{ "cells": [ { "cell_type": "markdown", "id": "f1aad8daa8cdd20", "metadata": {}, "source": [ "# Quantum-enhanced random kitchen sinks" ] }, { "cell_type": "markdown", "id": "d6f644861594f155", "metadata": {}, "source": [ "The goal of this notebook is to present the third algorithm presented in [Fock State-enhanced Expressivity of Quantum Machine Learning Models](https://arxiv.org/abs/2107.05224). It is an implementation of a random kitchen sinks algorithm that uses a photonic quantum circuit as part of its routine.\n", "\n", "Let's start by explaining what is the random kitchen sinks algorithm. Basically for each datapoint features x, we will use the random Fourier features z(x) defined such as:\n", "\n", "$$\n", "z(x) = \\frac{1}{\\sqrt R} \\begin{pmatrix}\n", "z_{w_1}(x) \\\\\n", "z_{w_2}(x) \\\\\n", "... \\\\\n", "z_{w_R}(x)\n", "\\end{pmatrix}\n", "$$\n", "where each $z_{w_r}(x)$ is a randomized cosine function:\n", "$$\n", "z_{w_r}(x) = \\sqrt2 \\cos (\\gamma [w_r \\cdot x + b_r])\n", "$$\n", "where x is the D-dimensional input data, $w_r$ are D-dimensional random vectors sampled from a spherical Gaussian and $b_r$ are random scalars sampled from a uniform distribution:\n", "$$\n", "w_r \\sim N_D(0, I) \\quad b_r \\sim Uniform(0, 2\\pi)\n", "$$\n", "and $\\gamma$ is a hyperparameter that will control the standard deviation of the Gaussian approximated afterwards. Once we have the random Fourier features for every point, we can approximate the Gaussian kernel for every pair of points by using a salar product:\n", "$$\n", "z(x) \\cdot z(x') \\approx k(x, x') = e^{-\\frac{\\gamma^2}{2}(x-x')^2}\n", "$$\n", "That is the random kitchen sinks approach.\n", "\n", "## How will the photonic quantum circuit be used in this whole process ?\n", "There are two different methods to use the quantum circuit. One involves training and the other does not. For both, the randomized input encoding for a data point x, i.e. $x_{r} = \\gamma(w_r \\cdot x + b_r)$ will be encoded in the quantum circuit.\n", "\n", "- Method 1: The model will undergo optimization for the fitting task on the function $f(x_r) = \\sqrt2 \\cos (x_r)$. That way, the optimized hybrid model approximates $z_{w_r}(x_r)$ for each $x_r$.\n", "\n", "- Method 2: The model is instantiated and directly used to approximate $z_{w_r}(x_r)$ without training.\n", "\n", "From there, all that is left is to build $z(x)$ and approximate the Gaussian kernel with $z(x) \\cdot z(x') \\approx k(x, x')$." ] }, { "cell_type": "markdown", "id": "ecce09be4899e558", "metadata": {}, "source": [ "## 0. Imports and prep" ] }, { "cell_type": "code", "execution_count": null, "id": "99aeea9036ea7e2e", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:16.437724600Z", "start_time": "2025-11-10T08:54:15.781361600Z" } }, "outputs": [], "source": [ "# Import required libraries\n", "import os\n", "\n", "import matplotlib.image as mpimg\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import perceval as pcvl\n", "import torch\n", "import torch.nn as nn\n", "from matplotlib.colors import ListedColormap\n", "from sklearn.datasets import make_moons\n", "from sklearn.metrics import accuracy_score\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import MinMaxScaler, StandardScaler\n", "from sklearn.svm import SVC\n", "from torch.utils.data import DataLoader, TensorDataset\n", "from tqdm import tqdm\n", "\n", "from merlin import ComputationSpace, MeasurementStrategy, QuantumLayer" ] }, { "cell_type": "markdown", "id": "1174f9283fe7949f", "metadata": {}, "source": [ "We will need a class to keep track of the hyperparameters for this experiment. There are many of them and they are all explained in the README.md file present in the q_rand_kitchen_sinks folder except for the **decision_boundary_output** which is only needed for this notebook.\n", "\n", "- **decision_boundary_output** : (str) --> ['show', 'save'] If 'show', the decision boundary is simply shown as cell output. If 'save', then a directory './results/' is created if not already present, and the figure is saved locally in it. This last feature is useful to merge all the different decision boundaries together in one image." ] }, { "cell_type": "code", "execution_count": 2, "id": "e8b5830a1667de7b", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:16.452399Z", "start_time": "2025-11-10T08:54:16.241982Z" } }, "outputs": [], "source": [ "class Hyperparameters:\n", " def __init__(\n", " self,\n", " random_state=42,\n", " scaling=\"MinMax\",\n", " num_photon=10,\n", " circuit=\"mzi\",\n", " learning_rate=0.001,\n", " c=5,\n", " r=1,\n", " gamma=1,\n", " train_hybrid_model=True,\n", " pre_encoding_scaling=1.0,\n", " z_q_matrix_scaling=10,\n", " hybrid_model_data=\"Default\",\n", " visu_losses=True,\n", " decision_boundary_output=\"show\",\n", " ):\n", " self.random_state = random_state\n", " self.scaling = scaling\n", " self.num_photon = num_photon\n", " self.circuit = circuit\n", " self.learning_rate = learning_rate\n", " self.C = c\n", " self.r = r\n", " self.gamma = gamma\n", " self.train_hybrid_model = train_hybrid_model\n", " self.pre_encoding_scaling = pre_encoding_scaling\n", " self.z_q_matrix_scaling = z_q_matrix_scaling\n", " self.set_z_q_matrix_scaling_value()\n", " self.hybrid_model_data = hybrid_model_data\n", " self.visu_losses = visu_losses\n", " self.decision_boundary_output = decision_boundary_output\n", "\n", " self.w = None\n", " self.b = None\n", "\n", " def set_z_q_matrix_scaling_value(self):\n", " if isinstance(self.z_q_matrix_scaling, str):\n", " if self.z_q_matrix_scaling == \"1/sqrt(R)\":\n", " self.z_q_matrix_scaling_value = torch.tensor(1.0 / np.sqrt(self.r))\n", " elif self.z_q_matrix_scaling == \"sqrt(R)\":\n", " self.z_q_matrix_scaling_value = torch.tensor(np.sqrt(self.r))\n", " else:\n", " raise ValueError('z_q_matrix_scaling must be \"1/sqrt(R)\" or \"sqrt(R)\"')\n", " else:\n", " self.z_q_matrix_scaling_value = torch.tensor(self.z_q_matrix_scaling)\n", "\n", " def set_random(self, w, b):\n", " \"\"\"\n", " Set values for random weights and biases. That is to keep the same values for the quantum and classical\n", " methods in order to fairly compare the two.\n", " \"\"\"\n", " self.w = w\n", " self.b = b\n", " return\n", "\n", " def set_gamma(self, gamma):\n", " self.gamma = gamma\n", " return\n", "\n", " def set_r(self, r):\n", " self.r = r\n", " self.set_z_q_matrix_scaling_value()\n", " return\n", "\n", "\n", "base_args = Hyperparameters()" ] }, { "cell_type": "markdown", "id": "f6f7fa599036c74f", "metadata": {}, "source": [ "## 1. Get the data and define the target function for the hybrid model" ] }, { "cell_type": "markdown", "id": "ce729d260bebf5e6", "metadata": {}, "source": [ "We will consider the moon dataset, by sklearn." ] }, { "cell_type": "code", "execution_count": 3, "id": "f7025aef462f8b54", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:16.588869900Z", "start_time": "2025-11-10T08:54:16.437724600Z" } }, "outputs": [], "source": [ "def get_moon_dataset(random_state):\n", " \"\"\"\n", " Return moon dataset x and y.\n", " x : [n_samples, 2]\n", " y : [n_samples, ] of value 0 or 1\n", " \"\"\"\n", " x, y = make_moons(n_samples=200, noise=0.2, random_state=random_state)\n", " return np.array(x), np.array(y)\n", "\n", "\n", "def scale_dataset(x_train, x_test, scaling=\"MinMax\"):\n", " if scaling == \"Standard\":\n", " scaler = StandardScaler()\n", " x_train = scaler.fit_transform(x_train)\n", " x_test = scaler.transform(x_test)\n", " elif scaling == \"MinMax\":\n", " scaler = MinMaxScaler()\n", " x_train = scaler.fit_transform(x_train)\n", " x_test = scaler.transform(x_test)\n", " else:\n", " raise ValueError(f\"Unknown scaling method: {scaling}\")\n", " return x_train, x_test\n", "\n", "\n", "def split_train_test(x, y, random_state):\n", " x_train, x_test, y_train, y_test = train_test_split(\n", " x, y, test_size=0.4, random_state=random_state\n", " )\n", " return x_train, x_test, y_train, y_test\n", "\n", "\n", "x, y = get_moon_dataset(base_args.random_state)\n", "x_train, x_test, y_train, y_test = split_train_test(x, y, base_args.random_state)\n", "x_train, x_test = scale_dataset(x_train, x_test, scaling=base_args.scaling)" ] }, { "cell_type": "markdown", "id": "d064c02f39d35d56", "metadata": {}, "source": [ "Let's visualize the dataset." ] }, { "cell_type": "code", "execution_count": 4, "id": "eca0bc1032d7c1ba", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:19.846751600Z", "start_time": "2025-11-10T08:54:16.588869900Z" } }, "outputs": [ { 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def visualize_dataset(x_train, x_test, y_train, y_test):\n", " plt.figure(figsize=(6, 6))\n", "\n", " # Plot training data (circle marker 'o')\n", " plt.scatter(\n", " x_train[y_train == 0][:, 0],\n", " x_train[y_train == 0][:, 1],\n", " color=\"red\",\n", " marker=\"o\",\n", " label=\"Class 0 - Train\",\n", " s=80,\n", " )\n", "\n", " # Plot test data (cross marker 'x')\n", " plt.scatter(\n", " x_test[y_test == 0][:, 0],\n", " x_test[y_test == 0][:, 1],\n", " color=\"red\",\n", " marker=\"x\",\n", " label=\"Class 0 - Test\",\n", " s=80,\n", " )\n", "\n", " plt.scatter(\n", " x_train[y_train == 1][:, 0],\n", " x_train[y_train == 1][:, 1],\n", " color=\"blue\",\n", " marker=\"o\",\n", " label=\"Class 1 - Train\",\n", " s=80,\n", " )\n", "\n", " plt.scatter(\n", " x_test[y_test == 1][:, 0],\n", " x_test[y_test == 1][:, 1],\n", " color=\"blue\",\n", " marker=\"x\",\n", " label=\"Class 1 - Test\",\n", " s=80,\n", " )\n", "\n", " plt.xlabel(\"x1\")\n", " plt.ylabel(\"x2\")\n", " plt.title(\"Moons Dataset: Train and Test Split\")\n", " plt.legend()\n", " plt.grid(True)\n", " plt.tight_layout()\n", " plt.show()\n", " plt.close()\n", " return\n", "\n", "\n", "visualize_dataset(x_train, x_test, y_train, y_test)" ] }, { "cell_type": "markdown", "id": "3a7326c63d78217e", "metadata": {}, "source": [ "Let's define the target function for the hybrid model and visualize it." ] }, { "cell_type": "code", "execution_count": 5, "id": "3f27964b6712204d", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:19.911724900Z", "start_time": "2025-11-10T08:54:17.468508900Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def get_target_function(x_r_i_s):\n", " return np.sqrt(2) * np.cos(x_r_i_s)\n", "\n", "\n", "x = np.linspace(-1, 2 * np.pi + 1, 500)\n", "plt.plot(x, get_target_function(x))\n", "plt.xlabel(\"x\")\n", "plt.ylabel(\"f(x)\")\n", "plt.title(\"Target function: f(x) = sqrt(2) * cos(x)\")\n", "plt.show()\n", "plt.close()" ] }, { "cell_type": "markdown", "id": "9fb78e24366119bb", "metadata": {}, "source": [ "## 2. Approximations and model definition" ] }, { "cell_type": "markdown", "id": "2d141b4d4717e128", "metadata": {}, "source": [ "First off, let's define some functions useful for future approximations." ] }, { "cell_type": "code", "execution_count": 6, "id": "f65611c13781e51c", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:19.927243Z", "start_time": "2025-11-10T08:54:17.966371800Z" } }, "outputs": [], "source": [ "def get_random_w_b(r, random_state):\n", " np.random.seed(random_state)\n", " w = np.random.normal(size=(r, 2))\n", " b = np.random.uniform(low=0.0, high=2.0 * np.pi, size=(r,))\n", "\n", " return w, b\n", "\n", "\n", "def get_x_r_i_s(x_s, w, b, r, gamma):\n", " \"\"\"\n", " Given input data points x_s, of size [num_points, num_features],\n", " Return the x_{r, i}_s of size [num_points, r] such that\n", " x_{r, i} = gamma * (w_r * x_i + b_r)\n", " \"\"\"\n", " num_points, num_features = x_s.shape\n", "\n", " x_r_i_s = gamma * (np.matmul(x_s, w.T) + np.tile(b, (num_points, 1)))\n", " assert x_r_i_s.shape == (num_points, r), f\"Wrong shape for x_r_i_s: {x_r_i_s.shape}\"\n", "\n", " return x_r_i_s\n", "\n", "\n", "def get_z_s_classically(x_r_i_s):\n", " n, r = x_r_i_s.shape\n", " z_s = np.sqrt(2) * np.cos(x_r_i_s)\n", " z_s = z_s / np.sqrt(r)\n", " return z_s\n", "\n", "\n", "def get_approx_kernel_train(z_s):\n", " result_matrix = np.matmul(z_s, z_s.T)\n", " assert result_matrix.shape == (z_s.shape[0], z_s.shape[0]), (\n", " f\"Wrong shape for result_matrix: {result_matrix.shape}\"\n", " )\n", " return result_matrix\n", "\n", "\n", "def get_approx_kernel_predict(z_s_test, z_s_train):\n", " result_matrix = np.matmul(z_s_test, z_s_train.T)\n", " assert result_matrix.shape == (z_s_test.shape[0], z_s_train.shape[0]), (\n", " f\"Wrong shape for result_matrix: {result_matrix.shape}\"\n", " )\n", " return result_matrix" ] }, { "cell_type": "markdown", "id": "a2b038907651a441", "metadata": {}, "source": [ "Next we define everything that is related to the hybrid model. That includes MerLin's QuantumLayer which allows backpropagation for optimization with gradient descent. It was also designed to be used with PyTorch so this facilitates its usage immensely." ] }, { "cell_type": "code", "execution_count": 7, "id": "e26489afd2c62593", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:19.942833500Z", "start_time": "2025-11-10T08:54:17.970942300Z" } }, "outputs": [], "source": [ "def get_mzi():\n", " circuit = pcvl.Circuit(2)\n", " circuit.add(0, pcvl.BS())\n", " circuit.add(0, pcvl.PS(pcvl.P(\"data\")))\n", " circuit.add(0, pcvl.BS())\n", "\n", " return circuit\n", "\n", "\n", "def get_general():\n", " left_side = pcvl.GenericInterferometer(\n", " 2,\n", " lambda i: (\n", " pcvl.BS()\n", " // pcvl.PS(phi=pcvl.P(f\"theta_psl1{i}\"))\n", " // pcvl.BS()\n", " // pcvl.PS(phi=pcvl.P(f\"theta_{i}\"))\n", " ),\n", " shape=pcvl.InterferometerShape.RECTANGLE,\n", " )\n", " right_side = pcvl.GenericInterferometer(\n", " 2,\n", " lambda i: (\n", " pcvl.BS()\n", " // pcvl.PS(phi=pcvl.P(f\"theta_psr1{i}\"))\n", " // pcvl.BS()\n", " // pcvl.PS(phi=pcvl.P(f\"theta_psr2{i}\"))\n", " ),\n", " shape=pcvl.InterferometerShape.RECTANGLE,\n", " )\n", "\n", " circuit = pcvl.Circuit(2)\n", " circuit.add(0, left_side)\n", " circuit.add(0, pcvl.PS(pcvl.P(\"data\")))\n", " circuit.add(0, right_side)\n", " return circuit\n", "\n", "\n", "def get_circuit(args):\n", " if args.circuit == \"mzi\":\n", " return get_mzi(), []\n", " elif args.circuit == \"general\":\n", " return get_general(), [\"theta\"]\n", " else:\n", " raise ValueError(f\"Wrong circuit type: {args.circuit}\")\n", "\n", "\n", "def save_circuit_locally(circuit, path):\n", " pcvl.pdisplay_to_file(circuit, path)\n", " return\n", "\n", "\n", "def get_input_fock_state(num_photons):\n", " if num_photons % 2 == 0:\n", " return [int(num_photons / 2), int(num_photons / 2)]\n", " else:\n", " return [int(1 + (num_photons // 2)), int(num_photons // 2)]\n", "\n", "\n", "def get_q_model(args):\n", " torch.manual_seed(args.random_state)\n", "\n", " input_fock_state = get_input_fock_state(int(args.num_photon))\n", " circuit, trainable_params = get_circuit(args)\n", "\n", " quantum_core = QuantumLayer(\n", " input_size=1,\n", " circuit=circuit,\n", " trainable_parameters=trainable_params,\n", " input_parameters=[\"data\"],\n", " input_state=input_fock_state,\n", " measurement_strategy=MeasurementStrategy.probs(\n", " computation_space=ComputationSpace.FOCK\n", " ), # Forced to use the full Fock space for their experiment (2 modes, 10 photons)\n", " )\n", "\n", " return nn.Sequential(quantum_core, nn.Linear(quantum_core.output_size, 1))" ] }, { "cell_type": "markdown", "id": "9382c7aeed4bd962", "metadata": {}, "source": [ "## 3. Training function" ] }, { "cell_type": "markdown", "id": "1eb919ae9cce3cb7", "metadata": {}, "source": [ "The training here is separated in two blocks: first, we must train our hybrid model to approximate $f(x) = \\sqrt 2 \\cos (x)$ (or we can skip that part), then we must train a classical model that utilizes our approximated kernels. For that last part, we will use sklearn's SVC which allows us to use our precomputed kernel matrices.