntnv3buzevZv+7+vri0qVKsHW1pYISH766Sc4OTnRWOaEMgYGBnSfzMxMzJkzBzKZjF5MioqKsGzZMp35gjGGNWvWQBAEnb3Gli1bKH2Xv7T89ttvtAbx/rN//346lOZ97tixY7RH5GvVfwMM/tExGnl5eVQBn0xrn05SP9n/in3qyx9up0+fxogRI/7qx/hk/99SUlJIMO1/2VxcXODs7Ixq1aqhWrVqcHZ2hq+vL86dO4du3brh999/h4mJCfbs2YN169ahZcuWmDhxIkJCQrB//34AQMuWLWFkZISsrCxER0fD3NwcLi4uUCqVSE9Ph1wuh6mpKUxMTKBUKlFSUqIXJ/LJPtnfzYyMjNCyZUu0bdsWjDFs374dNWrUwM6dO5GdnQ1vb2+cOXMGdnZ2qFu3LuLi4v6U4N/f3datW0e4xY9l/1Uw+Jw5c+jNfPPmzSgrK8P06dPpReT3339HXl4eJk6cCCcnJwDayENaWhpGjRqF2rVrQxAEnDhxAgkJCRg8eDCaNm1KIO9Xr15h0KBBaNOmDQRBIDrQoUOHolOnTpBKpfj9998RGRmJqVOn0qnojBkzkJmZie3bt6N58+ZISkrC+PHjYWJigidPnkAikWDFihXw8vJCly5dsHDhQgQGBmLjxo3IycmBgYEBPvvsM2g0GmRlZSEzM5NOKP4dk0gkMDU1pRPn/Px8mJubo0aNGjA0NEROTg4SExPh6OiI5s2b02l1cHAwnJ2dSRk1Li4Ojx49QrVq1dC/f3+iVr1x4wacnJwwfPhwCIKApKQknDt3DnZ2dpg4cSIEQUBGRgaOHTsGMzMzfPfddwC0EY3ff/8dEomEANRqtZpA0uJ23rJlC5RKJb755htKh9mzZw9yc3Px5ZdfEvDtyJEjSE1NxRdffEFpNl5eXoiJiUG/fv3QrFkzAFpwXXBwMLp06YL27dsD0EYynjx5gtatW6NHjx4AtCdkXElz3rx5MDAwQGhoKK5cuYJatWph1KhRALSnO6dPn0alSpWIojEtLQ2HDx+GhYUF8XHn5+dj9+7dkEqlVGaVSkVlnjt3Lp10874tLjPv219++SX17aNHj1KZuRqsl5cX4uPj0bdvXzRu3BiMMVy7dg0RERHo3LkzWrRoAcYY7t69i+DgYLRq1YoA4v7+/ggMDETDhg1JVTwkJAQhISGoUaMGmjRpApVKhZiYGMTGxlLKlFKpRFpaGrKysojTXKFQ/Mc2C5aWlqhUqRJF7Z48eYLCwkIYGRnh+++/R/fu3XH+/HkcOHAATZo0wcmTJyEIAr788ksEBgZixYoV6NatG/Lz8zFw4EAAIFrN2NhYLFu2DBYWFlizZg2Vb/fu3bC1tcW8efNIxXbfvn2wsrLCrFmzwBhDRkYGKX3PnTsXjDEUFBRg586dEASBJl+1Wk2kB3+mbzs5OaGsrAxbtmwBoD0V5Kr3n+yvt9TUVBqLTZs2JT+PKDds2JCi2eHh4VCr1ahXrx61f2RkJMrKyuDi4gJDQ0OiYFYqlahcuTIMDQ3BGENaWhrKyspgb28PU1NTSKVSJCUlQaVSERjc0NCQqJ/79u0La2trlJaW4sKFCzAxMcGCBQtgamqKwMBAnDx5Ei1atCDCigkTJiAsLAxLly6Fubk5goKC4O3trfek9u9qEokEZmZmRPWbm5sLExMTymzgEVEzMzPy5efnIzMzE+bm5nByciLK4Tdv3sDc3Bw1a9YkIHl8fDxMTU1Rv359Oj3natV8D1FaWorg4GDIZDK0bt2aaOr5aX7Hjh0BaA9VeGZEhw4dIJVKIQgC7t+/D8YY2rVrR33k0aNHKCsrQ+vWrSn109/fHyUlJWjRogVFvJ8/f46CggI0bdqUCAoCAwMhl8vRsGFDKnNYWBgyMjJQt25dekl+9eoV3rx5g1q1aqFWrVoAtCDv169fo1q1arSe8tS5KlWqkNJ4cnIyoqKi4ODgQNGutLQ0hIeHw9bWloDkWVlZCA4OhqWlJdzc3Cgq9fLlS5iamqJNmzZgjKGwsBDPnz+HoaEhbdxLSkrw/PlzSCQS+pxSqaRMkpYtW1LUi1P1cppkjUaDmJgYMMbg7OxMithpaWlQqVSwsrKiKGRhYeEfHngZGhqiatWqqFq1KpycnODt7U37mClTptDaLZfLYW9vT2tGtWrVEB8fDxcXF1Kj59S3arUaN2/ehIGBAZYuXQo/Pz+MGDECvXv3Rk5ODhYsWABBELB582aiqv7tt99oX6FWq5GZmYnDhw/D0NAQ06ZNA2MMRUVFOHr0KAAtbT4v36FDhwAA48aN01GjV6vVGDFiBO2zT506hdLSUgwePJjWJS8vLxQWFqJfv36UNXDp0iXI5XK4u7vrpJZ9FPuPID3eYX8GDK5PPblVq1YMAPP29iYfB1WfOHGCfFwVWQzU5uDVvXv3kk+fAidXUuSgTg5G44Dq169fE7BoxIgRrG3btgSIMzc3Zz/99BO7desWy8jIYIyVq7RWrlyZ5eXlsZycHJaZmUmqlr/99htLTU1lqampRA34ww8/sLy8PFZcXMyWL1/OAF2lcg7kEtMUbty4kQFasC43rvQ5evRo8nHQ3KBBg8jH1ZM7d+5MPq5cKQZ3cTCUWLkyKSmpAmjrExi8Ihhcn+q9GAz+LtX7Q4cOkY/TTW7atIl8M2bMYICu6v0vv/xCfYkb7zdi4BoHYI4bN458+voNV+IeNmwYKykpYfn5+QTK7NixI0tLS2OpqalEImBlZcUyMzNZdnY2y83NZb169WIA2K5duxhjjOXn57MHDx6w9evXs8qVK1PdNWjQgE2YMIGAbdevX2eMlSve/vTTT/RMnCaXg2M5WNDCwoI+4+/vT6A+bhxwLlYCDgsLY4Cuout/WvX+Exj872ti6vXS0lLyvw22ZowxW1tbBoCFh4eTTx94u2HDhhUAls2aNWMA2I0bN8jn7OzMgHLFaDHYk8+f9+/fZ4CW4pzb0qVLGQD29ddfM8a04HBjY2MGgEVHRzPGtIrBHJx6/Phx5ufnx06dOsU2btzIZs6cSQrkgiCwSpUqMWtrawIyA1rChKFDh7IBAwYwQKvefP78eXb+/Hmiwx08eDC7efMmu3v3Lvm++eYbFhYWxqKjo9mECRMYADZ79myWmZnJcnJyiNp9xowZTKFQMJVKpXdd42rhAwcOJN/vv//OAC2NNrft27czQFfV+tChQwzQ0vVyu3jxIgPA2rZtSz6+Rr8PmMvnA5lMRr6ioiK9Y5rvEcTAXE5zHxoaSr66desyAOzBgwfk00cM0rNnTwaAHTt2jHwjRoxggC4lKScGWblyJfk48F6sDL527doK+4rffvuNAbpgcH2K65cuXapQh5yco2HDhuTjStdVq1YlX0xMDO2VuL1PcT07O5s+y8HN4rHH185Lly6Rb9KkSQzQkqEUFhayrKws1rJlSwaAHThwgImNkwetWbNGx5+ens7q1avHAC3xwO+//848PT1pPHGwPgefc0A/J2JZvHgxY0y/krc+8hF965e4bjgo/Y/U6DkRi1gFnD9rcHAw+fQRV/B5ia+3H9P+9mBw9oHAKX3gZn0q4OLcUQA6SsdFRUV4+PAhPD09AWhz6VxdXREeHk6/f+bMGZ1nKSwsxK+//kpUmE5OTnRK4eTkhOjoaDRo0ABmZmZ0wtSgQQM6oeDP4+zsTMAnnt8nTjnjzygGrPNcUTGw/UOB37wOPxRI98n+OvuzgK/3AcTfxpIA5SJa4jxZ3o8LCgroFIfTLBYUFFD+J6fay8vLI5Gy6Oho+v6vv/6Kbdu2kZjT2xYZGUnYFEB7olunTh0iSbh+/Tr69+8PJycn2NnZoaioCJmZmahbty6NYz6OxGUW5/fqq5t3pX196vf/+yZu438FPPwuhV4xyFvfd/l45J8TkzXwPs3XCzH5CBc1s7e3R3R0NJ4/f47S0lIYGRnB0tISjDEEBAQgPT0dlpaWGDFihM76AABTpkyBn58fpk2bhr179wLQ4kKGDh2KBg0aEJZgxYoVuHr1Ktq2bYshQ4YAAK5duwZAewrdq1cvAKDT15o1a1KuPJ9PrK2tCa/Ax6WRkRE907sUv8Vrkz7w8LsITf4VgDi3fxWQ/aGf/bNzy78DOP9Pr+X6xsz7yvghStdSqVSnD4jbma8v4vmc75U49gAoj0qGhobCzMwMZmZm6NevH168eIG7d+9iypQp9Nn27dvj9OnTuHHjBhwcHPDw4UM8fPhQZ406f/48zp8/r1OuYcOGoXnz5rR23rp1C40aNaK9Gsee8DEMaNcmQ0PDd5KUvG8uEtu/4vtQkpmPZR/9RUO8wdm8eTOBWDhLzO+//04gMg6MOXz4MHFXc0DOqVOn8OzZMzDGSFXSy8sLEREROuDmM2fOIDQ0VCcMd/jwYfj4+EChUBD4+scff8RPP/2kE17m6TncOMiKW506dTBw4EA8ePAAz549w6RJk1C3bl0EBgYiMDAQ0dHRBDgCtCBBNzc3AED16tWpLMeOHcODBw90lMXj4+Nx9uxZHVXy1NRUXLhwAYwxAgS/fv0aHh4e0Gg0FNKNi4vDwYMHodFoSCGdp49oNBr4+fnR57Zt26YDkEtKSqL0H143mZmZ2LhxIxhjVJaCggJs2LABQLlaqlqtxvr16yu0sxisxAfknj17KCTM2/nIkSMEguZgKi8vL2JR4fXv7e1NOZG8bu7evUsDhKccBAQEYN26dQB0WYg2bdoEQ0NDquu4uDj6HFdaTUtLIx9/lvz8fPLxZ1apVOR7u8xi1ow/KvPRo0epzLxuxWXmffvq1atIT0+HIAj0N15msVq4v78/tm7dSv/mdbRr1y4IgkC+V69eYf/+/RAEgfpNbGwsTpw4AalUSukiCQkJOH/+PARBoM1/fHw8zp8/T2FsQAtK3LFjB/Lz85Gfn08h7UaNGiExMVFnMhWzczg7O6N58+akEbJmzRpUqlQJU6ZMga+vLz2veMIPCQlBt27dILZBgwbBwcFBR8152LBhMDY2ppdyuVyOWbNmQSqVUipjbm4u6cHwRaG4uBgrV67UUXvmzwbovpzo69u///47tTOfT44ePYq7d+/q9MOYmJgKc8wn++tMvHEJCAigjTCfV16+fElrE/8sT2dhjFH7BwcHQ6lU6gBauZYDVxYGtHN3SEgI1Go1vVg8f/4cycnJRNAgCAI2btyIvLw8InyIjY1F27ZtIZfLCSi9du1arF27lp5foVCgUqVKsLS0pE2Ok5MTjhw5gtq1a6N27dpwdnZGaWkpHZZNmDCBvn/37l0AoHHGRMBqU1NTREVFwdDQkOYszsRjYGBAL/nGxsZgjOnUDaAdXxqNhupBqVQiKysLGo2G1pKSkhIkJiZCpVLprDkvXrxAWVkZzYuZmZl4/PgxaUEB2vUoKCgIjDFSoc7Pz6f9Al/XCgsL8eTJEzDGaG9QWlpKZCIcyCwmWuHrDmMMd+7coVQgcb2JWcIAwM/Pj+YDPv4fPXpE6wqvh4CAAOovvB5evnxJG2s+Z4WEhODmzZsAyvdDERER5OMvnzExMeTj9ZCQkEAkOnw9TUlJIR8HjaelpdF3xYrr3MfXzry8PPLxNaOoqIj2a7wOS0tLcfv2bfptQDtHcwV7fpgKaEHxbytdP3r0CLa2thAEger16dOnND/z8fjy5UtKkePjNyAggPZBnMzB29sbO3fuRFxcHOLi4mhNvX//Pqmjc6tZsyYSEhJgZmaGXr16QS6XIy4uDklJSdBoNLT2AlpNsNWrV9OacPbsWcTGxuq83E+bNo30ogBtv/7pp590yEwUCgU2bNgAiUSic+iwbds2yGQynZeBffv2wczMTAckfuzYsQoEBJ6enpTix/vX+fPnddoXKCf8+aj2H42P6LF/kjK4kZERc3FxoXDU1KlT2ZUrV1iNGjUYAObr68s0Gg1zcnLSCZtxy8/PZ+fOnaO0Kjc3Nx2F8E/Xp+v/ymVhYcHc3NyYoaEhA7R6MJmZmTrjJScnhz6fkZHBsrOz6f+XL19ma9asof/Xq1ePUtL+qdcnZfC/l3Eu/3/qZWFhQarIPKXwXZeBgQGlLJqZmbEpU6awWbNmscWLF7MqVaowQJsa06xZsw/6vU/Xp+t/4Wrbti1bvHgx8/b2Zjk5OaygoIB0zLiWDk+dFgSBHT58mHXu3JkBoL3iP/lasWLFR59rPzoYXKwTMX78eHrTO3r0KFQqFUaOHEl/9/T0RGFhIQYPHgwHBwcIgoBz584hOzsb/fr1I+7tS5cuITU1Fb179yZF0AsXLiApKQn9+/dHkyZNIJVKcezYMSQnJ2P8+PFo0aIFjIyMsGDBAhQVFWHnzp1o1KgRQkJCMHv2bDRp0gTBwcFgjBEYNjY2FlWqVCGF17S0NCgUCtSoUQMymQx5eXkUIua2YsUKLF++HF27dqWT6+zsbHh4eOCHH36ApaUlvv76a+Tn56OgoAAXLlwgYJi5uTnUajXCw8ORm5uL2rVrw9HRkWjj0tPT4eLigpo1a0IikSA6OhqJiYlwcXFBo0aNIJFIEBUVhcjISNSsWRNubm703RcvXqBatWro1KkTAO0p88OHD1G5cmX06tWLaOhu374NGxsbDB48mJ798uXLMDU1JQB1UVERTp8+DYlEgkmTJgHQRjc4b7u4nY8dO4aysjIMHz6cwp1nzpxBQUEBBg4cSMCky5cvIzMzEz179qR2vnXrFpKSktCxY0fUq1cPgPa0KDo6Gm5ubhQqffr0KUJCQtC4cWO0bdsWgPb0hIf0J0yYAJlMhpiYGNy/fx9Vq1ZFnz59AGjBcDdv3oStrS2lB2RnZ+PixYswNTXF6NGjqcyenp5/WOYvv/ySTmV43xaX+fTp0ygsLNQp86VLl5CVlYUePXrolDk5ORkdOnQgEJ+fnx9iY2PRqlUrAog/e/YMERERaNSoEQHEQ0NDERwcDBcXF7i5uVEEIjAwEE5OTuRLTk5GYGAgbG1tCYjHwX5mZmZo3rw5UXCGhITAwMAArVu3pnA3PwEcOnQo7OzsYGFhgStXriA6Ohrff/89Fi5cSODM2bNnY/v27Rg6dCjOnTtXYX5o1KgRIiIicOnSJQwaNAhVqlRBWloa/P390bp1a1hZWaGgoAARERFo0KABxo0bh5MnT+L777/HiBEjkJ+fjyFDhkCj0WDNmjUwNTVFamoqNm7cCAMDA/z0009Qq9VIS0vDkSNHYGJiQqC7nJwcnDx5EoaGhkQEUFRUhOPHjwMAvvrqKzDGoNFocPDgQWpn8Rz2vr4t7oePHj0iAoNP9tdbQkICgWc5GQNQHlWsXr06pTskJCQQINXQ0BCCICAhIQFqtRrVqlWDgYEBGGN4/fo11Go1HBwcIJPJoFarkZ2dDbVaDSsrKxgZGUEqlSItLQ2MMdSpU4fSLp49ewYjIyN8+eWXsLS0xNOnT+Hn54devXrR2tGzZ0+o1WrExMSgdu3a6NmzJ3x8fLBv3z6MGzcOAQEBpNw8depUvHnzBrGxsYiPj9eJ4PwZ4ymQnE3qY5hEIqG6UavVKCkpgZGREezt7Slqkp6eDlNTU1SuXJkA43l5eTA2Noa1tTWpe+fl5cHExAT29vYQBAElJSXIzMyEsbExgf9LS0vx5s0bGBgY0Im4QqFAYmIipFIp6tatSyfG0dHREASB0sKYiB63SZMmEAQBgiDQCX+jRo1oLeDZFfXr16dT74iICCiVStStW5f2D1FRUSgpKYGLiwvth2JjY1FYWIgaNWpQH0lISEBeXh6cnZ3pBPv169fIyclBlSpVKJ31zZs3yMjIgKOjI5U5PT0dqampsLOzQ7Vq1QBooybJycmwtramtFi5XI7ExERYWFgQdXl+fj7i4uJgampKa3FRURGio6NhZGREehalpaV49eoVZDIZGjVqBMYYysrKEBkZqVOHarWaIub8u0A5vXvt2rVp7PG+6+zsTNG6jIwM5OXlwdbWFra2thRJi4+PB2MM1atXh4GBAQRBQEpKCkpKStCsWTP07NkTtWvXhouLC+bNm4ewsDC9bICtWrXCixcv4OHhQfueOnXqIDY2FleuXIFKpcKQIUPQsmVLPHjwAAcOHMCMGTNQu3ZtLFu2DAqFArNnz0ZRURHmzZsHOzs7ZGZmYuvWrZDJZJg9ezbKysogl8tx9OhRSKVSTJgwARqNBqWlpZS+P3LkSEgkEjDGyDd48GBag86fPw+VSoW+ffsSGPzKlSsoLS1Fjx49qN/cuHGD1Oh5v/H19UVubi62b9+OmTNn6h+Y/yn72G8yfwQS5icmYjA4jxyI1QubN2/OAF3ACgeznTlzhnzdu3dnANipU6fIp0+R9W31Tq4y2bt3b8aYriqjUqkkcJOtrS2Li4sjVciGDRvqAIAZ0wLzOEBQDFRnrBxsK1Yx1Wg09EYsBpTyt2XxCahYzZnbzJkzGaALCOZA8unTp5Nvx44dDNAC2bmdOHGCAWA9evQg340bNxgA1qxZM/JxYLQY3MXf7j+Bwf88GFxcZn2ANg7APHjwIPkmTpzIALCNGzeSb+7cuQwAmz9/Pvl4BEAM9uMgSrGirqenJwO0SvTc9KnMR0VFMQDM0tKSiY2XjwOyGSsHqYpB54yVAyxlMpkOuJbX3xdffMEAsPHjx7OoqCjq+7z8TZs2ZUC50vJPP/1Uoa2tra0ZABYZGckYKycrEKt7h4eH0zh+u3xiIB5XAhZPjUqlknxyuZz8vG9zEC5jn8Dg/yTLysqitlGpVIwx7ZzMfZzcgzH9be3o6MgAXdAlB3k/e/aMfBz86+fnR7631yF9SsLTpk1jQDnIl0dgjI2NmVqtZhqNhiIaXJGYr2dubm46ZVWpVHQPQAuYXbNmDfv555+JSMXS0pJt2bKFXb58mUVGRtI4f/XqFf1OkyZNGAB29epVVlBQwHJycljXrl0ZALZjxw6WkZHBsrKySC18/fr1rLCwkBUXF7Ovv/6a7s2ff/HixQwAmzlzJt2Dg7zFxBT61Ko5WYV4XeNK11988QX5OPGJeL7z9fWldZybPrCuvrWuoKCA6rG4uJj8/BRcPM/Z2dkxQBfIzIG5jx49Ih8HLYtJb/ie5uTJk+Tj8+Xu3bvJN3XqVAboApvnzZvHAF0ijdWrVzMA7KuvvqpQX+I61AcGv3z5MgPAWrduTT5OVlC/fv131mFCQgL1W275+fl661Cfunr9+vUZoJtBwslQOPiaW9WqVSuMP75nE/cJxhgR8SxYsIB8b968YWfOnKF9Z+XKlVn37t1Z//79iayoa9euVB8WFhZMo9Gwe/fuMUCXuOFtsgh9fUmfT5wFxIHkfzQv8TEqnpd4xs2LFy/eWYf6CAg+lv2twODsTypmvk8l9G0V8LKyMsod5W9/XOzIzMwMT58+pSiEmZkZxo4dS/nsOTk5OqdeERERsLS0hIODA1xcXODi4gK1Wo2kpCSYm5ujQYMGyMvLg6WlpU5OPVdJBbQnAvyEiJ9EAPoVv/UpmutTWf4E/P7fNXH7fChAnJ8K6QOIi3EU+hS2ef8rKioibAig7auFhYVEswiU92tx/mpxcTEMDQ3RuHFjhIWF4csvv4SzszPlyfKcZQA4fvw4RRIArfDR+fPnaSycO3cOlpaWVB4+bvlz5ubm0mfF450/tz4g3rtUWT/Z/769bzx9KBhcPK/qm5P1qYC/TVSij+yD93EHBwcd4dVKlSrBw8MDYWFhyMvLg1QqRWBgIPLy8khUrnfv3jpllUqlhMPo1KkTVq5cSX9buXIlRRS5SGVJSQmNJ/HaxJ/TxsaG5gdefnt7e8qJ5+XioFxx3clksgrkDPrqUOzTZ/pIHz4UXP6h+wp99kfr5Lv2Lx/y/Q+xD90jfeh3/xP2vvnzzwCe37WGvQ8gDmj7ZUpKig72tkePHvjll19w584dqNVq+j2uMH7x4kW8efMGDx8+pGgmt7S0NMKYcLt79y6NpYKCAmzZsgU1atQAAJ37vk1Uoo+Y5X3q3O/bp30oyPuv1rv6r4LBeeoCUN5BPDw8aHLiE9v58+dpw8IBK1euXCE+ZQ4W8/b2RmJiIjQaDQFOz507h9DQUKhUKgJJ7dixA8eOHdNhKOjatSvy8vKoE73NMFBQUAAvLy+dshgZGUEmk6GoqAimpqYoLi5GZmYmMjMzCcTKy8H58s3NzeHs7EzP8vjxY8ydOxdmZmb00mNgYAAPDw8YGBhAKpVS+QICAgj8xMFdwcHB8PT0BGOMwozh4eE4efIkGGMElo6OjsaxY8fAGKNnS0hIwJEjR8AYIwD1mzdviJ+Zg/9ycnIoVYTXa1FREfk4iFatVuPAgQM67QloU0p4O/ON6+nTpylliLfDpUuXCJTFQXe3bt3SUXYGQGB2oBy8/fTpU7o3L3NoaCj5xGDEI0eOwMjIiMqcnJxMn+Nlzs7OJp+4zNz3IWXmoXHuF5eZt6O4zLyc4jLzfsKVboFyYPTTp08rtFVISAgOHz4MoHyTHxUVhaNHj+qAwV+/fo0TJ05AEARSg01LS4OHh4eOoqtcLie1dj5BqtVqHD58GBKJBGq1mp7L3d0dt27dQmFhIQHKgoOD0bRpU6SkpFCdcfPx8cHbZmJiQqwcBgYGBI7kKXvc9u3bh3379tH/T506hTt37sDa2prmiLlz56JatWo6G4oFCxbAyMiI6r+kpASbNm2CRCKhRUGpVOK3334jzn1u7u7uAHRf0o4cOULpDh/St8X9MCkpSSdN4JP9tSYev2FhYdS/uUVFRdG8xP1RUVEoLi6mlBBAm+6hUCh0gMJRUVGQSCSQSqUE7kxKSoKVlRVUKhX1qYcPH0IikRAgVS6X49tvv0VWVhYdei1YsADff/89fScxMRHjxo2j51Sr1ZT6x83DwwOJiYlwdXVF06ZN4erqSvPExIkTdT7LlaDbtWsHjUaDjIwMBAQEANBu8q5fvw4DAwMYGBjQmI6JiYG5uTnMzMzo5aOsrAyFhYWUhgRo1/+ioiJKCQG0c7NcLtdRSC8tLaV0Mn6PkpISxMTEQKVSEVg+Pz8fL1++BGOMDiqys7MRFhYGAwMDmkdLS0sptY1/rqSkBBERETqgcYVCgdDQUDDGaG0pKyujNGoOvmb/n5CFMabDzBcYGEgHG3xeDAoKoufl+5+QkBCdsgLadZtvevlvRkVFEZCczyVxcXFEDMDrJjExkXy8zMnJyeTjz52WlkY+/kzi9uXkAjk5OeTja0FeXh75eN0UFhaSjxPwlJaW0j34WqVUKsnH1wbxy7I4Be/Fixe0X+B1GBgYSGOP96XQ0FCd1Cn+/DyVlzFGc/+dO3dQWlpK6X7GxsbIycnBuHHjkJOTg1evXtH+Qsx6KAgCmjZtisaNG+PkyZOQyWQ4ePAgVCoVMjIySFvJyMiInuvHH3+ksmRlZaFdu3awsLCgcq9ZswY1a9akvqDRaLB48WIYGhpSX1CpVNi+fTukUqnOYd+hQ4coVZPb6dOnKVWXz0EXLlwgJlM+Hr29vSnFj4PBb968Sf2A9yXxod1Hs/9ofESP/VPA4BKJhDk7OxNYztXVlW3bto140Xfv3s00Gg2Fmd3d3Vlubi57+fIlO3v2LNu0aROF0mvUqEHcz5+uT9f/5cvMzIxSBSQSCVu9ejU7deoU8/f3Z5mZmezJkycMKNe3ePToEQO0ILtdu3ax3r17M0Cr0VGzZk3iqv8nXp/A4H8v4zoq/7TL1taWdevWjcZVw4YNWbdu3ShV412XIAiscePGrE2bNqxz586sT58+NKaqVaumo6fx6fp0/V+5vv76a3b9+nXSSVKr1czS0pIBYIGBgTRn8BTvXbt2sfbt2zMArHbt2vTZf+K1ZMmSjz7XfvSIhvh0sV+/fhQ+8vb2hlqtRs+ePemE8ObNmygtLUWXLl2IO9zX1xf5+fno2LEjKlWqBEEQ4Ovri5ycHHTu3JlOMK9du4asrCz06dMHderUgUwmw/79+1FUVIRvv/0WLi4uyM7Oxvr162FpaQkvLy9YW1vj22+/xfPnz3HixAmMHj0aPXv2RFpaGmbNmoUJEyZg4cKFALS0f4Ig0JuhlZUVrKysiKoTAFG9Xrx4Ec2aNUNRURFSUlLw5MkTTJw4ETKZDL/88guKi4tRWFiIiIgI+Pr6wtraGh07doRKpYJarcadO3egUqnQpk0beoMPCgpCbm4uGjZsSADxyMhIpKWloXbt2gRoi4mJQUJCAqpXr44GDRpAEAQkJiYiMjISVapUoWd98+YNgoKCYG9vTwDqzMxMBAQEwNLSEp07dwagfRP28/ODsbExevbsCUB7GuHj4wOJRIL+/fsD0L6le3t7/2E7d+/enULoPj4+KC4uRseOHamd/fz8kJubi9atW9ObOeeDb9asGYGlAwMDkZSUhIYNG6JOnToAtCcrMTExcHFxQePGjQFoT0/48/Tv3x9SqRTJycl4+fIlHBwc0K5dOwDakxF/f39YWlqiS5cuVOb79+/D2NiYuOJLSkpw+/ZtSCQSDBgwgMp89erVP1XmDh06UJkfPHhAZebpCQEBAcjIyECzZs0IsBcUFESn4RycFxERgbi4ONSqVQsNGzYk2udXr17ByckJrq6udOoXFhYGOzs7Ao1nZWUhKCgI5ubmRL9cVFSEp0+fQiaToUOHDgBAarcajQadOnWCmZkZpFIpQkNDkZiYiObNm6N9+/YwMzODubk5Dh48iNevX2Px4sUYM2YMacOoVCqYmJhArVZj0qRJpAYPlEcs+bhq3bo1RQu7deuGtm3b4ubNm5DJZFS+hg0bwtTUFPfv30deXh7mzp2LoKAgTJgwAc2aNUNxcTF++eUXAMA333xDxA3Hjx+HRCLBuHHjoNFoUFBQgEuXLkEikWDYsGFgjKG0tJTalJMDaDQaXLp0idqZh+29vb2hUqne2bfF/ZBHPT7Z38PEp4Q8qg6Un/DZ2dnRZzjVqJ2dHSlBZ2RkgDEGR0dHHeApY4zITNRqNXJycsAYg4WFBZ1O8t9r3LgxrK2tkZeXh9DQUNSoUQMTJ06Eg4MD5s+fj5KSEly8eBFt2rTB+PHj4ePjg40bN2Lq1KmU+rFmzRoMHToUGzduxIIFC9C9e3fMnj0bISEhCA4ORnBwMCIjIwkwyyOqbxuPpkokEtja2iIrKwvm5uZo1aoVVCoVVCoVRUirVauG0tJSFBUV0Qnqf6I9eH1zbQUTExPIZDKoVCoUFhbCyMiITvxLSkogl8thaGgIS0tLlJWVoaSkBEqlEhKJBMbGxhSlKikpgUwmo1RmlUqFvLw8yGQyojDmwH2JREJjlUd4ABCoGiinJq9atSo9N6+/qlWrUqQiOTkZGo0GTk5ONG+kpKRApVKhcuXKRI2bmpoKpVIJR0dHWvPT09NRWloKe3t7ml8yMzNRXFwMW1tbAo1nZ2ejsLAQ1tbWBNyXy+XIz8+HpaUlrTd5eXnIzc2FhYWFTtQkJycHZmZmNAa4TpGxsbGO3ld6ejoMDQ2pHhQKBVJTUyGTyWhOLysrw5s3byCRSEi5XBxV4msaY4xO1p2dnandk5OTwRiDk5MTZDIZBEGguqlUqRJMTU0hCALkcjnkcjksLS1pXwhoIzj5+flwcnJC1apVYWhoCCMjIyQmJiI2Nhaurq6YNWsWGjRogPr16+PLL7/E9evX0bBhQyKIAbRjoGXLlrh79y6eP39OtOT9+/eHv78/bt++jYEDB+Lx48do06YNjh8/DgsLCxQXF5P69+rVqxEVFYWRI0eiUaNGKCoqIr216dOngzGG/Px8nDp1CgAwatQoaDQaKBQKnfWGg8H5OtKtWzeKovn4+EClUqFjx460j75//z5KS0vRtm1binw8evQIRUVFaNWqFfV3f39/6iMf3T72m8wfgYS5GndcXBz59Cmturq6MgDs9u3b5NOnqMzBVBw0ylhFNVeuZCkGL3Hwnr+/P9NoNPSd58+fkyq2lZUVKTRykJD4PowxlpeXp7ecjJUDjsWK24yVK6D2799fx88pQTm1GmP6Fc25+uqvv/5KPn3A6M2bNzNAVwn62LFjDCgHwTPG2PXr1xnw7wOjP4HBK4LB31VmMRh84MCBDNBVMp08eTIDtMBKbhwUPW/ePPLpU4rnIMq+ffuS7+bNmwzQBf1zhVKxeitj5WMoIiKCfAsXLmSAVuFXbFzBXPyc3DgY/v79+zp+Dr4WBIHGGCd7OHToECspKdGhGhQrKGdlZTHGGBs1ahQDwLZt20a/+/YY4veRSCT0GX1AvD+jyspPsfSBwTnQ8xMY/O9raWlp1DbcxMB/cVtz9e2EhATycSC2GCytb+y/vQ6JaZ2VSiVjjLGtW7cyoBwALZ5bOAEBX6sePnyoA2Tn4NAePXowAGz79u065dRoNLS2rlmzht26dYtdunSJeXp6Eqi2Ro0a7N69eyw+Pp4plUp26tQpBugCqMXjgI89xhhr0aIFA8DOnTvHioqKWGFhIevXrx8DtCe/hYWFrKioiOaHVatWMaVSycrKyticOXMY8H5Si/379zMAbMCAAeQ7efIkA8C6d+9OPg5uFitdHzx4sMI6q2/ef/bsGQN0iU/i4+MZoAtkFq/1YkV5TmufmppKPp7ZIJ4/+Vz45MmTCnUoJr3p1q0bA8A8PDzIx1XY9+zZQz596wOvVzHQeeXKlQwoV5VnrBxQP3LkSPLpA4NfuXKFAbpg8AcPHjBAFwDNyT8cHBzIl5yczABddXVx/+ZRBMbKiT3EY0ofacqGDRsYADZx4kQmNg7wXr58uY6fl6lTp046fr5mcpIejUbDEhISmJeXF93XwcGB1alThzk6OtK6AoD6OC8/n/u54jvfv+zbt69CmfkeSZ9C+h+tGfr6l745SN8+ulGjRgzQSjRw07fn+lj2twKD6zOmB7yiT5FVnyI2z3/jufNvK60WFxfTW3VYWBi8vb2Rk5MDQRCwbNkyykE0NDTEkiVL0LBhQ8q7e/stkOd82tvbV/gbz1vkJ/Dc+KkWpxvj5eA5emLqXJ6LJxa20Qea01c3+kxfvX6yf56J2/FdIDAxzoD3lw8B15mamiInJ0fn1JKffPH+y41HW/QpgLu4uCA+Ph7x8fFEsQyUU2cyxnDs2DEkJibSCeLPP/8MLy8vWFhYIDc3F0uXLkW/fv1ga2uLnJwcREdHw87OjsazGIhnbGwMpVJJc4AYFM/+P0D8XwHIfRo3/9umb+yI/e8Dg+tbh/iY0ke4wD/H8/f5KTVfZzi1a0hICK1Vly5dIgFXKysr/Pbbb6hUqRLhPHgUltvTp0+JpGTOnDk6qsU8N71Lly4UxQb0q5KL8UZ8TRXXg6mpKa1ZvE5MTEzoNJ6PQY73ENuH1rUY5P02oJz/NqA7j72twi6+x/sA4u96vr/C9N37Q5/nv/ncH7ou/ZFf3Kb6wOD6xhJQTqYgxtEAQP369QGUY034d3mmxI0bN9C3b188f/68wrrGcbhv27Vr1wBo8bDffvstPRNfv/hY4GuneE7gfVKfQrrY3q6bt9vwQ9ew97XBx7aP/qIh7hxXr16lyucVffPmTUob4Q1y584dvH79GowxSqm4d+8esrKyKPUD0KZVpaenQ61WU+OeO3cOz549g0KhoN9bsmQJ6VMAWmCWvb09pW0A0JGnZ4zhypUr9P/MzExSg+bWo0cPVKlSBVWqVEHlypV11FG3bdsGAwMDyGQyyGQyArUqlUrSYhAEgVQbc3NzcfHiRQiCoKMKef/+fQqt8jIHBgbSZMpDta9evaKwGgdyxcfHUwoID5WnpKRQubjSZ2ZmJj0fBxPn5eWRj/9eSUkJ+figU6vVOmXj5u3tXaGdb9++Tc/BJwE/Pz9qN76wiUH1HKgfGBhIoUQO4AoPDycfVzyNjY0ln7ger169CmNjYypfRkYGfU5cZu4Tl5n7xGXmvrfLzBfw95WZ/xYvMwfXAeUbjMDAQKpbcZnfbpe4uDhqU96/k5KSqO05UD4jI4P6COd7z8vLo8mSjwWlUkmfA8on/Fu3blFaCAfLh4WFwcvLi7QmeLkePnxIALqysjJKewCA3bt3w9vbG6mpqUhLSyPQIgDSJxHXBS8HABw+fJgArQDQvn17WFlZ0WR9+PBhhIeHw9zcnDYaW7ZsQfXq1XVIKdzd3WFoaEhgS5VKhVOnTkEikeiAwc+ePUu8/tyuXr1Km0F+j3e1s7gfch2cT/b3MHGf4HOpeDOdkpJCJAJ8HCQnJxMhAu8XcXFxUCqVUKvV9JtRUVEoKCjQUfqNj49HcXExpZHIZDJcunQJcrmcgN+PHz/GwIED6WW9rKxMJ2UHADZs2ED/zsvLw4oVK3T+3qlTJ7Rs2ZIuruQ8cOBAnZcMoFwFunHjxsjMzERWVhays7NpbcrOzqYxJx4bt2/fhrW1NaWLANo0nOzsbMhkMhobYhV0XjdlZWU0Tnh9K5VK5OXl6YCtFQoFMjMzwRijuVKhUCA+Ph5qtZrmjvz8fLx69QpSqRS5ubkAtOQbGRkZkMlk9NwajQZyuZxSpPgz8bbnv6dWq5GYmAjGGP2NMV3VcW7x8fG0HvNNXEJCAvUb3kcSEhJonuJ18/r1a3qR43WUnJxMm2Fer2/evNEBYwPauYSve/x5srKyyMfrSy6Xk4+XOT8/n3x8/S0oKKB78HooKioiH++zpaWl5OPrklKpJB9fG9RqNfn4PTQaDfnEa2dUVJTOgROgXdP5mON1ExsbSwrwfJ1MT09HQEAArUEc4BwREYHLly+jpKSEUuz45wcMGICYmBjExsZS+ygUClJLl8lkcHV1Rf369eHh4UGECI6OjrCyssKiRYtw8uRJNGjQAK9evQJjDHv27KHyTJ06FWvWrKFnPHHiBKKjo3Verjdu3AgbGxudOWj//v0wMjLS8Z09e5ZUwHndeHt7k2o670u+vr549eoVgHKg/f3796kteX/kKVRAeR8R74M/mn28YInW/glgcJlMxtq0aUP8w127dmUjRoxggJZbfMOGDWzatGn/aMDPp+vT9Xe/DA0N2ciRI9mGDRtIe+Czzz6jlAszMzPWoUOHf6xq8Scw+N/LAgMD//I+8SGXIAi09tjZ2bFp06axSpUqMUCbIvTVV1+RBhVPr/ij3zEwMGAmJibM0tKS2draUlrip+vT9X/xsrCwoPS2gQMHMn9/f1ZSUsIY06ZROTg4MEBX88TLy4sBYPXq1WNfffUVA7SEDP/Udennn3/+6HPtfxUM3rp1awoNBQQEQKPRoGXLljAyMoIgCHj27BmUSiWaNWtGp4bPnz8nVUcbGxtIJBIEBASgsLAQbm5uqFSpEqRSKW7fvo3i4mL06dMHVatWBWOMqECXL18Oa2trXLt2DTdu3MAXX3yB5cuXw8PDA2vWrMHIkSPh7u5OKSFLly7F0KFDAQCbNm3C5MmTMXz4cOTn58Pa2hq3bt2Cra0tncg+ffqUTpl69eoFe3t7Os0tKyvDjRs3oFKp4ObmBgsLC2g0Gmg0GoSGhkIul6N27dpwcHAgMGpQUBCBkdj/f4sNCwtDaWkp6tWrR3UTFxcHuVyO6tWrE3gtKSkJ6enpqFy5MgGv0tLSkJSUBHt7ezpRzcrKQlxcHKysrCismJeXh1evXsHU1BSurq4AtKcaoaGhMDQ0RIsWLQBoTyNevnwJQRDQpk0bANrTCk5n5+bmRu389OlTaDQaNGvWjMLtgYGBUCgUaNy4MXGxh4aGoqioCPXq1aNTnlevXiE3NxcuLi7UNnFxccjMzES1atXopO/169dITU1F5cqVic9a/Dxc1TorKwuxsbGwsrIimtHc3Nx/TJmdnZ2pzElJSVRmHv5NS0vD69evYWdnR+2cnZ2NuLg4WFhYUDsXFhYiMjISRkZGBChVq9WUjtGyZUtKLYqIiEBRURHq1KkDW1tbSCQSFBcXIzg4GAYGBmjXrh1F6BhjuHfvHgCge/fusLS0pKgeB7ip1WqMGzcOAwcOpIigoaEh+vTpg6ioKISHh8Pd3R2dO3dG+/bt8ejRI6xbtw5nz55FUVERtm/fDh8fHyxYsABDhgzBunXrcOzYMaxduxaNGzfGN998g8LCQmzevBnZ2dn4/PPP4eDggJKSEpw8eRKAFtDHFYN9fX3peRljUCqVdJrboUMHCIIAjUaDR48eAQDatGmjM4ep1Wo0b96c2vnly5fUznys84gVV2n9ZH8/45FjoPyUXaxZxE9gjYyMqL/zE2dLS0uiJuent2IwsThFViqVUvRPKpXCzc0NNjY2iIyMREJCAvr06YPhw4cjKCgIu3btQq9eveDt7Y2ffvoJ27Ztw5dffoklS5Zg//79AIBdu3bB0dGR9GxOnTqF2rVr48WLF3j58iUePHhAVNjs/1PyctC0PrOysoKdnR3y8/ORlZWFevXqUUpkcXEx7t27B6lUiubNm6OwsBAFBQVIS0vTSXX5GMbnFw7ylkqlYIyhsLAQMpkMZmZmUKvVUCqVFdJp3ve7HHQMaNtZEAQaz3xNBspTYQRBoFNhPpcLgkCnxhYWFvR7PNpgYWFBe6H8/HwiB+BzSUFBAdRqNczNzXXS6VQqFczMzOg0vKioCGVlZTAxMaH+WVxcjLKyMhgbG1M/5qB4IyMj8ikUCigUChgaGurQz5eUlMDAwIDKV1ZWhuLiYshkMiofj0JJpVLaf6jVaora8XRxjUaD/Px8CIKgE6XgmSniOZBHn7iqO/cxxmBlZUXtkpeXh7KyMlhaWhIYvLS0FHK5HMbGxqhUqRIkEgkkEglFsiwtLdGgQQOYmJjAxMQExsbG8PPzQ3Z2NqZMmYIxY8agYcOGcHJywt69ezF9+nTk5eXR2s7btG3btrhy5Qr8/f3Rvn17FBYWwsnJCVKpFFFRUZg+fTq1y6pVqzB37lx07doV8+bNw549e3D16lW0adMGvXv3hlKpxJYtW6BSqTB69GgYGxujqKgIZ86cAQAi1lEqlbh9+zYA7RrE5wxO49uqVSsYGhqCMYanT59CrVajadOm1KYvX76EUqnU2WsEBwejpKQEDRo0oHYJCwtDYWGhjnbPR7OP/SbzPjB4fHw8+TjY7fnz5+Rr0KABA8Du3r1LPq5OKgaIv63Iqg+ANGnSJAaUA4m52vbatWsJHG1ra0vqkkZGRqx169b021KplG3YsIElJiYScEetVrPPPvuMAWCjRo2qUP6QkBAGgJmamhLwjxsHgF29epV8HExlb2+v81l+wsuBRowxUl/9/fffyacPBPahIGEOkGvZsiX5PoHB/3yZ/xNg8H+lzPpA/xzU2a1bN/JxCtnatWvrra+ioiLyc4CpWOmejy2pVEqAaW6tW7dmANjx48fZ27Z27VoGaNVWxfWVnp7OTpw4Qae2NjY2rG3btgQMNDc3J2XTOXPmMG9vbwaANW7cmDFW3obNmzen3+Sqp3xsiYGs2dnZjDH9wG+5XE4+rsqqUqnIJwbBciCeWCH9bdXfT2Dwv6+lpKRQP+YmJhsQEzzwk/+UlBTycSpYDhDX10/0KSBz0LF4fuG06Xv37mWMMbZ8+XIGlAN3+Tjcv38/O3v2rE7/j4yMZACYgYGBzjMzxtjSpUsZoAVCp6amsqSkJBYfH8+ioqJoHBkZGbG0tDRWVlZG3+MK1Lt27SIfpwO2tbXVuUedOnUYoFU+V6lUTKFQkKq1u7s7y8/PZ/n5+WzkyJEM0ALSOUD822+/ZYAWDF5aWsoUCgVbsmQJA8C++eYbWmd37NjBAF3QMlf87ty5M/n4aXPHjh2ZRqNhKpWKAOIDBgxgSqWSqdVqdubMmQrf5fOii4sL+fSRZOgD8zPGyJeenk4+feBmrjDt7+9PPk4yc+PGDfJxxXVPT0/yDRkyhOqV28SJExkAtmHDBvLNnj2bAWALFy4kH+9T06dPJx+vV/HeRR9RjD4w+MOHDxkAVqdOHfKFh4czQBt548ZJFwRBIN8fzak8UhcUFES+nj17VlhT9LU9Y+Xt/9lnn7G3jZOGbNmyRccfFxdHe8W8vDymVCpZWFgYO3PmDAHybW1tSeVdfEmlUiaRSBiglUAAykl/Nm3aVGE95tGTyMhIxpj+9UG8Z+ZEEIwxJpPJGACWnJxMPn1kLTy6Ke5f+kiV+L71/PnzFerqP21/KzA4+0Cgkz4Q3ttgaX7aJAZU89MmGxsbhIeH08nlqVOnKL9dLDKmUCjoxBrQvsEvWLAACxYsgJWVFVxdXWFoaIhHjx7ByMgIkydPRnZ2NuXPAeVic+3bt68AgOM5fJxC7o+eW1y+D1UB/6Rw/H/PPlQRVB+IUh94FagIaAPKT2t5rrOYGrRTp054+vQp/Pz8dETF8vPz0bdvX+zatQtv3rxBt27dYGtri5CQEBoH3ORyeQUBTJ5/unXrVhL+i4iIQEBAAD0jH9/6nlufKvPbQDx+Us1N31jSNx99sn+2vQ+YKvbr8+kjV+D9TYzR4SfLb5OUAOUn3/xkmOPTTE1N8eTJExI68/HxoQiZWq3G4sWLaWy0adOmwukkF6EdPXq0zjoDlOO86tatq6P+DegHg4ujOmITq6FLpVJIpVKqE1NTUzoB53OMsbExPSdfEw0MDOh3ed2Jx6O++tcHEOe/p1KpIAgCpFIpzQUajUbn729/919ZT//ppCsfuuf6T//u++pT/FkxkQc3PnbE4wsA0fbqwx3wyD/HkSgUCkRFRSEiIoIIRpo0aYK0tLQKpCjifaGNjQ1MTEzw5s0bnTHPxfxevXqFsrIyGjs8cgOUR0l51FTc//hvfch89LZ9aJt9rPZ+n330Fw1x5/D396cJhlfqs2fPCGjEK//ly5coLCzUAYa9fPkSZWVlFJoDtMA5uVxO6qMA4OXlBR8fH5KSV6lUGD9+PHJycoiV49tvv9WpXA6IA4C2bdvC398fgiDg6tWr8Pb2xq5du+Ds7IzOnTsTJ3leXh6Fsviz9+3bF4B2cq1WrRqqVatGz6HRaLB582aYmprCxMQERkZGtJhERkYiJycHEolEJ8z94MEDSmHh5eN86EA5QDwhIYE2Zhz88+bNG/LxgZWVlUUqsBxsmJubSz7OslVUVEQ+vogpFAry8Y2hRqMhnxhE+fTp0wrt/PLlSx3VVqBc3RooByu9evWKfpMvdrGxseTjm8nXr1+Tj/ef1NRU8olTAwICAmBiYvK3LXNkZCRt1v+dMnOV16ysLGp7Xua8vDzy8ZfqkpIS+q54nD569Ig2PLzfBQcH486dO1Cr1dBoNLCwsEBBQQGOHDlCqUmcax3QqpcmJSXh9evXSEpKotA5Nw7CB7QTaO3ateHq6orExES8ePEC/fv3x9y5czF16lQkJiaiS5culJbFwewajYY0YABtn+/Tpw9sbW2pLk6dOoXExETi1NdoNDh37hwcHR112u/GjRswMjLS6TecjEE8V/j7+1P4n29WXrx4UaGd+Zwi/j3OV//J/h7GxykTpXaI2Wry8/PpM/+Pve8Oj6rcvl4zk0nvvZBQQu8CUpSiCAqKoNgLiiJ2ULpSRIogRUBARKVIB+m911BCJwQSAiE9pPc+M5n9/TF375xJJoD3E8X7y36e8wT2nJlz3t72WovbR15entQJ9qWlpVVRjI6Ojoa9vb3oLVhZWeHSpUswGAyyeaXT6bB8+XJkZ2dLPzRnzhzMmjVLyAXmzZuHefPmye8y5z5g6jemTZsm/z916hRcXFzQrFkzNG/eHL6+vggPD4darYaPjw8uXLggiwErKysJB/T29paQP764/Vy7dg3r1683A/Lq9Xrs3LlT9HO4jmdkZIjWAk/UOISYNUU4v/nfyr96vd5McZ31L0gRvsT6F0ajUcqMtRtYs4TLMTU1FdbW1vIMnU4njHPKxZHRaITBYJBNCSKSyaFyksi/rWS3Y/C70pi5EqioN1lZWVVU5rOzs8XHac7JyZE+lBd2ubm54uN8yM/Pl+9y/hcWFoqP01JcXCx9E9fP0tJS8TG4nIH3/Nvs49/jfNDr9VUIXAwGg7wfT/CNRqPMb5QsTuxTjjcpKSkoKysza1MpKSkyUed+OjU1Fbdv3wYRybuy/gyPS/z7qamp2L17NwoKCiTEj8e9P/74A3v37jUDg7Mx+N/R0RFNmzZFo0aNsG7dOhgMBmzevBlPPfUUXFxccPToUXTv3h3e3t5o3LgxTpw4Ifmm1+vh5OQEPz8/AKbw/+HDh5uNL0uXLkVwcLDZ4mHDhg1wcXEx8x08eFAITzhvTp48KVpqPAZduHBB8kQ5j+b6ohzHebHD7UdJbvDA7IGel9DDCwbnkB6VSkULFiyQ46/ly5cTYFIGJ6oI35kyZYqkqaysjMLCwujTTz8l/OfouU2bNqIMXnPVXDVX1cvV1ZVatmwpx729evWis2fPmoUU7dy5kwCTSrHRaBQg+KRJk8jT05MAU+gFH2Nz+NK/4aoBgz9cdu7cuX+8Ttzr0mg0Mq44OjqKTgAA+uabb+iDDz6Q/7PCd8117+tuoPma6//O5eLiQp06dZLQxICAALPQeCKip59+mgDQ3LlzxVdYWCjhlMePHyfA1FY5bPrfdCk1bB6UPfATDeXqrG7dunIsGRMTAyJCnTp1BPQTExOD8vJy1K5dG7a2tlCpVLh9+zb0ej3q1asHR0dHUcQuKytD06ZN4ebmBisrK4SEhMBoNOKZZ56Bh4cHsrOzsW/fPnh5eWHMmDFwd3fHp59+itLSUtnF7dixIwICAtCjRw8YjUY4OjrKcXK7du1QXFyMgwcPAgD69u0r6bC2tkaLFi3kCHvs2LH45ptvAJh2C5KSkpCQkICzZ89i7NixUKvVGDBggIDwSkpKkJmZiQsXLkCj0aB58+YCEM/Ly0NSUhJsbW0RGBgoaq6xsbEwGo0IDAyU49/U1FQUFxfD09PTTCWUQetKRdDs7Gw4OjrKznlhYSEyMjJgZ2cnK+/i4mLZBWJVz7KyMiQnJ0Oj0QjQ2mAwCLUdg475HQGgTp06Us6xsbEgIrP3TkhIgMFgQEBAgByXJycno6ysDL6+vnLUzenz8vKS9GVkZKCgoADu7u6ys5ydnY3c3FwBMlZ+n7p160KlUsmOz/9Smp2dnc1UXrOysuDg4CDhTUVFRUhPT4etra2kWafTVUkfADl9q127tigdp6enIy8vD56enmagu5iYGBQUFKBRo0aoXbs27Ozs5LRu+/btyMrKwgcffICXX35ZTvc4PTt27EC/fv0QGhqKpk2bmu3yP/XUU7C3t0diYiLCwsLQrl07rF69GhcuXEDDhg2RmZmJevXqoVOnTti1axdmzpyJ1157DT4+PigrK8OsWbNgZWWFZcuWITw8HB06dED9+vVRWlqK7du3w2AwoEOHDtBqtdDpdNKGW7ZsKeXMO18Mnici2c2tV6+eWR9mNBoRFBQk5RwfHw+DwQB/f3/Y2tqa1ZHK1KI19r9hylMC3jlk4oTy8nLk5OSIUrKVlRVKSkqQkpICZ2dnPP7443B3d8emTZtQVlaGSZMmoU2bNhg8eDBSU1Nx4sQJnDt3DsOGDUPPnj3RpUsX/PLLL2jbti0mTZqEdevWYcmSJWjatCmuXLmC6OhoXLt2DdeuXcOCBQuQk5MDLy8vAUszBW95eTny8vIEbOzi4iLAYRsbG4SHh8NoNAqBiUajQU5ODi5evCi7vUVFRSgsLBQqelbw/ieMQ7ZUKhXKysruqS9Qnb/G/jv7s2GGQNXQN+UOvZWVlYTOcSSLjY0NtFqt7O4XFhZCrVbD09MTarVayp/1Zh555BG4uLjAyclJKM83bdoEe3t7bN++HU2bNoWfnx9UKhVyc3Ph4eGB5OTkKiG0PXv2xIEDB3DgwAF88cUXyMnJQVxcHOrUqYPbt2/j1KlTqFevHmJiYtClSxfs3bsXAwcORKdOnfDRRx9Bq9Vi2LBh0Ol0WLVqFbKystCjRw94enpCp9Nhy5YtAICuXbtCrVbDYDBItEyrVq0kvVevXgURoUGDBtBqtTIulZeXo169enJSwXNmHpcB05ykrKwMgYGBMt7Gx8ejpKTELITzgdmDXslUBwa3s7MjwFxp1c/PjwDQ5cuXxcfgSiUImpU1lcBaXl0yUGb79u0EgDp27EhE5oqvWVlZAqjr2LEjbdu2jQATiIdBWX379qU33niDABOwae/evRQZGSlA2ZCQEAJMpxlK8JfSfvzxRwJATz31VJXP9u/fT0DFyQnbmjVrLH6HQWUMIiIiUaZcvny5+Fjpddy4ceL7/vvvCQANHDhQfL///jsBJnVLNktgcEvAxRow+D+T5mnTponvq6++IgD05Zdfim/evHkEgN544w3xMehRqYjKivf+/v6kNEvqxyNGjCAANGrUKLN7+aRBCUCs/J3333+/ymdEJgIFBpAy2LSsrIxu375NR44cEZKEJ554gj788EPZeWJV3G+//ZY+/vhjAky7ukQVZBCshso7v5MmTZLn8onItWvXiMiysnt14G32sQozkWWgZw0Y/N9j8fHxBJhOAsrKyqisrMxMcTsnJ4dKS0vNxrCkpCTS6/VmYFZW6rUEEuZTk6CgIHnur7/+SgDo+eefJyJTe+Ad9tTUVDIajaJAHBcXJ8rPEydOlL6A2yMDXJWgX6IKRWu1Wm2mJKw0HkeVRCtE5mNlRkaG+Pm0UQkIJiI5cQkLCyOj0Ug6nY66dOki/Vh2djZlZWUJkPm7776jzMxMysrKokGDBhEAGjlyJOXk5FBOTg6NGjWKABMQvqCggAoKCoRI4vXXX6eysjLS6/Wi+K0kNNm3b5/050ajkfR6vQCEW7VqRenp6ZSamioA8S5dulBmZibl5OTIPKBFixZUVlZGOp1OKJDd3NzIYDCQwWCglJQUyR+9Xk/l5eVmZBPp6elkNBrJaDTKWKAkjGCw7rlz58TXqlUrAkAHDhwQX7du3QgwPwnt168fARWkAUQVYPCZM2eK74svviAANHbsWPFNnDiRANAnn3wi76dUpGcfzw2U4ySXffv27cXHYHAlqQgTE7i5uYkvPT1d8kZp7FPOn5iIR0kIVFlhm4jo7NmzBIDq1Klj9ptGo1FA04mJiWafKRXdK5MmEFUokC9btozi4+Pp0KFDtHjxYnrnnXcIMJ2CcXlWvtjPJCQdOnSgoqIis76EqAKAvXnzZnluZaIJo9Focbxh8on4+Hjx8Zh2/fp18VlSnm/ZsmWV+vX4449XeZcHZQ8VGJztzyqykiLmU0kDB1SAQjmekKnrOEY8Pz8fX3/9NQDz+HkWZQNMpwS9e/eW/3t5ecnKu379+lizZg2CgoIQGBgoVLNqtVooyiortQIVWIrKAD2O4au8+6mMKa0uH6rLrxr7v2Wk2K27m8ptZUpKrlvKuFXe7ahMh8mnI0rBPbaePXvihx9+wMGDB+VdcnJykJCQIJiNOnXqIDo6GiNHjsT06dNx586dKruMx44dw7FjxwCYTuUY2Przzz+jYcOGAEwxp4WFhXB3d0dSUpLEUVtSiK2sGqxsN/cC4t3NV2P/TuOyVqvVshuoJOxgulBlmVtbW1eJybdErsA+jpdW7hpWVgFnoTrABDTNycmR+PycnBwhFAkLCxPxvaioKEydOhXbt28HYKLwNhgM8m6bNm0CYNolrTzGAKb2zDgMpvpm4zakUqksKoMraX+V6eYdZd51Bkyx7vwbfJLr6Ogop7CcL/b29nJay/dZW1sLPacSKM7P5/Krbm7A1LVK6lU+0ee/arVa3oXL3traWp7Bu+18YsLfYeM0K025I26p//2n+xDGffK/q/M9CKP/YGQq+5Tvdj8+SwQMfK+LiwuysrKQl5cnUQqAiWiBQd/x8fFo0KABbt26hYiICERERAhW4YMPPrBI10xEgqv09fWFg4MDbt++LbS6AIS0gbHHHh4eyMrKQmJiIlxdXS2OS1ZWVnLaqEwvYN6n3O2U7mEfq/5WMPjt27elc2V/TEyMAIF4AhATEyNHQ9y5RUdHw87ODkajUSY9PMlQMuJs2bIFarVa+PHj4uLw3nvvCSAaMHV0XAgcJgHADHDz+uuv49KlS7h58yYaNWoErVaL+Ph4FBQUmMnRX79+HcOHDzdLs7W1NQIDA6UjDw0NxYgRI+Ds7CwXvx9gUj1nvQGlcub169elA+CBJz4+HuXl5Wa83enp6QL6VSqCchgYA7QKCgrEx4CuoqIi8TFwsaysTHx8DGkwGKrcR0TiUwJrWbcBqChnZf5zOSclJcn3GbSUkpIiPm6M6enp4uPOICsrS3yc5tzcXPEp60RMTAzs7e0FsFZcXHzXNDMg7N+WZgbdKcuZwXHFxcVSR7hMdTodbt26VaVDioqKQmlpKYhInp2YmIhz587BYDDAYDBI3Tt//jyWL1+O/Px8uZjYIDExEfXr15dwMEtWWloqwHZbW1sEBQXBwcEBly9fhqenJ/r164fVq1ejrKwMWq0Wer0eaWlpUpbbtm2Dk5OTTBLGjBmDVatWSTs6deoUFi9eDHt7eymDEydOICsry2zCcPHiRbi5uZlx8F+/fl3CNdmio6MFGMkDQ3x8fBXV36SkJERHR5ulu6ioqAYM/hAZt1P6T3iq0qc0ZfvgTS3lfSUlJVLv2ZKSkmAwGKQeGo1GhISEoKSkRMDgiYmJmDFjhoTWaTQa9OzZU/ofAKLjA5jqOtuOHTvMNsP69+8PjUaDoKAg1K1bVwgTHB0dMWvWLNES4L8MYHd0dERkZKQQYKhUKhm3HBwccPz4cQm3OnPmDABT/3LkyBH5La7zmZmZyMjIgLW1tcUQqj87Gapu0c/lpQSXl5WVwWg0SntjFXAikvkChy3b2NjIgkzJLqQM26n8XCWAXJm2yqB2/k3+Xf6+Xq+XvoV9Op1OxhCuT5Z8er1efPwcSz6DwSA+fkfWFqn8rkrAPT9LCeC/m49/T5lGpcI7+3h8U46TlvRbWMtB2Q4LCgrMAOjsq6wUr9PpZE7E9ZQXr4cPH0ZkZCRyc3ORk5MjIYwA0KtXL6SmplZZqHAaraysUK9ePTRo0AANGjTAmTNncPbsWQwcOBCLFi2CnZ0drl69ilatWsHBwQELFizAwIED5TfKy8vRsGFDWbB+8803aN68uYx1e/bsgU6nM9vY2LNnj4RXsoWGhsLLy8tsbhoWFobMzEyzULMbN27Iv5VzZt5o53y/ffu2WVi18u8DtQdxTKK0hxUMzsdrbdu2paZNmxIACTHCf45Emff7xx9/JCLTkVZ2drbwbQOgIUOG0GuvvUadOnWigICAGpBZzVVzVXN5eXlR27Zt6cUXX6QvvvhCQOFLliyRkBEiEnBdw4YNiahCN4dDEV1cXERv5N+kbFwDBn+4TNmPP6wXh2RoNBoBrNapU4e++uorGbecnZ0l1OphvVQqlYyNGo2GtFotabVaIWFRq9VkZWVFVlZW4lOpVKRWqx/ImMrAeY1GQ+7u7uTu7i5AXo1GQw4ODmRjY/Ov6l9qrj9/OTs7U8eOHen999+n7777TuqaMjyJiGj9+vUEgJo2bSq+srIyaXcxMTHk6+tLgClMEvj3EA6MHDnygfe1f2voFB9hAua84bxrz0fIrCisUqmQk5MDo9EIDw8PoahMTk6G0WhE7dq14ejoCLVaLXSSPXv2hL29PWJjY3H16lW0aNECb775JhISEvDzzz+jefPmOHLkCF544QWcPn0ao0ePxpQpUwBUqFZ6eHiYAft4F5KPkgMCAgCYjlp//PFHs50XptrbvHkzRowYAT8/P3z22WdmO775+fk4f/68KHi7ublBr9fDYDAgOzsb+fn5sLOzg6OjI4xGI4hIdss4v+g/dIrl5eWwtbWVlXFpaSn0ej2sra3luJl3SaysrGS1bzAYUFpaCo1GI2FaTCeoVqvNuMeLi4uhUqkkH/jZQMXxPwAzZdTKPgcHB9lNYOpie3t7OY4uKiqC0WiEnZ2drOhLSkpkh6Jy+mxsbMw4qXU6nVmaLb2PXq+XNHP6DAaDpJnTZzQaUVRUBJVKJUf3RFQl5OGvSrOtra1ZmsvLywX4xunjMuU0swKukn+ed7msrKykTDl9lfnkOX2VVWypkiprWVkZCgoKYGdnB29vb2i1WlhZWaG0tBRxcXFwcHBAt27d4OTkZHZit2PHDly8eBEffvghRo4ciVq1alUJBzx9+jSys7Ph5eVlxuNf+XiZd2A4P/Lz8zF9+nTs2rULdnZ2SExMxODBg7Fp0yY8//zz6NKlCw4cOIBDhw4hKCgIbdu2RXFxMUJCQlBcXIz69evLTizv5Pr7+4sKOIeDKYkFuP2xqqoyv7gP4nI2Go1m5cz1oXLITY39s0YPMLRA2X4LCwthY2Mj4Mw7d+4gIyMDTZo0Qfv27ZGdnY2dO3ciMDAQs2bNwsWLFzFr1iw89dRT+OCDD/DGG2/g0UcflTCQN954A9OmTZMTjmXLluHFF19ESkoKYmJisGDBAmzcuBG1atXCs88+i5KSEpSWlsqOfmlpKaKjo5GWlgZXV1f4+vpKXnA/d+fOHdjZ2aFevXoCdM/KykJ8fDxcXV3h7++P0tJSlJaWymkvnzjeK6+VYSJsTIZS+TsPqoyUO/rKkyj2/S27vDX2XxvPgQCIUjxfBQUFMBgMCAoKQlBQENzc3IQc58SJE7hy5Qref/99TJ48Wfp9tg0bNuDq1as4f/686G4ApnmlWq1GREQEEhISEBQUBJ1Oh7p16yIqKgpnzpxBixYtkJqaimbNmiEhIQEDBw5EVlYWduzYgfbt26N9+/ZyytKwYUM0bNgQer0eR44cgV6vR6tWrYQa+sqVKwBM5CM8LsXFxYGI4OvrC41GAyJCamqqhATy+JKeno7y8nJ4eHhIH5SZmQmDwQB3d3eZL2RlZVU5VXlg9qBXMtWBwRl4qlw5Mqjs6tWr4uPVoRI4VRnUyeAslUolu6KVwbKLFy8mwATyVv7u6dOnhSKTwWVNmjQhogplznXr1pmlicHClcG0SmPgcY8ePSx+zqreP/30k5mflVw//fRTMz/nYWpqqvhYtXLt2rXiY8rdiRMnim/69OkEmINzLYHBWSm2Bgz+cIHBGTCpBIN//fXXZvWbqIJ8QKnyumXLFgLMlVJZvbWywi/vyFy5ckV8DFzldsN28uRJAsyBgEpjQPiIESMsfk5UQWawdOlSM39kZCQBFYDC119/nQDQ7NmzBRDHaQBMQDtuN6x6yzTVSqAog8z37dsnvspqq0ogbHZ2ttzHu1NKYG1llVeiCjD4qVOniKgGDP4wW3R0NAEgW1tbSk9Pp/T0dLp586aUV2JiIqWlpVFSUpL4bt68SRkZGWaA4MTERCopKREAtrW1tTxj7dq1BIC6d+8uvsp9/2+//UYAqE+fPkRUoeA8ePBgGcc++ugjUZTet2+fmZpxbm6uWbqY0EQJGK5sPXv2JAC0ePHiKp+xwvGLL75o5meyiddff93Mb29vTwAoNjaWysvLqbS0lDp27ChjalpaGqWmpsop5JQpUygxMZESExNpwIAB0ncnJiZSUlISDR06lADQoEGDKCUlhVJSUqR9v/LKK5SRkUEZGRnyPr169aK8vDzKz8+ndevWEWAC4zJonEHLderUofz8fEpPT6cNGzYQAKpbty5FRkZSZGQk/fTTTwSYQOMxMTGUkJAgitiBgYECYL927RoBppOP7Oxsys7OprS0NKkPsbGxAmx3cHAgwERwk5ubS7m5uQJ4Pnr0qPiaNWtGAGjbtm2Ul5dHeXl5AhxesWKF+LjPnD9/vvi4f5w8ebL8HpNhjBgxQnyjR4+WfOX3Y5D9yy+/LGnhfHjqqafEx/W4bdu28l0eO+vWrSvP4PmCq6urKMJzu+BxsqCggAoLC6VPjY6OpqKiIiouLpZ52fHjx0UpnklAFi5cKPM7LgNPT88q9ZfrniXFa1ZMHzNmjMV2ocy30tJSioqKoj179tDChQuFrCgwMFD6fr7UarWA/Hne2KFDB1Fe57Y0adIkadtsTGRy4cIF8VkiZuG6pJxX8Jw5PDxcfDzXYEISogqyAaXyfOfOnQkAbdq0yWJe/JX2j22x0Z9UMrQE3OQdQ44LtLa2ltVp5Z1mxlV4eXkhIyND4tQ3bdokwiUzZswAYIqd7dKli8S5rlixApGRkfDx8YGPj4/EsLq6uoqicGXj2HhLQDxL78fGOy1KwJ0yr+4F/L7ffK2x/xt2NzB45bpiCdRaGUDNxvWW63Fl43rP7aCy0X9OTgATPsLDwwPp6elIS0sTfElubi66desmpw7z5s2TNj9r1iw4OjqisLBQ8BxARTu39H6VVVkBUx/CdJ/KvKmcP8odtBr73zAlrSaDg5WnTj4+PkKDzObl5QVXV1czn6Ojo5y28++xKccmtsqq29xG+FSPMRoeHh4iMhsXF4e4uDioVCqEhoZi5cqVAIDmzZsjMzMTGo0Gjo6OuHHjBq5cuQIrKyv079/fYrqJSECrbdu2rfI545/4JJGN2011yuBMfW1jYyN56+LiIr/DJ5qurq5yOsOnly4uLuLjU2QHBwfpR7g929raSltXqotztIQl0DibRqOBk5MTnJyczHarGQzP9N5WVlaoW7cuAAiluY2NjZxwMg5Eo9FIGSrrg6urq0RHcF1wdnaW/o59jo6O4uO64+DgIGnhumhvby8+7o/t7OzEx+m0s7OT3+N8sLW1FR9HM9jY2Mj7cZlYW1tLWpT5yj4uEysrK/kul4lGo5Fn8H18Wl45b5Snv0z/zNTo/Fv8PpwGZZusDFi31CcrSYIqG7874z90Oh1iY2Nx8+ZN3Lp1S8aaBQsWYM6cORZ/Q4mhsrOzQ0lJCYxGo2AymcDk0qVL+OCDDwBAxjRLyuWWVM4tqaH/WTD4w2QPfKGhzAAluwb/zcvLE9AWd1g5OTlIT083A4inp6cL6Icr7q1bt1BYWCiFqFarsXHjRhQWFgrg7ujRo3jrrbeEuWPVqlVYunSpvNOcOXPk31zJCgsLzVS/9+3bh3379lVJW0REBKysrODm5gZ3d3e5PDw8RNk1ISEBCxYsgL29vVx2dnYCCsrMzMT169cFDM6A3rKyMqSkpEhjVOYhM11w3pSUlMhiiQeDsrIyCU/jCqzT6cTH4CC9Xi8+7kDLy8vFx+FCSkV2nryRAiysbCRKpUku54KCAvFz4ykqKhIfA5mKi4vNFDb5XdnHZV9aWmqmYFo5zZYUfjnNBoOhyn3/C2nm97FUpnq