\n", "\n", "### 3.1 Hybrid model\n", "The optimization for the quantum model is as easy as for a classical PyTorch model thanks to MerLin. The structure of the training loop remains the same ! Note that the loss function used for this first training block is the Mean Squared Error (MSE) loss which is useful for regression tasks." ] }, { "cell_type": "code", "execution_count": 8, "id": "9b1f50b2cfc29486", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:19.959072900Z", "start_time": "2025-11-10T08:54:17.970942300Z" } }, "outputs": [], "source": [ "def training_q_model(x_train, x_test, args):\n", " # Transform data\n", " x_r_i_s_train_origin = get_x_r_i_s(x_train, args.w, args.b, args.r, args.gamma)\n", " x_r_i_s_test_origin = get_x_r_i_s(x_test, args.w, args.b, args.r, args.gamma)\n", "\n", " target_fit_train_origin = get_target_function(x_r_i_s_train_origin)\n", " target_fit_test_origin = get_target_function(x_r_i_s_test_origin)\n", "\n", " if args.hybrid_model_data == \"Default\":\n", " # 'Default' means we train the hybrid model on data from the moon dataset\n", " x_r_i_s_train = x_r_i_s_train_origin\n", " x_r_i_s_test = x_r_i_s_test_origin\n", " elif args.hybrid_model_data == \"Generated\":\n", " # 'Generated' means we train the hybrid model on more generated data from the same interval [min, max] as the original data from the moon dataset\n", " train_mins = x_r_i_s_train_origin.min(axis=0) # shape (r,)\n", " train_maxs = x_r_i_s_train_origin.max(axis=0) # shape (r,)\n", " test_mins = x_r_i_s_test_origin.min(axis=0) # shape (r,)\n", " test_maxs = x_r_i_s_test_origin.max(axis=0) # shape (r,)\n", "\n", " x_r_i_s_train = np.linspace(train_mins, train_maxs, 540, axis=0)\n", " x_r_i_s_test = np.linspace(test_mins, test_maxs, 100, axis=0)\n", " else:\n", " raise ValueError(f\"Unknown hybrid_model_data: {args.hybrid_model_data}\")\n", "\n", " target_fit_train = get_target_function(x_r_i_s_train)\n", " target_fit_test = get_target_function(x_r_i_s_test)\n", "\n", " assert x_r_i_s_train.shape == target_fit_train.shape, (\n", " f\"Target fit shape is wrong for x_r_i_s_train: {target_fit_train.shape}\"\n", " )\n", " assert x_r_i_s_train.shape == target_fit_train.shape, (\n", " f\"Target fit shape is wrong for x_r_i_s_test: {target_fit_test.shape}\"\n", " )\n", "\n", " q_model = get_q_model(args)\n", " print(q_model)\n", " # Count only trainable parameters\n", " trainable_params = sum(p.numel() for p in q_model.parameters() if p.requires_grad)\n", " print(f\"Trainable parameters: {trainable_params}\")\n", "\n", " dataset = TensorDataset(torch.Tensor(x_r_i_s_train), torch.Tensor(target_fit_train))\n", " dataloader = DataLoader(dataset, batch_size=30, shuffle=True)\n", "\n", " loss_f = torch.nn.MSELoss()\n", " optimizer = torch.optim.Adam(\n", " q_model.parameters(),\n", " lr=args.learning_rate,\n", " betas=(0.99, 0.9999),\n", " weight_decay=0.0002,\n", " )\n", " epoch_bar = tqdm(range(200), desc=\"Training Epochs\")\n", " best_previous_model = None\n", " best_previous_test_mse = np.inf\n", " losses = {\"Train\": [], \"Test\": []}\n", "\n", " for _ in epoch_bar:\n", " q_model.train()\n", " total_loss = 0\n", "\n", " for x_batch, y_batch in dataloader:\n", " optimizer.zero_grad()\n", " # Reformat input\n", " x_batch = x_batch.view(30 * args.r, -1) * torch.tensor(\n", " args.pre_encoding_scaling\n", " )\n", " logits = q_model(x_batch)\n", " # Reformat output\n", " logits = logits.view(30, args.r)\n", " loss = loss_f(logits, y_batch)\n", " loss.backward()\n", "\n", " optimizer.step()\n", "\n", " total_loss += loss.item()\n", "\n", " avg_loss = total_loss / len(dataloader)\n", " losses[\"Train\"].append(avg_loss)\n", " epoch_bar.set_postfix({\"Train Loss\": avg_loss})\n", "\n", " # Eval\n", " q_model.eval()\n", " eval_input = torch.Tensor(x_r_i_s_test).view(\n", " len(x_r_i_s_test) * args.r, -1\n", " ) * torch.tensor(args.pre_encoding_scaling)\n", " test_logits = q_model(eval_input)\n", " # Reformat\n", " test_logits = test_logits.view(len(x_r_i_s_test), args.r)\n", " test_loss = loss_f(test_logits, torch.Tensor(target_fit_test))\n", " epoch_bar.set_postfix({\"Test Loss\": test_loss})\n", " losses[\"Test\"].append(test_loss.detach().numpy())\n", "\n", " if best_previous_model is None:\n", " best_previous_model = q_model\n", " best_previous_test_mse = test_loss\n", " elif test_loss < best_previous_test_mse:\n", " best_previous_model = q_model\n", " best_previous_test_mse = test_loss\n", "\n", " best_test_mse = np.min(losses[\"Test\"])\n", " best_test_mse_epoch = np.argmin(losses[\"Test\"])\n", " print(f\"Best test MSE: {best_test_mse:.3f} at epoch {best_test_mse_epoch}\")\n", "\n", " # We will keep and use the version of the q_model with the best test MSE\n", " q_model = best_previous_model\n", "\n", " return (\n", " q_model,\n", " losses,\n", " x_r_i_s_train_origin,\n", " x_r_i_s_test_origin,\n", " target_fit_train_origin,\n", " target_fit_test_origin,\n", " )\n", "\n", "\n", "def visualize_losses(losses):\n", " \"\"\"Plot training and test losses\"\"\"\n", "\n", " plt.figure(figsize=(7, 5))\n", " epochs = range(1, len(losses[\"Train\"]) + 1)\n", "\n", " plt.plot(epochs, losses[\"Train\"], label=\"Train Loss\", color=\"blue\")\n", " plt.plot(epochs, losses[\"Test\"], label=\"Test Loss\", color=\"red\")\n", "\n", " plt.xlabel(\"Epoch\")\n", " plt.ylabel(\"Loss\")\n", " plt.title(\"Training and Test Loss Over Epochs\")\n", " plt.legend()\n", " plt.grid(True)\n", " plt.tight_layout()\n", " # plt.savefig('./results/loss_curve.png') # To save locally\n", " plt.show()\n", " plt.close()\n", " return" ] }, { "cell_type": "markdown", "id": "e84f0a6e9ddf130c", "metadata": {}, "source": [ "However, we also have the option to not train the hybrid model with the following function." ] }, { "cell_type": "code", "execution_count": 9, "id": "80de7d482a70bec9", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:19.974499100Z", "start_time": "2025-11-10T08:54:17.970942300Z" } }, "outputs": [], "source": [ "def no_train_q_model(x_train, x_test, args):\n", " # Transform data\n", " x_r_i_s_train = get_x_r_i_s(x_train, args.w, args.b, args.r, args.gamma)\n", " x_r_i_s_test = get_x_r_i_s(x_test, args.w, args.b, args.r, args.gamma)\n", "\n", " target_fit_train = get_target_function(x_r_i_s_train)\n", " target_fit_test = get_target_function(x_r_i_s_test)\n", "\n", " assert x_r_i_s_train.shape == target_fit_train.shape, (\n", " f\"Target fit shape is wrong for x_r_i_s_train: {target_fit_train.shape}\"\n", " )\n", " assert x_r_i_s_train.shape == target_fit_train.shape, (\n", " f\"Target fit shape is wrong for x_r_i_s_test: {target_fit_test.shape}\"\n", " )\n", "\n", " q_model = get_q_model(args)\n", "\n", " return q_model, x_r_i_s_train, x_r_i_s_test, target_fit_train, target_fit_test" ] }, { "cell_type": "markdown", "id": "525a87dab8eb44a2", "metadata": {}, "source": [ "### 3.2 Random kitchen sinks\n", "Next, we have the functions for the quantum-enhanced and classical random kitchen sinks algorithms." ] }, { "cell_type": "code", "execution_count": 10, "id": "19ff8efa1e902ba4", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:19.990052500Z", "start_time": "2025-11-10T08:54:17.978996700Z" } }, "outputs": [], "source": [ "def q_rand_kitchen_sinks(x_train, x_test, args):\n", " if args.train_hybrid_model:\n", " (\n", " q_model_opti,\n", " losses,\n", " x_r_i_s_train,\n", " x_r_i_s_test,\n", " target_fit_train,\n", " target_fit_test,\n", " ) = training_q_model(x_train, x_test, args)\n", " if args.visu_losses:\n", " visualize_losses(losses)\n", " else:\n", " q_model_opti, x_r_i_s_train, x_r_i_s_test, target_fit_train, target_fit_test = (\n", " no_train_q_model(x_train, x_test, args)\n", " )\n", "\n", " q_model_opti.eval()\n", " train_input = torch.Tensor(x_r_i_s_train).view(\n", " len(x_r_i_s_train) * args.r, -1\n", " ) * torch.tensor(args.pre_encoding_scaling)\n", " test_input = torch.Tensor(x_r_i_s_test).view(\n", " len(x_r_i_s_test) * args.r, -1\n", " ) * torch.tensor(args.pre_encoding_scaling)\n", " z_s_train = q_model_opti(train_input)\n", " z_s_test = q_model_opti(test_input)\n", "\n", " z_s_train = z_s_train.view(len(x_r_i_s_train), args.r)\n", " z_s_test = z_s_test.view(len(x_r_i_s_test), args.r)\n", "\n", " # In the paper, they multiply by 1/sqrt(R) but changing this value seems to give better results\n", " z_s_train = z_s_train * args.z_q_matrix_scaling_value\n", " z_s_test = z_s_test * args.z_q_matrix_scaling_value\n", "\n", " kernel_matrix_training = get_approx_kernel_train(z_s_train.detach().numpy())\n", " kernel_matrix_test = get_approx_kernel_predict(\n", " z_s_test.detach().numpy(), z_s_train.detach().numpy()\n", " )\n", "\n", " return q_model_opti, kernel_matrix_training, kernel_matrix_test\n", "\n", "\n", "def classical_rand_kitchen_sinks(x_train, x_test, args):\n", " # Transform data\n", " x_r_i_s_train = get_x_r_i_s(x_train, args.w, args.b, args.r, args.gamma)\n", " x_r_i_s_test = get_x_r_i_s(x_test, args.w, args.b, args.r, args.gamma)\n", "\n", " z_s_train = get_z_s_classically(x_r_i_s_train)\n", " z_s_test = get_z_s_classically(x_r_i_s_test)\n", "\n", " kernel_matrix_training = get_approx_kernel_train(z_s_train)\n", " kernel_matrix_test = get_approx_kernel_predict(z_s_test, z_s_train)\n", "\n", " return kernel_matrix_training, kernel_matrix_test" ] }, { "cell_type": "markdown", "id": "f9ce0e2001540649", "metadata": {}, "source": [ "Finally, we need to train the actual SVM and to visualize its decision boundary." ] }, { "cell_type": "code", "execution_count": 11, "id": "3635d5af31a88083", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:19.991133Z", "start_time": "2025-11-10T08:54:17.995522100Z" } }, "outputs": [], "source": [ "def visu_decision_boundary(\n", " svc, q_model_opti, x_train, x_test, y_train, y_test, acc, incorrect, args\n", "):\n", " # Combine train and test for full visualization\n", " x_all = np.vstack((x_train, x_test))\n", "\n", " # Build a meshgrid over the 2D input space\n", " h = 0.02 # mesh step size\n", " x_min, x_max = x_all[:, 0].min() - 0.2, x_all[:, 0].max() + 0.2\n", " y_min, y_max = x_all[:, 1].min() - 0.2, x_all[:, 1].max() + 0.2\n", " xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n", "\n", " # Flatten grid to get (n_points, 2) shape\n", " grid_points = np.c_[xx.ravel(), yy.ravel()]\n", "\n", " if q_model_opti is None: # Classically compute the random kitchen sinks\n", " grid_r_i_s = get_x_r_i_s(grid_points, args.w, args.b, args.r, args.gamma)\n", " x_r_i_s_train = get_x_r_i_s(x_train, args.w, args.b, args.r, args.gamma)\n", "\n", " grid_z_s = get_z_s_classically(grid_r_i_s)\n", " z_s_train = get_z_s_classically(x_r_i_s_train)\n", "\n", " k_grid = get_approx_kernel_predict(grid_z_s, z_s_train)\n", "\n", " figure_name = (\n", " f\"classical_rand_kitchen_sinks_R_{args.r}_sigma_{1.0 / args.gamma}.png\"\n", " )\n", " figure_title = \"Decision boundary of SVC with classical Random Kitchen Sinks\"\n", "\n", " else: # Quantumly approximate the random kitchen sinks\n", " grid_r_i_s = get_x_r_i_s(grid_points, args.w, args.b, args.r, args.gamma)\n", " x_r_i_s_train = get_x_r_i_s(x_train, args.w, args.b, args.r, args.gamma)\n", "\n", " grid_input = (\n", " torch.Tensor(grid_r_i_s).view(len(grid_r_i_s) * args.r, -1)\n", " * args.pre_encoding_scaling\n", " )\n", " train_input = (\n", " torch.Tensor(x_r_i_s_train).view(len(x_r_i_s_train) * args.r, -1)\n", " * args.pre_encoding_scaling\n", " )\n", "\n", " grid_z_s = q_model_opti(grid_input)\n", " z_s_train = q_model_opti(train_input)\n", "\n", " grid_z_s = grid_z_s.view(len(grid_r_i_s), args.r)\n", " z_s_train = z_s_train.view(len(x_r_i_s_train), args.r)\n", "\n", " # In the paper, their multiply by 1/sqrt(R)\n", " grid_z_s = grid_z_s * args.z_q_matrix_scaling_value\n", " z_s_train = z_s_train * args.z_q_matrix_scaling_value\n", "\n", " k_grid = get_approx_kernel_predict(\n", " grid_z_s.detach().numpy(), z_s_train.detach().numpy()\n", " )\n", "\n", " figure_name = f\"q_rand_kitchen_sinks_R_{args.r}_sigma_{1.0 / args.gamma}.png\"\n", " figure_title = (\n", " \"Decision boundary of SVC with quantum approximated Random Kitchen Sinks\"\n", " )\n", "\n", " # Predict on the kernelized grid\n", " z = svc.decision_function(k_grid)\n", " z = z.reshape(xx.shape)\n", "\n", " # Plotting\n", " plt.figure(figsize=(8, 6))\n", " cmap_light = ListedColormap([\"#FFAAAA\", \"#AAAAFF\"])\n", "\n", " # Decision boundary\n", " plt.contourf(xx, yy, z > 0, cmap=cmap_light, alpha=0.6)\n", "\n", " # Plot data points\n", " plt.scatter(\n", " x_train[y_train == 0][:, 0],\n", " x_train[y_train == 0][:, 1],\n", " color=\"red\",\n", " label=\"Class 0 - Train\",\n", " marker=\"o\",\n", " )\n", " plt.scatter(\n", " x_test[y_test == 0][:, 0],\n", " x_test[y_test == 0][:, 1],\n", " color=\"red\",\n", " label=\"Class 0 - Test\",\n", " marker=\"x\",\n", " )\n", " plt.scatter(\n", " x_train[y_train == 1][:, 0],\n", " x_train[y_train == 1][:, 1],\n", " color=\"blue\",\n", " label=\"Class 1 - Train\",\n", " marker=\"o\",\n", " )\n", " plt.scatter(\n", " x_test[y_test == 1][:, 0],\n", " x_test[y_test == 1][:, 1],\n", " color=\"blue\",\n", " label=\"Class 1 - Test\",\n", " marker=\"x\",\n", " )\n", "\n", " plt.scatter(\n", " x_test[incorrect][:, 0],\n", " x_test[incorrect][:, 1],\n", " color=\"black\",\n", " label=\"Incorrectly predicted\",\n", " marker=\"o\",\n", " s=10,\n", " )\n", "\n", " plt.text(\n", " 0.05,\n", " 0.95,\n", " f\"{acc:.3}\",\n", " transform=plt.gca().transAxes,\n", " fontsize=40,\n", " fontweight=\"bold\",\n", " verticalalignment=\"top\",\n", " )\n", "\n", " if args.gamma == 1:\n", " s = f\"R = {args.r}\\n$\\\\sigma = 1$\"\n", " else:\n", " s = f\"R = {args.r}\\n$\\\\sigma = 1 / {args.gamma}$\"\n", " plt.text(\n", " 0.05,\n", " 0.05,\n", " s,\n", " transform=plt.gca().transAxes,\n", " fontsize=20,\n", " verticalalignment=\"bottom\",\n", " )\n", "\n", " plt.title(figure_title)\n", " plt.xlabel(\"Feature 1\")\n", " plt.ylabel(\"Feature 2\")\n", " plt.legend()\n", " plt.tight_layout()\n", "\n", " if args.decision_boundary_output == \"show\":\n", " plt.show()\n", " elif args.decision_boundary_output == \"save\":\n", " os.makedirs(\"results\", exist_ok=True)\n", " plt.savefig(f\"./results/{figure_name}\")\n", "\n", " plt.close()\n", " return\n", "\n", "\n", "def train_svm(\n", " kernel_matrix_training,\n", " kernel_matrix_test,\n", " q_model_opti,\n", " x_train,\n", " x_test,\n", " y_train,\n", " y_test,\n", " args,\n", "):\n", " svc = SVC(C=args.C, kernel=\"precomputed\", random_state=args.random_state)\n", " svc.fit(kernel_matrix_training, y_train)\n", " preds = svc.predict(kernel_matrix_test)\n", " acc = accuracy_score(y_test, preds)\n", " incorrect = y_test != preds\n", "\n", " visu_decision_boundary(\n", " svc, q_model_opti, x_train, x_test, y_train, y_test, acc, incorrect, args\n", " )\n", " return acc" ] }, { "cell_type": "markdown", "id": "e685a334447f4a1e", "metadata": {}, "source": [ "## 4. Running the algorithm\n", "\n", "Let's start with a single run of the algorithm." ] }, { "cell_type": "code", "execution_count": 12, "id": "cda4dff1725b0c3", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:19.991133Z", "start_time": "2025-11-10T08:54:18.076299900Z" } }, "outputs": [], "source": [ "def run_single_gamma_r(x_train, x_test, y_train, y_test, args):\n", " # Get random features w and b for both methods\n", " w, b = get_random_w_b(args.r, args.random_state)\n", " args.set_random(w, b)\n", "\n", " q_model_opti, q_kernel_matrix_train, q_kernel_matrix_test = q_rand_kitchen_sinks(\n", " x_train, x_test, args\n", " )\n", " q_acc = train_svm(\n", " q_kernel_matrix_train,\n", " q_kernel_matrix_test,\n", " q_model_opti,\n", " x_train,\n", " x_test,\n", " y_train,\n", " y_test,\n", " args,\n", " )\n", " print(f\"q_rand_kitchen_sinks acc: {q_acc}\")\n", "\n", " kernel_matrix_train, kernel_matrix_test = classical_rand_kitchen_sinks(\n", " x_train, x_test, args\n", " )\n", " acc = train_svm(\n", " kernel_matrix_train,\n", " kernel_matrix_test,\n", " None,\n", " x_train,\n", " x_test,\n", " y_train,\n", " y_test,\n", " args,\n", " )\n", " print(f\"rand_kitchen_sinks acc: {acc}\")\n", "\n", " return" ] }, { "cell_type": "code", "execution_count": 13, "id": "30e86e77e91999a8", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:25.849823300Z", "start_time": "2025-11-10T08:54:18.123921400Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:00<00:00, 311.49it/s, Test Loss=tensor(0.0286, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.029 at epoch 120\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "q_rand_kitchen_sinks acc: 0.7125\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "rand_kitchen_sinks acc: 0.7375\n" ] } ], "source": [ "run_single_gamma_r(x_train, x_test, y_train, y_test, base_args)" ] }, { "cell_type": "markdown", "id": "c7db265790a3aa0a", "metadata": {}, "source": [ "Now that we know everything works, let's run the algorithm for several values of R and $\\sigma$ (which is equal to $\\frac{1}{\\gamma}$). More specifically, we will run for $R \\in [1, 10, 100]$ and $\\gamma \\in [1, 2, ... , 10]$. But first, we have to define some new functions just as helpers so that everything is clear." ] }, { "cell_type": "code", "execution_count": 14, "id": "407a06b33f10e024", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:25.849823300Z", "start_time": "2025-11-10T08:54:24.555969500Z" } }, "outputs": [], "source": [ "def get_data(args):\n", " x, y = get_moon_dataset(args.random_state)\n", " x_train, x_test, y_train, y_test = split_train_test(x, y, args.random_state)\n", " x_train, x_test = scale_dataset(x_train, x_test, args.scaling)\n", "\n", " return x_train, x_test, y_train, y_test\n", "\n", "\n", "def combine_saved_figures(q_approx=True):\n", " r_values = [1, 10, 100]\n", " gamma_values = list(range(1, 11)) # gamma from 1 to 10\n", "\n", " with plt.style.context(\"default\"):\n", " fig, axes = plt.subplots(len(r_values), len(gamma_values), figsize=(15, 4))\n", "\n", " for i, r in enumerate(r_values):\n", " for j, gamma in enumerate(gamma_values):\n", " sigma = 1.0 / gamma\n", " if q_approx:\n", " filename = f\"q_rand_kitchen_sinks_R_{r}_sigma_{sigma}.png\"\n", " else:\n", " filename = f\"classical_rand_kitchen_sinks_R_{r}_sigma_{sigma}.png\"\n", " filepath = os.path.join(\"./results/\", filename)\n", "\n", " if os.path.exists(filepath):\n", " img = mpimg.imread(filepath)\n", " ax = axes[i, j]\n", " ax.imshow(img)\n", " ax.axis(\"off\") # Hide axis ticks\n", " if i == 0:\n", " ax.set_title(f\"γ = {gamma}\", fontsize=10)\n", " if j == 0:\n", " ax.text(\n", " 0,\n", " 0.5,\n", " f\"R = {r}\",\n", " fontsize=10,\n", " va=\"center\",\n", " ha=\"right\",\n", " transform=ax.transAxes,\n", " )\n", " else:\n", " print(f\"Warning: {filepath} not found.\")\n", " if q_approx:\n", " title = (\n", " \"Decision Boundaries of SVC with Quantum-Enhanced Random Kitchen Sinks\"\n", " )\n", " else:\n", " title = \"Decision Boundaries of SVC with Classical Random Kitchen Sinks\"\n", "\n", " fig.suptitle(title, fontsize=20)\n", " plt.tight_layout(rect=[0, 0, 1, 0.95]) # Make room for the title\n", " plt.subplots_adjust(left=0.1, wspace=0.05, hspace=0.1)\n", " plt.show()\n", " plt.close()\n", " return" ] }, { "cell_type": "code", "execution_count": 15, "id": "8dcacce0e57099a4", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:25.866369Z", "start_time": "2025-11-10T08:54:24.609920300Z" } }, "outputs": [], "source": [ "def run_different_gamma_r(args, type=\"quantum\"):\n", " rs = [1, 10, 100]\n", " gammas = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n", " args.visu_losses = False\n", " args.decision_boundary_output = \"save\"\n", "\n", " for r in rs:\n", " args.set_r(r)\n", " for gamma in gammas:\n", " args.set_gamma(gamma)\n", " print(\"\\n#############################\")\n", " print(f\"For r={r}, gamma={gamma}\")\n", "\n", " # Get data\n", " x_train, x_test, y_train, y_test = get_data(args)\n", "\n", " w, b = get_random_w_b(args.r, args.random_state)\n", " args.set_random(w, b)\n", "\n", " if type == \"quantum\":\n", " q_model_opti, q_kernel_matrix_train, q_kernel_matrix_test = (\n", " q_rand_kitchen_sinks(x_train, x_test, args)\n", " )\n", " q_acc = train_svm(\n", " q_kernel_matrix_train,\n", " q_kernel_matrix_test,\n", " q_model_opti,\n", " x_train,\n", " x_test,\n", " y_train,\n", " y_test,\n", " args,\n", " )\n", " print(f\"q_rand_kitchen_sinks acc: {q_acc}\")\n", "\n", " elif type == \"classical\":\n", " kernel_matrix_train, kernel_matrix_test = classical_rand_kitchen_sinks(\n", " x_train, x_test, args\n", " )\n", " acc = train_svm(\n", " kernel_matrix_train,\n", " kernel_matrix_test,\n", " None,\n", " x_train,\n", " x_test,\n", " y_train,\n", " y_test,\n", " args,\n", " )\n", " print(f\"rand_kitchen_sinks acc: {acc}\")\n", "\n", " if type == \"quantum\":\n", " combine_saved_figures(True)\n", " elif type == \"classical\":\n", " combine_saved_figures(False)\n", "\n", " return" ] }, { "cell_type": "markdown", "id": "67c1bc7b01ed96fc", "metadata": {}, "source": [ "Method 1: First, let's try with a **non-trainable MZI** for quantum circuit and a **trained linear layer** afterwards for the quantum enhanced random kitchen sinks." ] }, { "cell_type": "code", "execution_count": 16, "id": "d174affa95290013", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:01:26.978866600Z", "start_time": "2025-11-10T08:54:24.634599200Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "#############################\n", "For r=1, gamma=1\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:00<00:00, 294.25it/s, Test Loss=tensor(0.0286, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.029 at epoch 120\n", "q_rand_kitchen_sinks acc: 0.7125\n", "\n", "#############################\n", "For r=1, gamma=2\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:00<00:00, 333.05it/s, Test Loss=tensor(0.0525, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.053 at epoch 199\n", "q_rand_kitchen_sinks acc: 0.6875\n", "\n", "#############################\n", "For r=1, gamma=3\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:00<00:00, 327.77it/s, Test Loss=tensor(0.2607, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.261 at epoch 199\n", "q_rand_kitchen_sinks acc: 0.725\n", "\n", "#############################\n", "For r=1, gamma=4\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:00<00:00, 308.77it/s, Test Loss=tensor(0.0455, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.046 at epoch 199\n", "q_rand_kitchen_sinks acc: 0.7375\n", "\n", "#############################\n", "For r=1, gamma=5\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:00<00:00, 338.07it/s, Test Loss=tensor(0.5304, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.530 at epoch 199\n", "q_rand_kitchen_sinks acc: 0.725\n", "\n", "#############################\n", "For r=1, gamma=6\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:00<00:00, 320.28it/s, Test Loss=tensor(0.1405, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.140 at epoch 199\n", "q_rand_kitchen_sinks acc: 0.725\n", "\n", "#############################\n", "For r=1, gamma=7\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:00<00:00, 335.59it/s, Test Loss=tensor(0.8670, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.867 at epoch 199\n", "q_rand_kitchen_sinks acc: 0.6125\n", "\n", "#############################\n", "For r=1, gamma=8\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:00<00:00, 287.01it/s, Test Loss=tensor(0.5209, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.521 at epoch 199\n", "q_rand_kitchen_sinks acc: 0.4625\n", "\n", "#############################\n", "For r=1, gamma=9\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:00<00:00, 260.54it/s, Test Loss=tensor(0.9582, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.948 at epoch 13\n", "q_rand_kitchen_sinks acc: 0.4625\n", "\n", "#############################\n", "For r=1, gamma=10\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:00<00:00, 267.85it/s, Test Loss=tensor(0.9875, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.987 at epoch 160\n", "q_rand_kitchen_sinks acc: 0.55\n", "\n", "#############################\n", "For r=10, gamma=1\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:01<00:00, 168.59it/s, Test Loss=tensor(1.2081, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 1.208 at epoch 199\n", "q_rand_kitchen_sinks acc: 0.9125\n", "\n", "#############################\n", "For r=10, gamma=2\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:01<00:00, 197.57it/s, Test Loss=tensor(0.8136, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.814 at epoch 199\n", "q_rand_kitchen_sinks acc: 0.95\n", "\n", "#############################\n", "For r=10, gamma=3\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:00<00:00, 203.76it/s, Test Loss=tensor(1.1109, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 1.108 at epoch 99\n", "q_rand_kitchen_sinks acc: 0.7\n", "\n", "#############################\n", "For r=10, gamma=4\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:00<00:00, 202.16it/s, Test Loss=tensor(0.9718, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.961 at epoch 83\n", "q_rand_kitchen_sinks acc: 0.8\n", "\n", "#############################\n", "For r=10, gamma=5\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:00<00:00, 203.10it/s, Test Loss=tensor(0.9100, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.905 at epoch 60\n", "q_rand_kitchen_sinks acc: 0.6875\n", "\n", "#############################\n", "For r=10, gamma=6\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:00<00:00, 200.59it/s, Test Loss=tensor(0.9298, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.928 at epoch 135\n", "q_rand_kitchen_sinks acc: 0.675\n", "\n", "#############################\n", "For r=10, gamma=7\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:01<00:00, 191.90it/s, Test Loss=tensor(0.9709, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.969 at epoch 96\n", "q_rand_kitchen_sinks acc: 0.675\n", "\n", "#############################\n", "For r=10, gamma=8\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:00<00:00, 200.74it/s, Test Loss=tensor(0.9373, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.937 at epoch 199\n", "q_rand_kitchen_sinks acc: 0.5625\n", "\n", "#############################\n", "For r=10, gamma=9\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:01<00:00, 192.04it/s, Test Loss=tensor(1.0282, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 1.025 at epoch 56\n", "q_rand_kitchen_sinks acc: 0.55\n", "\n", "#############################\n", "For r=10, gamma=10\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:01<00:00, 194.00it/s, Test Loss=tensor(0.9950, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.995 at epoch 199\n", "q_rand_kitchen_sinks acc: 0.6125\n", "\n", "#############################\n", "For r=100, gamma=1\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:03<00:00, 56.34it/s, Test Loss=tensor(0.9932, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.993 at epoch 199\n", "q_rand_kitchen_sinks acc: 0.9375\n", "\n", "#############################\n", "For r=100, gamma=2\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:03<00:00, 64.94it/s, Test Loss=tensor(0.9820, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.982 at epoch 129\n", "q_rand_kitchen_sinks acc: 0.8875\n", "\n", "#############################\n", "For r=100, gamma=3\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:03<00:00, 64.93it/s, Test Loss=tensor(0.9711, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.971 at epoch 121\n", "q_rand_kitchen_sinks acc: 0.925\n", "\n", "#############################\n", "For r=100, gamma=4\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:03<00:00, 62.97it/s, Test Loss=tensor(1.0053, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 1.005 at epoch 176\n", "q_rand_kitchen_sinks acc: 0.9125\n", "\n", "#############################\n", "For r=100, gamma=5\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:03<00:00, 66.27it/s, Test Loss=tensor(0.9814, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.981 at epoch 199\n", "q_rand_kitchen_sinks acc: 0.9\n", "\n", "#############################\n", "For r=100, gamma=6\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:02<00:00, 70.49it/s, Test Loss=tensor(1.0403, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 1.040 at epoch 176\n", "q_rand_kitchen_sinks acc: 0.8625\n", "\n", "#############################\n", "For r=100, gamma=7\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:02<00:00, 66.77it/s, Test Loss=tensor(0.9995, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.999 at epoch 76\n", "q_rand_kitchen_sinks acc: 0.925\n", "\n", "#############################\n", "For r=100, gamma=8\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:03<00:00, 64.43it/s, Test Loss=tensor(0.9966, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 0.996 at epoch 148\n", "q_rand_kitchen_sinks acc: 0.7125\n", "\n", "#############################\n", "For r=100, gamma=9\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:02<00:00, 70.42it/s, Test Loss=tensor(1.0008, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 1.001 at epoch 197\n", "q_rand_kitchen_sinks acc: 0.8375\n", "\n", "#############################\n", "For r=100, gamma=10\n", "Sequential(\n", " (0): QuantumLayer(\n", " (_photon_loss_transform): PhotonLossTransform()\n", " (_detector_transform): DetectorTransform()\n", " (measurement_mapping): Probabilities()\n", " )\n", " (1): Linear(in_features=11, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 12\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training Epochs: 100%|██████████| 200/200 [00:02<00:00, 68.81it/s, Test Loss=tensor(1.0108, grad_fn=)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Best test MSE: 1.011 at epoch 199\n", "q_rand_kitchen_sinks acc: 0.6625\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run_different_gamma_r(base_args, type=\"quantum\")" ] }, { "cell_type": "markdown", "id": "bfc9b7adec8275fc", "metadata": {}, "source": [ "Method 2: We can compare with the results when not training the hybrid model and simply using it for its intial output." ] }, { "cell_type": "code", "execution_count": 17, "id": "c2433630a8768a84", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:02:08.172724100Z", "start_time": "2025-11-10T09:01:26.978866600Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "#############################\n", "For r=1, gamma=1\n", "q_rand_kitchen_sinks acc: 0.625\n", "\n", "#############################\n", "For r=1, gamma=2\n", "q_rand_kitchen_sinks acc: 0.675\n", "\n", "#############################\n", "For r=1, gamma=3\n", "q_rand_kitchen_sinks acc: 0.525\n", "\n", "#############################\n", "For r=1, gamma=4\n", "q_rand_kitchen_sinks acc: 0.4625\n", "\n", "#############################\n", "For r=1, gamma=5\n", "q_rand_kitchen_sinks acc: 0.4625\n", "\n", "#############################\n", "For r=1, gamma=6\n", "q_rand_kitchen_sinks acc: 0.625\n", "\n", "#############################\n", "For r=1, gamma=7\n", "q_rand_kitchen_sinks acc: 0.55\n", "\n", "#############################\n", "For r=1, gamma=8\n", "q_rand_kitchen_sinks acc: 0.4625\n", "\n", "#############################\n", "For r=1, gamma=9\n", "q_rand_kitchen_sinks acc: 0.4875\n", "\n", "#############################\n", "For r=1, gamma=10\n", "q_rand_kitchen_sinks acc: 0.5875\n", "\n", "#############################\n", "For r=10, gamma=1\n", "q_rand_kitchen_sinks acc: 0.9\n", "\n", "#############################\n", "For r=10, gamma=2\n", "q_rand_kitchen_sinks acc: 0.8\n", "\n", "#############################\n", "For r=10, gamma=3\n", "q_rand_kitchen_sinks acc: 0.775\n", "\n", "#############################\n", "For r=10, gamma=4\n", "q_rand_kitchen_sinks acc: 0.6875\n", "\n", "#############################\n", "For r=10, gamma=5\n", "q_rand_kitchen_sinks acc: 0.6125\n", "\n", "#############################\n", "For r=10, gamma=6\n", "q_rand_kitchen_sinks acc: 0.625\n", "\n", "#############################\n", "For r=10, gamma=7\n", "q_rand_kitchen_sinks acc: 0.675\n", "\n", "#############################\n", "For r=10, gamma=8\n", "q_rand_kitchen_sinks acc: 0.575\n", "\n", "#############################\n", "For r=10, gamma=9\n", "q_rand_kitchen_sinks acc: 0.7125\n", "\n", "#############################\n", "For r=10, gamma=10\n", "q_rand_kitchen_sinks acc: 0.6\n", "\n", "#############################\n", "For r=100, gamma=1\n", "q_rand_kitchen_sinks acc: 0.9375\n", "\n", "#############################\n", "For r=100, gamma=2\n", "q_rand_kitchen_sinks acc: 0.9125\n", "\n", "#############################\n", "For r=100, gamma=3\n", "q_rand_kitchen_sinks acc: 0.9375\n", "\n", "#############################\n", "For r=100, gamma=4\n", "q_rand_kitchen_sinks acc: 0.8875\n", "\n", "#############################\n", "For r=100, gamma=5\n", "q_rand_kitchen_sinks acc: 0.925\n", "\n", "#############################\n", "For r=100, gamma=6\n", "q_rand_kitchen_sinks acc: 0.9125\n", "\n", "#############################\n", "For r=100, gamma=7\n", "q_rand_kitchen_sinks acc: 0.85\n", "\n", "#############################\n", "For r=100, gamma=8\n", "q_rand_kitchen_sinks acc: 0.875\n", "\n", "#############################\n", "For r=100, gamma=9\n", "q_rand_kitchen_sinks acc: 0.6875\n", "\n", "#############################\n", "For r=100, gamma=10\n", "q_rand_kitchen_sinks acc: 0.7625\n" ] }, { "data": { "image/png": 