9XuoIp485/qlSiEJmZibS0tIkxAow1bvbt28LGJwX6rm5uTh06BBKSkpQXFws18WLFwGYgNfvvvsusrOzkZ2djaysLPk31+tFixZh0aJFqGxEJBMtoALEDgDLly+Xf3fv3l0G4EOHDuG1116Tso6NjcXSpUtlUQKYwHR+fn5mGxOsU6O01NRUGAwGs0VGdna2DIB8f0FBgeQtp4nLWVkPqwsrqbF/xu53o6bygrM6n3Kxmp+fD51OJ5P2srIynD17FkVFRQL+PnHiBKKiooRH/9ixY3jsscdkg+v777+XZ+zfv1+e++2334r/ypUrqF+/PgDThJQnnW5ubhgyZIiEjPDl6uqK0tJS5OTkiFbBtWvXJHxZpVLJOKhWq3H9+nUJ3+UNtsLCQhn7eKEOmPqIvLw8WFtbS9u420bHvex+v3u/LJU8ZpKC+UjZh1vaVOG0KcNL7sb2WN373G/6Hib7J95P2b4qj0scGkwK8DlrjzFBg3J+GBMTg2PHjiE3N1cuJjTYsWMHDh8+jNjYWIuAcP4NBwcH1KtXD8HBwbCxscGGDRvg7OyMkydPonbt2jh37hx69uyJ2rVro0+fPvjpp5/M3nfw4MEATHPFESNGSFhuZGQktm7dCisrK3nW2bNnQUQSFgWYmFBZL4TrHfcfSoKC5ORkCYPmOpuSkiKLH35GamqqtGOu+8o28KBMRQ94KZSXlyeryIfNbG1t0bRpU1y6dAnNmzeHq6srTp48iQEDBqBfv3746KOPkJWVhUGDBsHKygppaWnC8MSsTTVWYzX2/2dOTk5o3LixnBh6enrK6eKyZcsQFxeHyZMnIygoCM2bN8eePXsQHByM/Px8ZGRk/GtOG/744w+88sor//Rr1Nh/7OTJk+jSpQuAit1ZUmCxLGEKnZycZALEi0itVluFieqvtrp16yI2NhaPPvoomjRpgjVr1qC8vBwBAQHIycmpltXtnza1Wi0LGr1eL5hCXuSXlJRAp9PB1tbWbGe3tLQU1tbWInqpxBky5bDBYIBOp4NarRaWSqPRKBOt++0XtFot7OzsRJRQq9WKWG5JSQlSU1Oh1Wrh4eEhz+T6YG9vL8+wRE3PPhsbmyqLG6WPJ9BKamCdTlfFx+J1vMirzsentLyByT6mQOaFk8FggF6vNzsB4sm6RqORTZXy8nKUlZVBrVZLORmNRpSWlopkAAAztikuO04fYDqpYB8v6HhiXXlh8XeZvb29YCZq166NWbNmATCdQrDYL2AqD1dXV5SUlODatWto1qyZ4GxZXJrFfD09PZGZmWm2QHhYbeTIkZLmB2X/GnQiNxiNRiMdvJeXl1TmpKQkaLVadOrUCY6Ojjh//jwyMjLQt29fdO3aFQsXLkRcXBwWLlyI9PR0TJ48Gf3790dJSQkuXbqEt99+G+vXrwcAvPTSS+jXr5+sRkeMGIEmTZrIuyxbtgyDBg1Cr169sHz5cou7tUuXLkVkZCTat2+P2rVrm+34lpSUICIiAnq9Hh4eHqIGycBdg8FgMYylxmrs7zRlHWSwPANDNRqN7NY2a9YMDg4OZqd2+fn5OHDgANzd3TFmzJgqJ37u7u6YP38+Zs6ciYEDB2L+/Plmz547dy50Oh2eeuopEBEmT56MlJQU/PTTT9izZw+MRiNGjRqF0aNHo3///vjiiy/QtWtXaDQazJ49Gzdu3MAvv/wCrVaLZ555RkKs8vLy4O3tLWDw1NRUAenzjljNycP/DVPuZFoKAVSeUt7tvrvVF55o2NjYwM/PDw4ODoiMjITRaETv3r1Ru3ZtbN26FWlpaRg6dCg6deqEN954AwDwyy+/4KOPPkKLFi1kwjpx4kR4enpi5cqVcHNzQ0JCAtRqNQoLC3H27Fn06NEDarUa8+fPh06nQ05Ojhm9Z25uLm7cuIGsrCzY2dmZLZyUUQYGgwFOTk6wtbWFSqWSZzAVqZ2dnYxZvDCzZEo6VDZeSNzLx4QXSuNnVn6GMhyS7X4nrUo6Wv4/h1EpfZbCQC0t8CxRuFp6P0s+S3XJks9SPvz/+JQn/kpf5fQpKYTZeEFW2SztlFcuT37OX2m8wGSiAz7Jc3V1RUZGBg4dOoTGjRuLHhOrg3NaFi1aJEQtylMda2trPPbYYzh8+DCOHz+OZs2awdvbWxYVmZmZcHBwQFFRERo0aIDMzEwsWrQII0eORGFhId59911kZmZi9+7dsLa2Rrt27WAwGHD9+nUUFRWhVq1asLe3h8FgQFxcHIxGo6ieM2kB/Yd8REkIRETSTjnfiQjW1tZmej5EBBsbGzNfdaH/f7n9F7iOP2VKwGxGRoYosDK93O3bt0mv15Nerxe6y6tXrwrox8fHhwCT6ihbZQAnA1Pr168v9zD4hYGfHh4e8jsMxps9e7YAyw8ePChUZdHR0XdVmFy6dCkBoOeee67adPMzFi1aZPFzSyB3IhIl5MmTJ4tPCSjNyckhvV5POp1OlB3Xrl0r+Tp48GACQBMmTBBV28mTJxMAevfdd6mkpIRKSkoE5Pv000+Lj5VRW7duLT4G0gUEBIiPAZPW1tbiy8nJkXdMS0sTP1MGXr9+XXwMajx27Jj4Hn30UQJAGzduFN+zzz5LAOjnn38WH6t0Tp48WXwMPB4yZIj4lAq/mZmZVFJSQkuWLCHABNDn+1hBvlWrVuJj2suHJc2s/Dpp0iTxMbDvs88+E9+cOXMIAL300ktS9qyK2759e6kjDKRzdHQknU4n7Y9BZAxkJiLasWOHfF9pZWVlZnWysllSja1sY8eOJQA0dOjQKp9xX3D9+nUyGo2SpyEhIQIiZMrB4OBg0uv1QkWZlJRkRhBRXl5OREQvv/wyARVq5ESWlVUrA7+NRqP8dlxcnLQ/BgSGhYVJ3jIY/OjRo1RaWkpZWVmST0rCgBr7541VjO3s7Cg6Opqio6NFyRswgfxv3bpF4eHh4rt8+TJFR0fT1atXze5LTk6WfsPZ2ZlKSkqovLycZs2aRQDonXfeISKyqCDt7OxMgInggIkoPDw8hPCBwb5qtZpyc3MFwNu/f3+z9MyYMYMAUM+ePe+ablacrkzCwNawYUMCTIBcpX3++ecEgMaPHy8+ZXoyMjKotLSU8vPzqW3btgSYwOCJiYkUFxdHvXr1IsBEVHLz5k2KiooSZfMhQ4ZQVFQURUVFyRj47rvv0s2bN+nmzZvS37344ot0+/Ztun37tuRDz549KT4+nhISEoT0pUOHDpSamkppaWkyrjVs2JCys7MpJydHlKVdXV0pPj6eoqKiBEju5eVFp0+fpjNnzggwum7dunTlyhW6du2akKY4OztTTEwMxcbG0vXr1yUfIiIiKC4ujuLi4oS8IiQkRHw8p9m1axfFx8dTfHy85PmaNWvEx+PD4sWLKSEhgRISEqhHjx4EmFTA2cdzjXHjxsl3Bw4cKPnKPgbZDxgwQN5l/PjxBID69etHsbGxFBsbK3X2iSeeEB/PF1q3bi2+P/74gwATyJ5/79ChQwSYKMj5uayuzv0nEwFwn3rhwgW6c+cO3blzR1Std+zYQWlpaZSenk6vvPKKjH85OTmUm5srZCBWVlZUWlpKOp1O+nkeQ5cvX16lbvM7d+3atdr2Ub9+fYv1n6iCqKFbt260YMEC+uSTT8jV1ZUAk8o8z+uYinr69OnUpEkTAkCHDx8WYLytra385jPPPEOACfTPxsDzy5cvi4/nsBEREeJjAhflffz+ynGcCSKUYPAuXboQ8D8CBq+8Iqys6sl0mUqfUm3Tkgo4r8b5mFB5VMemBNwVFBQI+CYqKkrE8mbNmiWYCKV69+uvv47AwEB5zpEjR9CgQQP4+/tXWf1WZ5bEf5RmCSQIWFYAVz7HUn4p85XziY+Ylb+lpLflo1ONRiM+5W8ogWP8LPbxX6VPacpjcH5HGxsb8fE7WvLxcTm/G78r+zgtlnzK9FVWt+bj+v/lNCvLlNPAPpVKJWlVgjmVsceWQHT8PpV3nZTfs7RLpTyuvx8zGAxIT0/HnTt3hC4TAIYNG4bCwkLZ/eNQFwD45JNPAJiOuNeuXQs/Pz8kJSVJiAmnJS8vD25ubncF3Snfk3eLOB94R7dyKIKl9qf02djYmP0uP6vGHg7jctRoNAgODgZgTl/coEEDqNVqsx3c+vXrm+F9ACAwMBD29vZy2qHsSyqPA4zlAUzAVKYzB4A6deqIonfjxo1lnGLwqb+/PzZv3ox169YBABo1aoSUlBR4enpCq9Vi69atAFAtCBwwtWMGgrdv397iPRwWfD9gcGW/wFTbSjC4h4dHFeC3t7c3GjRoIHkAmEJNGjZsKN8BTGM338cAcGdnZ7PwFMAU+sLgbnd3d3lHBtcrwdWVwc0scghUlBURoVOnTmY+KysrtGrVSj4HTH0+g8aVJ11169atMhYEBgaidu3a8kzAVJ78bO5PfXx8xMf57OnpicDAQHkmp5N9nK9ubm7yXQ4FdHFxER/XbWdnZ3kXzi9HR0fUqVOnSr6yj/PS1tZWfIyZ02q18nt8sqHMV6VIaWBgYBXSBF9fX/j5+Uk+c1q4/vH3bW1tpb4ohQSVoWXKPLJ0olIduQlgKsOkpCQJfVu4cCHWrVuH5ORkubhtHD9+HMePHzf7PuOAAQjOKioqCr6+voiMjERqairatWsn71ZSUmIGhK+sFl75PS1FufxbAOIPVeiUMmN4oFcqZhYWFppNalJSUpCXl4fIyEi5Z9OmTcjNzZVjzgkTJpiBSF999VX5N4d+VLYLFy5IZwwA7777rtnn3IhDQ0PRt29fYbJwdnaWfzNgJzw8HPv27ZMO2NbWFjY2NtIIcnJykJaWJhMYbqi8oGIOZbZ7sU6xPexAsxr75+x+WKeUF1ABMOdjd4PBAI1Gg/Lycly/fh3JyckoKyuTi8kQ8vLysGDBAgHGK/8yV/jSpUuxcOFCi2GCBw4cqDYdvJkAmLfRN998E61atYKVlRUMBgN++uknOcoGTGC6GzdumB035+TkoLCw0GyTw2AwmAFHLeVZjf1v2b0G7LuBwS2BhJWqzCkpKbhx4wYA02Row4YNCA0Nlf/37t0b165dA2BStGfjfyclJWHQoEHinz59OqZPnw7ANInkRczOnTtx9epVwTwpr6ysLBQVFcHR0VHCgXmsMRgMKC4uFkYea2tr5OTkVGFyJAUhhjJkhnEBarX6Hx+bqgODs/H73WuCejeAuHIz8L8Zo+/13nfz/a+apbRyfioXtcrFbllZGWxtbSX0lcssLS0NN2/elPGmoKBA2lJcXBwGDRqEpKQkuSqHSm7cuPGu7/rMM8/gkUceQVpaGpYvX46goCAhRGD2w99//10WLr/99htSU1NlI2v37t3w9/c3U+1mkgW2pKQk+Pn5mQHEOUxLiUHKz8+Xdsv5VFhYWIWkpLCwUO7jevx3hAr/rWBw5S6oEggEwGxR8SAtICAAycnJ8PPzQ0FBAQoLCzF16lSMHz8eKpUK69atQ3l5OT799FPk5eUhODgYPj4+stNqaff27zQlOwizgbC4GgABJbJ4DfvKy8slvp59jAXhcjEajdDr9Wa73/QfIB5QtXH/GZ+S4YdBbpZ89wK+KUFulX3K9Fl6H07f/2qalWXKPgZHqlQqs7x5WIB4StNoNPD19YW/vz90Oh3CwsKg0Wgwc+ZMtGrVCq+88gpycnIwfvx4fPfddyAitGzZUiZVGRkZD7wPUavVVViGLPVrWq3WrJwBE5X2Sy+99EDfr8bu344fP44nnngCKpVKRFiNRqOcqPGOMVBxqsA++g8uEIAI3jEmQqVSwcbGBjqd7v+7PqrVatjZ2aGoqAhdunRBeXk5Tp8+DY1GA3d3d2RlZf1Xz1Cr1bJR8CDbDAurajQaFBcXQ6fTwdnZGfb29iLSW1xcLEKfgGnOUFBQAEdHR7i6ugpAPy8vD3Z2duJjtj4bGxu4uLgIELmgoABWVlaCP9Hr9SgqKpK8pP8wXCr7aTZuq56enrCzs4NarUZ8fDy0Wi2aNWsmcfHR0dHQarWoW7euAMS5PvDuPxHJDjjH2gOmiSKLEHOfnJWVBYPBADc3N3mf7Oxs6PV6uLi4yPiSm5sLnU4HJycnmcDm5+ejtLQUjo6OsjteUFCAkpISODg4yOlNYWEhioqKzOhyi4qKUFBQYHZawCyWNjY2cuLBTGVarVaooHU6nVArc5r5ZFqlUkm7MBqNkg8+Pj4yzrDP3d1dJs25ubkwGo1Cg8tlqtfrJZqD5z1cVn8lGYirqys0Gg2ysrLQsmVL9OvXDwEBAWbXY489htu3b+Pw4cPo3r07Tp8+jccffxwBAQH49ttvMXjwYPj6+lZL7f6w2d8BBn/gGI3c3FyJz/urL1tbW3JxcRHBPUdHR+rSpQs9/fTTcs+8efMkxv3VV1+V2EWOFw0ICJC46pdffpkSEhIkbrR+/fpmIltGo5GSkpLkeaNHj6bffvuNfvjhB/r2229pxIgRNHjwYHr99dclprxx48bUunVratKkCdWrV48CAgIkLhz/iTF8UPlTc9VcD+ri+FrAFOfs7+9PdevWpcaNG1OrVq2oTZs28vlLL71EgwYNoi+//JImTJhAs2bNosWLF4vAIGASFzIYDGZtjWNtW7VqRbGxsSLa5ejoKGJD3NYfeeQRidnu1q0bLV68mLy8vAgwiRU+8cQTIm7k4OBAbm5uZGdn97fm2R9//PGgu9sa+xPG8eR/16VWq0WIy9ramp566ikRkezQoQOtXr1aPh8yZAgBFbHeKpWKsrOzafbs2QRUCGgaDAbKyMigl156SfwLFiyg8ePH0+DBg6lv377UoUMHqlOnzt9e32uumuufvFQqFbm4uFCtWrWoSZMm1L59exHJtbW1palTp9Lvv/9Ohw4dohs3blBBQQERWRbVU9oLL7xAAOjHH38kIvM5LosYMg6ndu3aIkrZqlUrev3116WN165dm4KDg0Xg197enjw8PMjFxYXUajUBIK1WS1qt1my8/auvkSNHPvC+9m8Fg0dERIj6J0+wz58/T8nJyXTnzh0BxYWEhFB6ejplZGRIIVy8eJGKioooIyNDfq+4uJiIKpRVn3/+eSKqUD5mZWFWk544cSL5+/sTgPvqdFu3bk2DBw+mH374gXbv3k23b98WwFhAQADp9XqLaTYajaKWevPmzSqfGwwGeUZmZiYZjUYyGAxmKpgzZ86k7OxsyszMNFOrTUhIoDt37lBycrIA7pYsWUJJSUmUlJREb731llQeBl0xkO61114TABkPWE8++aT4VqxYQQCoRYsW4mNlVD8/P/GFhoYSYBos2ad8x+vXr4uf1SxPnDghPgZMbdu2TXwMVlqyZMldgW+vvvoqASZlT/Z98sknBIA++OAD8THQEzCBNRMSEmju3LkEmIBgfB+rhTdr1kx8u3fvJgDk6+v7UKSZF76jR48WHwMz33//ffEx6P+5556Tsme1+9atW0sdYdCqra2ttL2UlBQBJG7ZsoUyMzMpOztb8qJ+/fpUWlpKBoNBiBpY4fbixYt3bQO3bt2qtn9gINxXX31FSUlJdOjQIVq4cCF9/vnn1LVrV+lwq7uUn7Pafdu2bYmIRKF13bp1REQ0YcIEAkwAerYGDRoQADpy5AgVFRVRfn6+ADgvXbpE6enplJqaKkQR586do+TkZEpOThYw+NGjRyVvGfS/detWSkxMpKioKHm/jIyMe/aXNfb3GZMiODg40IULF+jChQt04MABKa/z58/T+fPn6dixY+ILCQmh8+fP09GjR83uu3r1Km3evJkAkLu7O8XHx1NKSgp98cUXBFQQHjC5wqOPPkpEJOQWU6dOpcuXLxNgAhnzIvvNN98kANSmTRsiqiAZmTFjhllaGjVqRIAJRFudGY1GevLJJwkAff/995SYmEgpKSmUkZFB2dnZlJ+fTwcPHpT2rtPpSKfTUVlZGZWWlsqi/tdffxUCisTERMkHHq9SU1NF6Xrp0qV08+ZNioyMlL5t3LhxdOXKFbp8+bIskD7++GO6ePEiXbx4UTYD33zzTfExkPn555+ny5cv05UrV6Q9P/nkk3T16lUKDw8XIPOjjz5KERERFBkZKeQtjRo1oujoaIqJiZF+zdvbW/pPVrUGTErL58+fF0VsOzs72rdvH+3fv18A4p6enhQSEkJnzpyRCaZKpaKwsDC6evUqXb16VYgljhw5QuHh4RQeHi6g3o0bN8p9TMSxZMkS8fH4MHfuXPExgHfSpEnie+6552TMZx8TCHz44YfiY5D966+/TmFhYRQWFiZEKs8++yxduXKFrly5IoDnzp07i4/HzpYtW9Lly5fp8uXLkq9BQUHi4zbg4uIi31W2lcuXL0v+8OT58OHDdO3aNbp+/bqoa69Zs4aioqLo5s2bkpZhw4ZRbGysAP+5T75w4QKlp6dTVlYW5eTkyIbUe++9V6UNKOePOp3OYjtZtGgRARVq3pVt3LhxkrdsrO7N9Yove3t7IWkYMGAAERE1b96cANChQ4eIiGR+NmzYMPk9LnsmMyIiCgwMlDGovLycDAaDPPf06dPSXhkMfvjwYSEpYXKkXbt2yX1MJvR3bID9rWDwgIAAObJTAoH8/f0BVMTieXl5yfEc3+fk5AR7e3uz0KXqwOAM/OZjPxYgOnDggByLc1wc0w+6urpCq9UiMzNTjuGuXLkiceRs/I52dnYYNmwY6tata3a5uLggMzNTAIRKBVI2ZVyrnZ0dVCqVhDopVUMZuKY0f39/M/VMwHQsy0f/lpRWlaqdfPTPgDs7OzvxcZ5bW1uLj483rayszEIJAFPZsE8Z11qrVi0pZ84vf39/uZePi318fMTHR8NeXl7i46NhJfCNj4FdXV3Fx89ycnISnxJYVatWLTg4ONx3mjm+8t+WZq4v9vb2UvYM7LO2tpY6wuE9KpVK2h7fA5jqC+cVH6fTf6jxlMbvaonaUKVSoXbt2oiMjERcXBzq16+P4uJixMXFITY2FrGxsYiLi5N40RkzZpgJlFkyd3d3aDQaZGRkSLtVhn38+OOPAEztnYiqqLBaisFWArsrq9O6ublJ/eAy9fHxqdJf+fj4SN7y73l7e6NWrVpm9VDJr19j/7wpySFYIVuJ22PgpjJ2u127drC1tTXDB7Vq1QparVbqorW1dRVAL4fXcX3gfvrWrVsATMDz06dPAwAeeeQRHD16FABw8+ZNAKZx5NSpUwJAZbAyYOqveIx7/PHHq02vSqWS53Xp0kX6CKVxW3ZzczMLCQQqYrodHByqkFKoVCqz8Yq/6+/vL4BuxjbWqlVLgNXcP/n7+6NNmzYAIGrg3t7e4jt06BAA07jVunVrACaBM8DUX7Vo0QKASRiN35ExKKzubWtrK6B/7ndYM0OZFo1Gg+bNm5u9i8FgwDPPPAMAAlxWq9Xo3LkzgIrQOq1Wi5YtW0o+8FyiadOmEl7Ez2nYsKG8N9eT4OBg8XF/VLt2bfFxv1+rVi3xcR/t5+cnPs5XHx8f8TG42tPTU96R+zI3Nzcpk0uXLsmz2Mcibw4ODpL/jNmxtbUVn5KAhr/L2DgAaNmyZRUweOPGjeU9+PtBQUFCDsDzFzc3NwGi8706nQ4uLi7ST3PeVH4um4eHB7RardAVVx7flXnH8wCWHWAAN88rQ0JCMGPGDEREREhefP7557CxsZGwvOLiYkkT38PlynNEbktKumNLYHClWjjnIfs0Go20Of5Mq9VaJAmqfN/fQW/7j4PB7wW0rAywU7K4MECcB4eCggLs3r1bAKR5eXlo27atNBxWhWSQqJeXF4KCgnDx4kUsXrwYHTp0EBaJ7du3o6ioCDdu3DC7eKETHR2NhQsXVnlfNzc36VDs7e0xefJkM1VWNzc3s3TypIfjWCszainz4H7yq8ZqTGl3AxJWrj+VQa1AVfYoFnPS6XTSYV27dg0Gg6EKZz93pB999BGKioqqJV/gd1Gr1ahfvz4aN24sV7169dC/f39kZ2djxYoVaNCgARo3bgytVouOHTvi+PHjsLOzQ0lJCS5fvgzAFIvcqFEjwVAcOHAAtWrVElXW7OxsZGZmwtbW1iLQ0FI+VJdnNfbvt3uBbZVl/mfB4Fyv2KcU+bty5YqQJmzcuFFYa5RsNkxKsm3bNmzbtk38vXv3RmBgIAIDA+W5fn5+OHbsGLy9veHj4wNvb284OzubgbkZR6DUhVIag0eV7FtslnBrllgSlfnzsAKZLQHELfl4c4DFBpUTOuVcxBJAXFlH/pcB4v/Uu/AkujJulhcdaWlpyMnJESA4X6ynMXv2bLi4uMh4xVdycjIAEwmDVqutljkxMjISX331lZmPSYCU9ttvv8n9W7duNZtDxsTEyOI+JydHMC+cp4WFhSgpKTHDBjL2i7G6wP0zUbGRApP5d4xpfysY3N/fXzKBC9PHx0dAP2lpaSAiuLu7i493Ix0cHKpIzP9Za9u2LS5evCh/u3XrhlOnTolAyrJlyzB58mQ89dRTsoOitJdffhmbN2/GE088gddff112ZvmytIL+M6YEeTM7FVew7OxsAKZdCb4vKysLer0e7u7usirOzc0VcB3vIDHTj4ODg+w6FRUVIScnB7a2trKCLy0tRWZmJrRarSyW9Ho90tLSoNFoZCeHGVSAit0DIpIyDQgIMCtnIoKvr690wikpKSgvL4e3t7d0Funp6dDpdPDw8JDOPTMzE6WlpXBzc5MdwJycHBQVFcHFxUXSVxk8WN37FBcXIzs7+382zcwoYWdnZwbiy8rKMgPxlZeXy6SfAXtEhOzsbBgMBjg7OwtInIGUQMXp3/+POTs7VzkFvHTpEn7//Xc0aNAAkZGRVWhgR44ciR9++AF9+/bF1q1b4enpiZycHLz55ptYu3YtOnbsiNDQUDRr1gw3btz4rwSgeKdHo9EIdambm5t0+ry75eXlJWXKYn8+Pj5mvvLycnh5eYkKLp+i7tixA88///x/nXc19tfasWPH8OSTT0KtVqNJkyZQqVQwGAzCDMU7wUajURYELVu2hEqlQnl5uTBENW/eXETLYmJihNrTYDAgOzsbRUVFZmyDloTaLJmzs7OcprRo0QLp6el3XaxbMhsbG3h7e4tI5alTp2Bra4tnn30WxcXFKCoqQlFRkfyb35cpwJnaWaVSobCwEOXl5XBwcICVlZWAqrl/YCExvtdoNMLFxQW2traiul1SUgIPDw+4urpKu8rLy4Onpyc8PT2hUqmQnp6OrKwsuLu7S5+clZWF9PR0uLi4wM/PT4DDaWlpcHBwgL+/P4gIBQUFSEtLg62trfTdxcXFSEtLg1arNQPup6enQ61Ww8vLS5i3eJxlgDI/GzDRDzNA/Pr169BoNOjUqZOU/aVLl6BWq9G6dWsh5uB6ExwcLL8XGxuL8vJyBAUFyVgQHx8PvV6PWrVqyViQmJiI0tJS+Pn5yan2nTt3UFRUBB8fH1kMpqSkoKCgAF5eXjK+p6enIzc3F+7u7jLWZWZmIjs7G66urnK6kZOTg4yMDDg7O0t+5eXlITU1FQ4ODrLjX1hYKNSvTGVbXFyMhIQEWFtby0lRWVmZtAE+ySovL5eTtEaNGknd5FO4unXrSn3ifPD39xcF+PntAi8AAQAASURBVMzMTBQWFsr4x2DwtLQ0iUbh53C+PyjSHhsbG9jZ2cmJ2Msvv4xWrVohLi4OS5cuxaOPPgqj0YiLFy8+kOdXZ/8/G9A1YPD7vDhO28nJidq2bSsCKU2aNBHcAQCJR2RsA8e7+vr6kl6vl3g3julWWkREhMRbhoeHW0xrfn4+Xb16VWJZO3bsSEOGDKG3336bnnvuOXr88cepadOmAlKtuWqu/4XL2dmZGjVqRB06dKBevXrRG2+8QZ9++ik9//zzBJjivS9cuEBZWVmC76jcbhjvsGHDBottDzAB0JOTk4XI4Y033iAAEg/+9NNPU9OmTQkATZs2TdphYGAgtW/fXtodt+O/+6oBgz9ctn///n+03XCsvpWVFY0dO1Zi1hmXwdiswMBAIiKaPn06ASZSk6ioKDp06BAtX75c6n/z5s2pU6dOFBwcLGQkNVfN9X/9sra2Jg8PD6pTpw61aNFC2l3r1q3pk08+obFjx9KsWbNo6dKltGXLFjp06JDgP0JCQigrK4uKi4tFEJCIBE8cFRVFRCQiji1bthThXH4OEzo4OjpSp06dBMNpZ2dHDg4O/zgh0P8EGLy4uFgSdOLECbp06RJdunRJOtX9+/cLaIgLYNeuXQIOYmDmsWPHKDY2VhQ9tVotFRYWkl6vpzFjxhBQAaZhQNiAAQPo1q1bBJgAfwyU5oVI165d5f8Mwra1taV58+bR1q1b6ezZs5SYmEg6nU5Ae/369btnmhs3bkwAaPv27RY/DwkJIcCkaFxWVkYFBQWUnZ1NqampwqYze/ZsioqKosjISDMwIoO4rly5IqCiefPmSb5yOj799FMB0n366acEgF544QXxTZw4kQDQ448/Lr758+dLfrBv9erVBJhYFNjHgCetVis+BhgDJkVN9jMgeNu2beJjEPHvv/8uPk7LnDlzxMfAtwkTJoivb9++BIA+//xz8TGrmBI8yGrxAOjkyZN08eJFAUt36tRJ7luwYAEBJqBg5TR7e3s/FGnu168fASYQM/uY4OD1118XH7eDHj16iG/evHkEgJo2bSp1hDtFrVZLV65ckTrF9Xbx4sUUGRlJUVFRcq+7uzulpKRQZmYm5efnU2lpqSzUlUrbSouLiyPANJFSsrdZMq6PrVq1IoPBQKmpqXTp0iXatWsX/frrrwKEYwYpoGLDgBcQzZo1E4Dbpk2b6IcffiAA9NZbbxERCVj8mWeeIYPBQEVFRcL6s3z5coqLi6Po6Gjph/bs2UPXrl2j8PBwYQrZvXu3AFlZEXbTpk2St/yeS5curVIPk5KS7tl31NjfZ6xY7ODgQIcPH6bDhw+LcrBKpaJDhw7RwYMHacuWLVKGe/bsoQMHDsh9AOjAgQN0+PBhAZF6e3vTmTNn6Pz58wJk/eijj+jGjRs0bNgwAkyq19yvN2jQgGJiYggA2djYyLjECw4ec3gMmjJlilk6mEln8+bNZv6ioiIZM3fu3CkLl1atWtFPP/1Ev//+O/3xxx+0e/duOnbsGJ0/f54+++wzeXZMTAzdvn2bbt26RVFRUUKcsHz5cgHqMnjeycmJoqOj6datW3Tz5k0BpC5ZsoTCwsLo0qVLokg+evRoOnXqFJ08eVI2IwYNGkTHjh2jY8eOSbpfeuklOnr0KB09epQGDx5MgIkt8tixY3T8+HHZOOzSpQuFhITQyZMnhTGoTZs2dObMGTpz5oz0gQ0bNqTz58/ThQsXZAPSz8+PwsLCKDw8XIDw1tbWFBERQdevX6dLly5JOR88eJCOHDkihDCAafNg8+bNUvY2NjZSR7jv5O+ePHmSTp06JQQ3a9eupVOnTtGpU6eELGThwoV08uRJOnnypCwgp02bRiEhIRQSEkIdO3YkAPT111+Lj0H2n3/+ufh4HjBw4EDxcf3p378/nThxgk6cOCFzg549e9Lx48fp+PHjAk7u2LGj+KZOnSp9LJcTswYGBgaKj/tYFxcX8bEyO8/j+Dd5g3jLli3yjtx/Llq0SNTZmeXpo48+ogsXLtDFixfp0qVL0u9v3LiRIiMj6ebNmxQTEyPtysnJicrKyqq0+6+++kryqzpj1sQtW7ZY/JzJF44ePUpEJOQzjo6OQgzA48NHH31EAKhWrVpERKJ0zqxVTC7Qv39/Ki8vJ71eT927dycA9Ntvv1F+fj7l5uYKWcu2bdsoPT2d0tLShHxk+/btlJqaSqmpqdJOt2zZQmlpaZSWlkYtWrQgwLSJnp6eTunp6VKXLG2s/9X2wDEaytjEVq1aVQGDN2vWTICUfG/Dhg3l2I3vq1OnDmrXrm0GguHQEiV3PVABslEecbm5uSE+Ph6ASRgFAE6cOAHAFDvHon+lpaX48ssvzdJQWRhl2LBhCAoKQu3ateUvH/tmZGTI0Xt1wDzlOylVhYGKGM9atWoJGEoJMlYCzRhUVK9ePTzyyCMALIPr9u3bJ5+xj5UrXVxcxMfH8vb29uLjdFtbW4uPgW9qtVp8SoBt69at5Z05DKZ58+ZyvMoxvo0aNZLvc1kGBweLj49Ea9euLT5OX0BAQBXwoI+Pj/iUINzWrVvDwcFBjrGdnZ3lPga7K9PM9m9IsxIwyRgkNzc38XG4l4ODg9QRBkeqVCoB7HEeACYgXuPGjQHALI6Tn8nGx/Rcnytb7dq1ERgYiMTERISGhuKpp56S+xMSEpCQkID4+HgkJCTg1q1bUKvVCAsLg7W1dbUhWgyYBSDH0xzWlJiYKBgrDiEDKgCuSvEtjUYDe3t7aXvu7u4SEsBtMDg4WNog9ztNmjSRZ/B9TZo0QdOmTQFULWdlPeSyrbGHwzjcVKvVonv37gAq2otKpZL6qgR+9+zZE1ZWVtJvsA+oaM92dnbo2LEjgIq26+XlhUaNGkm4i52dnfS3Pj4+EkYSHByM8PBwABV4CW7LPEZVxlfwuKYEygIVys7s57bTtWtXfPrppxbzhNXFPTw8pJ6zcb9Wr149aRc89irDZ/j/fC+PWVz/g4OD8dhjjwGoAFbXqVMH3bp1A1AxXgUGBuKJJ54AUAH89vX1lfs4Pzw9PQWUzRgUFxcXKQPOR3t7ewH4c3iltbW1vB+HJ1lZWUkeK/v49u3bw9nZ2UwV/rnnnoO9vb30qUSE3r17AzAnEejcubPUN+5L2rVrJ/Mc7jdatmwp8wYOk23atKmkj/vchg0bio/DoOrVqyc+Vo8PCgoSH+drQEAAunTpAgA4d+4cAFMd7Nq1KwATdgAw1QH2cUiZi4uL5D/Pzezt7cXH4blarVZ83D8DprrH3+O/HTp0EDA499ktWrQQwgP+zVq1aglpA1BRHxm3V9mv0+nM5lZsXK8t4SnYWrRogUuXLiE8PBwvvvhilc/9/f0RFRUlYbG1a9eWkEEuDy5/DqnnesPvxG1HqYOlVqvNdL6sra2lHrDPycnJjMQGMMcG833KEDn2KYHz7KtM+vAg7B8Hg1syS/FmdwPcMViHsQwslJKSkoLff/8dgCnOkjshjt9j9oHOnTsjLy8P4eHhUulZoC8lJcUMDHT06FFhBFGanZ0dgoKCpDPx8PDAb7/9JkBwvtzd3SWu39LEwxK4jvOgOnaAhwkYVmMPv1VXXyyByCqDwZXG9TctLQ3x8fHIyclBdna2GbCOO8lPPvkENjY2SEhIqKLAWtkY6MYMT/7+/tDr9di/fz98fX3x2GOPYcuWLSI4xpafny+bB9u2bZOFAyupsinTolRDv1s+1LSx/xtWebxR+izdZ8mn7KerIzOxsrIyW2gwu5RSjZvHmX379iEhIQFhYWEATBsFZ8+eRWBgIFxcXGS84/penfHiiCcflsySACmbJcBzdWBwS+P0w2SWytnSOyvLWck4yVZcXAx7e3uLAHFl32Qpz+4FELfkY/urAeJ/V//2Vz6nujrGk++ysjLJw5KSEgGD8/fCw8Oxfft2lJaWysXsUryAWLduHdRqNWxtbeWys7OTct6/fz8A04LUxcUFubm5mDlzphAOARUL4oKCAlH0BqqKVlsal5R16M+OVffy/Z32wMHg+fn5sovTsmVLyVRmiGnWrJk0wvDwcBiNRjRq1AharRZEhIiICBARgoODoVarUVZWhoSEBJmI6PV6FBQU/CnwD59QdOvWDcePH8eKFStw8OBBrF69Gj/88AOGDx8u9xqNRsyePRtjxoxB+/btMWDAANmF5b+8C/ZnjZVKmYaM6XXLysrg7+8vjCHl5eUyEPHuC1MVFhcXo169erKbnpiYiKysLPj5+ckOdGpqKlJSUuDh4SG0i1lZWUhISICzs7PsROXn5+P27duws7OTHYLi4mJERUVBq9UK5Z9er8e1a9egUqmE1o6IhApYWc5hYWEwGo1o2rSpDF7Xr1+HTqdDw4YNZRcwKipK0sL15fbt28jPz0dQUJBQlSYkJCArKwv+/v6ygr9z5w7S0tLg7e1tpvDLA3OrVq2gVquRnZ2N+Ph4ODk5oX79+v8Tafby8hJwekZGBpKSkuDq6iq7Npw+e3t7s13I69evQ6VSoWXLltL53Lp1CyUlJQgKCoKjoyOMRiN0Oh1iYmJEPVmv10On00Gv16O0tLRaRo57mYeHh9mJYFBQEEJDQ7Fx40a8/fbbWL58udngfPjwYfTo0QPNmzfHmjVr0KpVK/j6+qKsrMxsx/l+TKPRwMXFBVqtFjk5OdDpdPD19YWTkxPUajVu3boFo9GI+vXrCyD2+vXrMBqNaNKkiai7h4eHo7y8HE2aNJENhoiICJSVlUk5K+vhvn37hCKzxv55O3r0KLp37w6NRiO733q9XnZ5u3TpIgBxPg3o1q0bVCoV9Ho9Tp06BQB48sknAZh2zi9dugRbW1sBhUZHRyMtLQ21atVCYGAgEhISkJycDG9vb5SXlyMrKws2NjbQ6/X/FdECT2jUajW6desGFxcXUdl2dnY2+/+PP/6Ic+fO4YMPPkDbtm2rsO3k5OQgPDwcGRkZQu3MO6wajQY3btyAXq9H/fr1RWG7pKQEt2/fhpWVFerVqydK44mJiTAYDPDz84O9vT00Gg3u3LmDwsJC+Pv7i1J2UlISMjMzERAQAD8/P6hUKiQlJSElJQW+vr6yeLpz5w4SExPh6emJevXqATAtnOLi4uDm5iZjWHZ2NmJiYuDo6CinBdwH2traSh9YVFSE27dvQ6vVokGDBiAiATKrVCoEBwcL+QyfGAUGBgownuleGzduDCcnJ2g0GoSGhgIAnn76aQCmiS4ziHXr1g0GgwHl5eU4d+4cjEYjmjdvLguUyuODSqXCjRs3UFxcjODgYNnUuXXrFvLz81G3bl0ZH2JiYpCdnY2goCAZH+Lj45Geng5/f38ZEzlfvb29JV9TU1ORmJgIDw8PycOMjAzExsbC1dVVwNs5OTm4efMmHB0d0axZMwCmiXNERIQZvW1JSQnCwsJgZWUlp0d6vV5Onzt06CB1l0+pHnnkEenrr169irKyMjRu3FjGyfj4eGRmZpqNf0Qk/W/Dhg2FXtpoNEKv1yMmJgYA5ATq/5fE5EGZcgHAMgdqtRoGgwFGo1HmhUxmYzQa4eDgIL68vDwYjUY4OztLXcrNzUV5eTmcnJwkX/Pz882IHAAIucPo0aMxY8aMB5vQBx2b9XeAwStfjP/w8/OjRx99lAAT7sDd3d3sPo6HX7duHb388ssSI1nZWHF44MCBFtNYWlpK0dHRdPjwYYmt69ChA7377rvUt29f6tKlCzVv3pwCAgIkfr/mqrn+ly4bGxvy9fWlJk2a0GOPPUbPPfccvf3229S7d28CTHikffv2UURERLV4DY6lfu2116p8xrim+vXrCzjc3d2d/Pz8CKho8xyv3LhxY4lpvZfo39911YDBHy5TxtA/LBeTInDMPmDC4DF2wtramjp16kS1atV6aOp1zVVz/VsuR0dH8vb2lv937NiRnnjiCerVqxe98MIL9MYbb9B7770nOAp7e3saPHgwDRgwgF555RXq06cP9ejRQ4QFfXx86KmnnqLnnntO1MB79+5NwcHB/3ha7/caPnz4A+9rH/hCo6ioSBK0efNm2rdvH+3bt086ybVr19L+/fvpwIEDota9YsUKOnToEB0+fFgmEBs3bqSQkBBav349ASYA3+XLl+n69etSKcaOHUs6nU7AN5MmTaJVq1YRYGKkYXAOX506dZL3YlDakiVLqqTBknJjdcZAth9++KHaexj4+uabb9Lt27cpMjKSrl69ShcvXhRA7vfff0/Hjh2jo0ePCvhMq9XSwYMH6cCBA3TgwAGZSE2ePJn2799P+/fvF0aed999V/KalVafeeYZ2rt3L+3du5eGDx9OgElBlX0Mlq5fv774GCDu6ekpPlbT1mq14tu+fbtZObOfy3Tp0qXi8/X1JcAEgmYfg6smTpwoPgY5fvnll+JjJqGBAweKj8v/xRdfFN/WrVvlfbZu3Up79+6lkSNHEmACCvJ9U6ZMIcA0EWYfA8QfljSzerYyzQzs7Nu3r/gY2Ne5c2cpewZHNmjQQOoIg901Go3UpYMHD8r7TJkyhY4cOULHjh2jTZs2yb0XLlygsLAwioiIoOjoaMm7F154odq6fujQIQJMIMJ7GQM0n3766SqfnT9/ngAT8DA6OloGDe7wmSWE2/6IESOkfDp06EB6vV7aUfPmzSkiIoKuXLkiYPApU6ZQSEgIHT9+XBhFli1bJoBgBoOvWLFC8tHFxYUA0C+//CL57e/vL+1/3759ZkDImJiYe+ZBjf19xkrQDg4OtHnzZtq8eTP9+uuvBJgWpxs3bqSNGzfSkiVLpAzXrVtH69evF/CvSqWi9evX0/r166Wt+fr60qZNm2jLli3Sdt944w3atm2bAFv79+8vY87nn38uJCBcf/n/jo6ORER0/PhxAkyAZja9Xi/jYWBgIK1du5YWL15MM2bMoHHjxtGQIUPonXfeoRdeeIG6d+8u/VLz5s2pb9++NHDgQBo2bBhNnjyZFixYQKtXrxZF8vfff59OnDhBx44doyNHjtChQ4dko+7nn3+mgwcP0qFDh2jhwoWS5pCQEDp16hSFhoYKg+Ovv/5Kp06dopCQEBlvhw8fTgcPHjQbrwYMGEC7du2inTt3yqZf3759aceOHbRjxw4BMvfo0YN27txJO3fulP6uU6dOtGvXLtq9e7eM1a1ataK9e/fSvn37BMgcHBwsfR0DmX19fenIkSN09OhRmSs4ODjQqVOn6MyZM3TkyBEp+5CQEDp79iyFhoYKSc2qVato165dZgDxRYsW0cqVK6WOAKD169fT5s2bafv27TL3WbVqlfTdPPmdO3cu7dmzh/bs2SOg3okTJ9Lu3btp9+7dAlIeNmwY7dq1i3bt2iXkAYMHDxYfl+Mbb7whvldffZUAk7o65+F7771HAKh79+7iGzJkiMwNOP+//vprAkwbONu3b6ft27fTd999RwAoICBAfDx2Ojs7i0/J/Mm/t2PHDmH/W7FihTybN45mzJghaeY68s4770iZ7tu3T0D1S5culfHqxIkTtGvXLnleREQE3blzh/Lz84U1KiEhQcaM6iw+Pl7uscSUOHv2bKm3bNyef/vtN2nnXNbcdq5cuUKffPIJAaChQ4dSSkqKzLG6dOlCiYmJlJCQIBtm06ZNo9u3b1N0dLSQGP32229048YNioyMlAXN8uXLKSIigiIiIqTeLFu2jCIjI+nGjRtCPPPLL78IkQNvwq9cufKv6lKrtQeO0VBy4vfo0cMM2Gw0GtGtWzcBAvGRzuOPPy7HeGq1GuXl5ejYsSNq1aolIURWVlZyXMe/6ejoCK1WK3FtSgE8KysrM5VFwBxEXlldXGkcmmFJqbu6e+8G/OT3c3d3l2NgNgbktmzZUsBUDDRTq9Xo0aOH3MvhNm3atJHj2o0bNwIwAaQ4TIOPLQMDA9GrVy8AkLheLy8v8dF/QmhcXFzEx8AhOzs78SmB0exTguaU5cxl2q1bNylTTmOnTp0kZIHzq02bNvKbixYtAmACVbOP09eoUSPxHTt2DIAJUMg+JQi3Z8+ecHBwMNNC4PvYnJ2dxccCj7a2tg9Fmjdt2gTABABkH4t7KdPMJAe+vr5S9lz/XVxcpI4wVkmtVguQle8BTKFmHA6iDAtUAvH4OYB5HGll4zZzP+FNd7tXqeqtFGpSqjsDFUfRBoNBfOXl5bCyspLysbGxEbAn+5TgSj6C7tChg4C8uUw7d+4sbZaf/fjjj0s4AR/3d+jQAY8//rhZPbxbbHyN/f3GZWVtbY3+/fsDMG8bL7/8MgATxueDDz4AALz22mtQqVRITk7Gp59+Co1Gg9deew2AqU1OnDgRzs7OeOmllwBUAHCbNGmCfv36SQhWnTp1pJ77+/tLuBb3wVwHuf9V6juwWVlZyf/d3Nzwxhtv3DW9TZs2RWRkJBYsWCAg68rG4WBBQUECGGbj+t6pUychkWC8goODg7Qf5b0tWrSQ/o5DfZo2bSrjGPdtjRo1wnPPPWf2DsHBwaI7w4rfgYGB6NOnD4CKsvL19ZXvMv7Lw8Ojyrjm7Ows/R0Dv+3s7KSv47mFVqsVsLqS6KJ9+/ZVlJa7dOkiYUgDBgyAwWBA3759ERAQgPz8fAHd9+vXT/owDuPp2bOnhALx73bu3FlCjr755hsAwKOPPopnn30WADB//nwApnAjTvPq1asBmMLQ2bd7924Apn6NfVz36tatK3nIxDW1atUSnxI7xPnP44iHhwf69u0LoGK8cHJyEh8TrtjY2IhPSZxgSUeoZ8+eQgrAbfKxxx6T+sRClQ0aNDAbt21sbFBQUIAOHTpI/wtUjFmsj1PZ7gc/xO1Kp9OhqKhI6gsblyUTjQDmat48rri5uSErKwsODg7Izs5Gbm6uzAWsra3h6+sr456NjY2EQXM+eHh4yHjDz6xVq5aEtHFodu3atSWtfF9gYKCEg7MvICBAwge57SoxRw/KHvhCgxQQEBYCUvpZKOhevpKSEhEWUv4eUAFgY3ExngAqxYToPyI9SuPvGY1Gs/uUkwOggjXB3t6+ymeVjcV97Ozsqr2X2QdUKlWVe7hBl5WVyWeW0szpA0yTL/bz4okbCP+bP6ucZwaDQXyW8o0bkjKP+H2UeaWcdN+rnLmhc5lWlxZLeXG/6VPm0/+VNN9v+iylpbp35LxQfp/NUjorGw+gLDp4N+NOMysrq8q9nFclJSVm+cGdO+c9f1ZaWir/5jyylD+WyuDP9k13K2dlOpR9YY09PHYvYK2lcmPf/YJ3Lf0ut3WtVisT5MqToLstNICqjIt3MyUJyn9jnD5LyueVRTYtqWw/7PXf0vspY/vvBvIHTPOD/Pz8Kix3gKmcbG1tzX5PmWfsV/ruVscs2V8NGv8nAeJK373ISyrbvdpEdXVWaQ4ODrC2toZOp0NWVlaVhUZlRkPl85QLDRcXF8FhARDxXMCcxAi4d/v4s8BvS9/9p+yBg8Gzs7NlJ6PGaqzGauz/qjFhQY09HMZgcK1WawbgPXToEFQqFfr06QOVSgWdTicnEy+++CJUKhVKSkqwd+9eqNVqvPTSS0JtfvToUTg7O8su8vnz5xEdHY1WrVqhVatWuHTpEq5du4a2bdtCr9fj6tWrGDNmDFauXImUlBS8++67WLFiBdq0aYNLly6hRYsWGDFiBPbv349169aha9eu+Prrr2FnZwd7e3uEhoZi6NCheOSRR7Bnzx5YWVmZXVqtVgDMtWvXRkJCAg4cOICAgACkpaUhPT1dFMfT09Nx8OBBxMXFISgoCPXq1YNGoxGA6pEjR6DT6dCtWzc4OjqCiJCVlYWzZ8/C3t4e7du3h16vh16vx5UrV8zAzWq1GtHR0cjLy0O9evXg6+srvtTUVNStWxd16tSBSqXC7du3ER8fj6CgINl9jYuLQ3R0NPz9/WX3OikpCZGRkfDy8kKrVq1ELfratWtwc3OTiIesrCxcvXoVjo6OQhWcn5+PK1euwMbGRk4QiouLcfnyZWg0GrRr1w5EBL1eL8Q1rVu3FlVqpiBmIDJgIvcwGAxo0aIF3N3dYWNjgwMHDgAA+vTpI9EWO3bsAGDayeeIjePHj0Ov16Nt27Yyqb148SIKCwvRokULmUOFhYUhJycHTZs2lRPla9euIT09HQ0bNhQl7xs3biA5ORn16tWTHfHo6GjExcUhMDBQdsTj4+Nx69Yt+Pn5CfFJcnIyIiIi4OXlJZTo6enpuHLlClxdXQXQnZ2djfPnz5udZhUWFuLUqVPQarVyUqTT6STqgNsZAMmbrl27ykT85MmTKCkpQbt27eTEPzIyEsnJyQgODhaSE5VKhWPHjkGv1+Oxxx6TPGPQdEhIiJA8lJWVobS0VP4WFxfLhnDlBYTSioqKQEQIDAyEn58fPDw84O7uDnd3d9y5cwebN29G48aNMXLkSKjVavz22284c+YMevTogZSUFFy/fh0ODg4oKiqSv02aNEFRURESEhLg5eUFX19fZGVl4c6dO7CzsxOF+9TUVBQXF8PT01NIgZKSkoQoiE9FEhISoNPpEBAQIIsf9vn7+8tJRnJyMsrKyuDj4yNEDqmpqSgrK8PXX3+NadOmVZsPf4XVLDRqrMZqrMb+BqtZaDxctmvXLouhHP+kcUjxX21Kus0aq7EaqzG2YcOGYc6cOQ/0GQ+c5JpXXgCE3q6wsFCOrW7duiU+Xl1evXpVfBwacfPmTRQWFkr8vIuLi9zz1ltvAQAmT56MwsJCvPnmm/J/jmns06dPlZg8jr/euXMnHn30UQDA+vXr5Xf54rjOn3/+ucpnlS/eFdi2bVu19wwdOhQA8MUXX9zX95mH2cbGxuxe3p3ZtGmT+N59910ApvhO9k2cOBEA8O6774pv8eLFAEw7DOzbsmULANPODfsYCxAQECA+juu0trYWn1KnQFnOlsqUBaSOHDkiPt5V2rBhg/hY+Oinn34S34ABAwAAkyZNEt+wYcMAAJ9//rn4OM4UME3wCgsL8dtvvwEAnnrqKbmPBapatmwpvpMnTwIwxU4/DGl+5513AADffvut+EaOHAnApE/Bvh9++AEA8MILL4iPY6AfeeQR8bE4mJWVlVl9svQ+jPsAUKWuLl26FICJ3rO6uq78fn5+/l3bDue7j49Plc+Usb9MNwlA2gsfVXMs/QcffCCxvS1atKi2rDkO/ffffxcfh6ecP39efBwzGx4eLj4WYzt37pz4GJNz8ODBKvVQ2RfW2D9vHJbk4OCAZcuWYenSpZg1axYAU1jFb7/9hl9//VV8gGkMWLRoEaZMmQLA1IYWLFiA+fPn4/PPPwdgqr9z587FnDlzBJ/Qq1cvzJw5U4QBW7duXQXrA1SE0HBd8ff3R69eveReX19ftG7dGo0aNUJQUJCZAO7dYs4rLzLc3d3RpEkTdOvWDa+88go+++wzTJ48WXahX3zxRaxfvx5r1qzBqlWr8Pvvv0u/NnnyZCxduhTLli3DqFGjAJjGh/Xr12Pz5s3Yvn27bC4uWLAAe/bswe7duwXjNWTIEGzduhWbN28WUcTXXnsN69atw9q1a2Xx17t3b6xevRqrV68WHEzXrl3F99577wEwCd+tWbMGa9askTJo1qwZ1q1bh/Xr12PMmDEATNiEP/74Axs3bsR3330nZbV582Zs2bJF5gqOjo7Yvn07duzYgVWrVkme7d27FwcOHJATL8A09h4+fBiHDx+W/mDOnDn4448/sHLlSinbyZMnS91h+/HHH7FixQqsXr1a+hf+7h9//CFU9OPGjcOGDRuwfv166e8+//xzrF27FmvXrpU69s4770g+cD176aWXxMf52qtXL8nD119/HYAJa8K+QYMGATCNGatWrcKqVatkztKwYUOsXLkSK1euxNdffw3AVEfZxzvjTk5O4luwYIGkmX9Pma8//fSTPJvb5MSJE+W9uU6+/PLLWLNmjdzLdX/atGnyrBUrVghVq52dHTZt2oRdu3bh4MGDCAkJwblz57BmzRoAJrHI6Ohoi9e1a9fk/Xbt2oXt27dj+fLlmD17NsaOHSvjhq+vL/r06YPevXtLnX/iiSdkPsmnb4xBee6552Q8f/LJJ3Hw4EFMmDABgAmreerUKZw+fVp+f8yYMTh9+jROnz4tp3uzZ8/GqVOncOrUKTnh+fHHH3Hy5EmcPHlSxqB58+bJ7zF+Y/bs2QgNDUVoaKic+LVo0QIP2h44RkMZG+bg4CANSqkqeT8+Ozs7s+/z7wEVsd1arRYODg5yXGRlZWV2v7W1tVlcPX9PqTKuUqnMvgNUDEjFxcVVPqtsXNlKS0urvfduz+JjWBsbG/lMOUFR3s+LNVtbW/ErFSWVYEf+rHKeKfOI802ZH3wcp1arq7yP8v2V8Y73Kmel8FHl7yvTwotMZV7cb/qUxu/zv57m+02fpbQo31H5PnyvMi8q369MU2XjuHBXV1cR76vOuG16eHhU+T3OK9adYR/H21YWDrOzs5M84nyzlD+W0vBn+6Z7lTPbPx0nW2PmxhMVW1tbmbQmJiZi1KhR0Gg0smhNS0uTCfXHH38MwBTKM2HCBGi1WpncHjlyBAsXLoSnpye+/PJLAKYQltDQUDz22GMYNWoUSktLceTIEbRv3x4A8Ouvv+Lrr7/GzJkzUVJSggEDBmDVqlV49NFHcfz4cbRv3x5bt27F1KlTMWHCBPTp00c2TAAgNDQUnTp1QlBQEOLi4kT7wWAwQK/Xw2AwyNW+fXskJyfj1KlTAnaubHl5eTh69CiCg4Nlcs82cuRIFBYWon///jKBOnToEGbNmgV3d3ez+7mtde7cWSY0POFs06YNXnjhBQDAnj17AJgW/zzpDQsLw86dO9GkSRPZRExKSsKGDRsQHBwsvoKCAixfvhyBgYGyuahSqbBw4UL4+PjI7zk7O2PGjBlwc3PDK6+8IvkGmPptJgJQbiYxkFm5UaAEInMgSOfOnQXQzWl+4oknJORo+PDhyMzMNMuzzz77DESEV155RSagn332GQDg2WeflbCmSZMmAQC6d+8uC4dff/0VgAkszeD/rVu3IjQ0FI8++qjkw4kTJ3DkyBG0atVKfOHh4di5cycaN24seZicnIz169ejXr164ispKcHSpUsRGBiIt99+G4CpP5s/fz68vb1ls+/YsWOYPn06XFxcxHft2jWMHTsWdnZ24ktLS8OQIUOgUqnk9wDI5y+99JLk4TfffIOMjAw888wzogx+5MgRHD16FI888oikBQBGjBiB/Px8PPfcc6IvBph0RcaMGSNhjZWtsNCEkXV1dTVTs1farVu3AJjqx7PPPlul754wYQJCQkLw4osvyuKxWbNmyMrKwrhx4+SEoH79+rh+/ToCAgKQkpICf39/tGnTBitXroSrqyt69OghYVxOTk7SLhkgHhwcLPnA40mzZs3kPqWSOivK85itvI83CRo3biyhb9z/3Wtc/ivsoVQGv5vdDehSGVBVXl5uprqoZJcCKiZwOp3OjNWmsv0Z5hyOK1SyVVQ2JWtOZbub+mON1djfYZbUci3VQa6/yh3Zysbt4G4sbJXvtcTupmSFUz6X/83vyRMAKyurKgq8dwOoPowAuhr75+y/qSOW7qsM1uSFsMFgkIG+rKwMDg4OKCkpkQkX12smbuBJLBMasPHGFk9WWGBPq9VWYZPhicrdWOKUgNbq0qqMtq6uf7hbv/Fvb2vK9FsCiCvTwpO+yqBhFj1lswRQtuS7H8KByu94P9/9J1XF79WGqnvv6p6rnP9ZMibouBs+g0/Ng4KCLD4nOTkZAEQMkYiEHTQwMFCUxStv+OXk5Eid4LZtqV39t2QTD6s98IWGsjF9+OGH0pFxJRg6dCjs7e0FYAcAo0ePlk6Yj3xHjx4NJycnWY2WlJRg5MiRsLa2FrDW6dOnsXz5clHtTE1NFerc8vLyKiwESjqyv2qhobyXiFBYWFhFffXq1asATCEXkydPlk5Hr9cLjer8+fOxdetWEBEKCgrkPTk0iohE/fKHH37Ahg0bAABnzpwBYKKB5R0aPgY8duyY7CJwSMuVK1fEx40nNjZWfDyAZWVliU/JhsQ+ZaNWljOX6YgRI2TlzHR3kyZNkuPm6OhoAMDcuXOFwpbD5JYsWSJgMk7fhg0bJJyGy3/v3r3CEKYMFfjggw9gZWUl+XX16lV5b+4Q4uLixMcML9nZ2Q9Vmv/44w+heWRF8v3798v7cEjUuXPnLJYpH9lyB2cwGPDOO+9Ix8X5M3/+fGzbtg1qtdqMoWrYsGHQarWiZH/hwgUApl3gTZs2wc3Nzexydna+6+Khst2NRtrSQoMHbE6L0hg8B5h2aVesWCH5mJKSgnHjxkGn00k7WLJkCQ4fPgyj0Sh9zNixY+Hq6goikuePHDlSBihmCvrqq69kIcW00VOmTIGXl5fZe125ckV2nWrsnzferS4oKJCdVq7v3NeqVCopeyLCBx98AJVKJXVEp9Phs88+E5VrwFS/Ro8eDbVaLbS1R44cAREJxWhUVJSZSjWPP/yX6zX3O/daaBQWFprRPVsy/qysrAxEhLy8PCQnJyM5ORl37txBcnIyDh06BMAUTpyamiqAcg6zBICpU6fCzc1NFMABUx/w5ptvQqfTQafTSR/60UcfSXvhfnrWrFlYu3Yt1Gq1jE0rV65EaGgoVCqV9HE7duyQsZypZ48ePSqnEtxfnT17VqiI+X3Cw8PlpILb5O3bt9GvXz8AFX18amoqnn/+eRmrAVN9YDpZ5Xzg6aefBhGZbQL27dsXGo0GRqNRQmkHDBggcxru9z/88EP4+vrC1tbWbO7j5OQkCusA8OWXXwo7Fadl7NixEs7JcwfOQ5VKhfPnzwMAfvvtNxw+fBgqlUryev369TJWcF7v3LlTJsU8ZijzNTY2FgBw4cIFvPrqqwAqqIRv3LghJ1ectqSkJPHl5eXJX/6usv3wM5Q2aNAgqd/cJpVp5nFm7dq1uHTpElQqFVQqlYwtX3/9Ndzd3WWRzXlZVlaGQYMGgUx6cXJxvUlKSsKwYcPg4OAAR0dHs7/cTt3d3ZGdnQ03NzezCT6Pqzy/zMvLk/oTGBgoZVd5E/zmzZtC3xweHo5BgwZJfb969Sq6d++O8vJyIRv4/vvvsWzZMvkuYMJU8PyYy+rTTz+VuQbPKz799FM4OzuDiGQuOHToUIwfPx5EJPeFhYVJ+3lQ9sDB4Hl5efe1m/mgzc3NDXq9XioDYIr3PHHiBNasWYMdO3Zgw4YNmD9/PoYMGWL23R9++AEjR47Em2++KfF9ZWVlSExMREJCAuLj4+XvoUOHkJiYCDs7Ozm6rrEa+79oarVaaJ5dXFzw/PPPIygoCLVr1zb7y7s+s2bNwujRozFgwACsXLnS7LdOnDiBbt26oVGjRti8eTOaN28OT09PaDQas/CGOnXqyOTkYbM//vjD4kBbY/+M7dixQyae/6QFBASAiHDnzh1MnjwZ33zzDZo1a4br16+jdevWOHbsGBYuXIjx48fjsccew1dffYXCwkIUFBSgoKAAo0aNAhHho48+grW1tWxaVb6OHj2K/Px8+Pn5ITc312yXvcZqrMaqN61WC29vb3h7e8PHxwehoaHIzc3FM888A3d3d6Snp+Pw4cPQaDRwcnK6a0TLw2bDhw8XfOeDsgd+osGnBoBpJ4R3bEaPHg2j0YgJEybI6mz8+PEoKyvDqFGj4OHhASLC+PHjUV5ejhEjRsDZ2RlZWVmYP38+tFotvvjiC+j1ehw+fBjXrl1D06ZNUadOHYSFhSE5OdkstMLSaQSvviuHThUVFSElJQV37tzBnTt3zHalOnbsiPj4eNklqc6Unbi1tbXZTm9BQQGuXbuGoKAg9O7dG9bW1rJLvHr1aiQlJeGNN95As2bNoFarkZ+fj++//x5qtRrff/89ANNKef78+UhMTMT7778vwPaNGzfi7Nmz6NWrl4giHT58GHv37kWHDh1kl+H8+fNYv349GjdujMGDBwMw0cgtWbIEtWrVEoB1YmIi5s2bB1dXVwEt5ebmYsqUKdBoNJg5cyYA0w7gV199BQD47rvvJD/Hjh0rFGq8k//dd98hOzsbQ4cOFbGjH3/8EQkJCXj//fcllnXp0qWIiIjAq6++KnGFGzZswLlz5/Dss88KkHDXrl04evQounbtKhMHnU4nYLXp06fLDvy6devQqFEjfPjhhwBMOzS//fYbAgICMHz4cACmnY65c+fCxcVFRJMetjTv2bMHhw8fRufOnfHiiy8CMFEDbt26FS1btpTTi4iICCxbtgyBgYH44osvJC1Tp06FRqPB999/L0ey8+fPR1JSEt599100atRI6CvnzJkDrVaLkSNHyumbTqdDaGgorly5gjp16qBWrVpmp3YlJSVmOiR5eXkiLFXZPDw8EBQUJPfevn0bq1atgr+/v1zcnpQnGrwrqzTlIkOr1UKv18PFxQUdO3ZEfn4+zpw5A19fX7z66qvQarVYv349kpOT8eqrr0p7++6771BaWorhw4fD29sbKpUK48ePh16vl90zlUqFb775BsXFxRg1apSEvEyfPh1ZWVn47LPPULduXeh0OowdOxYARDypxh4O47Zpb2+PqVOngoiQk5ODqVOnwsrKCtOmTZM6Nm3aNKhUKrkvKysLc+fOhbW1Nb766ivZIVy3bh28vLzw7rvvory8HIcPH8bVq1fRrl07tGvXDteuXcPJkyfh6ekJnU6H/Px82R0FICQdvHvJlKJsp0+fFvxAZfvll1/uK91KEU43Nzf4+/sjICAA/v7+SExMxOHDh9G+fXu89dZbZjiP77//HoWFhfjwww/h7+8PlUqF6OhorFq1Cn5+fhg1ahRsbGxgbW2NYcOGobCwEDNnzhQRsmnTpuHatWv4+OOP8dhjj8FoNGLJkiU4efIk+vfvj169eoGIsHnzZhw4cAA9evTASy+9BCLC/v37sX37dnTq1ElOn0JCQrB+/Xq0bt1a+vPz589j+fLlaNSokeBkrl+/joULFyIoKAjjxo0TCt0ZM2bAy8sL06dPh0qlwp07dzBhwgQ4ODhg4cKFsmv+5ZdfQqVSYeXKlUJHy/3r8uXL4ezsDLVajXfeeQcFBQVYuHCh0MwOHToU8fHx+Prrr9GwYUOUlpZizJgxyM/Px5dffil5M3bsWOh0OkyYMAE+Pj7QaDQYP348srKyMHbsWCED+P777xEdHY2PP/4Ybdu2BRHh559/xuXLl/Hmm2+ia9euICKsXr0ap06dwvPPPy8EI1u3bsXBgwfRvXt3wS4cOHAA27dvR8eOHSVfT506hXXr1qFFixb46KOPAJhOo5YuXYrg4GDJ15s3b2LBggXw9fXFuHHjAJgiBKZPnw4nJydMnz4dgOnkd+zYsYKfYWNcyowZM2Q3fvz48cjOzsbo0aOFQGXFihU4e/YsXnjhBfTo0UNOJr766isUFxfjq6++gpeXF4xGI4xGI7KysjBz5kxoNBpMmTJFTkCYMCE0NBSbN28WEc3CwkLRPOJ/X7t2DVlZWbC1tRVNJj79U9r+/fvN/l9eXm5xkcFjkYODA5o3b46zZ8/C29sbX3zxBWJjY7FkyRLUr18fU6ZMgVqtxowZM3Dp0iV89tln6NGjB1QqFb744gvEx8dj0qRJaN26NVQqFT755BMkJydj+vTpaN68OVQqFT799FMkJCTgu+++k/uGDh2K6OhoTJo0SeYVI0aMwPXr12Xu+EDtPtTD/7+stLRU5ODz8vLEb2VlRQAoKSlJfCwpf/PmTfHZ2NgQAIqLiyMiori4OAJAdnZ2cs8XX3xBAOjrr78mIqJx48YRABoyZAjt3LmTAJC3tze5uLjIuygvKysrsre3JwDyvPu57OzsqHHjxvT000/T4MGDacqUKTR+/HgCQG5ubpSYmEhFRUVVJOw3bNhAAKhr165V8qtr164EgP744w/xJScnEwDSaDRm97Zv354A0I4dO8Q3ePBgAkBTp04V33fffUcA6IMPPhDf8uXLCQA9++yz4tuzZw8BoLZt24rvwoULBIACAwPFl5CQIHnFVlJSYrGcuUyjo6PFV69ePQJAZ86cEV+HDh0IAG3fvl18zz//PAGgJUuWiO/9998nADR9+nTxjRkzhgDQsGHDxFdYWCjvU1hYSEREK1euJAD0zDPPyH179+4lAPTII4+I7+LFiwSAatWq9VCkedCgQQSApk2bJr6xY8cSABo6dKj4Fi5cSADolVdeEd+uXbsIAD366KPii4+PJwBkbW1NSmvbti0BoD179ojv5s2bBICcnZ2psg0ZMoQA0NixY6t8VlpaSikpKdSpUycCQO+//z7NmDGDPvvsM+rTpw+1aNGi2vZo6bK2tpa/tra21d7XvHlzqf9LliwhANSnTx8iIlq/fj0BoG7dusl78vtt27ZNfK6urgSAbty4IT7uH2JiYsTn6elJAOj69eviq1+/PgGgkydPEpHlelhjD4ddv36dAJCHh4f4eHyxtbUVn6X+99atWwSAHB0dxXfgwAECQC1bthTfZ599RgBowoQJRES0bNky6Xd5HPD39ye1Wn3X+s/jko2NDbVv3566d+9O/fr1o7feeot8fHwIAD3//PM0btw4+vbbb+m7776jmTNn0ty5c2nhwoX0yy+/UMuWLQkAjR49mqKjo6moqKhKnnAf8vLLL1f5LCAggADQpUuXxLdv3z4CQK1atTK718PDgwDQtWvXxNejRw8CQKtXrxbfe++9V6U/Hz16NAGgESNGiG/69OnSj7D9/PPPBID69+8vvrVr1xIAeuqpp8S3e/fuKuPa6dOnCQAFBweLLyIiokp9uHPnDgEgtVotvrKyMimXnJwc8bu7uxMAioyMFB/3R4cOHRJf5T6CiMjNza3Kd4OCgggAnTt3TnzcX23dulV8L7zwAgGgxYsXi4/HDOU8YNSoUQSAhg8fXiVf33vvPfH98ssvBID69esnvo0bNxIA6tKli/gOHz5MAKhZs2biCwsLIwDk4+MjvpSUlCp5SESSh2lpaeKrXbs2AaCzZ8+Kb8CAAQSAZs+ebfZ9Hmdv3bpl5o+Ojq7SNpU2f/58AkCvvfaaxc+JKurq77//TqWlpZSQkEAXLlyg3bt308yZMyU9U6ZMoblz51K/fv0IAD355JM0e/ZsAkAdO3akRx99lABIP9C7d286ePAgAaAWLVoQUcUY3a5dO3n+c889RwBo6dKl4rNUlxo2bEgA6MSJE+Jr2rQpAaDDhw+Lr02bNlXG9s6dOxMA2rx5c7X58FfZQwUGvx+QkiWwdGUAmxJswxRxAPD4449jz5498PT0RGZmJuzs7FBSUiI7NkBFDKy9vb3s8vj4+GDXrl0oLi7G559/joEDB6J27drw8PCo8n5lZWWYNWuWKCHzjoXSeIeq8m4sYA4WrJwHVCnK7d8ICqqxh8fuB8DJ9VB5MsnG9ddSaKSNjQ08PT0lpvjLL7+0SKOXl5eHhIQEHD58WE7RXnzxRRQUFMiJYm5urpxiKAkUWBuAtQf49OPatWsIDAwUDAWDYi0pxlYGjAMV7ezfDlqtsb/G7rc+WLqP6xV/psRaMJuhs7Mz2rZti507d2LQoEFCG831+8aNG1Cr1WjYsCE0Go1gGdgGDRqEZcuWoU2bNvj222+rTceJEydw9epVeHt7V8u2czes4t2ISiqPTZU/r853t7x9WE2ZVkvEGffqS6oDiAPmmFZLauF/FiD+3+T/X9H//ZUA8eqIBapTAL+XMvj9kJgwxiIwMBA2NjYIDAyUUyoeE5s3b47x48cDMIkrAkCPHj1kXGzWrBn++OMPABWgcFdX1ypgdR5b70bSAFSUy//PWGWpnP8O+1vB4OPGjZPC5UydMmUKHB0dzUB3s2bNkkk8F+rcuXPh4eFhBtZbvHgxbG1thYosLi4ON27ckN8uKSmRSVBOTo4Ad/z9/ZGZmYlnn30WmzdvRrt27TB27Fj0799fwGiNGjUyKxSOHz9w4ADmzZtXrXy9jY0NOnTogBMnTiAkJASNGjWC0WhEfn4+cnJykJubKyCcpKQkLFu2zCwchUFaGzduRGRkpHwXMDW40aNHA4AZy8GyZcsEOMy0fXv37hXA29mzZ+WzESNGAIAAqSMiIiRkiIFFiYmJ4uP495ycHPExON1gMIhPuTAaO3aslDOX6XfffSdlwQDzH3/8URoiszwsXbpU0sLvqAR+c1p27dolYDTW+jh+/Li8j7LeffXVV9BqtQK6unHjhtzHoTZJSUni49/Nzc19KNLMZbp7924BuzOgLCQkRMqUQX9hYWHiY+BbQkKC+JRpGTVqlNRzPhb+/fffcfLkSajVagE4lpWVYfbs2RLiZ21tLYC1O3fu4MKFC3B1dYWbm5t0ppcvX0ZRURHc3NwkNKyyubi4oEWLFkLlqMRBseXn56NBgwZIT0/HtGnTEBkZiVWrVuHZZ5/Fjh07UKtWLSQkJCAgIMAMUM51V6PR4NatWwKIy8zMxMqVK1FSUiJhJJs2bUJYWBjKy8tlAjBnzhwBvfLgNG3aNAn15FCvmTNnCiiX82vBggXYsmWLWT2MiIgQfvUa++eN21JhYaFQ1DKGT6/X44svvoBKpZJyLi8vF5A3h0eUlZXh22+/hUajkbaWkZGBefPmwcrKSgC4ly5dwrJly2RCkpaWJouOzMxMUUz29PREUFAQEhISEBgYiNjYWNy+fRs9evQQcoa0tDRRhQYgHPmst1SdWWJE1Ov1uHPnDhISEpCYmChqzVeuXMGXX34pbd3a2lr6jeXLl2P//v0wGo0S4pWSkoLhw4eL+jLfO3z4cAE8h4WFATDx+2/dutUMyLx+/XqEh4ebAZn37dsn/Sb3NSEhIaLzwO354sWL4uMyiIiIwPvvvw8iEiBzXFwcBg4cCCKSsk9LSxPiDM6XgoICvPXWW2YgbaPRKHS5yn7/nXfegZWVlRmJxEcffSSAbh5fRo0aJSGX3O+PHz8eS5YsEX0swKS34enpCSKS8XvKlClwdXWF0WiUucOcOXOwfv16ABVg6aVLl+LEiRNQqVRCfLFp0ybcvHkTKpVK7tu/f7/0k1wmJ0+eFDpnztfLly9LWDXPDW7evClhakykcufOHQmx4vLKy8uT+3jOZjQaMXjw4CoTXAbAAxX9J+cDAAFmb9iwAdeuXZMwKN4U5vB7VrHnfCstLcWECRNgZWUln2k0Ghw/fhyAaUw8dOgQfHx84OPjAw8PD2g0GhCR2UKjsvHmWatWrcTHc4umTZsKvjAwMBAFBQXQaDSy6LGzs5M6kZOTgwULFkifEB8fj/fffx96vV5IYRYuXIjt27eDiKTecPguEcmYPWLECLi4uJjdN2LECLi5uYGIpJ2OHj0a06dPN1O3v1e/8ZfYgz4yyc3Nve/wiL/6cnBwoL59+8r/+UiWj7M4TMXW1pZ0Oh116dKFANCUKVOqpCM/P1+ONzds2CD+0tJSioqKon379tHPP/9Mo0ePpiZNmsjRnZub2z2PxWuumut/7XJ2dpb24uPjQ19++SX9+OOPtGPHDgoPDzcLI4qIiCCVSkUAKDw8vErb4/BHT09PKi0tpXbt2hEAeuuttwiAHAv37duXatWqRQCoZ8+e5O3t/Y/ng/JShkPW2D9v27dv/8frBF8jRowgAPT222/T008/TUDFODVz5kwiqggrOXXqlFk6OPSicePGdPPmTbp48SIdP36cdu3aRevWraNff/2V5syZI2G5DRo0oE6dOlFAQEDN2FRz1Vz/udRqNfn4+EjoEQD64osvaNasWbRq1So6cOAAXb16VeaUU6dOpZycHEpNTZVw3p9++om8vLwIgIRG29nZkbOz8z+evuqu0aNHP/C+9oGzThUWFgrQ58svv5RdnFmzZsFoNOLjjz+WHY/58+dDp9Nh4MCBQiu5aNEi6PV6vPnmm3BwcEBhYSHWrVsHwBRiUVpaihs3biA2NlZAWdUh/m1sbFBWVob69esjOjoabdq0QWxsLHJycnDhwgVERETgnXfeQZ06dXD79m05oiopKcGtW7cwZcoUofFs1qwZYmNjcefOnfs+grK1tYWbmxucnJxkl+HZZ5812zU6duwYEhMT8cQTTwg4taysTIR6hg0bBrVaDZVKhTVr1iAlJQX9+/dH/fr1AZh2K8LCwtClSxcRazlz5gxOnDiBli1bCjAsPDwce/bsQb169czoAjdu3AgfHx8MHDgQgIn+b8WKFXBycsKnn34KwLTD/PPPP0Oj0YhCtcFgEOYCZTnPnTsXOp0OH374odCWLl68GHl5eRgwYICcMq1cuVLS0qBBAwDA5s2bER0djV69esnuwZ49exAeHo5u3bqJIuqxY8dw9uxZtGvXTsDSer1eRHOGDx8OrVaLa9euYffu3ahbt66A4jnN3t7eItr1sKV57969uHr1Krp27SriPSdOnMCZM2fQtm1bAf1fvHgRhw4dQqNGjUQQKzo6Gps3b4afn5/s3OXl5eGXX36BRqPBsGHDBFy3cuVKZGZm4sUXX0StWrVAREhNTcWmTZvg4OCAl156SegrdTodTpw4gfz8fNSpUwcGg0HCBe/XvLy8ULduXaSlpSE+Ph5t2rTB4sWL0ahRIzk1AExK59u3b8fw4cMxdepUODs7w2Aw4NVXX8Uff/yB1q1b48qVK7C3t5fds8rm6OgIa2trZGdnw8vLC23atIGtrS2OHTuGvLw8PP3006hduzY0Gg2WLl0KvV4v/ZBKpcKCBQtgMBjw4YcfwsXFBYDp1KK0tBQffPCBnGj88ssvyM3Nxdtvv42AgACzenjhwgVRR66xf95OnjyJLl26wM7OTtp0Tk4OFi5cCCsrK2Fzys/Px6JFi6BWqzF8+HABnK5YsQLW1tYYNGgQysvLkZCQgH379sHNzQ29e/eGwWDApUuXEB0djeDgYDRu3BiZmZk4e/asgEPZOPyvZcuWomrdvn17nDt3Di+99BJGjhyJwYMH49q1a+jbty88PT0ltDAxMfG+qNerM2tra9SqVQtBQUHQaDQ4fPgwfH198d5775m197Vr1wr1q5+fH9RqNVJSUrBr1y54eHjggw8+gI2NDWxsbDB16lSUlJRg3Lhx8PPzg0qlwo8//oibN2/ivffeQ9u2bWE0GrF69WqcO3cOffr0wZNPPgmj0Yhdu3bh+PHj6Nq1K5599lkQEY4dO4b9+/ejXbt2QlsbGhqKHTt2oFmzZgJkDgsLw/r16xEcHCy78Tdu3MDvv/+OgIAADB06FCqVCnFxcVi0aBE8PDyENCQtLQ2zZs2Cg4ODgIjz8vLw7bffQqVSYd68eVCpVNDr9XI6/MMPPwiV7dChQ6HT6TBjxgwBdI8aNQqpqan45ptv0LBhQxARpk6diqioKAwePBjNmzeXcOuMjAy8++67qFu3LlQqFX744Qfk5+fjs88+Q2BgINRqNebOnYuUlBR8/PHHIuz3yy+/4MaNG3j99dfx6KOPgoiwfv16XLhwAb1798YTTzwBIsLu3bsREhKCrl27yjzg6NGjOHDggFm+nj17Ftu3b0fTpk1FxC88PBzr169HnTp15OTj9u3bWL58Oby9vYWpMzU1FT/99BMcHR2FKKWgoAAzZswQMgUAQvQDmCJdHBwcoFKpMGPGDOTm5kqaAWDdunUICwtDnz598Nhjj4GIYDAYMHHiRACmXXobGxuUl5ejvLwccXFx2LBhA9zc3PDWW2/BYDDIZ+Xl5Th16hSio6NRp04d2NvbIz09XU5S/g5zdnZGfn4+HB0d0bt3bxQXF2P37t3w9vbGsGHDYG1tLaQw77zzDjp37iyEJGlpaRgzZgwaN24MlUqFUaNGISMjA9988w0aNGggvpSUFHzzzTdy2jlmzBgkJCRg3LhxMq8YP348bt68iaVLl+L9999/sIl+0CuZ6sDgWq2WAHMwOINDlSDMyoCfrKws+T29Xk9ERHPmzCHAtMNJVLEDWq9ePZozZ478RuVLq9UKQG7kyJG0bds2srOzIwD00ksvUe/evalu3bqy21rdZW9vT82aNaM+ffrQkCFDBJxsb29P169fp5SUFCopKZE0WUoDmyVgV0ZGhtxvMBjE37FjRwLMgawffvghAeanMgwGHzRokPhqwOAm+7eDwb/44gvxLViwgABzMDi3hfbt24svNjaWAHPAK5FlsFloaCgBoLp161Jl452fI0eOiE+n01F6ejpFRUVR69atCTABDUeMGEH9+/enRx55RMDWd7v8/f2pe/fu9O6770r7+/nnnwUA6urqKmBJS9c333xD3bt3N2sLs2bNIgD0zjvvyPs2a9aMAHPgnCXgN+9YMSkFUQXgNSIiQnwM9ORd5xow+MNrlsDg3DaUZCOJiYkyXrBFRUURAHJxcRHf/v37CQC1bt1afAzAZWAzg5Dr1atH2dnZcur3V10ODg7k7+9PjRo1orZt29ITTzxBzz//PL3xxhv05JNPEmA60di4cSOdPXuWUlJSqLy8XN73+PHjBIAaNWpUJb8aNWpEAOj48ePiO3LkCAGgpk2bmt3LwGhl2+Dnr1u3TnzvvPMOAaAZM2aIb+TIkTIms02bNq3KGLZo0SIC7h8MrgTbnjx5kgBQ/fr1xcf1wdPTU3yWiACKi4slv/Pz88Vvqd+wBPzmyImNGzeKzxJYt27dulXGjBYtWlTpo/kEbOXKlVXylU/DiIiGDx9OgPkO9tSpUwkwJ4rhfH3xxRfFx8QFSiINBjU3b95cfJcvXyYA5Ofnd9c8NBqNkofp6eni51M7JQD+9ddfJwA0b9488SnHXmUZEFWcVCrHPKXxGPvLL7+IT6/X0507d+jy5cs0ceJEGf9HjBhBb731Fj311FPUrFkzIQCxdFlZWcmYaGtrS4888ojkI4O2N23aJHX0ySefJKKKfkNJqGAJDG4J+F2nTh0CQKGhoeJr0KABAaCQkBDxcb05ePCg+CzNPx6U/eNgcLIArLqbrzIwysrKSuL7OJ6SqSb1ej2GDRuGQ4cOYc+ePfj888/N6NX0er3E282ePRuzZ8+WzzZv3mz2nq6urmjSpAmys7MRFRWFTp06Ye7cuahbty68vLzM8BzFxcWYMWMGiouL4efnV0WATKnYWlJSYiYBb0nVsjoAz72AeDVWY5bqBvsqg8Us+Tke2RImidubsj5rtVp4eXnBy8tLYmU//PBDOX1iy83NRVxcHH744QesXr0a3t7eaNq0KW7cuIHU1FTZrVXaJ598Yvb9yieXn376KRYtWgR/f39MmjQJzz//PABIPLuSIrdy+pRgd0v5UF2e1dj/Tbvf+sCn4tyfK4lK3NzcULduXeTk5GDcuHH47rvvoFKp4ObmJm2HLTAwEBqNBnFxcahVqxY+/vhjM/rnIUOG4Pjx45g1a5ZZO1HawYMHcfToUdjY2FQr0FVZtVhplohKLAHE75Uv/0tq4fcCLVsCdFuqO9yH3i9A3JIiufIZlt7lfvu1P9v//f8C/v+bclbWwcpEJQzG5pPnysbjip+fn9lv+Pn5wc/PTzAcHTp0MJsTAiY8Q9OmTeHg4IDU1FRYW1tj2rRpmDRpEt588008+eSTeO+99/DYY49JG3r99dcFw9K4cWP5fZ4X3o1wRWl3KxdLAPF7gcb/zjHtgS80lBVizpw5sLW1hUqlko73559/houLixm4Z/ny5fD19ZVjSgBYs2YN/P39zRrdpk2b4OLiIuq+6enpiI+PlwbKwKSGDRtiz549sLa2Rrt27XDhwgXUq1cPMTExovwIAPXr14e7uzsuXryI8vJyvPTSSxg6dCgaN24si4lLly6hbdu2uHjxIurXry8hE0qztraGh4cHsrKyEBISguDgYJSVlcmlZPRYu3YtHB0d5XiPgUJHjx5FeXm5mRYBYDqqVavVIvAEAFu2bBGFTwYEnzhxQjQ3uGKHhYWJjwFIt2/fFh//RmpqqvgYbMRaHkAFaI651QHzzpDLGahg8Vq8eLHkFX9/5cqVAoLmtGzatEmAVQzy37Nnj4D3GLzG3wMqwNLnzp2T91GyE/3www+wtrYWgFVMTIzcxyCpf0Oajx8/Lp0CA+TOnz8v78O+GzduiI+BXnfu3MGMGTMAVKjiGgwGzJw5U8B1fHy8efNmhIeHQ61WS9sqKCjA0qVLBVhnZWUlv3Pp0iWUlJRI2ISNjQ3UarUA6pQdOpurqytatWoloMXp06fL8W1ubi6ioqKwefNmzJo1CwDQunVrlJeX49q1ayAiaV/cfu3t7dGuXTsAkJACbv92dnZISkoS8oSMjAzs2bMHpaWlUi579+4VIgku1+XLlwsIk/uxX375RQYwnhQsWbIE3t7eACr0elatWoUTJ06Y1cPo6GgzAGGN/bPG9aO4uBjjx483UxvW6/USMsPAZqPRKHpGSpKEn376CRqNRvrP7OxsrF+/HlZWVgLevX37Nnbv3i1tnpW8AwICcOnSJdSqVUt0n44dO4aWLVsCALy9vZGeno7Vq1dLm8nNzcVXX31lNrF84okncPz4cZw+fbrahQZvwCkFLjldHL7IJBOZmZmYOXMmbG1tYWNjA1tbW8mHQ4cO4c6dO9Dr9dJvZWVlYfr06SgtLUVZWZmMWZMmTYKLiwuMRqOAjBcvXoyDBw+agZa3bNmC2NhYM9/hw4cFkM9A5tDQUCHj4H7x6tWr4uNn3Lx5U1jsGMickJAgGhBcDhkZGRg6dKhZfWByACKSdBiNRnz66acStsM2dOhQaLVaEJG09TFjxsDe3l7yFQC++eYb6Us4z2bOnIn169dDrVZLPZk/fz4OHjwIa2treZ9FixZh165dICIhr1i0aBG2bdtm9nvLly8XYhQmTdmyZQtiYmKgUqmkbA8dOiSaSgzGP3PmTJV8DQ8Pl5BCztfbt29j1KhRACrITFJTU4WkholU8vLyxMf1pry8XMIRlRtg33zzjYydPKbMmTNH6iuP21u2bJH5kbJfnTBhAqytraFWq6HRaKSupKSk4IcffoBWqxV1e61Wazam8RiinGxzuljvSmncxhs3biyK9wyqbtWqlWxcN2/eXBS9AwMDpV/x9fWVss7Ly8PKlSulXFJSUvDVV19Bp9MJiQQTsxiNRtFuUxIGcH6PHTtW4AZct7/++msBg3Oaxo0bhzlz5oCIJC0853ig9qCPTP5JMDj+c1zKx5ItW7akgQMHEmAKnwFMR+Rvv/223FteXk6//fYbASbO/gsXLlBMTAydPHmSNmzYQHPnzhWQadOmTalbt270yCOPUP369cnHx0dCr2qumqvmqrhsbGzI09OT6tatS61ataLOnTuLDoxWq6UpU6bQ6tWr6ejRoxQVFUUJCQnC2//5558TUUXYXNu2bYVwgUMNu3TpIv+uX78+de7cWbR6HparBgz+cNk/DQa3trYW4OjAgQOpcePGBJjCYjjUslu3bgSYgKcGg0HCMq9cuWKWFg6/qFevnvgMBgNlZGRQZGQknTx5klasWCHPfv/996lnz57UoEGDP6UdVXPVXP9rl52dHTVo0IC6d+9O77zzjoQIvvfee3Ts2DG6fv06paenk8FgoO+//54A0JtvvintLDg4mABTu33qqacIAH311VcEmADmzz77LAG4Zwj+P3VNnDjxgfe1fysY/O2335bThhUrVsBoNOLll1+Gg4ODAJh0Oh369OkDZ2dnUQnV6XTo2bMn7O3todfrsWfPHgBAx44dYTAYkJGRIScZKpXKbLVbnVlZWcHJyQk5OTno27cvDhw4gNLSUvTq1QuOjo44ePCgRZ2LP2u2trZwcHCQnV7eIQoPD0d5eTk6dOgAJycnWFlZwcrKCmFhYUhMTETLli3RpEkTOf3ZuHEjABP9p5WVFVQqFfbu3Yv09HR0795dVt+nT59GVFQU2rRpg9atWwMw7VBcvHgRDRs2ROfOnQGYVrEhISGoVauWUCsmJSXhwIED8PDwEIXtzMxM7NixA/b29kLvV1RUhA0bNkCtVgtovLy8HCtWrABgKmemel21ahX0ej1efvllAfhu3LgRBQUF6NOnj+wE79y5ExkZGejRo4donxw8eBCJiYno3LkzGjZsCMBEb3jr1i20a9dOdv3Onz+P8PBwNGvWTFQvDQaD0MwxBWF0dDROnDiBgIAAPPPMM2Zpdnd3FwB1VlYWtm/f/tCk+eTJk7h58ybatm0rO+IXL15EWFgYmjZtKmFJERERCA0NRd26dfHkk08CqKDw8/LyQp8+fQCYdnI2bdoEKysroXEkImzfvh35+fno0aOHKK2mpKTgxIkTcHZ2Rrdu3URzxmAw4NixYyAiNGvWDERkdmpXXFz8p4Dh1Zm1tTV69uwJR0dHbNiwAYDpKJp3jO3t7YX++W7GFIOlpaXw9vZGYGAgbG1tceHCBZSVlaFz585Cb7h161YQEfr16ycgxXXr1pn1V4AJpKjT6dC/f3855di0aRMKCgrw3HPPwdvbGwaDAatWrQJgapsM5q+xf96OHz+OJ554Ara2tgIc5l1GKysroeIsKCjAmjVrpO0bjUZkZ2djx44d0Gq16NevH8rLy5GSkoLQ0FA4Ojqiffv2MBgMiI2NRWJiIry8vFC7dm3o9XrZMa5sbm5uyMnJwffff49z585hy5YteOGFF7Bt2zb06tULe/fuxdNPP42DBw9izpw5eOaZZxAXF4fY2FhERUVhwYIFAIB69eohNzcXOTk59x1Wq1arRTeKd8Pfeecds1P4U6dOoaCgAC1btoSPjw+0Wi0KCgoQEhICR0dHvPrqqzK+LV68GCUlJfjss8/g6+sLtVqNpUuXIiYmBm+88QZatGgBo9GIjRs3IiwsDE8//TQ6deoEIsKBAwcQGhqKTp064cknnwQR4fTp0zh+/DhatWolQOZLly7hwIEDaNSoEV588UUAJnrwnTt3onbt2njzzTcBmHbh//jjD/j6+sqpaWJiIlatWgU3Nzch/MjMzMQvv/wCe3t7jBgxAiqVCvn5+Zg3bx7UajW++eYbAKbTru+++w6AaYfYxsYGKpUK3377LcrLyzFmzBjZJf/uu++Ql5eHkSNHCtnErFmzEBsbi48//hjNmzeH0WjE4sWLERERgf79+6Nly5bQ6XRYvnw5UlJS0LdvX9SvXx8qlQorVqxAZmYmXn/9ddSrVw8ajQYrVqxAQkICXnvtNVF5/uOPP3D9+nX06tULHTp0ABFh3759OHfuHB5//HEBiIeEhCAkJAStW7cWZXYmFWnYsCFeeOEFEBEiIyOxa9cuBAUFCZFKXFwcNm3aBC8vL1FKT09Px6pVq+Do6CjhQgUFBfj111+FTAEAiEiIVIYMGSIhez///DPy8/MxcOBAOQnftm0bIiMj0aNHDzm1LikpwY8//ggAckrFESChoaG4ePEiGjdujHbt2om6vV6vR15enkQGeHl5yYnA/bYRrVaLsrIy+Pv7Izg4GNbW1jh8+DAA4NFHH8WlS5fuqYfB+jiBgYFo0qQJcnNzce7cOdSqVQuvvvoqrK2tsXHjRty+fRsvv/wy2rVrB7Vaje+//x7Z2dkYOnSoEAZMnDhRTo+CgoKgUqkwYcIEZGdnY8yYMahXrx5UKhW++eYbpKamYtSoUQIknzRpEuLj4/H777/j3Xffve98+K/sQa9kqgODs9JvQkKC+BhAplTaZfANK4yWl5fL7zGIqDKgt6SkRACn8+bNE7VulUr1X4HvbG1tKTg4mLp06UKvvfaagK9atGhBGzZsoD179lBISAiFhYVRTEwMZWRkUO/evQkwB/MojXeyKtN58onL999/L778/Hx5F6WaqyVlx48++ogA0OTJk8VnCUjHYPDevXuLj8Hgbdq0ER+DwR8WYHQNGNxkdwODv/rqq+LjXdsOHTqIrzrlVEsgMkv5w8bUmHfu3KnymbLeZGdnU1xcHIWHh9Pp06dp3759tHHjRgG8tW3blt5++23q3r07NWrUqFryhnu1UQcHBwJAAwYMoHXr1sn73bhxg4xGo0UVYn9/fwJAly9fFp9GoyEAlJycLD4mr0hMTBSfJSXgGjD4v8fuBga3t7cXn6W2HxkZSQDIzc1NfAyOVSqDT5kyhYAKsK2yz7hy5Qp98sknBKAKzSz/n2kxraysqFOnTkJA8GcuFxcXqlevHrVv315IDQYNGkTLly+no0ePUkxMDOl0OiK6e3197LHHCDBXpT579iwBoNq1a5vdy6f+yvGNweDr168XnyXVZ6b6VYKWmdBECVr+6aefCDARt7CtWbOGgPsHgzdo0EB8165dIwDk5eUlvqSkJMl/tqKiIot5xH2Eck5jSU2dT3J37Nghvj59+lSZLzzxxBNV8osJNvbt2ye+x/8fe9cdHlW1fdedmt4bpBACgdBDl16kioCKiIpPRRAVG5ZneQqiKKKIimKjF6UJGHpvoRNICIRAQhIISUjvM5k++/fHvLO5AyOiT5T3ftnfdz9xZ2buPW2fc8/Za60ePW5YB4waNYoA0Ny5c9n3wgsvEHBNpZ6IaNq0aQSAnn32Wfa5IhURAOb+/fuzzxWIWcyd4eHh7BPjR06mYLVauQ7LysrYLwg+kpKS2PfII48QAPriiy/YJ8+UMZlMJDexHpg8eTJdb0LNXJAdGAwGysrKov3799Py5ctp2rRpfPLQqVMnio2NvSXykusvMX6joqJoyJAhvO6orKzktp43bx4REWfQDB8+nJ9TKJP/9NNP7HMF/G7QoAHHkpvVoTilkQPJBVh927ZtN9TTn21/Oxhcbq7AzdeDzQS1K8lyJa9XM3Vzc0NQUBCqqqrQsWNH3HXXXfj44485x3vQoEE4d+4c7r//fvzyyy8AgIEDB2LXrl0AHMDwmJgYpnu7cuUKq7gCjlzInTt3IjIykt/urzdBdSrP55SbK6AX4Fol0hWoR2636qu3egN+vW8Iv7y/uVKiFX4xJl0psIp+r1ar4e/vfwMhAuAQhNqyZQt69OjBu1PCGjZsiMLCQnz99ddQqVR45513UFFRgV69eiEpKQlGoxHDhw/Hpk2boFarUVlZiaioKOj1erz66qto0qQJP19ERISTIKgrMPhvgTVd+ert/4f93lgq//z18Vzgl+x2O0JCQnD//ffju+++Q9OmTREdHc2CeaLvitM6q9XK2AVhfn5+iI6O5is5ORmJiYkYPnw4Zs6cicDAQAQEBDiNzz59+iAxMREDBgzg01q5yYkd6urq+PROXhb5nOaKvAS4Nk6uB4nfiv23z2d/BCDuylyptLtaN7iKTX8GQFxutxoTf6/vVu7t6m+u5ihhIqNFrMHkJgQdGzduDMBRx02aNEGTJk0AgE/pIyIiGL8COOq7uLgYsbGxMBqN+OGHHxAQEIBffvkFK1asQLt27TBw4EB89tlnaNmyJdq0aYPVq1fjueeeQ3FxMbZv3462bdvCz8+PsTdCkFCAxsWpDuAaIH6zvvRbCvW32va3y277i4a8EyxfvpwDmfCvWbOGjxkFiHbDhg1ITk52Whxs374dmZmZUCqVUCgUsNlsOHDgABo2bMjgmpqaGuTl5cHLy4tTGSorK6FSqRAREYHc3FxcvnwZd911F86dO4eWLVsiIyMD6enpeO6555CSkoKysjL069cPHTp0gLu7OwwGA3Q6ndOLxq00kOggQvHbYDCgrq4OdXV1MBgM/BtHjhxBaWkpp6MI0M7p06c5XUMeaJYvXw43NzcQEQPN9uzZw2leAuBz6tQpLFy4EMA15dCMjAz2CQBSXl4e+wSoqaysjH0CfKXX69knAFs2m4198sC3bNkybmcx6NesWcMpQ2Ly3LhxI6tfiyPMXbt2MQhagHcFwA24Bt5OSkrie4tUhLS0NPaJvgQ40vS0Wi1P1Pn5+fw5AboqLy9nn2iDO6XMok1PnjzJ9xagf3mZRflycnJu+FxpaSmD00S/sVqtWLx4Mfdj0Ye2b9+OS5cuQaFQMGlAdXU1Nm7cyEBw+QIiMzMTlZWV8PDw4EvUzW8xafyaibSrQYMGISoqipWbP/30U3Tr1g0qlQoPPfQQNm3ahHbt2sFms3EdRkdHMyhbpVLBYrGgoKCA/15YWIiDBw/CYrEwoHv//v3IzMx0eoFav349p3AK35o1a1hhWfQxoVMCXGvnzZs348KFC079MC8vD3FxcX+oPurtzzcB0DQYDPjss88gSRKPc4vFwikzoi/ZbDbWnxFj12QyYfXq1VCpVDyua2pqsGfPHiiVSiZEKCoqwokTJyBJErRaLQwGA2pra1kroLi4GHPnzsXOnTsRFxeHn376CR07doQkSWjRogXS09Mxbtw4PProoxgxYgQMBgN27drFqSSAo88lJiYyM44rEym2Iq4Lo38rUefm5jIoffXq1YiKiuKUXzEm09PTsW/fPphMJiabqK2txQ8//ACj0Qij0cifnTNnDoKCgpxUrZctW8Z1IeLL5s2bUVpaCkmScOjQIQCOGCjSlYQvOTkZ77//PgAH+QfgILz44IMPAFxTbc7JyeHPCbBrQUEBpk2bBuBanC0vL8d7773npBau1+sxZcoUTpsTbf/OO++AiJzi/nvvvceLf7GmmTFjBry8vEBEHFNnz56NwMBAJ7Xwb775hgHdYg5bsmQJkpKSoFar+blXrVqF7OxsqNVqjt2rV6/G2bNnYbfbuY+tXr0aKSkpsNlsPJcnJCQwGF6QhezZswdmsxmSJPE8c+LECa5rUa/p6el4//33IUkS1+ulS5dYC0M8X3FxMaeSCSKV2tpazJgxA8C1cWaz2fhz8nXh7Nmz+aVK1NeCBQuwZcsWANfm6B07dqC2ttaJJAhwbAy7ublBoVBAoVDw8589exYLFizgtHS1Wo1t27YBALy9vVFaWoqgoCCndZyYQ69PcVWr1airq4PRaIS7uzvGjx8PpVKJjRs3AgAeeOABfva+fftyvbZu3ZpfWMRGmABrZ2RkYMWKFdi7dy8AB1nIBx98ALPZzHW7fPlyBoOLF5SPP/6YweDinoJsgIj4c3KfIBF4//33ERgYCCLifiH+e1vtdh6XEP39YHB/f3+Kj4/nlKmRI0fSo48+SgCod+/eNGHCBAIcPOfiqHLp0qVEdC296cyZM0TkOFbOycnhtJW2bdvSrFmz6O2336ZnnnmGRo8eTf3796f4+Hjm1K5XXq2//j9e4vhZpVJRmzZtqE+fPnT//ffT+PHj6Y033qCZM2cySO6BBx6gjIwMqqqqIrvdTna73Skt6/Tp0wQ4xrIAtHbp0oUmTZpEAKhv3770/PPP8/06derER8p30lUPBr+z7O8Gg7u7u3P6JODQDgAcKSYWi4XTj0R6ldCLuP/++wkATZs2zak81dXVnPYn13ux2+1UUVFB586dY+KTLl260MSJE2nIkCHUokULTjusv+qv/0+Xm5sbNW3alPr160ePP/44p74+9thjtH37djpx4gRlZWVReXk5rVq1igBQ586deWwJ3YzNmzdzauHChQuZiOStt97iFNs/khL8V1zyVOLbZbcdDF5bW8uA2CFDhvAO59atW2G329GvXz+4u7uDiPhNu3v37gwQFxSRHTt2hLu7O2w2G44fPw673c40lnq9Hvn5+ZAkCWq1+pbA4MLEMbaXlxeCgoJw+fJlxMXFIS4uDjt27IDBYEDDhg1RXV39H4NbFQoF7/hWVlbCYrEgOjoafn5+/NZ95coVXL16FY0aNWIAGOCgpAOAAQMGMOj42LFjqKioQIcOHVht+uzZs8jNzUWzZs0YTJyVlYULFy4gMjKSAeJ5eXk4ffo0QkJCGEBdUlKC48ePw9fXF7179wbg2I04ePAg3NzcMHDgQACOHcDdu3dDoVBg2LBhABxHc2IHYujQoU7tbLPZ0L9/fz6G37NnD+rq6tCzZ09OqTl48CCqqqrQuXNn1j04ceIEiouL0a5dOwZLnz59Gnl5eWjRogWroZ8/fx5ZWVmIiYlBq1atADh2TARpwD333AOlUon8/HykpKQgODiYAdSizALsDDh2VRITE++YMqempuLKlSuIi4tjBXFXZb506RLS0tLQsGFDdOjQAYBjJ/XkyZPw9/dHjx49ADgIGvbv3w+VSsVEAESEffv2wWg0omvXrvDx8WFKvXPnzsHX1xctWrTgkzej0ciUh6GhoXxi92upgrdqWq0WISEhvEt3zz33oKKiAseOHUNgYCA0Gg0KCwuhVCp/E3QnN6VSCUmSYLVaERwcDH9/f2g0GqSnp8Nut6N9+/bw8PCAUqlEYmIiAKB3794M9BQpLf379+fdt127dsFisaBv375Mdbh3717U1dWhR48e8Pf3h81m4120/fv3cx+rt7/f9u/fj379+kGr1XIKbG1tLRISEqBUKvHQQw/BbrdDp9Nhy5YtUCgUGD58OGw2G2pqapCYmAiVSoWePXvCarWioqIC6enpcHNzQ2xsLKxWK8rKylBaWgpPT0/ehSwoKHDZd93d3WEymWC327F79258/PHH2LNnD/75z39i1qxZCAoKQklJCRYtWoQJEyagS5cuOH78OGpra3Hp0iXk5ORg8uTJyM3NRYcOHaDValFYWIiioiKnU/GbWWhoKCorK3nOFQQKRqMRubm5MBgMCA4ORlBQENzc3Hg3Xq1WY9iwYXBzc4Obmxt+/vln6PV6jB07lsHgq1evxpUrVzB8+HBWLN68eTPS09PRp08fdOjQAUSEAwcOICUlBR06dGAl6KSkJJw4cQItWrRgIHNaWhoOHTqEmJgYjmMXL17Enj17EBERwTo6ubm52Lp1K0JCQlg/pLCwEL/88gt8fX1ZVby8vByrVq3iHWtJkqDT6bB48WIoFApWv7ZYLPj2228BAM8//zyT0MyZMwd2ux0TJ05kApzvvvsOdXV1eOqpp7ge5s2bh5KSEjzxxBOIjY2FQqHAkiVLkJmZyWBwq9WKdevW4fz58+jduzdat24Nq9WKzZs34+rVq+jVqxcrQW/evBnFxcUYPHgwmjZtCoVCgU2bNuHy5csYNGgQWrduDQDYuXMn0tLS0KNHD1YQP3LkCJKSktC2bVv06tULRITU1FQcPnwYTZs2xYABA0BEyMzMxL59+xAeHo5hw4aBiJCXl4ft27cjMDCQwfilpaXYsGEDPD098cgjjwBwzDerVq2CUqlkML7NZuMT9ieeeILj7PLly1FXV4dRo0ZxFsnu3buRlZWFbt26oW3btpw2L74/duxYPmW32+04evQocnJy0LJlSzRt2pTB4FarFcnJyaiuroavr+8fJvvx8/ND+/btERQUxCQ9jz32GFasWAG73Q5vb28+CbuZxcfHIyAgALm5ucjOzkabNm3QvXt3aDQarF69GiUlJXjooYcQGxsLpVKJzz//HDqdDpMmTULDhg1Zad1gMODVV19FaGgoJEnCBx98AJ1Oh9dffx0NGjSAJEmYPn06Kisr8corryA6OhqSJGHGjBkoKirCihUruK1um93uN5lfA4MLSr3c3Fz2uQJIR0REEAA6deoU+4SCeEZGBhERZWdnE+BQRSVyqBOLnZvnnnuOtm7dyuDsdu3a0cCBA/+jN2DxnP7+/vTYY4/RSy+9RNOmTaOvv/6afvrpJ9q2bRsDT5988kmqrKwkk8lEdrudyyDUQa/f5bxeSZbo14FTrsBiYvdLvtv18ccfE+CgNBS2ZMkSAurB4P+tYPC3336bAGfA21dffUUAaMyYMez75ZdfCAB169aNfQLI6ufnR3JzNdaWL19OAGjgwIFOn83MzORdGrmZzWaqrq6mzz77jABQz549adeuXbRq1Sr69ttv6cMPP6RXXnmFnnjiCQa3+fv7k5eX1x8ekx07dmQa0JYtW9LGjRv5/u3atSOj0Uh2u90laFLQUV+6dImIfn2suQK+i1PSCxcusE9QHdaDwe98S09PJ+C3weCXL1/m2C/MFRh8//79BIBatGjBPqGyLAcsC5Xe+fPn048//sg7nr92+fv7c/8bMWIEkyiIZ7/VceLn58dAUS8vL5oyZQotWLCAdu3aRRkZGVRXV0dExNTR+/btc6qvkSNHEuCsqHzhwgWXsSQyMpIA0MmTJ9knqD9XrFjBPldgcKFg/eabb7JPgOqffvpp9s2dO5cA0IMPPsi+H3/8kQDQgAED2Ld582YCnHeiDx48SACoWbNm7Dt79iwBoJCQEPa5UoWXj2k5OYsAg+fn57NPnEqJrAgiotatWxPgrO4t6Pbl6t6uFLFF28vnBxH7Vq9ezT6x3lm8eDH7XBHNuJpHPv/8cwKcKVzF3Dlo0CD2ifVCx44d2SdO5eTkAGJMubu7s0++LqyqqmK/IOeQg+dFBoocDG6xWPj75eXlJDeRpTJ9+nS63kTd79y5k4xGI2VnZ9OBAwfoxx9/pMmTJxPgyELp27cvxcfHU1RU1B+em9zc3OiBBx7g/z948CDHEgBkNBqJ6NqaTU4z60rJ29X6WADVxVqY6BqBkpxUyRVAXJzG7N2794Z6+rPtjgeDuwKVXQ9AEzv84iRDrVazUJqvry+GDh2KtLQ0bNu2DW3atMGyZcvg7e0NvV6PXbt28a71k08+iSVLliAqKgr/+te/8NlnnyErKwsfffQRHnroIYSEhMDb2xuJiYno27cvQkJCmLryesvKysLixYtRW1vLOd1yEzse17/5irLIcxBdgXp+rb6EufLV2/+23azNbwUE5gpEJsaU6JfCRL+Vq9oDYHEkgX1o3rw5BgwY4PKZHn74YVy+fBnvvfceXn75ZdTV1aGkpAQpKSl44IEHoNFoMHfuXCxZsgRHjhzBsGHDcPjwYVRVVSEhIQFjxozhHPmEhAQcOHAA7du3x/Dhw7Fq1SoAjt0nAQp0VZbrwe6uYs+v1WO91ZvcXKlkuwJQi1POoKAg3HfffVi6dCl27dqFd955Bz/++CNyc3Oh1WoZ3yMwIgA4J1yYyMcODAxETEwMvLy8sG/fPnh6emLx4sUIDw9HgwYNEBYWBnd3d5SWliIkJAR6vR5vv/22E/hbmAClXn+C7wqI/Gtg8F9TDAf+f81NN5ubfwvA68pELJNjv0S7yPuYuMdvEXu4uq+r57uZz1XZ/ojv99xHXoZfIyJw9T2BwwkJCYFWq0VMTAxiYmIAOE5eAAdhgsBNCKuqqkJISAgsFguWLFkCtVqNlStXYvPmzYiNjUWjRo2we/dudOjQAc2aNcOqVavwzDPP4JlnnmGsX48ePRgP4e7uzm3pCgwuxpicyOFW2+8/8d0u+0vB4Nu2bePKFIXcs2cPq26LwXPw4EFOhRJHvsePH4dOp+NUJ8CRUmIymRiAKZgBPD09OZiLziNAuQJwFhkZyakfDRo0QGFhIXr27IklS5ZAqVTimWeewdq1a5GVlYWoqChO0wGusQUIdVhXJlJhhJqjvD5qa2u5cS9cuIBTp07x0Z4AU2VnZ2Pnzp2w2+1OA2b79u2s9igmmZMnT3K9CqBZRkYGT0pCOfTKlSvsS0lJAeAAcgmfAOZVVVWxTwD4DAYD+8Rgtdls7JOnq23dupWfRwS/3bt3M1hSTGAHDx5kUKWYTAWHu7zuTp8+zfcRIL709HT2CeBUdnY2++SpAlu2bIGbmxsrjJaUlPDnhE+AncXv3EllFuD08+fP37TMAgBYUFDAPvHbgvdfXodWqxWbNm3iwCwC3pEjR1BUVARJkhikWFVVhUOHDnGKnwCZu7m5oaKiAt7e3k5BUZRDjANXJupUjCcPDw9ER0fzmPXx8cHTTz/NqUeDBw/mdLhmzZpxvIiIiOA6Fcft4je8vLyYhEG8HBUVFSE1NZWP1AEHuUB2drZTm+7du5dBnSLm7N69mzcOxGf37t3LJAWinQ8dOoTy8nKnflhcXMyTWr39/SbmDaPRiAULFkCSJI7pVqsVS5cudQKICz0jpVLJ4EqLxYLdu3dDpVJxnK2rq0NycjIUCgWPg6qqKmRlZUGpVPJCQfRRkfbq6emJMWPG4NNPP8XTTz+NJ598Ep06dYJGo8GAAQOwdetWxMfHY8KECdi9ezcSEhLQq1cvbNq0iclPLBYLAgICoNPp0KRJE06hFBYUFISAgABUVFTg4sWLrEUkzGAw8NyUlpaGRo0aQavVQqPR8FgpLi7G+fPnUVdXx/ODyWTCypUrOc1K1K1gaCQZ+HTdunW4ePGiE8h49+7dMJlMkCSJwbzHjx/HZ599BuAaecnZs2fxxRdfOIHGs7Ky8NVXXwG4RnySl5fHTHYiBhcVFeHLL78EcI19qLKyEl988QUAcJvW1dWxerIAMtvtdnz22WdOCuCAQ8FabFyItc4333zD7SFi6sKFCxESEuKk5rx8+XIcOHAAdrud48fq1au5TkTs3bp1K2pqaqDRaLgO9+3bx8Q4oo/t3r0bOp3OCXC+a9cuVFRUOAHE9+/fD6vVyqlTgCP+zZw5E5Ikcero+fPnMXv2bCdl9tzcXK5X0d9LSkpYw0XMVbW1tfjmm28AwGlMzZ07F4Dzy+q8efM4HVWMiVWrVjGgWpChHD58GG5ubpAkyWlxvGrVKgQEBPDYEnWUkZGBHTt2MBBcoVDwnKPVakFETi80oty9evXC9ZaUlASLxYLw8HA8/vjjkCSJGUvHjx/P/fPRRx9lf8eOHZ1Uxu12O8/bHh4e2LFjB/R6PRMqJCUl4YsvvuB1LOAgB9i5cydsNhvXzSeffAJfX1/Y7XbuX++99x68vb2dCAymTJkCX19fp7XiBx98wKnbApQu1py31W73kcnfDQZ3d3enVq1a8ZFZUFAQzZ49m9q1a0eAg8tYpLAIXm6RgiWOir///nunMhUXFxPgALxarVY+gtu3bx8tXbqUPvzwQxoxYgQBjlSbuLg4atiw4X+UHlJ/1V93+uXu7k6hoaFO3ONdu3alqVOn0oIFC2jHjh10/vx5TiFq27YtAaAdO3Y4ja9jx44RcO34XYDsxPjUarWUlJREgEMjYO7cudSqVSsCHMrIbdu25fTKO+mqB4PfWbZp06a/tT94enpSnz59qGPHjgSAHnnkEZo3bx4BjvROq9XKpCKLFi0iwJHOabfbOc1Hq9VSTU2NU7nE3CNPL7Xb7VReXk6pqamsQD5q1Ch66qmnaPDgwdS6des/pDFVf9Vf/62Xu7s7xcTEUI8ePejBBx/k9dmzzz5L8+bNo5UrV9KmTZto//799MQTTxDgAIkLE+mBu3fv5rGzY8cOhgVMmDCBdU80Gs0dSwz0zTff3PZYe9tPNORvjJ06deLdnBMnToCI0K5dO94ROH36NCwWC1q2bMkUrufOnYPZbEZMTAyDz7KysmC1WhEWFsZUZ792umAwGHhHA3C8Xb/22mv8/5MmTeL0j3379gFw7Erq9XreoS4rK0Nqaipyc3ORm5vLb8xEhIYNG95UXdJkMvHJidzEyYyHhwcCAgJ4p7i2thbFxcXMkS5JEiRJQkpKilN9SZKECxcuoKamBk2aNOFd4cuXL6O4uBjh4eGIiIgA4HhzFeq0Yke1tLQUOTk58PX1ZcrNqqoqZGRkwMPDA23atOG6SEtLg0ajQfv27QE4dnJTUlIgSRK6dOkCwLHjI2jc5O2clJQEu92Odu3a8a7F6dOnYTKZ0KpVKwbRpqWlQa/Xo1mzZvzGnZGRgaqqKsTExPBOdU5ODkpLSxEZGck7gVeuXEFhYSHCwsKYvlH+PJ07d4ZCoUBZWRmys7P/J8qcl5eHq1evOpW5qKgIubm5CAwM5BM4sXPp7e3NlJcGgwFnzpyBSqViACYAVjVt2bIl7/gUFxejsLAQvr6+rHRttVpRU1OD6upqpxNGg8EAg8HAuzGAY1dSfmIjLDAwkMF4ixYtwtmzZ9GoUSM0atSId1jEqaT4PbGrJkkSkxVUV1cz9a2oq98yX19fuLu7Q61WM+g8NjaWQZ0iXrRp0wYqlQqSJPHJV3x8PH/u1KlTsNlsN21neR8Ru5z1dmeY6F9qtZpVkevq6rB3714oFAoMGjQIdrsdBoMBBw8ehEKhQM+ePXl3MTU1FUqlEq1atYLVaoVOp8OVK1egUqkQGhoKm82Guro61NTUQKVSwc3NDTabjQHfer0eBw4c4OdZuXIlk36cOnUKGzduROPGjXHu3DnY7XaoVCrk5+cjNzcXrVq1QtOmTZGVlYXt27dj1KhRKCgoQE5ODs9nc+bMwa5du5CXl4f8/HxOZxS2bt06l/UiiBb8/PyYXEWogwOOdDAfHx94eHhAo9HwmBNECW5ubti5cyd0Oh3uvfdeBkFv3boV+fn56N+/P5Na7N27FxcvXkSXLl1YLfzEiRM4d+4cWrdujfbt24OIcObMGZw5cwZNmzZFly5dGKB86tQpREZGMtHF5cuXcezYMYSFhaFfv34AHDu2iYmJCAwMxODBgwE4duF3794Nb29vjBgxAoBjLhCn3wI0rtfr8csvv0ChUGDs2LEAHDvzK1euBOAAAQuiiaVLl4KIMGbMGF47iFOe+++/n2n8f/75Z1RXV2PEiBGIiIiAUqnE+vXrUVBQgGHDhqFZs2aQJAlbtmxBRkYGevfujRYtWsBsNiMxMRHZ2dlo1aoVmjVrBpvNhhMnTqCoqAht2rRBTEwMFAoFjh49iqKiInTt2hVNmjSBQqHAwYMHkZubi65du6Jly5aQJAnHjx/HuXPn0LZtW3Ts2JHrOjk5GU2aNGG19uzsbBw7dgwNGzbk2FtQUICDBw8iICCA02PLy8uxZ88eeHp64p577gHgOKXYtm0bVCoVa5PZbDbuf6NGjeIUw4SEBJhMJgwZMoRJhI4cOYL8/HzEx8cjJiaGQd/ihL5fv37cZ+12Oy5cuIDi4mJEREQgKCiI56y6ujo+zQcc81VOTs4Nc8b333/vclwAwE8//YS9e/eiQYMGPHdMnToVlZWVkCSJ+xfgoOgVJk7BhAacm5sbmjdvDk9PT1y4cAEVFRXo0qULmjZtCrVajTVr1sBgMGDMmDEIDQ2FUqnE119/DavVikmTJsHf3x8KhQIzZsyAzWbDK6+8Aj8/PwZ+WywWvPbaawwh+Oijj6DX6zF58mReN8+cOROVlZUIDw//1fL+aXa732R+DQwuQJhyGr6wsDACnFUOBYj2yJEj7BNvkgLYIgcGlZaWkl6vZ3XL7t270+7duxkoq1aracyYMQw6+rVLrVYzRdmtXG5ubhQbG0t33303jRs3jqZOncqgnI8//piSk5MpKyuLSkpKyGg00pdffkmAs/om0TXw4P333+/kFztbOTk57BMK5XIAmaD5lKt/zpw5kwDQuHHj2OcKDC6A0fVg8DsLDC7KLAeDv/XWWwQ4g/hEn3r44YfZt3btWgIcoGxhZ86cIQAUGhpKchMqxJmZmex7//33CQBNnDjR6bNCqffJJ58kk8lEZWVllJOTQ6dPn+Z7SpJE77zzDk2cOJGGDh1KrVq1+l2negqFgneHfu3y8fGh++67j+lsJ0+eTNu3b+cdqIkTJ1JtbS1ZrdYbAKryuFFRUUFERHV1deyT7xQLX3FxMftcAfEEGFzEq3ow+J1rAtAdEBDAvpuBweVgVlcgaHESFx0dzb7Vq1cTAOrTpw/7BLnDpEmTaOnSpXwCISihf20sCFXv9u3b0z333MNkCt7e3qTRaG5pTAUHB7NadePGjWn69Om0aNEi2rFjB6WlpVFlZSUDtD/55BOn+nIFWhWn+wCcyE5cKRELwLOgjycievzxxwkAffrpp+y7GRhcHofEHP/QQw+xT5BXyEHL4uSqS5cu7EtMTCTAGQzuKi66ivu1tbVcZgGgJyJeLxQUFLBPAHjT0tJuqJsDBw6wzxU5zEMPPUQA6KuvvmKfK2KQMWPG3PA5oT4tn0dGjx5NAOjrr79mn1ALf/fdd9knYvv48ePZt2DBAgJA9957L/sEPXTXrl3Zd/jwYQJATZo0Yd/Fixe5nwr7tbjoCvAsVM7lO+82m42/X1paSnJzpSRORHTkyBHu9zqdjrKysujgwYO0Zs0a7tt+fn706KOP0vDhw6lv377UsWNHprz9PZevry9NmjSJOnTowPNSYWEhff/99wSAhg0bxs/Vs2dPAkBr165ln1g7yvuNGONy5XnR5+QEBK7W1oJwIj09nX2NGjUiAHT8+HG63XZHgsFd+UiGU7gegHY9MMjDwwOhoaEAHLsvd999Nzp27IiXXnoJFosFS5cuxfLly/H000+jT58+aNq0KRYuXIiAgABUVlbeIMoDOHJbxY5ro0aNkJaWhl27dqFdu3bYtWvXDcIvgCPnc/78+SgqKuKdcWFC4Ot6DIcA511PR+gKVOgKcFcPEK83V3YrwENXaqRiF/R60KjIZ27QoAE0Gg0CAwN590Tgfzp37sziTsLo3yJDzz33HFatWoXWrVtj2LBhfFqYm5uLwsJCxkXIQY+hoaEoLi5Gnz59EBsbiwULFuDxxx/H119/jbi4OBQWFmLkyJHo27cvYzmCgoL4BElOFgE448dEXcjHSD3w+/+H/Vlx8VbB4GK328/PD48//jgaN27MpxfffPMNRowYAYvFgnbt2qGgoABlZWVOwq0pKSk8xoBrxAwqlQrR0dGIiYnB0aNHUVtbi1deeQUjR47k01A3Nzfs2bMHAwYMgEKhwLvvvntDOcR4EfnfwlyBwa9XLhZz8a3OTTebr/5XTZTVFeDZFSjbFVhXXl+iXeTYkesV6X/tvjcDGMt9t/p8t7ru+LU4e6ugZXm5rheFFeNEnDILE1irgIAAeHp6OimCC7xC//798dNPPzl9b8WKFRg7dizatm2LnTt3Ii8vD++//z42b96MHj16MNblqaeegp+fHz7//HM8/PDD+Oabbxjv0a1bN4SFhfFYFRkMwDVgv/x5bwYGl5f3PwGIi+/+T4DB5YEmKSmJj6uFPyUlhYGnYqCkpaXBYrE4AcQzMzPh7e3NXPiAI2UmNDSU046sViuqq6sRHBzMwVwES19fXz5eq6io4LSiyspKjB07ll80hgwZghUrVuD1119Hz549cd9998HDwwN5eXlOHaGwsBCNGjVCamoqLl++7KQcLmzgwIGYP38+du3axWU2Go0wGAzcMXJzc5GWlga73Q6bzcYLuOLiYk45kQ/KkydPcpqYAKpdvHiRFS3Fi0teXh77BCCppKSEfQLEV1lZyT4BStLpdOwTaV8mkwnHjh3jZxPlET75glDezqIzp6SkMBBLBAKh+AlcmywzMjL4NwVYWhzbijIAjrYXPpFqU1hYyD55msCJEyfg7u7OZa6qquLPiTLr9Xr2CfDZ311m0QbyMgufKPPVq1fZJ1L6ysvLb2i/mpoa9onyWSwW9on/BxzquuKe4jerq6uRkpLC6qviN7RaLUpLS+Hu7g53d3colUru767YpsTRsTj2njNnDvr37+/0mY4dOyI5ORkzZsxAaGgoxo8fj5YtW6JFixZYt24dRo4cyWB0MY7FJCJedsS4F3o8JpOJ20soIAtwHeCIL3L1Y8CRBiVSOIWlpKQwGFzEodOnT/P95e0sSZJTP6ysrOQ+Um9/v4m2NpvNWLt2LSRJ4n5vtVqxYcMGTrkEHON69+7dUCqVvDCxWCw4deoUlEolp2CYTCZkZWU5gcsNBgPKy8uh1Wr5pV30UUFUUlZWhiFDhqB169ZISUnB9OnTERwcjG7duiE4OBgvvPAC3nvvPYSEhGDmzJlQKBR4+eWXUV1djeXLl+Phhx/mRcgLL7yAb775BgaD4Qbtlnbt2gFwxJja2tobmOPE3FlVVQWj0cjgW/HbtbW1KCgogE6nc9ooW7duHaeGiblp7dq1nPYrAMrbtm1DRUUFJEni+Hv48GHMnTsXkiTx2E5JScEPP/zgBEa+cOEC6yeImHn58mUsXboUwDX164KCAvaJ3ystLcWSJUsAgMHX1dXVWLx4MQAgPz+f20rcQ04EsHDhQgDOm4CLFy/mxaBY0/z4448cI8T4X7NmDae9irpJSEjA2bNnQUTcn7Zu3YorV66AiDh279mzh9tBpHUeP34cS5YsgVar5e+ePXuWN1jEvJOSkoKEhATYbDZOGzp58iSWL18Ou93OgO6UlBTMmzcPROQ0N37//fdOCuK5ubmcEiRedktKSrB48WJIksT1Wltbi2XLlgG4tiaxWCzsk8fFn376idPnRd1u2LABJ0+ehCRJvH5JTk7G+vXroVKpnF40kpKSOM1Po9Ew8NlgMKCsrIyZEMUcLuYIuYl6EOnFctu+fTsAh1ZWaGgoQkNDuc6ff/55VqAfNWoU66sIkgXx7L6+vrh06RLPm7W1tdi2bRvMZjM/V2JiIoqLi2G1Wrl+li1bBj8/P1itVi7z559/Djc3Nwb0Aw6Qt4AWiHl8ypQp8PDwABFxrHvvvfc4JU307ZuRGv1pdruPTP4uMLjgtFapVBQfH0/9+/fno6c33niDj139/f2poKCAAJBSqaRZs2YR4FAQt9vtfMy8ZcuWG8omjphHjx5N58+fp507d9KCBQvovffeo3HjxjG/Nf599Pp31EP9VX/9lZdGo+EUkLZt29Jjjz1Gb7/9Nn333Xe0efNmOnPmDE2bNo3/Lk+3ICLKz88nwJFGUlRURFOnTiXAkaIluMW3bNlC/fr1I+DaWBb37N27N3Xs2JGVjkUcuBOuejD4nWVbtmz5W/uDj48PDR06lJ599ln25efnc8rMZ599Rjqdjvt2RkYG/7uwsJCIrmkGvPjii05lE9oRjRo1IrvdTna7naqqqigtLY22b9/OaX+jR4+mRx99lAYOHEjt27enyMjI35UyXH/VX/9tl1qtppiYGOrYsSMNHDiQxowZw2n7999/P3344Yf06aef0pw5c+jbb7/lVOhvvvmGsrOz6erVqwzsPn36NP/u/PnzOf24c+fOrFNxp19/xbx025XBa2pqGATZqFEjPqa5fPkyiAiRkZG8u5+XlwebzYawsDCo1WoQEYqKimC1WhEYGMjqj4KuTbyt2Wy236UGfr11796d6csWLFiACRMmIDw8HPn5+Zg0aRK+++47PPPMM5gzZw7Onz+Ps2fP4uzZszh8+DDvoPxeEycwgCO9Q1DVCWC7Wq1m9UdJknDlyhXYbDZERkby239hYSHq6uoQHBzMb6llZWWorq6Gn58fv7lXVVWhvLwc3t7evHtWW1uLkpISuLu7cxpXXV0dioqKoNFoeKfYZDKhoKAASqWSQcdWq5V3RwS4nGT0hdHR0dzOly5d4nYWOz9XrlyB1WpFeHg4c0kXFBTAZDIhLCyMd9SKioq4fGLXrbS0FLW1tQgICOBdo4qKClRVVcHX15fLLH+exo0bs8rr/2KZBRFAdXU1ysrK4OXlxamDOp0OxcXFcHNzY9CXyWRCfn4+VCoVlw+4RusbFRXFZSktLYVer4evry88PT0ZcFdeXg673Q61Wn1DmuGtWvPmzTFo0CC0adMGbdq0QevWrfHjjz/iueeeQ7du3Vg7Y+vWrfj888/x1ltvwWw2o0+fPjh48KBLjv5bMbVa7US+ADhocRUKBSRJ4h248PBw9om2F3UjSRLHsIiICG7nvLw8WK1WTlOR95FNmzbh3nvv/UPPXG9/vu3btw/9+/eHUqlkBWqj0YiTJ09CoVCgS5cunL6XmpoKSZLQunVr2Gw2GAwGXLp0CZIkISIiAlarFSaTiXfqvb29eXdRfvJ5KyaUhePi4jB8+HAsWrQI5eXlmDVrFhYvXoz09HSsWbMGo0ePxqZNmzBixAhERUXh9OnTyMnJQXZ2Ns6fP48PPvgAdrsdjRs3RklJyQ26GP+JKRQKeHt7w8vLi09Xu3btCk9PT2i1Whw5cgTV1dXo06cPqxMfOHAAV69eRdeuXTmGHjt2DJcuXUKbNm0QFxcHu92OM2fO4OLFi4iNjUXLli1BRMjIyEBGRgaioqLQpk0bPiFJT09HWFgYpyYXFBTgzJkzCAoKQqdOnQA4dtyTk5Ph6+uL7t27A3CcLh47dgyenp7o27cvAMda5eDBg9BqtXwaazAYmBxAgJttNhtTbt97770cK8Up7eDBgzn7Qexa33333RzPd+3aBb1ejz59+nDK9d69e1FRUYFevXohMjISCoUCBw4cQF5eHu666y40bdqUTxuys7PRokULREdHw2QyIT09HUVFRWjQoAHH+JycHFRUVCAyMpIB5xcuXEBZWRmaN2/Oa7G0tDTk5+ejRYsWDEJPT09HZmYmmjRpwkrcOTk5OHPmDBo0aIBOnTrxKUxycjL8/f0ZNF5RUYHjx4/Dw8ODQeN6vR4HDx6ESqXierVarUx8MGjQIK7D3bt3w2q1omfPnry+S05ORnl5OZo3b87gbqPRyPS/sbGxMJvNfFVWVsJutzsRldwOE6fzt2qiPAaDAWFhYWjYsCE0Gg1SUlJgMpnQrVs3BAYGQqlUYsOGDQCA+++/H15eXpAkiU+DnnrqKXh4eECSJKYVfumll+Dh4cEAcQB47bXX+LsffvghrFYrXnvtNQaNz5gxA3V1ddi3bx+Pgdtmt/tN5tfA4ALcLBR5iYhPD+SqkK6AU66USwV45sSJE1RaWkq7du0iwAHu2b59O/30008MyO3WrRu1b9/e5dudUqnkfz/88MMM0lKpVE5/u/5SqVTUqlUrGjp0KE2cOJE+/PBDWrp0KQOZ/vGPf1BxcTHV1NSQxWJxqgM5aPjQoUMEgJo2bepUj66UHQX97rx589j38ssvEwB666232PfJJ58QAHriiSfYt3TpUgJAQ4YMYZ8rMPidCoy+k8HgAvB8q2XeuHEj+1yB+G61zK4UXVetWkUAqG/fvuw7fvw4Ac6gVVfAaCKiBx98kHdz5CZODC5evEhWq5V0Oh2VlpayCn379u1p5cqV9Mknn9ALL7xAI0aMoPbt23Of/7VLANlat25NTzzxBP//r50ICgIGwHGasmzZMtq8eTN17tyZAIeqbnFxMVVXV/MulABrVlZW8u+YzWYicj6BFcqtvwY8FBS6cvB8PRj8v8dcAbpdqRi7AoNnZmYS4AxwFWBiubL07t27CQC1adOGLBYL6XQ6jse9evWiefPm0euvv37LYG5xeXt7U6NGjSgyMvKmIPLrL39/f2rTpg3303bt2tHs2bNp6dKltHXrVjpx4gR9+OGHBICGDx9ONTU1VFVVRRUVFfTuu+/yXCZOIuVjo6ysjMstQLDbtm1jn4jn8+fPZ5+r2Pbaa68R4DitFOYKDC4IXuRgcFcxfuPGjQQ4g5YPHDhAAKh58+bsS01NJQAUFhbGvtzcXAKcVeFramq4zAaDgf1ifXD16lX2uVJpjo2NJQB06NAh9t111103zH+CJEA+vwsw+EcffcQ+VwQwrlTABWhcrjTu6nNibnn11VfZN2fOHAJAY8aMYd+aNWsIcCY62L9/PwGguLg49qWnp3PfEyaPvSaTif1ivXDx4kX2CdKb5cuXs09koahUKrreIiIiCHCsBW02GxmNRqqtraX77ruPAAfJwJEjR2jz5s20fPlyBr8DoGeeeYYmTJhAjz/+OI0ZM4Yp2H19fSk6Oprno+svrVbLn/X09KTFixczsU9ISAiv+cQzfPfdd/y8oaGhBIBSU1OJyEFFLX5XkI+4WkebTCb2CXV1+XdLSkr4HmL+lAPJBUBc3jdvl91RYHBh9BtgMVdAM7GjqFarERQUxCAfs9nMlGPr1q1DTk4OHnvsMUyaNAm9e/fGwYMHMX78eBw9ehTp6elOuX9CXRi4lo/t5+fHO7Bt27aFh4cHnnzySVitVnz++ecYNGiQU1k8PT2xbt06nD59mk8ThIWFhSEnJwdFRUX8vNdjS4T9J2Dw/4+Au3pzmGjz3wLcyfuVHGwm+qEcDK7T6Xh3VFDvCZFMket677334uGHH3Z6lkuXLnEO7IwZM9CwYUM+HTxz5gyKioo4NzUtLc0JzyJ2hYOCgvDUU0/h008/hbe3NzIyMnD06FHs2bMHERER+Mc//sG/DzhOIIRQlij39TnV8rpwNW7qrd6uN1d9w1U8Fqf1VquVT9EEns/LywtPP/00AMdpV0ZGBrZs2YIrV67gueeeY8HK/fv349SpU/Dy8mJcUW1tLZ/GyS0kJIRBrmVlZdi+fTvatm2LtWvXIjw8nOeX9evXY9SoUZAkCa+++qrTb4g8e4PB4ITfEABWm83G5Rene0Tkcm5yRbhwq2rhf2S++rN+54/83u26z28BsF3N77eq4u5qfhDt6Ep9+89SFXe1ZpH75fdxRVIisBwiO0B+L4E5EKfUWq0WWq2W8a9dunRBt27d+DtCbC8yMvIGatsxY8bgzJkzeOONN/Cvf/0LRIQWLVogIyMD33zzDX755Rfs3r0bs2bNQnBwMB555BHEx8fjySef5FOvhg0bOuGbADiNK5GNIzJVXMWP3xpHN/PJ/a588rq+XfaXgsHlHN/Cf+XKFf63qMyCggLmnBadrKSkBAUFBZAkiT9XWVmJyspKJ7VV0WjyBTv9WwFSBHgB+GvTpg0OHjyIwMBAzJ8/Hz169ICnpyceeOABLF++HFqtFlOnTkVpaSm++uor2O12PPvss/j444+dypicnIwvv/wSL774Is6cOQO1Wg2r1QqLxcKgoLNnz+L8+fOs6Gi32zkNJjU1FWFhYaxbADg6ZEZGBg9SUUdZWVn8PTHpFBYWMshIgInLy8t5whDAsJqaGlamFOkher2eQdIC4GQ0GtknuKKtViun1ojP0b/5tQFnYLSrdhagKOBa8MvPz+fvi8BRWFjIPrGYLSkpYZ9QnC0vL2efKHNVVRX75C9qOTk58PDw4Lqtq6u7oSwmk4l9d0KZi4uLuQ1EmcvKypxA/OK/ok1Fv66treW2F89dV1fHfUSk8litVgYcytMqsrOzWYFVTjxw8eJFKBQKTiMSquDV1dUMGN2/fz8Ah96EXq/nxZVCocArr7wCo9GIfv364a233nKaYFatWoVHHnkEAPDQQw+hR48emDFjBoqLi9GzZ09UVVUhLS0N77//Pi942rRp4wTglb/Ii/YXcUCeWmkwGFBZWcnjArg2HkS9AmBNBPkCKjc3l9tDHsNE/Lm+neX9UK/X14PB7yAT489isWDXrl2QJIljhM1mw4EDB6BQKLh/CU0UORjcZrMhMzPTSS3carXi6tWrkCSJtWJMJhNsNhuUSiW/tMsBsaJPWywWjBo1Cs899xxqamowffp07NmzB8OHD0d0dDQ2bdqExo0bA3Ck5QQGBuKXX37Bxx9/jK5duzKQF3CkJwsdjoCAAB4LADitKC0tDUaj0YnoRLBOXf8iIxZ1er0eRUVFqK2tRU1NDRQKBWw2GzZv3gxvb2+YzWYG5G7dupVTq0Q8TExM5BcUEbtOnTqFZcuWOQHE09PTsXLlSkiSxKrWOTk5WLt2LYBrIO/8/Hz88ssvTno3JSUlnMokSFUqKio4JUWAqmtra5GQkMD1JfqFUHcWbW+z2bB+/XoAznNLQkICL+rFXL1582ZuTzFH7Nixw+megAPkLepGxNmDBw9Cr9eDiHgeOnr0KNRqNex2O8fw5ORkrFixAiqViueOrKwsHDhwAG5ubtzvrl69yjoswie0Rmw2G8e9rKwsVqAWc0xOTg7Wr1/P6UuAY25cvXo1gGsL9NLSUqxevdoJrF5bW8vtJMphsVhYO0PetxISEngBLOLnzp07ERoaCoVCwWPy3LlzOHjwIDQaDQP31Wo1CgsLmYzEbDbzuBYpxcLkKt1yE3XavHlzJz8Rsfp8z549uSwZGRlQKBR4+OGHMXXqVACOl5edO3cCcKRyWa1WrkcPDw+cPHmSU7LFPTdv3gybzcZz7549e5Camuq0rli1atUNJCU//PADFAqFU/yYNWsWlEql0zw3ffp0aDQa2O12nsOmTp16A0BckBPcVrvdRyZ/BxhcrVZzagfg4Mru1KkT8wbHxcXRm2++yWlNXbp0oQsXLrC2xvr16/no9+mnnyYiooULF/LvPfzww/T+++/Tc889R/fddx916tSJ0zJ+zzF2/VV//X+8WrVqRcOGDaMJEybQlClT6MUXX+S0gxdeeIHsdjurgAcEBDgB7k6cOEGPPfYYAQ6NnHfffZfTG4OCgqhLly7UsmVLBrR6eHj87rSU23XVg8HvLNu+fftf3gfc3d055c7Ly4vGjBlD//znPzkdeNq0aVRUVMSg0rS0NE7bVKlUZDQaOUVj9erVRHQtvUehUFB5eblTGQWBwnfffUfnzp2jvXv30sqVK+mLL77gNJBBgwbR8OHDqV+/ftS5c2eeJ1UqFQUGBpKPjw95eHjcNHW4/qq/7oRLvv4KCAigkJAQatCgAaflA475p2vXrtS3b18aOnQoNWvWjABHGt1TTz1FEydOpEmTJnFamUKhoGnTptEXX3xBY8eOJQAUExPDqYQKhYJGjRrFGiBC7+a/5dq7d+9tj7W3HQwugMnAtZ0S4NpuvHyHT5w+aLVaKBQKpqUkIj56on+Dv2+n+fr6olGjRjhz5gwAoFWrVrhy5YrLo+rfY5IkMehbnMxYrVao1WpotVre4XXFtVxTUwObzQYvLy/eQdHr9TCbzfDw8ODdJoPBAKPR6ESjaDKZYDAYoFareVfLYrGgrq4OKpWKfUI9U6FQONEQ6/V6SJLE7UdE3H7yI0BXx4LC5+npybsWOp0ORAQPDw/eCdbr9bDb7XB3d+e2NhgMsFqtcHNz4zIbjUZYLBZotVo+ajSZTDCbzdBoNE5Hqdc/j8VigdFohFKpdCqzwWD4rymzKJ/RaITZbIZWq+XdSKHeq9FonHbyRTuLZ7RaraitrYVCoWCiBiLinQ1X/c7T0xNKpZI1ZoxGIxQKBZM2iFO6/xR8p9Vq0aRJE1y8eBEWiwWxsbHQ6XS8W3y7TND2SpLEu2riVAe4tvss+oggFxA+8TmxGymAecC1WLdu3TpWxq23v9/279+Pfv36QaFQoHXr1iAimM1mZGRkQJIkBiebzWYn4LcgHxG70D4+PhzLxW6kGCvi+r0m0pEiIyMRGhqK06dPw2q14h//+AeKioqwa9cuPPzww5g+fTokScLQoUNx8eJFvPvuu4iMjMTFixdx8eJFHD58+LbQVwrAu7e3NwoLC2G329G+fXv4+PhAo9Hg5MmTqKysROfOnZnWNSkpCVevXkWbNm0QHR0NIkJqairy8vIQGxuLJk2a8K59bm4uoqKiGAR9+fJlXLp0CWFhYYiNjWUwck5ODgIDA9G8eXMQEUpLS5GVlQVfX1+0aNECgOOUMiMjA15eXmjTpg0AR1w7d+4c3N3dGUiu1+uRmpoKtVqNLl26AHDEVEEOINJtbDYbnxz16NGDx77Y/e7atSs0Gg0kScKRI0dgtVrRqVMnjsknTpyA0Wjk+pIkCadOnUJtbS3atm3LAPHTp0+jvLwcrVu3Rnh4OJ/sFBQUoFmzZoiMjITVakVmZiYKCwsRGhoKf39/GI1GlJSUoK6uDm5ubvDy8oJCoUBtbS0MBgN8fX3h7+8PpVKJ0tJS1NTUICwsjNNg8/LyUFpaioiICAaN5+Xl4fLly2jQoAHi4uIAOE6Bz58/j4CAAM7cqKiowJkzZ+Dp6clK43q9HsnJyVCr1bjrrrsAOOZiUYdCawIA0+h27tyZT3HOnj0LvV6P6OhoaLVamEwm6HQ6lJWVMVnO7QR9/6fm4eGBwMBAaLVa5ObmwmKxoHnz5vDx8YFCoeATt+7du0Or1YKIODNg8ODBXA+CuvjBBx9knzhdGjduHK+HfvjhBwAOims3NzcoFAp8+umnAIDJkyczQPzjjz+G1WpFcnLyDTpvf7rd7jeZ3wKDy5Wur1fuJSJq1aoVAaA9e/awr2PHjgSANm3aRCaTierq6iguLo4A0Lp16ygvL4+ys7N5B+bnn3+mzZs306RJkwhwqFa+/PLLdP/99/OzyU9Afu1SKpX8mw888ABNmTKFvv32W1q/fj2DpWJjY6m0tJSqqqpIp9OR0Wikd955h4Ab1ZXFG/Hzzz/PPr1ez/erra1lf6dOnQgAbd68mX2uFDBff/11AkCvvfYa+z777DMCQI899hj7XIHmxA7ff4NK9p0GBperSP8ZYPCFCxeyb9y4cQQ4A/beeOMNApwBe4KaWd7OQil34MCB7Nu7dy8BoJYtW7JP0MpeD64Tzy3AzURE8+fPJ8BZJZbomqr9vffeSyaTifR6PVVVVVFZWRmD4F5++WXatGkTzZs3jz744AMnas9b2QnSaDR8QtGrVy96/vnnqXv37gQ41FY3bNhAe/fu5V3jrVu30pUrV1gFWowrk8nktFMsrKysjD9ntVqJyBkoL98xFrvOcuDi9fVVDwa/c00Aun19fdl3q2DwnJwcApwVxF0pIItY0rBhQyotLaWcnBxatGgR+2bPnk2TJ09mlW8vL6/bdiru5+dHzZs3p969e9Po0aOZMKFz5840b948WrFiBW3cuJFjhru7O6Wnp1NmZibl5OTQDz/8QADorrvuIpvNxmV0BXgW1O7i1IXomtK1XJl64sSJBIA++OAD9v3zn/+8YQ4TAHWRYUDkGgzuiuQkISGBn1uYK9CyODmVg8Fdtb08S0MOZL6eepiIKDAwkABnRWahNH348GH2ibaQz+9DhgwhwFlJXVDqf/bZZ+x78cUXCQC988477BPq6v/85z/ZJ2LttGnT2OdqbhEq2fLPCUry5557jn2u1MJdrSFEvTZo0IB9hYWFBDhOIOQmMkPkdShO8Hbu3Mk+AfDv3Lkz2e12MplMVFVVRfPmzeP7p6en05kzZyglJYVmzJhBgOM0Y8eOHbRhwwZatWoVLVq0iNd+L774In388cc0ffp0mjp1KrVr144ABznO+PHj6aGHHuL1X9++ffkkpEOHDjRnzhwGV69evZpKSkoYuD99+nR+bkGje/r0aSIiMpvN3JcECYur/lVeXs4+ASx3RVxSV1d3w5rk1wDiYr6VK4jfLvuvBoNLksRvcWKn19vbm2lK3d3dodPpEB8fj6ZNmwIAvv32W/j6+uLLL7/knUdBlSaUVQFg0aJFOH78OH744QdER0djy5YtaNq0Kdq0aYPMzEy8/PLLTN8GOPLaX375ZeTl5SEwMNAp/zw2NpY/IzeRQyjfcZLnytbV1fGO+q2Cu24GaiUXO2uufPV259vN2u23FGddAftcKZECN2IdgGuYn+tzYEX/jo2NhUaj4bEJXFMS7927txPFa01NDQPwSktLUVJSgokTJ2LPnj0YMmQInnjiCbz44osoKytDQkIC7r33Xvj7+8NsNmP+/Plo3rw5xo8fjyNHjqB79+4YMWIEgGsAwubNmyMyMpJzrYFrJxCinlzV1/X+evvftT8SA131DeFzBea02+0ICgpCUFAQ55xrNBonIPaXX36JF154Ae+//z4mT56M7777Dvfddx+efvppzJ07F9u2bUP79u3h5+eHffv2AbiWJSAoP5VKJQYOHIhmzZrxKcG4ceNQXFyM5cuXO429LVu24N5770VtbS2D0gE4CZ41bdqUY0JkZCQAxympPJ64UqZ2NTe5qp/fS15yJ8xXv/YM/8nz3up3Rd39FtjaVR3ejFBG3k6u7uEKkO3K50pt+lafWf5Z+fevB0sDYLyJr68vrwM1Gg3PV02bNuUTLQCMDenevbsTYU9OTg70ej00Gg1mzZrllBEhyIA++OADDBs2DHv27MGaNWsQFhaGPXv28AnXa6+9hgcffBCTJ08GAPTp0wfBwcH8jCKjB7h2Mi7Wea5IWH5rPfdn+ADXdX277La/aMgLWVtbe8MA0Ol0nGoiCl5XVwedTufEU2wwGGAwGJw6psViYaC3q0EkXjQEOEikhAjApyRJaNSoER/V9u/fH02aNEF2djYiIyMxYMAA/PDDD8jLy0N0dDQ0Gg2nmohOJEzw6xuNRua0FiZecq5/0RCaD4WFhaiurmb1Rzc3NxiNRuTk5PAgE3VTVFSE/Px8SJLE5aqqqmJ1dTHQdDodSktLIUkSg36MRiOrQYrPWSwWTpkRKR42m43LJ28bAYIVPiJin1wtVfjEZ8R3rgfR6vV69ol2q6ur498XPqPRyD6xIDaZTOwT6Qpms5l9cvBUbW0t7HY7D3KROiSvB5vNdsN37XY7+0Td3KzMoqx/pMzCJ8pXV1fHbSD6gMFg4LYS9zaZTKisrHQCd5lMJpSVlTmlQwkFUvp3eoEoswCnCYC3UqlkoJ08PUgoG8uBsNe/aAjwm+jvchOqyYI/X5goo1qthqenJ2JiYvj3J02ahG7duvGLeL9+/VBdXc1tEhUVBeDaeJanfIn6uT6gK5VKjiuirsVYktchAE6fk8cUnU53A/jTVQzT6/Wora11+j3579Tb329iXFmtVpw4cQKSJHHfs9vtSElJgUKhYMCsSOuRjwG73Y6rV69CoVBwbLXb7aisrOT5QNxDmFjMyEGfIiVPp9NBo9EgPj4egCMe3HPPPSgoKMC2bdsQFBSEnTt3omfPnjh8+DBmz56NiRMnwmw2IzAwEDqdDtOnT2ewNwCMHj0ac+fOxfr1651eNER60IULF1BVVcULIvnCqLKykkkWxEKvpqYGGRkZ0Ol00Ol0XLYtW7YgLS3NCWS8Z88eTk0VYOsTJ05gxYoVUCgUPCempaVh/fr1TgDxrKwsbNq0CQqFgskt8vLysGPHDgBg0HhxcTH27NkD4JrCc3l5OaefCPa6mpoaJCYmAgBrMNTV1eHAgQN8P9Eu4ruiHDabjX0iJgLAgQMHbticOXz4sBO4H3AAuuXEHIBDoVvMSSL+nz59mvuHiHtpaWnYsWMHiIjj9YULF5jVSNTrpUuXGCwtNlYqKyuRn5/PqtGAIzbqdDrYbDZ+vqqqKtYAEnNGSUkJUlNTYbPZGNBdXFyMxMRE2Gw2rteysjJs27aNdT5EeTZv3nxDvQqfeJkFHIxrJGMFBBxaI0LvQTxPeno63N3d4ebmxn1Eo9GgtraWU43F3CX0RABHnJanwYs1I3BNXT4+Pt7pJaOoqAiZmZmQJAk9evQAAK7vIUOGwGw2szJ6ly5dkJ6eDiKCRqNBcXExcnNzmXQlPz8fO3fuBBFx2ws9FDmxwM6dO6FWq53A2YKAQO5bvnw5iMgplV8ouMt/7/PPP4dKpXLanP7444+h1WqdAOJ/pr7Or9qff0jibH81GFyr1ZKPjw8FBgbyMVxUVBS1a9eOj8JUKhX94x//oBdffJFTHSZOnEj79u2jwYMHEwD69NNPyW63U4MGDQi4xnk9YMAAApw5nYUJEN2SJUtoy5Yt9MMPP9CUKVPo4Ycf5ueLjY2l8PBw8vX1rQfX1V//1ZckSeTt7U1hYWHUtGlTPort378/vfXWWzR37lxKSEhgznrgGt+3sLNnzxLgAHKLeCFSEIqKimjnzp0EOBSODx06RDNnziTAkeo4efJkevLJJzl1IzY2luLj41l7B3AAAn19fZ30O/4uwoZ6MPidZULj4q+6fHx8KCoqilMu1Go1TZgwgd5++2265557CADdfffdlJiYSN9//z0BDiKTiooKftbQ0FAiIvrggw8IcKTwChPpifI0JJPJREuWLCHAkeb1/vvv02uvvUYTJkyg0aNHMyC8efPm1LFjR4qPj6c2bdrw3BkSEkJ+fn6kVqv/9nhTf9VfN7uUSiWTgLi5uZGHh8dN+60kSTwXqNVq8vf3p5CQEIqIiGBtC61WS61ataLWrVuzFkWDBg14Xfi/QP5z6tSp2x5r/1Iw+H+TaTQatG3bFlevXsXVq1dx3333YezYsZg7dy4OHDiASZMmoVWrVsjJyUFOTg4uXbqEs2fP/qlAdZVKxSke4vRG7MgCjl0Wkr2d3+amrLf/Abu+r8j7k9jh0Gg0/Pc/qvr9a9aiRQvExMQgJiYGjRs3hslkwttvv43w8HDMnTsX+/fvx5w5c+Dp6Yl27drh7Nmz/zEJw51iQs253u4MO3DgAPr27QtJkhAVFcWnXIWFhZAkCQ0aNOCdP7G77OfnB5vNBpvNxruHKpXqTyFCuFVr1KgRAgMDkZycDK1Wi9dee40Vhjds2IAGDRqgY8eOyMjIQE5Ozm0hT/Hz84OXlxe8vLyQm5sLg8GA+Ph4BAcHQ6lUIjk5GSUlJWjbti0iIyNht9uRmpqKq1evIjY2FlFRUbDb7cjMzERBQQGioqIQGRkJIkJubi4KCgoQGhrK7VJYWIiCggIEBgby50pLS3H16lX4+vqyr7KyElevXoWnpyd/V6fTIT8/H+7u7kxtWldXhytXrkCj0bCGlclkQk5ODlQqFac7WywWZGVlQZIkTsWx2+1MC96iRQuOn+I0pXnz5pxhcf78edjtdsTGxvKOeWZmJsxmM5o0acIpqVlZWTAYDGjcuDGTduTk5ECn0yEqKorp/i9fvozKykpERkbySdOVK1dQWlqKkJAQ+Pn5MVGB/PT1t+K4JElQq9W8A26xWODh4QEfHx8olUrU1NSgtrYW/v7+CAkJgVKpREVFBYqKiuDv74/GjRvz6UN2dja8vLy4vnQ6Hc6fPw+tVot27dpxXaempkKSJD5ZIyKcOHECANChQwcmBEpNTYXVamUCAaPRiKqqKqcTwTvFlEolgoKC4ObmhqtXr8JisaBJkyac4ihO0uLj46FUKmG1WtnXuXNnKBQKWK1WnDp1CoAj1Vj4BNnAkCFD2CcodR944AGoVCrYbDZOE/vHP/7B7b9o0SIAwNNPPw13d3coFAp8+eWXABynY9dT+/7pdrvfZOSA2eLiYjIYDGQwGHiHMT09nX0CDJ6YmEh6vZ50Oh21bt2aANAvv/xC1dXVVFVVxSDaJUuWUHFxMRUWFlKXLl0IAM2dO5cyMjLo3LlzrH76xRdf0I4dO2jlypX8LB999BG98847DMJq2LAhNWvW7E+hJtNoNBQfH0/33nsvPfvss/Thhx/yLta//vUvOnXqFF24cIGSkpIIcNCj1dXVkdVqJbvdTi1btiTAmXZMqID/8MMP7HMF7poyZQoBDoC53W4nm83GitGjR48mq9VKFouFQXP9+/cns9lMZrOZNm/eTACobdu2ZDKZyGQy0bFjx7h+jEYjGY1GBj2q1Wr2VVdXu2xnAYw+d+4c+wTwcf/+/ewT7fDzzz+zT+zyfffdd+x7/PHHCXDs2gmfUJJ98cUX2ScH9ZaVlZHBYGDw2oABA/hzGzZsIMChkCt8R44cIQAUHh7OPgEc1Wg07JOrm5aUlLBfgMvkZRanXQcOHOA6EwD/devWsU8AAOfNm8dtIACAM2bM4LaaPHkyAQ4wuMViIYvFwgqnTz75JNlsNrLb7QzcHjFiBPeRX375hQBQt27d2CfauVGjRuyTA9BMJhNZrVYymUx8Mrh8+XK6ePEipaSk0OLFiwlwgCY/+eQTeumll+iBBx6gLl26cB/4Ty6VSkWNGzfmMd2oUSN66623aObMmUwrOGPGDNq2bRsDBQEH6O7ChQu0Z88eAhwnIYWFhVRcXEwnTpwgwLHTW1VVRdXV1ZSVlcXf1el0DGgXvsLCwhv6dlpa2q/2bXk/lJMk1Nvfb6Kt5eBtVyBvARCX+wSlrJwcQk4uYLFYyGQysSqyh4cHZWZm0okTJxhsrVKp6IMPPqAXX3yR5y8/Pz+KjY2lkJCQ/3jMiMvT05NByXFxcfTaa6/R9OnT6auvvuJ42rZtW9qyZQtt376ddu3axfPuzJkzKSMjg/Ly8lj5XK1WO9WjoILfunUr+wTRyvfff88+VyrUL7zwAgGgd999l31vv/02AQ7iCGECzPvUU0+x7+uvvybg1sHg8ngnwOAtWrRgnyvQsiswuDzum81m9svnP2H+/v4EgM6fP88+EcPkBBuC4GbLli3sE9kTP/74I/sEoP6rr75in1gHvPfee+y7HlBvtVoZIP7cc8+RTqcjg8HAQPJ//etfN/ze+++/z76XX36ZANDbb7/Nvo8//pgA0Lhx49i3YsUKXlcIO3ToEAGOE2dh2dnZ3DeF/Rpxhiu1cDEnzpw5k+rq6qiiooIKCgqYBGTjxo106dIlys/Pp9WrVxMAio6OpvLyciotLaXi4mK6cOEC3+/YsWN04cIFOnPmDCUlJTFo++OPP6a9e/dyn4yNjaWDBw/SAw88QIBDSby4uJiV6x9//HF+RiGXkJycTETOivJ1dXVERFRUVESAMyheqJ4rFAr2uQLPl5aW8u8Jcgb5Okyo1ssJmeQZBa7IC26X3XaMhhxT4ebmxjnTwi+n5xQ+Nzc3ftMXOwPi7Rq4livq5eXFb/Xi80FBQWjWrBkA8Ofj4uIwaNAg2O12FgWbMGECQkJCEBYWhqSkJHTr1g1r167F2bNn0bZtW/j4+GDZsmXYtGkTFi5cCF9fX7Ru3Rrp6emorKyEr68v+vXrh8aNG/MOrSRJuOeee2C1WrFp0yYGpQOOPMbMzEzo9Xp06NABAJzwF3q9nuloxduvPBfUVV7vzcBDdrudT0MEME/+b/FdQVEq98lB9uJvkiTxM4j/yn1y+612Fs/oyqfRaNgnnlWtVrNPPKMrn0qlYp+8TsTziDIplUr+nPApFAr2ycsnfPLyyAH7v7fMcgpe4RP0xvIyq1Qqp2cTfxPtIT6nVCqd2k18/nqlUFdgcDmIT/QreXuK/ienElYqlby726JFC8ZjiHzVrl274o033uDfsFqtiIqKgk6nw9dff424uDg+AczJycHhw4dRUFAADw8PtG7dGoWFhcjLy8PAgQMxYcIEzJo1CydPnsTChQvx+OOPY/r06Zg6dSoGDBjAwpliZ+aee+5Bu3btOK9akiS0bdvWKQap1WqEhYUBuJYXrVQqGXslF0ESefPy3cDf27fl/fCvUGCttz/fyMVJ8c3A4IDzvAWAd7UB5/zxKVOmAHDkXT/++OPo0qULYxCCgoJQXl6OlJQUxMXFYeTIkdi5cydef/11xMfH45NPPsHZs2fRqVMndOrUCVarFWvXrkVVVRWeeOIJ/OMf/0Dz5s0RHh6O3bt3Y9CgQSgrK8PMmTP5+dLS0rBs2TJkZWVh4MCBHF9atWqFtLQ0aDQank/lNOEmk4ljhej7csya+H352LlVReObAcRdmav2uVNMPNuvEU78mb93szpSKpUcwzUaDcc20d6uAOLyNhH3kM8jrghExJpG7rsZaNyV+vj1fldzk8CghIWFsVifXJSwf//+XEaB5+jWrRsCAgL4NwQ+o3nz5ujatSv7MzIyUFRUBI1GgxdffBGenp4MDB8+fDh69uyJf/3rXwAc1LwhISE8J8qxuWL+FOs5+VgQ9eMKPH+z9vy1Nr5VUoXf22/+LLujWKduNZj8FruHMDGwROcXWgl6vR46nQ4hISH8oiIAsuJotaamBv369UObNm2wcOFCGI1G7N+/H4mJibj77rvh6+vL6qFy69OnDw4cOIBFixaxaiQAfrkQCpvimX19fVFdXY3Tp08jNjYWdrudO11WVhZycnKcuP1LSkpQWFgIhULB5aqtrUVVVRUUCgV/zmw2w2QyOXFM2+32G4LcrQbzevv77WZBgmT6MvTvFBC73c5BWgDb7XY7A8vsdjuKi4tht9sZZCiO5+UqtG5ubsjJyeE0K8GaIwdfi34t+rmwLVu2oLCwEMHBwZg4caITcwgAjBw5EgUFBZg+fTpeffVVdOrUCXl5eXj22WfxwAMP4O233wYAVkMW41SuAn59QJezlMjTDAHnCezPXgTU23+XiX5is9lw4cIFSJLEYFK73Y7s7GxIksRjQw78FgsLu92OiooKSJLkRPxgMpmgUqlcsi/JiUvo36mvrjaSGjZsiPLycpSUlCA+Ph5t2rTBzp07YTabMXbsWFitVjz55JMgInz33XcAHONixowZMBqNuPvuu/m3+vXrh8DAQJSVleHAgQO4++67YbfbERMTAz8/P1RVVSExMRHdunWDWq1m7Yu8vDyUl5fzHCNszZo10Gq1MBqNDOzdsGEDCgoKIEkSA2ETExNZO0gQQqSmpmLdunVQKpX8uaysLGzfvt0JNH7lyhXs27cPkiTxdwsLC3Ho0CEoFAr+bnl5OYP5ha+6uhrJyclO3xU6GcA1Yhaj0chAYQE4t1gs7JOD/oVPTnZy5syZG8Dg6enpTiBywJGeIjYxRBtnZmbyS5pIw8vOzuZNG3Gf3Nxc9gnCgfz8fJw6dQpExIvuoqIipKSkQJIk9lVUVODKlSusPyHKIuxm7GACLC50k8RzFhQUwGq18jxQU1OD1NRUWCwWTimrqanBvn37YLfbcfLkSf7uli1bnFTPbTYbNmzYcAO4eePGjZySKMZpYmIiAgMDoVaruf3Ky8tx7NgxKBQKBqcHBQVhx44dqKqqQmVlJZYtWwbA0Xdef/113oDdu3cvAMcL9KxZs/iFRZADtGjRAomJiVCr1axhERoaiqNHj7Iqvclkwp49e3j+Ky8vx4YNG5yIZA4fPoyMjAwnAqG9e/c6bdpJkoR9+/Y5tSfgAIjb7Xb+HBEhISHBaR4HgJ9++slJ6wtwpEvJCSkAB+uqUAsXJv/7bbPbfWQiTzvQarV8CZ9Go7nBp9Vqyc3Njdzc3Ph4R6vVkoeHB3l6ejJQTais+vv7M+jH19eXGjZsSJGRkfybkZGR1L59e7rrrrv4cwMHDqRx48bxEVhoaCj9/PPPdOTIET5+O3PmDNlsNgbMZWRkUE1NDd+/oKDghvL++OOPBDg0GHJycmjHjh305Zdf0ujRo/noKywszAmc+ndfkiSRQqHgcgGOY32VSuUEWFer1XzJ20+ubXAzn2hn0aaufGq1mn3ieVQqFfvE87jyKZVKl31M/L94boVCcYNPkiT2yZ/7Zr/3Wz61Wn1DPch9oswqlYrrVfgEsE2lUrFPtNGdBEBzc3Oj4OBgTjns1asXzZw5kzZs2ECZmZmcCibncxdmt9s57enIkSNks9l4XFy4cIGsViu37aZNmyghIYFTDPr06UMTJkzgVAIA1KlTJ+rYsSOnKUqSRFFRURQeHs6pI5Ikkb+/P/n5+TmldHl6epKHh4dT6qSIQXLfb8UwV31bfG7t2rW3O9zW2+8wkU53u2Or+Hd0dDTFx8dTz5492ffcc8/Rm2++SY8++ih/ZvHixbRy5UqKj48nADR58mTasGEDPf/88wQ4NAKOHj3KKSmAgziBiDjt08fHh65cuUJ79uyhr7/+mp577jlOBxFx5e+OHfXX33ep1Wry8vLitY27uzv5+/uTt7d3PUnN/7NLntZ3u6weDH4Ti4yMRI8ePZCYmIirV69iwYIFeOqppxAfH48zZ86w0m9dXR3Onj2L06dP49SpU1i0aNHvBuCpVCqoVCo+qbBardBqtVCpVKyQbrPZWL3Y1elEvdXbHzH5rpZIIRN9TFBTiqNpq9X6hwDi999/P3r37o34+Hi0a9cO/v7+yM7ORtOmTaHRaFBTU4P09HR06NABSqUSjz32GJKTk3H27Nk/u7h/m9WDwe8sE2Bw4NrpnM1m451kb29vBnmL3ei/Gvh9qyZORbRarRPV9p9lbm5u8Pb2RmVlJaxWK1q1aoWgoCC4u7vjzJkzuHr1Ktq3b89K3idPnsTly5cRFxeHJk2aMB1qfn4+oqKiEBUVBZvNhsuXL7OqdcOGDVnxu6SkBAEBAQgLCwMRoaysDKWlpfDx8UFISAiICNXV1SgrK4OHhweCg4N5R7eiogJarRZBQUEgIhgMBlRWVkKtVjOlvNlsRkVFBYN3AccJU3l5ORQKBZ+Y2mw2PkUVKZdExLv5wgdco8INCQnhrARBKS4A1IAjK8FmsyE4OJhPQ0pLS2GxWFhBGnCkW5vNZgQEBHBadUVFBQwGA4PxJUlCZWUldDodfH194eXlxVT0er3e5UnZf2pqtRpKpZJPPNzd3eHn5weVSgW9Xo+Kigr4+PggMjISCoUCOp0Oly5dgqenJ+Li4iBJEgwGA86dOwe1Wo0OHTpw1oYAQQtKWbkKe+fOnXn+EacX0dHRTFcuTt4CAgIQFxcHf39/2Gw2bN++HWq1Gi+++CKUSiX3E6Hf9PjjjwNwpM3qdDrs2LEDdrsdbdq0gVqtRnl5OXJzc6HRaBAZGQmDwYCrV69CpVKhSZMmUKvVyMrKgtFoRFxcHBNGJCUlAXCkE4sYkpaWBoVCwTS7ZrOZaXQFsYDFYmFfu3btoFAoYLPZ+DSue/fu7Dt69CgAYMCAAewTVM/Dhw/n9WNCQgIA4KGHHoJGo4FCoeCTnpycHM4YuG12u99k5GDwc+fO0ZUrV+jKlSu8c3nw4EHKzc2l3NxcioiIIMChDn358mW6fPkyK4MvXryYcnJyKDs7m+666y4CQJ9//jllZGTQ+fPnqXfv3gQ4gNGnTp2iEydOMGj8zTffpG3btlFCQgIDzp9//nmaMWMGg6EAB1gsOjraaWf/+isoKIjCw8MJcADr4uLifvXzCoWCWrRoQQ888AC988475OfnRwBoxYoVlJOTQ6WlpQzy/uabb7jOhIL5lClT2CeUoOXq11OnTiXAAUgymUxkMBhYQfWRRx6h6upqqqyspNmzZxMAuueee6i0tJRKSkpY5bV79+5UWFhIhYWFDJaPi4ujgoICKigooB07dhDgOPHJz8+n/Px8BtGq1WrKy8ujvLw8JxCtvJ0FMDoxMZF9UVFRBIASEhLYJ3bvFixYwD4Bhvv000/ZJ3aw33zzTe43Qsl0/Pjx7JMrQZ8/f55yc3MZFN+7d2/+nAAPtmrViu+xZcsWAhwKscInwNIajYZ9AiAOOEgNru/b8jKLfrdx40auM1HmJUuWcN3279+f+7Zog1GjRnF/uHr1KhUWFtKECRMIcADgS0pKqKSkhAGA48aNo8rKSqqqqmIQ5ZgxY8hgMJDRaKRvvvmGANDIkSO5L4l6GDRoEPvWrl1LAKhHjx7sO3z4MAGgmJgYqqiooMuXL1NycjLXw1tvvUWPPvootW/f3ukk5/qrUaNGDCL18/Pj+vm1Kzw8nDp37sxq3KNHj6bp06czAB5wgOoFrTQA8vf3pxMnTtCpU6e4b4eEhND58+fpwoULrArv4+ND2dnZlJOTw+0sSRLHIEF+AIDOnj3LfedW+rYccFhaWnqbomy9/RETgFQvLy/2iTgmB6m6Aq7m5+cT4DgdMJvNZDKZGDQOOECXZWVlDAYXc922bduYOEGMl1deeYWGDRtGgAOYfs8991D//v15ngkNDaWuXbsyYQbgoGwXY+HXLkmSKDY2lkaOHElvv/02LVmyhNWLly5dSqWlpVRdXU0pKSkEOE7rSkpKqKKigg4ePMhllqtfi2dISEhgn1CX/vjjj9kn5rCpU6ey76WXXiLAGXgsYtbrr7/Ovvfee48A0KRJk9j3ySefEOAMtp07dy4BoFGjRrFPxLHBgwez768Ag/+a+rLIjsjMzGRf48aNCXAAkIW5AtSLuWDFihXsExkY3377LfuEAvVHH33EPkGQIurVbrczoHn8+PE8Zz/zzDMEgB5++GE6f/48Xbx4keeW559/nioqKqi2tpYB4vI1iQCXv/HGGze00xNPPMG+VatWEeBQ0xZ29OhRnkeEuRpngmBBo9GwT4w9pVJJVquV/YJQQV5fAqR9//33k9xE5olcwZyIaOvWrQQ4smDsdjsREf3rX/8i4BoRgQCX9+zZk78n5q8TJ04QEdHVq1cJcKwBxe+I9YKPj88NZZbHIFdEE+L3lEol+0pKSrjPCZP3TTFu5WrhtbW1ROTcX/+KeekvBYNHREQwQFu88Tds2JCFt0TualhYGGMlxBt5aGgov3UJgF1YWBgD1QSYMyIigvPEg4ODAQDNmjXDkCFDAAAzZsxAXl4eBg8ejOHDh8NqteLrr78G4MgxDQ4OxowZM/DOO++gT58+GDp0KDZt2oTDhw8DcFbxFvmIgGMXo3379oiPj0dNTQ2+++473HXXXfw9wCH4kpycDF9fXy6L2DmR/644AZLn4Algk1yQReR3WiwWzn0XdSNJEte1APGp1WrevRH3kINjxd/kObpi50apVDKIkWS57QLwLt8x+bV2Fsqyop1DQ0PZJ9o5ODiYfWIXJyAggH0iD9/Pz4/7jbiXj48P++QiNJGRkfD09OTyubu78+fkYlTiHmIHS6VSsU+YJEnsk+c2RkREcD3frMwhISFcZ6LNAgMDuW5FPfj7+3MbiDb19fVlsJnweXl5cT8X9eXh4cHtK+4rBzGL0zY5uE70K9HPAGf1VWGinwYFBcHf3x/+/v58D6VSiY8++ojL//zzz+Pbb7/FiBEj0KFDB5w+fRqnT5/G5cuXkZubi9zcXACOfi7v682aNcOjjz6K7OxsLF++HA8++CB+/vlnrtOamhq89dZb6NChA65cuYJ33nkHWq0WDzzwAADwrpinpyc6d+4M4FpeslarRVxcnJNPpVKxkKAcqC9ikFzxODIykuvjVvq2vB+K9qm3O99uFTQpaEEBZ8II0UfkANjOnTtDq9XCYDBg3LhxAIB33nkHXl5eOHToELZs2YKwsDBs2bIFAPDpp5/izTffxKBBg7Bs2TIQEfz9/VFdXY2tW7eiVatW2LlzJwYPHozQ0FAcO3YMFosFO3bswIsvvoiGDRsiIyPD6blPnTqFr7/+Gjt37uSd3Hbt2iEiIgL5+flITk7G4MGD0bVrV6jVauj1ehQWFvJYCA0NBQCnPPKbkZe4Ugv/LWVqVxjM3wsQv1OMXJws3arv997jZn1WTgTj7u7Oc5BoT3EKIP4NONpQnPSJPi5vE1dEI2IdIMfiXS+eKvfJ5yBXnxPxU8x3ABgz1aBBAy6TyWRi3ETLli2RlpaGvLw8LFmyhO+zYMECVhBfsGABAAcO4+zZs/D19YWPjw+PvaFDh3LdCcpdQcMr8CXytcH1c6W8fNfTx8txgq7q8D/pC7dqf8U95HZHgcFd2c2Q9/LKcsWU4Ir5QnRYOQd6QEAAKioqUFpaiuDgYFZlLS0txZtvvonXXnsNTZo0wZUrV/D2228jMjISM2fOZDXlKVOm4M0330R5eTnKysoYGJSUlMQvMXLe9SVLljDntgA17dmzB0FBQVCr1cySkJqaig0bNkCj0TAoLTc3F6dPn+Z0E8Ch/llaWso8yoAjwAtg+a0yewj7bwvm/+t2szaSt8/1QYv+nXIn/l1VVQWr1covUmazGefPn+f/Ag5igR07dsBkMrGKbkVFBRYsWACLxYKDBw8CcID9Zs+eDSJiAK2npye++uorKBQKKJVKBtDFxcVh6NCh+Mc//oHg4GBs3LgREyZMgNFohL+/P1599VUEBwfj2WefhVqtxr59+9CwYUOMHTsWANC+fXsug3jRES9XYkzJJyIx3uWLvJsF9Po+/v/TxMRvt9uRn58PSZJQWFjIvqKiIigUCgY7izEkSRIvqunfqTmSJPGiWj5eXTHtyPug6Jeu9A5Emo+4vyRJaNq0KU6dOoXs7Gy0atUKvXr1glarRXFxMUwmE5o3b46IiAi89dZbKCgowKlTp9CpUyfYbDZcvHiRF5arV69mXSa73c4Lvtdeew1bt26Fl5cXAgICUFxcjGnTpqFRo0YwGo0MrJ43bx6SkpJARJwismnTJtTV1UGr1fLi7MiRI/jmm2+g1Wp5Y+78+fPYsGEDVCoVA79zc3Oxf/9+KBQKnlcLCwtx/PhxJ5B+WVkZK7aLBWdVVRXOnTvn1H56vR4XL1508hmNRly6dMnJZ7FY+H5yALe4n/icPM7JQb35+flQq9VObV5YWOjEKCl+W2w0iH5XUlLCi1bx+dLSUn4esVgtLy9nn1h4V1ZW8ncF6Li6upo/J55Rp9Ph6tWrUCqVnP4niEJEGrYon7CbAcTlnxPlEClnZrOZX0D1ej1Onz4Ns9nMaU7V1dXYsmULLBYL95m6ujosXboUNpuN+5bVasWcOXNgs9l4M8pms+Hdd9+FxWLhucpkMmHUqFGoqanhOpckiddvclu1ahUzR8ltxYoVWLFixQ3+hIQEJCUlISAggOfBQ4cOobCwEPv27QPgmBcXL14M4Bpwf9++fUhNTeV+o1AosH37dqhUKm4bIsLRo0ed+rXNZmPQvLzPHT9+HHa7nedsIsL+/fuZhELYli1bnADoALB27dobwOA//fQTNBqN08v+XwEGv+0YjZqaGn7LCw8P5w5bUFAAIkJYWBgH48LCQthsNoSGhvIbcVFRESwWC4KDg+Hu7s6sN0ajEcHBwZynWFxcDL1ej5CQEPj7+0OSJFy9ehU1NTUIDw9HaGgolEolLl68iKqqKsTFxSEqKgoajQb79++HTqfDoEGDEBUVBYvFgqVLl0KSJLz66qtQqVRISkrC3r174efnh3vuuYdfKOQnEXeqKRQKDixubm6cy2cwGKBSqeDj4wNJkmC1WlFdXQ2lUonAwED2ibxVMUkJtiLAmapRBP4/0s7FxcUwm82c9ws4gq7RaERAQADvtFdUVECv1/MOBOCYaGpra+Ht7c07+fKJISIiApIkcf6om5sbL1SNRiNKS0udTnbMZjOKi4uhVCr5VMFms/HLntjJkN/jVsscHBzMZS4pKYHFYkFAQABP9BUVFTCZTPD19YWbmxuICDU1NTAajfD09GSfXq9nikm1Ws3sHFar9b9GwNHLywsdO3ZEWFgYTp48iezsbLRu3RrDhg0DACxcuBBlZWW499570aBBA+h0OqxcuRKAg8rWZrOhoqICSUlJUKvVaN++PaxWK2pqapCVlcViXHa7HXV1dcjLy4NKpWIhL7PZjIKCAigUChb8stls3I/lO1ZiUr/Vdg4JCWHhQ/F7GzduxPDhw/+ayq2337S9e/c6MTP9mSZorN3c3HiREB8fDz8/P3h6evLO6ZNPPgkvLy9UVFRgxYoV8PLywksvvQSVSoXMzEysWrUK4eHheOKJJ2AymbBhwwZkZWWhW7dujGdav3498vPzMXDgQHTu3BkqlQrr1q3DuXPn0KZNG2g0Gpw7d+6vYZept/8aU6vVUCgUMJlM8PT0RGhoKNRqNSorK1FSUoLAwEAEBwfzC4ROp4NWq4VSqWTM6J1q/v7+0Gq1KCoqQmBgIPr27Quz2Qyz2YyioiKkpqZCqVQiOjoaNTU1qKmpuSMFAP8Ky8jI4Myg22X1YPA/0TQaDYKCghAUFIT09HRYrVYMHjwYvr6+UCqVSE9PR2pqKpo0aYLu3bvzQnX//v3w8/PD3XffDYvFwjtRXl5eaN26NQ/0/Px8aLVaBAQEwGw2Q6/X108e9fa7TYDn1Go1vL29odFooNfrUVtbi8DAQH4Bv3z5MoqLixEbG4u4uDio1WokJyfj8uXLaNeuHdq0aQNJknD+/HmcPHkSUVFR6NGjB+x2O2w2G9avXw+73Y7WrVujpqYGZWVlTql//9+sHgx+Z9m+ffvQv39/AOBdafGy+b9oQqvGarUiOTkZjRs3xqRJk3hDaerUqTCbzXjiiSfg6+uLEydO4NixY2jQoAFGjhwJd3d3XLx4EZs3b0ZMTAyeeuopAMDJkyeRkJCAZs2a4f7774fJZMLRo0dx/PhxxMTEoEOHDjCZTEhPT0d2djYaNGiA6OhoWK1W5OXloaioiIHfgsqzrKwM3t7eCAwM5M2WyspKuLu7w9/fnzcPampqoNFo4O3tzSe4er0eKpUKHh4eTPVtNBp5o020sdgBFxs/YvMBcE79+b0+Od2tK60JuU9QrZrNZo7J4sRLnDy48smpk+U+eRaHIPcAnLMZbpdJksSbmAIgrtFooNPpUF5ejoCAAMTExDDAOjMzE4GBgejUqROUSiVKS0uRlJQEf39/DB48mE8BEhMT0aBBA4waNQpqtRp79+5Famoq+vfvj1GjRsHHxwfTp09HZmYm3n//fbz66qvw8PBA06ZNcenSJSxevBhPPvkkP+eDDz6IdevW4eWXX2YNJgD46KOP8O6776JXr16YNWsWKioqsH37dnz11Vd8wl5bW4v169ejpKSEN8kMBgNT5fbr1w82mw3V1dVITU2FWq1G69atYbPZoNPpmCY+OjqaabAFZbZIZ7Narbh69SokSXICuwvq5pYtW7Jq+rlz5wAAnTp1Yp84LerZsyf3h/379wMAa+VIksSbHdnZ2Zw6fNvszwB63MzkQJQDBw7QqVOn6NSpU0yrlpCQQCdPnqSTJ0+ykuKSJUvY16JFCwJAX375JZ04cYJOnDjBoJ/33nuPjh49SkePHqV+/foR4ABLJyYm0v79+xlMPHHiRNq6dStt2rSJevXqxaCypUuX0oIFC/geY8aMoenTp9OUKVOYDnP06NH0yiuv0CuvvEJBQUEEgCZMmEBLliyhzZs3sxL3wIEDGfRDRAyEvXLlCvuEamavXr3YJ4Cm7u7urO4oFFgDAgL4c7t27SLAAVoWJkBJvXv3JpvNRmazmZWg+/btSyUlJVRYWMgKqj169KCcnBzKysqib7/9lgBQfHw8paen07lz52jhwoUM0Dpz5gydOXOG1qxZQwAoMDCQTp8+TSkpKQwQV6lUlJycTMnJyQyivb6dBTBa3s4C5Lh48WL2CSXa2bNns0+01bvvvsu+ESNGMFAtKSmJkpKSWN32kUceYV9iYiI/T2JiIiUlJdG0adMIAN111138uTlz5hAAat68Od9DAMVCQkLYJ1TT1Wo1+wQwWpRZ+EXf3rBhA9eD6NtLly7lOhMK8F999RWlpKTQ6dOnqXv37gSApk+fTqmpqXTmzBlWSH/jjTfo3LlzlJ6eTg8//DABoBdeeIGysrIoJyeHnn76aQIclJmFhYVUUlLCyrsvvfQSmUwmstlsDMqUq7yOHTuWANBnn33GPjGmli9fzj4x9n7++Wf2CUIFOSiQiBh4mp6ezr7XX3+d22r79u20fPlyev/997keJ0+eTK+88gqDScVzfvDBB6yG7uXlRfPnz6clS5bQu+++S4CDTnrjxo20detWVqyNjo6m/fv3U2JiIgPgw8PD6ciRI3T06FFuZwEaP3HiBBMBqFQqbk9BGQo4FL+F/2Z9e8mSJXTq1CknCtL8/PzfFzzr7baaiL1yZXAB3vf19WVfRkYGf85sNpPRaGTQuFKppOrqaqqqqnIixMjNzaWLFy9Samoq+3766SdauXIlff/99+x78803acqUKTRx4kQGgL700kv0/PPP04MPPshzw0svvUT//Oc/mS66WbNm9O6779Lbb79NY8aMIcABMn3xxRdp0qRJNG7cOCYpmT17Nl28eJHnl7y8PP5bRkYGl/Oxxx4jwEEwQUQMZNdqtaxkLGJeZGQkf2/9+vUEOIOtv/rqKwKcVbsFUcmECRPY98EHH/AcLcyV4vQXX3zBcUOYIH2Qk1oI1fWBAweyb8OGDQSAunbtyr4/CwwuALe/BgYXgH05GLxRo0YEXAMOExETg2zfvp19Iv6uWrWKfffddx8BzorrTzzxBAGgTz75hH2ulLzfeecdruvS0lLKy8vjzz3wwAN09OhROnDgAM+nw4YNo/3799ORI0dYiXvcuHGUk5NDBQUFTALw1ltvkcViIbvdzvONHDTuSun9s88+IwA0duxY9olxMXz4cPZ9+umnBIAee+wx9gl6aAH6FqrZwvfll18yuYJKpaJRo0bRuHHj6IUXXqAXX3yR+/4333xDZ8+epcrKSrLb7Tz3yoH2gnBHrkgv5u3du3cTETEJhLyPCLB748aN2ZeUlHTD2Dl37hyvr4S5+j1XyuBlZWVcbgGKd6UMLl+D19TUEBGRzWZj3/8EGFyejxofH8/pLuJtvE2bNjcAMePi4tCxY0cA18CpTZs2ZWCnOCFp0qQJ7rrrLgDXgMwxMTHo1asXAHD+XJMmTTB06FAAjry1gwcPonXr1gyG27JlC86fP4++ffvi2WefBeA4Vj98+DDGjBmDUaNGAQBOnz7Nu2BCYVzk0wlKUMDxRip2N0TuOP07xQJw5KhmZGRApVLxjorBYEBGRgbi4uIYeFdRUcEpQaJ88lQtAT7W6XSMxRD1a7fbOT1IAJ7VajWD0MXbs1arRYsWLQBcA/hptVq0adOGf0d8t127dgDgJO4m8uflx46u2rl169Zo0qTJLbWz8Il2jo6OZp+oh4iICHTq1AnANTXOsLAw9slBuB06dICnpyfndvr6+vLnRH16eHjwPUQ7ajQa9onUGYVCwT75aVL79u25PeRlvr5vN2/enOtM9I2YmBjOKxW/ERUVhbZt2/LzinK2bNnSyRcSEsL1Kn7P39+f+5oYf15eXrz7JvLLxb2AawB4Ub8AOD9W9Eej0cg7KL6+vsjOzobNZmMxqbCwMNhsNi6/h4cHKioqnE4x5AD/wYMHA3CMh/feew8BAQH44osvADh2Wb799lt4enpixowZAICjR4/iyy+/RHBwMCZMmADAIWgknlukJYky+/r6ok+fPpCbp6cnunXr5lRfGo2GY4u8b4t2lvft9u3b31Lfbt68OTp06ODUD/+/nOz+t9lvAb/FvxUKBe9Mi34sJ92Q5z2Hh4ffoAR/9913IzQ0FETE88xrr72G4OBgZGVlYd68eVCr1ZgzZw4A4PLly1i7di0AsG/r1q3Yvn07PDw8MH36dACOrIHVq1ejpqYG7777Lsf7yspKJCQkoKKiAk2bNuXymc1mtGvXDikpKRgzZgy6dOnilA47f/58Pp0XgrKff/45unbtynn+eXl5uHDhAsLCwhg8LJ+bRDyX9//rBXSBmwPE/xMFcbrFRI0/+3N/9Ldc9bv/5J4368eibYFr8T4wMJDXUkKwrmHDhhw/N27cCABORDYifqrVaicRSsAZmyT6gJxoROCO5Erdov+JFG0AnJrcoEEDFBYWori4mEHfu3btwrp163D8+HH+/KOPPupUD1arFevWrXNZR88//zz/28PDg+eplJQUzJ8/H3FxcXw6IOZiADfgBF2B2F3Vw5+NE/ytvvKf/Pafbf/TYHBXoCZXwc5VUBRsC5WVlTf4BE6gtraW8/bLysqwYMECFBYW8gINcHAeV1ZWoqKigp+jrKyMGR7k1rJlS8ZMCFxFv379EBER4ZTX/9lnn8HHx4fvXVxcjBMnTsDDw4OfV6/XQ6/XQ6PR3HIw/zMCd739+eYqYLgKWvLgJl52BUitrq4O6enpqKurY9DdxYsXsXDhQtTU1LBexU8//YSNGzeioqKCP3ffffdBp9M5jZlBgwbd8JyvvvoqXnvtNfj7+yMwMJBfXt577z106NABDRo0YKKDsrIyFBQUwMfHhwO3XGlc9GP5RORqwnKVwnAzFfC/mt2j3u5cE+OFiFBZWemk7g04XsglSeIFiFiki/SQ6+368Sn6n9AcEN9xNY7FC4w8RosXGIPBAIvFArVazbghASwVn2vWrBkyMzOxY8cO9OzZEyaTCV26dEFCQgLrOp06dQonT550mtMEE5zcjEYjZs+e7eR79913byiv2KASlp2djfj4eAQEBPBYTU1NxZQpU+Dl5cUA8czMTKxduxYajYbJUAoKCnDw4EEolUpeXJaUlOD06dNQKBS8oVddXY0LFy5AoVDwxphOp8Ply5chSRIDZA0GAwoLCyFJEjPamc1mlJeXQ5IkBs2KNBc5wN9ut/O/5W0v/i1etsTf5W0m/i4IAkSMMZvNTsQcAJwUt0U/MJlMfB85sYvwiXtZLBb2iVQsq9XqBPi+3icHqMs1ueTPBNz6WkqY+K7VauVn0ul0yMjIgMFg4HkkPz8fa9asgV6vZ4D1mTNn8M9//hN6vZ7Tj/bu3Yvu3bujtraWvztr1izMmjXL6b5iI1n+3M2bN4eXlxeSkpKg0WgwY8YMZk/Lzs7GwoULATgY4MxmM/Ly8m7YDJs/fz7mz5/v9NufffYZ1q1bh9DQUJ7XVqxYgV27djkBtVetWgWNRoOMjAwAjvY8ePAg1Go1b3RarVacO3cOCoWC+7/NZmNletH/7XY7zp8/DyJyukdqauoNyuBHjx5lzRJhe/fuhUajcdoQ3bp1K9zc3Jz67F+BTflLweBt27blDisqq1WrVrwLmJaWBrPZjObNm/Ni4sKFC6irq0OTJk34d7KyslBTU4Po6Ghm5sjJyUFlZSUiIyMRGhoKSZJw+fJllJaWIiIigkGcly9fRlFRESIiIpjiNDs7G8XFxfw5u92O7OxsVFRUICQkBN7e3jCZTCgrK4PRaHQKIL/XxAuESqWCu7s7rFYrTCbTbc2hFM+rUCjg7e3NolNCxKhhw4YsFFhQUAC1Wo2YmBjOHc3JyYFKpWKxHYvFwgwi4pQDAAvKiHaWJAmnT5/mPH3RzmfPnoXZbEZcXJxTO+v1ejRt2pR3fi9evIjq6mpER0fzzsvly5dRVlaG8PBwPsnIz89HUVERQkNDuU3tdjvTnHbs2JHZY3JycnhiBhwT18WLF+Hh4cGnBWJRLj/FMZvNOHPmDCRJYvpkImKGsfbt23OATklJ4b4tFsDnzp2D2WxGs2bNeDc0MzMTBoMB0dHRnGN8+fJl6HQ6hIeHw8fHB3a7HVevXkVtbS2CgoJYRKysrAx6vR5eXl7QarWw2WzQ6/WwWCz/Uf+8FZMkCW5ublAqlbBYLDCZTH/KPVUqFUJDQ6HVamG1WnHlyhW4u7ujdevWkCQJ1dXVyMjIgJeXF+8wlZeXIyMjA97e3mjVqhUAx0ZAZmYmPD09uU1ramqQkZEBNzc3/pzBYEB6ejpUKhX/nsVi4ZcueTuLU5t27dpxDBN9u2XLlty35e3s6ekJu93O42L79u18ilNvf7/t2LGDac//ExOnySKGAo7TPQ8PD3h4eODcuXMgIvTq1Qu+vr7QarW8yzpq1Ci4ublBr9cjISEBkiThwQcfBADGOQGO3G+r1QqdTsd9MTQ0FHV1dairq/tduBKNRoO2bdtyfL377rvRr18/KJVK7N27F7t27UJQUBCGDRuG9PR0JCUlQalUokWLFrBYLMjNzYXRaOQNjXr77zURt8UGp1arhdFoRGVlJfz9/REVFQWVSoWioiIUFBQgODgYISEhMJlMKCoqgk6ng0ajYTHX22kCY1NXVwd/f388+uijqKiowMqVK+Hr64vdu3fj8uXLePrpp1FVVYURI0bgwQcfZBKVyZMn4+LFixgzZowTA1VdXR06d+6M9PR0jBkzBg0aNMCFCxdw4cIFZkX7X7bz58+73Pj+U+125WQJq6qq4lyw/7VLkiRyc3MjwJEfe88999D48ePp3XffpQkTJpBKpSIA1Lp1a0pJSSGDwUAXLlzgHH4h0icwGQqFgpKSkig9PZ1z5vv27Uvff/89zZw5k7y9vQlwiKqNGDGCunXrxs8SFRVFQUFB/Nv1V/0lv9RqNQUEBFBERARptVoCHHifYcOGcS444MDDfPPNN5yT27lzZzp79ixlZ2czzkRgNg4cOECSJBHgECI0m8106dIlGjp0KP/eyJEjadq0afTMM8/QyJEj+Te0Wi0plcq/vV7+ymvNmjW3O9zW2+8wIdj4v3Z5eHiQv78/hYWFMY4oPj6efvjhBzp16hTjCgSeITAwkKqqqqi2tpYyMjJ4Dlm2bBmZTCYWIxPjXohkPvDAA2Q0Gqm4uJixCN9//z2tWLGCxdz8/PzohRdeoCeffJI6derE9+vVqxfdddddLNLr7e1NsbGxFBMTw9gud3d3atCgAYWGhpKXlxcBDuE2f39/8vX15edUKpXk7u5Obm5uPOdKkkQKhYLjU/31115KpZJ8fX2d+mB0dDT16dOHhg4dyhjYQYMG0euvv05Tp07lPvTOO+/Q+vXr6bvvviMA5ObmRnl5eWQymbi/TJ06lT755BMWTRXtfitXeHg4z0sbN26knTt3EuCYI+V4hbNnz3LfPHDgAK1Zs4YxGyqVisaPH0+PPfYY9e3blwCH0GC/fv2oR48e1KxZM372Zs2aUePGjSkkJITrJjg4mAIDA7nMkiSRn58f+fn5OQlxBgQEUGBgINcX4BASbtiwIeMBAQcWpGnTphQbG8u+Vq1aUbt27Rj/A4A6depE3bp1ox49erBPjtO6XXbbXzT0ej0XaN26dbRt2zbatm0bL9AXLlzIvtDQUAIcqsjCJxps2rRp7BMB65VXXqEtW7bQli1buLHHjx9PmzZtok2bNjGIdsyYMbRhwwZKSEhgMNXIkSPpl19+oV9++YWVl++9917auHEjbd68mUaPHk2AQ3X08OHDlJSUxIqZ48ePp9raWrLZbLRu3ToCrqkn2+12ysnJoZ9//pnGjh3rNABEQBQBUpIk6tChAz3yyCM8gB555BHKzMykjRs3cgcSNnDgQK4zIiKj0ci/XVZWRkTEKq+hoaGk0+mooqKCfv75ZwJAsbGxlJmZSenp6TRv3jwCQE2aNKETJ07Q0aNHGYwVHh5O+/fvp3379tGCBQsIcIAjd+3aRbt27WKVZYVCQTt27KDt27fTpk2b+FnWrl3LbSXKunDhQtq6dStt3bqVwsLCCHCAFEX7NW/enAOI8AkV2pdeeol9og6eeOIJ2rx5M23evJkXyvfddx/7hKq1eJ7Nmzfz5NehQwf+nAAix8TE8D0EQDwwMJB9S5Ys4QAjfL/88ovTPUT5RN9etGgR14MIMnPmzKHt27fTjh07OCh8+OGHXLdCIfatt96iffv20f79+6lPnz4EgF577TU6evQoHT9+nBfzr776Kp07d44yMjIYKD9t2jQqLy+n2tparq8lS5ZwPxJ9TYART548SYAD/C5MjJOPPvqIcnNzWa3X3d2dxo4dS7169eK+rdFoyNPTk9RqtVNAHzhwIC1dupTOnTvHYDW5YrDdbqe6ujoGevbu3ZtOnTpFR44coTfffJMD4+bNm2njxo0MYu/QoQOPXQFmbNeuHSUkJNCGDRvorbfeIsAB9BSxQCyOoqKiuP0ESYK/vz+307Jly7idhU+ASW8lhom+LWKYvI/k5OTc3mBbb7/LBNjZz8+PTCYTmUwmOnXqFAGgoKAg0uv1pNPpeHz4+flRZWUlVVRU8CJEqVRSYWEhFRQUOKnAHz16lI4cOUJ79uzhfvLZZ5/R/Pnzae7cubwAnjJlCs2ePdtJ4f7LL7+kr7/+mubOncsLqY8//ph+/vln2rRpEy8wFixYQBcvXqSCggIGZMfFxTmVUcTqpk2bMlmJ0WikgwcP0rRp035zY0qhUPAGV0BAAL3yyiscR319ffmlRczJQjFc1K2c0EQoRPfp04d9YjEpV24Wit8PPvgg+8TcdN9997FPKKwPHTr0hnvIVagFkUeHDh3IarWSxWKhvXv38pxoNBrJYDDQ8ePHOQ7q9XrS6/Xcpmq1mnQ6Hel0OlZpFvNubW0t1dbWsi8rK4uqq6upurqaF40nT56kqqoqqqqq4vi7b98+qq6uppqaGmrVqhUBDgKR2tpa0ul0DHpetmwZ31uAnL/66iu+ryAG+fDDD9kniEHefPNN9gm18GeeeYbKysqouLiY4+xDDz1E586do+TkZI7RgwYNoh07dtDWrVuZKGDw4MG0Z88eOnToED366KMEgJ5++mnKz8+n8vJyJiaYPXs21//dd99NgLNit1BHP3ToEBERFRcX85pIAJbF3NynTx/6/vvvmdzn1y75Wqt///5033330cCBAykmJuam3xNXREQEzZs3j+O0WNt16dKFnzs5OZkAUMOGDdknyHHatWvHPqEw3rFjR/YJgppmzZqxT5BFhIaGsi8nJ4cAx4aBMFE/wLUlu3wT/2bAb4vFwr6Kigr+vvAVFRXR7bbbjtGQ50kPGDCA804FSKZPnz43gFm7devGwCSRRtOxY0c+5v7qq68AOFJ07rnnHgBgfv0WLVrg3nvvBeA4GgeA2NhYjBgxAgBw/PhxJCQkIDo6Gvfddx8AR8rPunXrEBERwYDS5ORk/PzzzwgMDET37t0BOFIfAMcRnpeXF2w2G+d6XrhwAYMHD8bJkyedhFTkJrQrhNG/U29E+o0ox8qVK7l+Ll26hHHjxqFDhw4MNhICOFqtFn5+fqiqqkJxcTECAwOdAOKenp7w9PTkFCO73Y7Y2FgA14DfciAs/Tv1RavVMghMrhY+YMAAAGBsiCRJnKsvz98fMGDADcq4rtq5e/fu3M4ffPABAAdNm2jT7777DoBzO4uUg7i4ONZbECJyMTEx7JPjbYYMGQJPT09ul+DgYP6c6J++vr58D9Ee7u7u7BNgcKVSyT557uOgQYO47uVlFmBwUea77rqLFUbF59u3b891KzAJrVu3Rt++fQFcE+6Skx+I+o2KiuL0IJHnHRwczL8j6kHci4huAN0JgHdoaCjmzZuHixcvMvXdBx98gHfeeYfLaTAY8NNPP0Fugp/8etu1axd27doFwIGraN++Peea6vV6mM1muLu7c3pZcHAwpyuJvPFGjRpxW4l+FxUVxWNX5KmGh4dj5MiRAK7lJwcFBXEsEGPHx8eH20+koLi7u3NskYP+hU/ezr83hsn7oQDp1tudZQqFgvugGEMKhYLbUvxXoVDwfCSP44J4QZ7n3bp1a1bMFukoI0aM4Pg7efJkWK1WPPPMMwgPD4dOp+Nx9vTTT/M9P/nkE+j1egwYMIAJLJo0aYKCggJ4enoyyFvE8IsXL8JsNnN5hgwZAjc3N2RlZeGFF15ARkYGjhw54vT815tWq+W8bbkIWEVFBZM1AI60Uy8vL7Rs2ZJxH+vXr0ejRo043lRWVrKGkyiT/N6ivuXx43pgMXAtTv8WQFwuVipMjokRvyMH6Yq0R5HSCuCGtpckidN85ffz8PBwIgYgInh6enKMEM/j7e3NMVv45J+Tq3aLfiM+5+bmxvcWn3Nzc+PPibJotVr2ifaX++QK9mJOEe3k4+PD84gg/wgLC+P5XaR/NmzYkCmhN2zYwN8Velri+eRYuOvVvYmIY7nQqTpy5Ajf8+uvv8b58+c5bfDAgQMMUBfm6ekJvV4PSZJw7733wmazsUBsv3790Lt3b3h4eCArKwu7d+8GAHz44Yd44YUXkJqaiuTkZKSkpCApKYmxE/n5+Zg4cSIAoHHjxk6AeUHKI+YbObHHzXCCrjCBvwUGp1tMQXb1HVdioK4wYXK71fv9J3bHg8Fd2a2Clm+mFi4PYiLQyBcUYlCUlZUhNTUVJSUlrOa9d+9edOrUCenp6Rw0y8vLmQFHrVajbdu26NSpEzp16gSDwYCXXnoJkiRhw4YNaN68OYqLi/HII4+goKAAUVFRGDZsGJYvXw6dTndD7uuSJUuwZMkS/v8vvvgCy5cvR0REBC+qZsyYgY4dO3IwEcqcvr6+/Izy8v1egLir+q+3P8d+i/XGFfBbBDL5hCnaV+RR63Q6fqlISkpCQUEB8vLyuM+MGjUKV69eZaDl2bNn8cwzzzg9m8lkYjCrUqnE2LFjkZaWhuTkZLi7u2P58uVo3bo1amtrMXDgQFRVVWHy5Mno1KkTg0+Tk5Oh1+tx6NAh/t3Zs2djzpw5aN68OffZq1evYtu2bQgJCWH2J/nkL8onxivgmt3jZkG+vu/WmzA5rkFoKsgXvET0u7BH8k01+W+LfngzpWVXOgvAtXlILNaIiF9YU1NTERERgZKSEhQXF0Oj0cBsNmPo0KGoqalBQUEBiouLOX58++23/LshISHo27cv+vTpg5UrV+LQoUNo3749Dh06BJPJhOXLl+Pll1+GJEl47733kJKSgg0bNsDHxwd9+vTBwYMHUVVVBYvFwotQAFi2bBmWLVvmVIeDBw9GgwYNuAx5eXmYP38+3N3d+btFRUXYv38/1Go1k6lUVFTg7NmzUCqVHMdqa2tx6dIlKBQKfrkxGAwoLi52AnmbzWZUV1c7KSPbbDbGk4m2sNvt3M63uq74tUWh6Cuu+suvff+P2m/Nyzd7ht/67q2qhV+/hhCisYBjPZSSkoKamhpWXN+xYwdSUlJw9epVfpEdOnQoYxABB4unfGMLcGyqqdVqlJWVwcPDA76+vk7q2Zs2bXL6/L59+1i9W16mjRs3oq6uDgMGDMBzzz0HrVaL6dOnY+rUqYiJicFjjz2GvXv34tixY7h06RLrVmzduhU+Pj4IDQ11IgmaMmUKPD09kZWVBcDx4r1u3TpotVrerKyrq8OpU6egVqv598T8rFAouF/b7XauJznwW4jCCh/gwKkSkZMKeGZmptMGAeAA2nt5eTmt8Y4fP87YT9Ff/yeUwWtra/mt/e677+YFwe7du2Gz2dCrVy8OpomJiTAYDOjatSu/MR47dgzV1dVo374904kJRe5WrVrxm/TZs2dRWFiI2NhYNGrUCESEzMxM5OXlISoqCo0bNwYRITc3F7m5uQgJCUFUVBSsViuKi4tRWFjIJwAGgwF6vf6WANpCrbyurg4tWrTA0qVL0bZtW14MERGys7Px6KOPIikpCe7u7qxWrNfrkZeXB7vdjqCgIPTu3Rvr16+HUqnEvn37sG7dOsyZMwdBQUHo1asXzpw5wywFf9SEYq1SqURVVRVUKhUaN24MlUoFi8XCisrx8fEcpE+fPg2VSoUePXowGPzw4cMAHDu8osOKnYMBAwYwde/OnTths9nQt29feHh4QJIk7Nu3D3V1dejRowcP3EOHDqGqqgpdunThnfYTJ06guLgY8fHxDPI+ffo0rly5ghYtWvDuYHp6OrKystCkSRMG+tpsNt6VHzZsGJRKJfLy8pCSkoLg4GCmOC0pKcGxY8ecqFCrq6tx4MABuLm5YeDAgQAck9nu3buhUCh4R9xut/MuyuDBgznw7tixAzabDX369OGF8oEDB7hv+/j4gIhw/Phx1NbWol27dvD392dGiaqqKjRr1gyBgYHMRlFVVYWIiAj4+PjAarWioKAAer0e3t7erO76nwaM0NBQdOzYEdnZ2cjIyMDQoUPxySefYNCgQSgqKkK/fv2Ql5fHgbVhw4bw9fWFSqVCXl4eqqqq0KBBAyQkJLCAkGiLjIwMvP7669i2bRuLackZfn7NJEliUK3FYkFVVRX8/PwQHR0NpVKJ8vJyXL58GYGBgWjVqhUkSUJpaSnS09Ph7++PDh06QJIknvi8vLz4hLKmpgbHjh1zOsEzGo1ITEx0Oq2z2+18MvN7Y5jNZuNxsXfvXvTr1+8/aqN6+/Nsw4YNfDJ2M5O/bGg0GmbrERs4gYGBTPEpGGPatGkDb29vuLu7IzExERaLBQMHDoSvry8kScK6detgt9tZmMxsNnMf69ChAy/asrOzYTKZ4OPjA5vNhrq6ut+9Ayk2Ctzd3TFr1iz079+fiT2MRiNWrlyJZ555xukF52a/0717d9x3331444034ObmhkWLFmHr1q348ccfeUdevjD6bzRBZiLmO8B5g0Ms6OSUpnKaUxH7xCmXh4cH9xudTscnH2LO0Ol0sNvtcHd35+8aDAbY7Xbuc4DjBUqI+MkF+2w2mxPNrMVigdVqhUql4pdY4VMqlU4sZ8Kn1WpZvNFkMkGj0bDYsMFgQHV1NTw9PREUFAQiQlVVFWpqapja/2anZLdqERER6Nu3L86fP49Tp06hW7dusNvtThS2wjw8PNCoUSNkZWXBYrEgJiYGY8aMgdlsRmFhIdatW8eq5/KTZcCxbuvevTuf7q1YsYIlC2pra3Hw4EFMmDABhYWF8Pb2dlrU/6/ZqVOnOJPgttltSMdyMrmAyH/rFRoaSm3atGHMgEajodWrV1NmZiZZrVZKT0/nPNwvvviCioqK6KeffqKnnnqKoqKi/tA9PT096amnnuK896SkJDKZTHyfdevW0ZYtWziPs3PnzvTwww/TwIEDOf83MDCQgVj11/+vy83NjYKCgrgv3HXXXTR69GgaNGgQAQ6sQkJCAh09epT7VFpaGlVVVTFYfOzYsdSgQYM/dP/AwEAaPXo0/fDDD5SVlcWCk4Ajj9tut9OVK1doy5YtDDZt1aoVtW/fnsLDw1lU6X/pqgeD31kmcA3/rZdaraamTZtS9+7daeTIkdSkSRMCHDiGDRs20MmTJ6mwsJD0ej35+voS4BCc1Ol0tHbtWnr44YcZZH395eHhQQ0aNGDh2ZtdQ4YMYYEywCFYV1VVRU2bNiXAgaWcNWsWjR8/ngDH/DlixAgaOHAgi+V6eHhQixYtKDY2loKDg/lzISEhFBQUxFgVpVJJnp6e5O7uznOjJEn1oO877NJqtdSwYUOKi4vjdho0aBA9++yzjCmJiIigPXv20Pnz55kA4MiRI1RQUHAD3g8Ag6UBB0Zi8ODBjMvw8vKigQMH0kMPPUSPPfYYfy4+Pp5qa2spLy+PlixZQo899hjj6ORX165dae7cuU5gcPFMKSkpVFlZSSdPnmRxxLi4OHrhhRdo3LhxvC4MCAigHj16UKdOnXjd5+bmRhERERQSEsJYJ0mSSKvVkkajccKVKBQKvoRPqVSSSqVyqg83Nzfy8PDgMSHqxt/f3wk0HhoaSuHh4Ty/Ag7Mb7NmzSguLo59KSkptz3W/qVg8B9++IGWLVtGy5Yt48XNrFmz2CcCzNSpU9kngDyvvPIK+9q1a0eAQ2F0+fLltHz5claRHjNmDP3444/0008/MXBq2LBhtGrVKlqzZg2z6fTt25e2bNlC27dvZ/Boly5d6MyZM3Tx4kUGccrB2DabjdXB9+/fz/6qqip69tlnuRNd34nVajX17t2bnnvuOQa8azQamjp1Kh07doxBrkqlklVDr78CAgJo0qRJrKAtGKtmzZpFgLMCa3R0NAGgw4cPExE5gdcuXbpEmZmZDHTy9/engwcP0r59+xiY5+/vT5s2baINGzYwYNbT05NWr15Nq1at4s9JkkQ//vgjLV++nBYtWsT3+O6772jJkiW0ZMkSbueZM2fSokWLaNGiRdzO//rXv2jhwoW0cOFCBoe98MILtGDBAlqwYAG1bduWAAfwe/78+TR//vz/Y++tw6Lcuvfxe2boRhFERQULxVbs7sJW7Mb2iN3d3Y3dYIAFKtiNXYgCooKiUlJSM+v3x/z24nlgPPF+Xt/3nPfrvq59neNiZp7Ye6/Ye933YraEzp07s0xUy23WrBlt376dtm/fzvcNgDZs2EDbt2/nSqYuLi78XQEmdnBwYJmoNm1tbc33IiqU6unp8T1LK/xu3ryZdu3aRbt372bjvHz5ctqzZw/t3buXFcDcuXNp//79dODAAR7rKVOm0JEjR+jo0aNcdXT8+PHk6+tLp06domrVqhEAmjhxIl2+fJmuXbvGFboXLVpEoaGhFBkZyd89e/ZsnrX37ds3IsphjBGVVkXlagsLC5o4cSKPQ+5eoEABDlpbtmxJd+7coc2bN5O1tTUBWkdhyJAh1LZtW53Oi2CYatKkCX369InnamxsLCvWDx8+sLxTp078fOHh4fT8+XMGJHbr1o3Onz9PZ8+epUGDBhEAql+/Pnl7e9PRo0cZzFihQgU6ePAgHThwgCZNmkSANsASOmPBggU8zkK3CGC6np4ey3bu3KlTh4mA7Pd02I4dO/i7/wl2j1/tzzcB7LS1tWWQd1BQEAFaZpcvX77Q58+fuYq0tbU1vX//nt69e8fAYQD04sULevLkCYPGAS3w9cSJE3Tw4EEGBE+dOpU2bNhA69evZ8dh4cKFtHPnTtq3bx/Ldu7cSQEBAXTp0iV2YhYvXkzh4eH06dMn2rx5M69DaROMOB4eHjK5Wq1mwpPixYvnAYAXKVKExo4dy+BepVJJo0ePpvnz59PgwYN5PRsaGvLGg66NAKHrV69eTRqNhtzc3NgeEBFFR0ezLhDAdF1A2qNHjxIgB40fOnSI9Ydo3t7eBGhJJETz9fUlQLvxlp6eTmlpaUxU4uLiQomJiRQfH8/XLVq0KH3+/JliYmIYrGtlZUVRUVH04cMHHlOFQkHv3r2jd+/ecaV4QLs5ExkZSZGRkTx+t27dooiICIqIiGD96O/vT2FhYfTmzRsGg3t7e9ObN2/ozZs3TIaye/duCg8Pp/DwcB77jRs30tu3bykyMpIB0UuXLuXrCuKOGTNmsEzoSk9PT5aJ6vNDhgxhmQD29+zZkyIiIig8PJz9