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q2EZn8ZZbblEB6BkzZsQ0QPQ3YAcffLDxt7/9TQWveW7PPfecciAZqKFTF8xoDuh//vMf3+/OyclR27/xxhsqYEdHwD9od+utt1ruw/x8++23V44sg0733nuv8cEHH6jfzetlOrjTpk0zBgcHjVTe+yVLlhiZmZm+c7KCTgADIf6O3z//+U/jww8/VMGqww8/3PfZrFmzLAcUyQ78MjBLuaF8UFbeffdddR84kOD73IYDjg0bNlge57DDDgtwACkn/D3PPPOMLxC+3XbbRXTK7rrrLqOwsFAFyHgPKQuUX8rJ5Zdf7pMHygwHUFaY14VOEwOulKsLL7zQePXVV43333/fuOeee4xvvvnGt/1o99QM5vHFoAfPy9wXz9cMPPL11FNPhXx/2223VZ/R+ee+/v3vfyvZfO+999Szfc4556jBXryBXw4KzOOXlpYa1113nbpvb775prp35kQQrxnvhT9ffPGFepn3jtfLfM98xYL/4Ih6LpzTPBq33367bz+UxXD4TyRQZiLprkiTFsniH//4h+941APBTJ8+PcCxtwo07L///r5nKFo9/e2336p7Ze6XA/Hg+7h27VpLXWYG2alzGNyiXqfdOOigg3zb/PCHP4zrelCmzX1Emryz4u233/Z998c//nFKAr9Lly410tLS1ADv5ptvNv73v/8pmeK/tDf+z/bFF188qn7ltaSt4bH4rPFa8h7763oGtP1pamoa9RkMfg6THfhdvHix+vcnP/mJ77ypv+fNm+fb5sUXXzQOPfRQFSSgfDFYzO2oT82JLQZAv/zyS2MiBX55T3iPGbzmb+A5P/LIIwHBR+qbSOeSiG3khAFlYs8991RBINOvow2hLfGXjZ/97GeW55Gs55UTY5tvvrlvO9omBnzoz9FWU1bpL/F+Wj1XidpCXgvTHvJFf5TH5LH5W/bee+8QPyHVgV//pIxPPvlkQt+/VatW+YK+PKeTTjpJ6Sr6E3wO58yZoz5buHBhRL87EZ8hWP+auoNjFPP3PPnkk773+aJscDxi6nL6c9yONnn+/Pm+7TieSIbeoI9PXWXud4899og6IJksG0vos5rbFxQUGBdccIHSQbQxL7/8srrulIfdd9895DySNa5J9JlN1L5Fi/8zQpn89NNPUx74TYZtCPYrOLZjoNf8Pu8TA8H+cAxgfr7FFluoiW3eE+ofXgfaGOoH6mFBEFKDBH6FlAZ+6ZyZ3/v5z38e8Flzc7ORn5/v+yxcZhGdBtPh8w9ckfXr1/uyUcrKyiIGbFavXh3TALG2tlZ9ZhXY9ccqey1S4Jcz8uaAkcE5K6eb2a6VlZVqG/4+XqtgzP2bzqeVA3TFFVf4tqFzmui9D3b6Pv/8c+WMXXPNNSrbj9vwntKZtoKG3X+wEOwY+N9vvs4999yUB37NgWBnZ6dlJrm5DSclgqEj738PrGT4sssuC7hXVk4ZHefgrE1/Ojo6lKNkZnCMNuCjXI3mQEZ6nhncMD+/++67Lb/f39+vBoXmvfD/7cuXL/d9P1Jgl/ef2XSxwkCD+dzzWbJ6tjnIMAdy1dXV6rmLV5ZGgwMZ/3vMQCedag7wmF0ZLe3t7b5VAOEmTwidavNYHEgFYwYS+GKQL9UwiBcuS5WDdnMwzQk0/p/ZZsGDBmYuh3vmI+lpEq1t8tdlfFE/WsmkGRRhsC/chE8kjj/+eN8xGDCJhb6+Pt/AlsGBVAR+GQyg7QwHr4GZpc1niPpntFUKf/3rX0O2YbbbZptt5puQstKPsTyDyQ788vWnP/0pZBtmHpryyME4ZddqsoKZ3ea9MrOD48W8X+EC4MEvPnOR/A5OuFkFD+mvlJeX+wbfkc4lEdtIGRpN93BSwdQN3333XcqeV399+atf/crS7yD0oYJXKiVqC4P9nl/+8peW+6AP7P9bUxn4ZRDNlFsGTa0mKifS/fPPmGWAKhhmtDJA6H+sVPgM/vqXL2YvBkM/znx+qPN4bUbTMQzWJkNv+CfKMBObtiRakmVjeQ1N2Zo7d66xZs2asNta3YNkjGuS8cwmy76NBp8907c3nyUGxLmKhEkeVrY30cBvMmyDv1/B6/C9733Pt38G/q3g6jPzeodbJWCehyAIqUECv0JKA78Maprfo2GwmhWmg0XDEQ4aU27DbRkU9Of888/37Z+z7bESydkxlynddNNNMe83UuCXWc6RsqCtBlbMnA7G/IyZN1aDQNMh5sxupIzp0Qh23sO9zEwMZgiEw5xR5mA63PIz3m8zG4JZsMGykYrALwfwVnBQYgbpg+WXmI42g3Xr1q0L69iZzmE0AZtwUL7NfViVAfAf8IVzvPyJ9DybDrFVGZPgcg7mfuhsmzCTarRrmwicaIgmo9V/gMCs1FQFfnmPgwfu/i860z/4wQ9UVnu4oIPVINdq4M0gqTnJwowXq/1tvfXWvn1YBW1Sgfls83f6w2WzfJ8ZNub/g0tiMAvcPF+rTKtUBH4Z0Ap3LxisjZQNNBr+KxfiyeAxJ0SZ6Z+KwG80cPDFTFbu47HHHouoX7m0OJosditdMJ6BX2bnhYMTk+Z2wTLtj1kCgs9cIkSzpNr/ZXUN/P2Os846a9RyIgwyWAUWkmEbo4G6zFzNwsmzVDyvnEwzA37cR/DS49FI1BaSTTbZxGcHwk3wMhBCvyhVgV/+7mXLlqmMfgap+Dmf73j85rG8fwyQmnqIE4fh8LchVn53MnwGf/3LxBCryWT/gPhoE7imjqGfm0y9Qb3HwGYsJMvG/uhHP/LpFgaBYyUZ45pkPLPJsm/RQD+Pq9+s9DyvI1crcEI80tgqlsBvMmyD6VdQb5llMPidSCvVOBmRiL0QBCFxpLmbkFJYTN+ku7s74LOnn35a/XvwwQerov3hYFMiNoci77zzTsBn7JRO2OyBTR6SSWVlpfqXDSwSKd4fjNmIgoXvf/7zn4fd7vvf/75qEub/HSv22WefsN3iWbCfDSxINI0UEoHND/7+97+rhl1WDc3Wr1/va8jApn08t3D3+7jjjlP/Z3MjNmdIdZMTNmmwgvdo6623trx+bOhmNixhcw82GrHCZrOp7sqx0Nvbq5o1fPXVV/jyyy/Vi40xTD777LOI32djj3jp6ury/S42dYnEggULfF2i/Z9N89khozWhigfzeSgoKFDNI8Jx/PHHh3wnFfAes0EUOzTvv//+IY3U2MCOeoQ6ig00li9fHnZf/rJi1eTtxRdfVM0wCZsUWTWi89e1bEIyFuy2227q39deey3gffNvNo0xG8ew0aZ/Mx9zG7vd7us2n2p+/OMfh23ix2Y0JvHoTf/r728Do8X8DpsjjgVsRMTGSdTPpr6hvmZDnkT1TaLXMpWEa0ZI2KQplu0m2m+L5p4wzrJy5cqk28Zw/gFlio3iTBmjvLFpUzQyFu/zykZBpv922mmnKR0zlraQDdLMxqz0e8I1eeQzz8+TCZsnmU2WaJPYPOqUU05Ba2ur8gvZmIxN2qJhvO7fK6+8onwtYvqFVtCuskHbWPkM3Ie/TxZOd7BRZjjM7ejnJqrr/a8tm9dF02ww2VBGnnvuOfV/2npTP8RDvOOaZDyzY23f+Fzy+fnjH/+IuXPnBnxGHc37yc/YFPk3v/lNws3XkmEbCPUIGzWycSD1C5sJsvliOMxxweuvvx7RBxYEIXVI4FdIKf4DYHbLNqEj9+mnn6r/33HHHZbdvP1fjz32mNrWDHiYg1U6n4TBgnBOZbyYAZi3335bOdC//vWv8cQTT6C5uTmh/ZrnzH2ys3E40tLSfI6T+R0r5s+fH/F47EBuFXiPh0suuUQ5BP4vDqoYyDnnnHPQ09ODP/3pT9h7771DguX+v2Hx4sURj+P/eaTfngzivX50XMzfuN1220XcBwclo9HS0oILLrhAdRymY0v52GyzzdTgm6+DDjooYNtwcADJiZB4+eSTT3ydutl5d7Rn0zwX/2eT587OzeTGG29UA7KLL744YBCeCKZMsCNxuMEXYfd5dqX2/04q4WCFAx86xOwezw7YhxxyiG8Ch3z44Yfq2jAgYAUDx+aA5+GHHw753D8YzO7WVvhPqnASYSwwg7qUg2+++cb3vjkI4+fTpk1TskG9Qec/eBvqO387MV7PvfnMx6s3/a8/dWKsmN+JNCGaKLSff/nLX1QnbeqM2tpaNbA09Q1fGzZsGFXfpPpappLgQbY/DBDFsl3wb+NzZwbIrF7hYHfzYBtr9WKX9lTfk0R9C54ngwF77LGHkrHq6mq1T38ZM/3AVMkY7ZmJaZPG0hYyaGOSDD8hGfBcGZBk0kUkJsL9S9b1S7bPkEzdkQzdSNtKH5xwUpW+iL8dHgsYKDQD2LE+a8nSPcl4ZsfDvnFCiPePEyvLli3Dgw8+iNNPP13JNBMLzHHzDTfcgF/84hdIhGT8Hvqvu+66K95//31kZmbiySefVJM7kfjZz36m/qV/zLENJ1Tvu+8+9XsFQRgbJPArpBR/Z9DfoNAxiWfW0j9oxH14VgYFZhgmi4suukhl5NI54ACYg2TO8jMoQ6PFICgz+WLFzHQLN5vtT0VFRcB3rAiXQWLi7zSkAhp9DgA4I33rrbeq9958801cddVVAdv5/4bRfrv5u4O/lwrivX6x/B4OJiLx0UcfKWfsD3/4g8rUMOU6HP39/VENJuLBDPbESnBA929/+5svU58ZT7///e9VdgDPjw7j7bffjoGBgbiOlexnKNkweHnAAQeoYDdXNlBP3HvvvSgsLPQ5zdQvVjBzggMWc3KBE0/+AUE62OYgOJwDb2Zqknh0VCIZv/6BXGaRMguGOtT83AwQm9vwuaK+8P9sLIj03JvPfLx608wiGm1AGe7ZNgdc/vtJJnwW+GxyMvO9997D0NDQqOc0XtcylUR73tFsZwYbTD744IOAAFnwK9Uk454k4ltQt3OykpNTfNZHk6FUyZi/Dxqrn5gMW5hMPyFWXnjhBRU45YsZjbRBW221lfIvrrjiCpx66qlhvztR7l+yrt9Y+t2x6o5k6Ub64NTppuwyAWMsVyIk8qwlS/cky38dT/s2a9Ys9dwxiYb2efXq1QGZ6AwKmz5TPCTj93B1m7mSgQkO/okp4aD/f8stt6gxI/ULV8FxjM3sba4cOOmkk0ZdOSAIQmJI4FdIKf7ZFsxktDIoNGimczrai8ZmrGBWAJdvc9b/d7/7HXbccUeVhUu4BP/yyy9XS3SeeuqpuPaf7AzliQBnos0APwcZG8tvT+T3MOjCJZ6cBafMnXXWWWrpO4ODdI7MDC//pVGRAsOxLGW1wv/ZZDZ+tM/mlVdeGbAfZgcxaMnlklxeyqxfXidmGr7xxhs4+eST1QRKIksSJ4scMXOTy1QZDDfhMtvgYFFwZkRwhu/jjz/uG6D4bxNpqWmqS6X4D5ZNHW8Gdc0SDswkNVc3mAFgcxtmjHF5pv9nkx3/6+9vA6OB18OUCy5FTQXMJOJkEzn88MPV5ARLy1C2eGxT5zALmIw2ESUIwdAemMu++Vz/4x//UJldnLyijTFlzMwMnIgylixbOF72itmmtLF8MbOfNogZeixNRThRz1Vsk+X+JeP6TRafIV5uvvlmXwm5devWqWDbmjVrsLGQ7Gd2IkBf+q677gooOfTPf/5zXM9pp5128k20cPWJ/wquSLAUBH0NrgQ88MADfavhKKu8X1z1xfG2IAipIbAQoSAkGdajNPGv3eif/UuHkY5prHAfnJ3kQDXcsulkwKAFsxX5YiCOM62PPPKImnWlE8zsPAblop3hNn97NJl4ZraY//WayPB+cPaWs9S8JwxmmtmH/r9htN/unyUX/NvDZVgFk+ol7mb2ZjS/J9LnLH9gZmVwIOY/s+/PWGWs+meLMjMgnmfTHw48+CKUBwaC77zzTvW7+dxwyWmswTHKBOVrsj1D++23nwqmcSDGun68HlblXrgclYFyTjBxwH3TTTepSSczCMwJAjMr2AoO1K+//nr1/2eeeSZincFkwuNyqaIZ8PUv82ASXOfX3IbPdaLLQycKzGg3YVD1t7/9bdTfNWvfk+Dr4Z+NE6/+Y5CdmTZmrT8u5Q4HZXQiwaAN/YXx1v3RQDmfiMHMsYC/++677/bJMHW9v+yOpV3zz5qnzWCpmbG0hcnyE5IFbQfr7nOSjisLzj77bFXywb/8wUS6f8HXz5yMivX6TVafIR4dySAhxyocpzDIRv+LgTn/lXRj8ayNB8n2XycSJ5xwguqjQsa7PAKTnhioZRkYlj9kxu/zzz+vAsKjwaz7M844Q71oyznZzQkoZgOzVAiD8FzRFm39cUEQokcyfoWUwUxZFn0ndNYWLlzo+4xBDLMRw1tvvRXX/umomkadGYRjMcjKyMhQy6eYzXrttdf6lriZTeaiwTxn1sOKVC+YmZFmQGwyOS/+JTz8/+//GxgYjgSzUqy+518/c7RmGKlubsHlWFyyZC7rjUSkzxncM4kUoGNt2LGAS0HNrJh4n81ITjl/I/WC2YyRTt/SpUtj2o8pE8xmjVQyhsv+Vq1aFfCd8ca/CWCk7CMzo5cDa9YLZkYEG90QZkr4D3CsAszmcZgZwu+OR51f/8Zu/jVMWUPRrPNrbkO586+FPJlhQyyzPjuXWEf77DIQYzZDpGwEN6fxrx0cKShLmeGkghV81mhbRtM3vH/x1CdOZQae+fsj/XbK1XgPijd2KH9m8IxNasMFDSlfnChKJZxEM4k2Ky2ZttC/rEcifkIyYZICs/4JJ525sm2i3r9kXb/J7DPECu/XAw884GtiR53PcUs4m5AsOKlilhqL9VmbDP7rZPEdxwqO4enLM+BPXcDyZpGa5IWTVepoJlaZ8QLChAdBEJKPBH6FlMBgKAMXZjCWWQXBne7NwA8HmKxFFg9snGQGUeMtuRAvZhZjNI0t/KEDRnhtWNg+HGxo19nZGfCdiQ6XCpt1nxgU9c8AoNNiLl2mUQ8XVOBSLTP4wWwP/4EbMTN2GCQJN+hg+QQui08llGczoMUSJOEyHDijTSc8HP6DkHCZatwHszjGAmagclkoYcZIos0Mk/38+D8PDP6zZEI4OKA1ddBEeIb8nw/WAY4UvP3pT3/qG3Az05eN3sxMx0hlHsyJNepcwswflmCJtv4cg8TM8IoH/1INlB0OOP3r+5qYzw2Pw0k7//finZAjg4ODmCj4Z/n+8pe/HLUGJmFzFzPgQvsY3BiI+tAcWEcKJjMrKNxEaDT6hrAG91gQy70zdX+k387l6aNNCgqpJVoZY1Zpoh3qR4MZadnZ2er/f/7zn2Oqw5kMW+jv93ASLpwe4HUay2DHmWeeqRq2kauvvjrshP1EuH9m+apIfhSDvpGasU1WnyER/5SlpRiMMxMMWOLDHFOkQk/TXzFrvXJCN9aVXJPJf00WsSQs+du9RBo4J3tihqv4mB3PMRmbE/sn7sQCx3pmhn+sYwJBEKJDAr9C0mFgg2UdTKPPQT/reQbDjAPT8WTtMf/MRyu4ZJnLg/1hIwPTqT/xxBMjOn5sNBQtzHj497//HdEo+9cbjmX5IGsqmjO3XNLi37XYhEvBzcANlyvx+kwGWOvJHNgw6zC43izrOxE6Y6eddprlPtgowAyOcWlTcGd7/yCSuZw9GNbJHYssR1Ou6QxT/qwGlWzYZnWPTVgaw8QMeAdz/vnnj1mtVmLW2OKycGYdRgqk8Lez8aF/ozZm8Zrdvq3gc0VnkTAwaHbRjhY+D2aDit/85jeW95pNIswGg6yRxucuFXACY/HixSrrP9ISdH7GZjpm4y4G9iJlbVBHmMFx7tsM/NPBHq0bu6lfOWgmnFj73ve+F3EQxHvCgdK2224bomejhedsyjNrDQbX9w1+hlkux5StROr7mmV2/Otgjzes281sOUJbyPsd7vozA/fcc89VSycJ7SIbu0QqI8GJTqvfy8mwcI0DzSWaptwxkGJl42j7uOxyLDDvHTPtRuuKbsoIV4xYZXMxaB6pYZUwNvB5NycoGHyyChYxUBdJTpMFz4O2mbCuNZcXh/Pr+BwGN4dK1Bb6+wmUT9qrcIHYeBtTxQPtCJspEWa4+teSn0j3j/rBXPLNMjhWwXHaYPMeTwafYazgBDCD3Hvuuaf6mz4kA3PxrOSI1sZy3MIAMJ8x1qSNNO6KZUwWC8l4ZscK+nWcGB5tlQqf0QsvvND390Qqg8CeBvTnGbTlNecEg9XkLEtMRZoA53fM1TyxjKkFQYgeqfErxAydU/8AKzMCqKwZLOBSDdb1NR1rzrwyc9W/fpgJC8Nz4EnDzGxJloI49thj1Qw1O3zSCadjwNlD7oNL0jgg5TJaE9asuu2221QGHM9r0aJFKljIffAzOjg8VzqMHBBHGxig8eJAnQEpLpdiYIdLlDmLznPleZg10OggRhOI8XfGWOOU2co8DmsiMdOLQR4GStkQixkY5iDguuuuS1l390TvPaHDxMw+BnFY48nMDmDzu2A40GDmIpcDMduZzgwbf9HI87qyhIaZjcFSClYDCy6hZkd67oNOE7N7jznmGLVMnOdh1o9lMz5ey1TCe8gX5YEv3ksO4Bj84rViIJfODmU7XJYaA+SsecXt6bCyJhuDdLzndAb5G/lccd9jtXSNpQQYOGRtWS7ZY8YS7x0ndJilymee58ZsTd4vPv+8ByYM+nKgxTpdvD6cyefzyGea2fm892b9bz5nsXaA5sCUpVY4kUAdwWAlMyx5z5mBRCeUn/P5Z5CLMmGlg5IFdRR/pzlYpHxSX3BpOgcdDPxRts0JAMoql7aNBvUarxNl3BwYcHm+2WQyEhx8cZBM3cRAGeWTzxTrunIgSB3La8JgxLvvvqsy5Ln6IlEYnONzaGYWWWXymu+Z2/Bc/evixgrvO+WKep7BUz4rZoYSM6uj6eSeCmgjGOxlHWPK5Pz581XjHV5/2j/qf+oFZpmZ1542hjoj3GQI9SV/JwdQvI6cbKNOpKxTT/CZ5fNBW2IVaObzy+ebE6nU1xykMTBFeaUOohxQbzGjiLKb6owp3jtzYoQ6hoFbf3vHQLUJB8isg85nnM/bxRdfrHQSnw/qxhtuuEHpGOrfWMvHTBR4/pEmsP3htTHlfCLB55l6hgEV+oW8R5yM5X3hM8/SNbyPnODgZFGqyzJR11KPUv9yQoO+AwOFzFajLqUNoS1jkPOKK65QfmiybCHh80WbRztAf5W6ivsw673zWjCRIJKfkAoYAOX1oA9Hn5PnzXs30e4fJ/h5/zgx9OMf/1hlk3LcQN3O8+O58xwiXb+J5jOMFdQPtBf0M6kjaevpE3BlhFmqLJk2lqUWmLxB3533hM8Yrzknofm80KbQP+SzQhtllq9KJsl4ZscK2i76+HzxmtIeUzbpH/A5NEt80ZcwJ0YZ9PVfMTcRoA/CZ5RZ8rzH/B30R8ySV+S8885T94HnT3+PK5qYuMUSJOydwxUZhHIRrteJIAgJYghCFLzyyiuM5Eb9Ki0tNa688kpjeHh41H0//fTTRlFR0aj7tNlsxssvv2y5j/vvv9/IzMyM+P26urqQ7+22227qM/7rz8qVK6P6nZWVlcaHH34Yst9LLrnEt004eM7p6elh9223242rrroq7PfN7XisSIT7jam89y+88ELY/bW2tho77bRTxH0sWLDAqK+vD7uPJUuWGGVlZWG/f/bZZxv33Xef72/ez2AoD/zsmGOOifj7+Xk4+SFdXV0Rf8/WW29tfPTRR76/eV7BPP/880ZGRkbYfey+++7Gl19+GXEfo51nrPKj67px2WWXGQ6HY9R7np2dbfT19fm+63/tI7123HFHo6WlxYgX6hjqhXD75/P1wAMPhP1+rNfMiv7+fqOioiLq52POnDmWOsOK3t5eIycnJ+D777zzTsznd/rppxtpaWmjnpumacZPf/pTY926dXFeDcN46KGHAvb5z3/+03I78/nja6uttkpIh33yySdhdan/8+2vy/j/SESrX0djYGBAXX+n0znq9a+qqjJee+21Ufd52mmnhd3HtGnTjK+//jqiflu9erXaLtI+vvrqq4j7GE2/WtlSK73ldruN7bffPuy5BHPDDTeE3ZZ+xOuvvx5RXqKVgWh/XzS2Phr8n4doX5T7eM5ltGuQDNvY0dGhnutI94qynox7Fc3z2tzcbOy6666jXlMrGU3EFppQp86bNy/s9/bdd1/lN0X7e0e7J6PJrckpp5zi2/6RRx6ZsPeP38/NzQ17PhdffHFU8p+IzzCaLkuVjomE+ayO5sN0dnYaCxcu9B1vv/32MwYHB5NuY/2v82jPi9WxRpODaM830Wc2WfZtNB599NGofDPz9eMf/9hSv4x2HmNlG9577z0jLy/PpyM+/fTTkO9GelHG4rmOgiBEh5R6EBKCM5LMXps2bZrq/stldMwY4oz6BRdcEFLX1wpm7nAmmZmtZiYUZ9o5G81MUM5OM5OHmZDm0uVgOFvLbF4uheFsKZepcdaQS0+YdcxzMbNRo4HZT8ziYzYVZy7ZAZn75O9hNhJnK5kdwCwtHi8eeM78PmemOSPNmU/+ZmblMWuZ2SFc4j/RYcYMszk5A83MDGZW85pFWmLIWXhmCHPZmXm/ORPPDDZmoDAjgPcgHMyc47I1M1ON58CMDu6PmWxm472xgFmdzOjjbDUzXJkFw/eY+cAyD8w6Hq07NLMxmKnCuq7MoOH14O9h9iQzTzhzbpY0GSuY9cKMOmZtcBk6s2n4O/hc8fdxCT+zgpi1z2xt/+yRH/3oRyoriNnPzLLgc8xllrxPzDRlli8zv5lxEanO7WjwueZzwufFbLbH68Tnic8Vn6/R6uEmCrNemJXBbBpmunC1AbMleR68VsyGobwyU5elFJjNF63O4DXzb/DFjCuzfl0s58eyAcyAZGYUMzKor3mt+Bnljc8ry85QD3PJr38TkVjxL9lgVd/XxD8TOJH6voTPGrP4KHf8bcHlYcYTnguvP8vX0J4wG5z6Mtg28vnisxZN5jMzmShL3JbyxXtJG8UMNupFs6ZoOJhpyO240oRZNzxH2nEu2bzkkkuU/uXzPVY+BLMdudqBx6f+jFQChTqFtpw6k/ad5079wqwy6gL6IcL4Q3miTmS2LbP+qGt4bymbXA7OZfWJZPnHCv02Zooyw486lXaIssPzor5mWRbaJOqQZNpCE+pUyiczitk0jNvQp6Q+Z/YsMzCjWcmRbPh7zMxWljkwV+tNtPtHG8FycP4+H31H1pSlPqDtnSw+w3hAO8GST+aKSf6fPkm0NZpjtbG8zrR5HBNS3nl82jzTr+Vz4F9eJNkk45kdq5JQXGnD1Vm0YfQPKNeUb76ot6gjaPc4RqCOGq9zjQauuqVs8RqzZCL9TXOlGzOX6bsceeSRSqdQFigTlA1mBlOvUGb8V1wIgpBcNEZ/k7xPQRAEQRAEIQKsL8iBEZc5Ei6hZTkDQRAEQRAEQRCEZCGBX0EQBEEQhHGA9e2Y0cOag8xG4oqZidS4RRAEQRAEQRCEyY0EfgVBEARBEMYJLkflEk8ujeQyTjYaMpueCYIgCIIgCIIgJIIEfgVBEARBEMaR9957T9X5JKx7/etf/zpirVtBEARBEARBEIRokMCvIAiCIAiCIAiCIAiCIAjCFMM23icgCIIgCIIgCIIgCIIgCIIgJBcJ/AqCIAiCIAiCIAiCIAiCIEwxJPArCIIgCIIgCIIgCIIgCIIwxZDAryAIgiAIgiAIgiAIgiAIwhRDAr+CIAiCIAiCIAiCIAiCIAhTDAn8CoIgCIIgCIIgCIIgCIIgTDEk8CsIgiAIgiAIgiAIgiAIgjDFkMCvIAiCIAiCIAiCIAiCIAjCFEMCv4IgCIIgCIIgCIIgCIIgCFMMCfwKgiAIgiAIgiAIgiAIgiBMMSTwKwiCIAiCIAiCIAiCIAiCMMWQwK8gCIIgCIIgCIIgCIIgCMIUQwK/giAIgiAIgiAIgiAIgiAIUwwJ/AqCIAiCIAiCIAiCIAiCIEwxJPArCIIgCIIgCIIgCIIgCIIwxZDAryAIgiAIgiAIgiAIgiAIwhRDAr+CIAiCIAiCIAiCIAiCIAhTDAn8CoIgCIIgCIIgCIIgCIIgTDEk8CsIgiAIgiAIgiAIgiAIgjDFkMCvIAiCIAiCIAiCIAiCIAjCFEMCv4IgCIIgCIIgCIIgCIIgCFMMCfwKgiAIgiAIgiAIgiAIgiBMMSTwKwiCIAiCIAiCIAiCIAiCMMWQwK8gCIIgCIIgCIIgCIIgCMIUQwK/giAIgiAIgiAIgiAIgiAIUwwJ/AqCIAiCIAiCIAiCIAiCIEwxJPArCIIgCIIgCIIgCIIgCIIwxZDAryAIgiAIgiAIgiAIgiAIwhRDAr+CIAiCIAiCIAiCIAiCIAhTDAn8CoIgCIIgCIIgCIIgCIIgTDEk8CsIgiAIgiAIgiAIgiAIgjDFkMCvIAiCIAiCIAiCIAiCIAjCFEMCv4IgCIIgCIIgCIIgCIIgCFMMCfwKgiAIgiAIgiAIgiAIgiBMMSTwKwiCIAiCIAiCIAiCIAiCMMWQwK8QNVdeeSV23HFHZGVloaCgQK6cgPr6evziF7/AjBkzkJmZiVmzZuGSSy7B0NCQXB0Bhx56KKZNm4aMjAxUVlbi6KOPxvr16+XKCIrBwUFstdVW0DQNn376qVyVjZzp06crWfB/XX311eN9WsIE4JlnnsHixYuVn1FYWIjDDz98vE9JGEdeffXVEF1hvj744AO5Nxsx3333HQ477DCUlJQgLy8PO++8M1555ZXxPi1hnPn444+xzz77qPhFcXExfvnLX6Knp2e8T0uYgLGs1atX46CDDlLblJWV4ZxzzoHL5ZoS90oCv0LUMJj3/e9/HyeffLJcNUHxzTffQNd13HHHHfjqq69w44034vbbb8cFF1wgV0jAHnvsgX/84x/49ttv8fjjj2P58uU46qij5MoIinPPPRdVVVVyNQQfl19+ORoaGnyvU089Va7ORg5tBycNjzvuOHz22Wd466238OMf/3i8T0sYRzhw99cTfB1//PEqCWHhwoVybzZiDj74YBWkefnll/HRRx9hyy23VO81NjaO96kJ4wQTTvbee2/Mnj0b7733Hp5//nk1Zj322GPlnmxkDI0Sy3K73Sroy+3efvttPPDAA7j//vtx8cUXY0pgCJOOPfbYw9hiiy2MtWvXBrx/9NFHG4ccckjKj3/fffcZ+fn5KT+OMLnkwuSPf/yjMWPGjDE7njB5ZOOpp54yNE0zhoaGxuyYwsSUi2effdaYP3++8dVXXxl0RT755BO5VRu5XNTV1Rk33nhjyvYvTD65GB4eNqqrq4277747JfsXpoZ/QZ+itLTUuPzyy8fkeMLElIvm5mblT7z++uu+97q6utR7L774YkqOKUx8ubjjjjuMsrIyw+12+977/PPPlVwsXbo0JccUJmcs69lnnzVsNpvR2Njoe++2224z8vLyjMHBQWOyIxm/k5C//vWvyMnJwbXXXut7r6OjA4899pia8Q7Hpptuqr4X7nXAAQeM0S8QprJcdHZ2oqioKKHfIkw92Whra8PDDz+sMnWcTmfCv0mYvHLR1NSEE044QR2fS6mEicV46guWduAyzK233lodf6osr5sKjIdccHnuunXrYLPZlEywZBC3//LLL5P++4TJ6188/fTTaG1tVVnhwsYrF7Qd8+bNw4MPPoje3l5lP7gikcu1t91226T/RmFyyAXLiqWlpSk7YsKyQeTNN9+U27iR2g0r3nnnHWy++eYoLy/3vbfffvuhq6tLZYlPdhzjfQJC7FRXV6t6I6eccgpuuOEGpcgYUMnPz8eBBx4Y9nvPPvsshoeHw35uKkFhcjIR5GLZsmX485//jOuuuy7m8xempmycd955uOWWW9DX14ftt98e//nPf+L+HcLklwvDMNTyupNOOkktyWWdcGFiMV764rTTTsM222yjJg65xO78889XS7h5DsLGKRcrVqxQ/1566aXqmKwDff3112P33XdXtTxlknn8mQi+5z333KMG5zU1NTGfvzB15II1nv/3v/+pGuC5ubnqmAz6cmk/a4MLG6dc7LnnnjjrrLNUkPH0009XkwK//e1v1Wf0MYSN025YwZIw/kFfYv49JcrFjHfKsRAf/f39Rk5OjvHqq6+qv7feemvjvPPOG5PLKaUeJi7jKRdcrjFr1izjF7/4xZgcT5gcssGld99++63x3//+19hpp52MAw880NB1PeXHFSamXNx0001KDlwul/p75cqVUuphAjKetsTknnvuMRwOhzEwMDCmxxUmjlw8/PDDSj9wqa4J5aGkpMS4/fbb5VZNEMZTX6xZs0YtzX3sscfG5HjCxJUL+paHHnqoccABBxhvvvmm8dFHHxknn3yyKhezfv36lB1XmPj6grakvLzcsNvtRlpamnH22Werv6+++uqUHleYXLGsE044wdh3330D3uvt7VV+CMtATHYk43eSkpGRgUMOOQR///vfVWr7J598ov4fCabHr1q1Kuznu+yyC5577rkUnK0w1eWChfPZyIvL+O+88864z1+YerLBzsp8zZ07FwsWLEBtbS3effdd7LDDDnH/FmHyygUbrnApVXp6esD7zP79yU9+ohopCOPPRPAxFi9erJbqMiucy3eFjU8uWNqBbLLJJr73qDtmzpypOm8LE4Px1Bf33XefWuJ/6KGHxnXuwtTyL7iqrL29HXl5eeq9W2+9FS+++KLyLcwsT2Hj0xdsCMoXS41lZ2er7HBmmtKWCBuvnxlMRUUF3n///YD3KDPmZ5MdCfxOYtiV8MQTT1QdCCnoDKxEQko9bByMtVyw/h6DvqyfRQfcv4aSMLEYb52h67qv3pawccrFzTffjCuuuCJg0ohLdB999FEV6BMmDuOtLz799FPfUl1h45QL+hUM9H777bfYeeed1XvcFycD6urqEvgVwlTQFywdRL/zZz/7mfQOmKCMpVywpBgJHofwb9P/FDZu/8Jctn/vvfeqwOM+++wT45kLU8nPDIZJSVdeeSU2bNjg8z05ccSJJP8J6EnLeKccC4mnyHOJ0/3335/yS7lq1SrVef2yyy5Tx+X/+eru7k75sYWJKRcs7zB79mxjr732Uv9vaGjwvYSNWzbeffdd489//rPSEfX19cZLL71k7LjjjqociCzd3rhtiT9S6mHiMpZy8fbbbxs33nij8emnnxrLly83HnroIaO0tNT42c9+ltLjChNfX5x++ulqqfYLL7xgfPPNN6qcFDu0t7W1pfzYwsS2I//73//UEtwlS5aMyfGEiS0XLC1WXFxsHHHEEcqWsMwYl/Q7nU71t7Dx6guOR1j6gzJxyy23GJmZmar0mDC+TLRYlsvlMjbbbDNV7oE64/nnn1e+6Pnnn29MBSTwO8n54Q9/aOTm5qr6I6nmmGOOUQ5W8OuVV15J+bGFiSkXrJFjJRMypzRxGSvZ+Pzzz4099tjDKCoqMtLT043p06cbJ510kpogEDZuW+KPBH4nNmMlFxyQLV68WNVcy8jIMBYsWGBcddVVMkk0QRlLfTE0NGT85je/UcFeHnPvvfc2vvzyy5QfV5j4duRHP/qRmlAWJjZjKRcffPCBCtrQ9+Qxt99++ylRm3MqMpZycfTRRyuZYH3fLbbYwnjwwQdTfkxhcsay6uvrVZ1wTg6wnwD9j+HhYWMqIKUeJjmse7dkyRJkZWWl/Fj333+/egkTn7GSi2OPPVa9hMnDWMnG5ptvruqtCZODsbQl/kyfPl0t1xU2brnYZpttVO1vYXIwlvrC6XTiuuuuUy9hYjPWduSRRx4Zk+MIk0cu2C/ghRdeSPlxhMklFw8++GDKjyFMjVhWXV2dKikxFZFinIIgCIIgCIIgCIIgCIIgCFMMCfwKgiAIgiAIgiAIgiAIgiBMMTTWexjvkxAEQRAEQRAEQRAEQRAEQRCSh2T8CoIgCIIgCIIgCIIgCIIgTDEk8CsIgiAIgiAIgiAIgiAIgjDFkMCvIAiCIAiCIAiCIAiCIAjCFMMx3icwlQkun6xpWshn/u9F81k0n4927GSSyLn6n+No1yHa6xXNtZkIiGyIbIhciM4QfRGqE8WWiB2xspUiFyIXIhfid0brW4u+EH0hciH6QvRFapAYBiZtfEsCv0mip6cHH3/8MaZNm4aCggKkp6ejt7cXLpcLaWlpGBoaQmZmptqWf7e0tKj/FxYWqptot9sxPDysbiy/09TUhMrKSvU+cTqd6tXd3Y2vv/4aCxYswNKlS5GVlYXS0lI0NDSo7TbZZBPfftavX4/BwUF1vNmzZ2NgYEDtm+fmdruh67r6t7+/X/2/uLhYnSffy8jIUMfjb+D52Ww29Rn3xc/Nc+rs7FTv8XPul9s0NzejvLxcvcfPue+uri51nDlz5qjvmee1bNky1NXVqff4Xf7L7/F981i1tbXqevFa8Ldyf9w2Ly9Pbcfzy83NVdeXv5n74+/Mz8+fEAFgkQ2RDZEL0RmiL8SWiB0RH0P8C/E9xe+UMYmMR2SsOpHGqjJOlXGqyEbaRhHfksBvkuBN5815/fXXlQLlDTSDs7zBfI//UiBqamrUtkuWLFE3jq+ysjJ1UxnINQOyb7zxhgoMMyBLgaGwffnllyoYu+WWWyph4T6/+OILFajdd999VdD3kUceUdvn5OT4ArbZ2dkqYLxhwwYlaH19fVi3bp0SHgoRt+U5NTY2qvOpqKjA3Llz8e9//1u973A41H78BY4PwMyZM9W/DDRTULlPCiiFmL+D5zFv3jz121pbW7F27Vr1kPB3ch8MZFO4eT48BoPm2267Lf773/9i1113xXfffYdVq1ap97lvfpe/hb9r4cKF6lrwnPl9vsf/b7755upYBx98sDr+eCOyIbIhciE6Q/SF2BKxI+JjiH8hvqf4nTImkfGIjFUn0lhVxqkyThXZcG0U8S3NCM7XFuKCN4gZvwzOtre3KyEhFA5+RkFg8LekpEQFa3nDli9frm4yBaKjo0MJHAOwFDRzn9XV1SpTl7MN3Pc333yj9jFjxgwV8C0qKvLNQFAYNt10U3z++edKSLhvChK34YtCSSHk97k/7reqqkoFdBmQ5uwFA9YMIlOwec4MNJvBYgomg9ncL9/jPvhbeP58UTh5LhRiws94LWbNmqUC0gwacx/cP8+Bv5nHNR8qvs/zZhB89erV6rz4GV/8jMczZ2B4bgxI85oyAM7PeV7m53zgttlmm3E3puZ9FNkQ2RC5EJ0h+kJsidgR8THEvxDfU/xOGZPIeETGqhNlrCrjVIlhiGws2CjiWxL4jQPe4FVMwdb1mL5nQMMQ0tS/scCbn5WVCZvNU/YhXpwYwmB/L7K8JSeipa+/H+lpab4yEcnCDRuGQcEdmyUurJoxe3adr3xGKuA1WrZsFXR9bH6TlWxoMNS9tsGI+T5byYYbdu99CqW/vw9paelxyQbPMw1D6t9kwOeK56nH0bMy1bIRq1zwutgQm34ZhgNu7yKORHSGE8Oww7PcJZJcjIfOSIX+sBlupGnD1h/a7aibPXvCyEWiJMuWmM9+ZmZWzN+JV19MJCaavkgUkYvJLxcOYxgObURv++M27BjWaBuS63uO5mt4dHRaGH1B+z8c0c4lw47Q5w7nE/DYtLXh/XUnjCT0wB4LuQg3Jgnnv43+28OPVeLRFzweZUWzuMfMohq2vE/WMhKvXPB+6gg9Z4fXe7Iikv8bLw641Ev8i/CIfzF2+sJfT8eD/1jOSneY+sJus6nxRaxjG//nt7d/0MLvNOAwXD77F/zMxup3Bo9NqZe4Pyt9GDxeCjwrDcOGA07NFTLOjaxjDe9+PdeJx+ZvGrMYxtJ66IYt4u90wQ5XnHrR802XTzYyMrPgtmcGXItI1zUc3f1DcGZ6ki7D2Q93grJhN9xw+o0XrWQjnK2LdTzL38/rMHIsxjisZSYW2ZBSD3HAKP7Q0qWoKyqK6Xsuw4ZvjHkYtmXEfMzOTiSIgTr3SlTbB4CBgdi/bn6nry+hs3BrGtx2O9yGhkZXGXoc+axUjVSj6za0tKxGXZ0rpUqTsrF06RCKiuowVvjLhmboKHU3oNzeDrsWR0DVQjba3PnYYK8JO2iMVzTS3H2YZ1sKh6YHyEa8tLly0WUrhBFjUGssZCMmuTB0zDaWItcW2wVd665Eu70iQZ1hoNa9CiX29sC3J4DOCHjPsKHBXYZee15C+sOmu1BuNCLP3mvxmY7VLS1w1aXO0RpvfZEo4ygW0DQ37PbYHMNkMOH0RZIQuZiscmEgx9WJSlsL0m2hE1gDehpW6tMw4MiJa5IsnFxohhvl7vXK17BZ+Bp8p9VdgA32ct9xA/RFtHYuAYWhGxqW6rPQZ8+11BcZei/Kba2WV4XfrTfqMGxLnxRyEW5M0qLuQbD/ZiDX3Ylae5Plb+/X0/Ad5kG3OZKkLwxkunsw17bcUlZc/UP4Tp+NQXt2wPua7sJcfIcs22DCcsGjLnfPQLe9IPAYmhsVWIcie7fl9zrceWizxzbWG41i9waUaJ3iX4yC+Bep1xdKT7sKsMExoqdjxa4PYR6+U/aH9uZbbR50NdE4QleHjhJXI8odHJsGBn55Du2uPBXYLXdY62Nus9Q9CwN2roIO/CTP1YYqWwvSbJ5gYrO7METnxaIunO4BzLN9B6fmhsuwY5WrGl2OIjXWCLQjBsrdDSiw0B1driwV7M3QBpX+Ch6mcL/1RincwTrWMJDj7kShvc03NuZYp1MrHrMYxrKlQygsnu53Tjqm6ytRaO/y/Amg0VWK5jhlpsTdiAq7Z2U76RscwFJM87M3Bmrcq1AaPA4dBYe7EGsG/M7JwsdoTkA2Mtw9qMUaZNsH1LfDyUa63odyrQ1alDGYYd2O9XqF10cbgTa63N7m+3tQd2KVVg5DsyXkY0jgNwpYV4Op12b9jTSnU802Z2VEH8BlQQ0KSYaRBbs99sBvwhgGMvUMZNktHKixOgU+YFlZyKyqUoGbGrcTcDgCFA7T6TnrwgwAswoJ/+nt7UZeXr76f1tbq9qG94Qp9g6HE3Z75KyMjo4hdHbGP6MZrWw4nWlq9igjI7ZMuGRBA1yHXqQlOFgx4fVOc2chw56VvAC9YSDd3YdaRwty7Wlqt/6yoXC5opIN7qu7txd5uXmwIRNoa0d6un3cZSMhuTB077Ma26x4hisDGfbM+O+T95pmutOR5RgHHWVBOLmgLq3VMhLWGcySS9dqLY891NGBtGRGwyagvpi8GMjK4nLxzJj0xUS1JSIXyWIjlAvDQI2zAQU2OzQt1OkfcOcBtjJkJHmCnYPjOq0PDgtfg9ew3Z2LDmctMpjoEHxsbmAYyDLSY7ZzsSRarHVVwnCUIEOzWcqF3chEhpYTVi5mGpke/2KCy0W4MQnPOSPYf1OBhQ7UOtuQacsIuTV97jQ0G7VIs+cmx+fjUlZ3L2odbci2p4fsckh3YL27GpqjSN0nE5s+jCp3E4ocNti0xP0R3QDS3VkYdgRmnWdl9aOyshZOrdJSX6T1DWFamobMrKyk6Ys0Iw1GZ7r4FxOWqW1HTH2RmZ6Bdnce2pWeTo/rebe7h1BtMPjpsT+anoZ0ZMEICmjyea5L70O6LfS38VqtcUzDsOZEhq3PMmmJE3F8ft0Bz69nvFTn7EGuzQFNc6h9pcc7ZjUMpOn9qHU0I8/uhKY50evOwHB6FTJUQlGgXDiH+5DmqPbFEE25oI3OzyyEzdCRrg36xqn5LAFqGGhta0NaegZmZ+ZiyOUKkAsGizNhh4ZC32lNo53s1McshuFMz/D5GJx8Y3C7wjEMu5ahri8ndLudNcjgvYzjGme6M5DpjYP16JloUvYmJ8BGZbozkeXoj2W3SHdnBtk6HVlBY+lMV9A2MRygyt2MUju/6jl3K9morqT822F3z4o6htHeM4Dp+WUhOsMY1pDlyIWNNYXB8Woa5ln4eLHqDAn8Rln0nLU8eONYs5cKfHjIeolUOJjuv9pdjWFH8h/caNEmQjlnm03NSGhr1yP7jLMwdMU1MBZsqh6Cr77y1CxetapeXeuMjEw4HHZMnz4T3367BIsW7QCbTcPatavR2LheKSiz6dw22yxEWRlneqyx28Ms5U6BbAwNpeZYo2IYnnucvPisyvZt0LxBtyRShg0qyzJA9/pkYy1w5pnA738PLFigZOOLr75SslG/apW61pmsQ+1wYOb06Vjy7bfYftFiDNowYWQjIbmI4zFV4+gEb7wGHcWuDb5Z3QmDlVzM30wtNUpUZ1SVFqnlVFY+wHAKZtUnlL6Y5NhsfHbtsK1dg7QzT8HQ7yevLRG5SB4bpVzQ7I9vU/gQWlDqWd1mcWLMFi5zNyLLEceSgSgZ1NPQZi+FoQZKRohcuC6/Co4FczhEs/QvbHYHqmfMV/7FZJCL4DEJfYIOdy4aMbIKyPsJKrQmZFpkoZEuIxe99uSuxCtCK3LtfZa77NRz0ekoDjlept6HUkcbbEk4Da4wbHCVopfBBX8YYDD6ke7IgG1tQ4jf+elXS5BbWIH61V8nR18YhlrmzFHgoPgXE5qpbkdMfdGCYrjiDPqSHKMbJfYOTwIPxy58xbWr8CMYZkSuc1egPygj0vs19T3z+Fzh0MRJnDgpMVqQb+/x7Y/L6wOW8fvkYjUyzzgJ2hXW49SuQQNZGenIdBi+ceoOixZBs9mweu1arGtoAtKyYXc4A+XCYDEau9J7PD6L0LD4n52rtVPAaD5GptGHSscGnx7m7d2glcEdZ9A319WOMnur7/q2GsUY8A/6jmwcy27R4c5BU7CtM5I7Tta8chYOykaGw4Bz7TpoMcQwvvxmKbZevFuAzkhzOpBpN+AaHsTCbbZBYWk1NDjhsDiBWHWGBH6joLi4WN0ot9utGrDx4WhatsxyW97gzp4erGtuRmFuLiqKi1VB5x49y+fccBu324UNG9ahv78XRUVlKCgowfDwENramtDT04W8vEKUlFSoGlp9fT1obx9Ji8/MzEZhYanqGhgNXP5f6GpGrsVy5nEjPQPGrNlA1sjSrtraaejt7UFFRaW63jSUvHYFBYWorq5Rs1H8zTNmzERpaRlaW1u8MyPZqvj1RJGNZcuaLLflfe/p6URz8zrk5haiuJj3N3D2N5xs8P7zbxN+r7SUjfkGfbLBwdT0tE44SpPz22jwGrTKhJyCcChTGm6XvJczZwJZIzO702pr0dPbi8qKigDZKCwoQHVVNZxZBbDZnBNGNmKVC5drGL29XchIS0eNsxtZQUZ+2OVC/+BItr7TbkdGerr6bu/AABp609CWlQFOhqslKK5hDA6OzJZyRjktjdk94e9jut6PGkdDfCVCxgKvXBicCfUa4cR1hjGp9YX/dl1d7cjPL0JOTr5PjzQ1rcXAQB+Ki8uRn1+s9EVLy3qlS7jPkpLKlC4bGwuMjAzoMye3LRG5SD4bhVwYOopczE7qsfQ9Nc0GwxjR+UnzPaM4d6VZw9ibXL0L1Y6mcQlWm3LhyGZejm7pX3Aw7tbSkFdQNGnkwmpM0oRyDNkzfP5FenomMjMyQ/wvf/+ix52BgbR+tS1lxd+PsNudSE+P7EfEM2AOwZukkizxGDKc2GCv9E4CjJCmD6DE1gYNlRZ+p4bKmpno7utPqr5gzclk9bUIRuxI8pmqdmREX2gBD2esfmd3xyqUFvYgPycHg7oDX7Q6Ud/1DTIys1FeXgO73aFsy3B/N7KwTvXToM9ZVVoKh7fsY4crF6XYoM7Fql58t56NVpYVCFIimu5GibsJmd7xkioBp1XBFU9Q0nc1PLqRKqhPT8c6owpWs08a68HOCj9OLRhkhrcDDhvUOLWmunpELqbPQH5JNTa0dQTKRVByHv9Kdn3xmHSGJ1I6cj7Kx+jF8sZv4CyotpSNcD4D6W5vhNb6DtZnOVBTVgang7VxDbR3tCgZycjIRnlZNQrRrYLvscCg7zCziL33PVg2zFVITVr4SZdYMIPIVppcizWGEaIzStHTug6Z6WnIzspKus6QwG8UsCNfcPdLK1RUf9kyHHfZZWjv6oJuGLjo+ONx3KGHBngwAwO9uOmmc/HGG/9GZmYOqqtn4o9/fAx///vNeOKJu9R+6Gwdc8x5+MEPTsVbbz2LK6/8pQrekF13PRQXXXRX1G4R65hNc6yLudlXqmDK+lBpFfRrbvS9R4EvL69Qyof/50Nhwusxb958XyOJ3Nw85OcXYNq0OqWkuH2sjuh4yMayZV/gssuOUwEaw9Bx/PEX4dBDj1ODs0iycc01/8Qtt5yP119/Wm3DIuS5ufm4++438Pnn7/hkgyro8F13wt0XXZQ0l1nNjo31tS0pAa65xvcn721FeXlY2Zg7bxOl8G0TSDZikYvGxtW47rrTsGLF18jPzsY1pxyPaTtsH3APn3v7bZx5/fW+v/ffcUf8+ZxzcPvjj+P2x/+Fjn43MrPzcMIJF2P33Q/Ha689jZtvPte3/a67HoKzzhp53sIxwZLGAikpgXHNNUp/sDUKSURnsAC/I0xzm8miLwgDu5deeiw+/PAVnHrqNTjqqJPQ19eNG2/8Dd5553mlR6ZNm6v0yIsvPor77vuDGtDTQfvRj07DMcf81tKxnzSUlGJ4ktsSkYsUsBHIRabPt9Mtfc+jDvphQMZnsnxPu+5Cmd4Iu8OimZihYYOrGH3B2ZX+K5NS7Iua41UjglykgRmvrNUY6l9whZ6n8Q4mpVyMBN4R4F9wUvDkky7HnO1nBGzr71+w+c2iHQ/Guef+GW+++YyyIyY773wgzj775qT9DstFiFxu7e5HORqRdPzvlZJDP58nyO8kFRUVKHIj6foiVSIjdiQFbAR2JBG/86MPX8a1p/4KJx55JP7z9gc449qrlIDz8733Pgqnn34tbrj+DHzw/v9gg1tNMpUWFuKte+5BWVGRqgm8yjYDdUY9iuyd1s9GmEuWo3eqZJXAuGzyxqzrjUrL1Q+0X47SgjDjVB26Zkea3RuAVEFkA/PnzVPN7UhWbgHSCrJQXWcPlAvDUE0fQ84+hTITVjZ4LvqQCshrQfGtpq4B5WNYycbbbz+HK644wecz7LLLIbjoorvxwQcv4Q9XnQQnBtE/MIDv7bEH/vSb3+Dd917EOddeqralzOy7x6G466wTkBbDb1a2ntv7fSdYNjgpsE6rDbsKKfIBDGS5u5CneWscG57eCazLqyL7ccYwuB83NMyaVwzN7q8z8pFTWwYYnu0pcclcByCB3yTCB+EP992Hnr4+vHjrrbj6/vtx2Z134qCddoKzwNNQgA/Piy/+E88//wguvvhebLbZYgwNDcDhSMM22+yGPfY4Qs20n3324Xj88dtx2GE/V7P1fO+SS+5Dbm6BytKIJUTjWagQIcNyjBk2nNC7e2D7+EPom20BlJb5ls9wJpBdHvmvWk5hsykju2TJV97lMzZ8+ulHaGtrU8siqKQ22WRTNas6kaEBZcCFwZZbb30R999/Ne688zLstNNBKrsmkmw4nen4xS9+h//7v1+pQdnll/8cpaU1KCgo9ZONezErewjzS7SkBO84eGtyFWPYnpxawT5U7Z4eZGsRqqh3dQEffwxsthlQWupbJmElG1Smny/5Dlsv2nVSygZ/G+Xi228/xRVXPIyHH74RZ11/HRbfey+K8/N92/X29aGrtxd/PO005GZloaa8XBmE6tJSXPub89GcOR8XXnws7r77cuyww34q8Nff34PTTvujmkWtqJiGSY9XLoY33RZ6aYUy9vHqjE032QS1JbkTSi/Gqi882xn4z38ewNq1y1Q2LzP3+N6zzz6El19+HJde+gDmz99G6RFmXuy44wHYfvt9VeD3jDMOwcsv/ws/+clZKht80tLVudHYEpGLGNgI5ML07ax8z0vuuAvTt/8FCsqyfSvNkuV7lhsNniY8FrqTq9vW22utB1fewWQhYmvaEgscTA0ZDjTq5daDMq9caJvNA0qLLP0Lw54Oty190soF62GyiU2flon77jsvwL/40w2n4//uuRt5BTkh/sXFvzoPAzkzUFrB5oGa8iP4oh/BiYKKCut6+KMNmPO9A+agj1QTuRajOPgT1UDHXG6dPAKDvjbDhWK9eaQBj5/faZSUqlJSnyu5cCRHX6igTuqyfWNB7EgMTFE7wpUgza5C9Pk1VIxVLlrWfonhoQEMDXvCUi+9+QIGhwZw++0v48EHr1X+5fHHX4zfnXg6sn52CLr7+nDsJZdg/vTpKMjN9e5tJGAX/nm3/oDJbJr/mNVdApfdmUAt8h7kaCOZpgbTiSxOymkMw9HdBs1inGrYnGjvHUKW3Q2nXfONU79askSVeuDfH33yORrbe0LkwlMGZnjCjEnY+LrYG4x36x4fo6VPx19u/V9Y2WBiGleFXHzxfWr1EH0GjlVff/3fGO7vwAu3346b/vY3/OuVV3DacWfhP2+8qgK+d9zxCv761+vwyitPoOeX30d20UiN42hs3YDNW4/bQjYSTWSzGS5M11YjwzaSKMRM8G5HoV89YSjfxs4M7ahjGHbkl9Xi62++CdAZHa3NqCkvQl9vjxqrFpWUK3uULCZxms/Eg0ulPlu6FLNrazG9qgrbbbIJmtrasGRtq6qjY/Leey8qRfbwwzfgzDMPUdl5VLh0xGtrZ6vZAAb4ampmqaAf4ZKKP/3pbPVasuTjkcLQkxC18tDt9jjfwyMPEusgERbAbmpqVHVnOjo4QNB8n/F3My2eDw0VjK67fbOrExnez6VLP1P3t6pqOjbZZDu1tKGhoT5gu3CyUV09A/Pmba2WYnL59lFHnawKyI/Ixjm4/Kbf4+MlS5IiG23uAjQ4akO6RyaK3RjGDG2lqi8XFrfbozS9zgRhMwJTNhqbmpRstHd0KMXu9H42GWWDA+/PPnsLM2Zsgq03XYg9Fy5CfUMDVrCebRCcJX3k+efx9Ouvq4E+OWjXPbDJVvugtm6+WlLDpVnmb+ZS3ueee1hld0UsacDMF92FAr19QgxKRpMLg3LhNbaJ6oyJ4mDFoy/4u+rrv1GZeieccEnAc/D++/9T1+CBB67GWWcdirfeek7pES654mc333yeWsp38MHH+mzMpGUjsiUiFzEw1eXCz85b+Z4b2tqwpml9gJJLlu8Zri56wOAqzAbVxprwmV1JYq1ebVk3VuF2w/Hx+7ANDVj6Fw1NzWhp75y8csFYlTsba23T0D/s8vkXm2++AxYv2gvr1q/G6nWrQr7TNzCIR154Aa++8YySCZP+/j6fHxGrb+nUBzDLtjJgwOzPGqMGfY68kPtk18LLVyyoGpm6XQWEgn3ZKn0dKhwtIz6Pn9/p5qpEpPuegYT1hTeTj0GdibCsSuxIDExRO8KmWmvtdXBrzrjk4skn7sDvjj9R+Z3U+b16Jrbb7ScqeHXbbRfh449fw157HaUmDKdX12LrefPQ3N6ODe3tOPmoo+D0y5SO9PyyfESrMXoQsMudg0ZHddxjVpvhxgxtFbJtUdTS1QxoYcapzH7t6+sPGaeaNoYB6vLqulC58K5A8P/tnjIP46cwuJLI1MOmjzFaDIMwTnHTTed4fYaPlMzsv+u+6p5ffPvtePnDD3HYHvugt2Az7LzXj9TkmpKZj17F9/baW5WqipZOd46ydbrmiBgcbnEXwuUn67FiC7JJXHnq/wZtXanWoq5Z9DGMdiUv/jqjpqoKmQ4dbtcw3MwGt9kxiPSwkxDxIBm/ycQwVNo+FR9vD/9lJ9l6vRp59gJP1oWuq+V2Q0P9KqPiu+8+x+23X4yFC3fH3LlboalpDX7/++ORnp6FM8+8QaXLL1iwLf74x8eRmZmFW2/9HW644QxstdVOqj7jaOfD+r6sp5bk+F18UJEZDpYtBwoK4Tr9bE81bG8qPJfIUPAXLNgkRNmVlZX5tqupmaZeapf8jRM1euOHKhLvlQ1Vx8jG2nuUF7ffNkZY2WDQl9k3jz12K6ZPn48ddthX/W5TNnLT7Ljz9gtwxg03YKettkIllxokAJf7JXPJTMASmdGcembHn356gGxwmQyvzyYLFgQaR2jYvrQWbs0xKWWDSz+GhwdVraNqYx0qM3qVnAwENWrhgP6qX/8aOVlZuPHhh9Ws+Vv33gt37mws68vE9TecoboJn3/+7cqI1NXNw69+9QelMziL+tVX7+Oee95SNWCt4LLdKseGCRsIDZALLTNhneFQC2zGtsxDsvUFs3Y547548T6q1paus+Zah5o954tO/BFHnITPP38bt956odIjM2duiuzsPFXzl7aFzvn3vnf85M743YhsichFDExluVC+nRu5eqfHt7PwPVk7T/cL4EXyL2LyPbfcEXXRJeNY4tC4fBEpRfkvYQ6iFeTDfvqvoXnXgAb4F/MXYADpaqmuKR+TSi686BQKzTbiX6iAhAanI03JhJV/ccWvTkV31iw8+Mifccklx+Lee99SJYJ+/eurVLbvQw9dj0svPUb5EawLHa2/FymIq4I0Kb6G6/QKy/qgDs0VqAIC/E7PB8nVFxNndZHYkRiYonaEgavg5y8Wudh+0d4oLipXMY3W7n58PVCJFU1vq+2ZAbpuXQEaGlZB7+9EdmYvBoeGcNtjj6kA8O7bbqv27zI8+89ztyHdbp0MtNZdhS5HUUiZFgZqs43ukd+jDGEiY1bqKo9t4nVgYHxAy4h6nMpjUy4Y2J0736EmeWx+/VI8cqGhHxmoqi1EVe2MILnghKrnOptN3VwM/E4UmfHzMcLJBpk/f2tVPoo247bbfofrrz8DW265E9Y2rlMJSxUlJVjV2IhVDY3oHxpWMsKJRo5hcnPy1HaDQ4OquVlUp6Ummf3k2EI2OvUcrLNPi6vEA0D57IDDMXJvrGSDHpfZMyDaGIYqGaFloqSswrfdtNoazK311ETm9nxGB5Ici5HAbxJhs6W5dXWoX78ebV1d+GrFChTk5qnlUe+9/z9V8Hrvvb+P2to5+Pjj19XyOjrZDOYxq4KzaBdf/DM1E/S7392lUuRVkMKRhi222EEFdBj0Yw0eDuyjoVxfrzoy+mQmeMZ+DJVKn56BDUYpKjibPqzh/fdt2GYbIDvbI+DskNrX16uyTnJyclQgg10Oi4qKUV+/EvPmLVCO7Oeff6oUUHl5ufo5nDWrrKwatQA2g+DjBZc+1NXNxfr19ejqasOKFV+pZRDl5bUqC2c02eD14czZRx+9pmomZWXl+mRjq822w3zHGrw9oxZLln+LvoE4u3+mMovcq0Cz3d2wWdQF9Gdw2IZ33ndgu210n2ywEyaXI5qyQWeD3VGzCyuxYtXShGVjPOWivHwaWloboA93Y1VDA3IyM1XgnvWUuPxy+802w6yaGmw5d67SDZ8vXYp7n3oKHd3d6B1owkVX/0oN2q+88hHMm7eV2i9lbZNNFqrZRMoNl/cyKBgu8KsCoeFUwTjqjGC5ePt9JzbbxqH6bMSrM1j03+7uRXVl5YSWi9H0xS67HKycpi+/fFfV7h0c7MM//nELNt10O9TUzFb3fdttd1OO+tNP36dm4VtaGrBo0d7qtX79Knz66Zvq/aKiOK7DBJKLsbYl44XIRfRMdbko95uss/I9Y/EvYvE9XX0dyCgMfdY99eps6DLCZOv4Wr57/58CfWE25BnUwq9iGBzS8P4HzrD+hSO7WA3eJ6tcWPoXLY0YGujFhoZllv7FzJoa1M7aDuscs/DNsq/x1FP3oru7XWV3MemAcvHtt5/gmWceRHd3x+iBX++9ztG7odkMy4+73VkY5OA5yI6ku/vgtCWvoqHqBxCFrPn7nenenjxTSV/4I3YkeqaqHekxsjHSeipWuajHki/ewiv/+xv6Bgdx2z//huJN9sdLLz2OkpIq1WviX/+6A7ffeiEyN7yJgpm1ePnjz/DeF1/gjgsvRCYbozHj31WFfmRirmO5miCygkk9wUFfUuVegzJHW+JmxLu/bHeXr2Y9m0GuwExPY/OAbT2ZwTbYQsapZGn9eiUXmU4jYJxaXFSElfX1mD93nsri/OyLYLkYxoyKItgz0nyB53Hpr+OH0z2ATM3T2JPn40jLQl3tbKxoWBUxhkFfweMzZGD69AVYuvRzVXbwhVf+jbLCQlxz6qm47+mncfbNt+CYhtV46aXHVND3tNOuwTOP/Rk33X4pVjc2YtNZs2I/6TCy4cvOjeN6FrqaUefXIytENszYBm2dN9AfXQyDQV07sosqUb+q3qczPvv8E5U9TNngvodcbhRWzkRGRmApi0SQwG8SYeHus3/6Uxxz6aXY/cQT0dLRgdN/9CPVvfL2u6/Ed999qhovHXzwMar2zSWXHIOOjha1BGvOnC1wzz1X4ptvPlZLI7g8l873Lbf8F08+eZeqj8Kl/VTIBx74U/WwRYNn1snvDQrpe+95LNjmm2Msobo00/FXrgSOPx544AFge/axAlTn09zcXCxd+h26ujrV/7kEYLfd9sCGDRtQVzdD1bBksfzVq+uxatVK5ZBmZ+eojIaamvDXhMq6RGeR8ulj9XMDj2+z46c/PVtlTJx44u7qvv/wh6ejtLRazZ5Glo0t1YzYU0/dg7Kyauy55xFqZojKhLLxxutPI9dpYHXDOvz0wANRS4URD5xdeu89uLNy0bfJAcm+BKr7eDRNBles1HD08en4+wOD2Gl7jyFuaW1V8vDd0qXo7OryyoYdO+xambBsjCeU7+9//xRcddWJOPrcX+Hr5d/hx/vvj7rKShz/+9/jk2+/xTv33Yfr/vpXvPvll6pz7uuffIK9Fi1CdVkZfnfbX1QDnsrKOvzxj79WOuP3v3/IWzf4EzVB8Mknr6us0FFXCIRjHHWGP8tX2pRcJKoznOyym5Oult7U1tRgIhKNvthtt8Nw/fVPqMEEHXEu3eY222yzO4qKytXS3Isu+qkK9m611c6YMWOBWnpFG0P/p6FhtbIldN7iwjCw7tUnkJ1bhIKFu2O8GGtbMp6IXETPVJcLp18twGDfc0NHF374wzOi9C+i9z0P3v+H2KF8GLl2l+U5rXNVoMVREba+b947zyMtuwPYcm5Krglr+y7HLE8DlzCsqjfC+hffLl2Klq7PkZObPynlQmXsQUOPnq0K+fn7F+edfSiWr/gqjH/xEF76YgWycwuVv7Bo0V4oK6vBnXdeqiYQPX7EG2rCkDIVDWWuBlQ5miwXKnfrWViuzYZucwTYkcqtt8Vs20o4mY2bhGsxaDg9weWgD+w6F1EPh/U7Fy72eKlJ0RfeYIRaAjxBEDsSPVPVjrDESlaQno5WLm7940OoM5apMechZ56JU37wEyzaZlcsW/alGnuce+6RWLlyCebM3hxVJSUq+eDuJ5/EnGnTcNDOO3vHr8CwlgaX5lnmHmwyPJN4GaGTeNQXrzyB3NxulG+3mapVzMzhLj037uKlBa4W1NnX+jI2qUNDAs4MmOlDKDZaYEcJlnrHIwF2pK0VOTkcp37lG6c67HbssdtuSi6m19Whd8gVIhc52TnIc85Adk21rzGpClaOE073IOZoywJr2mIavv+zi3HJKDEMxileffUpn89wwAE/RVV5DXbdehvccu+rOOrcc/HNqlWYPWszlJfVYtttd8e9916Fc845Eqvql2Dz2bNVzCxWW2clG8kok5GuDcPul7ltJRvlrvVqEn4Q2VHHMLJz8qE7MrDbbhUBOqMwLw/r1zRj5apVSjbYtH2WMy+pOkMzJnOx2HGCxbib3nwTMy2W0/NyrmlqwnerV6vZjdppm2CVYx4aWltUPc+qqhlK6a1du1w5WKzLuXDhnmoGnYqSGVwmfHA4YOf3Vq36VnXZ5MwIMy+4DC/ishGvczMDK5Bv9+vgqevAa6+xlSPUFOYYzih1ubPQmFeHqppMuN0a6uuBadP4Oz2fM4BBwWeWImfDCE8vPT0d/f39yMrKVr+ZsyL8nLNkNFScaeW/fEjCHru1G61fvYc5e+yM9BTOtlI23nyzCSUlMy1lg5mZq1d/h8LCMhWIobPQ3Lx+VNlg4Hfp0i+8M7LzfIFfNt5YU/81Cro+Q21Jviqazzo6cS0p0nUYr72GtVlzsWHRwckt9cB6V+7Vqqaa5cfs6JmTg4zqaiUbK+o1TJ9mBMgGGwjYNM0nGzrsMNLzVO3bRGSjvb0fX365BrvvXoeMjPQxlwsulVn65Tto+fYFzCgvwp7bbYesjAyV2cuMnB232AINLS14+/PPVY0sBvZ323ZbZGXl4R/vr8QnK9f49pWVlYP99/8J2ts34PPP31HGubJymsrw4uAtRC64LEYfxnSjHoWOkaUxQSc4bjrDXy6G3HZ8U5+BadO0hHSGU9ORaXepYEkkuehvb8eaL79E3e67p0xnJKovPMuuzNpsn6smfgzw87v83qefvoXs7Fxst92eyMsrQmtrI1avXqq+X1papZbyjmpLwqHrWPbsX5FXWIqyHQ8Y4+wEZlQMoLo6Y8xtyXjrC5GLSGwkclE8A7XuepXVYuV7anmzkDN7j6j9i2h9z9nTZmIL5zKk2QKXd3qODyx316HTYZ0Nmjbcg9mv34uMggxoKbIjbBa2BAtgMKBoIRd1VXY49OGw/gU0O/p01qy0JVkuVmP33aenVC44JplRXILV7iq02Mt9/hv9CwZvm796DnMr8iz9iyUbhvCfL9errC0mlXClCEsCbdiwVvkRfJ+2hX4E7cmo9sIwMF1frhoDWdHmzsNK22yPDPjZkTmLF2OWvT4pojGk2/GdPhuDbF7lt0OOi2bqy5Br71OXKNjvrKx1wJbmqcfoUqUyEtQXhoF0DITUxRb/YhTEv5iw/kW+3ok59hUYGBpUeiSvZDb6y7bHoMulSoutWvWdmkRcuPVO2LmoHU70q+3YmJplZfjguQ0bGtxl6EMmZjvqA4Jr6hzd6ViG2Z7MyoDiqjrq/30PNisexLydtlcBUtqdLrt3NWMcy/kr3OtQ7Wga1Y5wNcKMvHXIqqkMGaeqEgAuB1zDQ8i0Dfn0Bc/H1BcZmTlqIoqN0gL0hQbk2IfgsHvKgw4gI6Sm61j4F6ZsfPjaCuxSNlKqgr/tW302emx5o8oGs3t5/5kVzASUmdPnYpa2DjlGC9794nN8u2oVhjNrMXvhoWqsQv1KmVlTvwSzcwaw38JNUVFcPKqN4TmtclV5yviYsYog2WDWNAO1a12V4SekE5UNr61j34JYYhhq6lFLC7Al6RiEpg+pTPFhlwuG5sSwLRM2bzO4cMQqG5LxGwWxxMZVjY6KCvXqdGVjpTYDbluaytT0h0uo+PJn5sxN1CsYps6zkHbUeDsnzzCWI9feH3yCwO5jn53l6eBLZTZCdbV/WRYDXV1d6O7uVCnteXl56uFQs3kut/qMDwbfq69foQYmxcUl6OzsQG5uHjIz0yIenLVzRss0HQvZoPPMlz/RyIam2X3L+P33l52Viy3nbYZ5tgw4LQZjFidsftnqBGHstge6dWbjjO8yk5pqLgUNlI3O7m5kZmQo2Rh2A0OaEw63nphspIhY5CLdGMJhmxYia/PDAy45SzuY1JSX4//22cf3t0u3YZk+A/MXb4X524feJys5C9dsb6bSE33hl9+Ok84IRjdsSdAZxejq6oAzLwNpmclbOjOe+oKkp2eqBk3+3+UEEV/+0NGKKfN7FH0x+6CfYSIwZrYkRYhcpIapKhfsMh2csWj6njXllVjrrkCz3ZOVkjTf0zCQ6e6x9KNU9pbhwBC8I2ALfcHMmYw9dxzX3lZs0BLOv2jv6oEtIx+5+elq4JUsuWCJsSI3m4jVjYm+GESGp+ahFwYWNt1kO8yaX4ACe7elf1FeWoV99t4p5L4xCLzPPknINIrWjrhHJjISPiRsGA4OGnlX/2XZBjxLqoO+Q7lweetFJk9f8EyS06xu1N8s/kVKmKp2JG6/0xvTZMmGufN3QL02Q9Ui5W9duHAP9eIzn+buh01rhcNmxzbz5/u+PqQ7sNw9HRVaE6rsTaE2xTBUYCwk6EubZAxi/4N2QJbdU9KQ3xxk348kPWBmprHhq9078oFTZx3ikXM17Yh5eXu6O9T9z8+0++RCMwy4XS60d/agKKvE0/cpSC7ycrJh41JEX2X01Nc+jyQbTmMoZOUES+ZEIxucMGSZQRMmFuWgDxk2p6rtzNdqVyWa7ZXqN/I6bLfNrjhqqxoU2btG/9m+89UwpAXaOivZqHfVooONXmPF8PTIcvr1ggkrG7HGMHLzPMF/zfDpjGxOIhpuVRIkPS0NJcXFaO/qQkZeGjLN6HGSkMBvFNTX1yMrKwtr165FUVER8vPzR2ZzIsBZGwZ9xzSA5naj5F93QKutRc7i6tBDj0Mwjw/LelcZmuyVyNY8g5WuLuCmm4ATTgDM1dbfffeNKoD+4YfvByyf2X33vbBy5XIUFBRicHAAAwODeP31V1BSUoahoUHsvPNuyAwXxGFGI9zI0XrRoUURGB0j2UgKBmvmdmK6bbVqmDIq7DT5r38B06cDCxeGyoL6O3JH7njP01O4Prrle51dwHU3OXHKCS7U1niU/Dfffadk4/0PP1TLJLJyCmA4MhKTjRQSi1ykG4PKUMVyyTmN0W8LzGSJB7vhQjZ6oT322ChyMb4MG060dKXhppsT0BmvvYKK0kK4h/qx2847I2uCy8W447UlA9Pno4eO/ASUizG1JSlE5CL5TFW5sLkGMUPnSq4eS1O7htktKuMziRgGct3tqLOtsazFyIHhclcdcp56CPZw+kJB3yK5p+Z3ihjQ0xndjcu/KCqtxOcffaAGYcmUC5uhI8sWlICRIn3hMuhlBQ3rvM1u6AdbwUAEu4YnDe+A2W64Lf1OZmEN6mkjy3P9mvI4jOTV9o0VUy5+foKGqimkL8S/SIypakfilgsGQP2CYdQdqmRLkL7PcndjurYKaRZlW9T4xZ6NYd0Zkunr0xe1mwOLQ0sCZRgDyLIP+spFMIjM/SVjbMo/N7iLsd7mF+n3fsByELX2dXB7m0v725GqaqhJz2XfvY/KshK8/+GSgFIPe+