ITc3N3r+/Dk9fvyYP9e8eXO6d+8e3bt3j32eLl260Nu3b+nz58/UvXt3AuRgcGH7Xrx4QUTE+rRVq1ZERPT69WvWuf369ZPNTzHPjIyM2FH/K93ExIS6dOlCBw8epMTERCLSEvYEBwfzvJb6bHp6euTm5ibT2ykpKfwswn5KK4ULwpx27drlmZvSOSw22ypUqMAyQT5RuHBhloWFhRGgDZ5E0wUGT0lJyXOPP6r4Ld7jx48fWSb8lPfv39PPbj890JAyIwlnh4h40oSFhbFMBBW3b99mWc2aNQnQ0meKJgIILy8vlgkncsmSJSwTjArjxo1j2dq1awkA9ejRg2UiqKhduzbLRBl4AwMDUqvVLBe0s+7u7jRt2jSqUaOGTqVbsGBBGj9+PPn7+8sm6tevX2XUYo6OjtS2bVuOsq2trZkpyMLCgoOG3N3Y2Jg6dOjAxqFs2bLM7COc0JMnTxKR3OFMTk4mImI2DWtra743QbMrZR8SStXS0pJlnz594gUqWkZGBl8jISEhzzi/efPmL49zu3bt2PDmHuelS5fmGefx48ezTNciFIxCUgMdEBBAAKhKlSosE4u/SJEiLHv//j0bW9G+f//O1xAMD0TEOw3h4eEsE0GFYHoiIqad8/f3Z1mDBg0IAB09epRlYj7s27ePZYJlTfo5saMpAkwxhw0NDUmj0ZBGo2E2tZYtW1KPHj04cM7dra2t2SC6uLgwQ5aZmRm1bt2aKlasyAra0dGRjQgRUWZmJt24cYPmzZvHBjR3L1euHI0ZM4YNWPny5UnahJEVLDZERCNGjCAANGfOHJYtXbqUANCAAQNYtnfvXpkhI8phAZGOs3AipOP87t27Pz3OwlD9ng7TNQ9/tb9HEwx99vb2LAsODiZAu/EgmmCYsrGxYZnQgVLDT0S8QxkVFcUyQeks3TnUpSNEQPL69WuWdejQgQBtgCuarrlMlDPv69SpQ8ePH6epU6dSkyZNZHSZUrszadIkunPnDqnVaoqPj6eVK1f+JWfOwsKCfzu3DbS3t+ddUw8PD0pPT5fZIbGOdDHx6LLHuoKK3IyPRMRBhaurK8tE8CjVMffu3SMAVKxYMZYJW2dlZcWymJiYPOMs9WmE80pEHGi9e/eOZYJt8NmzZywTOuLWrVssE5unAQEBLBO2QHoSKpgFd+zYwTIRVEidexEEzJ07l2Vis2XChAksE8xOw4YNY5nYvOzbty/LdPlNS5YsIQA0cOBAlvXr148A7SabaLnnumAwbNKkCU2fPp0qVKigc37VrFlT58mGs7MzszMaGxvT/v376eTJk7Rnzx6+vkKhyHNyoa+vT61ataJt27bxcxcvXpzev39Pa9as4Q09aTcyMqL58+fTuXPn6PPnzxyEjR07lp9PF3OaYD9r3LgxywSNbsWKFVmmywa9efOGAC2trmh/NtDQaDQs+/LlC39WbPRFR0ezTMzXyMhI+tntHw0G1yUjHWBwKYBJmq8omrQyuKgUKvItMzMzsXDhQnz69Alv3rxhNpyjR4/Krl+qVCnUr18fYWFhuHbtGmJiYvDw4UOMHz8eUVFRuHz5Mi5duoQrV67I8leloCNACzISubpJSUlc6C40NBTVqlWTVdwUrA+AtuiKiYkJHB0dGSS3Z88exMbGMrYF0AKJSpQowe9BCh7SBfj6VS3857c/Yo/QVelajJuBgQEyMjKQnJyMb9++AdDiWF6/fs0FC5VKJSpVqoSIiAjOVRWMbKLZ2dmhXLlyuHz5MszMzNCyZUsuaiRYqQBtLrG/v7/su2/fvkXNmjVRv359NG7cGE2aNEGFChWwc+dOrpBavnx51K1bF/fu3cPjx4/x8uVLJlcAtAU369evj1KlSqFUqVJcQVytVuPr16+wsrLiqqfSyuBiHUvBtLrA4Lre9e/JfrX//aZrrQnZnwXM5m4qlQrZ2dk6weB/xJgkWGukgHSBAfjy5QsiIiKQkpLCjD1v377FokWLEBUVhQ8fPvBau3XrFrP4iGZsbMzAzylTpmDJkiVQKBR49OgRhg4dikOHDnGOvcBimJmZYeDAgShWrBjUajUWLVqEpKQk/rsUY6XRaNC0aVMEBQUB0IJ6BWB3x44d8PLygoODA+NdPD09UaRIEf6N2NhYnDx5EkZGRswClJCQgIcPH0JPT49/S1QBV6lUrO/S09MRHx/PWDVAqxdEFXcxVn/0/n/vcwAYNK6L2edH3/+93/xP21Rdv/17813axN/VajXS09ORnZ3N81QUUv3+/Tvi4uIAaG3Qtm3bZFW3e/bsiZiYGGb2u3TpElcDB7RztFOnTjh06BAAyHAZLi4uePHiBfLnz4/8+fMzRtTR0RGnTp2Cra0tjI2N4ePjAwCYN28eZs6ciYcPH+LkyZM4efIkXr58iYCAAGYPBcBEBZ6envD09ERISAgOHDiAbdu2IS4uDunp6Zg9ezZ/XrB0Xbt2DZMnT4aVlRX7hJ8/f4a/vz+MjIy4oHFaWhpCQ0Ohr6/PTJ9qtZrnq8B+EBHbZmk1+uTkZBCRbK3Fx8fLPi+ubWJiIhvjqKgoxvmI8QsPD2c8kGj/E2DwlJQUHhx3d3d2CI4cOYLs7Gx06NCB/+7r64uUlBS0bNmSqcUCAgIQFxeHhg0bMvD76tWriI6ORo0aNZg+9N69e4iIiECFChVQpkwZEBFevHiBV69eoXjx4ihXrhzUajXev3+PkJAQ5MuXD05OTkhPT8e3b9/w4cMHKJXKH7JG6GpNmjRBv3790KRJEzg4OLB89+7dGDlyJNLT07kSuLSZmJigfv36eP78OaKjo9GnTx/UqlULN2/exOHDh1mR5276+voICAjAwIED8f79e/Tr1w8ajQaHDh36y5XFpddwcnJioFtISAhUKhXq16/PIMVr165BpVKhffv2UCqVyMrKwqlTpwAAvXr14vcmaE979erFwLL9+/cjKysL7u7uTO93+PBhJCcno1OnTkwNefz4cXz58gVt2rSBo6MjAODMmTN49+4dmjRpgnLlykGhUCAwMBAhISGoU6cO0z3evHkTDx48QJUqVdCgQQMAWkMjWFZGjhwJfX19hISE4MKFCzJ61Hfv3sHPzw8FChRAjx49mOHh6NGjMDU1xYABAwBo5/HevXuhVCqZmSk7Oxs7duwAAAwcOBD6+vogIuzevRvZ2dno3r07zMzMQETw9vZGamoqWrdujfz584OIcPbsWSQmJqJBgwYoUKAANBoNrl69ivj4eFSpUgU2NjbIzs7Gw4cPuUK6iYkJMjIy8P79e2RlZf3L1XlbtWoFZ2dnrF27FiqVCrdu3YKbmxsrQ2kTbDb169dHt27dEB0djWXLlsHAwABt2rTB9evX2cCIJua9QqHAtGnTMH/+fA6U4uLicOXKFfj6+uLAgQN/+p7Fs4rqtIaGhvjy5QuioqJQpEgRuLi4QKVSITo6Gk+ePEHBggWZwCAmJgY3btyAtbU1V+dOSEjA+fPnYWJiwvMhNTUVfn5+UCqVDA5Uq9UcdP1ZHdaqVSseP/HdGzduoG7dun/6eX+1n9sOHDiAvn37AgCTVwBa3SHoTIVuS05OhkKhgK2tLTuvwuF3cXGBoaEhDA0NcffuXXa6raysYGhoCD8/P6SmpqJdu3ZMEHDs2DFkZWWhQYMG0NPTQ0ZGBu7du4esrCxmE0xNTUVqauq/5HxWqlQJNWrUQI0aNeDq6goXFxds3boVY8aMQalSpTBr1ixs2bIFt2/f5u9UrFgRo0aNQqtWrdCoUSO8ffsW5ubmcHBwwLdv3xAfH8/BiL6+vk7wuJGREdLT0zFixAjExsbCx8fnLzF3/eymp6fH4ycYqMzMzNj5F8FLgQIFeOyFTixcuDDPEQH6L1KkCH/3w4cPICIULlyY59OHDx+gVqtRuHBhtolCdxcpUoTJQt6/f4+MjAwUKlSIHcbo6Gikp6ezEy1s0/fv32Ftbc0EFAkJCUhLS4OlpSVT2SYmJjJZiCDj+fbtG9PeC0KS5ORkpKamMoWuRqPB9+/fufK7np4eV/3+qz7GH7WiRYuiZcuW8Pf3R1RUFHbu3In9+/fjypUrss9VrlwZT58+/UvXb9SoEfr27YsuXbqw3xEaGoqTJ0/Cy8tLRqpTuHBhDBs2DB4eHuyPDB8+HNu2bUOTJk1QqFAh3L9/H6GhoX+befzvbIGBgWjatOnPvchPPS+hfy4Y3MTEhHPYatWqRdOnT6fdu3fTjRs3OIWjZs2anGuamZlJAQEBNGTIEBkgB9DmpDZq1Ijmz59PN27c4CJHc+fO5WOzESNGUO/evTkdo0KFCpxukxv3IUBK4lhO5G0uWLCAgoKC+Li9RIkS1LZtW3J1df1/rgrz/8u9YsWK1LJlSy6iVaVKFTp37hwX7ypQoABpNBrGpwjgXO5uYWHBKVoqlYo6d+5MQ4cOpSpVqhCQUzxLrVbT48ePafXq1eTm5sZHsqKbmJhQ165d6ejRo5y6R0ScM9yoUSMKDg6mQ4cO0bx58zg9QKFQ/Et5uX/X/gsM/vdqItXon9JNTEzIzs6OUyQBLWHDrFmzaPv27XTu3DnOb3/16pXsWTMyMsjX1zdPKoq+vj716NGDrl+/ThqNhj59+kTjxo3Ls4b/qOe2L4aGhnTgwAH+99OnT+nmzZuMAevatSuNGDGC8QUKhYJq165NVatW5c/o6elR4cKFyc7OTpaiZWRkRPr6+v+ThBH/xK5UKsnKyors7e15nIoVK0YdO3Zk8DSgxZ/cvn2bixOeO3eOUlJS2L+RgpuLFSuWp9q3QqFgewSA9u7dS4cPH6b169fT5MmTdVYHNzQ0pG7dupGfnx/7XSIlrUGDBoypA+RrQaSfHz58mNfQt2/fGAvcrl07mjBhAg0ePJhxs7a2tlS1alUqV64c/66+vj5ZWlqSiYnJX6pe/q90hUIhWxMGBgZkZGQkw7yYm5uTlZUV5cuXj997YGDgT9e1Pz3QkOaRLVq0iFatWkWrVq1iIOW0adNYJhzoMWPGsEw424MGDaLVq1fT6tWreaK6u7vTmjVraO3atVS7dm0CtMDvjRs30qZNmxjL0aBBA9q5cyft2bOHcxcrVqxIZ86cocDAQK6cbWBgQDExMZSenk5EOXiAefPmyZ4pJiaGB2/+/Pk0cOBABn2JbmNjw9e3tramzMxMItKCX3fs2EHNmzf/S86/dEFIe4kSJahOnToEaAFdRDlgujp16vA9CzzAmTNnKCkpiQFHACgoKIguX77MhtfAwICOHDlCBw4coJUrV/KC2bJlC23atIlzMwEt8G/VqlWcKw9oc+iXLFlCixcv5nH29PSk+fPn07x589ixHTJkCM2ZM4fmzJnDecw9evSgWbNm0axZs5i1pF27djRz5kyaOXMmA8SbNGlCM2bMoBkzZvDY16xZk6ZPn07Tp0+niRMn8v1MnDiRpk+fzuBER0dH/q5gwLCzs+NrCHYUc3NzvhfhlCuVSr5nARoHtMD2+fPn04IFC9iYT5gwgRYvXkxLlizhZ/7tt99o5cqVtHr1agZWjho1ijZt2kRbtmzh/N0xY8bQ/v376fDhw4yPmD17Nl26dIlu3rzJ1YFPnjxJCQkJjCFRKpWMKRKg6OnTpxMR0bJlywjQ4nlEEJK762Lk+L3u6upKK1askOV5Cia0Ro0a5cEYGRkZUadOnWjdunWseK9fvy5bXwLQKXLQs7Ky6OvXr5zHvGTJEgoKCqJz585xUN2mTRvau3cv7dq1i3OWK1WqRJs2baKNGzfSsGHDCNCCP9euXUtr166lceM/gcAUAAEAAElEQVTGEaANtIRumTVrFgFaJ0foIOncXrx4McvFRoQuHfbbb7/RqlWrZGvl6dOn/07V+qv9H9vNmzcJ0G70CPCvwAcUKVKEwbsi79/a2pqePHlCDx8+pMDAQB5XUT355MmT7CzNnz+fNm3aRGvWrGHbMHLkSFq5ciWtWbOGiRUWLlxIBw8epGPHjrEO3Lx5Mz158oTCwsJ4DXt6esruXWxISfEcRMT57mfPnqXk5GTy8fGh3r17M+uU1AmZN28eEzN8/PiRPD09ZQGGWLtWVlZ07do1CgsLo7i4OCZgyJ8//x86T+L3RJAtSB42btxIRCSrqC3yzHXlrYtK3uXKlWOZGAMXFxfKysqijIwMxtyVKlWKEhMTKS4ujvz9/QnQ4m6io6Ppw4cPnC+fL18+evPmDb1+/Zqvoa+vT8+ePaOnT5/S9evX+f5u375N9+/fZxwPoMXXCXC02BTx8fGhu3fv0t27d1mf7ty5k27duiULttavX0/Xr1+n69evM55l6dKldOPGDbp58ybjEBYsWEB3796le/fusZM8Y8YMevDgAT18+JDatGlDgBaL+vDhQ3r48CF17dqVANDQoUPpwYMH9ODBAybC6du3Lz169IgePXrEmz3u7u704sULCgkJ4QriAuT9/v17xjR07tyZvn37RqmpqYzl6N27N49JbmyILnyowAXOmzdPhleVdmnQIeb6mDFjWN+XL1+e7ty5Q58+fSKNRsO+S4kSJejt27e0ePFiZjQTPV++fGzvlUolRUVFUXp6Oh04cIB9CNGFE3727FneTCbSjZcUAPEhQ4awbM+ePQTIq9afPXuWgJwK9RkZGYxRcnBw4Gr0jx8/JkC70ZeWlkbfv39n7CAAysrKouzsbNnakW7giXuXVvwW/urbt29ZJnTCf4Kk5G8JBpeCpGrVqkUAyM/Pj2Vix3P79u0sEwtm/vz5LJs/fz4vNtF0MVrExcXxPYqAgCgHaNqrVy8i0rJmnDhxgiZPnsyOnrTb2trS8OHDKSgoiCeDAIN5enpSixYt8gQX4t8jRoygFStW0ObNm1kRFSxYkB11abe3t89jOMTiaN26NZ+4SMGL4tRDLBApO8Hnz5+JiCgqKooArZMlmpjgRkZGLPvy5Qt/V3qiI2TSMvdih0MKBhfPd+fOHZaJHYTTp0+zTARqu3btYtmAAQMIAC1btoxlkydPJkAOcvs9MHiLFi34c78HBpcyQQhH3sDAgGVSkLB0busCegq6u+DgYJYJp+DixYssE6B46XwXILUzZ86wTBiwx48fE1EOkF/XmPfo0YO6du2qc5dSpVJx4J5bLu7ZxMSE1q5dS6tWraK5c+fyrknuHcUaNWqwow5o2Sw0Gg3dv3+fpk6dKtuJFd3c3JxGjRpF+/fvpzdv3pBGo+GASAo8JCJm1QoKCmKZYGybNm0aywQrT5cuXVh26tQpvkfRBCC0aNGiLNM133+Bwf83m6BklTIL3rp1iwCQk5MTywQYvECBAixLSEjQaTOEE/X8+XOWCX0nJb8QdkEafIqdUekOozj1Hj58uOzexW8K4ge1Wk3R0dG84+ri4pLHdtja2lLv3r15I+T8+fP08eNHGjt2rEw31KpViwICAig9PZ03+ipWrEjdunWj9u3bU+PGjdlutWzZ8k+dOhoZGVHXrl2pSZMmBIAmTZpERFrwqvgtwTr38uVLArSOoWiCHa9EiRIsu3r1KgGgMmXKsEwEBiVLlmSZrnWu6xq67J+uQIhIN+hf19jr8mnEZtmFCxdYJvwcQeBClKO/Dxw4wDJxArR161aWiQBixYoVLNNFnCE23yZOnMgywVQ2atQoli1evJgAObPS6tWrCZAHFWITUjAYEuVsbs2ePZuItIyc4v2tXr2ag9Tc3crKioMjaRfzBdDN6AloTy2EI92nTx/KysoiIu3cevjwIY0fPz7PBpqlpSXt37+fTzmItHZ/8ODBeexk0aJFaciQIeTj48MbdNJxEkGYdI0KFs42bdqw7MyZMwSAqlevzrI7d+4QoA3qRdNFwKOLlEBXEEekO9AQGxsREREsExsgISEh9LPb/xwYXNr+LOBO5FcDWoBdeno6Pn36xHmY/v7+KFq0KIOYcjcPDw/07t0b9erVk1XLDAgIgJmZGb58+YK1a9fy5ytXrozu3bujW7duaN68OSIjIxEREYGwsDBER0dzTmhMTAycnJyQkZHBlZIBLdBO5GKamJigZcuWOHnyJIhIBtSNjY1FkSJF4OzszNVWg4KCUKxYMdjZ2XE+rQAfSaumUy7g24+qhYvP/QxALf0H8yH/k9fK3f6oCrjAYEgBzyJXOjY2Frdv3+aicGq1Gm3btkVoaCjnoQqMgGh169ZFdHQ0IiMjYWlpKQN7A4CFhQWKFy+Op0+fAtDmrG/cuBFFihSBjY0N32NERATOnTsHb29vXL16Fffu3cO9e/f4N65cuYIuXbqgWrVqqFatGhYvXoynT5/Cx8cHy5cvR1ZWFpKTk7Fp0yZs2rQJgLb4mchbTklJwZkzZ2Bvb49ChQpx/rTIORb3BuSs6x+9QzG+v8Dgv5poYk78KxXkfwQI/j1CjT8CIwucnLBNGo2GPxcVFYXAwEDExcUhNjaWQc9jxoxBamoqIiMjZcQeYk2XLFkSnTp1QseOHVGzZk2oVCoUKFAAa9euRf/+/ZGYmMhg0Nq1a2Pu3Llo3rw5UlNTsXTpUq5W/PTpU9YH0pabVCI3vtDKyoqvcezYMZavXr0avr6+KFKkCPT09KBWq7F06VKULFmSnz85ORkXLlyAoaEhIiIiAGh1wqtXr7hSNKAFs8bFxTGmENDqBWGbpHbt98Ypd6VrIMcm6vpsbtD/7/3mvyL7PRIBqb36vwDJdX1H1xoQ96DRaPD161ekpqYyRunTp0/Yt28fYmNjGcC9f/9+HD16FO/fv+ffGD9+vOw6VapUQWZmJl68eAFnZ2eeHwITCECG15Deq6urKz59+oTo6GjZvD9w4ACCgoLQv39/DBo0CFWqVEGVKlWwfPlyXL58GV26dEFSUhK+ffuGvn37YurUqRgzZgyGDRuGqlWrwsvLC1WrVsWoUaNgZWWFtLQ0vH//Hl5eXvDy8uLrLF26FGfOnEHBggWZdCU6OhpXr16FiYkJ+44ZGRn4/Pkz9PT0GLxNRMjKypLhd3URwvyo0rvwz6Q+bHp6OlQqlQxjnJKSwtge0eLj42Fubi6T/VGhzn9H++lg8NTUVHaKR40axQ7Bxo0bkZWVhYEDB3IV8F27duHbt29wd3eHvb09AK2TFBMTAzc3NwZ+nz59GhEREQwSBrRl51+8eIHq1aujatWqICI8evQI9+/fR4kSJVC9enVkZ2cjKioKd+/ehbm5OZydnZGamoq0tDRERkb+4bMolUqUL18etWrVQs2aNTFz5kx8+vRJBqZ5/fo1du/ejb179zJTBqBlVJg5cya6deuG4sWL48SJE1i7di3u3Lnzl96nsbFxngqc7dq1w/fv3xEUFIS2bdvCxMSEK8/+mWZhYQFLS0sYGxvj9evXAIDmzZvD0NCQq18rFAoMHDiQAbm7du0CoFUeQhkvX74cADB58mQGUi5cuBAZGRmYOHEiAykXL16M+Ph4jBs3DsWLF4dCocCqVavw7t07DB8+HBUrVgQAbNq0CS9evEC/fv1Qp04dKBQK7N27F7du3UKXLl3QqlUrKBQKHDt2DAEBAWjZsiXc3d0BaBf4iBEjAABbtmyBoaEhbt26BS8vL7i4uGDcuHEAtBXl161bBwcHB8ycOROAFiC+ePFiWFlZYfHixQC0C3TmzJlQqVRYs2YNL/RJkyYBABYuXAgDAwMQEWbOnImsrCyMHz8eVlZW0Gg0WL16NZKSkjBgwADY2tpCo9Fg9+7diIuLQ/v27WFvb4/s7Gz4+voiLi4OdevWRf78+ZGRkYEbN24gNTUVjo6O0Gg0SElJyQO+/r3WrFkzFCpUCPv27UPBggXRv39/LFu2TPYZEXT+lVayZEmMHTsWAwYMQEpKCk6cOIEFCxawcwJog/iePXti0KBBqFGjBhQKhYwJzcvLC8+fP8edO3fw8OFDmfL8UStUqBAsLCxgamqK6OhoxMTEwNnZGeXKlYOenh7Cw8Px4MEDODo6omnTplAqlXj//j0CAgJgZ2eHrl27QqFQ4MuXL/D29oa5uTkGDRoEQOvc7Nq1CyqVCmPGjAGgVewbN24E8Od1WI8ePWBvb89BGqAlrHB1df1L7/hX+3lt27ZtGD58OJRKJaysrKBUKqFWq5GQkACVSoVChQqxQxkVFQWVSoVy5cpBX18fSqUS9+/fBwC0aNECpqamMDIygq+vL75//45u3bqxvtu3bx++ffuGjh07wsbGBllZWfD29sb3799Rv359GBoaIj09HY8ePUJqairy58/PQfhfMc9KpRLW1taIi4tDiRIl4OfnxyQagHYenz17Fhs3buSNCQCoU6cO5s6di2bNmrFemjVrFq9j4RBNnToVjo6OMDAwwJcvXzBlyhSoVCoYGxszI5yuJoKP7t274/nz5zK2uZ/dFAoFj6FCoYC5uTk79QkJCVAoFChcuDDLxIZcuXLlGDT+7NkzAFrHWIDJg4ODodFoULVqVWYGu3//PjIzM1GpUiUGaj9+/Bjfv3+Hi4sLV4V/8uQJUlJS4OLigvz580OhUODx48f49u0bXFxcWDc+ffoU8fHxKF26NAoUKAC1Wo3Q0FAkJCTAwcEB+fPnh0ajwfv375GYmAg7Ozvky5cPgHaTMiEhATY2Nvx7nz9/Rnx8PPLlywdbW1sQEWJjYxEXFwdLS0v+vYSEBHz79g1GRkYwMjJCVlYW0tPTdRLU/JXWrl075M+fH3v37kXhwoXx9u1bFCpUiANG0cqUKcMMaqINGDAAgwcPRv369WFqasrkDJmZmbh16xYaN24MlUoFa2tr2e81aNAAgwYNQteuXfHlyxc4OTlBqVRixowZ2LFjB89xU1NTDB48GJ6enli7di3Wr18PT09PLFq0CFevXsWFCxdw/vx5ZkT7Ge1HgcXPbidOnECnTp1+7kV+9pHJPxEMXqBAAapYsSI1bdqUZf7+/rLjKSLifL9Zs2bRrl27ODdd9Pz583OdCzs7O4qLi6OlS5dyfQJAmw8qjmGLFClChw8fpidPntDTp085h7948eI662lIgX3imFwUPhJpR+PHj6fdu3dzbqetrS2VKlVKJ7f6r/7P68bGxuTo6MgpDqVKlaKtW7fSunXrCMhJ/xLH69JK8brAlPny5WMshIGBAV26dIlevHhB/v7+jPPJ/TuWlpY0YcIEioyM5MrjnTp1ylP8r1y5crRy5Urav38/AVo+dGlLT0+nu3fvMh6pdu3aVK1aNbK3t/+fAH7+AoP/vdrGjRv/63Piz3ZDQ0MqX748NWzYkLp06UKlS5fmdRYYGEjh4eGUmZnJqRgFCxbk54yIiKAZM2awPZH2KlWqcI0df39/Tt8CtOlj3t7e1Lp1awLk6aoajYaLz164cIGOHDnyh2vU0dGRawQA2lTQgwcPcnpRo0aNqEePHnw9QJsCVqZMGbaZCoWCrKysyMzMTGda8a/+n+miOjWg9XOaN29OPXv25DTcTp06UVBQEONejI2NiSgHf+fg4CBLPxdzSTqHypcvz2lAkZGRnPpcpkwZ+v79O89FgdVxdnamjIwM8vHxodatW8t+y9zcnPEg9evXJyKtvdm9e7esjodSqWQyn7179+bRGeKZFy1aRAsWLKBRo0YxhtLW1pacnZ2paNGiOosB/l378ePHf5aK5fYfBYOPGzeOpk6dSlOnTmUg5bBhw1gmALN9+/ZlmQDIdenShaZNm0bTp09nJdu6dWuaOXMmzZo1i/PYGzZsSPPnz6eFCxdyxehq1arRunXraPPmzVwgzMHBgU6dOkVBQUF0584dzuETOa9EWmUqcv+kuW1EWvCccN6kuAulUklt2rShY8eOUUZGBsXGxvLfpM6Zra0tzZ07l2JiYig4OFgn5kLa7e3tdVYN1wXGq1WrFgcaopCZWKTNmjXjZxBgqV27dlFwcDDjFQBtgagdO3bIgLCLFi2i+fPnc+EfQBvIjB8/nnPlAW0Bn2HDhpGHhwcHQ507d6Z+/fpRnz59GMPQokULcnd3p+7du3O+YJ06dahz587UuXNnVj5Vq1alDh06UPv27dnglC1bltq1a0ft2rXj3H8nJydq27YttW3blsce0BZua9u2LTvKNjY2/F2RG2thYUHt27enDh06MLOFoaEhderUiTp37syAO4VCQd27dyd3d3cufgdowXT9+vWj/v3785h0796dhg4dSsOHD2fF07NnTxo3bhxNnDiRFVrfvn1p3rx5tGjRInYGRo4cSdu3b6e9e/dy7u+GDRvozp07DGIFcvLDRf6tKFooCixVr16dAXR/1C0tLXXiNXLPt0OHDlFycjJt2rSJ16KY+yJfOzAwkNRqNV2+fJn69u2rs9pr7dq1GZchbeI3pCC1tLQ0/n5gYCBdvnyZzpw5w8F9t27daPPmzbR+/XrGcFWqVIkNgtgUKFKkCM2aNYtmzpzJZA+WlpY0ffp0mjZtGucY6+npsQ6SEguMHz+e5WJuDx8+XKcOmzJlCusbAHT//v1/r3L91f5PTQCCHR0dKSQkhJ4/f067d+8mQJuXHRwcTHfu3OHA2NLSki5evEjnzp2jY8eO8bhu3ryZtmzZQmvWrJERXcyaNYtmzJjBum3AgAG0cOFCWrZsGctmzJhBBw4coGPHjrF+mjdvHr1+/ZpiYmJYb0sxhUQ5RUqlhcOIiJKSkvi+vLy8GLwqeoECBWjixIkUGBjIduvIkSOyz1lbW9Pq1aspPT2dsrOzyd3dnXWfsbExWVhYUL58+TiXvUyZMrRx40Zq2bIlAVpSjh8FHYL1BsjBKIh1uGDBAn6O3GB3kaOuUCiY7EJUlDYzM2Nwraj2bmFhQV+/fqVPnz4x4NbMzIxev35NISEhXMRPT0+PgoOD6e7du1y5GdDiV4KCgujixYvsLO7fv59Onz5Np06dYh21fv16OnnyJJ08eZJ9iCVLlrBM2KaZM2fSiRMn6Pjx44w1GzduHHl7e9PRo0d57IcPH05Hjhyho0ePMm7Rw8ODTpw4Qb6+vmybPDw86Pz583Tx4kW2TYMGDaLLly/TlStXuBJ879696cqVK3TlyhXe9OzatSvLBOaxU6dOdOvWLbpz546s4verV68oIiKC51u/fv24MLAu/FBuvMiLFy8I0G5g+fn55QFdi3WVm+xGX1+fdaepqSmTbEi7vb091alTh224lPyGiOjDhw+0YMGCPBtexYsXp3PnzrHd0Wg0dP78ed4kE93W1pbGjBlDV69epezsbBkOVVp129PTkwDQ1KlTWbZ161YCtMyMGo2GsrOzmXSoWrVqFB8fT7GxsVx8s1ixYhQTE0MxMTGMM7K0tKSYmBj6/Pkz48QUCgXFxcVRfHw8Y4oAbcXvpKQkSk5O5vkaHh7OYHKxnl69ekXZ2dmk0Wh04sR+VvtbgcHFopQCp8TElFYIFoAoabVUAX4SICSiHLCStMKlAJDl3k0VrA9XrlyRycUkDQgIoJMnT9Lo0aNZUUh7yZIlafHixQwO02g0dP36dXZ6RK9cuTLt2bOH0tPTKS4ujhYvXqxzp0k4ZCIgy93FxJEuVl2nFGZmZrRw4ULe4ZY+t3i3Atikq3z9169fWSYWphQ8L4BX2dnZLIuLi/vdcRanM3fv3mWZAFlJAc8iWNizZw/LROVPKfBNF8hNFwhXOAzNmzfnz+mq1qmrYrAuoOCPKsSKsZGCwR0cHAiQO5tiHl26dIllugDiIth++PAhEWl3KIGcXSKinNO1CRMm0Nq1a/l60q5SqXj3RfQfzS89Pb0fMsqYm5vTuHHj6O3bt6RWq+ns2bN5HJoqVarQ8ePH2SglJibS1q1b2XhKe9GiRWnAgAEMCNelL6SgQsEKR0TsBK1bt45lukCKJ06cyGOM7t69y4ZHtMjIyDzvVhrk6AKDS8f5Fxj8n9OuXLmSRyfqqlT9/PlzAuREC1KnIyEhgeW6gN9izUnZ1XTZOrE5tHPnTpYJxispgJSIaNWqVQRoCRNiY2Pp1q1btHv3bpo2bZpsQ0v05s2bk7e3twz8Kj05ELpgwoQJTOZx5coVPt38K93Q0JAD9t/rzs7OtHDhQnZOpaw9YlPt99bRhw8fCNA6paIJ3WhiYsKyt2/fEiAneJAGLqJJryHNXhA68v379yzLTcZBlLNxd/nyZZbp8l+Erty/fz/LdIG8e/bsSQBozZo1LBNB2ZIlS1iWG4BNRMwcJUD3RETTp08nQMuIJ5ouIPPChQvzjIeQeXh4sEywLo4ZM4Zl3bt3J0DLnhUYGEijR4/m9ywde0tLS/6s1AYJm6iLYED8xu8xnVWrVo22bdsm09NqtZouXbqUx2eqVKkSHT58mG0UEbHjn7vb2dnxuwdy/B4i4mecOXMmy3RVC/fz8yNAG4iLJjYNpSQHuogKPn78SIDWJxTtR7ZFBPmCUY4oxw+TkvKIjdwnT57Qz27/SDC4rvZ7IE9dYL3cRc4EADUyMhJEhHfv3iEyMpJzT9u0aZMHEF2+fHk8e/YMKpUKr1694lzUEydOYMWKFXnwF/ny5UNAQACSkpIwfvx47Nmzh4HYhQoVQq9evbBjxw58+/YN3bp1w5EjR5Ceno4SJUogJiYGFSpUQEhICLKzs/PkxH779g22trZISkpC4cKFYWVlhRcvXiAlJYWxB4AWQzJo0CCULVuWc/I/fvzIwEOBwRC58rlBjyqV6v+cS6jrO6QDAPVnv/tn258Fzf1eNfR/Z9P1zLqAzFLAMxEx9sfQ0BDr169HaGgokwCsWrVKdg1bW1vY29vjyZMnsLe354rbokkxEZUqVcKTJ0+gUqkQEhKCkiVLYtGiRZg5cyaUSiU8PT0REBCAly9fYs2aNVi3bh26dOmC8ePH4+zZs6hevTqePn3KFYe7dOmCUqVKYfz48ejfvz+GDRuGYcOGwcXFBS9fvoSLiwtev36N9+/fY8+ePdizZw/fi0qlwtKlS+Ho6IhixYpxzrNCoZABv8U6loI2/ywY/P8yl361f377s0BMXU06t/4IwPt735d+NzdRiXR+iuJ3ogq4qIx8/PjxPGQPopmbm+O3337D4MGDuQgqEeHGjRtYvny5jDikS5cuWLFiBRwdHfHu3TsMGzaMqyxbWloyEcPDhw9hZmaGrKws3L59G0OGDEH+/PlRsWJF3Lx5E5mZmcjIyMDmzZvZHuYuWmtjY4PY2Fi8evVKZpv27t2LO3fuoGDBglwxeePGjbh16xbjPAHg3LlzsLe3Z/uVlZWFiIgIGBsbM+A2PT2dbZp4r1LQq9AXRCSzfaJJx0WAzKU+gyDmkP6mLpku8pncoH+pTAps1iXT9Xu6rvtnAfC6fCRdTfxdrVYjOjoaSUlJjGt99eoV5s2bh6ioKAZvT506VfZ9IoKDgwPMzMwQEhKCsWPH4sSJE7JnMTExYQxEcnIy+yIDBw7Eb7/9hvv378PDwwNNmzbFgQMH8PbtW7x9+xaHDh2Cn58fFAoFHjx4gGHDhmH8+PHo0aMHPDw8UKNGDdStW5d9rWHDhuHAgQN48uQJevbsiZkzZ2Ly5Mno168fv5vy5ctj6dKlOHbsGHx9ffH582fs3r2bn6dkyZIoUaIEnJycGMPz9u1b3LhxA+bm5vj69Su//7S0NBgYGOjUN7nH4Y/av+qHCF2iVqsZTC7a/xV782faTw80pBN91apVDJwSi2fLli3Inz8/AC04C9AqnMuXLwPIqcDp4+PDAyqAQmfOnMGnT59ARMx2c+nSJWRmZkKj0bDs3r17GDp0KLKyspgpITo6GvXq1UNSUhKSk5P5OqISdO6m0Wjg7OyMJk2aoGnTpmjYsCHMzc1haGgItVqNjx8/4uzZs1i1ahXCwsIAaBVFv379MHLkSPTq1QshISGoWLEivn79ygNduXJljB8/Hu7u7jAwMECZMmUwdOhQ+Pj4ICAgACVLloStrS1iYmIQHh6O8+fPo1mzZrKJIgDigq0qOjoaPj4+6Nq1Kz5+/Ih69eohNDQUX79+ZbCftI0aNQq//fYbbGxseNL17NkTNjY2MuU7ZcoUmJiYyJTS5s2bYWxszEoM0IL1ra2tZVWr7927h8+fP0OlUvHYh4WFMWhcANw/ffqEt2/fQqFQsGJISEjAx48foVQqWZaamoq4uDgoFAr+bmZmJr59+yb7LgAkJSXxgge0Cjk+Ph5EhKSkJP5uTEwMNBoNPn/+DEA7d9+9eweNRsOgMY1Gg1evXkGtVssMwP3792FsbMwLGdAyZrx48QJZWVl87dOnT+Phw4d8D4CWKePy5cvIyMjgIGLZsmXYsmULUlNT+XNNmzZFQkICK+bExESMHTtWNpYmJiaoWbMmr5+bN2+iQoUKAHLWki5CgX379mHWrFkAgGLFiqF3796IiIhgYN2oUaOwcuVKrFy5EhcuXMCqVatw8eJF+Pj4wMfHB4ULF0Z0dDQsLCwQGBgIPz8/bN68GW/evMGIESMwe/ZsjB49GiNHjmSnZc+ePShbtixu3ryJoKAgXLp0CQ8ePAARQa1WY8mSJcjdiAjFihWDhYUFLCwsmFlrz549uHfvHvT19Zlx58GDB5g8eTJUKhWTHLx//x5z586FQqFgJrfExEQsXLgQQE5l4KysLCYCkBrwVatW5XEUtmzZwiBMocP27duHK1euyByCsLAwVKpUKc8z/Wr/nfb8+XMA2nEpVaoUVCoVO6+RkZGoXr06V+0GtHOjTZs2MDQ0lAW7kyZN4irgYvx37dqFwMBAaDQaJm7YvHkzVwQXunr27NkwNzdnMDgAzJo1CzNnzkRiYiLr48jISHTv3j3PM4i56eDggNKlS6N06dL4+PEj/Pz8UK9ePZ7XarUafn5+sg0whUIBExMTpKamolevXrC1tcXs2bOxYsUKpKenQ6lUYujQoZg/fz6qVq2KqKgopKSkoEqVKgAgqzh94cIFZGZmonHjxrh37x7MzMx4Myy3Eyt0LgC4ubnh4cOHiI6ORlZWFp4/f87jAgAHDx7EwYMHZd/X9R5KlCgh+7fYFFOpVDxWokK3gYGBzK7VqVMHBgYGMla/3r17w8TEBCqVit/x5MmTYWVlBZVKhcTERABaPW1vbw+FQsE2YsOGDTh16hQ0Gg3rpy1btuDixYsgIvZjdu7cidu3b7ODDACHDh3Cy5cvoVAomMHJx8cHoaGhUKvVLDt06BCCg4ORmZnJzvmePXtw4cIF9keELCAggIHf4p0KMgAxN48cOYKgoCAQEc/hQ4cOwdfXF5mZmWy/du3axUQwol28eBEXL17MMyaOjo6ws7PDnTt3ULlyZTx8+BANGzYEoF0L4n4cHBzw4cMHmc3evHkzDhw4gFu3bqFNmzaoXLky3r59C0AbhNjY2MDGxgaurq7Q19eHn58fqlSpwpu1oaGh2LlzJ3bu3IkKFSqgffv20Gg0MDMzw5YtW7Bo0SJs2rQJ69evR3h4OIYNG4a5c+fy3HZxcUHbtm3Rtm1bbNu2DZcvX8bmzZtx6tQpAFrSgHfv3uHSpUt8z7rm6unTp2FqaiqT3b17FyYmJrIAPCIigglFhCwhIYHXmDTQE5XjpT6gtbU1y8RnCxUqlGczzdnZOc84vX79mp/7p7WffWTyTwOD6+npUalSpah58+bk4eHBR8fSY0lpE7m20oJ91tbWNGPGDOYxfvLkCTVs2FB2nXbt2tGlS5c4f0+af/l73cjIiI/npfnxup6jTJkyBGjzgKU5eR4eHtSjR488Fcx/9X9WF8XvpBiCT58+cS5owYIFZUfQufOmBRjPzMzshwUhpd3FxYV27NhBaWlpRKSt3TFw4EAZKUGJEiXowoULpNFoKDk5mdatWyfDFhkbG/MRuJSDXjRRMM3Ozo5GjRpFbdu2JRcXFxnG45/af4HB/15N1Gv5J3SlUkl16tQhd3d3mjBhAs2YMYN1QG6SElHwzsLCgpKTk2nr1q2ylElDQ0MaOnQovXr1ivPLGzRoICMpadSoEacFPXv2TJYjb2ZmRkWKFKHy5cuzTpk+fToFBwfT1KlTCdCm3QQGBuZJV8ndZ8+eTWlpaZwOs2/fPtq3bx+nWFatWpV69epF7dq1Y/B3iRIlqFSpUrL0UCMjo38E8PZ/oatUKrK2tuZUbScnJxo6dCjNnz+fi+yKdOf169cToMV7+Pv766zlJOyHGD+RtihS0c6dO0exsbF05MgRArT4TGkTKbCiwKNGo6Fr165R375981zPxsZGluqakpJCa9askc19QJuCde3aNcYDEeXUwahQoQLduHGD9u3bR3PnzuV02UKFClHJkiXJzs7uhynJf8d+5MiRf79yzdV+eqAhLXjTp08fGjRoEA0aNIgnV7du3Wjw4ME0ePBgdorc3NxoyJAhNGTIEHaOheM/dOhQzvGvX78+DR8+nEaMGMG57a6uruTp6UkTJkzgYi/lypWjBQsW0LJlyxhgZGVlRcePH6eLFy/SnTt3mJFg9+7dsvsXwChRHVyj0dDz589p0aJFefLNixUrRuvWrWPF/+bNG+rVqxcvIPFfQ0NDevXqFSUlJdG6detkhcxUKhV17dqVlerKlStp27ZtDHaX9uLFi+dxEHU5jAUKFKCgoCAu5nTw4EEiysnj9PT0pKioKHr8+DED9RYuXEibN2/mqpeANrdz1KhR1L9/f5Z16tSJ2rdvL8v3rVWrFtWqVYuqVavGhsjJyYlKlixJxYsXZxBivnz5qECBApQvXz6WGRsbk6mpKRkbG/N3VSoVqVSqn848pFQqSaVSyXJAjY2NycTERFapNF++fGRjY8M5joCWXKBEiRJUpkwZvk8XFxeqWbMm1a1bl8ezTp061L59e+rcuTMr6rZt29LIkSNp3LhxHLCOGDGCNm7cSLt37+Z5ExAQQO/evSMvLy8CcoD9AnBnYWFBDx8+5IJQ0q6r4reUVU30woUL08aNG2n//v38Hnr27Cl7fhsbG5o5cyZ9/PiRvn37xkpa+t4aNWrE+dVZWVl0+PBhrnQreunSpWny5Ml08+ZNVuiClaRWrVqydShwMzY2NhQcHExBQUF08uRJ3gjo2bMnLV++nBYuXMjrvkKFCjRhwgQaN24cAybt7e1pxIgRNHz4cM6LNjc3p6FDh5KHhwfnRatUKtZBAjAJaMGQQl+J5+3WrRvrNaHD2rVrR4MGDWJMESDPx//V/vtNzDUnJye6ceMGXb16ldasWUOA1mk5c+YM+fn5sbNkampKu3fvpq1bt9L69et5nXt6etKUKVPI09OT9aebmxsNHz6cRo4cyUQfPXr0oGnTptGcOXNYd4wePZp27NhB+/fv53k7dOhQev78OUVHR9OrV68IkBcKJZLjhqSYOCJtgUmxXqUbYFZWVrINMI1GQ8uXL89jU44dO0YajYa+fPlCI0aM+Et6V+g5BwcHCg4OpsGDB/P7/JHOHThwIG+aCadH3FfPnj35uUQxU2mxNPFuX716RURy7ExISAhFR0dzzjsAunHjBt25c4exeQDo6NGj5OPjQwcOHGDZypUraePGjbR27Vp2VsePH08LFy6kefPmceDVr18/mjFjBk2fPp2fsWvXrjRz5kyaPXs2b/a1b9+eFixYQAsXLqQqVaoQoCUpWbhwIS1YsIB9iYYNG9LcuXNp7ty57JPUrVuXlixZQsuXL2d8R8OGDcnLy4v27dvHWIfmzZvTmTNnyN/fn997y5YtGSAusBzNmjWjq1ev0tWrVxlf0LRpU7px4wbdunWLxo4dS4CWbOfFixf05s0b3swaOHAgYzXF56ZPn87jIZ7N39+fiEjmb0nHvXfv3gTIsRvC16pRowZ5enrmKW4s7XZ2dtSoUSMaMWIEF2ZWKpUyvAURUXx8PG3YsEE2/1QqFfXr14/nDBFRRkYG7dq1Kw++qVixYjR9+nR6+fIlVx+XFvwlysFHrl27lmXSACspKYni4uKYaKJq1ar09u1bCg8P5wLSxYoVo9evX9Pr168ZJ2JtbU2vX7+mN2/eMJZDpVLR27dvKTIyUjavX79+TVFRURQdHc2yp0+fMphcBPx3796l2NhYiouLY59AWkT4Z7V/JBi8U6dOBMiBU7oAOWKwu3XrxjJR3l1K/0dE5ObmRgBox44dMrlYYD179qQJEyborG4MaBmGBEAoKiqKhg0bJnO8unfvTi9fvuRqn3Z2djLwtrW1NU2ZMoUBZwIgJ6qaC4e/QYMGXLFZqsB10d9K6UiBHAD58OHDSa1WM8Br8ODB/Lzi9wRoWRfgSFoVV4ALs7KydBo+XVWyc1+DiNhhPH/+PMvEuxKBEVHOol6zZg1lZ2dTVlYWjRkzhgAtEDo9PZ2+f/8uY/uKjY2l79+/yxhcROV2wT4i3SXRBf78/Pkz/55oUgB8bGwsy3UBr3SBwcWOjZSAQMyvGzdu5Hmv4hobNmxgg6bRaJjhIveuv4ODg87qwIA8IDUzM2Nmqu7duxMR0aZNmwjQOutizFeuXCk7ndDX1+f7LV68OIWHh9PYsWNluznt27dnVguNRiMLXHMbjiFDhnDwK2VHI8qp7uvg4CCTC6YbKRWhuIZ0XotTHkFtSKS7MvQvMPj/O02wDIk5TqSbLCQkJIR1tLTpAgnrIhXRBQYX+k5aHVpXNef4+Pg8ulY0sZb37dtHmzdvpiFDhlC1atXy7KYWLVqU1q5dKzv5uHr1KlOeiz5u3DhKS0ujjIwMWrlypYwJUQQCI0aMoDdv3lBwcDAFBgayDqtatWoeZ1Jqc4oWLcpO6O91Z2dnWrZsGZ/YSEHwwkZLSWCELZQSiwid9+7dOyKSBx8C6K5rTf8Vfa5rTMVG3rFjx1jWuXNnAkBbtmxh2ZAhQwjQbuaJJhzyyZMns0xU7R45ciTLRNXugQMHskwX+YUgfxH6nIho8+bNBGgZIEXTBVoWtM9du3ZlmWCfFCyWRMR2d8aMGSwTJxo9evTIM97CFzAxMeF7lvbcWR+5+++BwEVv3LgxHT58mE/dRRM2UqwZQBvkuLu7y1iXRGDYqlWrPIB04bc0b95c5suKMd68eXOe99+jRw+WidP62rVrs0xUvC9VqhTLxMah1P/4o6r1qampLNdVGVz4mtI5LEhmHj16RD+7/c+BwekPKmYKLEHuvFGRn/n+/Xv4+fnh9evXeP36NeceHj58mD9raGiIpk2bokOHDvj06RPmzp2L1NRUJCYmYunSpdi0aRPn+rZu3RoLFy5E1apVkZqaChcXFwQGBjIOoEyZMvD09ETfvn05l+/jx4/8/e3btyM1NRUFCxbkaz969IhxLSLv3szMDAqFQvasFhYWKFCgAL5+/QoTExPOmd26dSu8vb3h4OAAAHjz5g0iIyNRuHDhPAC0fxfwW9fv6Kquq0umCywt8m+l3zEwMOD7lwKcROEh8TdptVjx3z+q2vtH1dD/aN7p+pwuWe73lRv0Fx0dzRV6Hz9+jKJFi/Ic+P79u6yqapMmTbB3717ZtapWrYqAgAAGqwHaHGCRayoK1W3bto2v+fLlS5QrVw4TJkzA2LFj4efnhzVr1uDmzZucg+zi4gITExOsXbsW48ePx7x587Bnzx6cOnUKp0+fRs+ePTF//nzOw+3Vqxfc3Nzg5+eHc+fO4fPnz7LKqw8ePEC/fv0471x8T5obD8jnw4/e4Y/e+6/2/3b7s3PiR+tZF7j2964jnY+6dMzvAYwBbQ74ly9fEB4ejoiICMYJ9OvXL881RQHOWrVq4dq1a/w7t2/fxqxZsxAUFARAu56srKzw5csX1K1bF+fPn8ekSZMYZ1ilShUuLDtlyhSkpqaiZMmSfB1nZ2eEhITAw8MDQ4cOxbVr19C4cWMAWjC6AHW/f/9ehs0Q74OIUKFCBYSHhyMtLQ2vXr3ClClT+DP3799HsWLFYG9vzxiIgwcP4tu3b5zTDgC3bt2CkZERzM3NYWRkhIyMDAaGS/EY4t3qIorQpcMB3bZJV9M1prpA2brGWRfwW+BZpYVUBWmNFGOnS6bru0L2R58TOjY9PR1ZWVnIzMxkmxIbG4vr168jPj6esXBnzpzBlStX8Pr1a7YruQkK3N3d0bFjR/Ts2RMFChTA9OnTAWgxhWlpaTA2NsbVq1f5edzd3fH27VtcvXoVkyZNwuLFi6Gnp4datWrh7t27mDlzJkqWLImQkBCEhIQgICAAmZmZuHz5Mi5fvgxzc3N07doVffv2RcOGDXk8a9eujenTp2PRokU4deoUjh49iqNHj6JDhw6YOXMm+2WrV69G8eLFcfr0aRw4cAD+/v5sZy9evAhLS0s4ODgwoQmgxXxduXKFi2YCYNyEdD79X4hlfvTdn0FW8+9sPz3QkCrhffv28aIQE/fo0aOwtbUFkAMS8/PzY0CYGPjz58+zohGgoKtXrzKCXjhfd+/exYoVK6BWq5mZ4/nz55g0aRIyMjL4NxITE9G0aVMkJiYiMTGRJ9GCBQt0PoeBgQHc3d3RoUMHtGzZklkw7t69i7lz5+LSpUtwcnJixVq3bl0sWbIE9evXh0ajwf79+zF16lQGaQFA//79sWvXLlZQoaGhWLFiBfbv3y9zMKUAoydPnsjeqQBSPX/+HNbW1khISICjoyPevn2La9euMVvPiBEjkJmZiQ0bNkCpVCI+Pp5BxteuXYOjoyOUSiXfy/jx4+Ho6Chj+9i0aRNsbGxkk/r+/fuwsLBgRQnIx1yXkf2zbC+/xx70RwGJrqaLYUP8jtTI6JLlvq/c7Fu6WDvE99VqNf//p0+f8PLlS6SlpbHzfPXqVWY4E0C8VatWyQBzAFCgQIE84GJxvxqNBs2bN0f37t3h4eEBY2NjDjLy58+PuLg4KJVKnD9/HoC2Emq+fPnw4cMH6Ovr4/bt2wDkATWgZZlxcXGBm5sbJk+ejHr16qFLly7o0qUL1q5dyxXWz549i1KlSmH69OkYN24cdu7ciUmTJmH27Nnw8fHBoUOH4O3tzWu9YcOG6NGjB3r06IHMzExcvXoVfn5+OHjwIBITE5GQkID9+/fneadv375FsWLFYG1tzcxqgBZYeefOHRgaGiI4OBiANhBbunQpVCoVAzA/fvyIjRs3QqFQMGtKUlISB1ZiTWRnZ2PHjh0A5MHe3r172TgLR8Hb25ur7woddurUKbx48ULmOHz48EEnGO9X++80QSoSHh6O+vXrQ09Pj/X3hw8f0KFDB+jp6bETlpqaipEjR/LGhdBz27Ztg52dHfT09Nj59/X1xZMnT5Cdnc1revfu3fD390dWVhYTEaxevRr79+9Heno6Hj58CADYsWMH9u/fj/j4eHaWAXD1+tzNwsICdevWRZUqVVC1alVUqVIFERERaN68OWJiYqCvr4/g4GDMmTOHmab09fUxZMgQTJ8+HTNnzsTevXsxadIktq0FCxbE4sWL0a9fPyiVSnYcT506hW7duqFIkSIoXLgwP5sg66hVqxbfV0REBEJCQtCoUSNoNBp+N6IJnRgWFoagoCDUqVMHCoUCnTt3xsuXLxnk/P79e7x//56/d+3aNVy7dk32W0IPSVv58uVhamoqs2Ht27dHgQIFZADd5cuXw9bWlm0lAAQHB6NQoUIwMzPjcdZoNOw0/tngUcpyqdFoZLokMTGRHVJxDUFOo1KpOEhJS0tDRkYG2x1ACxQODQ1FcnIy67HXr19j1apViI+PZ8D/rVu30KRJE6SlpbHvcenSJRQpUgRqtZrn18WLF2FhYQGNRsN67cyZM3k2ds6cOYMzZ87IZE+ePMnz7jt16oQuXbpgwYIFCA0NxcCBA/meRPV1QOv4BwUF4fv378xSVq5cOezevRs7d+7E1atXcefOHX4XLVq0wN27d/HmzRuZrzZ9+nQsWbIELi4uSE1NRWRkJHbv3o3du3ejaNGiKFeuHI9XjRo14OfnhydPnmDx4sXw8fGBn58f/Pz8+Pfs7OxgbGyM7t27o3v37oiNjUXnzp1x/fp1DqA/fPiADx8+8Hc2b96MzZs3y97D0aNH4e3tDQMDAx674OBg2NvbQ6lU8rsWdg3IsSvx8fFwcHAAEXGgmpWVBXt7exnoGwCKFi3KQY2Ym6VLlwagXWdCr1WqVInnrwg4Q0NDUbly5Txj+G9tP++wRNv+aWBwQ0NDqlq1KvXs2ZPmzJnDuY5ubm6y58rOzqaLFy9yERzRK1WqRGfPnuU8xhs3bnCNCECbYiKK6Qju6tu3b1PHjh1l+Yri+HfSpEk0atQoGaiuXbt2BGhTV0SBImmXVroU3cLCgotMWVtb0+3btzl/3NDQ8N8OXtLX15cdvZcqVYqqVatG9erV42s1a9aMevToQf369eNj9w4dOtBvv/1G48aN46PKzp0705w5c2j+/PlcUK5z5860bt062rRpE4Po27VrR7t376a9e/cyjgEAbd++nfbs2cM5qiVLlqRNmzbR+vXr+fg3X758tGDBApozZw5/zsDAgMaPH09jx47l425AW5elZ8+e1LVrV5bVqlWLXF1dZQBJCwuLf3v1WpVKxXOhQYMGdOHCBT5yXrt2bZ4CegDyVKwHQJs2bSJXV1cCwLUoAO3RbM+ePZmnX6FQyOZlnTp1yM/Pj9RqNR+7161bl39LzHFvb29eA/fv35cVUAS0KUxHjx6VVXglIpo1axYB2jzYxYsX04ABA6hOnTr/E5Xsf4HB/15NpKH8U3rlypWpT58+NGfOHNq7dy/XaJKmWomWmJjI61akFwr9MWTIEHr79i0REUVHR8uwhoaGhjRjxgxOJ7p+/ToXRPu9rlAoqEqVKjR69GjGX0ZGRhIRcZrm8uXLZdWgpd3MzIzxJCKdTKSbbt26lU6cOMFYhBIlSlC/fv2offv2/B1bW1uys7OTYcl+VjcwMOB3a2FhQTY2NlSgQAG2a+bm5gyWFuk+/ytAdQMDAypZsiTVrFmT09YaNmxIhw8fpgcPHvDzinRC4QNIMW0KhYJTDIVeNzQ0ZMyUSqWilJQULshoYGDAqVAi1ShfvnwyPIaQW1tbU0ZGBl27do2GDBmSpxCyjY0NXb58WVYkNiQkhPr27SvDhDg5OdHChQvpw4cP/DmB31u9ejXFx8fTjRs3aOvWrTynS5UqRWXKlCE7O7vfxZf83fqhQ4f+fUr1B+0/CgZv3bo1ubm5kZubGw9EkyZNWCaAOPXq1aP27dvLFEmNGjWoY8eO1LFjR84tq1y5MnXt2pW6devGOZMuLi7Ut29fdlDEpJkwYQJNnz6dHUtjY2M6ePAgnT17lm7evMk56kuXLpXd/8GDBwnQgqWItJNy6tSpOsFtnp6eDGp9+/YtK0ahfJYuXUrfv3+nHTt2EKDNP82dJ9uhQweaM2cOAdo8erHAhDGQAvPMzMzo8uXLBGhzYEV+uFjMQE5Qkvu7sbGxnI9cpkwZUqvV9PHjR1YAY8eOpTVr1nCuLKAFNrVt25bfK6AFMRUoUOA/ouD/F7qhoSHlz5+fHBwc2DBVqFCBWrduTd26deMgYuDAgbRy5UoGRapUKoqMjKSsrCwODNavX09EOZgXKZBNV3BhYWHBAMM1a9bIxlF0a2trzvcUvzFkyBDy8PCQBaNly5blAmOjR48mtVpN+/fvlzkS9erVkwHNpGBL0S0tLWno0KF08+ZN0mg0OnOViYir1js7O9Pdu3cpICCAjhw5wuu+e/fuNGPGDJo4cSKDRp2dnWnAgAHUt29ffpYCBQpQt27dqGvXrtS4cWN+b0K3CLClUqlkHSSeE9Ctw5o2bapTh7m5uTEIHchbDPRX++82b29vAnIA0EePHuUiZAULFqTt27fT5s2bOfg1MDCgOXPm0JQpU2RYpI4dO1KvXr1k67dBgwbk7u5OvXr1YlnHjh1p9OjRNH78eC7S2qdPH1q9ejVt3ryZyQlat25N9+7do7CwMEpISODNg9zzR+TwS4utffnyhU6cOEGenp4yxh2lUkn9+/dnTGRKSgrNmTNHpjPy58/PAcirV6/4foTeErpq3bp1NHnyZOrVq5cML5i7Fy9enEaNGsWg0+vXr3PuuvS+cn+vefPm9ObNG67ULHCTAmdVt25dft5u3boRANqwYQPLBE7A19eX3rx5Q48ePeLgZ9OmTeTl5cWYA6Fr3d3dZUVHHR0dydbWVmfxw79Lt7S0JAcHB8bNWVhYUO/evWnMmDHUp08fArTkHocPHyY/Pz8OrEuVKkUPHjygJ0+eyLB4YWFhFBERwViOGjVqUHx8PKWkpPDnOnbsyO951KhRBOQwcmZkZPC9CUdc131PmDCBdbTotra2pNFo2H6IYECsEzH3MzMzOTiR2pbs7GwG6EtxM9+/fydvb2/ZZq/Qz+fPn5cFHFKCAOn8bNWqFXl7e/N8zE0YJOzoiRMnWCYY7dzd3SkmJobevXvH77By5cr0+PFjevjwIe3cuZOAHPKE4OBgBohbWVnR/fv36cGDB2z/9PT06PHjx/TkyRPGGAKgBw8e0IsXL2QA8Vu3bjGYXPhnQUFBFBERQREREUxIIcU3/az2tweDi0GUMk3oAljpYkDQBX4SUbKlpaXsPgcNGkQAaPHixTL5qVOnCNA61LlZpqysrGj48OHszM+aNYuSkpJo2rRprJgVCgV5eHjIgDm5mT709fVp0KBB9PLlS9JoNAwUXLBgARHlgFYNDAzo5MmTHKUrlUoGBjdp0oTmzp1LgDZqF7+dP39+GTWh6O7u7ryDIK2ALXavBPheCmYVDqgUGC0WqnSc3759S1FRUfT69WvexThy5AidOXOGfHx8eNLPnj2b1q5dSytWrGCq3QEDBtD06dNpypQprGQEK9PQoUN5l6tWrVrUo0cP6tq1KwPhS5cuTa1bt6ZWrVrJGJWaNWtGrVu3ZmVjbW1NXbp0IXd3d2bLMjExoaFDh9KIESP4pEdPT48mT55M06ZNo8mTJ/PvLVy4kNasWUObNm1iZ3PLli10+vRpunjxIs/ts2fP0vv37yk2NpYN8p07d/hd6wLACyMpwOCiqq0UnCzuef369TzmubsAtQHg8e/QoQM78mPHjuUgXk9Pj3bu3MmBqgBbiqrEFhYWlJiYSB8/fqSpU6fm2SVyd3fneSAcGCkwvV+/fhQVFUXHjx8nQLsZMH369DzVy8WpFwCaP3++bB2ePXuWAC3toLSJQF16WiBYSIYNG8YyobwbNmzIMrGunJycWKbrfUuBo1JA7S8w+D+7CceiUqVKLNNVLTw8PJwALZhV2sT6CQkJYZlYd9euXWOZrmrhukhOhPPbv39/2XWEUyb9LFEOKUT16tVp2LBhXFU5d69RowYz7GRnZ5OXlxfrVrEexTPHxMTQiBEjWK8plUoaOnQorV27lgBtECRtgrxh+PDhdPToURozZswPWarq16/P1anFNUUvXrx4Hr0iZfAKCQnhTTVpFWVdlbJ1kWwIOyQotePi4vg6gsRFWn1Z6LOkpCT+3MePH+nz58/04cMHmY5/8eIFPXv2jN//pk2bKCQkhF6/fs26euHChRQbG0vfvn2j3377jQDQxIkTSa1Wk1qtZse0d+/e9P37d0pOTuYT4yZNmlBiYiIlJSXRiRMnCABVqVKFn01XdWlB+Vq0aFGWiY1FadV7XWtA+AXSCtYiQ6Bdu3Ysyx1ofP36Vaf9EXpbgMN37NghA4aLz3z58oU3Z2fPnk1nz57l3ylSpAjVr1+fGjduzCdkderUoX379tGLFy8oOzubs0umTJlCuVtYWBiPrXTDrGbNmnTmzBnSaDT09OlTArRBz969e/NsAos5NGbMGHr69CnPG2Gzzp49y9fTBZ4X9k8aKP9VMLi+vj7LpHNTmhkgZJ8/f2aZLkIDEdQ9fPgwz/v6d7f/6UBDF6PCmzdvCNCeMEibh4cHAaBRo0bRwYMHaerUqdS2bVsZSwGg3Vlu164d+fj48OAKSsTKlSvLKE8bN27MXORE2skiWJPEpJ84caKsnoCIXE1NTZm9SXxHTFpxhAfk0Jb269ePGbImTJjAJzTiOoB250bXyYOBgQEFBwdTcnIyM2f4+PgQkTz1TTyvoFBTqVR839+/f9c5zsJgffz4kWViR+L169csE8ZY6oiLdJzTp0+zTOw67du3j2WCflRqbHQ5eP7+/nmUtFS5iPb+/Xt+L3/0fEJRip1AopxUgefPn+d5PqmzIehepQpK7F4KR0UExubm5pSenk7Pnj1j5Stl4VAoFBxESA29s7Mz0+o1a9aMVq9ezYpbfKZs2bKk0WjYmRD/VqvVbDyXLVvG9/jt2zdasWKFzEjUr1+fnjx5wp/58OEDM6cJgyJS3MQ8VqvVFBgYSH379s2zc2hmZkZNmjShsWPHkpeXF7OU1KhRg6RNnFSI+UpENG/ePAJ+BRq/2u+3PxtoRERE5JkTRMQB/MuXL1mmi41IbIRI1744WZTuggo7ImWqSU9P53UzdOhQmjVrFnXv3p0qVar0w7TM8uXL08iRI1m/eHl5ERHR+fPnZWm1Tk5O5OPjw0yMpqamshRdNzc3evHiBRERbd++nQAti5y0CadZ2F3pfD9w4ACNGjVKJ1uQg4ODLNgBQLt27WJdoes74lRCpVLRxIkTaf369Xza+Ntvv3EqjXjGwMBAvk+hE4UdEkGFQqHgoEI4o2ZmZvw9XcGHRqNhuxYdHc2fFQHO5cuXWSbS27Zv384y4atMnTqVZStWrCBAm5YrWu5sCiLd81M4pvnz52eZYEqzsrJimS7mPl2/p2tTZ8+ePQRo2ZiSk5MpPDycU8Dr1KlDjRs3zlMzRTj0ZmZmpNFoeBNTytwppfcPDAxkitu/mmpmYmLCa69IkSKUmJgom6cajYYD2fPnz9PYsWNlJ35Vq1blMRD1OIi09nf69OmcRSPtRkZG5OrqyhsOM2bMoMDAQHr8+DFNmTKFADk7mAg06tWrx7L/VwKN/ygY/Ny5cwy4EuCWwMBABnQKYNK1a9cYBC7AUnfu3GHwiwDSPXz4EN7e3iAiBvY9e/YMu3fvhlqtxvXr1wFowWZLlixBeno6g8G/f/+ODh06IC4uDnFxcQxQ2rRpEzZt2pTnOQwMDLBs2TL07NkTdnZ2LE9NTWWg2uPHjwFoy9OvXLkS7du3h0KhQGZmJtatW4f58+cz8xOgrRY6dOhQ2XWWLVsGAPDw8GCwro+PDwBg7NixiI2NxcmTJwEA+fLl4+f59u0bA/PMzc1RqVIl+Pn5oXjx4gwW8/f3R9u2beHt7Q1nZ2eEhoaCiJCZmQlXV1cAOewXa9aswbVr12RAups3b6Jw4cIMVtLF9AP8MaBbjL2UUUXIpAwhumTi2lKQmpBJf09X08X2IX5HCtLTxRSi676kculv/h5rlfQ9ie8mJycjLCwMnz9/5jWwd+9enDx5klmdUlNTYWpqKltP2dnZcHZ2xqtXr1CmTBkG22k0GiYJKFOmDKytrQFoAZsCvBYVFQUDAwMQEUJCQnD79m0MHDgQs2bNQkhICC5cuICWLVti8uTJGDBgANauXYuxY8fC0NAQFhYWmDhxIpo0aYJq1aoBAK5fv46qVati1KhRmDdvHooUKYJ9+/Zh9OjR8PT0xO3bt3HlyhUAwJcvX/DlyxfY2tqiadOmaNq0KTZv3ozjx49j0qRJ+Pr1K1JSUnDp0iVZ5VVAu+ZLly6NfPnyIX/+/LzuDxw4gKdPn8LIyIhJIF6+fAkvLy+oVCrcv3+fr3306FEoFAq8efOG3+2JEycAgFlT1Go1fH1988yNs2fPMqGFVIcJVjgxftevX8eXL19kbC6fP3+Gk5MTfrW/R4uIiACgrbrdq1cvqFQqJl+IiYnBb7/9Bn19fSZtyMrKwvLly5nBTsyL06dP4/Hjx1AoFEwGcPHiRYSFhSE7O5tlhw8fxtWrV5GVlcXr0MvLC/7+/khLS2M7eP78eTg5OfE6EG379u06n8PExATDhw9HgwYNUK9ePWYkbNeuHQCtvWzdujUCAgIAaKsIz5o1CyNHjoSBgQGTHoi56+rqihUrVnAVZ0C7lgDt+ps6dSocHR3h6OjI60Xo1k+fPvE99erVC61atWJ7OmjQIBw+fBjfv3/Hhw8fUKhQIQA57FOCbUqtVuPLly+YPXs2Nm7cCAsLC2RnZ/M4qNVqrFy5UvYO1q9fj40bN8LW1hbfvn0DoLWlgYGBsLOzY1387t07mJub89gZGhqybha/LwWFCxCtYHUEtL6D0MOicrP0/UmB5oIMQhdZitR+/p59kNobcW9SkgDBvpWYmMhgdUtLSwBacLmQCb2VmpqKkJAQfP78mX2kz58/Y/LkyUhJSWG9GBoaivr16yMtLY39jAsXLsDc3Fz27m/duoXcbffu3ShTpgzq1KkDExMTKBQKnhvh4eHQ09NDdnY2ChUqxKxjw4YNY3tHRChatCgaNWoEX19fJCUlYfjw4WjYsCFSUlIwduxYpKWlwdnZGR8+fEBqairfd1RUFAoUKICWLVuiW7duaN++PaysrFC5cmVcvXoVHz9+xNq1azFt2jQmXXn48CGTMaSnp+P79+8wNjZGqVKlsGjRIrZpnz9/RuXKlREeHo7k5GQmHgGARYsWYdGiRXnew5EjR5hABNAS6JQpUwZKpZLtw7t371CxYkUAOXMmISEB5cuXBxGxf5GVlYUyZcqAiGS+gAC7S+dPtWrVeG0JPVKvXj0olUoQEb58+QJA6x//qgz+H+6GhoZUt25dGj58OG3atIl3cnLz97969YrGjh0rO+5VKBS0atUqGd95YGAg4x4AcApNmTJl8hSXETsOenp6DKYSkXGjRo2IiGjBggW82/Dw4UOdoCN7e3sGAA4YMICGDRsm+xugzasXO1kA8pzc/NlesWJFatKkCe9u4P/fpfD19ZXlEH758oWfU+x0SIFW4r6kJ0Ci8JyUa15XPqQ4bhWYBSLdO8nXrl0jQH50LHYrpWkRX7584e8KzI1Go9G5U6BrV1OcMh08eJDOnDlDXl5e/LnmzZtTixYtqGrVqv8SAN/S0pJ3YrZu3cpH2tKCfLVr12Ywd7Vq1XQW8ANAhw8fZrKDLl26EBFxpeCWLVsSkTbvVpx+5K4xQ0QMiJeekNja2tKePXtk7+7IkSOyHSQDAwPq3bs3YzNEE2mIM2bMoJ07d5Knpyc1bdo0T1rFP7H/AoP/vdo/BQwuduOLFStGHh4etHLlSjp9+jTbJmmtCdE0Gg2fTovdYX19fRo3bhyflEdGRsowfEInSKshJycnc42q3+tOTk60YcMGxlGINB5Rp0j8W+gX6Y61NAtA9KioKD6FbNSoEanVaraPgBYP2aVLlzynIn+2i5N9UbxtxowZnB5bqFAhio2NJY1GQw8ePCBAi3UQLSYmhp9BqrtE+q84BSIiPo06fPgwywTZiEg5IsqphdG7d2+WiTSpOnXqsEzX6UVqaio/lzhxFfcIaE+bevbsmSdd7f/SjYyMWCeXLVuWvLy8ZOPz7ds3Jqqxs7PjAn2A1v6KebdixQoZ2YCBgQGPqUiBErasePHilJmZSUQ5pCHVqlWjrKwsCgkJoYMHD8pwqqLr6+tT27ZtORvit99+k62Vr1+/0owZM2TZHlZWVuwjiSbu69GjR6RWq+nNmzd09OhRztCoWrUqlS9fngoWLPjTiwv/O/v/BBhcerzj6urKVaPFQFSuXJll4ii4fPnyVLt2bapduzYf+Tg7O1PdunWpbt26vKBLlixJDRs2pEaNGrGj4+joSG3atCE3NzfOgXdwcKBBgwbRyJEjGYthYGBA27ZtIx8fH7p06RI7q7NmzZLdv3DG7e3tKSsri06cOMGF5EQXE1B6/PjhwwcGqgFaEOqWLVv4mG3//v153pVw2vr160dEWmdZfN7X15e+f//OSvnQoUN8bwqFgmrWrKkz6HBxcSE/Pz9WqkLeuHHjPAVf4uLiOF2pV69eNH36dM57VCgUVLp06X/Z4bO0tKSyZcsyABfQ4gSWLl1KmzZt4nHeuHEj+fv7U1BQEIPcvLy8KCwsjKKjoznPU5pOJQo4SlPpdAUaugq0ffjwgQBtcPfp0yeKiIjgnFdAG+QEBATQ6dOnec6KKq2zZs1iLEKdOnWoQoUKOiuz/5luampKjo6OrOyaNWtGkydPpnHjxrHii46OJo1Gw0fEN27c4BxpIMchmTdvXh42NNGrVKnCDv/evXu5OKFSqaTw8HAKDw9nJ0AYTKHoS5cuLXNCiHJSzxQKBXl5ecmC6jp16siKAYmUv9zYjMqVK9P27dspJSWF2an27Nkju440N/natWt08uRJ8vLy4jnSvn17GjVqFA0ZMoQDK0dHR2rfvj21adOGdYGVlRU1btyYGjZsyAUtjYyMWLeIfFulUsk6SApc1KXDqlSpolOH1apVS4brkmJxfrX/ftu/fz8BWidyzZo1tHLlSho6dCgB2rQF4XwKxjkBqHZ3d6eOHTvyRkHNmjWpSZMm1LhxY15bNWrUYOIAoSNatWpFAwYMIA8PD05b6NChAy1YsIBWrVrF6bvlypWjW7du0Zs3byghIYEmTZpEgLYytbQJDJVIJ4yNjaUjR47QoEGD8pCVdO3aldMmsrKyaOXKlZyuKNKUpM40EdGlS5c45VP09u3b0+jRo6lt27ZUrly5HzpUjo6OXOQTyNnIEDi5yZMn8/XFe5RiTEqUKMHAfOFo60ofEeQu06ZNo48fP9LDhw/ZHg8dOpR+++032SbYXyEtMTY25vdobm5Ov/32Gy1cuJAxYMbGxnTz5k0G4ornuHHjBkVERFBYWBjbqxUrVtDVq1fp3Llz7PC6ubnR+vXrafny5az3KlSoQAsWLKClS5cy/qRYsWK0Y8cO2rNnD6e36uvr0/bt22n16tU0f/581tmurq46A7fc3cLCgsqUKSMjDRk+fDjNmTOHU0+FjTh79iynTpmZmVFSUhJpNBoOdNu2bUtE2uBWWsTy0qVLbBuk1z5x4gTbLek8NTAwoNDQUMaIWFpa0rdv3yg1NZU3Qnfu3ElE2s1Asa4uXrzI8+HMmTP8fNOnT9eJW8qfP38e5iminDSy3H6Uq6srbd++nX0x6aYiUU4K0oMHD1gmiBr69+9PkZGR9OrVK07NqlSpEl2/fp2uXLnCRaULFSpEgYGBFBgYyABxCwsLCgoKokuXLjFxhUqloqtXr9K1a9fo/PnzfI+XLl2iW7duyTZ3z58/T8HBwXT//n1ea35+fvTo0SN69OgR+ypSqMLPav91jIY0Z+yvYjSklRhF3uO0adNYJqpBSjEaAtgnzcMk0r3LQJRTJdrExES2KBQKBbm5uZG/vz9PjBYtWlBGRgYtXbqUFZpSqaQxY8ZQQkICLVmyhACtwyaARETaUx9x/0LZdO3alQHNTk5OlJ2dzTmsRYoUoczMTMYmuLu786K2tLSkLVu2yO5V5O5XrVqVcw0VCgUD0KRjI5gVBAbi2bNnBMjzBW/dukWANngKCAigAwcOyH6rbdu2VKNGjTwO5b+zGxoakr29PZUtW5ZBg5UqVaIuXbpQr169mHVDvJ9u3boxDayBgQGVL1+eihQpkiev9N/ZbWxsqGrVqtS6dWve9Rg1ahTt2bOHzp49y3na0nksxvzAgQNERPTkyRMCtLtCognjv2TJEnZsjIyMmCVmyJAhrPBNTU1p+fLlbODXrFnD87BKlSqk0Wj49Evs9IjfqVy5MvXs2ZNq1arFxqJVq1YyTBERsSHv0aMHZWRk0PLly2Xzf9SoURQfH887hp6ennTv3j0aOHCg7JRDsKgAeQNxEWhIgXREObnux48fZ5kwlFI2nl8YjV8tdxOGunLlyizTlbOuC5NGlFOZW1pZWJxY37t373dlYs1JsWa6MGRERAsXLuR1LW379u0jQOukuLq65nHoxL9XrlzJ37l79y4H2IA2X1yQpoic/OTkZLaHgHZjQJyYBgUF8W+p1WpeA+PHj8/DdGdsbMzkFgsWLKC4uDi+p+joaN7tF33w4MG8iSjtpUuXpszMTD59NjEx4XsQJ7KLFi1imbhXsckhxk/gLJKSkhj/YGdnR0uWLKGRI0fypsCfqUD9T+giCGzTpg0tXbqUfH192S+QjqPAlpw7d45lwk8Qvtj379957ER2wrlz5wiQY5yE89qzZ08ZIUjt2rVZV3t5efEGGqD1xcS4Hz16lNRqNeMQxdwVAaujoyOfagh8kBTDkp2dzetNrK0XL17QvHnzeINO9AoVKtCOHTuY5Ebgd01NTen8+fPUtWtXxgVJ+9y5c+nOnTuMixDP/OzZM74PceIyatQololgoUGDBiwTGI2SJUuyTNep1b+C0ZBmkejCRIsx/n8CDP6fDjR0Ab6IcgKNMWPG0LFjx2jGjBnUpk2bPDvUNjY2NHXqVBn4d9GiRQRoAw1pHYN69erx0VtycjIvJrEAEhMTaf78+Rwp/6gXKVKEnj17RuXLlydAy0ceExPDzuTt27dpxIgRrKyJSHZMKnZZGzVqxA5b7h4bG0tEOQZw7969RJQTVEidMV0pSNIUufT0dCKSM3s8ffqUgoKCaNu2bSwbMWIE9e/fnzp37sxKsVKlSlS5cmVycXFhhW9tbU1mZmY//ThSoVCQiYmJjLXL2dmZKlWqRK6urjI60z59+tCIESN4TKdMmUIBAQH05MkTngOXLl3i9yN2+q9evcoyXSlfuU9nxKlVwYIFiUi7a6QLmDZ58mROS5CeOunp6VFqairvnNSuXZtiY2PZCFy9epVBsaampvTq1SudtLfSbmBgQKNGjeLUNxEMKRQK3u3JTXxQoEAB/nf37t35eWNjY2nlypUygKC4l8aNG9P48eNp//79vJP3K9D41f5d7c8GGp8+feL5LW26Ag3hyN2/f59lIniWBhoCxLxr1y6WXb9+nYAcYGhWVhZFR0czyUfFihVpyJAhslP93L18+fI0YcIEunDhAm/APH/+nBITE2n06NHsLFpbW5OXlxep1WrewGrVqhUFBgYyeB3QEioIcgwAnHZFREylaWJiQllZWaRWq1k35aa9bd++PTv3ZcuWpfT0dN5lFXrd2dmZv9e7d2+Zk5cvXz7WjVLGSKFT1q5dyzKxySGcqlevXuX5nnCSq1atyjJBv920aVP6/v07hYeHs8NYokQJmjp1Kg0ePJj1o6GhIZUoUYIKFy4ss+FGRkZkYmIis1kFChSgMmXKUJUqVfjEwdnZmbp37079+vVjPVaiRAny8PCggQMH8smHmZkZubm5UatWrWQZAa1bt6ZevXqRh4cHz4dp06bR/fv3KSEhgTetpKfD4h2uXr2aZSKtaeHChSwTG46CgVA6j2/evElEOafZlpaWtHv3bho5cqROggKVSkXZ2dkcFEodeH19fXr58iWzkbVp04aIiEsAiE3VlJQU9sXEmnn37h37CNK1JQJzacoZkdZ2ivUpvc98+fLRlClT6P79+ywTJ/efP3+m5cuXy/w6qW2VpkCvXbuWrly5Qi9evOBASpqmJWzQHwUaYl39CjT+QpMa6YsXL9KtW7fo1q1brGS8vb1ZJo6gtm3bRjdv3qSbN2+yc71o0SK6fv06Xbt2jWnHPD096dKlSxQUFMQLqHv37nT69Gny9fVlbEK1atVox44dtGHDBpo6dSoP2IABA8jNzY3q1KnDSvlHXV9fn/bv35+nwBgR5UlTsbOzo3379smO5gTdWcmSJenr1680b968PNdUqVTk6+tLJ0+eJDc3NzZu4vpCqSckJDCtaa1atSgrK4uNXkBAgCw/U+ziA9pAQxgzW1tb2TGyoaEhlStXjhdz9+7dac+ePbxoK1SowM+iS0knJCTwbwmMilgcenp6/LnIyEi+nmhqtZq/K8U/SHMiibSKQij0gIAAevjwIV2+fJmduzFjxtCmTZtozZo1jGUBtLVRNm7cyKcuSqWSLl68SMHBwfT69WsOIAQu5s/eD1EO9aSfnx/LdNHd6WIk0UWpLE5iPDw86MCBA3zEbGhoSJUrV2aFIZ5DBDAbNmyQpVE5OTmxUr1w4QJFR0fzXHr37h2vjU6dOpFGo+F1Jtal+GzlypXp6NGjdOnSJVkABmgDjhEjRtD79+95/fXs2VO2Ni5dupTn+LpChQp5jq3VajX5+/vnuUbubmRkRDVq1KA2bdpQ3759WVn27duX1q1bR9u2beN7adGiBfn6+tLp06d53VesWJGPowWvub29PV27do2uX7/Ou04GBgasg8RpIaBlRhH6SgRrPj4+LBP3s337drp16xbnqANyTNKv9t9v4iTa1taWpk6dSjNmzKD+/fsToHUMV65cSevWrZOd1h4+fJiOHz9Op06d4oB+69atFBAQQOfOnWMs1sqVK8nb25sOHTrEsmnTptH69etp1apVrA9atGhBw4cPpz59+rATqaenR7a2tn/IvCP+XrBgQdq9e7eMAUmaFrt3717Z5kSfPn1kek3YJqkzVaxYMU5JEbSoUqpUohwmovr168s+Z2FhQWlpabwLLbp4X2PGjOGAztbWVsZOJ2zi/fv3aePGjTLbJ+3Ozs7Uo0cPfo8LFy6kzMxMnbo7ODiYADnO8siRI2wfRRMbk9JaEWJjTMq2JSjvpQx40lMvqW7LzSJIlMNwKejrpdfp0KEDy3TdN1EO06F0g0MEBtKgQuh4aTq42ISRUiiL1FhpGQDhKHfp0oWOHTtGmzZt4gC0SpUqVL169d/Fx7i6uvIJHQCKiYnhYCL3/H39+jWFhoby+/v06ZMsTVxszIrUIycnJz7VEOtVeu8fP37kAETKhEiUsyHdu3dvWrVqlSyolm5kSjfFieRpYVKK3T/qenp6lC9fPipcuDA/j6mpKVWtWpVcXV3ZNhoZGVG9evWoXr16zBanp6dHderUodq1a7NMoVCQq6srVa9endPyhJ2uXLkypwgD2oC+fPny5OLiws9WokQJcnZ2pjJlyrDfc+zYMfrZ7RcYPFdXqVRUtWpVGjx4MG3cuJGdkTJlysieKyMjg7y9vWU7DEqlkjw9PfNQqyUnJ7MD1aFDB9mOs7OzM+9GzJw5k4i0QC7hUEop/ITSiYyM5MDiyJEj7Mzky5ePMjMzWYlWqlSJYmNj+ffNzMx4p6BYsWIyMPif6S4uLtSnTx9e3DVr1mSlqouXXBeVsNgFKVCgAMt0gdmI8gKtNRoNLxipURWpRNKTMF07ydLrSBWJUBrSnUlh3ETwQZRz4iZ2dIhy6HalqT4ihUC6gMUJk/SUQ+SDt27dmoYOHUrVq1f/S6c2mzdvZhrjhQsXstLU09OjJ0+e8DgJGkURoK9atYqPZxUKBT1//lzGGV6hQgU6evQoGwLxvALoqa+vL8Me6OvrM75IoVDI6goQaYssrVy5UnaUXrFiRdq8eTNXIBZNnPJMmjSJdu7cSaNHj6a6devKUqz+qf0XGPzv1cQmyt+5K5VKdr7t7Oxo1qxZdOjQIXr06BEHCFI6XNHErqg0DahkyZKyfHYirU4VFKyijxw5UrYuRZG93NS2oo7ChAkTiChHnwlKT4FllBbZBbS7vKIQbK9evfjUQNofPXrEtrdDhw50+fJlzmT4UVepVDLHcf78+XT06FH+nbJly/K9CzsorQshHNk+ffqwTBdIW5x8NGvWjGXCUc5dn0vcj5S2Xbwnaa0gcaokrVMidHS+fPlkvyk2ZKUF60QatXTTStTrkm7+CPyDNN1JBE4WFhbUsWNHKleu3F9OH6tVqxZNnDiRHV0R8Ihx9/X1lZ1aT5s2jTdBxYm+qC0j0qVEpojYmJKeaoiieVI7JrU7wh6NHDlS9u4CAwN5LanVasrOziZfX19q0qSJ7HmKFy9OixYtkqUJi43Z8PBw0mg0FBkZST4+PvyuXF1dqUyZMjrrlv2du5So4Ge1/2igUbx4cXJyciInJyd2YooWLUolSpSgEiVK8IAVKVKESpYsSSVLlmQHw97enkqXLk2lS5fmlIWCBQtSuXLlyMXFhZ1pOzs7BmyKiW1ra0vt27enbt26sWNmYGBAixcvpm3bttHx48e5sI50l4GIGEgtitdERkbSjBkzdAKupExI0iZOH6ROZLly5ejIkSM0bdo0ArSOv8gVFDse1atXJ7Vanadipcj3t7e3p/T0dN65EDm8QpGNGzeOiEimoKW7YCJNxMDAgMLCwuj8+fO8Q16vXj1q0aLFH7J6mJmZUeXKlWXsJWIh6qpRoau4kLTQj5SJS7qwc88lUTGdiNgQSxWNrkBDuisRGRnJnxW7TtK0JjHHpKl9Ytdfys8u8AnSNL7cwcfnz585JaBJkyZUo0aNH6Y+iG5paUmNGzfmeWlqakqnT5+mly9fMmD/5MmTnOom3fUTx7B79+4lIGfnTewQ1qpVizQaDQfJuRXj0qVLiSjnxKVGjRqkVqtJo9Gw89CuXTu6fPmyLM9azC3prpy0hYeH5zFgZmZmNGzYME4xFHN33rx5su8KkF+ZMmXI19eXdu7cScuXL+dTm4YNG5K7uzt16NCB88ILFixItWvXJldXVw5GTU1NqXz58lSuXDl2AvT19Vm3CJlCoWAdJDWQTk5OrK+kOkzoNSmw1snJSQamlRIY/Gr//SacTVtbW/L09KQxY8YwPsnS0pL69OlD7u7uso2ehg0bUt26dalGjRo81iIlpmrVqiyrXLkyNWjQgJo0acI2rGHDhtS9e3fq3bs3n8I2atSI5s6dSytXrpQVcn348CHFxMRQdnY2YzFatGghu38Blpbmgb9+/ZrWrl3Lp6pifs+cOVOmM4m0ulik7Ag9IN0IEU2crjdr1ow2bNhAO3bsoP379/O6OHr0KGVkZPBpc2BgID169IgArfMfGRnJukh0oQ937drF9kmK8WjXrh1jujw8PIgoJ/WkZs2a5O/vT4sXL+ZNuz/D4Cc2Ebt168ZpRc2aNaPPnz+TRqNhAO+IESP42efMmUOAPA1TV30uXexURLrTU4S9luo4XcGLOP03MjKS/aaoEyJlYxR+xOjRo1km0qRdXV1ZJmy+np4ezZ07l+rUqfO7m1sGBgZUp04d6tSpEwcRzZo1Iz8/PwoODuYN0dDQUCLKIfwQqVliQ0q6UWRubk4ajYZPCkVwJU6URGARHx/PPsCJEycoODiY3N3d2W40a9aMqlSpwhtYpqamVK9ePerbty9nBhgbG8tSiDIyMth/kgZ/RFo8am7MplKppDZt2tCxY8d01v8iIn62d+/esUzgYocMGUIvX76kBw8esB9YsWJFOnfuHJ0+fZo3CwoWLEjHjx+n48ePc2BvZmZGJ06coJMnT3IgqlQq6fTp01z8WNynn58fBQQEyADiPj4+FBgYSEFBQXyPBw4coCtXrtCVK1fYB5FunP6s9l/HaPxRwT4R5f5Rwb7chYOIciqDC8YLopx8TWtra9l9iokpBc4R5QDuqlSpQu3atZMtyoIFC3KaRunSpfOkg8TFxdGUKVNkR+Dly5cnb29vUqvV9Pr1a1aQIkh5/Pgxf/7GjRuk0WjYsezTp08eqlJ9fX2+p+nTp1NKSgo7WqdOnZK9V+EAC6UrovtChQrxPQsFfPDgQSLKqbw6YcIEOnPmDM2fP/+HFWilvUiRInw9e3t7fje6AI/v3r0jQJ5ORZS3muuP0q7E+5JWX/9RbrwIEKXpT0IZStOfxAmUtOie+Jx4r9L3I5xzopxAo169enkqpOrqBQsWpKlTp5K3tzcbMZGWpgsY1qZNGwK0KRvSgEUYaqVSSQkJCZxbrVQq6evXr3T48GH+bO5cWjs7O84Fz58/P3379o0+fvzIileA00NCQjioEY7z1atX8+wIdevWTYZjEk2cWDRt2lTGUAVoAyARWOVm2Ll48SIbIWkTgc7Ro0dZJlhhhg4dyjKREvULo/GriaZLF4n0H+kJdnx8PI+hSNkg0q0jdBXr1LWrLZispHnxPzrZFU66oJwWTeDyevbsSWPGjMmDcxJrWUq3SqRdwyKgknapTiTSOmW50110dU9PTy5GZm9vT9nZ2WxPe/ToQRqNhlNMpQxugNY5Exs9Fy5ckDH+CB01efJkIso5WenWrVue9/3o0SOKiopiJiQzMzPq3bs31alT508xJVpZWTGIvGHDhnTu3Dn68OEDpxBNmjSJrykcZGn6kS5sz4/miChKN3fuXJbpAgr/aANOnAQcOXKEZaJKvNTXERt91tbWpNFo6M6dO+Tp6akzJU/I5syZQ+fPn+cNVmnaltCrIvAjysu4JKiQx48fTxs2bJC9+zp16rDteP36Nd+fkZERpaWlUUJCAvtDy5Yto5kzZ+qkq/2rXU9Pjxo3bkwLFy6k27dv8+agyCCRNrH5NmTIEKaHzv2Oli5dSiEhIYzjkDJtiSbSmKXz5tChQwRoU69E04XREMUWpT6qKBwpJaSQYjSkmwhCJg2whK3ShdHIve5/RsupovY/2EhSvEQ0XQXkAMiK0IWFhcHX1xcLFizAmjVrAACPHj3CmTNnoNFo0LRpU/j4+OD9+/dcVKdLly5cdCc+Ph6zZs1C8eLFsWzZMhARDAwMcOTIETx58gTdunWDQqHA2LFjkZmZiZYtW6Jjx44gIowbNw5EhO7du6Nu3brw9fVFcHAwTE1NsXLlSi4Io1AooFQqkZWVxc+0ePFi2NjYICwsDAqFAg0aNEBkZCTCw8OhUqlw/PhxLFy4EIC2aNCYMWMAgAs8Cbl4DwAQEhICAKhRowbatm2LWbNmoUmTJgCAyZMnIyQkBKdPn8a8efP4N/T09BAVFYWLFy8C0BZxcnBwwIABA3D27FkA8kJH379/BwAuKCTGSRQqEsWOREFCUaAI0BYqFOMsCtP9XhOfEb/1I5m4piieA+QUSxKFnaTPcf/+fYwZMwbOzs783Ddu3OCCcqJgz8CBA3H8+HE8fvwYe/fuBaAt8LhkyRJ069aN3+2rV6+g0Wh4HKTFecR47dixgwtadu7cGdeuXUOZMmWg0Whw5coVODg4oHjx4tBoNHByckLPnj35N8Rzid8fNmwYlixZAmdnZ8TFxWH16tWwt7fHtGnTAABTp07lAknjxo0DoC0gmZ6ejgYNGiAoKAjXr1+HjY0NAMDHxwelSpWCh4cH3r59y9ft3LkzAG2BohcvXuDy5cvo3r079PT0cOfOHfj7+wMAjh07hhkzZuDw4cN4/vw5f19aGBHQXRzx95ounfCr/b/ZxFyQFhjVVThNVwHSH31f/P2PflPoA6H7AK3+E/M5MTERnz59woMHD7iQWHh4OEaPHo1u3bqhYcOGOHDgAABtIcANGzYgPDwc+vr6aNy4MRfg8vT05GJenz59wrBhw1C+fHn4+vpCqVSifv36AIBKlSqhcuXKfC8vXrxArVq1sHjxYgDaddajRw9069YNbm5uKFGiBH927dq1XHi2Z8+e+PTpE44cOQIAmDBhAm7cuIG7d+/C0NAQvr6+rAMAYNKkSVxorVSpUqznKlWqxDpq27ZtWLZsGReeFcUxs7KyuMBioUKFULhwYS4CWLp0aRw4cAA3b97kQoAdOnSAn58fVq9ejQoVKgAALC0toVAokJiYyEXprl69ijZt2sDBwYGLDV69ehXbtm3D7du3+ZrSwnWiIJq0wC2QU+xTWmBW13zQVThWWjhQanN02St7e3sA2qKs4rdF4cCEhAQUL14ctWrVwtq1a/m6tWvXxrZt2/Du3TsUKFAAANCpUye0aNECzs7OAMDFD6XPK4oYSp83NjYWd+7c4SKY69atw5gxY/j7tWvXxrVr17gw8M2bN1G+fHkULlwY6enpOHjwINatW8d2d8qUKVi4cCH/HgDY2NigUaNGqFq1KgCgbNmyOHfuHO7evcuyjh07YsmSJRg6dChKly4NQFvw8PLly5g5cyZq166Nc+fOAdAW0xOFM0UrWbIkAO18unbtGkJDQzF16lTY29vze5s6dSrKli0La2trNGnShP2Ua9eu4dGjR4iOjmZZbj8TkOsGXe33/v4jvfR3bz+9Mrj0xURERPBkFQo5MjKSPyOciA8fPrDDIhRxdHQ0O21ion/69AkvXrwAEckqugYHB0OtViMsLAyAthrw2bNnkZ6ezpUn09PTMXfuXCQkJCAhIQFXr14FoHWehSMlbYaGhhg1ahSGDh2KMmXK8L2JSdu5c2fExcVhzZo1WL9+Pd+jqIC5efNmuLu78++dPn0a/v7+0NfXx/r166FQKODn54fLly/D0NAQy5Ytg1qtxsyZMwFoDYadnR3Wr18PABgzZgxWrVoFNzc3BAQEwNXVFXFxcbwwVSoV0tPTERQUBACoWbMmzM3NZZW1RRBhamqKly9fIi0tDfHx8QC0Co/+/6rRgHZRixYVFQUAKF68OJydneHs7IyKFStizpw5MDQ0RFxcHO7du4dNmzbh+PHjUCgUiI6OZsca0CoaZ2dnFCxYkJVLdnY25s6dCz09Pdm8uXXrFsqVK8eVLKUBhVC2JiYmMmX+o6ZLSYvAJTY2Fu/fv0dkZCQr/B07dqBw4cJQq9X83OvWrYOXlxdiYmL4fR87dox/T1TjrFGjBmbOnIm6deuidevWuHfvHjp16gQ3NzcAOcZD/C4AODk5wcDAAGlpafjw4QMrrIyMDNy7dw8mJiYc3D548ICvpdFooFAo0LRpU4SGhiIoKAht2rThCrLJyckoUKAAKlSogEuXLsHBwQGhoaE4fPgwBg8ejJ07d2LGjBlYsGABunXrhlWrVmHUqFEYN24ctm/fjnfv3mHlypWYPXs2Zs2ahYMHDyIiIgLLly/H7NmzAWirjp4/f56rhWdnZ8PLywt79uxB//79MX36dLRp0waGhoYICwvDixcv0KhRIzRq1AgxMTHYtWsXVq1ahfj4eLx//56dHCAnIHr37h169+4Na2trWFtbs6G4fv069PT0YGhoyGv806dPuHPnDlQqFY9TSkoKnj9/DoVCwQFQZmYm65bo6GgAWv0kHCBpde/w8HA24NJqw7l1WFRUFMLDw2UOgqju/qv9PZpwLL9+/YqtW7dCpVLx3ElKSoK3tzcMDAxkwe21a9c4IBDyJ0+eID4+Hmq1mp3jmzdvIiIiQlbR+vTp03j06BEyMjLw9OlTAIC/vz+ioqKQmJiIxMREvk7x4sVlmwuAtoKvsGnSli9fPnTp0gVt2rRB06ZNYW5uzjbK1dUVycnJWLFiBVatWsX30r59eyxZsgTjx48HAHTr1g2Adk6vWbMGM2bMQEZGBgwNDZGRkYFevXph//79ALR6q1ixYgCAkSNHYt++fbzhUbt2baxfvx7Z2dlo1KgRqlevzvquf//+KFiwIOs7pVIJb29vAFq9LOyAQqFAcHAwqlevjqdPn+Lbt2+YOnUq64CUlBRkZmbi69evICKoVCr2Fz5//gwAsLOz4/cjZM7Ozmjfvj0ArU159uwZFixYgCFDhiAsLAwDBw7EgwcPUL16daSlpSE0NJTtwL1793Dv3j3Zez979iwyMzPh6OjIVa+VSiWioqJgamoKU1NTng/6+vr4/v07V50GtH7O6dOnERsbyxW6w8PD4eHhgYyMDFnQMXDgQOTPnx+mpqast3x9fdmRf/fuHQDg+fPnaNy4MZ4/f84+EQC8f/8epqamcHNzw/Pnz/H8+XP89ttv6NGjBwBtwPXlyxf+PbGBlpycDI1GA6VSyb5bVFQUvL29ERISwja5devWsiBcrVajQoUKcHFxwZEjR2BhYQGVSoW6devi1q1buHnzJgYMGICKFSsiOjoaHh4esndraGiIvn37omLFivDy8sLTp08xZcoUTJw4Ee/evYOTkxNCQkLg5OSEMmXKYObMmbzZduDAAZiamiIuLg6FChVCZmYmJk2ahLCwMFy+fJnXWXR0NIoWLYpq1aqhY8eO6NixI5ycnACA11np0qWxZMkSLFiwAIULF8aXL19QoUIFhIWFISkpCZcvX+Z77tOnD3K3jRs3wtvbG0ZGRjzuDx8+ROPGjaFSqdhP/PjxI9q1awcgJ2hNSUlB27ZtQURsgzQaDVq0aAEiklWMb9WqFfsCorVr1459KbHuu3TpAiMjIxARvn79ynNHusnwU9rPPjL5p4HB8f8f5VWtWpX69evH9Qekx5yiCWBV4cKFadq0abL8vkqVKjEYV8r9TKRNxRDH6QKom5GRwSlPgqJXHJlbW1tTQkKCLO/17du39OXLF04vevbsGWk0GlmVzRYtWnBOo6gPIrAUY8eO/V3AlyjQJ/5fmvYm8n+lKUSiPom0wrbIP+zZsyddvHiRJk+e/C9XchX3Id7HsmXL6Pbt25z+kjs39kcpKyLtaPv27fT06VPatGkTv/f/C32umZkZjRgxgk6cOMGMV1IQnsiFluJ4RGqTvr4+H8Oq1WouQleqVCmdjCvSLo5oxRG3yMt1dnbmVChAm3+dkZFBKSkpnLZ45coVSk9P5zER1bwFw4VIXxLkAiYmJpzGJmRGRkYUEREhe/cip7tly5bMhiLm7aBBgzjNSteaEkf2RYoUoaFDh1KdOnU4N/af3n+Bwf9eTeTf/127UqmkQoUKMZ7B0dGRZs6cSevXr6cjR46wfs6N/UlMTOTfWLJkiYwhp1atWsyAFBcXxzYgNDSU3r59K2MpbNWqFae+SPEAAuvl6OhIWVlZMtaoggULsh08c+aMDKwbGhrKNkxfX598fHw4v97Q0JDtnZWVFRHlUAAPGjRIVvsD0OIURYqqtMaQABALQDpRDgWulNJVkF9I049EWpevry8RadO+hf0X9LK6qMX/rl2hUHBaz4wZMxgDqqvArXhOMZek6aKHDx+miRMn5qlDkbvb2dlxarerqytpNBpORRRFcoXPVLp0aU4fFL1Nmza0fft2npOvXr0iIspT54Uox8Z4enoSkbZ+hkgd3LRpE39OzM1Bgwbx54KDg9nG5k4jE+lzZcuWldU6I8ohdAkKCqKsrCx6/Pgx7dixg/2GcuXKkb29/T+uDot0Dfys9h8NNMzNzbkLmampKcvEoJuampKFhQVZWFhwzqaJiQlZWVmRlZUVO1+mpqZkY2NDBQoUYIVlbm5ODg4OVLx4cVawlpaWVL16dapbty7jHYyMjGjYsGE0bdo0Wr58OeeLr1q1SpYPKTALoq6EtInK31JnsHLlynTy5ElKTk7OU81SNGHgihQpwk6woJizs7OjpKQkysjI4GBE5P8LvmvBMrJ69Wpe1ERywyHAPwJMJYDOYiHdvHmTmRlUKhXlz5+fHBwcfgiqs7GxoQkTJtCrV68Y5yAFuAnsizASRDm1SaS4GQH2HTVqFF2+fJkOHz7MCsfW1pZGjhxJQ4cO5QBJoVBQ2bJlZYxF0i7yeK2srGjChAm0YMEC2rBhA1NXAtoidYsXL6bJkydzUPGj39PX16cSJUqwc9u0aVPy8PCgkSNHsqJp0aIF7d+/ny5evEhr1qwhIIcsgCgn31Za80EYcCmWIDMzk5XU06dPafHixXkq8Up7sWLFqECBAjxGzs7OlJSUJMOoxMfH5wmYBB3ijRs3iCiHbEBUoBcF/MqXL08ajYYCAgL43b5//540Gg1zx4vvaDQaDhhyg78FH7lSqaTQ0FC6efOmLOAQ9yetwyKaqMkhLRCp0WgYT2RqakqrVq2imTNn0qhRozhIKleuHNWrV49cXV15jltYWJCjoyMVLVqUAe/6+vpUoEABsrGxYSdKMPtYWVnJdJPQQdJAR5cOMzMzy6PDTExM8nzuR2QRv9p/p4mcf2tra+rUqRN16NCBNwSMjY2pYcOGMmpJQBv8lypVipycnHgeOzg4UMmSJalMmTIyp8PV1ZVq167NuqZmzZrUuXNn6tmzJ2/WlC9fnpYuXUpbt26lI0eO8Dw9f/48Ozq6MAFEOXig3GBOAQiVOjylS5em48ePy3CEQkdWqFCBdu3axXPV1NSUtm/fTseOHSNAi+ETNjErK4vt0saNG+n169d8HanucnJyIrVazRg2QT8qbIKopSMqYgtdL/QckZxUQ6PR8Djo2ngoUqQIdenShfWUIEIhysm7F7hDImLsnJRuXNy/9H0KPKK0wJ3Q5UOGDKHZs2dT3759ZcQSf9bRtLS0pGrVqlGrVq34PVhbW9PChQtpxYoVtG7dOiY6GTt2LM2bN48mT57Mm4mlSpWigQMH0sCBA2UFanfs2EEPHjyg1NRUnXZHjMmSJUtYJi0Um5aWxuBjXV2pVFKtWrVo4MCB7DcJbKugvhe1aUQNGqVSSenp6fxvXV1gLAXhiAgMv3z5wn6gAGKL61hZWXEAJXAqJUuW5PkqyGeMjY0pISGBn1fYvKZNm5KXlxe1bds2D24xX7581KdPHzpy5AglJiay75g7sBfrW2ASNRoN43AGDRpEd+7cocuXL9OkSZMI0ILBjxw5QgcPHmT2NVtbW9q1axft3LmTg2VjY2PauXMn7dq1i+tIAVq63/3798t8nN27d9ORI0eYMAHQFkY8fvw4nThxgv3BLVu2kJ+fH/n5+bGukVIv/6z2jwGDi10GopyIfOvWrSwbM2YMAXKAjzAk7u7uLPsRN7Uu0DkRyYqvZWdn0+3bt2nOnDl5QG2VK1cmX19fVuQicMh9mhEeHs4TWuxwfv36lZ0eLy8vIsrZNbK3t6fU1FR69+4dL7YHDx6QRqNhx1fsTOzevZsNh5eXF9+boaEhZWRkyCqkpqamsoMvpdkTwVFQUBCzDv3IKd+3bx89e/aMUlJSuIK61EEUuw7ScRIKVTyn9L5btWrFMvF7AgSt0WjYSNWrV486dOjwh8xNf9RNTU2pWbNmzETWoEEDVlC5K3QTEddiELsoRDlOtb29PcvEKYuUd14Ksk9PT6fQ0FDy9/fncdcFgqxfvz6FhYWxAf706RMR5ez6V69enYhyigGKuh2ClQTQspCIXR1x3+L+jI2N6du3b5SQkMC7kOfOnSONRsM7fgL4d+/ePf5NURzpxYsXbFSlVWWJck7ORGBCpC3+KFiyRC9VqhSNHz+eLly4QN+/f5cBb6UAN11VgaXXkc6nxYsXs5IXTTB0CM5/IqI7d+7wGhVNEA78CAwupf38BQb/Z7fTp08TIGfl0VWg9EfjL9auYNyRyqTMNIKt5/z58ywTTlHXrl1l9yTAtdJNHF1VholIVpDv8ePHtGrVKmrdurVss8jOzo62bNkis0GiCV0sJWWoW7cu22ShFwUYm4iYUMLGxoZSU1OZ3KF169YUERHBeszc3JxOnTrFm3C3b9+mlJQUDhICAwMpKyuLmaqkrIUGBga0fft2JrcQdlIEEceOHaM7d+7koeXN3UuUKEFdu3blDUdpoC/enaBOJ8phOZQyDQowt7Tqs9Cv0vEUxVKnTJlCRNoMBUExrFQq6fPnz5SUlESZmZk66W3FSY+UmIUoh+lQeqIk2JmkGzxqtZqD3I8fP7JcjKG08F7ueyXKIdhp2rRpngLCTk5ONHToUN4glfpO4rRozZo1RJRjJ8RnNBoN+3oLFiyQnYoUKlSIrl69yqdVgmZVbN5JK34LuyHemVqt5sBQbOSmpKTwvQs/TqPR8HhJC+M+e/aMba3Qy8nJyQzYzt319PR4zsydO1emB3T5suIdSwtI79+/nwAtKY9ouYt0EummSpbWRhPtR+QRQiYlx/kFBv83NdIB8hQyKWgmN9hZNJHDJgUkf//+nXMfV65ciQIFCqB27dqYN28e7t69y79z4sQJPHz4EB06dIBCoUBaWhqWL18OAJgxYwb09fX5Nz09PZGRkYGmTZuia9euAIBZs2bh27dvqFy5MgYMGIDU1FQsWLCA/2ZiYoK1a9dCrVajSZMmqFq1Ku7fv48XL17AyMiI8yx9fHwAAF27dsWgQYMYEJiZmYm1a9fyPbu4uMDExITzSgWQTKPRcK6ts7Mz54hOmTIFp06dgpubmwzc1K9fP1SoUAFmZmZo0KABAG0+u3iXIn/ewcGBvyNkRYsWZZnAheTLl49lIndR5IUqFArOB+3SpQt8fX3x5csXxtNUrlwZkyZNgoeHB7p27YrGjRvzb7m5uWHQoEEYP348WrRoAQBo0aIFEhIScPHiRYwdOxaANqdfzAtdwDdxf+IdSZ/j06dPnI8rZNHR0VCr1dBoNJwnPGbMGBgbG6NMmTJo3bo158Sq1WrUqVMHu3fv5lzoxMRElChRgvOPRc6tGC8xftWrVwegBaT7+PgwtsDa2horVqzgeXbs2DFoNBrUrFkTZcuWxffv33H06FFYWVlxjuyKFSugUCgYH7Fr1y68fv0arq6u6Nu3LwAtCJyIUK5cOX53v/32mww4P2fOHADAgQMH+H5q166NgIAA3L59m9/lmzdvsHr1arRo0QL58uVD7969GWsjcBNAzrpMS0uTrXWBV5Hms4v1Ls0Z1gXA/NV+tdxN6DfpPJHqvD8Cg+tqQv9LsR4CRCswVKKJ38rIyEBCQgKioqLw/v17AFq9c+rUKRw8eBCbN2/mXPOGDRuicuXKmDBhAvz9/VlvN27cGGFhYRg+fLjMBgFanXvhwgUAWuIJfX19LF26FFevXkWJEiUQGxvLxB39+vXj5122bBkA7Xp/8eIFvL29oVAosHTpUgQEBECtVkNfXx/Jycno3LkzsrKyUL9+fdSqVQve3t5ISkpCiRIl0LhxY9y7dw8JCQmwsrLCyZMnMWTIEABaezV06FDGRIjnETnupqamqFmzJuvyDh064MqVK1i2bBmDmgEt3uHYsWOci965c2eUKlUKvXr14ncnMHupqak8Fra2tgC0GDOh64UM0I0DEXgfAVQ3MDBgnZQvXz7Y2trC3Nwc+vr6LBe6C5DrN2nThSkUulPYTUA7RwXWUBf+UIr/yS178uQJHjx4AAAICgpi8LiwMxs3bsS2bdvQq1cvAL8PEBdEJXFxcUhOToa/vz+D2mfNmoU3b96wfh88eDAaNGjAtvrSpUsAgDZt2gDQ4qHE7woik8OHD4OIoFQqMXz4cADAli1bAGjnhZCtWrUKgHY9CdnWrVt5zbq4uKB48eLIyMjg65qZmaFnz54oVaoUAGD16tWYNGkSnJ2dkZ2dze9r7ty5sLS0hLOzM3r16sXr+tGjR3j37p2M4EFX+1dA3Lq+86Pf+SNCi/9G+4+CwZOSkvLIk5OTWS6UeEpKCk9mAXhJSUnhBSQUT0pKCmJjY2Vgl5SUFHbwhJJITk7Gs2fPkJmZicePHwPQOsTe3t5ISUlBcnIyA9QWL16MmTNn4sOHD6xQADDo28rKCs2aNYNGo8GJEyfQoUMHdOrUSfbM27Ztw+fPn1G8eHFW0pmZmVi6dClOnz4NhUKBjIwMVK5cGR8+fODn0mg0GDt2LKKjo/n7gwcPRmJiInbs2AFAy9IBaB1AQOt0W1lZITExkdmOBKuVUIREhClTpjCAT4B1cwca3759YyWYP39+PHnyhD/frl07uLm54ejRo+jRowfMzc1RunRpvH37FvHx8az0UlJS4OLigrVr13KQJgINImLZnw00pOxUAgTn6OgIQKtchXPbtm1bZtQCtIZDGPPDhw8zCNfHxwcXLlxAamoqG1/xe+/evWPgm7iudM7qUvA2NjYwMjJCeno6oqOj4eTkBDs7OyYB8Pf3x/z585k5SXzX1NQUTk5OiI+PR3R0NCZPnsxGXARjISEhSE9Ph42NDb5+/Zon0Pj8+TM0Gg2qV6+OAwcOwMvLS8aiYWhoCENDQ7Ro0QJmZmaIiorCvXv3UKtWLQwaNAiTJk3Crl274OHhAU9PT6xfvx6XL1/GgwcPULduXbRp0wbnzp1Dv379UK9ePR6727dvw8zMDMWKFYOdnR2MjY0RFhaG/v37Y8eOHTA3N0f16tXRtm1bnD17FosWLcKePXv4vmrVqoWxY8dizpw5qF27NsqWLYuAgAB8/PiRWacAoEqVKrC2tkbRokXZgAPaYMja2hrm5uYcfL5+/Rr379+HgYEBOxZJSUl4//49lEqljOTg69evUCgUsiBPrEEhIyL+f6nhSEpKYt31ezosNTUVSUlJMkcyN2PWr/bfbWJOJCYm4uzZs1CpVBwUp6Wl4ebNm9DT05MFF8+fP2fdIGzTy5cv8e3bNxlT3u3btxEREYGsrCzWZf7+/oiIiEBaWhqCg4MBgDeo4uLiEBcXx6xBtWvXznO/R44cYTYnaYuLi4OJiQkaNmyIpk2bYseOHQgNDcXYsWPzsCClpKTg8OHDWLx4MT9XxYoVsX//flSsWFF2rezsbFSrVg0uLi4AgIsXL+Lx48cwMTHBiBEjGEDer18/ODs7M+h78eLFCAoKQkBAAABt0PTmzRts374dADBkyBAolUq2qS1btoSenh473k2bNsXLly/ZPg0aNAhnz55l/ScYu8Say5cvHxo2bMhMXF+/foWPjw+srKzw4MEDTJ06lZ8rN6C+ZMmSqFWrFsqXLw9AGyAI5zkuLg5EBIVCwQ50dnY26xepThKBhjT4EDolNxuimCPSzU5djIbS70oDBV12CND6JvHx8bLPWlpa5vm+CDQiIiLQsWNH+Pn58d+KFSuGTZs2oVWrVnBzc8OnT594TorvJSUlQa1WQ6VS8btKSkpCaGgog9rT0tJgbW0t2wAyNzfH7NmzkZWVhenTpzMhQpMmTbBmzRoGVpcuXRolS5ZEWFgYAgMD0alTJ3Ts2JEJbJ49e4aKFSti4MCBmDVrFu7fv4/g4GC4urpi9OjRWLlyJW7cuIF79+6hRo0a6N27NyZNmoSXL1/i5s2bqFevHhQKBdq1a4eNGzfizJkzPHcBoHz58njz5g0UCgWWL1+O5cuXIywsDO7u7nj48CEsLS3x7ds3hIaGyjbDxHoAcjYXtm/fjoCAABgZGfEYPHz4EB07doRKpeI5EhMTg969ewPI8X3S0tJYJiUkcXd3zwMG79WrF1QqFUibpQRAuy4NDAxk/vHAgQNhbGwsI1D68OHDLzD436GrVCqaPXs23bx5k/NmRR7hhg0bZM+blpbGOeIbN26kEydOUJ8+ff4Ul3furq+vT3Xq1GE+Z0dHR3r58iVFR0fzcZ3IHRX1PsqVK0dE2lxa8ZnZs2fzsTCgPdYuXbo0H2tXrFiRatasyalYBgYGlJaWxmkxHz584OcTRa6kaU4JCQlcQVUXxkNUSk9ISGCZyKskyuEVnzNnDstEfrAU5yByCp88ecIyceQuPRom+nHKikiXKVKkCMuysrL4yF88q6h6K03FE0Dr2rVry64ljoOvXLnCMgcHBwJy8o7Fexk8eDB9+fKFU+xEOpa00JJGo+FnffDgAac2ODo6Uo0aNTjND9DmXktTyJRKJU2ePJnHNnchJVHFNyYmhp85ODiYwsLCOCfaxcWFmjdvnqd40Z/phoaG1K5dO9q1axcXmlSpVLJ0BCKia9euEaCtEC+KAT579oxWrFiR5+j+f6X/AoP/vZrIj/47d319fdYddnZ2VKNGDWratCmnkiiVSrp69SplZGQQkVaXidRLaUrfw4cP6f9j76vDo0qy9t+2uAvxIEkIEFwCg7s7DDK4DM7gLoPO4Da4u7sGBndNIAQSCBCIEHdPuvv8/uivTm5DDzO737C73/44z3Of2T2ku++tW3XqVNV533fo0KGfjel69epRXl7eZ20j6tFXr17NPoHJGjNmDJ07d47H+4cPH7he3MnJyWCNv5hLFAoFl4AKzIVQkRbz3J49eyg3N/cP48APP/xAjx8/ZkE/aSmrKAcRug4CEyCTySghIYECAgJ4vjGkJwHodDTmzZvHc6qjoyN/v9AzkMvlelhOEaOlgocC+CwEU4UJPMXy5cvZl5SUxL8v/V5BKCPVaQoMDCRAv1yXqIikRZTQEtFnIoQZGRn8/OKSyWT8vqVK6YMGDSKgSMRYWgYfERFB586dY0zTH5GWlCpViksHRRmuAIiLOTg9PZ3nIiF6J3TRhAixWq1mIpcff/yRHj9+TDdv3uQ+Wb9+fdq0aROtWLGCS7FKly5N48aNo3HjxnEJWvny5Wnjxo105swZvfJ0KXZJlCoOGjRIr32FRsiMGTMoPj6eAgIC6JdffmH8Q7Fixf6ScOR/2vVfBwb/V1wymYxUKhUZGxtz5zcyMiInJydyd3dn8KiJiQnVr1+f2rRpQ927d+fgPG3aNDp58iQFBgayCJFI3oXl5eVx5/pUDEnUh5uZmTEIV3opFAqaPn06bd++nU6cOMELgA0bNtDu3bsZ1/BXGJCMjY1p/PjxdOTIEV74CHYpUWtsZ2fH4oB/xmAkvQSbkb29vd4gFAqkI0aM0HvudevWcaCaNm2aHiCuXbt2dOXKFXr69CkB+jgOoiIRN+mk9iluQ9qPpPWRov4yICBA7zv/aKEhBadJ65ZFveetW7eIqGgBMGbMGP4bIcr0KYhZ4C92795NwcHBNGDAAL1JrE+fPtyeUhE5ImKBqdatW+v5RQAdP378H06Ihi7BBCaE7AR+RyyS3N3d6ezZszRr1iw9Npo/usQEUK1aNdq8eTOdOnWK+6ZQCF60aBHXr376WbEIkopsEelqmAX2Jzg4WO/ffvjhBwJACxcupJCQEDp//jwLGQI6Rd527dpRw4YNeUHm4OBAHh4e5OzszONOoVCQiYkJGRkZ/a8Yxf6u69tC4z/LBCDU3NycqlevTlWqVGFMnlKpJB8fHypZsiRvGgC6pLNYsWKMZQN0CYa7uzsVL16c+5mPjw9VrlyZatSowWOjUqVK9P3331P//v05zjs7O9OmTZvo6NGjdO3aNT3VYrF4EJjE9evX870bEvUiIsYFmJubU3p6Om3ZsoUZhcQlBW0bEtUU4pgymYxmzJhBq1at4rgvl8vp3bt3nLhNmjSJCgsLGV8pQMECXzF27Fg9wDegSwoFIyGgqyWXbq4EBgaSVqvlOfn06dM0cuTIz+Kg2LwbNmwYabVa0mq1nOi9f/+eiIrIJaSLBbFIqly5MoWEhNCGDRv02LY+vSwtLWnz5s0UHR3NWAop0xWRYcyHIewhURGuYdWqVez7I1HQMWPGEKCPp5AK10rn5k/FdomKCGNq1qxJbdu2/Qzw3KtXLwoNDeVNIT8/P/6sUJ4fPnw4abVaevDgAc/rhuYkU1NT+u677zinEQK4YhEqBCelBCbx8fFEVCSGO2PGDFq3bh0Lt8rl8n9qw+sfvcqUKUP9+vWjpUuXcl//dIEoFiBS5XgiYgarhw8fklarpfT0dMa/9ujRgwICAujkyZO8eVmuXDnatGkTrV+/nrEcDg4OtGLFClqxYgXnHsbGxrR8+XJasWIFM1mKfrNmzRrGsgA64PzGjRtp06ZN3LbLli1jMLnIV5csWcJgctFnpRukX8u++kIjNzeXGyMhIYHy8vIoLy+PO8+LFy/YJ4CUYocmPz+fQddHjx6lgoICKiwsZBDYhg0beDdUAIVFok1EtHTpUgJ0iZ4wMaA+VRg2BJbZu3cvAaDGjRvr/a1YkTs5OVFmZiZdvHiRpkyZ8llAB3QMGuPHj+cdqP79+/P3CFCXj48P05uKVfv06dPp9evXLFsvl8vJ19f3T09GVq5cSRqNhhYsWEBAkVJocnIy/829e/d4MgF0gOdTp05xYJEGEikgi6goSH6qoP7pIBRAfOklJriyZctSQkIC79yIRdKePXv4+8TnBTuJmDCkCtlEReBLaYAn+uOFhkaj4clIOsmKxH737t1EVLRglNIkCgCZWChpNBpKSUlhIJ0hFVMBhhbvun379nr3KdiUypYtq+cfP348AfonRL1796bTp0/T8ePHOdH57bffKCgoiCkwxQmXUHEVYNOrV6/qAc4/vczMzMjLy4vHQa9evSgoKIjBnx4eHtxHhbKqNOAKVgwfHx+aM2cO72JJL29vbxo5ciQdO3aMkpKSmIlKusAkIoNqvERFYE3pGBVA96VLl7JPnK716tWLfWKhVbt2bdJqtaTRaJiRpHjx4lRYWEgFBQUUHh5OgG4jQsQgKV1oYmIixytxPy9fvmSf6OM3btygvLw8vXEnJcP4Zv9+O336NAH6jHFiM0S6W6zRaPTevzCxoJXSO4uFtXQDSqhwS0kxrly5QoB+YkdEnBCIRJmoCLQtdv6JikhNpCezREVg7WLFiukxnqlUKurevTtdvXqVlixZQoCOVENqHz9+pJEjR35xUe7p6clEIzY2NpScnMwgVwcHB8rKyuLFjkKhoJiYGNJoNH9Ia25hYUG//PILx0G5XE45OTl6G0vi9FskRi1atOB2Elfp0qV5M0ca88X3SttZnLZIFwCbNm0iQKfavHHjRvr+++8NJrgixnt5eVFubi4R6e/0p6Sk8HcKQhgpzTkRMdvj2rVr2afVavk7RPJNRDz/Dx06lH1SReisrCzKzs6m6Ohonke7detGo0ePpqZNmxo8FRKJsYWFBS9URNwzMzNjn9g89Pb25s98Gs/FKdR3333H1R5i0SAIfK5du8ZzgzDB+rVgwQKaMmXKP0x77+LiQj4+PlSpUiXeQK1bty717NmTBg8ezHlB165dacqUKTRlyhR+n4JJTrpZ8EdXvXr1aPjw4bR+/XomHBKsn8JERYPYpCQiPm0TFPFEfx0M/vr1awJ07GrCpCrxYh7Oz89nn5RRS8zzgoqeiHgDQ0pSIU7/pMQTX8u+OkZDCkIRNeNSvyGfSqViwJAA4imVSq57Ez65XP6Z8qL09+h/atWkf2MIiAUYVqf+FOCVmZmJd+/esVqoVquFnZ2dQbXiSZMmoVu3bqhSpQpSUlLg5uYGABg+fDjf2/r16wHoRI/kcjni4uJw8eJFADpxIx8fH67D69SpE44ePQoigpOTExITEzFt2jSkpaXh0qVLLDQ1btw4bN++netvhdL08+fPAYAVQkVtO6ADWsnlcq499fDw4Fr/+Ph4bN26lWvphfCZELYRJuppRVsJfEyXLl3g5OSEnTt3MsYiNDQUxYoVg0wmg52dHQvUzJ8/H2vWrAER8fe9efMG0dHRn+EzAF09vaijl2I+vmRyuRweHh54+/YtIiMjUaJECb3vjYiIQFpaGoKCggDoRJGeP38OmUzG7zkpKQnOzs5ISkrSq0F99+4d5HI5unTpAnd3d6xcuZLrMj8FcAsT7RgREQGNRoPIyEjcu3eP61cLCgrg7u6O6Oho2NjYcC3pnDlzkJCQgNKlS6Ny5cqoWrUqIiMj8fz5czRu3BhNmjTB7NmzcenSJTRt2pSFGwEdrqR169aoWLEiJk6cCEAHynZ1dcWCBQv0yAnKlCkDGxsbREVF4dq1a2jSpAlGjhyJY8eOYc+ePVi0aBGsrKzQt29fTJs2DeHh4WjWrBl+/vlnvHnzBidOnMC8efOQlZXF9dHr1q2DTCbjvrJ792589913KFWqFOzs7Ngvxp8wU1NTZGdn62EmDCmnGwL0Sk0mk0Emk/FnZTIZxwMRY2QyGccg6Xf/1RhmZGQEY2NjvTraTwkovtl/nom+Y4hcADDcp6T/bkipXswp0n4r+pu0f5BEmOtTUhLhy8zMRGRkJANYc3Nz0bt3b0RFRSEyMpKB4yK+e3t7Y8iQIejfvz8DpQWBhhAYS0lJwZIlS7BmzRq9e+zQoQPs7OwQGxvLeIvIyEj89NNPAIDp06fD2toaCxcuBACMHz8e5ubm2LZtGwAdbs7V1RVhYWGIjY2FkZERgoKCcP78eSxatAjJycnIysrC9OnT+TctLCxw8eJFjscWFhaMXxDYzPXr18PR0RGtWrXCnTt3oFAo8Pr1awYAi2ds27btF8HcUp+INd7e3hg6dCiGDh2KJUuWYMqUKahYsSLMzMzw4MEDnv/evn0LW1tbfPfdd0y6olKpGMcAFGE0pNhDwHAOIpPJYGpqitzcXOTk5KCwsBDv379nfMTNmzcxbNgwJCUl6Qnx2dnZ6Qn7AWARRKmZmJhg2rRp6Ny5M0qWLAkLCwtkZWUhJSUF9vb28PT0ZCKbR48eISAgABs3bgRQJF5nbm4OmUyGrKwsnDx5Eh06dMCFCxdw69Yt5OXl8fN8OteJd/nu3TssW7YMz58/53cgBImFKZVKNG/eHJUrV2Zik2XLlqFv376wsrKCv78/goODsW7dOsbGdurUie9HzGcajQY7duyAt7c3fv31VwA6Ubw9e/agUaNG3Gfnz5+P2bNno3bt2mjZsiVCQkIQHByMsLAwADohWIE7EXb8+HHUrVsX3t7e8Pb25jHz/v17VKxYEZaWlhzr/y5CEkMx6M/A4IZ80t/+VwLEv/pC419logGJCBqNBkTEA1CtVjPQWQQetVqN0NBQ5OfnIysriwf/qVOnUFBQgLS0NJw+fRoAcO3aNRQrVowTcWHSxLxJkyZIT0/HiRMn0LlzZyxatIj/bufOncjPz0fVqlVRo0YNADrl2ODgYJiamqJfv34AgP3790Oj0aBWrVooXbo03w+gC/qADniYmJgIU1NTVuIWg8XPzw9RUVG8qAB0AcrNzY1BjhUqVABQBDiysLDgyVE8T8OGDfH7778jLi4OISEhzEhkbW3NoKKLFy/i/fv3sLa2hrW1Nf+mCDLi/9etWxdjx47F/Pnz0blzZ9y4cYPVZolIj8Hp9evXn73XwMBAFC9eHGXKlAEAXhgA4ElVKKb+VStevDjevn3L4Gbp9+7evRuLFi3i4JGamorHjx9/9h1SogABBi9RogSuX7+O4sWL4/r161i5ciW3g0ieIyIiWNE1PT0dqampkMlkyMvLg6urq94CENAlrEOGDMHs2bP1JphP2T4qVKiAkydP4unTp7h69SrOnTsHuVyOjIwMXLlyBUqlElWrVsXDhw9Rv359Vmnfv38/AgMDce3aNfTq1QsdOnTArFmzcPnyZVay7tGjBzZu3Ijdu3ejSZMmaNiwIcqWLYvQ0FDs2bMHI0eOhK2tLXr06IEdO3Zgw4YNqF27Nry9vTFp0iQUFBRg5syZ8Pf3h7+/P65evaoH9nzy5An8/f0B6PqYmKyvX7+OWbNmsQq4GOMPHjxAQUEBTExMGGydlpaG5ORkKBQKvXFfWFgIuVz+GYD7m30zscGRnZ2NoKAgyOVyvH//HoAuqX39+jXkcrnehBwREcGEAGLOeP36NTIyMqBWqzmxuHfvHqKiopCfn8/J4tWrV5Gbm4uMjAyOddHR0WjWrBkyMzP1GO5q1qwJExMTGBkZcaI3cODAz1iqkpOTsW/fvs+ezc/PD2vWrEHDhg31NtpCQkLw7NkzqFQqtGzZEgsWLMDSpUsZWF2sWDEkJCSgSZMmOHnyJICiuadu3bq4e/cucnJyYGxsjKZNm+LYsWMICwuDjY0NRo4ciYKCAo4tgkXqzJkzAHTzSrly5VCuXDls2bIFycnJGD58OKKionDx4kUUFhYiIyMDnTp14gW/kZERAgMDUalSJR7XxsbGTEZy584dzJw5E2XKlMHOnTt5o27Lli3YsmULJ79paWl4//49SpQo8ZdYo4CiGN+sWTMsW7YMiYmJGDlyJI4cOcIx/9q1awxiLiwshIuLC0qVKgUvLy9OVj9+/IiTJ0/yhoSI8SEhIdixYwcvHkTfqV+/Pj5+/Ki32A0NDUVoaOhn71m0iUKhgJGREXJzc1GiRAl07doVZcuWhYmJCXr16gWVSoVZs2ZxX3ZxcUFsbCzevn0Le3t7REZGwtraGmlpaahZs6beb9ja2mLr1q1o2bIl6tati6CgIN5YkTIiajQavH37lhfL69evx44dOxgwrdFomMxGmJmZGbp164ZKlSph3LhxICIcP34cxsbGyM7OxurVq/H+/XteJNesWRPBwcG4f/8+LzS+++47nDx5Evfu3ePvrV+/Pnbs2IEbN26wr0mTJtizZw+uXLnCC4169eoB0OUSs2bN4r/19vbG27dvMW3aNGi1Wjx//hwPHz5EUlISCgoKcOfOHdy5c0fvWQQro5GREW9SHThwAEFBQTAxMeH5OyQkBH379oVCoeCcKyEhAcOHD9cjKcnNzcWoUaP0NiAA3ca0TCbT6x+jRo1i4Lfw//TTTwz8FnnbuHHjYGFhoZd7xcTE8GL5q9nXPjKRHoEaGRnxJXwC7Cb1KZVKUqlUpFKpuIRHoVCQUqkkpVLJPplMxpf47Ne+7O3t+ahu6tSp9ObNGz5qFEI6Uk5/jUbDR2ubN29mvwDnSgFHQlVT1NULtW2FQkHJyclEVFRS1Lx5c/6cUFBdvXo1paSkME+39BLH4aVKlaKOHTtyKZeZmRnNmTOHVq9ezXWR48aN49KhMmXKUMOGDQ3iTQxdArwlanalQkfSsqvCwkKKi4uj58+fc3tu3bqVzpw5Q2fPnmUdh0/LkWxtbWnbtm2Un5/PPPhVqlT5rN99Sb+gf//+fGyr1Wrp7Nmzn6meCgEmgWk4c+YMnTlzhnEFJ06coJiYGMrLy+MytDJlyvBvSMF9GRkZrHr7Z5dKpdIDfH///fcMSvTz86O1a9fS/Pnz+f5q1apFnTt3pipVqui9Z+nVsGFDev/+PWNMpCrqQkRIlIhptVou/xG88wLvY25uzvXDQgegbNmy3P8Fh7qxsbFeiYko87C0tGRcTGxsLO3cuZPvUYhA/qsumUym11YitkixRSIGSbFNhmLYX41rR48eNRgjv9m/x0S55/+1y9bWlkslPTw8aPHixXTgwAG6c+cOC53+8ssvBp9Z1H+XL19eD6NVsWJF2rRpE48JoWUlFd98+fIl63wA+hgsQeQh9GpcXFy4lEaU1wjiFGkZiJjXRK16pUqVDJagSjFgV65cIbVazcKjAqwcERHBY2/kyJEcI6WXn58fi/AtWbKE20WUt0lVpcUcLS0TFuUzkydPptDQUFq/fj0Dov/uy9TUlN+zq6sr/fzzz/Tbb7/RwYMHudTo2LFjlJGRQVqt9rNyYyJ97EdSUhL7hSZJmzZt9HRUxLtu3rw5P6uUkEW8ywMHDtDjx49p7ty5HE8/xX8Yuho1akRz587l0uAGDRoQkW7eEe9Y6DoITQupzo3Ae4jPERURi0hB3UJ3SalUculdZGQkP58gqMnKyuJSo8jISP5OUcIuLXcU86CLiwsdPHiQFixYQP379+cSxb/y/P+Jl1Qr7GvZfx0Y/K9ecrmc7OzsyNXVlQczoKuf69atGw0dOpSTzx9//JGePHlCaWlplJubywubhIQEfs7k5GQO0lKWJpGEWllZcZIWFxfHyYtgxxAgMyMjIw6+AsjVsGFD/j4hwCNYKLRaLQf7Bw8eEFGRMrWvry+NGjWK1bD/6mVtbc2LFQF8LiwspMDAQK6N7d69O/Xs2ZNat25NderU0UvaxKTxaRuJ5PnIkSPsk9a/SwXaxELjwIED9OrVq88mDQ8PD1Zm79ix42f97ksLDSE81KRJE2aoEJepqSndu3eP64ylojlEhhmmRE2lqampHjhPTAYzZ87Uw0dUqVKFWrRoQd26daPBgwfzvx0+fJjbQADke/ToYXDi/dLl5ORE/fr1Y3DgjBkzuE0+7aMXLlwgQFd7Le5dvD+hRKzVavm5RZ14WloaYxSEuq5UvVeKmdBoNCx8JRTqP22jhw8fUnZ2NoWEhHANubW1NY0YMYJ++OEHatWqFS/yXF1dyc3NTW/R/3/h+gYG/88yAbBUqVTk6upKzs7OegxuNjY2ZGVlpVerb2ZmxkrwwmdnZ0dOTk7k5ubGY7lEiRJUpUoVqlWrFrm7u3M8HjhwII0dO5b69u3LY1Vg5ISqr1wup7t379L169fp0qVLXB+/detWJsIQOKQffvhB75l69epFgD6jEZFubL558+Yz0gYfHx86ePAgaTQaxju1atWKPyc2sfr06UNPnjzhOUr4xVWuXDmaMGECMx9Nnz6diHQbLiLmCNyJwMZIcWkC97V69WrSarUcAxwcHPTaWjpHiXn7xx9/JLVazYxQMpmMweECgOvi4vIZRs3KyoqGDBlCFy9eZFzBsWPH+J4EoYYUXC3wFVIgt8B3tGjRgh4/fkyHDh2iX375hWvgy5QpQ7Vq1aIqVapQuXLleA718vKiVq1aUZ8+fWjcuHG8mbdz506KiYkhrVbLhDTSZJ+IeN66cOEC+0T/kYqSEhGzYG7evJnmz59PTZo0+awtlEol35cAcYtEv1GjRpSYmEgnT57kTag/irumpqa8GK1atSodPXqUnj9/zou733//nYiKFgdeXl58nwKQv2vXLiIq2mhVqVTMjCaEfM3NzXkhK2XIFH1Mq9XyuJNudop5TDwjURH7mVQ9XcyBgqWRqGiet7S01Gtf0U8OHjzI4sqC2atFixZ06NAh2r17Ny+Mvb29aenSpbRo0SL22dnZ0Zw5c+jnn39mdisjIyOaPXs2zZ49mzcEAR0OWfyt8M2YMYN++eUX+vXXX/ndTp8+nZYtW0bLly/nuXPatGm0evVqWrNmDccC8U6+pv1LweAvXrygyMhIioyM5CTl1q1bFBUVRVFRURxQT548yT6xU7tt2zaKjo6mmJgYBpEuWbKEPn78SLGxsRy4J0+eTElJSZSSksL0hf369aO8vDxSq9WchEsHY3R0NA82qYkOJBQriYrYPqRAKqKiQf4puE8EUKmqqwDqSkGIAgArVYoVA0+obhYWFjLI6dGjR0RE9ObNG+6UYjAKCXspCF4sNiZPnkwbN26k4cOHE6Bj4xg6dCh169aNA9Kn19q1a+nevXuUlpbGIC6RXErb79OTpWLFium1hQi8QlmaqEgF89PBK+735s2bRFTE7DBixIjP7rNYsWJ6C8SpU6fqsTRMmjSJRowYQT179qSWLVt+lrhbWFgwnR6gA1ZJF8jShYpgU5EGpU8JD4SJfiqdHAF9+kGpEnZKSgoFBQXR3r17DYL4zMzMqHPnzjR48GAO3O3bt6f169fzCQMABimKZES6wyVA2mJ3PSsri4O0AFkL8J69vT0Hc0EuICVGGDp0KAFFhANERfTH3t7eDFojKmKSkiqlSttTOsbEIs/Gxkbvb0USc/bsWfZJKQc1Gg3l5+czCLNjx46UkpJCSUlJfCpUtWpVio2NpdjYWGafcXNzo5iYGIqOjmb6Y2NjY45BYoIBQKGhoewXicGtW7c4ronk5+TJkxQZGUlhYWH8Wekpzzf795t4/9WqVWOfSG7Mzc31/lbENqnqsiEwuGCtEnGLyDAw1BApyR/9tqAdl1KnGmLFIypKhNesWUPv3r2j7du3U9++ffU20wDdSe3WrVt5fIeGhvKCQMwtYiwoFAp6/fo1x8ju3bsTEfFGj6HLzc2NWrduzQuSUqVKUVRUFGk0GpoyZQoB+qf5ItkTrHmCPKNTp05UWFhIV69e5e/+o4WHOJEHwCenYi4cNGgQJScn0/79+w2y7YlnX7RoEW/2GJrrxOmFNP6LXX1B3yrMkIK49H1+muAZAuyKRdmnDEhiI056H4Kkxtvbmz58+ECHDx+mCRMmGGwvcVWpUoUOHz5MqampfPr67t07evnyJQ0cOJD7o6HP2traco6iVCrpzZs3pNFoOP5KyTjESYjYbBGnT0ZGRjxPiBMUkdxrtVreoLp//z4RERUUFPDC/9KlSxQVFUXv37/ntl6xYgWFhYXRy5cvue8NHTqUnj59SkFBQZyP/fDDD/T8+XMKDQ3lxfmQIUMoNzeXtFotA+HbtWvHzyAl9hCMcESGyRpERYi0j4vcU3oac/v2bX5nwgQwXwoGl/62GLNqtZp90tMqQ4QSgtFNSpojFmJivH9N+5eCwd3d3VnsSNSNuri4wN3dHUAROKpYsWLsE7WA9vb2DKgWQDkbGxvGBAifubk5i+sIYR+VSsXfI+ogpcBMIfom6uqEiVo5IXoDgMFgXl5ees8mxIf8/Pxw4MABREVFISwsDMeOHQMAXL58GSVKlEBaWhp/74MHD6BQKKBSqbjW8ubNm6hYsSJMTExY1On27dt48+YNMjMzkZ6eDlNTU0RHR0Or1XJdYtWqVfkZRU2vULiUPkvv3r1RoUIFnDt3Dhs2bEDx4sUZ9NW7d2/s27cP3bp10wNEjRo1ir9H/Mbq1auRmZkJf39/rh318fHBtGnTMGjQIGi1WqSkpKBnz55o3749mjRpwjX5QjgQKAItSutliYjrml1dXZGTk8N4irlz52L58uXYsWMHJk2ahOzsbCQkJLBYoSFbunSpQb9cLsesWbPw008/wc7ODkePHsXHjx/x6tUr+Pv7w9zcHNnZ2fj48SO3pbhPKZbCxMQEzs7OiIuLw+vXr/Ho0SOcOnVKr4Zz8uTJePfuHY4ePYrQ0FDUrVsXjx49wtmzZ/leHBwc9MBjgG4stGvXDtu2bUPJkiW5Pw0ePBgvX75EzZo1MXz4cGi1WowdOxYajQYpKSlwdXXlexb4HEAnlvfs2TNcvnwZpUqVQlxcHEqWLInw8HCMHj0a3t7eyMjIgJGREZKTk1G1alXI5XIGtV+9ehUmJiZQq9VcC3rs2DFYWFjA1tYWVlZWUCgUePPmDdq3b49atWrBw8ODRRsvXLjAquOADgx/+/ZtHldA0XgTtfBS0DUAPfCjFHQnl8sZhA3o4okQvBLfqVKpuA5b1BcrlUq4uroCKALnymQyjkFSgKybmxvjY0QMc3V15ecTMczJyQkeHh56NfVSgO83+/ebIdIAQ+QCgK4/kEQMS/g+/byYQ6R9VPikpCFizhF9FSgS5RLzljARE6TzjajtJiLcunULCQkJSExMZEzYzz//zKDtT5+hVq1auHbtmt7vzJkzB1qtFu3bt0f16tX5OwCd8Ffx4sWxf/9+AGBMoRC5/e233+Do6IgtW7Yw6URMTAxiYmL4+9+9ewcPDw8YGRlxu4eHh+OXX35BiRIlGLMisHICP2NhYQGlUqknJpiUlISQkBCMGTMGt2/fhrGxMdLT0/XEPkuUKIEWLVpwm6rVatjZ2aFnz55Yv349EhMTMXPmTCQmJuLEiRMcz6dOnYr58+ejdevWjAEUOQbwucjtH/kAwwriwB8L+UkxKMIMqcoDRUK2mZmZyMrKwuPHj3kuefv2rd4cK/1My5Yt0aBBA+zbtw93797FmDFj0LJlS1y8eJF/v2rVqnoCfyKGlStXDnFxcUhJScGWLVswaNAgvHr1CmXLloWlpSW8vLwAGCY6+FSNXLRVQUEBzp49C61Wy/925MgRJCQkICkpiZ9biCRLBQ2FMrzUxo8fj/Hjx+v5Nm3ahE2bNun59u/fz/1Z2ObNm7F582aoVCoeG5cuXULz5s3h4OAAe3t7HkPbtm2Dt7c37OzsOFb8GdmDIaKIvwoQ/zNl8D+LS9/A4H+z/Rk6X3QKoaIogOKAblBHRkYiLy8Pubm5HCiCgoIQHx+P9PR0BpslJyejSZMmiIuL48EH6BgfDLE+SBUkpabVannSAXQJ7KeAYJFcCsvNzf1Mjfzly5do2bIlfH19cfPmTQA6oFVmZibMzMwYiCSYNv5ocQXoAFcHDhxAjRo1EBgYiLJlyyI9PR0fP37kz508eZLBgoJVw8nJCf3798eNGzewc+dOqNVqVrNVKpUgIigUCqxYsQIWFhYwNzfndlEqlbhy5QosLS31wEsuLi48Cdnb23NyOHz4cBw8eBA3b97EhAkTUKlSJaSmpvKVmJjIgWTIkCEoVqwYg4qzs7MxevRoWFpaYs6cOfzcZcqUwcePHxEWFoaaNWvC1dUV4eHhuH//PtLT05GVlcX3FRAQAI1Gg+zsbL1ksmnTpnrALUAXuBcvXozRo0cDABYsWIBJkybpDXoRfOzs7ODp6YmnT5/C2toakZGRuHPnDjO5CBOTkXgfcrkcjo6OiIuLQ0JCAmxtbfndvnz5EpMmTcLr16/x8OFDAMDGjRt5gSlMOlELkxILCJP2V2GftgMAnDt3DufOndPzPX36FFZWVnB2doazszOPGwGwtLa25iCv1Wpx9+5d2Nvb6yXpGRkZKCgogFKpNJgY/m/YPb7Z/z8mkoC8vDzExMRAJpNxnFSr1Z+xngFgkK5Wq+X+FR4ejuzsbBQWFnJidP/+fY4XgkHuwYMHmDlzJrKyshASEgJAx1TTp08fKBQKTrTy8vIwePBgaDQaqNVqTtjHjBmDwsJCJCUl8UJjzZo1WLNmzWf3mZqaCpVKBX9/fzRs2BD+/v7o2bMncnJysGzZMr1FxvPnz3Ho0CEAwLx58wAAd+/excWLF6FUKjFz5kxcuHCB2faaNWump27epk0blCxZEm/fvsWVK1fw/fffY/To0QgJCWF2vGLFiiE5OVlvAXbz5k2eq4TVrVsXvr6+HEMTEhLw5s0bHv+CDa5q1aqoVKkSbt++jUmTJqF9+/a4dOkSsxh9/PgRO3bs4O89ffo0Jk+ejGbNmvF7r1KlCjp37ox169bB2NgYGo0Grq6u+PjxI44cOcKf/fHHH9G6dWu0aNGCN8CkiwpDQHKNRvPZnCt9N8AfLzSkc7JYaIh7JiK8ffuWv3vWrFkYMmSIXvJKRLw4q1mzJh48eIDAwEAsXrwYw4YNQ2JiIpYsWcLve+DAgXqfT0tLg6mpKWxsbBAbG4uuXbtiw4YNcHBw4A2bOnXqQCaTccwXCvRqtZqJBd69e4eVK1fi48eP3N9nz56N2bNn6xHrCLIBYZGRkdizZ4+eTyw8pSbYAgXZh5gTBMGNWLwoFAo4OjpCJpNBq9UiPj4eMpkMjo6OUKvVKCgo0Pt+6TjOz883uIk5YsQIg74pU6bA2tqaPx8QEIDWrVvrgcFfvXqF4cOHQ6FQcK6XlJSESZMmQSaT6cUBwcgmzSlmzJjBzydszpw5MDExARHxb8+dO5fzKfGe5s6dy8QqYu6NiYnhzYWvZl/7yERaguLm5kbu7u7k7u7OR9HOzs7sE7Vljo6O5ObmRm5ubnycJ/AUrq6ufDRkbW1Nzs7OeiJd5ubm5OjoSPb29lyXZmRkRJaWlmRubs7f97UA5CVLlqQGDRpQ7969WW2zdevWdPHiRXrw4AHrDVSqVIkSEhIoJiaGFSorVqxI9+7do0uXLnEpWNWqVWnx4sU0a9YsLnvx9vamGjVqkIeHx196DunRafPmzalTp058BOzh4UG//PILbdy4kctY5syZQ0RFQGEhzpeamspKpWXKlKFy5cp99vu9e/fmI9CuXbvS1KlTucznH73kcjkFBgYyN/yndaqGjraFfQmjIVUol+JChBbL1KlTKSoq6p9WqHZzc6Phw4dznWfLli1pypQpekBjQFfHLbRXatWqxcJVQsRPAP5PnTrF72rLli20ePFi/pyfnx916dKFWrVqxUfc4gj+zy5nZ2eqXLky9ytXV1eaMWMG/frrrywoVq9ePQoICKDbt29zqcTw4cMpOjqa4uPjWeV2+PDh9PjxY7p8+TLXRRcvXpwGDhxIzZo1ozJlynyVMSe+U6lUkrm5OVlaWuqNe3t7e3JwcOCyNZVKxTFDHMsrFAqOLVJQuohBouRP+P5KDBMiblLwrCgL+Wb/GbZ48eK/vT/+qy8zMzPy8fGhOnXqUMeOHVkbYO7cuXpxTxAveHt765X8EhXh/qRlu0KTQZB7CNHAiRMnElGRDoi7uzt/nwBPS1WsRQx9/vw5FRYWMmGEEAPs168fl0196RJjWi6X04oVK+jSpUs8FwkgulSL4uDBgzRx4kS98fdpzBg0aBC9e/dO73NxcXH08OFDjmF/dM2dO5cCAgIoPj6eSWAEeQYRUUJCAv+tKHUh+mPNDWkZjMBoEhGdPXuWAF1O1KlTpz/UfnB3d6euXbvyHBMSEsLfIUqIGjduzCVGn16inMzLy4uePHlCBQUFXO4kwMLSefPcuXNclifej6en5xe1mv7ocnV1pVq1ajGmUC6X0+LFi2n79u1crlenTh169+4dJSQk8LiVlgSLObJ69ersEyVIFhYW7DM090uJW+Lj4ykqKopJEAAdOc/y5ctp2rRpPLdWrlyZypcvT66urv8RYrD/m2vHjh2GA+TfaP/fgsH/6DIyMiJra2tycnLigFS1alVq1aoV9ejRg5Pb1q1b0759++jKlSt08uRJAj5XaRXBetu2beybPn06AUUBnIgYSyKt8RQgoVmzZrGvbdu2BIA2bdrEPsFUtXTpUtqyZYueaNGfift96XJ2duag5OPjQ9euXaOIiAhOgoXKZ3p6Og0YMEDvsyLYCZAeUVF9orW1NY0ZM4YGDx5MP/zwA9erOjg4kJ+fH3l6euotjJRKJTVq1IgA/XpHIuK/e/Xq1Wf97ksLDa1WyxPX27dv2b9mzRoCdDXbUtCkiYkJubu7U9myZVkl2M3Njbp3704DBw6k0aNHc2329OnTGYgocBNS5iFAFzSFKJOoVx49ejTFxMTQnTt3qFmzZgTokgJDzCl/9TIzM+Mg+MMPP9Bvv/3GizaZTMbvRtRie3h4cFsIEKK0NljUrbZp04Z9YpEsVTYXQfpTVXmBeVqyZAndvHmTDh8+zKA5BwcH6tWrF7Vp04bq1q3L9+3o6Eg2NjafCXT9X7y+gcH/s0xgmGQyGSmVSlIoFHpJg1wu50v4VCoVGRsbc/wQMa1YsWLk5ubGzDPFixenWrVqUePGjXnOKF26NI0ePZqmTZvGteLlypWj5cuX05IlSxjzZGdnRwsXLqRFixbRsmXLOBYtWrSIrl69SsHBwbyJJQUvExEzCH26+SJi6IIFC4iIKDMzk/bv36+niF2xYkUaOHAgb7golUp69+4dJSUlMfj3+fPnRFREqCEFo4v5QmCopHXlgvlH1KQXL16cPydiUu3atSkkJISOHz/Omx/u7u5/OvZLlixJY8eOpR07dvB9ivp0AWguW7Ys9evXT2/TQFzSjTAhfCawmJaWlrR27Vpq27at3juXXiK5btWqFU2ePJlWrlypR2gREhJCb968oaioKHrx4gV/LiIigl68eEEPHjyg8+fPs3/w4MHUsGHDP2TiMzIyYsxNgwYN9ITZxHyxdu1amjlzJtWqVeuLGzy7du2imJgYzkuGDh1KBQUF9PLlS8ZCdOnShZo1a8Y1/X92STdbunfvTuPGjWOwfb9+/SgoKIiio6MZ0C4wi1KGLMEKJch0pMQBYm6SYlzFAlbKqCglmhH9T6oeLwR7pSr0UhFfQ/mFWBRLcZaCOGfSpEn06tUrevToES+Q/P39aceOHbRhwwYaNGgQ9+k5c+bQrFmzeLFsbW1NEyZMoPHjx3M+pVKpaMyYMTRmzBieJwHQTz/9ROPGjWNcL6Db6Js4cSJNmjSJx8CwYcNoxowZNHPmTN6IHz58OM2dO5fmzZvH+eGZM2foa9tXX2hIO8+NGzfoyZMn9OTJE37wkydPsk/sPuzYsYMCAwMpMDCQg9fKlSspKCiIgoKCODjOnj2bnj59Ss+ePdMDXT9//pxCQkI4YPbo0YPCw8Pp7du3rBbeuHFjSkhIoJSUFN6dKVGiBN+3dJcjNjaW/YIGT1DQEhEHicqVK+s9uwAtCzYoImLAmpRGTyidr1mzhn3iGaXUY+XLlycAFBAQwD6xw/H06VMi+lw1NDMzkwemra0t7dq1izZs2MBUsyVKlKABAwZQhw4dOLB9KTCJSdfMzIymTp1Khw4dYvXSRo0aMW2euMzNzalevXoMBnZ0dKT379/zboIA0kmVTzds2EAAPgN99+3bl0F+0ucUTCxS+9JCg6iIfleoeWq1Wk48xCUmpWHDhvHn1q9fT4AOpEikU+eMjo7m06A2bdpQ8+bNGXwlLm9vb26DXr160enTp2nu3Ln8G39lJ8jc3Jzatm1Lffr04RONunXr0rp162jHjh1MnDBv3jxKSUkhrVbLoHrxnGq1mt+hALbGxcXxuxUgN6GCbmNjw4sFwRTi6enJ7SHUtaVKytnZ2dyH4uLi2C+CqpR68969e5+NPSLivvjs2TP2ibG3atUqSk1NpcTERD49GzhwIL17947Cw8O5TzVu3JhCQkLo+fPnvOgrX748PXv2jJ4+fUp79+7lfiZiixjLRkZGHIPEPQI6kK+IVyLxMBTDdu7cSU+ePOHECtBXav1m/34TdM9/REst3YkWycmHDx/YJ07EpLvHYnNJGrdFfBw+fDj7RIwTcYSoaHwJpj9hIsYHBwezTxAjSBMeoiIWN6narwDeAqAtW7ZQ9+7d/zJduZWVFSevxYoVo/nz59PatWupbNmyBOgYBu/cuUMPHz7kDabnz5+TRqOhBw8eEKCf/O3YsYMAHeOfMEGOIii2iYrmvwMHDpBaraYTJ04QoNud7ty582d05J9epUuXpr59+3ISWL58eSLSxXlBXVqqVKnP4m7JkiVpxowZdPDgQQL0ldfF81hYWFD37t2pdOnS/zJqfaVSSYsWLaJbt25Rbm4ux64GDRpQfn4+3b59mxYsWPDFzcUWLVrQ4cOHmWnQ1dWVoqOj6cyZM7xAdXFx+VMmP5lMRqVLl6bmzZtzZYS/vz/dvXuXYmJimKhg9OjR3HaC0UxKKSxYKKUnQeJUXhCTCCIOqWK5oEuXzjlSQh8BLpcuKqTAaLFIEwBzImI2rdu3b7NP9DEpU6JYsO/fv599YlEhmNaIisgMpIyYhsgnRJ+SLrwFwc8fncSIHIiI2CdVkxcLJNGGRIbnU/HM9+7do69tXx2jIRULqly5MoOYRG11+fLlGUQk6s59fX1ZQEQIsZUqVQqVK1cGUATs9PDwQKVKlQAU4QScnZ1Rvnx5AEVgT1tbW3h7e+v9nZmZGYvAiN8V9ZCAPphPWh9uqL5SgMak6tRJSUlcu1muXDn2BwYGAoCeQIqogxdiekARpkMI9xERi0kJwFxhYSHXOoqaUVHfp1KpYGZmBplMxjWi9vb26Nu3LwBdHejBgwfh5+eH7du3AwCGDRuGTZs2Yfr06Wjbti3u37/PKrI+Pj748OEDt0tOTo6eKCEABAcHY8WKFXBzc8ORI0egUCiQnZ2tp6yZmJjI9y+AfoBOgXPlypUoX74813N27doV/v7+GDBgADQaDXbv3o2AgAD079+fFc8tLS0ZnPuPmIuLC96+fYuXL18yBkIKmp43bx6cnJwwdOhQhIeH4/bt23j+/DmOHj0KQAcSs7Oz4/4gTIpJEHWUVapUwaxZszBjxgwAwL59+z4T2dJoNFAoFPDw8EB8fDyL9XTp0gXR0dHo06cPKlSowOJXM2fOxOPHj1G1alWuFz137hyCgoJgZ2fH/VP8V9ynQqGAk5MTYmNjERsbCxcXFxQrVowFqKKjo1lwStSLJiYmolixYjyuIiMjkZ6eDmtra1SsWBEymQyxsbGIj4+Hk5MTzMzM4O3tjfDwcISEhDAYUowPMV6k9ycFHwJFY05amyrGp1KpZHChiCcWFhasQCtqpS0tLeHn5wcAPHZMTU0ZWCqtiRaxRcQHuVzOY1R6D5UrV+b+9mcxrGrVqnq4Falq8Df795uIPVJ8j5QkRKPR8N8YAo4bAnwaAu+KfzdEQCLFSojvls6ZgGGQuCEwOVA0jpKSknDr1i0kJiYyVkGpVLL4KqAjNMnIyEBiYiJ+/fVXeHl5ISgoCIsXL4ZWq4VCoUBGRgbX3CckJOiJmgHAqlWrsGrVKj2fmMfEvaWmpqJhw4ZwdHRk0of8/HycPHkSrq6uePr0KQDwHA1AjwxEoVDwXO7i4sKYxT59+mDv3r3o0qUL3N3d8ezZM9y4cQNEhNevX+sJwIaEhKBUqVKoWrUqP0+zZs3wyy+/4MKFC+jfvz/UajUiIiJYzE20vYiz4p06Ozvj4MGDAHRgbBsbG2i1WkybNg25ubmIjY1FSEgIXrx4ASMjI1hZWSEvLw95eXl6fcXIyAgWFhawtLSEmZkZk6pMnDgRFSpUQNmyZeHs7AxPT0+o1WoWYEtMTOT2efDgAWxsbPSAyIAuR2rTpg2aNGmC0aNHIycnBzNmzEBaWhrWr18PQDcXC8ILYQLYLuYDc3NzjB8/Hl5eXrh//z42btyIHj16MP5x4sSJuHPnDurUqYPvvvsOALj2X7wzwDDQ/VOcofhMdnY2EhMT4eXlxSQbOTk5SE5OhoODAwPdY2NjkZ+fDyMjI47barUab9++hZ2dHbRaLezt7REbG4sXL14wLtfGxgaRkZF4/vw5zxX29vaIiIhAcHAwSpYsCYVCwd8ZERGBmjVr6im/C1yvaCvRV4QZii2GwOCG4sqfYQwN+f/MJ77z71Iq/0ft/zswuCEGDzH4RecAPmcQyM7ORkFBAYN3MjMzERQUhNzcXAa05efnY/fu3cjNzeXFg42NDRYtWoSCggKkpqYywHzbtm3YvXs3CgsLERERAUCXgJ46dUoPiHj8+HH8/vvvKCwsZMCSSHqzs7MZYJ2UlAS1Ws1MILa2tvyM4lmkCybRDtJJTYDQ6H+YSWrWrImZM2ciOzsb586dg5eXFz58+IBSpUoB0LGPvHz5Ek+fPkVhYSGSk5PRr18/vYRw27ZtyMrKQnBwMDZv3sy/8ykA6+XLl5+xRXz8+BE9e/bEnDlz8O7dO9jZ2SEhIQFLlixhMJtCocCkSZNgbGwMExMTmJiYwNjYWO/9btq0idU18/PzkZeXx+0rGJsAXbIq7mnixIlYtmwZAODKlSvMpiJMCn4WAUyr1aJt27Zo3Lgx7O3tMXfuXLx79w5hYWHo3Lkzf1Yul6NcuXKoUqUKzpw5g7S0NJw4cQJt27aFQqFgYN3YsWPh5eXF5AJSkKChoCXer7TvikQ+Li4O8fHxyMjIgLW1NWJjY3H69Gm8f/8eOTk5sLGxQVxcHJYsWYLixYujsLAQVlZWSE9Px5gxY+Ds7AyNRsNMXP379+cgLf5u6NCh8PHxgZGRESdVv/32G8LDw2Fqasp9PzAwEHfu3PlM2Vso3kuZo/6MyePfHUC/2f9dE/1EGoukrDbJyckwNTXV61vx8fFQKBR6vtevX0Oj0aCgoICT2IcPH8LY2Bg5OTl48OABAB2pyC+//AKtVsuKxa9evcKKFStgYmLC80B6ejrWrFmD7OxsZGVl8b0JAomcnBxmFuzfvz/7cnJyOGkzxMijVqvh5uaG7t27o2fPnrwBp1AoMGTIENjZ2fHzlihRAqGhoXjz5g3q16+P1NRU/PDDDzAzM8PHjx9x/vx5yGQylC9fHjk5OUhNTeUEU5i4l5ycHD2FZkA3h92+fVvPt3z5cpw9exaenp68MRAeHo5ixYrxd4vYCBSN+Tp16vCGmI2NDdLT05lZ6vr166zcHRERwW0M6OaFgIAA+Pv7w9XVFZGRkRg5ciSioqJw/vx5qNVqJCUloUaNGnB2duYNCiMjI2a5k/aPiRMncnK6d+9e9OnTBw0aNMClS5f4Ny9duoQWLVqgbNmyePnyJftzc3NhZmYGQMf2ZWFhgZycHERERECpVEKtVqNLly54+fIlMzACRcmto6MjGjRogIsXLyIzMxNnzpwBEeHy5cvcp+vXr6/X3oWFhZDL5ShTpgzfy759+1C3bl2cPXsWI0eORIMGDZggQLwvsfkJgO+lePHiICLk5+fzIkij0eDp06fIyclBVFQUAN2m6q5du3hBBgAHDx5EYGAg8vLyeD6YOHEibG1tkZeXB5VKhcLCQlYsl84JFhYWevPBp/cnrE2bNp/5pItuYSNGjPgM6N2/f3/0798fQFHMGDduHObMmQNjY2Men3v27MH9+/dhbGzMwO9Hjx6xMrvIHaOiojBu3DgolUreKE5NTcXPP/+spwxeUFCAhQsXQiaT6T3zkiVL9DYtAN2CXyh+i0Xdb7/9Bjs7OxAR3+PatWvh5OSkBwYX7+ur2tc+MpGWuFSsWJGqVKlCVapU4fKNcuXKsU8cc5UuXZp94oi3ZMmSVLlyZapcuTIDctzd3alSpUpUqVIlLlUR2AKp8qmtrS2VKVOGfH19+QjJ3NycSpQoQZ6envx3SqWS7OzsyMrK6g/rMf+vXDKZjJydncnb25uPyKysrKhNmzbUuXNnrpksWbIkTZ48mebOncvH1e3ataPr16/TixcvWHNCWvMr2lrU64q6U5VKxUfqn162trbcpt26daPVq1fTtm3bWJiucuXK1KVLF65nFlf58uUZUPj48WM6efIktWnT5m8FYH333Xe0bds2Sk9P56NwwVMuLk9PT2rTpg0D1vz9/Wn79u20du1avVrJP6qrdXV15bIGUVah0Wi43EAI6EmPSJ8+fUq3b9+mMWPG8LiYP38+TZ06ld+fj48Pde3aldq2bcs1tC4uLlS6dGlydXX9PyVoZ+gyNjYmKysrsrOz0yOB8PT0pBIlSnDfsLa2Jl9fXypTpgy3s6WlJZUvX54qVKjA5R+mpqYcM8TRuEql4tgi6rVlMhnHIKmoY6VKlf6hGCZqzQH9ksdv9u+3Xbt2/dv799e6rKysyNvbW69G/8iRI3raNoYEYUUtuCAAkeIs0tPTiahIr0EqtiZE69q2bUs5OTkUHx/PQOEePXrQgQMH6LfffuO5qFq1auTv78+Yt796WVtb08CBA+mXX35hELZUuVuUDom6eqnw6pUrV2jp0qVcsmPoUigU1LhxY1auBgzrSJiamlLFihW5nBPQlVMfPHiQTp8+zTG7fv36dPv2bbp16xbduHGD9Z18fX1p//79tGnTJlq2bBnNnDmTv6dGjRp/OI+I2CTKf+zt7enOnTt05coVPXIDQ/OjTCajcuXKcZtPnDiRsrOzWSzY1taWtFotpaWlMbC/RYsWtHjxYpo0aRKXMpcvX55q1apF5cuX53hnYmLyLysj+2cuuVxOKpWKjIyMuFxOpVKRqakpmZqask+hUPxTgPb/y9f69eu/apwl+gYG/6cvKysrcnV1pVKlSnFNnI+PDzVv3pw6dOjA2JIyZcrQTz/9RBMmTGB2j+LFi9PcuXNp7ty5XLtYrFgxmjlzJk2dOpW6d+9OgA4UOHToUGbuAXR1e82bN6d69eoxAFmlUpGNjc1XZT+wtLSksmXLUv369XmhN3jwYDp8+DDXFgM6Jo2QkBC+t0+VaP/oMjc3p4EDB+phDaSKvIBO8OrSpUuUlpbGNaqOjo40ceJEGj16NP3444/Up08f+v777/WUazt27Ei9e/emQYMG0ciRI2nChAmMdxk/fjzl5ubSnTt3aPny5XrMUCJJNzMzo8OHD9Po0aP/UNTw00skwJaWlnT79m3SaDQc4Hfv3k0nT57UExVs1KgRVahQgeu+v8Ylk8nI0tKSF+9ubm5Up04datq0KWMLqlWrRgMGDKAhQ4ZwIt6wYUOaOnUqzZgxg8kHmjVrxn24Zs2aBOgWbBMnTqQxY8YwZsXDw4M6depELVu2ZCCdSqUib29vcnNz+wzL8t98fQOD/2eZiCH/yCUSFmNjY06sbGxsyM3NjUqWLMlzQfHixalx48bUtm1bHkeVKlWiwYMH05AhQxhjUbZsWerVqxd16dKFE2dLS0vq1q0bDRw4kIVVAdDixYtp06ZNtHfvXt4c27hxIz158oRCQ0Np3759BOhjPD5NIqX2qSCsVqvlBFYAukVsl9aQCwYrKc5i1qxZBOjjUIR44OrVq9lnSMROtNmRI0fo6NGjeorHFSpU+GweMHS5urpSw4YNOWZv3LiRXr16xQsNab27IG+pXr06XblyhX799dcvMiP6+/vT+PHjef7+V17W1tY8r48YMYJVnQXWU4CYDV1iIxbQAe3FQlHgE3ft2kVHjhyhzp07cxv9s0yLhi5zc3NycXEhLy8vXqyVLVuWWrZsSZ06deINocaNG9OECRNoxowZjCns27cvbd26lfbt28fjZ/78+XT37l0KCgriDdBDhw5RfHw8paSk8Nx09uxZUqvVpNVqqUWLFgTo5lxhYgEsxYsI4deZM2eyT+D/Jk6cSGlpaZSYmMjjccCAAfTs2TN6+PAh+xo3bkzHjh2j/fv3MzaodOnStHz5clq0aBGDvB0cHGjKlCk0YcIEFgs0MzOjESNG0LBhwxjLqVAoaPDgwTRo0CDOEwEdoH7gwIEsqAjoSBkGDx5MP/74Iy/+unfvTsOGDaPhw4dz+3fv3p1++uknGjNmDOdmUtHHr2X/UjD4sWPHKCAggAICAnh3e/v27ewTSdyKFSvYJ0BKc+bMoYsXL9LFixc5II8bN44uXbpEly5dYnXGAQMG0O+//06XL1/ml9ixY0e6du0a3bhxg3cqGjRoQPfv36eHDx/S6tWreRC8fPmSXr9+zUBBc3NzSklJoaysLCosLOQkTcpWJJWgFyZ+Z9KkSewTDD2dO3dmn2DFaNSoEfuOHz/OwUGYCI5SpgVB6SZ8Wq2WJ5uqVatSUFAQ3b59m5mN/Pz8aNu2bbR+/XqmKi1dujSNGzeOhgwZwgPV2dmZSpcu/U8FnYoVK9LgwYMZ4N6sWTNKT0+nZ8+e0eDBgwnQJZ+tW7emChUqfBGU2KVLF+rfv/9nfplMpndKs3jxYlq5ciWtW7eONm/eTDt37qTt27fz32/evJm2bNlC69evp1WrVtGSJUv45KREiRIGd/0bNGigd1Lx6aVSqcjX15eaNWvGk2ejRo3owYMHlJyczO/f39+fRo0apcfu8lcvS0tLKlWqFO/Gu7u70+DBg2nMmDFMPVi7dm1au3YtbdmyhSefrl27MmhZjIHJkyfzbqZgt5k7dy73JREYpT4RQGfPns0+Qdk7ZcoU9hlSxhVJnDQZEUwunyp+S9k9cnJyKDU1lU9sNmzYQOHh4RQaGsoUmyNHjqSHDx/S/fv3uU+1b9+ebty4QdevX6eJEycSoKMMvnz5Ml2+fJmVzX18fDhmiPHo6OjIsWXPnj38fkUMEuq8gA64KPzihOWPYtiFCxcYxAroK0h/s3+/iSTc0dGRsrOzKScnR29jLC4ujgoLC0mtVvPmipSBRpzeSk97RXL922+/sc/QeBNMg1LArCAlEcBloiKiBplMpncaIWKCFNAqiCqkasbi1EaqRkykA72LBFb0y5CQEAJ0u9OCpUd8p5RpToDbpcyJIolauHAh+8Rmg3SBLcaHAKsXFBRweycmJhJRES2ppaUlEenmNSktvNig+yubFGLjSC6X05gxY2jNmjWs2iwlARAg9Tp16tC6deuoS5cuBpN4sbicPXs27dixg5YvX87zR7169ahhw4bk7+/PGzempqbk7e1NpUuXJl9fX/ZbWFhQ48aNqUOHDtS7d2+OY4Au1xEn1+Jk4c+uUqVK8QZdhQoVKCYmhoiK2Cu7d+9OS5Ys+cvfJ9qtevXq1LdvXxo/fjznbIsXL6aTJ0/S5cuXeVxcuHCBYmNjKT09nRcyUmC1iOdSim9DwGpDZAqiHx05coR9hsgQxEnViRMn2Cdo2rdu3co+wf4k7ativp48eTL7RN40btw49okFtTjxIyLumz169GCfIBOQnhaKnFLKoBUcHEyArhJC2IcPHwjQEZIIk8al3Nxc9ov+KCUsEguIsLAw9olqh8ePH7NPbAbfvHmTvrb9S8HgTZs2ZfCmqLeuX78+AylFjWKtWrUYWCTAN1WqVOG603Xr1gHQgaybNWsGAFzH7u3tjaZNmwIA12Z6eHigYcOGAMBAYwcHB675E7VzFhYWKFu2LIAiEI+RkZEe8NsQiC8zMxMA9EDJhkDjycnJAMDK5UARcErUdko/KwWPit8Q7QcUKXaKdpPiEmxtbRng+vbtWwA6ZfaBAwcC0OEKjhw5gnLlymHFihUAgF9//RXBwcFo3bo1C8QNGjQI27dvx6hRo9CpUyckJiZi8eLFCAoKQrVq1WBsbIwPHz6wqFRwcDALVAHA77//DltbWzg7O3NbJCYmomHDhvD09ER+fj769esHc3NzjB49Grdu3cLdu3dBRDh27BiUSiXjAho0aIDIyEi9WtuMjAxMmTIFX7IhQ4b84b+JWuBixYqhcuXKXE/75MkTvbriypUro169erhy5QpevnyJadOmoVKlSoiKiuL2i4yMRPfu3RETE8PAwYcPH7JInjBHR0cUL14c5ubmuHHjBhwdHbFy5Uo4OjoiNDQUY8eORbVq1fD48WMAOlGuMWPGoE6dOtiyZQsAnUDPrVu3UKlSJYwcORKAThH+woUL8PT0RL169QDoq9KKsSj6ixSoLFWaFfapmitQ1Hel9djCJ/o3UNTvpX8nxkdWVpae4reJiQkyMzNRWFgIU1NTmJqa8j1KiRzE77i4uKBGjRoAwO/L2dmZa5BF/bqDgwOaNGkCoKiW2drammOGuEdTU1OOLQKorlAo0KJFC73PAroYJp7jSzHsu+++Q61atfTa+FPhrm/27zWBA9JqtfzepGBVhULB79gQuNOQCjgZwAUaAm4bwsgZMlFbbWZmpve3hlR9Rb+XgqqfPXsGAChbtiyePn2KV69e4dWrVwgICIBWq4WFhQUmTpwIKysrJsNwdnbGhAkTkJeXx3X54eHh6Nq1K2QyGQv1BQYGYtSoUTAzM+NY+fr1axw4cADW1tYM/FapVMjLy4ORkRHXpIuxII0tIt6IMSOIYGQyGf9vT09PzJ49GwDw/fff4+jRo1iyZAkaNGiA169fY+jQocjJyYGvry8iIyO5tl2r1WL16tV67RUWFgZXV1cUL16c3827d+/g5eWFZs2aoW7duhg3bhx8fHxgb2+PBw8e8PsVuAVHR0eYm5sjLS0NJUuWRKNGjWBjY4OIiAiMHz8ejo6O2LNnD2NoHjx4gAULFsDc3BwVK1ZEbGwsPnz4wNhKAHoisp+ap6cnypYti1evXuH9+/cYN24cZsyYgczMTIwbNw5BQUEM4A4PD+f3f+jQIRZlFGZmZgY/Pz+kpaUhPDwcP/zwA6ZNm4YSJUqgfPny+PDhA9atWwd/f38QEQtD9uzZk0Haou8L4DpQhHMS70zqE+MMMDwuRPtK+7ohggXxPVJMlSGMoqEx+iUSB+nfiRxP+n1fIimR3p8hIdkvgcH/EYyhIf+f+Qx9pyEg+tey/zow+J+ZoYlAdAZp5zYEEFer1fy3hhYaUqCadLEglGQFGNbKyooHiABEWVtbIy8vT0+d1tramhMyATKULmYMDWhDg9cQ64khMzTYBMOXmZkZMz1dvXoVQUFB6NChA7OQNG3aFFeuXMGIESNgZ2eHZ8+eMUOSVqvFx48fGXSUl5eHyZMn6/12dnY2Ll++jBo1asDIyAjXrl2Di4sLYmNj+f5v3ryJEiVKoHHjxrCwsGDAXt26dWFpaQmtVsvvqKCgAHfv3gUA1KtXjwHKQkVUKLw3b94cMpkMHz580AN8Z2VlwdnZGXFxcfDx8UHjxo0RGBjIzCBiopGaWNBJ7bvvvkOdOnVgbW2NWbNmwcHBgRe2p0+fxo0bN1CyZEn06tULQFGyLtodKApgUlY0QyberzSAin4gDYyiv0iDtOhXop8REd9DcnIy8vPzQUTcx+Pj4/nzYpGSkJDAAMNP2a4AffXY/Px8HkNfYu2QPstfVQH/Bgb/Zn/FRB8rLCzkGC3tWxkZGVCpVNBoNNynPn78CHNzc725IDQ0FJaWlsjPz2eSiWfPnuHQoUMoLCzkmBEcHIyDBw/CyMiIWQWjoqJw+fJlyGQyZl/KzMzEwYMHkZmZibCwMAC6vixUr2UyGY+rpUuXwszMDJmZmbwoOHHiBG7evAmNRsOLj40bN2Ljxo2ftUFWVhaOHz+u53v//v1nf/spixOgW2gIFkVhu3btwq5du/R8nTp1AqBL0kSbff/997CxseF2NTIywqJFi2BlZcXxUS6X4/nz57Czs+PYIJ3DRDw0MjKCv78//P39MWvWLLx//x67d+9G9erVER4ejjJlygAAfvrpJ0RFRSE0NJTbVbDvCYuNjUXLli25nUV7tGzZEl27dsXZs2dx/fp1nsOlCte7d+/G7t279Z49MjKSN02lFh8f/xlblzB3d3d4eXnBy8sL6enpOHbsGLy9vTFjxgwkJycjJiaGF3Z79+7FqlWr9GLd/fv3cf/+fb3vLFmyJKs/HzlyBFWqVMHjx48hl8vRsmVLhIeHo2nTpswsKOYhsQGan5+vl0ekpqYiNzeX30tiYiIKCgqg0WgYzBwZGcnjSmw4vX79GgqFAhqNhtvu2bNn7BPj586dOzwuRd4UEBDApDfCd+DAAbx48QJqtZo3DXfu3IkHDx5Ao9HwQmv37t148uQJtFot7t27x+3w+vVrEBH/3dmzZ7k/iHEbEBCAnj17AihiA7169Sr69esHuVzOC/RHjx5h2LBhUCgUvBH65s0bTJgwAQqFgvOfxMRE/Pzzz5DL5ZzrZWVlYdGiRZDJZJxPajQarFixAjKZTI+Za/369VCpVHo57Pbt23m+Fn+7Z88eBn6L79y3bx8zs4l3Iu3/X8tk9JVn48zMTE5EGjduzMH9ypUr0Gg0qFu3Lq9Ob926hdzcXPj7+/PuxoMHD5Ceno7KlSvzLkhQUBASExNRrlw5uLm5AdCxFsXExMDLy4vpU9++fYv379/D3d0dPj4+ICLExMQgPDwcDg4OKFu2LIgISUlJCAsLg4WFBfz8/KDVapGVlYXQ0FAolUqUKVMGGo0GhYWFHLjd3d05sU1MTAQRwdzcnCcrabL+vzWZTAaZTAatVgulUgkzMzMolUpmSzEzM4OrqytUKhUyMjIQExMDW1tblC9fHiqVCvHx8Xjx4gWcnZ1Rr149KJVKRERE4P79+yhRogTatWsHIyMjPHv2DJcvX0bFihUxePBgmJmZ4fz58zh+/DjatWuHGTNmwMLCAmvWrMHmzZsxduxYrFy5EgDQu3dv7Nu3D8uWLcOECRMA6JgoIiMjcfr0abi4uCA6OhqDBw9GcnIymjVrhry8PERFRXGA+NQUCgXq1KmDDx8+6DFtfG2zs7NDpUqVcP/+/c9oA4W5uLigePHicHJywqlTpwDoAlzp0qVhZ2fHk1tKSgpsbW1x5coVNG3aFH5+fnyqtnPnTgwYMAD169fHxo0bkZWVhQMHDmDlypWoXr06RowYgZycHJw7dw4XLlxAxYoV0aJFCxQUFODOnTt4/PgxSpcujerVq0OtViM4OBhhYWHw9PSEj48PM5pFRUXB3t4eTk5OKCwsRFJSElJTU/nkQK1WIzc3FwUFBXp97e8ylUoFpVIJhULBO7QODg5QqVRQKBSIi4uDWq2Gh4cHzM3NoVAoEBkZiczMTJQoUQKOjo6Qy+V4//494uPj4eHhgeLFi0Mmk3H/cXFxga+vL1PthoWFwd7enk/1kpOT8fTpU1hZWfFJZkZGBh48eAATExM+DcnLy8PNmzchl8v5ZFSr1eLy5csA/noMq1mzJm8yiM9evXoVjRo1+tva9Zv97+zWrVufMfH8N5u9vT18fX3h6+uLBw8e4OXLl+jXrx/8/f2RkZGBJUuWIDU1FT169ECZMmVgYmKCJUuWICUlBePHj0epUqVARJg3bx4SExPx448/wsnJCbm5uVi7di3y8/PRuHFjEBHS0tIQFBQEoIjm++8wsQvv6OiIsLAwvHv3Dm3btkX37t1RrFgxDBs2DBEREbhy5Qrfi1Kp5M0uFxcXpkkFgHv37iEmJgahoaG8aVauXDlm4/uSNW3alNmqrl+/DnNzc9SrVw/p6elIS0tDWFgYiAhubm6wsbFhuvmHDx8y05eJiQknpseOHYOVlRVq1arFG3OfMnn9kQkmRwDo3r07qlevDjMzM4wcOZKZkZRKJebNm4eff/4Zffr0wZw5cxAVFYVevXohJiYG3bt3h6WlJRITE3lOK1myJHJzc/XYz77Zf5ctX778M8bPv9u++kJD0Gl+s/9Os7CwgJ2dHXJycpCUlARfX180bdoUjo6O2L9/P16/fo2pU6eiZ8+esLOzQ58+fXD9+nXs2rWLNT38/f3x6NEjjB8/HkqlEjdu3GBKyE+tRIkSsLW15YkjMTERCoUClpaWUKvVUKvVvBMiTKFQQKFQcMIraG4tLS2ZMzs3N5d3uT41Hx8ftGzZEh4eHpg8eTKMjY2Rm5sLmUyGZ8+eoXLlyrCzs0NISAhSUlLw6NEjDBgwAObm5pg+fToSEhLw6NEj3L17FxYWFnB0dERqairS09O/7br/f2SHDx/G999//+++jW/2P3b//n2Du81fMhFHFAoF8vLyoNFoYGdnBxsbGxgbGyMmJgYZGRnw9vaGu7s7VCoVnj17hoSEBJQrVw5OTk4oKCjA27dvERcXBwcHBzg7O/OuY2RkJExNTVGzZk1YWVkhNzcXv//+O2xsbNC3b1+OF7t27UJGRgYGDhyIMmXKwNLSEpMmTUJWVhbWrFmDUqVKQaFQYMCAAYiLi8OFCxd4px4AatasiYcPH+LkyZPo0KEDtFotTE1NUVBQgIiICJQoUQIajQYmJiZQq9WIioqCu7s7iAiWlpbIzs7G69ev4ePjA7VazacLCQkJcHR0RGxsLFxdXSGXy5Gfn4/s7GzcvHkT7du3h729PbZs2YL09HQ8fvwY69atg52dHbp06YKMjAyEh4cjMDAQJiYmsLS0REpKil48/ysml8vh4uICV1dXBAUFQa1WY+TIkfDz84ODgwO6desGQLdr7e3tDblcDmNjY6aId3V1RWJiInx9fZGWloY+ffogISEBISEhXCZsyCwtLeHo6Ah7e3u8efMGqampqFy5MqytrZGRkYG0tDQ9it2/anZ2dihfvjzc3NygVqtx5MgRODs74/Tp0/D09ERUVBRq1KjBJWsJCQnYv38/5s+fDw8PD3To0AFRUVG4efPmZ9pPf4eJDSJx2gHoSvCELzo6mmmTTU1NoVAoEB4ejvz8fJQpUwY2NjZQKBR4/vw5MjIyULFiRbi4uEAul+PJkydISEhAtWrV4OXlBaVSiVu3biEqKgp169ZF+fLloVQqERAQgDdv3qBp06aoUaMGFAoFzpw5g2fPnqF58+Zo0KAB5HI5zp07h9u3b6NRo0Zo27YtZDIZfv/9d1y4cAG1a9dG9+7dAQA3btzA8ePHUaVKFfTr1w9EhLt37+LIkSPw8/Nj35MnT3D48GF4eXmhb9++0Gq1CAsLw6FDh+Ds7Iy+fftCo9EgOjoahw4dgpWVFfr06cMnPYcOHYKRkRF69+4NrVaLnJwchgL88MMPICIUFhayhleXLl34ZO/IkSMgIrRr147Luk6ePImCggK0atWKc+8zZ84gOzsbLVq0gIODA2QyGc6cOYP09HRs374dAwYM+Nv7hJ59JewHW3Z2NoNYNm3aRLt376bdu3czkHLp0qXsE0was2bNYp8AFo0bN4727NlDe/bsYdDToEGDaO/evbR3714G23br1o327dtH+/btY5aIli1b0v79++nAgQOsTvzdd9/R4cOH6ciRIwweLVeuHJ06dYrOnDnD1H9OTk50+fJlunr1KgOyAdDDhw8pMDCQgoODGSR19epVioiIoMjISAbaHD9+nJKTkyk1NZUaN25MgA6cnJmZSZmZmQzKXrhwIaWnp1NqaiqzCUyYMIHi4+MpNjaWRo4cSYAO7C7AsYIVoX379nT79m26du0ag3rr169PR44cof379zPLQpUqVei3336jlStXspK6r68vTZ8+nSZOnMj35+HhQd9//z21bduWn8Pa2ppKlixJjo6OfwtlqpWVFVWtWpVatmxJxYsXJ0Cnknv69Gl68uQJU8xNnTqVmjVr9i+lnKtVqxbNmDGDmRpOnjxJAQEBDA63srKitm3bkr+//xdpCP/qpVAoyN7enooXL84qwC4uLtS6dWvq0qULg/QrVKhAEyZMoGnTpjH97nfffUcrVqygNWvWMPCtYcOGtG/fPjp8+DC/+yZNmtDVq1fp1q1b3N+bNWvG5AdLly4lQAdo//jxI8XHxzNAsmbNmpSamkppaWl05swZAnRAStGH79+/T4COTSM1NZWSk5Pp1atX/HwRERH0/v17evPmDYP/z549S0FBQfTo0SNmGlm2bBldu3aNLl++zMC+UaNG0dmzZ+n06dOs6Nu1a1c6evQoHTlyhBXuGzZsSAcOHNBj/KhUqRLHgkmTJhGgA/+LmCFYv+zs7Di2rFy5kgAdGFLEoG3bthmMYQIsaiiGzZ49m3bv3k1btmzhz0qBxN/s32+RkZEE6IDCSUlJHKcFa8urV68oLy+PCgoKOEZJwdeCkEEKUjXEciMY8KSA1MmTJxOgY70TJuaXWrVqse/y5csE6APEiYpUfcX95Ofncz8ToGqiIhXkhw8f6n1egEOFPyoqivu9UEQX7aNSqUitVhMRUVpaGv9OVlYWERHFxsZyO4q/E8Bye3t7/k0BhvX19WWfIbXkY8eOEaADZhPpaMCXLVvG4/zUqVO0detWjhF+fn7UpEkTKl++/D89N1lYWDA4vnLlytSqVSvq3r07swAKFqRTp04xEPn777+nYcOGUZ06dfTYCv/qJZfLydXVlWrUqMFg6eLFi9OOHTvo4sWL9Pz5c47zS5YsoTt37tCpU6c45nl7e1OfPn2oZcuW/J7/EYpZExMTPYX1QYMG0fz58xksL5fL6fbt2/T06VMmKjAzM6OsrCzKz8+nmJgYnr+E5ebm8vcJlisiYtB4eHg4+0Rud+fOHfYJBsNTp06xT4ypXbt2sU/QCm/cuJF9gip/zZo17BNkMosWLWKfmMenTp3KPqFOP2TIEPYJkqDu3buzT8RzKeGCIPRp3LjxZ/26evXq7Lt37x4BOkkBYWKetLa2Zp8ggACK0nNpHp2Zmcl+0e+io6PZJ0gSXr58yT5D5BGCefPy5cv0te2rYzSkNZU9evTgMqqRI0ciLy8PnTp1YiDlnDlzkJiYiFatWvFO0/r16/H27Vs0bNgQ7du3B6DbGQwKCkKtWrW4tv3atWu4ceMGKleujB9++AGADvh96tQp+Pr6co1dQkICdu3aheLFi/PuIv3PLpGDgwP/hqhxNDc3Z0CpqLFTKBQMRgWK6sh9fHxYaVMcFRcrVkxPtRLQ4TZEvbr4OxsbG24bUXtna2vL5WKi1t7R0fEzlXM3NzfUqVMHABioV6JECXTt2hWArmxk9+7d8Pb2xqhRo/i5jh07Bl9fX1ZC3bZtG65evYqKFSvyinrr1q348ccfUb9+fZw+fRoAsGXLFgwZMgQtWrTAb7/9htTUVOzYsQMbN25E5cqV0bZtWyQkJODmzZsICwuDjY0NjIyMkJKSwm2QkZHxWX3viRMncOLEic983333HXr27Im9e/fCwsICEyZMQGZmJhITE3H27FmkpqbC1dUVlpaWKCwsRGFhIQoKCriO083NDUZGRiz8I0SQunTpAicnJ9jY2ODAgQMIDw9Hs2bNUKpUKVy9epVBiR07dtS7p4yMDJw9exafmsAmKBQKJCQkwMnJCW3atIGjoyOCg4Nx4cIFNGvWDHPnzoWtrS02bdqEVatWYdiwYVi7di0AYPbs2Zg/fz46d+7MvpkzZyI4OBgNGzZkEcHZs2fj5s2bqFKlCotVZWRk4MyZM/D29uYxIISSnJycuGxHiDOZmZkx+YEoQRQ7gaKvAbpaUVHKKO3Log8LPEZhYSH/nVRcUAAmAR0eIycnB6VKleLfFrsu5cqVY9IGQfjg5+fHYku///47AJ0gU5cuXQDoamAPHjyIkiVLokePHgB05U+bN2+Gm5sbt4ONjQ2WLl0Ke3t7jhlPnjzBrFmzYG5ujt69ewPQ1RWPGzcOCoUCffr04e8bNGgQAB0QUuBZRowYgfz8/D+MYQIMLoShRBt/s/8Mk4LB7ezsOO6KslSVSsV/I/qzFPBpCAskVZsXJnbjpXOhIRCoIQVw8XtSrOCnvwmAY51KpdIjGzGENRSnwYBOeRsA77J7enry34qSVk9PT7538Tlra2se0+K3HRwc+O8MkaEYIk0xJCYrnlm0oVwu59+ytbXlOfrNmze4d+8emjVrxiW83bt3x+HDhzFnzhy0adMGHz9+xNixYxEREYHmzZvDzMwMcXFxePLkid67lJYFPX36lPEywgzhL44cOQI7Ozt4eHigZMmSCA8Ph6+vL9q0aQOFQoHQ0FCcPXsWrq6umDhxIhNdTJgwAcnJyfj111+5lOvBgwd4+PAhMjIysGvXLiQmJiIxMZHxKp9iGsXzi1JuYaJfWFtbQ6PRICsrC9WrV0fTpk3h4eGB+fPnIy4uDmfPnkXr1q2Rm5vLbbty5UpYWlri3bt3mD59OkxMTDivEPgclUrFf2+oX0tPnj7Ft/6zPkO/I0yKU/jf4PX+7N+FfQnQ/XepgH8qOi2TyfTww4bu9a9+55999mvZ/xdgcENq4VITvj8DiBvq8PQ/x1qAPljXECjb0ERiyGfos4YmMDEopb/7R/f46fMZ6nh/lVlFTAoajQY+Pj4AgBcvXmDjxo1wcXHB/PnzARSxJTVv3hyHDh0CEWHFihWYOHEiGjVqhAkTJiAxMRFHjx7FuXPn4OHhgWLFiiEiIoJrUwVLirCsrCzMnTsXAPi4W/gdHBxgbm4OpVIJuVzOE6CrqyvjaQRQTS6X4/jx43qTDVCUzErN3NwcJUuWhEajQWhoKCpXroyRI0fC0dERZ8+exdatW9G3b1/s2LEDcrkcv/76K6ZPn442bdowe9f06dNx4cIFlCtXjhfR4h1JJ1nRztJ3L96HNPgaeqeGApkhALUhoLWh9yzuQQpEMwTcNuST3n9+fj5PToYIBwyB2P8ZNo5P/+6bfbMv2afJt0wmg0aj4b6XlpaG1NRUqNVq7lNRUVF48+YN1Go11/CHh4fj7t27KCws5MQwNDQU165d0wN8fvjwAUFBQVCpVBzfUlJSEBoaCrVazclcTk4OLl68iJycHNy5cweALnFft24dtFottFotx7G9e/fi6tWrjGEzNTXF3LlzQTrqemZ1mjFjBnJzcxEXF4ePHz/yuKpatSrHR/HbHTt2RFZWFi804uLiUKFCBQBFjFD5+fmoV6+enjJyfn4+Bg4cCBMTE2ZRysnJwa+//gpjY2PGpgksmkqlYgB7Tk4Orl+/DpVKxSDcgoIChIeHw8jIiBcphYWFrMotNjqkiwSxOVJYWMjg5z179iAiIgKtW7fGmDFjAACtWrVCQEAANm3ahM6dOyMtLQ0//vgjrl+/jkGDBqFu3brIyMjAoUOHcPfuXfj5+aF48eJISkrC27dvGSydkpKih6P4dL4CdIszQzXwhtgSU1NTcf369c/85ubmcHJygoODA169eoX09HS0bdsW9erVg6OjI5YtW4aXL19i1apVGDp0KExMTFCpUiUEBwdj7ty5aN26NYCiBYvAs0lZBkWMFvHeyMgI6enpKCgo4Pcpk8nw4sULaDQaZuiTyWS4d+8eiIjJRADdZu2n8f7Ro0f48OGDnlp1UFAQMjMzQUS8QBUAcSLiMfXs2TNYWVmBiHjBGxQUhGPHjoGI+B6fPHmC/fv3g4iYoOXJkyfYsWMHiIj74dOnT7Fx40YQETNDvnjxAmvWrAERMeD+1atXWLFiBYiIN3Lfvn2L5cuXAwCzbH748IF9og/ExcWxT2z6paWlYeXKlZDJZAyIz8/Px5o1ayCTyfSYCtevXw+FQqE3N+7YsYPxPmIuPHTokB5wH9Bt0ornEm199uxZ3mgUbS0lNPha9tUxGllZWbyD0b17d+54Bw8ehFqtRocOHfjfT548iaysLLRo0YIDhmAaaNCgAZ8WXL9+HTExMahZsybv7t+/fx9v375FpUqV4OfnB0DXkV6+fAlfX19UrVoVgK4DBAYGwtPTkxO+Dx8+4P79+3B0dESDBg1AREhMTMTNmzdhYWGBJk2agIiQnZ2NK1euQC6Xo0WLFiAiaLVapths0KABFAoFtFotsyZUrVoVZmZmICIEBQUhJycHfn5+vPMbEhKC9PR0lC5dGo6OjpDJZAgLC0NSUhK8vLzg5uYGmUyG169fIzY2FqVKlYKXlxdkMhnCw8MRERGBUqVKoXz58pDL5Xj9+jVevnyJkiVLolatWpDL5Xj16hUeP36MkiVLokmTJuwTjEcdOnSAQqFAWFgYzp07h1KlSqF///5QqVQICQnBvn374OPjgylTpsDIyAhBQUFYuXIlypUrh7Vr18LExAS3b9/G5MmTUb16dVy4cAFmZmY4duwY+vbti6ZNm3ICf/DgQfTs2RMNGzZk+uHdu3ejX79+en83adIkLFu2DM2aNUP9+vXx6tUrnD17FmlpacxQ8XeZ+D6VSoWOHTvC19cXMTEx2LFjB5o1a4aLFy9CJpPxPY0fP56Dx9ixY7F69WpMmTIFixYt0rv3CRMmYMGCBcjJycH48eOxa9cuDB48GIMHD0Zubi6WL1+Os2fPonPnzujUqRMKCgqwb98+Bg23aNEChYWFOH/+PO7duwd/f3/Ur18farUad+7cwaNHj1C+fHnUrl0bWq0WT58+xePHj+Hl5YVatWpBq9Vyf3dzc0ONGjWg1WoRGRmJp0+fwt7eHtWqVeNg/uzZM1haWqJq1aqcpAQHB8PU1JT/LicnB0FBQVAqlQyqLiws5IBWp04dBpTfunULAFC7dm2YmJhAJpPh9u3byM/PR61atZh15t69e0hLS0P16tXh6uoKmUyGx48fIyYmBpUqVYK3tzez8rx58wZlypRBxYoVeaw8e/aM+zugo6h88OABXF1d+YTk48ePuH79Ouzs7NCqVSsAuiRB9FXBjJOdnY2TJ09CLpfzaYhGo8GBAwcA/PUY1rJlSzg4OECtVuPgwYMAgNu3b/MO4Tf791tUVBQ8PT3/3bfxzf4JMzIyglwuR15eHszMzODh4QFTU1MkJSUhOjoanp6eqFmzJszMzBAUFITg4GDUqlULnTp14tP8a9eu4fvvv+fEfOPGjdi7dy/69euHOXPmQKVSYfv27Zg9ezY6d+6MI0eOQC6X48yZM2jfvj0qV66MPXv2ICoqCg8ePMDcuXNhZGSEdu3aISkpCYmJiZzUWVtbM7YnIyMDubm5cHd3R5kyZWBvb4/09HQEBASgRIkSWLhwIRwdHaFQKLiaIjc3FyYmJtBqtbCyskJ2djZevnwJb29vZGVloVSpUkhLS8PBgwfh7u6O7OxstGvXDgUFBZg7dy7Mzc2RmprK1QvdunVDbm4uEhIS8ODBA8hkMnh4eCA7OxvZ2dl6m0bf7L/bfvnlF0ybNu2r/sY3MPg3++qmVCrh6urKtJDh4eGwsLBA69atYWFhgeTkZJw6dYpPQ+zs7HD37l0sW7YMjRo1wtmzZ2FmZoZZs2ZhwYIFGDx4MNasWYO0tDQ8ffoUrVu3hpGREc6cOcMnF1lZWVwud/jwYVhYWECpVGLMmDEIDQ3F8uXL0a1bN9jY2GDnzp0YPXo02rVrh9OnT6OgoAATJ07Eb7/9hk6dOqF///5ITU3F2rVr8fjxY9StWxdly5ZFZmYmbt26hZiYGHh4ePAEEBcXx1TF/4pjyW/2f8O+gcH/sywuLo7LBP+qGRkZcRlmVlYWCgsL4ejoCCsrK6hUKrx//x55eXkoUaIEzMzMoNVq8eHDB+Tm5sLe3h5GRkYoLCxEVlYWa0uI2JSXl4eMjAxYWFjA29sbZmZmyMrKQnBwMBwcHNCoUSPI5XLI5XKcOnUKOTk5aNu2LYoVK4bIyEhcvnwZzs7O6NSpEy/2t27divz8fEyePBmVKlWCi4sLkpKS0K1bN7i4uOD8+fOIjY3Fhg0bcObMGdSuXRv9+vWDhYUFTp8+jUOHDqFDhw746aefQEQ4e/YsVq1ahZo1a2Ly5MnIy8vD77//jp07d6JcuXLo06cP8vLy8ODBA06cGzdujPz8fLx8+RJBQUFwcnKCn58fCgsLER0djYiICFhbW8PV1RWFhYVITU1FcnIyjIyMYGJigoKCAqbX/nebSqWCkZERsrOzoVAoULFiRS4jO3fuHABdWauzszPs7e0xevRoBmZXrVoVRkZGmDx5Mo4ePYrJkyejV69eyM7OxvHjx7Fs2TJUqFABgwYNQmpqKkJDQ3H48GGYmJjwCUtKSgqXS4lS4H+FKZVKPtmzt7fnU+j4+HjIZDKULFmS2QpFGZ6vry9/Xuzw+/j4QKFQ8OapRqOBl5cXb0QJgLi3tzcsLCz477Kzs+Ht7c0ljq9fv0Zqaiq8vb3h7OwMuVyOsLAwJCQkwMfHB56enpDJZAgNDUVMTAxKly7NG1YvX75EREQEfHx84OfnB7lcjtDQUISGhqJUqVKoXr06b9oGBgaiePHiqFu3LgBdieHdu3fh6urKi8CoqChcv34dDg4OvIkVGxuLy5cvw8bGBm3btgWgK2EXG1sdO3bkU50zZ85wKTcRIT8/n1m/xAaYVqtlX6tWraBUKkFEOH/+PLRaLRo3bsyVEb///jsKCgpQr1493gC7fv06cnJyULt2bdja2kImk+HmzZvIyMjAunXrMGLEiK/Uc/7H/ka8h0HLyspiEMvChQtp+fLltHz5cgZSTps2jX0CxDJ69Gj2CRDewIED2VeuXDkCdMDvFStW0IoVKxhE1Lp1a/YJcHP9+vVp5cqVtHLlSgYRVatWjVavXk1r1qxhgHjp0qVp3bp1tG7dOlZAdnZ2pk2bNtHmzZtZXdjU1JS2b99OO3fupM2bN/Pzbd++nUHn4vnWrFlDR44coaNHj7Iq6sKFC+n48eN0/PhxBltPnjyZjh07RseOHWOw2bBhw+jw4cN06NAhBoX16NGD9u7dS7t376bmzZvzM2/ZsoU2bdrEwMM6derQqlWraMWKFazSXalSJVq4cCHNmzePfd7e3jRlyhSaNGkSf9bNzY2GDBlCAwYMYPVOW1tbateuHbVo0YIqV67M7eDn50elSpVi0Nw/Akb7Ry4TExPuHxYWFtS0aVNq3749g+lFHxk9ejSNHTuWgfKATkn6p59+opEjRzIYuUWLFtSxY0dq3rw5vxcrKysGgP/dlwAaWllZUcmSJals2bL8PF5eXtS8eXNq27Ytg7YqVapE/fv3px9//JHB4DVq1KCJEyfSlClTqHbt2gTolMfnzZtHCxYsoJYtWxL+B4C2YsUKWrVqFXXv3p2/b+PGjbR582YGS5cpU4Z2795Ne/bsYRVUT09POnToEB0+fJgWLVpEgA7QKfrmhg0bCNCploo+LNToAdC+ffvoyJEjdPjwYR4Dq1atov3799O+ffsYPD9jxgzauXMn7dixg8fAkCFDaPPmzbRp0yaqXr06ATrgtxiToi82bdqU1qxZQ6tXr+Z+XKNGDVq1ahWtXLmS1W/LlCnDsUAo5Lq7u7NPgAJtbGw4tsycOZMAHcBR+EQ7AKBffvmF/QI0bCiG/fTTT7R8+XL69ddf+bPBwcFfO9x+s3/ApADL8PBwSkxMpJSUFCZkePDgAeXn55NGo6EaNWoQADpz5gx/vlatWgToA1crVKhAgD7AskmTJgToqx1PnTqVAH3VYQF47t27N/vE2GrSpInevQuFaaGwbUiJmMgwMFSAsqXK2NOmTeN+K0yMjylTpnx2j7169WLfb7/9xvOxMAGklfoMKSivWbPms7/buHEjATpyEGFinm3dujUlJiZSVFQUkznUr1+fbty4QRcvXqRhw4YRAKpatSqtXbuWlixZwiQSJUuWpH79+lGXLl3Iz8+Px36FChXI29ub20qhUJCJicm/lIDk77hkMhm5uLiQl5cXx1SVSkUdO3ak3r17M1jazMyMli9fTps3b6aFCxcSAHJ0dKSHDx9SSEgIg/E9PT0pNzeXNBoNPXnyhABdbiAsLCyM21BYfHw8348wjUbDPilRga2t7Wd9U9z3rVu32GdI8VvkKtu3b2efAMmvWrWKfYJY55dffmHfmDFjCABNnz6dfbNnzybAsOJ3z5492bdz504CdARDwk6cOEGAjphFmADPS0kcHj9+zHOQsLdv3xKgy2mEJScnc3sJYobCwkL2JScn898KUqX379+zTxCSPH/+nH2GgPcijwsICKCvbV99oZGXl8cNJGUhsLS0JAD05s0b9pUqVYoA0N27d9lnKJh/SVZe2qFEMB87diz7BJvUDz/8wD5DrAFXr14lQMdEJUwMLFtbW/b9kTS8SGjfvXvHPsEUcu/ePfYJtgnp84nAKB1EvXv3JkDHzCPsp59+IkCXtAn7+eefPxswhp5ZMOm0adOGfYcPHyYA1KBBA/YZYgW5du0aAaCyZcuyT8qooFarKTMzky5evEiAjrnrwYMHdO3aNU5Uzc3NafXq1bRgwQJOfFUqFbVu3Zq+++47bqt/9+Xk5EQ1atSgFi1a8ABu3749zZs3j1auXEllypQhADRx4kS6cuUK3bt3jxeFy5cvp/T0dCooKKBOnToRANqwYQO3maHAKPrxwoULP3vP0sA4ffp0AnSLcmGLFy8mANSvXz/2bdq0iQBQhw4dPnvP9evXZ59gt6lQoQL7xOTi6urKvg8fPhAAMjY2Zl9OTg63V0ZGBvvFGH/9+jX7xERy48YN9okFxMGDB9knFgsrVqxgn0h8Jk+e/MVnFpNBq1at2Hf+/PnP+rEI/B4eHl98PimTivT5LCws/jCGiTEu3WgRLD3f7D/DCgoK+N2kpKSwXzAyPX78mH2G5qGqVasSADp//jz7ypYtSwDo2rVr7GvatCkBoD179rBPsE5NmDCBfSLpGzRoEPsMJTZExJsjT58+JSKivXv3EqBjkpOaoYWGoZguWNmk9yMW5/Pnz2efmF+GDRvGPrEQ79+/P/uWLFlCAKhPnz7sE8x2Up+hxcf69esJAHXp0oV9gu2nffv27Nu6dSsB+gxAwte2bVv2ibmudevW7Nu9ezcBoObNm7NPsH5JE8bbt28ToGOrS0hIoMjISLp58yYBOoauCxcu0IEDB2jDhg3MANStWzfq2LEj1atXjxkpra2tycbGhszMzHjTSaVSUbFixahkyZK8uHV3d6fu3bvTsGHDqFmzZgToWLD27NlDp06dolmzZhGg20yKjIyk5ORkOnv27Gex+86dOwSASpUqxb4HDx7ws3z6d15eXl/0GYqVoaGhn+VDgoFMJpOxT61W8ziTJsk2NjYEgMLCwtj3JSaq06dPs09squ3cuZN9YiG1evVq9hlaaBiaT0W7jhw5kn2G8ibBxCidW7600PDz82OfocWaWGiYm5uzLyUlhduroKDgszZMSkrivxX9KyIign2iL0kXGoLZ8d+10Pj/Agz+Z0YGgLWGfAIwJwWIS8GqhtgXpD5DCt2GgL6GPvul3zbkMwSINQQGl5ohAK4hMLGoUf8jMLFCoYCFhQWz7Gg0Gvj7+wMAiylqtVr89NNPAHT185s3b4ZWq8XZs2dZiM3T0xMqlQpJSUlISUnB69ev0aJFCwA6XEdeXh5yc3Mxf/58JCUloV+/fiykmJeXx0wkEyZM4CP4pUuXAtAp6lpZWcHU1BSzZs3Chw8fsHr1arRp0wZ2dnZo3rw5Hj9+jC1btqBdu3YAgGrVqiExMRHDhg3jI1LBzlWnTh1WThft4+zszExiX1Js/6tgful7FvZXWTcMsV/8GXPGXwWSG2IN+aPPC58hkPefAb//jKHjm32zf8Q+jc1C7Vv4U1JSkJiYyGKtAFjwVaPRMJA2Ojoaz58/1wNyfvz4EW/fvoVSqeSxn5WVhezsbBgZGfGYELoNqampDAaPj4/HrVu3YGpqyiDv7Oxs/P7770hOTkZycjL/9o4dO+Dj48PKxikpKbh48SIUCgWUSiXf96VLl3Dnzh2kpKTg7t27AHSlY3PmzIGVlRWL64WHh2Pv3r1Qq9X8nc+fP8eWLVsgk8n4sxEREdi9ezcUCgXjs2JjY3Hy5EnWQwCApKQkXL58mUtRAF0JyZ07dyCTyfDu3TsAOoCsUKoWIOOMjAy8ePGCRT1FO0RGRkKhUHAb5ObmIj09nfGRgD47mIi5hghNDBFYGCK60Gg0jBuVxmGpNsno0aMBACtWrOC5TwCyjx49ygKgghlr+fLl/BmB9evVqxdj/ebNm4fff/8d/v7+zIonAMXFixeHh4cHgCI2LwEGBsBkAdKyddE3hbiotJ1UKhVycnJQWFjIQHetVot3795BrVZzuVZhYSEePXoEjUbDQGuNRoNr165Bq9Uy8QEAxq5K54QbN27A0tISMpmM38fDhw8Z3C3uMSgoiMeNAC0/f/6cAesCwBwWFsaCqKKPvH79mrGeAiAeHh6OixcvAihiU3v37h0uXLgAImJ17/fv3+Ps2bMgIu7D0dHROHHihB4YPC4ujjUsRP9PSkrCgQMHQER48eIF3/vevXtBRPy7OTk5zGAmnqOwsBC7du3ifxe2e/duLpMSJrQ4BHkFAJw6dQpOTk4AivpvQEAAXr58CZlMxmDwq1evclsLogjxvr+mfXWMRnZ2NrNDjBw5khPStWvXorCwEAMGDGBg9Pbt25Geno7u3bsz7d6BAwcQFxeH9u3bM4XkqVOn8O7dOzRr1gzly5cHoOvUL168QJ06dZh69vbt23j8+DGqVKmCBg0aAAACAwNx8+ZN+Pr6omXLliAivHr1ChcvXoSHhwdTmUZFReHkyZOws7PjWv/k5GQcPHgQJiYmGDBgAIgIeXl52LlzJwDgxx9/5Lr8rVu3gojQs2dPHhz79+9nVg+hTHr8+HGkpKSgZcuWDHY/f/48Pn78iEaNGnFd4ZUrV/D27VvUrl0bFSpUYLDtixcvUL16ddSsWRMymQwPHjzAo0ePUKlSJTRq1AgymQyBgYG4ceMGypYtywI1z58/x4ULF+Dl5YUePXowQPzw4cPw9PTEkCFDIJfL8fbtW2zbtg3Ozs6YMmUKqzYvW7YM9vb2WL58ORQKBWJjYzF58mRYWVlh//79UCqVSExMRJ8+fRgsbmRkhIyMDK53jI2NhYmJCfLz8+Hs7AygCPQmVZTPzs6GmZkZCgsLuf8kJiZyG9aoUQOPHz/GmTNnuB5S2u+ysrJgbm6O6OhoeHh4QKVS6U067u7uiImJwePHj1GtWjUAOgrV8PBw3Lp1i+/X19eXg5i/vz/y8/PRoEEDhIaGYuvWrahZsyYKCgrQv39/PH/+HHPnzkWtWrWgVqsxbdo0BAcHY9SoUexbtWoVnj59ih9++AHfffcdNBoN9uzZgydPnqB169aoW7cutFotTp8+jYcPH6J+/fpo0KABtFotrl27hrt376JatWpMVvDgwQPcvHkT5cqVY7KCkJAQXL58GSVKlEDbtm2ZiSMgIABOTk5cA/rx40ecPn0aNjY26NatG4gIKSkpOHbsGIyNjZnqNTc3F/v27QMADB48GIAu8RfsWr179+bJec+ePcjPz0fXrl15Ejxy5AhSU1PRrl07Jjo4c+YMoqOj0bRpU5QuXZoFlF6/fo26deuiSpUqPJ6DgoJQtWpVfieBgYG4ffs2ypYty4vQly9f4tKlSyhRogSP5/fv3+PkyZMoVqwY09vGx8dj//79sLCwYArajIwMbNu2DQqFghfCarUav/322z8Uw3r06AEXFxcUFhYyTfHDhw/1aLG/2b/fvi1U/7tN4AHUajUUCgWsrKygVCqh0WiQkpICIyMjeHh4QKFQID8/Hx8+fICxsTHKli3LYoMvXryASqVC9erV+btEctmsWTMolUqoVCqmf+/evTvs7OxgYmKCnTt3IjU1FcOHD0fp0qVhZGSEDRs2ICQkBIMGDULt2rU5ft67dw9t27ZF3bp1kZeXh7Nnz+Lx48eoWrUqqlSpgvz8fAQGBuLly5fw9PREmTJlUFhYiMjISLx9+xa2trbMjpiSkoKoqCiYmprCxcWFqW6Tk5OhVCp5Pi0oKPhbiVW+2f89mzt3LmbPnv1Vf+MbGPyb/UeZubk5DpaTNAAAUNNJREFUTE1N9SgSK