2+O5atrMfmhRUYHBwMkIvhoQHstdNiaJmepoATQTZKbc3Q4Cm30K+nY7kxE0P2OOSWSXeGKyBzmBm4DOr7w7zcHFv/6EOKAFuyXUTZ8BxP846T45EPQ61SLnG0h5cN09YF2dZIMYz3PvwQbV19yMotCNAZhfn5GBzqxODAAF55/XWUlZSid9CFHXbZK+k6QwK/0dx+w8D69Sza3ace5L7eXugUwIjf8XRlHGvYuCjni3fh1nuBxVWjf4HL2/hbOKPgP4vhPwuUhAF+ty0Pho2p6h7Hjoc76ihP2VCTTTfdHL29PVi4cJFaAsHlVXyAmeJeWztNpcSzKD7/ZeYelznTeLGmTiT4ULqDjUuKZKO3tw9u99gFcnLQozJporpFNPRffOH5PwN8Qagi8waHB95OlEODMNixM42DKXvcskHFWOleg2KH9bK/YCgbPzzKhZzskeNsvumm6OntxaKFC9USCLd3NjhR2UgVUcuF1zDGtm/ep+galoy2I3Vs3uMIcjFeOsMfduxNS9cS0xlFRchizSrDjdycHIwH460v4rElRAVyRts+SfoiVsbSlqQKkQuRi2jlwuYeQJ6dncAttudSTVtOoF5OErnoUYN4q+NyYo4BgIpw+sIbfEyVHeFXWtwFWKfVejrVh2zg3V0E/6K9dwgLFy6elPqCY5K+YTuW6jPRbw+0bVz9N82o96zqCUI3NJV91WZPXtCBWUs17tXIc/SE+J3Gwu3Q4CpBkz1o1YphoMi1AdX2RsCVuFyogJDh8HR8t/B5rETEIxduZGfbk2dHGBjwtGkaE8SOiB1JqVwYBkpcjZ7ndBSYUMIasTHfEmZPf/EFht2FwMgiNkt69QysGqqCi5ORTH6K2e80UOVag1K/kkndyPH0Igr6ToGtU62qNa2Yvx1h6Jjhv8023QwDvV2+cSqX9Zv6oq62VpVqZJa4v77Q3EPIz00PbOo2zrbEcI/Y+QGke4K+cTxbzPieodX7arazvMdKdy26HEUBwVOlk6OJ0XhtCbd0b7sYboQvf+DzMYb7mZoes2xoho48e0/APHKwbNCnqdFXqe2ijWEsXrgQ3cN2wObwyca0mlrkZQCOzDxkpM9EUXExXFoGhg0tJT6GBH6joK6uThlz9ZBqmqrHMeQMnLEIzXAtRbO9AmON4XBi1UV3I8voRQlWjP6Fd98F/vlP4LLLgEK/Jj+Dg8CjjwK77grMmBH/+XhneLhM2x/GXTbbbCRln9c1PT0NWVllqj5W8OqD6upapaB47blteXlFwDIFVTNleFjNpmVnZ6v/p3nT43t6e5A5hrLhdI7MhqYMv4YRUetjhwO46KKwg8IBIw0r9TrfzN7Ae//FK4/eggN//zD0wpG6fdpgP8oe/TM6dj0UgzMWjHpYzuax/o056zcauTnAFpvpAbKRlp6Osqws1SFVdbo0PPVxEpUNdmBNhRqMSi7Y7MbdpmaRY6FHz0S9MR26vyGLM1t8mrYGNmdkuRhrnRGOhHVGRQUyjX4lj6PJheq+OpX0RQK2xDNhNzrJ0hexMpa2ZFz1xQRB5GJ85SLN3qpypkLui+EZWKWyKUzEthLONGt9wWxhl4WdS7Id6UI+3Dan5UlygJbr7oADucjN0QL8C6Uz0rJRmFWi/Itk6wtPlcHUy0WzIxvD9tyQ359h9KPA3mN573hmXbbCqHV8NDgMl9ffM98I9C96tDxPhmAQhbYOT7mytxKTC96Wdncu1mjTVNd0/w+y3V0en8ei0Vp2toa5mzl9z08y7Ih7eBDGYBfSszND/AvNsKHFXYi6JEqH2BHxL1IrFwaKbW1w2PSRJJTRgm/Be1Ar4M1VCLqlf9F8/g1Y77AojaMmUka+02PkoPODN/HKP+LzOxncK7B3+bKOPXuPrszCyDhVg9s7s8gl+nlZpb5xqj/VNTUYtNAXdn0I6ZqnJvDAsBvdg0BmdtqY+BfxxLdiIRP9yPbL5GUyZI+9YCQD1zCQ4e5BnbY6uoaeXlsyhHSsdM9AnyM3rGyoyeB338HTj/4OB1zxt4THJIaFbDBgXWjrUrbOiDaGodmQi4wAP622pho2ox99/Vz5q6GivAJ9BkujaikZk0jgNwrsoxRWDoYC0GkrhE6nY4zLPDB7L8Pdi9oP/gmtqgCo9NRRAZsT+Z8Lt21s9MyIFBezmFvgvuhkvfceMGdOQkEcZpCudteg3+GXjuUtdP3MM09jv/0OVDPm5Msvv0Bz8wb1N2shdXS0q+3oSLF5QklJKZqaGpGZmYXy8nL1ADU2rleNzwYGBtQ94gNSWlqOtrZWNUPPWktZDgM7bbEpJoJsJJNiVyNK7W0xyAZnRTXPgKuiIkQ22B2znwMH3Y2htSuQPzSEw0qrMRwkG7bBfuS99yL652w5utL0LoWI5THgPX/6mWdw4H77+WTjiy+/xIbmZvU3l0g0t/eoxhuJyobD4cAWW+yA8ZKLIq09bBZVOHqN7LhnYP0p1VqUYdZckeVirHVGAF5rSgOYqM6oKC9Dhjas5EI3jAC5KC8tRWtbm5qlz87KUnKxwxZbYCrpi3hsCTOmVr/8OMqnzUVm7SzlsOkZWUFy4UqevoiDsbQl460vxh2Ri3GXi3K1DNMvIOZXbmGVXotBexZSgf+gKiTg7Dag6cMq29ZKXxTb/OxciuxIpAE7axbm2ZiVk2vpX3z+1ddobG5Nur5Ic9iw8+aboDOaQe2U1Rf+/kUlbKVlsDnTRuyISnMzoCm5WJcUuehEgWV90CK0IdPGpcCh3xl26Xji2eTaEZbttBtDlv7FNpttq5olGRutXIh/Man8C3Ms51ciZr2r3DrBLSgI5/c2Ot056DGyMFNboWpth8qFgW5bPla++nSIHclxd6BGW+/Zl9uNvtUrkT+cHL/TbWhY46pCt6PA8nPW6vXHtCP77neQyuBlA8dPv/oCG7z6Ii83F+0dHZ6GsoYNQ24NxSVlAfrCoeloaVzj0xeGLU1tO1ZyMZpsmJPJySRY3+WjE9nemuvR2BKOST5+6TUY04FM9iqwkA1uO7y+BYODhTi0rDZ22TA4McG4hRGVbMQSw2Cj8IzcErR1dPpsieEeQnVJPhqbmlQJwrLyClW/uKGxMSVjEgn8ppKxDPpyCcaTdyGbZR7O/i2y2tdBK0wHrr4aKCgAzjwzZHs895xnaTdn44PPNS8PuPHGUOcrRoaMNHSy26aa4Rl55DmrUVpa6utKTyoqKlFYWKiWHLDgt9PpRF5evvoeO01S8LkUYWhoyNcJkY4X69J0dnoeIs6CcLuCggIM9PcjM82G7LTUZcCMF1xOV25rib6h25NPepbbnXce0NoK5OcHyIaZma3Qdfz3b3/C4t0PR+lFd4fIhjuvCMtu/I/K8BntuE73AGqxBk5b9AMfK9morKjwyYaRlodSZ3ZisjEwoP6mjI0341YqlTPvT0WWi/HQGcETRx3uXOTCDk3T49YZw0NDyEnTMDgwjNKSkqjkgstgeexkZuRMCny25D2sPu8WNDeuRkFxBeZd/Su4Ckqw9szrA7dPlr6IkzGxJRNIX4wbIhcTQi4cNrelzejWs73ZNEnWV4aOQlcziu0dYQfyA08+i2lff4bV5/0lVF+ccZ0aNPtOK8l2hIOyda5ydNv5fIdHi6AvyssrkVdYknR9keWEqok8FhbEcomwt9RA2O8YyZYVT83McH6nkV+AmmtPQ2fhDJ8dYeZfuXsdcrSe5PoXFs+BKrsQ7idTLkqSa0fgGkB2mmapL8Z6SfeEQezIhLAjscLntMq9BpmOQa/etaPVVhqa4MYsWlcryu0tls9aK4rRbc9DGdj0zS847K8vzr7V0o6UoNVXPoINOJ969C4s2OOY+PxOXxkWj75i+bx2e3FoPVhDR6mrMWQ5v7IjJaXQbWmqrnoGBlFZUY7CwgKlL5j9a+qLASMdPX19gfoiLQ16fwfKSop9+qLfBdjSsieEXHhWTuRhvVYd9w6CM3CVvQnTP3zUk/GzJQ2NDSgq7QorG9ze/fyL6NvuKAxedHTMsuHQB1FjrEG6bTi8bESwreFiGAWFRejoHYYjPQt2Z7rPlvT3dCHL4faTDdoSd8rGJBL4TQFjW9VphMGa2dCGh5HudEI7+GDPm/zXO+MQAAXyhz/0/MuHorcX6O72ZPyZzb3Sk9jwwQsn83t6PMW3t9hiEYaGDFX0nuTljaTiB8MEABM+AHygOFNiLk8oKrLoVG/oyEW3Wsbh4m+basQiYuxK4HJ5is8EyQZVFwNcTfDO3NodOOiUK2FzONXsmq23C47uDgyxk6dXNox0C5myoAitqpN0VGNRLmXo4ZJEDYu22ALG0BAGhzzLkUro9Hv1v6/OTiKy4Ud3d3KzcWIhVi2R9BpQEeRiIuiMfiMDbe4CaAnqDNZ5yrP3B8hFZVFRxGP3dg6gQytMakbOZEHZEtcwjLR0bPuTs5RVa3UNebK0gkmivpiwtmSC6IvxRuRiIsuFlroBv70pbAPZRpTDVrc5MlhTNUhfGGkZKHU3BA6ak2xHOChrtZdZ1/b1D0a6rP0LfpyXV4wcP58iKfqCy1iNfui9LM2Relq1EgRYNLWMthcVsK7HOaTb1Wq8YUeSJuRU1/sBNWC2mwEdP//CddBhWOuqwPDBFXBnjtQhztJ7UOlogcagQJLkIsRmq2BUC/LtXaEbDw+ju3sQA1omtthyu+TYEQ70CwtYHdOyxBnrDzd3Oz1Bs40QsSMT2Y5Yk2H0qVq4alm7God4CRrccfl7jX192KX7KjriPxHoD/XFsAu6MyPU71Q6YGSRQJtRiD1OvgF6WnZcfidLLFTp65DuiNxQ0sntaP9suuc3+41Tt9tiC9WAa2jQDQ29vnGqP0wg4Zi1qMQeoC/sNg3ZeiGcKm6uoaKwSI13hmwZE0YuWlBsuXIi2lKClVqT760BPQ1rjOqQskJR77mmBobLhW57Aeb++CIM2jPR6hr2yQazc31lg202dH7/ePSn1anPYpWNQqMdRfauCKWhLWxdFDEMrsrKLfFbMcn9GIPIKMr2lRsZGDYwaMtGPuwpG5NI4DfJDOs2NLjLMegY486dmobuRXvCvs2WqLCvH6nXuWiR9fb83GxwRC362GPAa68BV14JZGV5Mv8SzBwxg1QjgSoNg4MZWLcu0VBKdDMcNt2FeWiE0zYMurZTZn49uNjYaPA+Ug748r+npmwYQBPKMWz3Lu2nEs3zBrwMA6WP3Y6C157Et79/GMjOBQpKopYNVUEvik25ScbgIIx1kevd0ohu0OdgwB5OBuKZGR0H6TB0FLmakWvRmT3sV+jsuPPRrCXYiIVF611tyLX3RpaLcdAZAaepBFDDgNIZie0rz92NEvv6mO5yBjuPhwkGTGmULdlLvfzvZ/eiva23p3OSJH0Rw0mOqS0JZEpZk+gRuZiwchGrSxAro2VKhtMXWa4u1NiXBQa/UmVHLLvdcYA2iEpjPTIH+hFsSLiipMFVjjZHevjAcVz6wkCOqwPTbOuQYRseE6lQdXODrkE5mlRTN6tLw9JenQ5mMSXv7MqNJhT6JvoD/c5edzZa0ypCmk77sqaSIBeq87qrCF3MfA8KRtXaG+AMmrxQfufAINat0dFJ/zdugpYS68OYj9W+jLFg1rlr0M6VkBgJjGw0iB2Z9P7FsGHHGncVXA5nzPaiXNuAPL0TDkfQRKKmwb1oezRucwi67YW+GIbP71SlJsxavECTrQru/BxfJDhWv7PQaEOpo30kBuc981jGqfxOi3sGKxaj0L425Nu8Tg3uSrTbOZbwty9Ob3yiGWk2Tj5qaHXnY72WD3fYse3Yy4WK3cRhH1gSpFZbG1BWp90oCFyRxOCwqwNFtvYodjhiS5rdFRi0Z3v1yN5q9XORi3aud2QVkp6L5pxp0L39imKSDcMbtfJPYvecRMBm5UZjQFJbNDGMDnch1qqVSeY10DFbX4kMv8arnm1KY7zXscnGRjiqTS2deh6aHd4amWOFYSBz6eewZzhRVzOolpaZ7/sY7XwOPBDYdlvglVeA2lpgl11GPaZKuRoY8Cy9yswM+ZgzPOv1CsDhf2xPM41Uo+kulLqbkOFwpbDVyfjADBxm0aSNMlPpuxFLl3pa3ldVhRkpepdfhJGRtgN/gu5td8OrT9yJ2lmbYdYBPxn1mNrwEPT+HtiojAObTIdlNMnwDNJKvTUMJ/ddzXT3YppjnW+WLxpchh1rtZr4ZmD9cOjDqLOvhXPZkshyMcY6I3jTfj0NDUZ5YjrDMJDu7kMZWmBjaYsodsNjD+pOrNcroWtR1tCeKnhtiTs7F0NVM+KSi4T0RVoGjMzAevDhGRtbIohcTGT4aPbqmWhGadJ3bDNcKHc3wOkIn1FCfTGcW22tL9TjaaTMjhhcMp8eORjLoG+47J0edw5aHcwotSXd/6zV1qua8uOpocIFYFLVPd53vCC/cyRD0Juup/7r9/8kyYVrSEdDXwb0jGEgcyST2VzSHT6Di/c/mTJgg02FgyxP05PdvDHaLvEvJid+QVfSpeeiw1Ea4gtS7xW7N8DhsK7v2+XOVnV9sxxBNV29+qIvoxSNNVsGNP/y/keVj8jxBvd8qb9+O4nJ7zSDe8NDMAYGVCBxbVoddEdoY9Jg+2U+uSwx1O3ORpHBLGjaylDXuMNdgHZ7mcV1cqPI3aqyjflLBw071mu1nuakE0AvMMGq0VWCPvb8iRP/22Nlbxgc9kyMjtJkMMCWVHvuhp/tyHD3YZpjvV+DPmA9qkf64BhG9LJhGMh096jeOxiKLBvU78H3O5xW9/hoGWg1Sj22xu+L/pbHI25sDBhdg8F4mdzRkwlGqpypUXG7UHPjb1D5wNWBzk1HB/DII0BXl+fk2GTBytHiF8rK2Bod2H9/IJqmRiy0fd11wNlnh2RRmKwzWAy7cOyLmBoGivQWVDs2WC6zmuwU6K3qt0UVNOR9Yl20++8PfN9fNsxK/WFkY7isBn2bLcKuPzwds3bYL6pjVl93Op47aXfoqz5Gsuhw52GDI3SpyGRELUuJp4hAkLMT17E5IHEPQxtNLsZBZ/izxqhJvGalYWCathp59t6YdtNolHmyoSaAEzYetqTi/msC3rZ3tKDskRth72obVS7i1RfPnLQnuuq/SeKPEZKGyMWEZp1RiX67N/spiRTrLah0NKvlvcHw8W8dzEbJny4Kqy8cnd4yBymwI8bZZ2N4bRPWu8sDSj8FY2ON3XDJPeqDVARAedzxrN/vyTjOsfVafYQ+PQNNSHDlUNBOM93dyNF6Q/xO3nUucd1glMIRZEfs7kEUoi1pcmG7/ho8fcr+oXZk6g0DJidiRyYfhqFqnpZig09Thotz5OsdqHE0hS1vslKbgVa9IFQvmvrigQdGgrp+diSnfQ2m29cgDcM+O2LE63d6k0EK9TbfeKRp7VDo6gc18elGsd48kkznR4+eheW22eor4SYWw12nbL0LtX7BSjUqS8LYLlnwt6231ySlFI0qz6hnoS2wEJHn6viVZ4guhsHrFSgbzq5Wz1ja52METQrEIBt2w4UZWj2yjJ7wsuG1ddnaSJZuNKw1qiP6aDz1Hj1TlddINRL4TRIqS8xwqnT2McfuULVLnBvWqpkks0uuatbEZgkNDcBbb8G46io1gxHgf/MPBnuamjw1tdas8cysjPY0chnGzJmeeqB8MHt6YuqynGrsbFU2MXRocqGzHKa7tiXs1skaaRs2jChGP9kwGhow9Ma7KLv6TNgGekNkQ2tvxvD6lbD1diN33QpoOVEsw7RpGJoxH7/6wRGocFCbRV/OIBye5nNTRF2lel1uhONSPxTqrbDZbRHlYrx0RsDpctY/CUHueHSBytWZkgokWluyTnXdNuXC2dqIouceQVrDKuS99SymXXViUvXF4MxN8L0fnIpMXYfW05nqXynEisjFhCYZutIKG6wbyZF+PR1rnLPQXznTUl+UPPsgStd/Du2tN1NmRzYMFaJz0FuiKhhvjdtMBHWO9zv8VIW/e5a9HmkWdTYZjFhlTEM/s7mSJDOeAfMqtbTXyu/kyj8u33YE2ZF5fzgWJUMNQScYn1y4NAfa67bB4f52xOvzMFnCKnjjKZ+Vh14tymVp0ZbScnfAEeZ4Xe4s9CTzeJMJsSOTEAO1xhpfcDOS3rSNMjalnbLKgzfsdugVlTBaWgPGI6bfmd5QD9vbHjui9w+ixV2AIS09Lr+Tq1hmaiuQ4+j32ZG+oQFovaH1v8v19ahyNIcP6rJWLGzWn0e8TiMhYWYON7sLJ1S9b89vi9OnYG8ldzvStGFfuYuVmDGSgUt0HQXu1rB1oAPw2hJjQzPah3I8utpPNpwNq6D5jVU95x/vmMSAXXND8/MxgmXDbgxjplY/YuuiuSRWPpqanO1EumY2S7Sh3qjDQDwT+N7VWdEyRSIpqcXtdkPXdVWQm/+GY7VeMz4ZrgAaTrgIXWdcAjCgw86Hb7zhKZT+pz8Bt90G3HSTyop445MOLFnpClRKdKzMjokXXugJ+hD+VgZorDQYH4wf/ADYYw/g2Wc9jtpGSLSykbSgrz6EHMTYqO7EE4GzzvLcsxDZuB3Gn2/BkC0TX32lYfXqwNvdvOwLPHPvVcj+4h3MuPBHymFXcJAXVjbsaP7Br5G55/6wJ0E21MpOw4EuhBbOn3RyoZZMuZGrd8aUZ6R76/u6E6zOU+ZuQLWj0TMjH1EuRGdMen0RJ+tPvBRrz7pBPceOL95F2+tPq2Ysy/70H1TddhFqbjoXbs2ZZH1xKob2PAL/+Ot16G9ej40NkQuRi8kmF2rNimYLoy9mofP6e5B/13XQUuh75r3wT5VFaoXDGMIsbYXlAM3jU9jRobPeXpJRA98OOOAaN7lglnO4TGdeURVkSOo4xTtg9t+ln39h//J9SzvC4MIbnyZHLpqMMqz68fkhdqTE3YRpjgbLLEQuv12lzYDLlqQGdwBy3Z2Y7lhjGQRjuS4ej/72xqYvTMS/GHsSlQuH5vIFfVkGrR0FUUc6+TaDmwxs5bnbw2RKalj9i8ux+qw/qUCfv9+5/ManUXTn1cBNf1J25LmPBvH6qhK4/VZ5xOJ3MlTr8Ab3jB/8AD277Iv7H/qLpd/phOd3W5GBQeS7WpFl8Xt4OGY4dxmjl0podReiyVE9bqsLk60zstzdmOlY7UtQo58QbG+YfDTdsc5ycsySE09E3xkXoN4xC/jq47CyQR/j3eUZGEJ6gmMSm/Ix3LvvjoceujlANlQyUYRVRNGS4+7ELEd9QN15I067zMz0MqMp6lXEUuN3FNil9bPPPoPD4UBzczOqqqqQk5MDF2uMBZF8Zyp6CksdKHXkwGbowBNPeGbat9sOyM0F5s4FDjsMxi674+X73sFiw4YF04qBvj7PbMqMGcC0aZ6OubfcAlRTCQFYvhx46SXg6KM9M+7B8LdmZADHHRfQbddcSjZozsiNJZz50IeRhb5xk43h4dQ4/Hy4ZxorwjbrsIQbMvOC6KGyMTRnU6w7bF+07nI4vnhCwywNqKt2AX1d0OxOlC7YFofO3hw9mdlYdssLGKz21PHr++YTfPTcw9j1pMtgZIcJyFImgmQjXla5a9DlKJoUWZijyUW53oBKx4aYfgrLXKy1syNpYnN1nIX1LNuNLBdjrTOs6iH5G++4YMaX3gunLfrn0axN3gfWkZ7c+iIuuCyKnW+JriP9ibvwReMq7LZob7hz89E/dyu0HvaL5OsLNpTMzMEPz/0z7JnZG9XKXJELkYt4fU8zgzDpvpaaZLb2ozyrbzS06/kwHLaw+sKelw1t7hzgsENTZkfajzkDw1leOxa8CZcoBwcj/VijV6PDkeTGk4ahMpk8gT9jo9YX/v5F2pP34IumrgA70n3wj5G/6xZ4+YFXkiIXalJcs4XYEfo84W4xV5GxA3wyZcAOt2X9x5EgSGqy8yeLXIh/MbYkJBfesghm9ib1/gpjeuhqAW/GYQ6sV/E1uMvQjkLMsy8Lm+U5UDkdg2x8FWRHirP6kDu3Ctpheyo78uY9H6HSVosZdVkJ+50uw4FVmbNx1Hl3BPqdqrzFkC8bM+iSqCA2J7pmOVZbXzYA9fo09DiCStV5E3/8k7fcYKbv+JR5CCcbHcPpcadZMeAbTv+ZcFI06lKHXluiu7NUdnUk2Xjung9Ruflc7DRdA7raYpMNw1Pf1+6tT01dPZxegB+cfTNcOaVxW3NV6sKdPZKh7ncNkrUy3ZzMiBYJ/EZBWloaBgcHkZ6eDqfTiZzsbAzROZlAMKvBF9A54wxPluU773hqY51yitrGDg0XHLeTR9AGe4E//AGYP9/jRHk7aCqHy4TLvh9/HNhnH0/auz+mtLJJU0Hg7N+Q4cRyzMSwLZEuufEHR2cYK5DvKwI/trKRnZ0Du32UYuVxokFHhl+XzNh3MCIbxjvvQN98KzSdeDE6HJVcrIIjjvBsZgz04r4LfoStNtkO25x0OWycGaVhnrHAt6u8zlbs8fzDcBx+PAZmbhJyqEy9Fw6nDUhPvPQJj+1i0ftJEPSNRi44i2xVMzESyjlI0YDBXy7GS2f4w8DrcszyNLFLcLnrbNvK6JYT+WXkLDdmehsITm59kTCahoEzrsVe7S34+r+PYs6O+2H9KVeoj5KqL3xykQZbUdlGFfQ1EbkQuYjH92QtvhXabOi25LrybLxSZ6xEgd16IL/WVYkWR3lYfbHkv3/HrO1npcyOqMwzexZ68ythOKJtBhmISwUKk29PWYcylqatSbUj3mZEmXqf5RyxqiPozlRlEZKGd8BsY1kvi+P1GZnoPO0m7NXV77MjrSddgNlYjnTbUPLkwsS0I95gVDqsgzcc2HfrOZ5izEm6DnxustAbdtVWl54DPYU9KsSOiB1JplzwuZ5lW+ErGcNnxqWlhTYro73QV6LQ3m2pUl0c9djS1PdHVblBfmft4rnQTjnZ4xcadhx3zPfQ7iyDMdAVl9+Z7u736So1tkzLgi2jIMDvVOUgsBw5tn7LU1zrrsAw0lTGprX64HWyGrMamKavQrG9Y8IMZ61kYyBtMPbAr1f/ZfsF/z11a7M8k2txYupq6k44bJayYfoYpx67P9Y4psclGzmuDsyyr/Ku1NBUM/nl9rkYLskKqO/LcaXNonlhOLr1bKzQZo34aOoH6chAf0gdZPcY9S+SwO8oaJqGTTfdNOC9vj46VbagDvTpGEbk7sIJo+uwDfTBcKbB0daE4dLqEedo5ISBfG8Nk5YWTzafV2i1tjaktbV5OuQ6HMAhhwBZfkIdDLfbeeeRIM2HH3pS4xcvjnyaYZVe6mFNumxbUMfQMZYNW7IcyVjgfWZ9GwbVeI9LS0eVjTVD5Z6O1rxu7U3oaVyNvFmbKcf5/35wKsBZsDA/Zah6Jt5ZsBA75XsKtje9+QzcLheqdj8Mua52zLCvjmkGaioRSS6YRWU1ixwOc3a5N94MVD+d4WxpgLPE4tgTQGcEnDKf4iToD87IM+gby26UY5uiSYaJpi+isSXu/GLlHW9oXI1ZLhfs3utia0uevtjYEbkQuYjX9xyGwzOgSLq+MlS3bd9ug/yLwaLpoatPvPqCjUONho+QrpcDWm5K7Aht4nJ9hqcenuXpG0jX+6GFCUb262kYZgBjCuqLUlejKudkRYc7B/XazORNFOg6inpXoza9GfYNzSF+J8dFyzAbrsJ0Go0ROwI30mzD0NoTlwvD7YZr0Y4YCFohxMy66fqKsJMXa6wmLxLMuqrV61FiEdShzG1wFWO9vdZT6zEFiB0RO5JsuUjDkAr6mmUe+twZ0C2CeExKyoow7k43BpDh5jG5OqwvYJzK54HlI3zxkyC/U3fN9OgDA1jT7MT6llXIm50Xl99Z+P7zqNFXw779thFLKzD4l6H52b8gGPweVhmc3CDQxnhWPKd7JhaDrxMnyTTPdTLHdpwYm3iyEU+SkYFq92qUOtp8X2X99FW2GSM6zxsctpqMixTD8NfVVrLBa+lqa0PrugY451XEJRs5H78Ou7EWmtfHCBkLGgYK3c2YZl8X02oeKx+tUl+HCnuL760uPRv1tpkRm9SGxevrcOQcLVLjN8qHw/8VDJclL8OspNVt0jpbMVj/DbShwIcj+7O3MPekPVH07EOYe/yuSFu/0rd0wG4EBdm4XPuoozwPj0lXF/Df/3ocaC6h2mEHYMstPZ+ZzZ38X5mZQGUl8Le/AVxeGK4zsx9mmYdw3SxjxWwgH8WhJ6RsJA3v0hOtqxNYuxYYCpqt/ewz4KSTPPWWjz8eWB+hTqaSje9jqLzGl0Xa27YBL/7zVhiuYRjpmcjZ+SDkbL2Lx7BZyIYtOxfzZm6Cir/dBG14CLrOOkEeGczQBuG0hV9iGePPVk6BlRGdyLJhJRe8f7OMZciz6LQdaRJlpXsaWu3lCeuMBb/cGQVN34XfyTjpjGTDTB/drcPpsm7qs1Hoi3hsSTjyi7DzCRfDbi7pps1Lor4YKyabvkjp8UQuJr1cMINwQE9PjVwMR/IvTojoX6Tl5eAHv/wFMsyl/imwI7SLw1wREqarDgdoM+31lgM0DsqXGbMxaMtKrlx4M3mcxtC4ygX9L2YcW10alk+KZ6Igkr6o/dVhcDz3b2gWfidXKqn6uWpyOdSOJEMuXG4blrlnquZxAecMI2Iwqp/3P45VVGHlwtCRYwtfho3lWAxmdKVQv4sdEf8iVXLhWV0yy5OUYVEWKKCmdadnnGoMDSkNXO5owRz7Cjg+/zhknDpoOLHUsIif5Bdh1+MvCLAjHR2dePGx2+L2OxmAZohZC4hV2GLOPqWOd+rUhaGGgZmb/isWR/SFoRqDsfY6YUGY5e7pnnJD40gydUa2rS8gA5pZ0f51axn0rW3/DKWNn4/iYwTakhBdbSEbSzdo+Pu/HotLNmxDA3DqAz6FHk42stAPhy3x8gxZWr+qOa+C/zowpDs9Qd84mrox0Y5Z+bEk2kngNwkMcXEXyxokIg1qymJYvXoa1+Cpu6+AEfRgDFXNQOsBP8GqrBzcVl6D4aJyVdqgzr0S+cGz2jyX4Fmbqirg5z8fqa1pfvbNN8Ann3jOYdUq4NNPPZqqsBCYNQtobPT8vWgRsP32gMs7axdU55hfb3IXqxmeeGqR+j+X/vzvf8C770a3A5seQ+2YyYJhIGuoA7P0ZXC0NXvqsfIe+MN7e8ABnkyIefOA4uLw++N9V/d+RDayp83FEefeAmRkB8jGwNcfoOODl9U5DK/4Gs3vvehx0ovKMXvz7ZHRtEYVSa/c9VDU7HkENNcQnP2dIbIRL1S+HKTRKUhINiYADmMY2fbYstHpZPTbvB2trdJIotQZroJi2ObNgVbsmd20ZBx0RsjvZTDDoLOgxa8zDOCd/3bj249ia4LoO/ZkN4tx2pJY5CJZ+kKdZ283EOwEJuESTHZ9kXRELqaMXPD817vK0WivTom+sA/2BA7kvf6FUVAAfe58uIvKwu9PuRZBg8gk2hGjrw8DQ9bd4U1y0QNnmAEaM8uG7YH+ejLkgoPaGvdqlDnaMF7wHJzeepzBcKJgKJZViaPpC+r4yjoM7XeIpd+pJu2NtFA74vWFtCTJhWv7nZTdRl+P2JGxQOzIlLEjoyYb+TWoZOai22I1HGsAz9ZWeJpU0c/niyVZnngCukvH8uE61aNEBcwsxqluw24ZP2GQdGZQ2casuvj9Ts3tgrHtdj470tbjRL271tObySKQbRVHYBLSd64ZyEOXWtWqWY4hMjxBX7/fQ7n4+O0BzDKWq0xiohsa+u1hxnZTVGfYXYPI71gF2xP/SiiGYSUb9hlb4ojz/hKzbGQ2rkLVcD1KFs8OLxveEkpcqRLrz2bpU/P/wfqCf97z5BI88crauKNW2Vov0myxndckH+FOLZY9/wi+fuoe5Eybg++fezOQHjgDNlxWjeYjT0TOvK2w1el/hJGWDrvhQv5wC7R1az2OUHOzxymySlFIS/M0VgquT8wZlrvv9jwMnKlbtszzfT44e+zhmX2h82W+x1n6u+7y/BskzT3IgRHn0sOVK4HbbvPEh/xhAmKEkqA+WHtlplavOi5ONfLefBYZrzwHrbICOPZYz730p6wMOPJIT92zE07wLJcg/f2eDGE/2WBGJOvXeIrKe6AsITM7RDYGnnsE7fddpWSjq7URS7+gV+ORg449jsCK4y5A19Iv1P456Khs+wrl9/7BUjbigcv3huyZWLFSS0g2NnadMTRjLvTjfxlRLsZLZwQsh3QXYbU2PeoOt9Y6w8Ccsi6UFUQ/+cBjc1nSSnC5zcSq3z5WtoTY+nuRtnaFkgujaQ3c3lUlwSRDX6glfe3N+PuVv1T/JkNfJMuWTFVELqaOXPRp2UnLIPSXi5+ddRVmZ6z31XX09y9cM+ag/ueXoz+j0FpfrFupBs0hmVBJtCODdz6AVd1FniZZISMpzwAtIGg9RvrCDheK7J0qk2c84HWvY2kDW+iEJy/LOlcFmm3WjfDi0heGgZJiHRnfPzjE7zT6+9G6ugdrtFoYG9aN2BHDQJ6rFXW2tUmRC0M31Gowl4Ud4djIKuNbZVnR/zVsyZMLVU/YbRksMrMEVfO54A8maZKK2JGpY0csMQwUuTag2tYw6qYZGFA9hpTsv/GGp/kis/KPPRa6MwO9jjz0IdNynGo4nCowpg30hfidzKg1G5mruKFhh8uRGaffeT60b15FpY0lcDx2xHH37dB6vLrStCOGgWx3J2ZpKy3jCJw463XkY1DLsMz8XLIyA1feXoxeC7koyx/yJf54fo8jaSujxx2VdOdpauk/0ehf/pQ646un7vHJRjQxDKU7+wfgWLcqrGz4TsGZFpdsrDzufAyt+EitnFeT1VayYRiodq1WtZljuCRocJWiwVbtZ0sM9PfyOo3IVl1VGYqK/VbZjgES+E0QjxORnEBB1fQFqJ29BYz0DOR98zHS1y0PdGwNHW/dfw3WLv8KeZsuBuwO5Wzgpf8BZ57pCap89BHw978D3d3RD6IPP9zzoLHG1mabQXXt4cNj1vpkYMicfWeJAVo71uLi8a66yhM0igHuhn4cJ/H9T5G9pb79NjQpcKutgAUjNbnDks1KqGNU33esMaqqgWm1nsyIJUuAdeuCZMMAnnrK8/6cOSPKj0Y4SDaGOgdUfbw+dmYdhYrvnYDNfnmpko3ibXfDjj+/QMmdKRtN61bg0zf/o7a1D/WhZHAdbIccnJBsfLksA299mh3wbCUqGxMB9azGgDlAieQcRKszVn33CYw5cyPKxUTQGZ0ogG4PzSqIRWfwqztv1YNtF4R2pI8EJ618y1InOfHYElLw0uOYfeYhsHe147s3n8V/7/o9tO6OqOUiFn2hDQ0gY7APh/zsXGT1dGLaVSfB2WjdJXmsbclUReRC5GI0uSj69gNkNqwIDGJ5/QvX2iZ0zd9ODdit9MUrd16Iab1fRz+cjcOOtB10NGw93Zh21ckh+kJNPrvWoMDeZXk47ubb5U58+lmS9YUquRZeR45FeI/Lj8M1V+Lxu215MU8URNIXTB0o0jpge+pJS78z5+yToXV3B9oRyozWhTTbKLX3o5SLLncWVg1VImNwMMCO5K37GjNhvfxVNXB11wXUh07Ujjj0QcwwViLdItuaZUnqXTVotwdnsBnIdXdOytCP2JGpb0cKbJ2+kn3+mYsRYdbmtGkj49S1a70BQT1knGrMmYNWFGOVVoeCl58I8jsvh6ObKycMX8PnZaqme3Z8fufa5Vjy7lPqPFSJgb4+9B78Azi62kP8zgJ0Bta3D4P/ONWkpcOBT7/LtJaLTQLLg64wZsRX03UCwknH6cZKNQFgZjOzLm+zrTxAZ9TN3hQaA75RxjCoq9te/BDVv/lhWNkwx8m6XyJbLLLRsG4l3nzrdc/GQ9ayQVtXGOWkri+G8VkOurU8XyIkbcnyJcOoHKhXJYFMNt12E8zcem7cdiDWSW7Pd4S44Q1ucRdgnVaTlKuYtel2yN1iB1VHq+rW36Hi/qtDBtw7ZeZg7oa1qL7lfFT++w5M11bBvvMOwIUXemp00kniMosPPvAIdqSTN/fNpVNbb+1xqOhc8cU0/BtvBF580aO16HhxmdbzzwMXXOCZwmLwhjN8fFj4amwAeqKrX/rMM8BDD3km9Hkay5d7VnFdd52nz5SJuQpi1NUQnHGK4wGYLLjnzAfmL/Bc51tvBe6/PzQYw/u9Zg1wyy2eC8zPd9opRDYGP/gcvVpO+AvqJxsDszZFL+vkKNlwqJfmGkbNjWeh8MV/oHL7fbHLLy5UspH/33/CccF51rLR0OAJLEbBA88U47qHytE4VIj1WjWWr0hQNiYI5baWmMqQsPbVCn26JxiZiM7IyMKi5q/g+MtNEeViXHSGn1x48l+0xHSGdwDO6xyrXLCp3KQQpBTYkqJnHlSfd+10AFZdeAfcuQWYu92eWLVhLVa+/u+o5SIWfVH0/N8w64IfIbd6JtKa1iD/jf/ANjSoAsJDa5b7AgVjbkumMCIXU0MuGExS+ioFcpF/+zXQwvgXxpq1qLrlgrD6orutCcb7r0OLVL87QTviKq1SgzErfcGlmKX2dlXj1uqwre583PFMTdL1BesDTjNWWQYa3YaGdjd3PEmEK0Z9Ec7vbDr/xlA74mYpNj1pctFjy0POi09i5oWBdqRwqAnZ7i5ojaF+JwNYvXZvM9sk2ZEsow959l7rusqGEx32opDyd0wEyLd1TcqsX7EjU8OOREILyFws8WUuho67/XTe3LnA/PnKtzduvQ3uB/6KOmMlSm2tlvqi//lX4balhdiRvpY1KHnvnz470o8M9NnZqEuLy++s2X5vfO+4X3oaoz7/PIzzL8BgaU2oHVm7HLae0OaM5uFUGo7hsb7mONXUF59+OwAtx4Vrr7WQC65C8Uv86TOyMGiP0MRykpGOAeT7TToyENthKw6YaMxfsDk23bwaDld/1DEM6s71u/wQqy68M6xscBvWSlYlEeOQjdrFe+GI404YRTaGLG1JOCgb1/61AkNuW4AtufXaXswsZgDZe5rQ0G4rim+VvKGjxNWAUlvspaWmxnTDONKOQsu6N1FBIR/sh2aze5bOevfBwtQrf/8Q4PDbrxJiDbXrVyJ99XdqiZ1zTgnS2UyAEsUXs+kefNATyOkdJQDLpd5vv+3Z1r8JhwmPy0YKnJ3hrLs57bfttsD773u+y1qzNTUqRd8YGkbfo//BwBFzOWU2KlypxVkxM0Hg6689zXynT4+nmaSBfFcLyu0bMGXwyYYN+bYeVNibPO9zJvX3vx+5J8RUnvX1wOrVnntLA0wsZcO6y7GJ1teDJf99FHMX7QVb9YyQz1l/Vc/Mhk6Z5fIKr2z0br0z3O89DkeQbKgA36OPegZwDDSOwkXHN2Bo2IZW+zTVVfPrr7X4ZWMC4Yix4R27vYY4O3HojOnrl6NozafQRpWLsdUZ/nLhzsnDWlcleiNkoUejM1jjmx1TsxzRN3bj7PR6V5lFRs4kIiFb0oe+uZ6GOq7CUvWyd7Wh6qHr8dNFe+O7jmZMjzA4jVdfdG+7G3Lf/x/y334OJU/chcGamaoEhT44gMdvvRCHH38RMnMLxtaWTDVELqacXLh0u8og7HWMbktjkgtDV70inL+/GGqFpp++4NPvql8L16pmZA30oXfeNpb64jfb74IsduZOoR1Jf+dVFDz1d0t9kTtjdsRDd6AQx/7SieFhLalykWt0qWtnWVPYcKDLxkYxqSXcpLJZaiCq2vXR6gszw1mz9juNgkL0bTEH9t5Onx1Z2taI7d3rUJjWlTy5cCGMHamBNtQQk985pnbE291+0vQjETsy5exIWHwlSDyySSlts5VAZ5wjaDuWbWF9VNhdnufSvCDp6dhw6a1oTqvCLHuvqrceOk4dgDFnT0s7cs72O6NgqNvXhE23KMsSm9/pZEs2ValY32YhBt75VBVjrnjy3gA78p9bz8ZZx/8EKJgZckk63DkqyDhDW67KDFx0fEeAHXn5wyXozp6Lg+Y4AuvbGwZyXB2ota3DlESVuaGU+P5UMqP+09/rsyW5RrfHRtpji2G4CkpUDxIr2SC9RiZ6HAUBD2O0smFz2FDtaESanfJlhJUNBn+VLTny0KhsyW9/3ozlgzUYSsv30xkGtqw1gmLTgb2WYoHXvMzeqkqOxIoEfhPAl6EWr/Z3u/D8Xy7Awl0PRcl2HgWo0DQM1c5WxpazDq6ichh2Oxrefg7ug45GxRfvoeTf96J3h72R4V+HhjPizCen48T1JpHOi1LX1QVDTVd5ncaeHmBw0FNUm9rs5JN956O2f/llTwDnu+88GYLc/tJLVY0uKsAVx16O4XTrpRj+cHfZQZMz++wTf3lHm+FCjb1B1aSbMobYKxuLdj4Qmyyq9PttGlBb63HEmD1ZVOS5V1wOeeihnrVq//63J6PT/2J4ZcPYbDO45y7yNdmwgsO8zvYN0Jmd4ZUNW08nbIMDcBWXqxmz9SdfESAbBS//C2XvPQ370m8ANqDzkw01JXrccaE1fSzg7vKydRiGjlY1oaclJBuTlXDOTsw6463nUHbgvij+KieiXIyHzvCXCzpUrfZSzwxxAjqDA/ByR2tMeoCZ1RvsFZ7us5OVhGzJfeja6cBAx8nlgrOjGWWH/Rw5C7aN2KwzXn3BwXrWd5/B2doEe08H6i+9H3pGlmrC8YNz/wx7Rtaow+Jk25Iph8jFlJMLTgi62Qk8jga6keTC7vWjHLWVKggc4F98/AnWH/xLaJ9/Hl5ftDfDcfBe0DabnhI7Yrz/gbIjma2PhtUXSmFEOjQ0ZGdrSZeL0c1N6h3TUo0rivxSzbwMG3asdVdhgPUxk6QvtIICVGqNSPv83RC/kwu717nKVeMiu6vVZ0dK5s5HhWOZZTZ2PHLBzfNeeQrOD78KsSOFGfytGSF+pxmUCF5ZlJAdiVCr1ze4DwoEsTREtbEWbTF0Yh9XxI5MOTsSDtY6LXM3ItfRG1F/ceKiWl+L9EcfhMZJuc039/tQU0GzIa0UaHgVKMm2HKcO7LCHpd9pP3hvaJvVqQBdpzsHDaiM2+9kGYIK93o4HS5lR4bf/QS2pd+huOO+ADviGB7A+eeciexM63FAEyrgsjmwwPat0mF5QfrixCO3wbeu2Z6gZ9CZsrawWT7CFxidKo3n3d2o0UaC2kOGA6vdNeDajkBb4n1otOhiGMZOO3l1tbVsRPIxopWNfHcriu2rPEcJIxu2NDuqsQHOn/8MSBu93IlKLM5Kgz3HG4xWOsNAhqsXFVpjwHVa467CkCM9rutuTufGg5R6CLiWBoaHh+Fi52CvZue/3d3d6OnpQVdXFwa82QwMyrCrcq8tD3Gj2bDLwceguHZO6Gd0Dto2YM6v90M+l0gZBr7932NY9/k7aDn8F1h207PQc4KcPGbw/eEPwCabhHRhDyErC8b3voePOmbjkecL4dY14IEHgMsu8wSDrNasmDW2OFNz8MHAnXd6CnF/9RX0tevhyiuEweLacfCf/wB/+YsnFhQP5tLuiSAbScErGyXTZptNsv1PBmhrA379a+B1b20aZkosXeqpjXbTTUDOSP0yRWEhjD/8Ab3zF6JB45KdSLKRi8XHnY/vumer1ZVuHah44BpMv+xYtUTCSjbStCHkGN3QLGRDNRHLy/Nka8R2EZIiG6kkFXLhmV3ORYNWmbDOaH31H8C3H0SUi/HSGfHLBcLKRUIZNElUIOOlL+KzJc/AHWRLmH2x4g+Pom+T7YDR6kLGoS8YfNa4dNzhROvBx+C7O1/DwMxNkfXV+0jncruCknGzJalE5ELkIlG58AwatZToC09IzMK/eOdtOJYuiaAvStD++1uQvtmclNkRlxuqxmM4fWFPc6BSXxu23AKDkaxzm3R9MUrgLxGrFItcpNuGLS97l56LdkdpdBMFUdqRGa/dj2JHB7R3Qv3OAT0dLWoi1RZkR2yRpTYGuTDL7LXay4LsyKtwTKtG0ddvhvgX/E6fnoG1RnVUtj4quTAMZLp7UAHvirwgOKG9Tq9U18KfYqMFxfbOuCVD7IjYkVTJRZbegypHU8AETVgptWnQdt0VKB+p5WpC2Xa0t8Bx2skh41T98CPQeP3D6M0NHOOM6IuF3uQkDRtQphp8hzyzUfqdHJcyGUQ1HqPfabhVIzArO+IsKIAW53jkwf8U4/rbskP1hTfwaAZ929152IDQ65VqUqMzDFRp6wN6K9HedDlY2sbutSWzkeXuQpnWHHUMw7jpJvRllmCd0tU2a9nw2gHL8oBRyobm/50wslH65SsobvoKWl5uQmPVe24bRKbR77tO7Xo+OuOcwGeyI1e2pnlryrORXo+eGbVfKBm/QXz22WfqAdhpp52QzmX1LOL95Zew2WxYu3YtNt10UzidTrQN2GG3VyUWLHA4kD3fs2QumJyPX0fRcw9h3WnXoHeLHdUSqxk7HoDmDWsxLT0DaY4h5NpaAr9k1sOKQP+ghqdfK8Ce23WjpMCFt7/IwUvv5+HIPTtg52wLl34zSBMM973bbgCVPOuccK0Luy5Sidx9L7qnbwP99IPivhSc0KfOmcgZu9HKxtBQaIOHmHE4kDN3S5S4G+HUOgM/+/hj4LnngNNOA7bYwnPPt9nGo0h5XlbKiRfWZkeTuwz9bGphcaGZWPHaa8B222mqM+3nX3iSNffaE2g99Ofo6GrzNXUJxrXrnsDuswNkQznr7Mw8Y4bnXKOEg7QmVwn6vM03JrpsRCsXwyxtEAUc2K/XqjBks3B2YtAZNruGH+y+A9I7miLLxRjrjGC5sMyKiYIQuUgoDUOb9PoiPluSiWGrAKtZDysCcesLZnHsdhg6dz0U9u526Fm5no68rmFU3n0FBmbMx7rT/hj3pZgq+kLkQuQiRC4cTjQNZaMshfoinH9ha3GrJf9W+iJNH8S0tEbLTujJsiOunffB0u4KuHIKLPVFqbEBpQxGWjz3DPg12SstB1kJ6QvDQIa7B8VaaJ09T0MkB9bqldAtPh8L/yLswDhBO5KzaR1yuLw7yO/0HM+LeUFpRyLY5njkgtd1nVYL9x4z0br7UT47ArsNta7lSL/3Vku/c71REVo+KwxRyYWho1ZbgxzbyIDenxa90BsE0ZKeqCJ2RPyLpMuF2R/D+6dLt6HBXYZhLs8P3dgTgGM97sBdoMudjbyPX0Pe88/BfuqvgC03DxinDjpz0Fi+CXSLVXa5eldoc06/hyVWv9M3ucJVC7vuhbU7/hRdfXbo2XkBdmS4bjZw+rGWpeA6XdkoAUtJap4AcvA2LCRRmIOyAVvgc627UeRuQaZ90Ff7dq1Wg2Fbxrg4qKnQGWF1mdeWsPxenbEEmf4N80aLYWRkYr2bpf8CdbW/bJgTeRuMsvhkw/C7jxFkI/u+W6DNKI46hmFlc2lL8vqDJ2bjvP+GgSK9FeX2kZWtw4YTLSiNehpRAr9BbLLJJhgcHFTCb1JXV6feKy0tRX5+PjLS09H1bSP04KyEZEDFy66TXqXavWgvNVts6+3GguoZ0GdvhmHDjem2NZYdZEdjQ5sTl95ZqRwsOlonHdmMXxzWivQ0w9ONMxLm7zUrl1PC338fG/b9KRp3+X7cgsxd7r77yP9j+q7uRqG7FQ6He0LIRnp6BpYts579j5VcvRM1jsbAwJbZLpQGd9EizwVjbVZqucrKUS+gJwHFehvqXCZkclfbbQcceSRw2GEsy6lhcJpFBoj3nNLc/ShCu2dQFSQb2H9/T3mBGOjRs9Bgr/HMyCUgGxNNZzSxbXSUqHp80f7gMDrD0dut6n9r1SUJXbxU6AxTLmggOYhr0MtgOKKf+QyRC7V8cgiFlMMYGNY5GVIS07Enqr6Ix5YMJCAXcemLILlw5xeP1It7/39o2/9HnmXkcTJV9IXIhchFWLlY3pR04VZ+lKsFDgyE+BdGbx8G88rQVTY3wnE5+IsczErEjrBcwQajFMMFzFzVLPWF6tge5vi+kmzBAbgE9QUb9szQVqlu5lbfb9DL0alqx8dml5LhX6gSi8y+NYqTbkcy3I1A77oAv9MMdDfq5YH2lDUgdZfKcrXKcI1XLrgMPNiOaLoL2vvvQQvjd0brV0UrF/xINXzSwgUAUreoVuxIBMS/iN2/MAzY9SEUGSOTVG16PjY4LBLcdB0F7laksXxCEIO6A/WuahQZ36HG0Qdt8XaW41SrsWiaPoAZ9tWWqzbi8juDJpxa9GK0O8uAgpHasrQjHfv9AGmLt4ZT8wRo/aEOXWmbielGPQqZpW/xrLMcxdZ7FGKrIBPDMXydYx1sAeVtxq/7X6p1hvX8nqF+vzlOizaGEayrrWRjvVGJPvaF8W4XtWwYnrhFMVpHlQ3suy+wy5ZR//4B3YlmoyTElsx0d/tyrBItFRPs60SK61h/f4w59thjVeFrvih8M2bMwLnnnpvcZa8WvP766zjkkENQVVWljv3kk0+GbMP36+vr8dprr6l0ePM9fofnOXPmTBQzdJ/ChzZryUeYfdoBGKyehdW/vQ16Rjaq7rwMs845AtOuPlk1L1CPRG8XtK7OmCWotmIIN5y5Fl8sy8SwS0NLhxN2e5yzzzz2q6/CvuQL1ZwpkesSbww9V+/ANCrWFDdJiFY2kikaIU7ykiWeWafqauC3v/XUSaWWO+cc4OqrPY2zCLMrOwNlQ62scOehVwtfmJz9NM48E+D4wSz9SkUV0fFVA5+VoR2NvbKhlvSzvEAMFyZ4kJaK+ZVkMZF1xoxzjoTtD1dGlIvx0hk+uaDx1ivQoZaixrbDYLmoMdag0N4V026a9SK0OiqSH0gZB30Rny0B7N0dsHe2xSwX8eiLsBg6Cl59EtlffTButmQsELmIEZGLMdEX+Xo7ape9DNtpp4b4F+6zzwOu/gMKnn4wVF8wKKi7VAbKaD5YInakWS9Gi7+eDpaLBEhMXxiwa+GbtsY0gZsC/4JlDfocienTYDvicNqQd9cNoX5nTzfWt2eh0xF6PmVGY0CGUkr8C05eDDcj7bX/hfidFFUGZ/q1rOTJhaEj193hW24b8JF36W1ncM1lb8AhF5EbLI9+buJfxITYkajsSJWxHiXeVRORJi6y9W4V0HRYrPBwfvslZp5xKBw1FRHGqQbsPZ0WfieDhJ6gFpevt7nz0Rf0zEbtd3praRf4TbqFrH7wykXVVy+isqA/KEDrh2ZTE01h9TyTnrxxLX/sAVVqE8Q7gTZhdIa3aV2GNhQ40YgIE41RxDB4tXo6XRjqHggrGyPvBCrpaGVDM3RM1+oDGrJayUbxK48hb8l7McUwGIzuthf6+SoGsl1dyNL6fddpQE9Dh0U9/rFiXGr87r///mhoaMCKFStw44034o477sAll1yS0mP29vZiyy23xF9YtCkCTHmn8NtHWf7cjTg6Kqsp8QGAHQLDDLLZwbBnq52hZ+X4GnC173mEUpKuwnI0Hv875aTbb7kZuPbamAbrZhPelg4HXv4gF42tDuz7qzl4/KXRO6dbQsE++WQsX7wTNDb0GmuoCL2P61gM9KOVjbiIQjbUNNZWW3mWzJvN2fbc09MAg7VaTzjB894tt4TIRq+egVW2GXDZrBusmZtSUX7wgacP169+Bbz0UuTTplFzWg18vLKBPfYA2qPLdlGTgbodbXohJhPJlAvdWwNqWHMmpDM69jgczp52OIrzI8rFeOkMf7lwI95oYSCRBuBWeJos2KesvhjNljSccLGnRtct56P22lM9DZ1iOHw8+iIsmg3rTr4CX+yw3/jYkjFE5CIGRC5Sry+UH6Wrhl1W/oW9txODxdVh9QUb51Q5NkTUvYnakZAARJBcOPUBZKFvFJ8i2avzdOS4uyKWtxhvfaF7AxLJsiP09zhgzt1nsaXfmX/DJZZ2RAVAtOTIBZdet7vzQ2x3od6KurQG2E45McTvZAPXei28/xsPme5ezHRYZycyQ32lMUPVpPb/4Qw4MFEi1x4qq7EidiQGxI7E5EOb2fudyLPUF/bhfsuJPpbpG84rgX3zTZHNeK0WOE41CgvhOv5EtOhFqLrlwoh+J1d+rrJNh9vvmY3F71TBPdSjyJsMYqnevHLRvdvB0DpiX5WhLoduV/VaLT/0wwxku7T4FtqzrmsZmhIKJCdTZ7Bu7yz7Kjg1l08v1w9WqPILPhj0dHfBAXfUMYxB3Ynhv9yFyuvP9siGmlx2I0/v8P12Tx8cTuRlxjkmMZTe9ovNhsCP0k76eUwxDM+eA21uht6L2faVqga/53NglTENvfb82Me93pWtOd6JQ543n7kWdxH0GMK541LqgbVFKhia52xvbS323ntvvPjii7jmmmtSdswDDjhAvUYjNzcX3377Ldxud8SHg3VSs+O4ae8+dAMqqmdi+r4/sNxkqLIODSdeNvKGpqFv00VYfu3j6s+CHDdqHQ2wHXn4SMODKGGB67+/sAIzqntx9tH9eO2jNdC0T1CcP4/zdEqIevs9s0BZGRYz7kzRZ8agN8OAIdc+LQMvvvoc9qrdCunsljhWeGe/ctE9ZoeMVjbiIkg2bPpw6G/jMogTTxz5mzdo0009wTxiLqc/4ogQ2VAh8giDAPbfevNNYPp04OijPQkT1MMl3hULapbKW++MJXhGkw314nISamCLwv/hYD08TyOSCZqyl2K54IBmtW3GSDOQeHQGdeyCmUi79iq1/DaSXIy1zvCXC6O8HP356RhAfAXzfRgG0t19SPfOPEf5FTUY7EF8DcQmmr6Ix5aYy2NbjjgRmmsopiYDieoLLh22d7bCVezN4tM0uOwOvP7yv7B/9YyxtSVjjMiFyMWEkQv6UYbLM5AI41+4/ngj1hpzwuqLdP/afSmyI9QXjo5GS31xYOU0zC1oQbbdetXgar0aHaqJSnJ9ihx3J2Y4VqugZjCe7Kc09CVq2yaYvuAKLzVgtvQ7j0TXkHUd5WTKBZu6rbNP82TY+dkRBhdUxp6F38mxyqhB8Bhh9lm48iL0t902R2hpERVwCF+SZLLKhUL8iwlBMuSCwal69zT0OAoCZdgw8N5D12PzyizM3n/XkO81u4vQXDEP804uR6YvsBY4Tl2XM0+t3sg88qQRO+JtkJmjd0OzeaJwfLoM1gD2O34sfmdmmqGy8c2gr/L3h9NC7AhruTo/egeo8tZ2GfmpnkaqDF7qnUi3hZaBIGv0am+TrsDrxMBzltHre6vTnYu19rqQRo/Rwr1HKoEx1jrDCZea9BwJnhp465GbUVS7iU9nZLs7MdO+emRyNIoYhmHYsOHIk2GwS573WpXr/8/ed4BJUpb5/yp0jpNz3ATLkrMoICpmAfPd35xRRFFETz0zqJw5ggqe8c5TMaOnnkRRMixh2TQ7OznPdE5V9f2f96vOXT3T3dMTdrd+zzM7O92V6/3eHCbQIc/QLMFsUGBY3FLQI7pi2gBDoyUCWdSfZVnaoKx0iwihQh9GpsojViTzJaRlZpY8BKhFdF0pSFcbxEG4JT17mDChtGFGpgGiBys+zob3+KXG0vfccw/vM7IcrrvuOv6zHJ588kn0rtRzchkQ4S4sLPDFUZyyXy+ceM7FsNqXKTcyOq8gINXWAyEWhhwahuBXgR2kGFWPSDyBaFzDp77bgmTqT7j85X0Y7BKzhHv9D+/C8QPdePXFA6U733UX8O1vAzfcwB05ChNxyHkyXnDNjbnoTZ1R1H8793+moZflonlrjXWlDaahT6N+QkX3VoY2OFOKxfSomctVM21QY3T6oaR4kgmXXabz6cx7+O1vgc5O4OlPz3O4aTGIolZCGxwU1XvTm6pzNBJLqnD7crSxnqg3XSiQSxz0tfAMC1IQ21vrQhf15Bn5dJGCBQfZoD6xdxWwqxFsFQ/Cmo48V0IXlJFzQBtEoigjp144EmQJCy1CcPsQ23HK+vCLPPju+j06v/3v2HfD36CknbyC24tLrvn6usuS9YRJFyZdbCa64FlR2iH4pVDOSM9ek+4wW2zehmSiyZhfVFE9Uosc4Rm7TIZ8923Y/p0vGfILMiotwr7yvF6w1rTgV+IX5Ggsl8mqMCkt2ypvLVBPusgYoUlY6ydHGINDSxvMRXonc7kQ37oLYTZY4gChDCVHusy1HnTBM33TTpt8OZKtnK1B76wGNfdnTD8/Ke1wWN01mPqFqV/UkS4Y41UTNuSSJ4wCFyQRnnf2TrQ4lHT2pVBiv6miXq1YYru2tYHFYkiFqJ8rK5EjreokumTKaF293tnVyfDsc+OQyDZN82PS9x3/+DO25+ud5KC125F6/VsAS2kS2ajSgbjg4Bmb5So7yGYz4jWd6ija5PmcE5m3i6hv8GlDeEa6xZOdxYrkjRM7z3k+JKevUEbmB7oq8WE4LIhuPxmM6C99cLuQyDp9CSqF3Aycp5XQxta2MN54/qGsE92QNhpb4VDDkF22imUJZTofxFaoksFA6/znpDqgpCt6q7VJKNBIrTXyt+XHqjKYsCGtHn7/+9/D7XbDbrfjxBNPxMzMDD5APT6WwTve8Q488sgjy/5Qr5LVgiIh09NrNGxHFOHaeQYsgztrWvyzj9+H//7WZ/SsvSpBBCaJQGdLIxQ1gTdfEsHLLnol3npZP7b16lGTux9x4+GnLsNJWw0cOISTTwbe/W7Aq5d/kFGgyDbAauOT4ukk0tIcxFhkFdpRIShZkAZAEj8g0ODiQ4conZ/BKcbXlYeuF23QLdnLDAspC2pq89OfGtIGlWBEGDnXjA9Ir4p8LRQdo6gZNUN/2tOA5zxHb8VDeOQRPYmiuzu3n1MNYas4pDPQItrI3BPPvqCJzLw2Y0ln7mtMG1VUZdQFm4pn8EizChsSK9LFRvCMfLpgkgWKaOEZO6vhGeTkJqdv5vHMLQm49e+TWArpH8STAh7dF8XMQmEGfEo0Sl0/SunCQJb87msf4lNrq0Wt/CIf4ZOfhvF3fw6KN6+tiyhtiCw5pvlFEUy6OLboQoAGxzJ61JTSwrOUZp58oJRfpKuuZChrJkcyRtnkaS805hcWK6/04Fm3RfpFJpOHAozrzS9IN+YOkDrIl1rogpy+ZITy6fF14hcedTGn72WQ1i/o2RxgW5AocnTTsKgtOACvmMt8Ww1dKJqICHOWyBHN4wPVDhnpnWxpCZGoUHOmnRFdPPygBjUYNdQvMtPmC9qTMAaPsogtYs7hsFqYcsTUL+pFFzQ4aysOwCWWD9BwCAJaj9sOz2BRgAeV8cRDjz+Jn37rs4Z6J/VAzQwB021WZ81659YOPRkk24YAAtf3i/VOnkCGw2i0x0rtVOL5gp3/pG+9KmRseLJH/vD3KYwF3bXrFzzJKmpYXbIRPKNDHSto7xTSnDgkbYX9hHN0WZIeGOswaL9UFgcOgP30vxBO2qrm1dXQRn+3UpCBa0QbxKu3SsOQKfu8Qh8GOaNLgiVMg03LVSIFNDcOCluzLYeq0jF4cCZR0O6CEpgSsKFabIjj95nPfCZ31N577714/etfjze+8Y14GY3fWwaNjY3YunXrsj8yvZxVgKIgDQ0NfLLhZkRfIobXTM0DP/6xTt1VYN9hBbf8bRSLwSRi8QRCERH3P+mCpuUalscSApr8LvR1itnPqOfWj/7QyL/jGXvPeEZuERRBiEUwdPVlcH73U8teC106VYDn+6LocPv2AZOThYem7WjBZral7P9bb11/o2zdaIMyJFjakKkGwSDw1FMltEHPckxpx7jYU3bXsTHgn//UmQ89bxqw+eST+mEydEBRNOpvTh1aMp8tzDP87I8+rviuRBucWV59NfDd75a7bd5TKs6sRxRt1IsueESYCYiz6pl40ZHQox1Gs7S0LF1sFp4h1oFnTE0VbhtLKLj17w8hqegGVkph+NJPbsXE7OoGqhxtsuStM6No//EXq6aLWvkF9dz6wx/076icKvCMF2WdvMeKLDHpwqSLI4kukoJuhBnxCyo7HGAHDZ169ZIjP7y1CYGUw5hf5DnTpHi4RL8gp+8BbQuSoqPO/IIynrSco7EIvD2BZq+q51696YKc3fVyPGdgR6K0TUFav9B+/FN9LkHR+ajM1VEmiaFauiDD+qDaj4OBZvzh1pwcCT79+egRx9AiLZTVO9Wbf7Bsj+fq6IJh+JFFtGDGUL+gGQ3UT7jYeeEQ4rCI1c0hONL4RQamfnFk6RcyUrCnW/bwgJlm1TNZq7Jf9CQMi5pzTuWDKoTlqA9vmpks1DvTySoSy5XeTyotmJLSHrsa9M7u9lwyCLdHbm1CPCEayBFWyJ8K7FQGG4txpzhvmZcHOmeCriFlgUIVJUX8otge+endQ5hJz66pmi64nFtYddConjyDku7yB+ERrWjUuzj7IBk61RF0SMv3/s8HCwah7tmL1H/9XO81YkAbBKKzYju5Gtpo07vMchBt/PjWRsQTQgFtUIZxCa9ewYdRKksYmpQZ9Mrj/PNH9zlwYNJd4ByuxibhPZXFXOa5ykQc1AYQkaofbrshrR5cLhd31BJuvvlmPnTtpptuwpvf/OYNb/UQDocRp0YgmwwUmep45M/wzg5DsJ0EjI/rkYi2NsRTIlSVwWErrZIlgtozbMdSaAGPHRzBB19/HuxWQFFn8daXzsFqyS3ei88J4dlnhQqO8fgBB67/YRsuPCOEnrYUEI1y7sb6+hH3doHRxhmtiIi5ZxuEzGdlVjytn+9/X0/Bf/GLAStdjwJ89avAcccBV1yR25b8Rq9/fe6+aNs3vpFS/5UVp0jXE+tFG1RuswVUtl5lJt6jjwITE8AZZxTQRiIlYiHlguaQCkolCPTMh4f1vjejo3qUjJ7vmWfq7WDpEBmccw5w1lmF9PXEkB1f/2F7CW2A2rY0Nuob5dMGrc0ytEEN3Q+wQSwkXaukDb3E40ikixGlA/Ny26r5hFuMZloUlaWLjeAZ+XSR6YHIy3VWxTMYzt2u4hlX5rbtapXwlfe/kGcTEZw24BvXvBwWWX8omSADTeldK2xmWULw7f4HfNNjmLc5kTy8Fxa7E0J7L5IpgSsu9HyN6GI1/IKSw374Q50UqbJLiIYw9eg9aDvuVKAxTffrLkuOXH6xFjDp4hiiC8qqZ4rhJHO9v6GYzZY1oguptQ0WNY5oCmsmR77wwzZ88QwRbQ5jfuESonqLHwP9QmUSkpTxmsc76sEvKAuoQxlDmzxXwpbo1POqD6Mi9XKUjnp+kdUvTnsaUof3QnJ48uQIVeUlS6pQa6ULyv6OSS4cOCgUyBE5GoRv310Q+7tL9E5yvsa6t0EjY7tecqSR4erXzcAn646lYv2CMrD4+Uz9wtQvjgQ5wtuxpLLrlKoFaDBhSrKXygvN2O4mJ9QhtQdehLBNOsgDRMUgeeJ4/GG4i+VIWxfa4sOwCGFo6U4IfGhX+oJq0TsdeZf44H4vPvejLnztTBTKkR2nQvZ59VaFRXaq7tcAuuUpMCaU3HMoClz1pT+gc8c78MLLnLBK+fyC4T3vJFeo7qzsaLHgmve9GSlZbzlUi37B5dwqW8SspywRGINXipT4HJbFo49CmZyFeqZ7WdqYUlswJXbVQBsMZ58F+LREgY7x+R924itnFuoYrVvbgVZU7MPQq4usJbLkihdEIVkYl4cf+GoXerfZ8Y731GaTOBAvqGyl9ZSgoHYtvYKxwaApgx/+8Ifx0Y9+FLF0ev1GtnqgthM0cG5NJrHXCIGmsE8MwfG6V0K46Sbg1a/Wu1iTJQ3g4aeW8P4v/45HoIoxNGHDC67chpTShn9/i65gEZ1YZFLWC4do0P/ptvM/I+fN7d/Zh+7WVC4k8eCDWIzacEgYzDbXnrj915i49y/o+8iNCL3j08sSIxF5S4vuBKAssMzCoTVFTLt4W0oWzCwMuj6/LY7jLEPVO0ePANqwszic1bR5oBDXzAzwutcBRbRB7OqJIQe+9xMHjywVg/T1K6/UGdXLX64zHTovPe/igUwFtJHu8fOs0xZx+3f2ltAGr1fIx733Art3Ax/+MC1kQ9pIwsLLBEVRWBVtUHs3uvYjjS7oXUVFt67s1MNgWIYuNopnZOiCG8eKD/fc/ijG7/u/VfAMhv4eFc8/uzA8Sg5fSxFdeFyA3aYL8KDqxBAG62KYH4myJDU5jKnXXY29N/0dM6++Ev/4409w+LF/8O+HhoAf/UiPRNeNX6RBhvp3vgO0phUqLZXC/Xf+Filq55B/nnWUJUcqv6g3TLo49uiC+vMPYihbDpsPKn8cUnoRjonG/GL3PyCx1JrLkf+9YQjtLdoy/IJVpF/UlV9YNTRIAUgGDnNCBK6i7Kf1pYtMX+S6Ia3vSfktPfL0C3bTTUi+6rW4p0COMPziB1F0aSMl2X+rpYsCOULtRpQUBAO9k917L7RHd2PsQ9/ERL3kCDnJBBVWSSvRL2xWxrPRkqyotUjacVDw/OoAU46Y+sWq6YIx+NR59Elj2Y/izK47fYvWi6wlMMgO8gzZYlA2fljyISq4YCkYZJVGOAxhZhpTr/1Aid5JwceD+8ezcoScyPnZxlXpnTSQS6Sq2ZxAOuU0Mc0vhAI5IoensEXIzQbJlyPK29+Fg2ofYpodsljax12WBBw38Cz8508bMD8vFPCLp52ewAAbyrbNEEXGeQTZtlXrF+msZKqc2BQ8I52BS/UXRk7PmkA94mdmoL329Rj9zp+WpQ1CFE4wavMkCFXShj4krlvOpWSffqqG796oFtgkD9zxG2ixQOE1LqNj0P1PKc0YEynpVEjLEoYf/UDD4pz+nEgubO9N4MKzIpvCJtnw4W6EV7ziFbzH7ze/+U1cTanUZVo90E+toEjHgbTTg3Do0CHuLKZj5mcJn3feedyhkGl+Tf8fGRnhbSRosdBvC/WnrFPfwUoQnR7F777zMZz8kav0XHU6N4U20tfY2+7DWy59ZjbDLR/9HQn84vqD2LUlVvA9X6wpgUfX86MyaR0vMzsBsgQ0+fKYDp3/DW9AWOvO9inhzIAm7BL1SisrvHa7Ho258EJd2SKQo4GSAkdGgF279FlUZfdnMT7VcL17pG9G2sDCAnDLLcBb36o/tDzaUKh1gr8Dz7jIYjgviSJS118PbNlSmK3DDYeUHi0TDGiD6KVZmUKnZQqyNU8opmkj+0ExMRVr8GtAGxuB1dIFfUzZSasuDeUT2knpYsvSxUbxjPwyoBDc0GRbXXjGF0dbcc6JYXhdlbUsiMIFZY37+25mWfLr730Gr/7wDXw4Er24C15/DQQaPJGOQD/zmagrv8hf/vlVZoK3AS+6+qu5wQTpHdZTlmwETLow6WIz0AXpUS7JuL+vxkREJA8iM/sM+QVNX+8RhuHr8KyZHKHp2AEvZV9JZfkFyTsj/SLj/GRFKUer5hfpae3Fpb8lqKNsqYYu6L6nlSZMFpVJrw4MbcoE2qS8DOe0fsHe+lYs2Doxhm6c/4Z/K5AjL71wHnYpl6G0WrqgjF8UyRGrEkOfaw7SG19bonfSELgJ1oGQtWnFgaGV0gU5v3rZCJxS3DBYMqp0YkFqKXl+rcoEWtODnuoFU46YcqQedEFZuhT8y7R5ILeeEaxIwi2lqwmLQA5XUSt0COaDLSxA/cXvob3tLGhFeme+PULD4Ua0XkQkX816Z0NqBl1SzrlHPMZH1fDpbTJypFGbhlOkYXKlhKQwG4JogE8jS6U0IdFpZ3jdK9qx6zkyWloL+cXsYRWvPikKwZ3jWwX9vmvgvS2yQRubDeAZkpZCDzsMj6T37qXNxpU2zEjtJTLSqJLIEAsL0H75awy/6ZMIekluCVnaIPne2+7N6hjEY2mkai20QdfUKC5BZNT/Qf+MMmbd/txGoseHN733GnRY5qvyYQREfzbYS7LkFZcqeO3TR3FcR5B/Txm/9+/14MEROz5/cg02Cek6Rc526u9ba9XqpnD8ErFdccUVuP7663H55ZfzVhD1xgMPPMB7C2fwvve9j/+mHsP/+Z//yf9Pi8FKIYMiTE5O8qbY5Dzu6OiA1+uDUsOwpBVBCyYeBbNY9R406c8aWlvxoauvgtWR/ozXF+Uan3e10o/eOLwYVgtw9q7SBtvT8zL+9aMD+PQ7JnDeKZHc1MM7fLjzYTeuu2ICtrySqyxEfTIlMWjaofWnXwazEqVfvmwPrXzw6L5ecZ4F3c673qXPocpkm1H6PrUQI79R3u1uCNaFNuj9l+vtSy+HHkim0XgGpKWSUy1zbXm0kVQtcLR6sLXd+L3QoUihLQZlPHz0o3pg65RTcqe/4w7g4YeBd79TRas8B0t6YmoWxHkz3Jfqxell0nW94hUr3TZ3fB6JtFEpXfi83rJ0QW0uDms9SMjOVfEMyoAno8Qmppali43gGcV0Ybf0oOOV762dZzAGl4Ph45fP4Ac/o4x2/TixuICZxSSafFa4ncYlzOUU23piU8oSWkud/XjVB74KITPFnR6sy5vNySKyyRi+9eIXVCabX3JVji6OBVli0oVJF5uVLoz0C0N+4fSgQZ2HQ0yiuxXoXiM5EmEuJKW8UsYCfqGi/Uf/gRZ7EHjlS0tuZUH1YlzoKeEjq+UXspZET0bGlgE5HDdSvwgKvvplHNNAmVgQrZZpyPliM0+/WIIfimQDXDTQLP11M0N/YxJWidWFLv72kB9vutwG1V4oSNwIwy1T8EIu0TuVl/0r5oTKhlxWShdSPIpgcAEWA/2CMhWXpMZsoCIDylojp7lR+fuRzC9M/eLo0S8yTt8ZpRFTYmf5pBKDc9J+lOW7VTigZ8/GYwVyhL4PNvZj7PWfgmYr0juJjtQYuloY+trcCKlWhEVfwZqtRu+k3uv/vFvBg4+2czlilRmUYn6cliNMkbgzsNhOJSucXyIF+AzaWmTa+UxZunV+IeTzC4Zf/URAStE/XIpZ8dhSL0S/DY4a6IKclE3SYra6hG0wz3CwKBqlYF67AQFLYgMYtbbJG+ipy8hkxT4M5fVvQsjRmgvqOj2wqWH0CSNwtWqcNlKahCGlB2HZVz1tpDOnf3eHDw882lSWNkRBQ6stAIkij1X4MNIPOPvLISdwfOdSNoDpdmp4z+UpfJfbqlXyDHJYKzO8