1euDEtLS5iYmODatWtQq9Vo06YN7O3toVKpcOHCBXz8+BEtWrRAmTJleKUvksNRo0ZBoVAgOTkZe/fu5cRZaG4cPHgQWq0W9evXh0wmQ25uLp48eQKNRsNBOjc3V48K8Jt9s3/UvoHB//Psry40xAaSiYkJjIyMoFQqkZaWxhoc4lQvKSkJWq2WQZhqtRp5eXlfBDIrFArY2tpCrVYjLS0Njo6OsLGxQW5uLtLS0pCVlQVjY2P4+PjAwcEB9vb2OHHiBLRaLb7//ntWIn7x4gWsrKxQqlQpaDQaqNVqvHr1ClqtlmlsbW1tGbxaunRpNG7cGBkZGbh79y7ev3+PEiVKMGD3yZMnSExMROXKlZmdKygoCFFRUfD19WX18LCwMERHR8Pd3Z1PlCMjI1n53MXFBVqtFvHx8UhKSoK1tTUcHByY2S4lJQXm5uaws7ODVqtFVlYW0tPTYWxsDEtLS2g0Gj69lsvlvFD4liB/XZPJZDAzM+MTd8H46ObmxkyN4nTJ19cXcrkcarUaYWFhAHSnOYDuZEScDvj5+fFYevnyJYgIPj4+/BuvX7+GWq1GyZIl+dTp3bt3yMvLQ/HixRkgHhERgezsbHh4eDB74YcPH5Ceng43NzfehIyMjERqaipcXFzg5OQEmUyG6OhoJCYmwtnZmVkOY2JiEBcXBycnJxQvXhyA7tQiMjISjo6OTOOfkJCAN2/esFK7TCZDUlISXrx4AWtra1SrVg0ymQypqakIDAyEubk5ateuDZlMhoyMDNy/fx/GxsasaZWbm4sbN25ALpejefPmAHQxQ5zSNG/enE/QAgICAAANGzaESqUCEeHatWvQaDT47rvvYGJiwurlBQUFqFatGm9yP3r0CLm5uahUqRJv4AYFBSErKwsrVqxgLa6vZl+7Nktaozx27FiaMmUKTZkyhYGUQ4cOpalTp9LUqVO5Zq9Pnz7sc3V15XpN4RP1Zq1atWKfAMw2aNCAfaKutkaNGjRt2jSaNm0aA/P8/Pxo+vTpNH36dAaUlixZkmbMmEEzZsygXr16EQAqVqwYzZo1i2bNmkVDhw7lerqff/6Z5syZw7WtAGjevHk0b948BqkBOvXJBQsW0MKFCxloPHr0aFq4cCEtXLiQ6+kGDhzIPoFP6N69O82fP5/mz5/P4LU2bdrQnDlzaM6cOQwab9CgAc2cOZNmzpxJderU4RrOqVOn0pQpU7gGvmzZsjRhwgQaP348A8lLlChBo0ePplGjRlGrVq34mX/88UcaOHAg10JaWVlRjx49qFu3btyGxsbG1KpVK2rWrBkDtuRyOVWvXp0qV67M+AX8T+1psWLFGAD233ZZWlqSo6Mjubm5sTpt8eLFqVKlSlS9enWu5y9fvjw1a9aMWrZsyZiPatWq0ffff089evRg8gN/f38aOHAgDR48mOu+a9SoQaNGjaLRo0czWLpKlSo0fvx4mjBhAjVo0ID79pQpU2jq1KkMmvP29uY+ImpZ3dzcuB8LbIidnR33OQGaMzEx4b45Y8YMfub58+ezX5AAiP6+YMEC7u8jR47ksSHA4H369KE5c+bQzz//zLiGjh078lgToNomTZrwmBTjuWbNmjx2BeFD+fLleYy3bduWx7OIBeKZnZyc2CdUYy0tLdk3YsQIAnSAUOETSuqATslZ+MV7HjJkCMc1a2trfr4pU6bQ+PHj+bPSmv9v9p9hgrDgyZMnlJSURKmpqUw2EhAQQBqNhogMKxYbUt3+VLGbqKiefNu2bZSdnU2pqamMuZsxYwZptVoiIho1ahQBoFmzZvFnBX6wUaNG7DOELdmzZw8Bn2M0xJwaGhrKvuXLlxOgD+geOXLkZ79tSJG5b9++BIAWL17MPkG8IcUKCnIJKdjdEL5DYDmkGCsBLv/+++/ZZwh7IZ65SZMmlJubS1lZWbRr1y4CdPXysbGxFB0dzRiNChUqUGhoKD1//pwB56VKlaI7d+7QjRs3aN26dTz/BQQE0Pnz5/nvzM3N6eTJk3T8+HHavn07t/+ePXtox44deqQwM2fOpJ9//pmmTJnCWM327dtTz549qXPnzhwjqlevTm3atKF27dpxHlCrVi3q378/DRs2jFW7W7RoQQsXLqRly5ZR3bp1CdBh7vbs2UMHDhxgQpRWrVrR+fPn6eLFi/xOGjRoQHfv3qWHDx8yMYW/vz+9fv2aIiIiGANUpUoVyszMpLy8PLp06RLHVGGGVK2F+rujoyP7pGrywqSkC1KcmiF8gcBHPXr0iH2VKlUiAHTx4kX2GcL1GcJBGuqvhvq6ITyvwP9JsUfiPUuxQkePHiUAVLduXfYJjK8UoxEYGEiAPuYxIiKCAB1AX1haWhq3V35+PvuFLyEhgX2GsM4uLi4EgIKCgtgnsJE3b95kn8gfz507R1/b/mvA4IZAP4aYPQTARxpkDQHpxGCrWLEi+549e8bJijBDcvFarZZ98fHx7BfMTFKQjpjUrl69yj6RMB46dIh9Xbp0IQC0bt069omFz7x589gnQMJS9hAxsUjZTASoSQqQO3XqFAc7YTdu3CAA5Ovr+8V2eP/+PSelwlJTU7kdBKjp07bJz8+njIwMTkqvXr1KISEh9PjxYwYyCuauPXv28MJzxIgRtGTJElq4cCEn4s2bN6dp06bRlClTGDgsksNp06ZRnz59CNCB1xYsWECLFy9mJjFAB74/fPgwt4NINp4/f07h4eE8aQQFBVFeXh5pNBq+H8H+QlQECL1+/Tr7DCUqYrG3e/du9gmWqDVr1nz2nufOncs+wRIjDYyGwJZiUjT0nmvWrMk+QwDAV69eEaADMgozBFQjImZoiYmJYZ8ArEoDnpg0pAA0kdBI20G8q6VLl7JPJPwTJ0787Jn79u3LPpFsSAG0Fy5cIEDHRiPMEMBRTJTfwOD/f5h4h2/fvmWfIZCkmJSlwG9DE7qhhYbYwNmxYwf7BNOhNAESpBjSeG5orBoag4cOHSLgc9YpQ4BbQ6BzQ8mXACNLQexiA2758uXsE4vz2bNns88QuFww+wwfPpx9hhYaa9euJUB/oWGIvETM21JGLsGYJE36BBGEdOwLQhMp89ajR48I0GcFCg8PJ0C30SYsKSmJ21+tVrPfUCJoCJhrKHEWGyb79+9nn0ic169fzz5DZCFiLhgzZgz7DIHsDeU5hvrX77//ToA+uNzQQuP58+cE6C80BJmGkZER+zIzM7ltsrOz2S8W+VLGJMGmJt2UEZvIly5dYp+hHKlDhw4EgDZt2sQ+MY8sWbKEfYb6q6GFsViYDRgwgH2CXKVjx47sO3LkCAGgevXqsc8QGPxrLjTCw8PZZygn8fX1JUB/oSE2K/8VC41vYHDgL8uyC9+fgcalnzUkHf+/AZ3/MyrnX7I/e3ZDAFxDgN4vAYcBHdhJpVJBJpPxsatarWZeemNjY2RnZ8PFxQVlypQBAFhaWiIlJQU1a9ZkMPmqVavw8eNHtGnThtVOQ0JCEBoailatWmHs2LEAdBgNAQafN28ezM3Nce3aNezZswcuLi6YMWMGAB24c+bMmVAqlRgwYAAAfdBgzZo1uf5egNrs7e0ZOGhIFV783f8G4P9n7/kftX/mPX8JpP1XPv+Pqnv/2fd9s2/2d5sYowUFBSgsLNRTAU9NTUViYiK0Wi1yc3MB6MpHYmJiABSBLtPT05GQkKAnJJqfn8/AckN9WQo4TkxMRF5eHgNpk5OT8fTpUz2148TERFy/fl1PpVmpVOLy5cswNjZmYG5aWho+fPgAMzMz1vEAdDi1mJgYZGZm8t+mpKTgzp07UCqVrL4cExODO3fuQK1W8/2EhIQwsFf89tu3b3H9+nXI5XL2RUdH4/79+1yKAuhKTZ48eQIADEIVzyf1paSkMPhcfDYtLY1VnMXfZWZm4tWrV5DJZHzPOTk5iIiIgEwmY2Brbm4uPn78CJlMxqDX/Px8JCcnQyaTMeC2oKAAWVlZeuBktVqN/Px8PbCtIAr49D2q1WrI5fI/jIuGYryhOeNLPoEJ+/TvNBoNtFqtHng4OzsbRMRlvvQ/at3iv8KXkpICrVbLQGuNRoOYmBhoNBpu64KCAoSGhkKr1TJYuqCgAA8fPoRWq9UDiAsweGxsLP9GQEAAi7wKu3TpEmtmiPa8c+cO3rx5A5lMxuNClPVIgcwvXrxg/J94p2FhYSwMK/rrmzdvWHE+Pj4egA6jd/v2bchkMn6+6OhoJjcQfTg2NlaP8ADQ9eHbt28znhfQ9eEbN27ogcbT0tJw+fJlEBECAwMB6MadaAfRXgJ/Q0QMYFer1Th16hQLQws7deqUXs4A6NS9BRxB5BoXL15ESEiIXhveuHEDMTExem147949/t+CMED0ga9p/1Iw+M8//8wd5eeff2ZhNHt7ewA6JqCUlBQMGzaMa0I3bNiAqKgo9OnTB2XLlgWgQ+KHhYWhc+fOqF69OgDg2LFjePLkCZo3b85qwBcvXsSNGzdQp04dtGnTBoAOUHr+/HlUqlQJ3bp1A6BTED9y5Ai8vb052QwPD8fOnTvh7OyMUaNGAdB1wnXr1sHCwgJTpkwBoAt8S5YsgUwmw9y5cwHogsucOXMAAFOmTGGWh0WLFiE3NxejRo1iBovffvsNSUlJGDBgADMybdu2DZGRkejevTvKlSsHQAeKDwsLQ7t27VCjRg3IZDKcPHkST548QZMmTRj4fenSJdy4cQO1a9dmYLR45ipVqqB79+4AgCdPnuDIkSPw9fVlUO/Lly+xY8cOeHp6Yty4cVwLuXr1ajg4OGDOnDmQyWSIj4/n5H3VqlWQy+XIyMjgz+zdu5frNQWIeP/+/bC0tIRcLkfHjh1RWFiI/fv3w9XVFQqFAh06dEBKSgoOHjyIMmXKQKlUol27doiIiMDBgwdRu3ZtKJVKdOjQAY8ePcLu3bvRoUMHyOVyDB06FPv378cvv/yC8ePH80Ria2sLAFwDfOnSJbRr1w4VKlTAvXv3mDmjatWqMDc3ZzaZ1NRUVKxYEYAObKxQKKBWqxkofvr0aVhbW0Oj0aBdu3bIzs7G5s2bGc8xZMgQJCQkYMGCBfDy8oJWq8X06dPx4cMHjB8/Hn5+fiAiLF26FK9evcLAgQNZeXvr1q14+vQpunbtirp164KIcOjQIdy/fx8tWrRg5pLz58/j2rVrqFu3Ltq1awciws2bN/k9C0D3kydPcOzYMZQuXRr9+vUDESEsLAx79+6Fm5sbhg0bBiJCVFQUtmzZAhsbG67XTE5Oxpo1a2BkZMQLs7y8PPz6668AgFmzZnGiNm/ePGg0GkyYMIFrQJctW4bMzEwMGzaMyR02bNiA2NhY9OnTB6VLl+bxHB4ejs6dO6Nq1ao8noOCgtCyZUvUq1cPgK5GVYDzBevXrVu3EBAQgCpVqjD+ITAwEEePHoWPjw+P59evX2Pnzp1wdXXl8RwTE4N169bB2tqax3NaWhqWLFkChUKB+fPnA9AFcwGWmzNnDi8yvxTDhg8fDk9PTxQUFODnn3/mOCPqlr/Zf4ZJmYq+hgnhPK1Wy0mkSBC/2X+nKZVKFlYUSZ8QdBRYQcFiJZLuuLg4FBQUsKijVqtFSkoKCgsLYWpqyol5QUHBt82Xb/a32qxZszBv3ryv+hvfwODf7Jt9s2/2L7BvYPD/PPsrCw0BXgV0SaTYvRa7y9J//2fNyMgIRITCwkJYWVnB3Nyck8v4+HjI5XKULl0axsbGUKvVePHiBYyMjFChQgXk5eUhNTUVHz9+hEKhgEql0jsxkT6rpaUl1Go1srKyYG9vDxsbG2g0GiQlJSErK4uB2iqVClFRUcjOzkaJEiV4Dn///j3S09Ph4uICW1tb3sVOT0+HnZ0drK2tQURMwWtlZQUrKyveUc/MzIS5uTl/X1ZWFjIyMmBqagobGxveAc/IyICxsTF/X15eHjIzM6FSqWBhYQGtVouCggIGiJuYmECr1TIVsUwmg1wuB+nKw78l53/BVCoVn7zk5+dDLpfD2tqax0hKSgqUSiWDwdVq9R+CwWUyGSpXrsx9WJxWCQZBIuJTLbGxKE4M1Go1SpUqxSc57969Q0FBATw8PHjTNjIyErm5uXB1deWN7JiYGGRnZ8PJyYn7V2xsLDIzM+Hg4MAbjwkJCdxfBRtiUlIS0tLSYGNjw0DylJQUpKSkwMrKiqljxemlpaUlUxhnZmYiJiYG5ubmrJCenZ2Nd+/ewcTEBGXLlmWSmdDQUKhUKm6bgoICPH36FHK5HDVr1gSg24gQrGYCSA7oTn4AwN/fnzct7t+/D41GgypVqjAYPDAwEAUFBfDz84OZmRmzT+bl5aF06dKwtLTkDcecnBz8+uuvmDp16t/YkwzY/7766ssmrc/r3bs3DRw4kAYOHMhAyq5du7JP1Ju1bduWfQIw27RpU/Z5eHhwHabwCeBU9erVadCgQTRo0CCu7Stfvjz7hECel5cX+0S9n5ubGw0ePJgGDx7MAD57e3v68ccf6ccff+SaSTMzMxoyZAgNGTKEa1ZlMhkNHTqUhg4dykJH+J/6vmHDhtGwYcMYAN+jRw/2CWBYhw4d2Cdq25s3b87fKRSj69Wrx78twNbVq1fn+xb1n+KZBw4cqPfM/fv3p379+jFo3NXVlfr06UN9+vRhgJWdnR317NmTevTowcBvc3Nz6tq1K3Xu3Jlrd5VKJbVr147atGnDf4f/qZlt1KgRt6u4R39/f6pWrRoLFvn4+FCZMmXIx8eHxY6KFStGzs7O5ODgwHX/xsbGZGRk9NWVWuVyORkZGbHaJgBycHAgJycnrnsEdABCX19fKleuHIOgK1SoQDVq1KBatWrxe65WrRo1atSImjRpwhiUGjVqUOvWralt27Zkb2/Pvs6dO1PXrl25RrVatWrUo0cP6tmzJ4sYVapUiXr37k19+vSh8uXLE6ATlOzXrx/179+f1Yu9vLx4XAjxQHd3d+4jAhPh4ODAfaljx44E6BRKRZ8TonlKpZL7pqgRBkCDBw9mv3g3vXv3Zp945s6dO/N3CpxSy5Yt+bfFeG7QoAGPNQFeq1GjBt/3l8azt7c3+8Qzu7m5sU88s729PbeNIIEwMzNjn8DIyOVy9ol6ekCHfxF+0We/FMMEGBHQx559s/8MEziLy5cvU2pqKmVkZDAe48SJEwzUNgT8Fv377du3pNVqqbCwkMfqxYsXKTExkT5+/MgA3pUrV1JUVBR9/PiRY+3mzZsZcC5IDKTYw5iYGO6P4l4M4eaE2rcQUdVoNJSZmcn3GBwczJ83hO0zJM4n4rcUcNu5c2cC9LGChnADY8eOJUBHDiHMkCiaIYyGEOzr3Lkz+wTuqkWLFuwzVBtvSIxQtI2vry9pNBoqLCxkzIG7uzvl5ORQVlYWY7ZsbGwoLS2NUlNT6cWLFwToyCGSk5MpKSmJ8YiADl8QHx9PcXFxPK89efKEIiMj6f379zy/nzt3jl68eEHBwcEMeN62bRs9evSIHj58yLi+VatWUVBQEAUHBzOub/ny5fTu3TuKjIxkco9FixZRcnIypaamMj51+vTplJWVRdnZ2TRz5kyO0bm5uZSXl8cg+w4dOpBarSaNRsOK8lKR3oCAAAJ0QoHCDGH4goODCdDHagrMgampKfukmCIp5kC018ePH9knyEKCg4PZJ9pGimOtXbs2AaBjx46xz5DQsSHhV0OYxwkTJhCgj/+bO3cuATqyD2GiDaVK9vv27eO8R5gQK5a2ocAASTGBhgT7DGFbiQxjNAQG69WrV+wT86kUUG+oDcXcKRVC/Fr2/x0Y3BAwWrBXSFVCDQ02Q2AeMREolUr2/ZHirCFgnlgg3bp1i31iEB0/fpx9hoBOgwcP/izA/9VnNqQ4KxRGa9SowT5DILDXr18ToA+QS05O5mc2BJCTguIF85SUCcWQcqWhgSAC7caNGykvL49ycnJ4kpwyZQpPEFFRUfzb0dHRlJqayu+5Zs2alJ2dTbm5uXT37l2ecIQJQLAU0PZHoF4BaIuMjGSfSF6Eai8RMWvYlStX2FevXj0CQIcPH2afIeYM8Z4XLFjAPkPvedmyZf/Qe65evTr7DKnGGgqCGRkZ3A5SYJ9YnEmBfYYCniGmCzFBSMGyghFKCpY1pKYsnlkKgDeUlHwJDG7o3X8Dg///YWIDRwreNtRHRQL07Nkz9glyiHfv3rFPLJCl8bxhw4YE6CfshoDWhnw5OTmfzZ9ibqpSpQr/nYhjUiVooqI+KgWLDhgwgJPVT32//vor+8SCXQq4FQsNKUDZ0Nz7jy40pGQOGzZsIADUqVMn9hlS8hZsP3Xq1GGfGOfSthFK3qVLl2afIZVmQX4hndcMKV1LWZSk8UBsPERHR7NPbCa9ePGCfYbUrw0Bc8XmnRQgbmihZyhxFgxfI0aMYJ9g1ZIqrouFhpRE4O9eaEhzA0OJc1xcHPvExrIUPC82VK9du8Y+wXIpzZEMkS706NGDAN0iX5gh0gXBDjhp0iT2zZkzhwAdM6qw1atXE/DnIHtD883Dhw8JAHl6erLvryqDS9vrzxYaYlNEOu8K0iFp/mFIcf1r2Tcw+P/S6C+CWqX+/43vz37777C/+kx/9JxarZYBTKKs4M9UqP9RZWqZTMa18uK/RkZGfGQqBdXZ2NiwPof4N3EEK37XEHDbkE96X1L/nwG6vwTy/jPfv9L+kff8V//2z3yGvu+bfbN/hUnB4Gq1GlqtlkuiBFAYAKsUC00HuVxusOTKEAGC+D7pbwmAbEZGBguKit9QqVRITEzkS6lUQq1W4/Dhw/Dy8mLwqVwuR0xMDJRKJYPVxXcIMxRPBOhZoVAgLy+PdYIAXSmT0C0QgOL/196VhkdVZdtVqaRSmQcCMoUZkUEGEQFFbJG2wbF97XuttLZ+2ir9QFtt1BZHtPWpKOjT/p5CS4OCqI0KyiAygyBzGBMwBMhMEipJJTVP+/0o9+bc1GXqThC7z/o+PnFxq+qefYZ7z7177VVYWIjNmzcDOOEifPToUWzbtk18BICoYHv37t0Gjj0GgBMuyLW1tSgoKAAAEXTX19cLxwLZhoYG4VQxOKfmsPDY4/GgsLBQtA5AVAzOAnEWBPv9fpSUlBjOLxgMorKyUrwPuI9ramoMHP2QDqaKbTkeagodt491FRx/p9MJp9Np4LxeL9xut0EY7fP54HK5JI2O+8ThcBiKEjidTpSVlSESiYio1+l0ioCZ+8nlcgnHbfZ4POI4z/H3+Xw4fPgwiEjE+H6/HwcOHAARiYO73+9HXl4eIpGIOL0HAgFs3LgRkUhEPhuJREQYzecHRMXgTcXNa9euRXZ2NiwWi4zfbdu2SbxZHL1v3z5Jp2Jh+/fffy9jk/uqqKhIihJwm0tKSrB161ZDEQE26VXHTVVVFXbu3GkYXw6HQ1K/2Jm9vr5eUr84vo2NjSICZ9G4x+PB1q1bJX2JY8jichahRyIRrF271tA2IOrk3dQZfO3atXKfw2Pk22+/FedxHiObN29GfX29IYZ5eXlSvIB/R+2flkKLbzTUG7QPPvhAbvZ4sfv000/Rpk0bACcC/NVXXyE/Px/AiYmwYsUKWahKSkoAQKoNAJBBv337dnEp5sGxb98+4bZs2QIgunj+9a9/BQAZqGVlZcLxoHA4HMLx73o8HsycORMADAsRc1wJ4FRtVnP+mraZF0a1zbwwcOUEAGKMs337djnHU7X50KFDmDVrFoAT+X5lZWX429/+BgDYs2cPgOiCNHv2bFgsFqlQ4nK58OGHHxr6JBAIYN68eZJ/yPj000+lwhQvrEuXLpXFhOOzdu1aFBcXIy4uTj6/detWBAIBxMXFyYVu7969yMnJQVxcnMSrsLBQFg6OUXl5uUx09WKwe/du2O12qfrgdruxbds2EJG0ORgMYtOmTYhEIrKYEEUNcUip2MH9Eh8fLznBzHGOMbdl5cqVOHjwoGGxXbNmjSxg3M8bNmyQz/AY27x5s+Rc8tjeuXNnTF/t27dP+pTzOg8dOiR9z/1cWloqY4RvVGpqamTM8iLV2NgoHC/SoVBIOPVG5m9/+5ts8jgO8+fPlxxXvklbuHChLMr8nV9//bXcPHCb169fL9/Dbd66dWvM2N6zZ49w6nzmNquVRJjj+Xz8+HHhuM1ut1u42tpaaQ9zvJgD0fnMBS2YN1vDvvzyS+zfv98Qr9LSUqmopnF+gOf6yJEjY/7tlltuieG4WIGKbt26ifiXx+8vf/lLecDBNyIPPvgg7r33XsOFfcKECZgwYYKhctHtt99uuulm93rGjh070LFjRwNXXl4Ou92OtLQ0pKeny7ryi1/8AoFAAG63Wyr2PPbYY3jssccMn3/ppZfw0ksvGbinn34aTz/9tIF77bXX8Nprrxm4d955B++8846B++tf/ypzlTF//nzMnz/fwH355ZfirM1YtWqVFENhfPfdd1IUhpGXlyeFJRgHDhxAt27dDFxxcbGYsTGqq6ulUAXD7XbLfFbB65qKrl27xnBcSETF5ZdfHsNxYQ8Vv/rVr2K4+++/H/fff7+Bmzx5MiZPnmzgpk2bhmnTphm4Dz74AB988IGBW7ZsmRSeYWzevBndu3c3cAUFBTGxLisri5kDdXV1GDFihIHz+/34+c9/HtMWLlCj4rbbbovh7rnnnhjuwQcfjOHMtAV//vOf8ec//9nATZ8+XapQMt577z289957Bs4sXgsWLMCCBQsM3Ndffy0GeozNmzdLwRjGgQMHRHvBqKqqkgInDK/XKyZ+KsaMGRPDcREjFffee28MZxavSZMmxXB839mS0GJwDQ0NjXMALQY//2C322PeApxLnOzNCABkZWWhdevWOHLkCILBIC6++GKEQiFUVVWhtrYWcXFxsFqtho1wc5xPcnIyEhMT0djYiEAggAsuuEAcho8dOwaPx4NWrVqJKNvhcMDj8SAtLQ0pKSlSXtXj8SA5OVk4j8cDj8cDu90u3+f1euHxeJCYmCiiXp/PB7fbDZvNJg7rfr8fLpcL8fHxwvHGyWq1ym+EQiGDQJzfpnMfs+iej+U2M/dTATuk84O7cDgMm80mb/K5XHNCQoK4SIdCIQSDQVitVnkzwJWs4uLiDNWtvF4vrFYr0tPTZQPNzuBt27YVjgsQ8GY7HA5LqVp2zg6Hw/JWi8XgQHSDCAD9+vWTPti/fz8ikQi6d+8u53348GEEg0F06NABSUlJ8ibA7/ejbdu2kp1QWVkJr9eL1q1by1iqrq6G2+1Gdna2jBuHwyGFD7hQQX19PVwul2zQeQw3NjYiOTlZ7mHdbreheAEQffDMTva8GfX7/Th+/DhsNhvatWsnwu+KigrEx8ejS5cu0ndHjhyRYg9coY7fiPTt21fekqru6vx2dO/evYhEIrjooovkoV9+fj6CwSB69Ogh8SosLITf70fnzp1FIF5cXAyv14spU6ZIVcUWQ3PlYJ0Mqhh87NixdOONN9KNN94o4tFRo0YJxzmvI0aMEI5z0IYMGSIc58sOGDBAOM4Hv+iii4TjvP9u3boJx7lqHTp0EG7QoEEERI1nbrrpJrrppptEG5KRkSEci+PsdrtwnFdrsVjo5ptvpptvvlk0JEDUYIh5zuEcPXq0cNzmK6+8UjjWMAwdOlQ4tc3825yL17t3b+FO1+YbbriBbrjhBjGlat26NV1//fV03XXXiZg4PT2dxo4dS2PGjJFcSLvdTtdeey1de+21Im6Mi4uja665hkaNGiX5vNyWkSNH0pVXXili6cGDB9Pw4cNp2LBhUgigT58+NHjwYLrkkkskx79r167Ur18/6tu3r8SmXbt21LNnT+revbuIG7OysqhTp07UqVMn0fukpaVRx44dqUOHDgbxdvv27alDhw5iAJiYmCif5bgmJCRQ9+7dqWfPnpK3HRcXR3369KF+/fqJmAo/5P8OHjxY8mrV9l1++eXSz4MHD6aRI0fSVVddJS6ogwYNolGjRtE111wjQsEBAwZIbDlHtW/fvjRmzBgaO3asiAd79epF1113HV1//fWS59u1a1fpUz5HdWyr/Xyqsc39l5SUJGOOx3ZcXJxwLFhtOrZ5Pv/85z8Xjts8cuRI4Xg+Dx06VH6b+2DgwIHC8Xw+07HdsWNH0/nMHOejZmRkCMcaGbvdLtzo0aOlzcyxLugfWcNYfwIYDRw1zg+wpuLzzz8XZ/DOnTtLPjOLa3kdKywsJKfTSXV1dbJmbdmyhSoqKqi0tFTm5fvvv0+bNm2iFStWyDo9bdo0KigooOPHj8u8XLp0KblcLoNo/K233jLkZvOasG/fPiI6YbY6duxYOYaN5ZKTk6m4uJj27t1LmzZtksIUH3/8MW3bto3y8/NFiP6///u/5HQ6ye12yzVL1QCaCW7NtIJmmg/WaDz55JPCsWGfqtEw05WZuS/Pnz+fAKOW4Msvv5R7AwY7Mvfp00c4zo3v3LmzcPn5+QREi0MwVG1eJBKhSCRi0Bd4PB4KhUIGDWZlZSUFg0EKBoMy9w8ePEiBQIACgYCsbVu3biWv10sej0fWsW+++YZcLhe5XC5Zs/7+97+T2+0mj8cj9xsffvghhcNhikQip9TwnamJ369//WvhzITMZgaHrNHo0aOHcGYajcOHDxNg1BzU1NRIvLjwQTAYFM7hcMixfE1UNQccr2+//VY41m+ezgCXXdNVA1wuXqBqHs00RSyoV8ermSmumZnkwoULCTCaH3/77bcxMTQzxTUzhFSNjmtqamLi9f333wvH65dauOLiiy8mALRixQrhzHQuLYXzUgzOQkoic0fl5haDmwnNzAR3ZgIyFh2rwuGTtTk9PV0uVgy+MJ2pAH7mzJnN0mYzwSwvMGrFDrNFmhcT1c1SFQl7PB7hzcTSvAnYsWOHcGbunyyGmzdvnnBcRUIVd7EL+BNPPCGcmQj3o48+IgB09dVXy3HsEMvVWohIKo3k5OQIV1VVJd/HCIfDppOfNzSq2J1F/6ozp5nonyshzZgxQzheGE/Xz2YX7TPtZ66IoQrVuLqKKuxThZCNjY3C8wZQFcbyhm3Lli3C8QXiq6++Eo5v5N9//33hzG5e2L310UcfjWmzuvDzfNZicI3TgTeqajWWps666kVeLWrBN5aqqzg78K5bty6GUzea/FBAFbhyxbM333zTcI784ImLiJhtNNiRWR23RCfW3+LiYuG4AtucOXOEMxPSmt2I8EZDXZ/OdqOhCpTN1qyZM2cSALrxxhuFM6uOZFbUwmw9N6v2c+DAAQKiD6wYZWVlBBgLuzidTul7r9dLRCcfD2brwalcmtUxwg/5VGGu2fXPTIx/qo3Gww8/LJyZW/i52GhUV1dLvLjymd/vF04tmGN2j8RrqiqeN4uXWTGFW2+9lQDQ22+/LZxZlbQ//OEPMeP1qaeeIgA0ceJE4cyKF/B4veGGG4T74osvCABdfvnlwm3YsIEAY1GCgoKCmHFotjE72b0Gx+t0Gw2z+yuzBwktBS0GP4egn9Cr2aY43bmfTrysfv6fEQ6frcDY7BxOJ9I+Wxf2Mzn2VMf9WMJvDQ2NKNQ5yPouTkVQU5tUIavZunMqJ2jV4Zl/g/V7AKTOf01NjfhaNDY2StrP999/j/j4eNFYqOCUGVUfqJ6b2j4+Ri12wfpB1sb5fD45x4qKChw4cADhcFj0JWVlZeJEzOdTXV0trt2sXayrqxOdH3MNDQ2iW2FNVENDgwiOWXPHwnT+biCapsIcC3h9Pp98nyr8Li4uNojBg8EgysrKDILgUCgkYnDWj4XDYVRXVxsclfm8OE2Hwd4SaowdDoek1fB4qKurE4E2c/X19cJxn9TX16OmpsYgBq+rq0NlZaXBBby2thbFxcWIRCKiC3M4HKJD5LjW19cLx3Fljwc1Dj6fD0ePHjW4VQcCARw6dAhEJDq6QCCA/Px8g3YwGAxix44dBnFzOBwWgbjqPL1q1Sr5Hsa6desk1Yn5LVu2iKs164x4vFksFkOhAi5KwGPzyJEj2LFjBywWi8ShrKxMUrW4nysrK7Fr1y6DzrO6ulr0fByburo6FBQUGOLV0NAg7ed4cVEC/j0gOg45DYrHaCAQwP79+0FEMjfC4TB27dolru0Mboeqdd65c6f4y/C42bVrl7SB5+2ePXtkDLEYPD8/H2lpaYaxrepPWwrnVAy+dOlSmagcoJUrV0r+Hgdjw4YNhk4GTog+gRMdu2vXLhGQ8UQoKCgQjju9qKhIOB5EpaWlwrGAuLq6OoZzOp3C8aDwer3C8aCNRCJYtGgRAKN4dMmSJdJm5s3avH79emkzD7QtW7bIhaI52lxWVoavvvoKwIn8yOrqauF27NgBILo4LV68GMAJUa7X68WSJUsAnFjMQ6EQli5dCsAovl6+fLk4nvKium7dOlxwwQWGyhJcFUGNw65du+SCzH1fUFCA9evXGy4Ghw8fxsaNG2GxWERUXFZWhu+++07Ol7FlyxYkJSVJW5xOJzZt2gQikrxHr9crxQV4YQ4Gg1IJgi8IwInFUr2or1271pA7DBgrQfCk3rx5s0xsbt/27dvlRoFju2fPHukDtZ+5r9R+Zo7H1OnGttrPTceNx+ORcczjMRwOC6fmsy9evFhulDgWK1askEIHfFFct26dCODV+cxjg9tsNrbz8/NPObbPtM3MqW3mflbnMy/W4XBYOPWiuHTp0pg2n2oNU+dFVVVVjEBV48cF37Ree+21UriC12k21VJv0jt16iQc9/WIESOQkZGBlJQUEZf//ve/R3x8PHw+nxTyuO666+TmQP0sg+eDmSAbAG666SbD/y9btgzx8fGw2+2GnPuBAwciNTUVaWlp0hYW13o8Hikk8cgjj2DSpEnw+/2yDt9111246667DL8zceLEmHN54YUXYtyEzcTI7777Lt59910DN3fuXMydO9fAmYnB16xZEyNQ3rZtWwy3b9++mHl1+PDhGMHzsWPHkJuba+AaGxtjxOBEJGuYik6dOsVwTcXSAGLEvwBwzTXXxHA333xzDPfb3/42hps4cWJMH5gJ9M3iP3v2bMyePdvAffXVV3LNYGzcuDFG2L5v3z707NnTwJWUlKBv374Grra2FpdeeqmB8/l8MQJxAKYCcbOiC3fccUcM98ADD8Rwf/zjH2O4Z599NkZz8Oqrr+LVV181cGbFC95//30pAsKYN28e5s2bZ+AWLlyIhQsXGrjVq1fHFCXYsWNHTAGQo0ePol+/fgauoaHBoF9hXHbZZTHcL37xixjOTCD+u9/9LoZ7+OGHYzi+P2xJaDG4hoaGxjmAFoOff0hMTDRsJM8nJCUlITU1VTa/bdq0gcfjMTxlb0nwxislJQWJiYnytsPv9yM9PV3cuJlLSkpCYmKiVN4LBAKw2WzCBQIBBAIBxMfHy9uiYDAonFrNze/3w2q1Gjb1Pp/PwLFomYXfzPn9fil/Tj+IvLmP+YGO+jSY3z7xsecbeGPLYmsiQnx8vFR25NLMiYmJsNls8jDP7/cb4s9x5fhzDFgM3jSGXBiAx4HL5UJcXByysrLkXLgoQbt27aSwAb+J6N69u4i8+SFR3759ZePON7gsGmeOiNCzZ09YrVZ56h8KhdCxY0cRiFdUVCAQCKB169Zy3tXV1fD7/cjOzpaHuw6HA16vF5mZmcLV19cbihcA0ftUj8eDlJQUOc7lcsHr9cJut4uA2ufzwev1wmazCccO9WrZ/GAwCI/Hg/j4eKSmporwu7GxEVarFVlZWfKmgmPID2KJSB7M5ebmSmz44VunTp2kSh2/hcrNzZXxUFxcLPHieVZaWopAIIB27dpJkYTKykr4/X5MnjzZ9MFGs6KZU7FioObuX3rppTR06FAaOnSouEIOGDBAOM4n7du3r3Cc+92rVy8aNmwYDRs2THJWu3XrJhwL5nJzc4Xj/Mh27doJx/lrOTk5wrFOIiMjQzg2iUlOThaOBTU2m024Sy65hICoGJw51pUAELfoYcOGSZsHDhwonNpm5jjXsyXazHFV28wc544mJyfTZZddRpdddpkYzdlsNhoyZAgNGTJE3MctFgtdeumlNHjwYBGzcfsGDRpEgwYNEhFl7969acCAAdS/f38Rg/fo0YP69etH/fr1E2Flp06dqE+fPtS7d2/p+3bt2lGvXr3owgsvlJzEnJwc6tGjB/Xo0UMExpmZmdS9e3fq3r275HVyzLp3705t2rQhIKo54M+yE7fNZqMLL7yQevXqJdqC+Ph46t27N/Xp00dEowDknNmdm/tvwIABNGDAAOnnPn360KBBg+iSSy4RUWavXr1ESM7t69mzp8SW29K1a1fpA3bTzs3Nlb5iU8C2bdsKx6LTMx3bKSkppxzb3Kfq2GaNxcnG9qBBg2LGdr9+/YQzm8/c5nMxn0/XZnU+c1w5H/gfWcPUzy5fvryll1uNswQXWli0aBGVlJSIRgcA5eXlUUlJiQg2gahhX1FRER06dEjW6QULFtCaNWto8eLFsk5PnTqVli1bRmvXrhXN1meffUYHDx6koqIiKZSwceNGKisro7KyMnEdvvLKKykYDBKRsZgKG2SyBmnkyJFUVlZGRUVFYrgJgBYvXkyfffYZzZkzR9bfqVOn0ty5c+mzzz6TufDqq69SXl4eFRQUyJo+b9488ng8FA6HTfWRZnoqM3NN1s2p4lo2kfv9738v3LRp0wgAjRs3TjgzcS27gI8YMUI41lEOGDBAODNjud27dxNgriVQdYaqloBz41XDxNraWgqHwxQOh6Xgx9GjRykUClEoFJK+37t3r3C8Jm/cuFE4vqYuX75cONZlLliwQIToZloaM83BmRq6cqx/85vfCMcmtqrZnJmG75/RaJjpG09memim6eQ5un37duH42rRs2TLhRo0aJWOYweJ5VdPC41XVFD344IMEgJ566inhzAT1L7/8MgGge+65Rzg2QlSd7FlTpOpBV65cKddDhtnYZJPIuLg44U5mAm2mCzIz7OP5rWo0uBjK3//+d2pp/MuJwVVnUxaPNrcY/HQu0j+mG/rZtvl0glkzIR2LhO12u3DqwqGKXlkweeTIEeF4IqhiJTM33jFjxhAAmj17tnC//e1vCQC99tprwj322GMEgCZNmiScmQjXbFH95ptvCAD1799fuLy8PLmhZbADvNVqFU6d/HV1dcKbVYIwc4M9n/qZhdFqP7PAVO1n9cJrJoxWhbFdu3YlwOi6bOb2zpWszMTgZvPZTAz+z7RZi8H/fcEb9ry8PCIyv6Cr/a+u52YVctgJmitEEZm7ivPDFtVFmoXMvXr1Ek51pmYhrZkw+mTFOHijobovmwlpmVOLNJjNVa6iNmvWLOHuuusuApp/o3HdddcJxy7g6kZj+fLlMWu3mUM63xC3adNGODMHa7NqP6poWV3j+cGRekNs5gLOD63UexqzCkBmwlyz659ZFaX77ruPgNNvNPj6cL5tNNSiIjwvSktLheOHgaqgnqu2ff3118LxRkN1Ujer0mW2MT7TjcZLL71EAOjee+8V7p133iEAdOuttwrHhWdGjRol3D9zr3GycWh2DeKKjepGw0wMfi43GloMrtHsoDN0fTbjVJytSPp033eqz5ypmP1MRN//yHloaGice3BKDWscVH0dp9mcDVjDxCkLwAmdoioebyoQJyLReJWVlaG4uBg2m02cljnFQz0v9VxVkboqXjdbt/h81M/wcaqzOX+Py+VCdXW1pIMAUS0TO29zKlddXR1KS0sNYt3GxkbR0PFxHo9HNId8nNfrNTiCA9E8f04hYQ2J3+8XjrWMgUDA4OLMseHvY04VefNn2QdE/Q3+7oSEBEOMnU6nwViR29Q0lY1F/GpcXS6XtEuNKwuYuU9cLpfo2Di1q7GxUbSJPL6cTieOHTsGIhK9D7uFk2Iw29jYKLoh/l6PxyNiZY6D3++XfuJ4BAIBOU4V1B89etRgbBsKhXDw4EEDF4lEsHv3bkQiETl3IKpRVM8ZiGoZOQ2J47B582a0adPG4MS+Z88eSenizx86dEiO45iXlpaK9pL7tLy8XMTk3Oaqqirk5+fDYrFImx0OhzjPq+OC9XzcFpfLJfpLPs7r9Ur7+bhAICBzWC1AwP3EMY9EIpIGxWPZYrGgsLAQRGTQRn7//fdIS0szxKuwsFB0qbymFRUVyTrE/3b06FGJDc9ltS9aCi2+0VAXvW3btsmCyQHKy8uLUcur4hQePAcOHEDr1q0BnJgcRUVFIv7lTiwuLhaOO7iiokI4Hhw1NTXCcf5gfX29cOyW6Ha7hePqAX6/XziegJFIRDg153fr1q0xbd65c6eh2gNwwozlH2lzSUlJTJsrKyvF8ZzFiDU1NcLxxKmvrxeuoKBA2tyU8/v9IsjniRCJRIRTRa/bt2+XXEVu8+7duw2Tj7+bL2w86AsLC0WsrFaRYDGvWRUJ7oPq6mpxoFbF4Hv27EFSUpLEobGxUT7LcfB4PPIb7LjO1TTUWBMRtm/fLv/OyMvLk8oZ3OY9e/bI4s7xyc/Plws89/PBgwcljnx8UVGR9IHaz8z9I/3MY4T71OVyCcdtVsc2X6jVsa0ueFu2bDEd29wf6tjmdUAd22xuxG0+dOhQi83nM22zOp85hmqbzebzqdYwdRzW1dUZbhg1fnzwenL11VdLTjjjwgsvjHlo0L9/f9jtdiQmJsoN5j333INWrVohOTlZLtq/+93v0NDQIBWkAOCKK65Aq1atDJrFkSNHoq6uDrW1tYYKMU2FzJwfb7VaZf3YunUrunXrhpSUFEP1qjvuuAOpqamGzQ47gPv9flkTHn/8cTz99NOGm6b/+I//QDgcNhS6GDduXEzcnnjiCTzxxBMG7pVXXsErr7xi4P7yl7/gL3/5i4GbM2cO5syZY+C++OILfPHFFwZu9erVMULtbdu2xXAHDhyI4UpLS9GuXTsD53A4YkTefr/f1PHbzBm8aZ8AiHEuB8zF4Gcqgm4qxAeiDs9NXZ6feeYZPPPMMwZu6tSpmDp1qoEzc2Y3i/X69evRoUMHA7d3794Y8XxxcXGMaNzhcMQInr1eLwYOHBjTluHDh8dwY8eOjeHMtGx33313DGdWqMBsbJq5hZ9p8QKz8frJJ5/gk08+MXBLliyJKRjw7bffomPHjgYuPz8/Jq5VVVUxcQ2FQjHicsB8fJnF0MxxvanDPBC9N2tpaDG4hoaGxjmAFoOffzhfS0uzY/n59HY0Pj5e3nQkJibKhsfv9yMcDiM+Pl4eHIVCIUQiEcTFxRmctyORiKGSF/Mn41ShNj+s4N9tynGs1PLk51P8mhscM46X1WqVNy7hcBjhcBhWq1XK7/IGkjes/LlwOHzSWLP7OBB9sGaxWKSiJP0g+rdYLMjIyJDP19bWwmKxoG3btvJZfnLftWtXOW+u4nnhhRfKZ/nhT48ePQxi8HA4jNzcXBmDFRUVCAaDyMnJEbd3h8OBQCCAjIwM2WQ7nU74/X6kpaWJaJzLN6ekpAjndrvh8/mQlJQkYmmv1yuCeub8fr8UL+DfZcf1uLg4EatHIhGEQiFYLBaJPx/LnFrlTo0rcOLBK5eiVcv3ZmZmGmINANnZ2dL3DocDkUgE2dnZ8jsOhwOhUAhZWVnyFpUfbjz++OMxFbmaHc2cihUD1fCmS5cu1K1bN+rWrZvkjubm5grHAqsOHToIx+Kgtm3bCsd5/61btxaO9Q/Z2dnCscg0IyNDOM6jTE1NFU4VCTPHubs2m004zhW0Wq3Csd4AP+SFduvWTXLTz6bN7du3/9Hb3LZtW2lz165dqWvXroY2M8c5gACE41xUIGru16VLF+rSpYu0uUOHDtS5c2fq3LmzOCq3bdtWHLo55zUnJ4dyc3MpNzdXBOJZWVnUoUMH6tChg8QhPT2d2rdvT+3bt5c8xZSUFOG4//BD/mP79u1FrJeYmCjHcWwSEhLkNzin2mq1yrmoTuN8zmocOnXqJO3jNnfs2FHioPYzx4z7+YILLhCO25eTkyMct68l+rm5x3anTp3Oy/nckm0+1RqmflbNf9f48aEar61atYry8vJo1apVwu3cuZN27dplEFqvXLmS1q1bRytWrJA1a/r06TRjxgwxRAOiOfRLliyhrVu3yphYu3Ytbd68mZYuXSrc3LlzaefOnVRcXEwul0u+kw32WEB64YUXUnV1NZWXl9PcuXMJiObLs/s4i6WBqH7tjTfeoBdeeEG4yZMn06uvvkpvvfWWrI3PPfccLVu2jDZs2CCFLWbOnEnl5eVUU1MjurmFCxeKPsTMffnOO++U32WYOS1PmTKFAND48eOF45jdfvvtwpkZEpoZoHFs+vbtKxz3lZkLeHZ2tvQ7a7GsVqsIslUXcKfTSX6/36DPKSkpIa/XS16vV8T8+fn55PF4yOPxyLqzZcsW4ViztWrVKvksC3MXLVpEPp+PfD6fuMLPmzeP/H4/BQIB0cO89957FAqFKBwO02233UZA1GWe8cADDxAAmjJlinCnMnQ9nbnpkiVLCDhzjYaqfTlTjYZZkQMiEq6yslI4M+0LG22qhpcjR44kAPTpp58Kxwa4qpM9j9epU6cKN2HCBAJAzzzzzClj+OKLLxIAuv/++4UzM0KcPXs2AaAxY8YI99VXXxFgdLLfvHmz3EedKoYn08DyPZKqgeXrmmqIzPN75cqVMfHSYnA6t2JwdbL9lMTgzdXmsxUJq4LZk4mEucqQKhLmTYkqEjYTI3KFE1V4aFYx4vHHHyfAKBI2E+GeKwf4n3I/q2PbrJ9PJ4w2E4ObzWczMfiZtlmLwTWaA2YCS7ObInWe19fXC88PTMrLy4nIuHGprq4mIqO43OFwyGd548sidAavHeyMzOvTwIED5Zi1a9cSALroootM28Ii9pOtT2Y3aVdccQUBRhdwMzH46NGjCYhukBhmN24ttdEYPny4cLwpVDcaW7duJSD6wINh5r7MLuCq4NZMUG/Wp0Tm1zXu0127dgnXs2dPAkAbNmwQjivbLV26VLirrrqKANAnn3wiHF8LZs6cKdy4ceMIAL3xxhvCjR8/ngDQ888/LxzfJKvO4GYbjTlz5sSslefDRkMtXsBV2woKCoTjymmqu7qZuJk3GqqTPY/X119/Xbj//u//JgD07LPPCmd2jeXNu7rRmD59+knHsFrQYNGiRQSAhg4dKhwXL1CrpB06dIgAUFpammm81GIP/ODu6NGjwpmJ5802GloMrqGhoaGh0YJQtTdNXcBVZ2+zAhCRSEQ0Oqqgu+lnVI2O6iqdnZ2NY8eOGVyAg8GgCL3r6uoQiURMxeVmYnCzFDDVLFdtj1kbOb2jqbO4+plAICC/6XK5RATLuiS32y1pM8z5fD5J+WAuEAiIVou5YDBoyrGomVNJQqGQcKyHMePC4XAMF4lEDIJ05txuNywWi3B8Dmp8+Lw5zYURCoUMcT4ZFwwGY2IbDAYlnjx22FeEz41/l2PCnN/vN7Sfz7mhocEgHvb5fCKIVsXCzJnFlblwOIz6+nqDuDwcDotzuSqyr6iokJQmPs/Dhw/HiMHz8/MN/QBENW6JiYkGPe/OnTuRlZUl5wtENSMNDQ0Gs8yioiJJ2+LvLC8vF0E3j6nq6moUFhbCYrFIW44fPy7pWzxG6+rqxDWdY9TQ0ICjR48aOJfLJS7zzPl8Phw7dszABQIB1NTUGFKf2DsDOCFWpx8cwdW4ApBYq+7dVVVVkrbFMausrJQURR5TFRUVyM7OBnBirauqqhLROY8pdR1sKbT4RkNdfA8fPiyVNThALGAFTiycZWVlMgA4GJWVlcLxIKuurhaOO8LhcAjHItP6+nrheNA3NjYKxwJQj8cjHE8Yv98vnFploelxpNjJqx33U28zV504XZtVMfiRI0dEGM1tZrMZtc3l5eXizMufP3bsGI4cOSLnBpyocMJtAKL5hSxg5AnsdDqFUy8axcXFSE5OFsGu1+uV41jw7Pf75TdYdBwKhYRjATwRyTmr/XzkyJGYfi4pKTHkt3I8f8r93HRsN+3n4uJiw0Xz36XNjKZtVseh2+3WYvDzCDyngajAkm+mgWjf9unTJ6bK0K233oo2bdogPT1duD/96U+GG28gKi632WyGmyfVHZqvJXfeeScikQicTqdhU8KOwLzB2LVrF7p3726ohFRaWorRo0cbTMYAYPLkyUhNTTX89vPPPw8gOta53VOmTIHNZoPT6RS38PHjx+Ohhx5CKBSS+XbLLbfE3DiPHz8e48ePN3DPP/+8/A7jzTffxJtvvmngZs2ahVmzZhm4BQsWYMGCBQZu5cqVMfrObdu2xXAHDx6M4crLy2M4p9MpazSDiGQ+q+AbNBVNRb0A0KtXrxiuqUs2AIwaNSqGM3MGv+OOO2JcsSdMmIAJEyYYuMmTJ2Py5MkGzkyMbyZuNhMyr1q1KiZeu3btkpt9xpEjR2KE8g6HI0ZI7vV6YxzcAcS4igMwdRC/7rrrYjgz92t2vFdh5n5t5qRuFq+3334bb7/9toEzcwv/6KOP8NFHHxk4M5H9ypUrY+K1fft2tGrVysAdPnw4hmtsbDQtStBUNA6Yi+xvuOGGGO43v/lNDLdr1y5TvjmhxeAaGhoa5wBaDH5+Yc+ePRgwYMCPfRoaGj95sOiYncoBiCO2+hYhJydHOK4s2L59e1itVlgsFnkg2blzZ9nkHzlyBESEjh07ikC8vLwc4XAYOTk5iI+PlzcBoVAIaWlp8oausbERoVAISUlJ8ibQ6/UiGAyKkzoQfQAWDAZhs9nkOH6DxS7s9IOYu6mgXi0FfS4KEHBc2G0cOPFWlV3hgehDCj7O5/OBiGC32+VNnc/nQyQS+dcTg6elpckf5lJSUoRjcWVycrJw7L6blJQkHAvp7Ha7cGz0kpiYKBwL62w2m3Cc05aQkCAcC2qsVqtwLPaKi4sTjvMyLRaLcJynfbL2/Su1OTU1lVJTU4UDIJwaBzMuJSVFOG5zUlISpaSkUEpKirTZbrcLxznQNpuNkpOTKTk5WeKQkJAgHMchPj5eOBYYc2yTk5MlNlarVTiOTVxcnHAcG4vFIueifh9zp4uDWZuTk5OFU9vMHLdZj+1/nTbzcWr+u8aPD86FtlqttHLlSlq9erUYw1mtVlq7di2tXr2aFi9eLH347rvv0rRp02jSpEnCPf300/Tmm2+K0RwA+uKLL2jZsmU0Y8YMGdtffPGF/GEztjvuuIN27txJhw8fJofDQenp6QREzf2qqqok/3vIkCG0adMmWr9+vXxnRkYGzZs3j2bMmCH590DUYGzSpEmSu8/cY489Rk8++aQUxXj44Ydp9uzZ9Pnnn4se47nnnqPdu3fT/v37xeRr1qxZVFNTQ06nU0TLH3/8sbhks0D59ddfp2AwSMFgkCZOnEgA6PHHHye/308+n4+efvppAkD33XefCKP5vP/zP/9TuJkzZxIQ1dKxWJrF7pdddplwbNjXq1cv4b777jsCovo6n89HXq+X9u7dK3PX4/GQ2+2moqIiiY3L5aLGxkaDlqC8vJycTifV19fLnC4oKKDa2lqqra2VftqyZQs5HA5yOBxSMGTlypV0/PhxOn78uGg0Fi1aJMexq/X8+fPl+zhffubMmVRXV0d1dXUiBp8+fTrV19eT0+mk22+/nQDQiy++SC6Xi9xuN91///0EgJ588knyer3k8/lEXzBhwgTy+/3k9/vplVdeISBqjsgcj1k11gsXLiQgqmdjYfq6desIiBbICIfDFIlEJK5mGg3Vcf10Gg3WHITDYeFqamrkWDM9TOfOnSX+DDP9n5nBJOtcVEG9mc6FtZ9//OMfhWONxgMPPCCcmTaS5+iNN94o84SNNkeMGCHzhAsa9O7dm4LBIIVCIXELb9WqlRRhqKmpkdgwR0RyPa2oqBDOzCC0d+/eBIBWr14tHOuyVJPIloIxCbEFoOaWlpWVoaGhAQ0NDfIKc/fu3cLxK6FVq1YJN2TIEADAxx9/LBzXDH7nnXeEu/POOwFEX98y98gjjwCIvnpk7uWXXwYA/PrXvxZuxowZAIDRo0cL9/nnnwMABgwYINz69esBAB06dBCO/TYSExOF4536T7XNAwcOFG7dunXS5sbGRjQ2NoonQWJionCclgRE00+Y59fSe/bsEY7rka9evVoMj/h186effioct/n//u//4Ha74Xa7pc0vvPCCcI8++igA4KGHHhJO7YPq6mq43W6pJz569Gg5btGiRdLPzG3cuFHazOfCZfdsNptwaqpEeXm5tE/tZ+a4n1euXCkc9/Mnn3wiHL8y/kf6+aWXXmqWfj7TsV1eXi489/OZju1PPvlEuDFjxpxVmydOnPiTabOannPttddC4/wBP/VMSEjANddcg6uvvlpSECwWC6666ipcffXVuPLKK+Uzd999Nx555BHxpQCia9Ef/vAHQ9360aNHY8yYMbjqqqsARMfTL3/5S/kzcuRIANGyrIMGDULXrl2RnZ0tTyMzMzPRpk0b8X1IT0/H8OHDceWVV+KKK66Q8x83bhzuu+8+g8/Cc889h6lTp+LFF18Ubvr06Xjttdfw8ssvSzrMf/3Xf+Guu+7CLbfcgrZt2wKIpgf1798fffr0EW+OVq1aIScnx5AuxqVs1dQyLqUaHx8vJWitVitsNhsSExMl3vHx8bDb7bDb7fL02Gq1CsdPZ+Pi4pCYmIjExEQ5TuXMjmOOY87fyX2alJSE5ORkQwpjSkoKUlNTDWlV6enpSE9PN5RtzcjIQFZWFrKysoTLzMxEdnY2srOzpc2ZmZlo1aoVWrVqJW1OT0+X47gtqamp8n183snJycjMzERmZqbcO9ntdmRkZCA9PV2Os9lskjLHHMdQjXVcXBxsNhtsNptw3Ccqd7JY8xN+Po7L4J7LstBkYjpppjMy48w+yzhTk94zPT8zjueIGrO4uDiZJ005frMDwPB3NQ3ydHEwa/OZci0FLQbX0NDQ0Pi3g5lDNkO9eVBFvE1F0+rNgqpj4O882W9wvj/rhAAYxN98c2x2E9P0u5vC7HzMbjDUmxP+zpOJwZt+lhTRKX8mHA4jEAiIjwMfx3/nmyJSRKwqp373qY5ryqmpK6f6bCQSifmN07XzXHOnOxfVa+RsubP9XfVYNb7BYNAwVokILpfLIFqmH1KZIpFIzIPXpmLwoqIi2Gw2w3g9cOAAMjIyDOOnoKBAvp9/m92vVbfwiooKFBYWGjiHw4Hi4mKDk319fb3MP9XJvry83HCc2+2WB0Z8nMfjQVVVleE4n88Hh8Nh4MxE9vSDM7pZAQK1bZwGRURyHH9GHd98jlwIgOPV2NgoOiuVY9E5z1+1qERL4ZyKwd1ut8FsB4gGX60KAURz6NTqEUC0E5pWWVArL3CwAoGAcJwrGAwGheNODIVCp+S408PhsHAs1uNKFXz+3J6mn/13brNq/vNjtJn/q/69udusioR1P+s2m7VZHYdnc4HXaHmwINvn82H48OGIRCKGcTJ27FhkZWUZ3so/++yzCIfD8jaTiHDbbbehoaFBLuoA5LPqeBg3bhzq6upQV1cnBSfWrFkjwmN1M3DJJZfAbrfL+Wzfvh0/+9nPkJiYKHPI5XLh/vvvN7wZAIDXX38dSUlJclNksVjkrTYRyXm+9dZbSE5ORkNDAzZt2gQgKpCdOXMmQqEQCgsLAZwQ3Kpz1kxrNGnSJEyaNMnA/TMC5eXLl8ds0LZs2RLDHTx4MIarqKiI4dhdvSnMnuhmZmbKv3G8O3fuHFPco3///sLxujNixIgYbsyYMfLbzP3qV78Sjr/v7rvvlngz99BDD4nAmdfKp556SsTNPMZefvllvPLKK4ZN2zvvvBPjzD537lzMmzfPwH399dcxcdi+fXtMvA4fPmx4awREi7U0Fdl7vV5Tx/WmjtgAcPHFF8dw6ltExvXXXx/Dnan7tdnYnDJlCqZMmWLg3njjDbzxxhsGzmy8fvjhh/jwww8NnFlBgyVLlsRolDds2BBTgGD//v3yBpFRVVUlDxwYRGRaUMRMeM9vPlXcdNNNMVxeXp6p0L450eJi8Nra2hg1vYaGhsa/G6qqqkyriGj8OFi2bJlpdRsNDY2WQUJCgqQS8YOe9PR0Scnicq+tWrWSdKPjx4+DiJCTkyObx5qaGkQiEWRlZcFqtSISiaC+vh7hcBjJycnCeb1ehMNh+V0A8kaGndSB6IMF1ckeOPGmjM+NN3D/ag+M/vSnP+F//ud/WvQ3dOqUhoaGhsa/HQYOHIhHH30UCQkJGDZsGKxWK0KhEPLz8xEIBNClSxfU19ejsrISy5YtQyQSwTXXXCMlZvPy8mCz2XDTTTchPT0dSUlJKC0tRTgcRufOneF0OlFSUoLVq1fDbrfj5ptvlpz81NRU1NTUIDc3Vx7EhcNhlJSUwOPxoEuXLvD7/eIJYLfb0blzZ/GlWLNmDQBg8ODB8qbhm2++QSQSwfDhw+VGbtu2bbBYLIan7Nu2bUMgEMBVV12F3NxcpKeno6amBh6PBz169ECnTp2QkJCAo0ePwu/346KLLkK7du1gt9vFRyItLQ12u11SOUKhkOgrONXD7/fDZrMhOTlZOK/XC5vNJk90vV4vPB4PbDabPBXn9iQkJIguJBAIwOVyGTj23rBarfLUmFNVLBaLaFHC4TDq6upgsViQnZ0taSf8VorjT0TiW8A3ukSEY8eOgYjQunVruQmtrKxEJBJB69atJZ3u2LFjCIVCyMnJkbdgVVVVwvHT6erqagSDQQN3/PhxBAIBZGZmSqni2tpa+Hw+ZGZmylPsuro6+Hw+pKenSwydTic8Hg/S0tIkhm63Gx6PB8nJycJ5PB54PB4kJiZKDL1eL1wuF2w2m7zF8fv9aGhoQEJCArKysmCxWBAMBuFyuWC1WpGdnQ2LxSJvAK1WK1JTUw037az54KpH/8rglDwikqpTXJ0KgFSsCgaD8Pv9sFgs0u/BYFA2XKmpqZL6xKlXPK55/hCRbMyA6LwgIiQlJUn8Q6EQiEg2V/xWjogMmyuzFMqWQou/0eCdJhAVMDV9pWjGqbtPDqQqMOMdqRnHgjTghHGOGRcXFyevm8PhMEKhECwWi7wWjEQisqg25YATInciknNU82o5zeN07Tuf2nyqOJi1+WSc2mafzyffd7b9fKo4nK7Nal5jcnKyTLYzad+/ej+f7dhu6X7+qbb5TNYwdRzm5OSck0VdQ0NDQ0PjfEGLbzQ0NDQ0NDQ0NDQ0NP79oB+vaWhoaGhoaGhoaGg0O/RGQ0NDQ0NDQ0NDQ0Oj2aE3GhoaGhoaGhoaGhoazQ690dDQ0NDQ0NDQ0NDQaHbojYaGhoaGhoaGhoaGRrNDbzQ0NDQ0NDQ0NDQ0NJodeqOhoaGhoaGhoaGhodHs0BsNDQ0NDQ0NDQ0NDY1mh95oaGhoaGhoaGhoaGg0O/RGQ0NDQ0NDQ0NDQ0Oj2aE3GhoaGhoaGhoaGhoazQ690dDQ0NDQ0NDQ0NDQaHbojYaGhoaGhoaGhoaGRrNDbzQ0NDQ0NDQ0NDQ0NJodeqOhoaGhoaGhoaGhodHs0BsNDQ0NDQ0NDQ0NDY1mh95oaGhoaGhoaGhoaGg0O/RGQ0NDQ0NDQ0NDQ0Oj2aE3GhoaGhoaGhoaGhoazQ690dDQ0NDQ0NDQ0NDQaHbojYaGhoaGhoaGhoaGRrNDbzQ0NDQ0NDQ0NDQ0NJodeqOhoaGhoaGhoaGhodHs+H9pIDAY7nKyDgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 10))\n", "ax_in = fig.add_subplot(121)\n", "\n", "ax_in = plot_warpgrid(x_out, interval=1)\n", "ax_out = fig.add_subplot(122)\n", "ax_out = plot_warpgrid(x_out_pred, interval=1)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "tags": [] }, "outputs": [], "source": [ "torch.save(net.state_dict(), \"model.pt\")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "FCNET(\n", " (layers): ModuleList(\n", " (0): Linear(in_features=2, out_features=100, bias=True)\n", " (1-2): 2 x Linear(in_features=100, out_features=100, bias=True)\n", " (3): Linear(in_features=100, out_features=2, bias=True)\n", " )\n", " (activation): Tanh()\n", " (out): Linear(in_features=100, out_features=2, bias=True)\n", ")" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res_net = FCNET(\n", " input_dim=2, output_dim=2, n_layers=3, n_neurons=100, activation=torch.nn.Tanh()\n", ")\n", "res_net = res_net.float()\n", "res_state_dict = torch.load(\"model.pt\")\n", "\n", "for key in res_state_dict.keys():\n", " res_state_dict[key] = res_state_dict[key].float()\n", "\n", "\n", "res_net.load_state_dict(res_state_dict)\n", "res_net.to(device)\n", "res_net.eval()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "tags": [] }, "outputs": [], "source": [ "!pip install -q git+https://github.com/johnmarktaylor91/torchlens" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import torchlens as tl\n", "\n", "\n", "# a little helper function to tell us where our model is\n", "def get_model_device(model):\n", " return next(model.parameters()).device\n", "\n", "\n", "x = next(iter(dataloaders[\"train\"]))[0][:3] # a sample of our batched training inputs\n", "x = x.to(get_model_device(model))\n", "model_history = tl.log_forward_pass(model, x, vis_opt=\"unrolled\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute pullback metric" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "tags": [] }, "outputs": [], "source": [ "def get_learned_diffeo(model):\n", " def diffeo(x):\n", " # x = x.to(device)\n", " x = x.float().to(device)\n", " y = model(x)\n", " return y\n", "\n", " return diffeo" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "tags": [] }, "outputs": [], "source": [ "diffeo = get_learned_diffeo(res_net)\n", "\n", "pullback_metric = PullbackMetric(dim=2, embedding_dim=2, immersion=diffeo)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = gs.linspace(0, 64, 64)\n", "y = gs.linspace(0, 64, 64)\n", "x_grid, y_grid = gs.meshgrid(x, y)\n", "\n", "# Combine and reshape the x and y coordinates into a list of 2D points\n", "points = gs.vstack((x_grid.ravel(), y_grid.ravel())).T\n", "\n", "\n", "# Define your function\n", "def volume_element(x, y):\n", " point = gs.array([x, y])\n", " g = pullback_metric.metric_matrix(point)\n", " vol = gs.sqrt(gs.abs(gs.linalg.det(g)))\n", " return vol\n", "\n", "\n", "# Apply the function to each point in the list\n", "values = gs.array([volume_element(x, y) for x, y in points])\n", "\n", "# Reshape the values back into a 2D grid\n", "z_values = values.reshape(x_grid.shape)\n", "\n", "# Create the heatmap\n", "plt.imshow(\n", " z_values, origin=\"lower\", extent=[x.min(), x.max(), y.min(), y.max()], cmap=\"RdPu\"\n", ")\n", "plt.colorbar(label=\"Function Value\")\n", "plt.xlabel(\"X\")\n", "plt.ylabel(\"Y\")\n", "plt.title(\"Heatmap of volume element at (x, y)\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.16" } }, "nbformat": 4, "nbformat_minor": 4 }