X3LmMdIwvRHWq7cUym2ITev4zThZi/GhD32I/6wVLrzwwpozJU466SS+MOzkyueT95KwWOo8fVnTIMajGPzQK7F04aWYu+ytWULyOVLwu511TVBzOjRceHoIzQ0K75OSyfz/7Z1+HBi1Ea0ZQmUCJpVWLEpNXPmmITz6Yk1HRGoE7XrqqfSs9WvhyvuCXqVOSYuO9HwOYsRGzHijUDfaSA8q6RYnSr8jBkRcgtYHpSRcdlnuWdODyTycOoEOd/rp+oTMfNq4807qo8PAqG5hpVedueZsuM14B3rPi6rH0EirmjbWOQO8WrqYNvR+ASHmQlj2V38DRTwDL3kx76vED7MGdFErzzCiC8aUVfEMKjdqVydw8ulzeOGpeikVjz7Parj8s/+FGz/yL3ClA2VZJYWX5LRgVlxdH+XVYKNlCXO4ITqMHTVrwy8qnB23EbJkk/MLky5MulgzusgPMhfpF+yyy7gTi5bhcvyi1vVTiRxZKUBH5f1NiUnIVF5icDHzaOaTuit1+lXKL5wsgoY8w7dYN57gunHtlYmr1S907Xh1/LNYjvR96F9hufBUY72TekGrxuerVk9fji4eGW3Eq0QBtpLzsOX1Tn4hNeoYBnQxOafiqs8b6xeG4Nlvhe0r1hKmHCkDU78oK0fy1+mi0Fg6FJIxuNUl9Aq5dhD5oFkdi6oP7fIsD4wY2amL9k7EXa0lx7WpUfRgNDuwanV6J6014hc+TI4zPiRySmky1vcz8q+IX9Cn5FSLag70C4fgEUsDVIQlNECliue8+6HneN6JQbz6s6NwW1TOLw7Ne/Gl//TirW8VYK9R7xTy5MuS6kFfhUkRa80z9GTYtLzJg7PIOVyRD8Mmg6XnCWTQgjneLiOzGQ10C8oNOedwFbRhFRV0qmP4+l1eDI1ZjWmjmFdX6sPIyNw8GG1JsuRzp1Zvk1DApVOa4S2GMgGaJebnrTFzVS4aHGqkYsrYFBm/mxkUJXEWueNpYdQbqfEh/P2XN6DhnOcguvOMom/rrzh4nBo++uYpfPzGDiiKgGvfNcHP8enLJ3i0ivpVGYH6V81K7bw/pro4iW8f2oPL3vbxsgSX3xd7JWR6s3ClXwUOH9aDc489pk/KPPUUBpcaQKdQNDbzqKANhk5xKjtZtQBTU8Cf/wycey6wc2dlRyOmXKOLnG6J5izeeKPONCnrga7p8ssBllTQL4/DJqxwnxTKop+LL17hGoEZtJUMYamWNrIR3yOSLoS68Iz6uvPqxzPywQJBJANxLL78kvLbVMAzHFqUK5o8okolQGm6eOzAPGwWH25/YBYH2mx4ztlN2X2o5GpGbIMmGTvgjw1ZUn8sxy+40lVB+y91cXZdZcmRzS9qg0kXJl1kDXllCR3itKF+QX0NR1i37gAoR7OrCL5XIkco86xsgI76zYYWIYaWgOddWvY83BgrP8+r7vwiXzfeCH5BzvoRpZO36KgXv/jHL76JHWedBMFA79S4o7sFobyy7PwMJY8UrhtdjCcSEKydBs4bY72TXXxxunWWUEc5wvD4ARo+5zfULwyuhpdGd7JxyKsczFQJTDlSHqZ+UcovKKO1RZmEX8rrZ0okbBBcaRemjW1TWnLMgxm5A80TT0L66x8M7dRywagWzGSTVfSBokLNeidVonZoE/jCOwOch8sWATOsvVTfp8FjygJaxHkgUGqnzrIWhEUPdgp7eH/fsvzC4H7ahFm45QSXjnQNwyNi7XpnOks1E9yi1kUByq7FBvEMzm9zZ6frGVE7kZSLhgAaYRkfRsaBbPTqaw4uF9HGNe+I8nYZ174zxHUMI9ogXt2Rz6sr8GGQM55aXdDQ0aIbKgpK6s7h2nWMQh8gXyd5H5BzuEmkdiDsyBjuZiLdzmH3PXj6X/4HS8/9F8R2nFoUSVodFoISbn/QjVRe9n6mZckJW+LYtVWPqtBPZ0sKfR2FDJ4z5HRwjP+dPoBsteO1k8Po+cmXctpUHugjmrnwgx/oi69SJBJ6JOQ//kNfFLQvLRRSKLuFCd5cfjNla9UPBg5+eoiPPAL86lc6A9qxY0VuSLtENTtGWdeK0THia/SO8t9Phhaob87Wrbm/qbpvS1sYbfJ8toShmDayIA735JP6pKgytHHHg25c/4N2pNTKB5qVpY0jFDW3azTiGXVEvXlGBqpshfrkU2j98RdXxTOox2I+xcTiwPu+9Fd84KvH49DElUgqKhTFgDCOTsZRsSxZLarlF9SDqxK6WHdZcqzBpIsCHMt0QQZ/tziu61Eo1S/mWaPeY9GIb3CjeR5eMbRmcoQCdFRuTI5nnpdVxC9ELcUNbMuex8rrF1gDfrGCsObGa72ybWtARHNgXm4taTWwGn5xwV//G/bnX2Sod1KPQSNHN7XD6JamSluB1UAXBHuDA7aOxgJ5T9WbjlQQzZgtPLAsgz35JBI/+G+MqF3Z4dN5t1UjXTDcfBPwla9vxfDEu0v0i6QmY0zthCoUOpl8bBHN0uLRo3aYcuSokSM2LY4uObdOWZaHlYK7rVaiYQM7lRIyZtRGBAT/sseldRnR7BhnFNwRatI7KdOUkkG6W5PobU/qiU+ZTN48vZOGkvZKY3q7HgM7VfdvFNupbQW8ii1nl1B/+jhwFdkj/yHXRhfUWoMckdp40RD7DWIkjMGqRtGGXCbwouZFQG4u9DEYychlfBi8+4Nm5a0OeXuiwh0LDsFWa5Mgp2MQimnDoy2hJZ9XV+DD+NsDXnzhJx28DUXmQ4sWRzsms29KYSJGlXbEReeqeQatp1m1AUtCYVVRtVRhZvxuEig7TkX7G/8N897GvPRtBqcaQoOwtKpj3/mQG1d/pRt3fncfJ/z0oTkRveo5i/zv5Zh6KApc/4M78doXnIPe3lz6FvM2gF39VcxT1EQQ+GRFGoSwdVCDMrIHFrsTMzP9GBoSOGFTivviot7YOjN9kTP8iP6bep0sLelRkIEBoLlZrwp49rP1NUhlHBUJoCMRyxkV27cDr30t4PVWbFRMsHZEpZW3f+gh4CtfAb773Vxvz0zA6jnPQVW0saM/L7XP4wGuuirbDD0SE7FvxIYTB6OQJ0Y4AYzOnIC/H2jDhUyAzFZHG0ci6L7CmgMzKNNUtQqe4VBDaBTqMwCg3jwjny40jw/j7/0CUhbnKngGQygsYkmQ4PeomFuS+STfM3aeht0HnLj0whje9JJeWIioCnA0Mo4KZUmdsFp+EY0Cv/sd8PSnA93d2DBZcizCpAuTLkoSu1ihfmFUtpgP3WgmY1RZUznCjTJBQDRSyi8a2QJaG5IQrnpviX6xazCGyUPTiDg8mJnx10/3hF6W3CboffaKQY6/Sa0NrKAR7vpCf29CXfnFwOuvhLCS3lkU2dOvgtWFLhRNxJjQjVRRRVg0rOBnP/wR3vLC0w31zhn0Imxp4D3/6yVHzuqbxt5WFy4x0C+WNC+WuBNk5ZLfIx2mHDla5EiO01PmIrVBi1H5eKV7p3uN2lgC7eo4LDsGS+xUmt0yJehBvOKdXcoSvGKuKoCcvjGqVjDgNRXpnVrufih4OKG2QU2/jHy9s68zz49QZKdG4yL2DMvoGqS+LiOATcTYzAl4YsgBVRVAMbWnZpoQ9nqzc76y/IL8505gdlGGKDL0HP98+A804sILhZroopHNo02a3zT+jnZM5VoJchRdWLp1R75zuBIfxjRlWOe3OiyiDXq+Mc2GSUYD5GqhDeojXXSpyCFDG5ecyzDYi6p8GJOzzTh4sFCWbLfPosERytLGRNCDQ0IH3B4BS4vV8QxBU9CszsAi6zeQYFaMi0ZO8upwxLCooxqCgPiWXfynINOXaegVRuBgxFWMpwkWI5tlnu5hTnjuuUGcuHU/2ptykaO7Hnbjpt804evXjMLrKozMF5c2iIKAEwZ7IIsSIg8+BWmgGWIihmRHP6InnJXdjwb5XHcd8N0bGPb96afo334ynve8fh7koUVBC+y97wUuvVRv8TI9DczNAb/5Dbih/8EPAh/4AHDBBcDLXw60t+vKPm+NyjT41XnYpPqXwG44+L0tGN9bJmxFP8XvP1MzYDBpkk8RLf7MgDao8oIiYjSFOf890ju55pqi6ZMGzukMbdglQd+xt1fvi0OpfieckN2Ohra847pe3HHDU+i/5x4IfX247OIB7HiOAFEWV0cbRzAmWCfikruGxk85nkHDQwbY4Vwp1jJ0sd48I58ulFgSE62nI7irLRslroVnLM6q+P2vLZATPfjGB0fw0g8M4tILlvD2l2voaXsUOwcb+GTwfFDUdVptziqCx5os4eB0Qc3QKhv8s2p+YUAX9Luri4aBpOB6+J9I9G7jfSTXVZYcizDpwqQLgqahQZ2DVU6V6BdkNgdUNx/WtRy/KBd8r5ccKSiQNOAX1sgwhG7JUL/4328N4U9/vgO9O8J43vO21Y9faLouTj0fje59Vms0dPwd6fxiqb8Nfmm08LuMfsEHyBV+LjIFzWwGYl627+rpQihp2yGKAnYNdhvrnTtPgKr28I3rJUcuvAC4+rIgBpqeKNEvymaj1VzOtYlhypGjRo40YBECdIUtqLoxJXcZOPM0+JR5OKREyf7kXB1GP1xCGIPSCIStgxRhMeaBRXKEAoj90ihsedmsNDSevq9J7ywatEiBmHm5LXu+jByxIomGB/8KecACJGIFdiqd888PNuGKz3rw62+NQ/rHXRD6evGvz+vAqy5eALWTnw458Kqru3HJZWIRv2Bg0Ri+88EEt0deckEAz7rMj9Y+W810IeZlQ1NbBXJka0JeW451hpjOZi7P85ixjFzOh0FH4Q2ac58Y0cYY60JY8uuBaa0a2mDw2xO8pUihLdiStQV12mC8hy4eqcyH0XfPPUj2bMU5zz4HO4pkybsuEXH5S4GxaQsm5yz47m/8GKuRZ3i1ALrlqcLYan5VEe9LrKJJnUG0wmA8f3YVb2libZHJTS8Ag7gwB+H97weeeKKiw8QTwLU3/wO798eynzlsDFu6k9mFQov2wKiCg2OlUzozU3T/9x80cVP/zOVgePEFgxgbDUH72MfR9c2PYNsVz4W8MF3SvPoLXwBa20Vc8MZ/Q//TX8hbAvCMCQGg3uFvfztwzjlAKAT8/OfAl74EPP/5+tDE//kf6i8DPOMZ+iL6+9/1SBq/B5rwKI9hISDi1ru9SJYfqnzEgZpy98uj5UvjDGmD6uUWgCpog57tLbcAw8O5z2w2nfnk0wYNZBobM+irpyZx1x0q/mRAG0vjU1j8yOeBb3wDuOIK/drycP6pYfzqCwfR3a7oWvZpp/FbImFKfYZWQxsZULTt7rtzk3aPBGQym2pCdl8GKd34vRa6WEuekU8X2hXvQTBA1pu4Cp7B8M0vJfDOFx7GO18xi2/8TysSSQEvekYAoQjwkz/ejsVg7j4IM4sy/ueuTkyAQv3HgMgrQ1PEr7e+/1I4n7h/7flFpkzuDuAf/8gp8jTE4IwzgNTUAho/cjm6vvHhdZclRzK/WBVMujjm6cKlhdAnj0POH6aTposEs2BYGEBK0rMrq+UX9ZIjt/y9HWraEjTiF23veVVZ/aKrXcEFb/xw3fkFXevCoog//t1Y9+SB9mXLdqvoK1AjAijqtbsapEtW/TCoNlxYAHv/+7Hw+ERJK4U2bRIdUrr3fr3oAqVyhOsX528p0TvZ/AKCqgvh9MSDesoRI/2CD5Sdt+O3f28qKAXnz08t8/yOdJhy5KiQI24p105FL3sv1RvdagAD8qjuFDMAOWuzvM+ALmi5lpMjInUqFXIDvuOw16h3MkhaEk1sLvvdX+6y4R4DvVOaGIX3Y1dB/ObXS+zUJJPRcWo7fvAf0zi1axbipZdwO5UcnpYMv3AIeNvbBZxzjlDALy59bhxXv3IEN/68IWuPUICgJrqgtgpaHB4Esx9Naq1YpDY+G1FDQBm4agAuRAvaM9CAscLtcu+0Gh9G+zWvK0sbGWjpoEC1tEEhwx42kh02R9/94vZm/Pq+zizdOh0MZ5+aQHJ0D5aq8GGMnvIihCxNkGUhLUsY3vvmMJ57TgBLIQnf/HkL3vWFAVx4sa02m6Sop3Lewyz4q1mb4c5hWomV4hiwgo9wWG16pITSziuBIGBrdzsc9uVDTI/sewSqdk9JOTSVWv35n1787X5PNvKm96xR8ZXf34aHPvHfmLj80zj8ke9A8TcX7EvM9bjjKLBH44/d0OwuPUKTPgVFRc47D2hrA669VidyGgREi5RS9GkKPC0KAvmtKDJCQRcCMV8i7HsedeF9X+7GfOAoydzjUyRrHMNGtWlFtJEpv4kLxg3X6dmvFH3ct0/veVOYHMnQow3jofs13GZAG5/77d1Y/Phn9YlOH/kI4C8UCi6HhtOOi+nHdDjAbIXXtxrayODRR4EvfxkIbFxQtGJklR3BscoDaXCrwcKpuAZ0sVE8I58uFj78H0g1tKyaZ3zgHdO49/E70d6cwO/u9HEli3DZ1dvxjpf9C7b2FNIW8YyPfrUZS0cAXawlmNWO2JZdUD3G/dbqyy90OvjnP4H770cBXZDy88u7WrH7U7/ZEFlyJPKLtYRJF8cOXXCDqoyuwfvppg2sEn6RboTnUxfLT2Cvgxz54z/9uPWhNj6Yy4hfzLz9o0j+2ydK9AunXcNJ2xN8Kr3m9KwJv7hnt7HuuVJiJw1eacX0qgbiVYKCKd+rBGURDeAQ/JJespoPZrUiPHgy5v1bSoxQGXkB6FXSBdHDguaDArlAjpDO41JDSCRSJXqn4m/CYaEPSclRPznydAZZTeA11/SW6Bc0UO83j/bj2q95EAgUDtuh5+eTwkdNEvhKMOXI0SdHJJ0T10TD1D5iVm1EyuZeVu+kMv7DwgBU0VqT3mmRdOdes7TEr5P4xp332gz1zl/8vR2hT3+ljJ0qwOYQsGt7qsBOzfAL6uO6hAacd55Qwi/Gxhg6m1PcHnnh04OIqnZccbW9Jr2TqiYGcRA+KecV1CgQukGMxK5FsEUc1nsip535h1kPInLeHADuHA4W9SPGyrOIJC+CW04rSxu0DQXyEumgQNU2iQQetMhcJtHG7fc6cP8DebTBVLTHD+Dbf/hj5T4Mu6NEltgRx+ueMYS+9jjedm0vZhcteO87k9g74UZLi1ClTULBjBS8CBSspwXVl+1NnIFkJHNXwFHiPTsKQZOX1SBkjx1497sr3s1uZXj1cwdW3O79r9mFUFSCzVpYwkHR8C++b4z3s7nu5nacdnwUz39aEHaXHR/50PuRcviRsgpItVJZyPIgpkj9tai9S/7gSIrMvPKVelkwrS0a+EgREIrckBJG/z94UM+2L3Ym0LWcuTOKtqa1z6BYc6TT9H3aUm2JiNRoqog2aLL0IQxCyROi+f5A6nG0El7zGv0d0PYZCIzBLimGtOH3iLjxI6+GzSICVga0ti57fGKU0wsW3HeoAQ3Hi3C66kMbT3uaPjA0v+Rjs4KE2bA4uOoJ4B51CQPySGG0z4AuNoJnFNNFsrGTRu2ummf0uDSMDcmIREU4bRpecF4QwaiExw86EEtIPDqfD7qW/h0TUBrzmsoeg1DdPoy/+3MVb78afkEgZeR979Orgm++GTj+eH2N0jt869towu0WpKzYMFlyJPGLtYRJF4XPw6QLY7poVqfRI0/yIPxayZGPvieEYTTh5puFEn5hk3rRI++Hre0kw+apY2o75uV2zngWF+rIL0j30SJ48XkLuGDXQoHuSboMZUqH0yXTRiCHb7mMuc0KumaLoBgblG4P5t/1MSSk1oqcEbXSBZWfj4l9PKswX46cuS2I1z3jMJiXleidTJOWdZLUIkeec24YzbFJPDW0xVC/OOc8Cd8+USiSIwxWMXXMOH0Jphw58uQI8S8qfQ9o3qrSAMmBRkEPjxaASyhKW0yDWqtNyd2AR8jJET1ywzOJJTkzVI6GsOUCjrXonVam8yp+P5BxxbtFLImleud73hJBm62twE7V2xYI3LFGma0OKZfRP70A7N4/g3NObMOsrRtLchO/zhy/YGj0aVAmQrwHLNkjTzuXYU+sH/uHxJr0TgrOUg/9zcI76HoKKkp5Bm4hj6Xevluk4arkHNHdkPskJK88uyxtUGbxIWEw2yO6Jpskra6Uo41nnMvQ4tWq8mEQFhaBJ8ZzsoRscLp/0mOueOUsPC4VYU8nDs4KVdskzQ0a+tkQd/5nHjMFUfh6yps8SJnuThRWuFYC0/FbAWiYUOY3laWvB7zKAgakET27oopzVrIpbdPXQcprqfOUp6xbGabmJXzr5y142bPm8c/HPbjwEh98bXbITOAp9ORb8hUGfHirFkpRpyg7fU6E/cADevJh8TlOPz23H5VVEb7+dT2SEw4DV14JDA5mnKMaL1EkwWSzMnS1po4a2uhSR9EqL9TG5A12onwetYgpL7O54TbFUSi99CQGWVT588+njfufcOGtl83xAR2qxnBwzAqfW0WTLycoeLRUEZBMCTxqRhiKtOKPD7fhVTtWQRtFICZfAb/eFHRB74g7fVfJTyxQSiPyVR5zLXhGMV3sH7Vj3uFAWm+qjWecxiBrCQyyJE5/1UkU5sAfv36A99sLhCVcf+UYdg4WCkE6B/WQdjc7kJeQc0zJkrWmixJ+kfcdrcn5eeAXvwCe9Sy9+wj1RqNsKorIr6ssOYL5xZrCpIujny4yehQLl/saYdUJRj1TMyhoLMd4Nk85p2/x5tXKEd0BISEuuxENGPMLQWEYnxDQ7JEM9Ytg3AbmFrhZVE9+QU7freIQLJIKTxFdpJiEA9qW8tm2jPE2ZRrUI4df0JAeLQbJoPVYxtEdQ5ox531BGUo2IVE3utB1JJHfX0aOUKun5IUaRve2GeqdNDso/1rrIUcaRQWtsaihfkEgujnq+EUtMOXIESlHxrROLMhFQZy0vLAzY6dSQPVgDN3YKh6AvUyAg5xsJe0jGEOTMoMeeaJsaXrVeqfuL8zav0NaPxJOL6ILQp4cYXjZJSr6myKQxUI7lTCptvDWBb3sEISECpbmF+FoEr+67T6cfvyLkKKKhfTFZfkF+QiVSTz3hVTRAW6PBMQGPBkTceWVwqr1Ts5vNeK3xhW8m4VnkGO42Dm8MgSoYt78AAPaoHzzfCdzVbRBOosagyWdqWxMGwx7Hhfwb5eJ6G0VKvZhkEM6FLeWlSUXnB7m++xTWU02CQ0qpB7H+ferwFKwnmh9DrBDfOBetTAdvyuAFsPu3bshyzIsFgvsdjv/v0IaxRrCJiS503ejoj6NXhXv+ddHcMvf/gyGq7DzmXb42gWMjeo9sU47Dfj0p3MLMZEAPvUpfdIp9dSiCAil5L/hDbneK0bIv79Mxhg5Aqj5dQad3Dm6eaZb1o82GBxivG73RVHYsOYCk+rbwYWMgG3iULaMI582BOE9uPSZS1wBHxqz4cK3b8f5p4Xx408fQsaGjCUEvPlT/ZhbknmPHGKcDe02vOGNeuR0NbSxGbFRPGOjUY4uDhJdvG07TjpNxqc/UzvPsGgJbMEBOKVE9hgUiCCQoL785XqPr3yQsD+o9heWJW0QjlW6IGP89a/XDe4nnwSe+UzdkUNO3/WWJZsRJl2YdLH2dMHQpY6gpUyQeU71Y1TqN+6Bzod2qXwwzlohn097fYIhvzg8LuPyt2/DM08PGuoXw0s+XL8G/IJKKS1ljFpqQJai6qoyTl+fOs8H1Rwq1x5jE/ILclSTo9soe4uy/A5qA/pA2uLWEGyoJiO0Uni9DP/6LxP4+20/whPCu0r1zlPD+Non5qHJYn3kCDkOLAx26tVroF/wUmXNDlWUDBIlEhDF9R3uZsoRU47UQhcpGPOvNnUCHXJuKFaxU5f4HvG/atVq3beRa+cSIpuVWrHUAt5LOwFZ1O+FMQEpwcbvJ1/v3PMEwxvPH0ZrawAHRgvtVMrQTMKGgOLE6z/Zj1AQ3E51OzX0d1rx1atfxFvCzJZZznYhme1pzu0RBfDUqnfy3uoJCGnewfktK+W360Ib6QxcmxbPqgUZnpfiTsjVnFdvSakVMeJ82lgt7GoYW4RD2SFxRrTx6P0pHH4iicWLyPGLinwYP7v+MMbtW+DrdKRliT7pjvwkmfeW6YNMdJVZH/W2Sagqh9pv1GLWmo7fChdHJBJBMpnE9u3bIfAo9Bq1R05H2qwojZyv0ekQjIhIpkQ0+3OKI00jfNpJNrzoGc9EW8shjDp3QIOFK040nZB+5xMcrd+eHn2YAhE4ZXPxbDvRWMnK74tWTLgFf1PvGDFWMCzimKWNZa8DmFJaMCUZTGZdxTGp+XgynoIlPX2ZPsunjZ62A/A4daOmpy2Jb35wBL1tOUFIID/01p4EnnFqCDarhoQq8Smlq6aNTYxiuhCpPCgzsZYECVtlBDctlK1sffhEtTwjny7aWhk+8EEBLe16E/xaeYYMBQ7R2PlQji5I2CdFfVjRZsBm4RdrgQy/oAyr/PZYNPWYSqqozInK2zIltusuSzYxTLow6WKt6cIlRsvqUWSg5Jfb5oP00V7tEB+QslZypMGncT5NJbeG/IIx9LbE8c0PTmOgPVaiX/R1Keg/uf66J8lYuxareRqKA1QpVT+n73rwCzJXyzu6BaRE3XguLgeuVxJDhi7GY04wav2efl9EF8/exfD2859hqHfam90YlQey7bPqIUcom69T1gePFt8bOS6GhC3QBLnEcT4oHtqQ9h6mHDHlSDX2CGXvl3PiGdnd2d7YUPgAMkkspXHahhyWCdjK+DaS2e0mlDbMSJSeWRvjsKkRDAqHkIwqCKdkLkcyx86XI60NKk5xRvkaLm+nMm6n9rdGuZ2qpvkFOX3J0a1nMJc+i3xoTECc6R6+WnihUw1iUBzO9tGnjFcjfrtePCOTgZvP8wpaSebJyGrEz5zagFGxN9fqsIg2MoeOMjtYjc4fG2k1YqpAxyimjeedE8VZrYeq8mHIVgEJWLltyWWJQM9pGt3SZJaKo5oNB9kWfVBuEVZ8lYwqW1MQ03oDX08QEWdF62kVMB2/K4BS30866aSCVPhYLAapzkpw9nxMQ5c2ghapxvL/GnDdzR14csiON7x4HqMzVlzxyhl8+nvteOyAA7fdmIAqi9mG0tSn5MILS49BKezveIf+f0pl/9vfgMOH9V4rjY2F21Ikfu9eYHZWn6abcQSU3C8vH6NSdvXoo430pGfqSFYvxAQnWHH2wSpBfXCmD0p460v8hrThsOWu325juPTC0o71lDXxqXfowmMhKOLLv53DyMJOvPa1q6CNTYxydBEkDQK6sjPNlZ1VgDF0qiNoq7VNyBrzjAxdcL1AtuCCCwQwcTU8g+HxR+dx7/R+vOyibXA79fm2y917piyVlKdjUZZsBIhfDA0BL34xMDOj90H73veAAweAG2/U5UcG6ypLNjFMujDpYk3pIl2GX6uuIUCDW8xNgF8LOfL6Fy/gvmkLXv4qY35BzrQB2zBOuzBZch3Uyuf1b7MhKosI1Zlf5Dv+jMtw5ZoN01pxtPMLUhk+/r1ePDTciBcVyZHJA37cduOMod45orgwm1cWvFo5IqSDJeUy0MhhxntPFhGPjVxeRWW664GjnS4Ipn5RP7qYERy5NjWGtqmBUxcCDitd3EG3QzpgGNzgvVu1foQlf8HaIN9GjzqMBjlnI0YF16psVjsSPBnkkzd3cTnyuhcv4H4DOeLMmz+Rb6dmEnEsLAmXFMdnLh/nQa+lkID//N0ePLJvLz71rssQbhwseE46v2CYm9Hwr2cp0Dw6v6A+87PUZ75GOBDP9vfNZI2y5coT1phnOIVYAf9LMBsUqTBDfDkZWQ7UuiK/1WExbfAEM57I1llbUICcpyxVoGMY0cbPvqVknb6V+jBGAx787g4RwxlZ0gB4xHA2wBtPCPjnHhcenLPjnHOFqm0S6pdMwQyig2zWt9qHsNxQ0BZD1pIQagwqm47fCiCu4cIrORdUNIjBdc1wJefNYlDCw3udODBi45zwlc9ZRHuTgoWEC/99ex96t0mc5qhBOilIO3bomVqZRXrokJ7l1dCg/00TK084obR5NYGqCP7wB8Bu18uA//d/9cmYtG/mePRjY3H0sWFe2n200YZFo3s7DKcUx2bGi1/EICwmMHnQUkIb1PPmR7c+gbNP2A6GBJp8bjy6z4tTdkTR05bLEN5zyI4mv4LWBgVJTcD4wgxOOEFdFW0QLW5m585ydEHKDlbpoOd8QiI+sb7lhJXwjHy6CKkiov4ePHlArJ1nUM/B2Dx+8d9fQaOnBb1tJ+K//9yCz75rHM0NuuLJh85TNk8eXVBJEpVJqdLqypKOVFmyESCHbzCoywgaokPv5TnP0TP3aG3TZFvqibXesuRI5hdHA0y62Di6oL7o1AvOLhlXS1CWUmqDTIGMHLnvKQ8Oj4pl+AWDKzEBd2MKj+7zlegXTx5yYNbngr9JqC+/AINfDJZ1/PEBrUL/MgNamaHzZFPzCzIokVo2kFo8VTyToJEpc131JUDAs17kwEkRoUCOXPwcYLQxUlbvbNpqga1TqJscueJd1F8CZfWLap/fesCUI6Z+USldJJgVmkFvcnIo9bFDcEtRw5Y8IdHHe//KwkzZ3r4RkTyhQkkAkVrB1M23QXwn3ROc5MjYkgt37O3CcIkcYfjlH/6OS3e5ICFWYKd2tioYVrrhQwDK4TAW/QJaG6k6QMPk/DQuOvN0iBY7EmLhcyJ+cevvGTptc9jrY/jE//bi2ndNIOJ183ZJXI5oteudtP+i6sWI0Kv3uN0AnkHO2MzzzVwTVeoWXSl8y8jISmFEG2HBA0Y9gKsFY2hUptElTa5AGwxaSsV3bnkSZ++qwIfhUyD6PBhGN5YCQlqW6ApDflA9SfLpD01QnIDXV71NQoFDh5hrZ6hCQlTKW098bkAI/cJI1jlcLY5ua+OIxfo4cxQVmA8w9LQl8LSTI3jHy2fxlatHeWnDc84O4WNvncTdj/kwE7BhZETAl7+sK1MUQaO+ORkkk8C11wK33KL/7fHokZCLLtL/XwzK4qCFQErZnj36lEOKoNFxaEHcfjvw2c8CciICr6SXZxxtcLIoZ3T1ujc+lbSOy5kmKAcDDMc1z+HFp47icgPauOdRF6bmFOwbkfHWz/wDj+4L4+M3duD2B3IvPZ4U8LZre/GdW6hmD/B5JVxxxSvxrGfZV0Ub9Pcxi3RZDBmm641KeEY+XVz52Tvw5IEAbrxRWBXPaHNE8P2P/T80em2446FRhKMSogkRiTRd/OZ2H9752V4kkrkFFYcNKaloCI2JNQHnF0HdgXvyyXoPq6uv1svkzj4beOtbgd27c1PV11uWHNP8YgNh0sXGg7KzyIg3YoM0yXxE6cS8WGbaTLq/b71lTb4cOXmXgme91If3l+UXDB/67B/L6heXX9uNX/5aWnd+EYUTSrkyXKahTRnnlXtHDBhDszKFLlE3mIsRUN0YwmBhawPG4FRDGBSoJ7BWF7qYW7KgtV0skiMM556Zwr+9ZcZQ7/zYjZ34vwd8dZQjDIm4hlSSGeoXuhPEYvD8JtElTq36OZgohClH1g/k1PXVaJvqbR6IFy+/Mw+kcHdfjTYr9U9X5tDOprJy5LSTFFzySiuuvlookCOPPaKCzY9haEQssVMpmzIk+RFIOnHFdV34zq90O7XRJ+BzV1yA176wG41ezZBfXHV5DAJ+itsfHOb2SCQuIZEUa9M7097A/OrmENxQy/WPX2NQxnePNsyTizKXN6U2Y5pn4K7ODqUAGjkz1xINYoBfWznaOOdshg+9YQrDj4cxNV+hD+NXzQjAC6fPgte8RuCyhGbL0OwErxjO9S6W/HjDu1y16RhpfSvvT55Br9e35uBBuMA5XC1Mx+9mAl9Ixa947bAUEvHC99yK390VzfYxycwFI4KamLXgg59v4lGzhx/Wy6W2bwe+9jU9YpK+ZMRiwP/7f8Cll+qTd6mXFgWRykU0KOJODa5p4Vx8sT7Yh4z/u+/Wv6cJvBR136x9fVcN/o7r1+KBjDcqvyGGUy+EQsB7rwJ2/yMMq6ga0sbln+vDzsHz8c/HumGRL8fZu7z449cO8MzPbI+emIj3/b8ZvOXSOUzNy0iqlDlOvV4L+71WSxtHqi9PV3aEVWdwUbZ4rdG+teYZ+XTBpPdg166O1fMMiYbHCXjLpefijS9pwo8+fQi3/O1+/ORP+/j3ToeGRq9eImVi/cH5xXuBu+7S/87vo0jvhEpoSdnZKFli0sXGwKSLzQ2FSViUmnKLrLjSQo3ybGFLnWVNvhyJw46k7IKYVvgK+EUjw+4HVbjlNxnqFzNhF175/+Q14BcZXdzYqM303SsHkWlolpbqNqhmPUCGcos4D4toPFQ6CA9SBv3y/ViCcxVGaD5mAza86Kqt+L+/2wrkiJ6FeJi/42K988wT/PjOlyJ49nOlusmR6z6p4N6/3oLf//mhEv0iU4Y8KXaWDLhrleZ5ya8pb+oLU47UH9U6XdPtXDmdU09vI4Q1B4ZZn94vvmhn4omZpDZyuFKmbYQyGWtEs7iASETLyhFyOJMIKdE7Py/ilMFzDe1U3i6OaYjFhQI7Vc3wi7SMLK5yIH7hdTO8+dJzuD1y0yfH8Iv7+vCXe1w16p16lmqHWDRMb4MYCc2OaZICBT6YgOCHRhm46Wui9lG92mHeC7oaX8Wo0olFsbkggzWfNvhHdbCTi23VAtpgKpSFEN79+e6qfBhz8yI0Te/tS5cvMwXN0mJB5W1M9sLlFXHRRUJ1Nglj8Cuz6JZyPZWpanWYlVYV8aezisdjOn43Ecih081G1m0ogNPO8LxzX4Udff4skd/9iBtf+nErUore6PqnX5/jStRttwGf/KSerk7Ge2ZCIeHWW4GbbgKmpoA3vQl44omVz00Lp68PaG/X/3/cccDAgP4dRequuILBYjlylOaKQcPqlAA6hPplBZBgWpIajSdy1wgqeTvnbGCwRzGmjfYk/vqt/YjERPzqNj9++MkRtDSoaGtS9Mmmafzo1iZce1M7RqaseNqbtuL3Tw6WKgVV04bev+1IQ4pJGFZ6EJHS9YM1wsUi8EuhDdEJVuQZeXRxy21+fPljgdXxjPQEBZ4bIAInbLFhoFPgzubzT9uBM47v499TtvF1V0zwXkyZ3Ui5NLE+IH5Ba5PWbeb5P/II8OMf62VxtJa/9S1skCw5MvnF0QCTLjYYaaNKKJtktLwQIaeeZw2qrorlCMGQX8SBO+9gZfWLn9zagBtutmJqSqgrv3DICs/kcYpxw4wlcvzNiun+NMXI1HJuQEXOqlHDeybneL3oI2l145Rz7Ojry2XWEl384icJeBBCr4He6fMLkFoaYLWJdZMj1NvyJWd04MydvSX6Ba2mebFZz3w2PbzrAlOO1B8L5HwrxjLBLmrzMqU0owej6BbGDbcJMo/eCzd/XTAGqxZDLxvOJqtQa6FAHWxWkiPPPffV8HdtwYTQxa+8QI60Mfz460uIxKQSO5XWMvlaKLD5pz8ha6ee96atuP8Jl94eRnVjBMQDSoOi5Ow7YdDK7RGar9N7ghsDg0JNeidleXZKM7CIuaGalP+7meFiITRJS1Ul6FGVxILUkuvrbEAbmSok3i6kWmRlb6GOkbEFM7ShqrX5MF75Vm+FskSo2iahAES7OJvt8ZxZT3HJleck19CgzKJVnMNqYPb43UTwsiCfnLxeuoTDxvCJt+sp6hkMT1jx4FMupFQRIdEPV08TntmsZ2d1d+uRc0J+gsgLXgCcdZZeJtXfXzo4YSXQcajvY+b/mR4m7UJR9OsoQZs4wxvS12sCskZMrc40Q6Usb38bw3amlNCGogpwyPoE1JaGFE7eHsNgd4JHSQnklMvc22teMI9nnRVEgzcGn+/zcDZcAwilky4rpo0jGDHNAVVuqquDfr2xHM/Ip4vmBgXtg054exqzdFELzyBh2KTOoFFaKvxcAE7d4cj+v3hNzKt+TApddbtvExXwi7cXfjYxATz1lK5kUYYETVgnZ++6yhITGwqTLjYQvAw/WNZIJ0P+sNYDzajp6Ro49crJkTnVUZZfNPlVvGDbcFn9gvjFlnOFuvMLtxpEa5nBqRRonxHbodFgr2Kkh650sVFYxY3r9Vo10o5qynIu93VJLWI6Q6lYNq8GNrtgIEcYntwj8DYQDhklemdUtUHjqXt1kiNp59dpx5XRL4pPlt3HxFrBlCP1B+8dW0TDdjWMDhi3eokyB2bkTvjZU7BL5Xib8SpoYIvwS+Fsxjz1lV/dgmFZOfLxt4Wxh3UjwfmxkCdHGBrERezqGcdpzQpO3h4tkCMJ2BDRnGiWF/GGFybw3LMXuZ3a5P8MmnyXcvfYDFqQLG4XR85KNYoujOduQQC2btGvqmp5mXW26/dEz2ZKacKiWKUwqysK5QC/wqIgcQ23yYOmxbHmfNogJLlzuLmmOTi86kKdgkeOQkzrGHOqPxsU0GmDQVUAyUa2arIiH8YzzwxB8/jQ0y/lZEmZ4G6xJKjWJlluG4kp6JYmeRX2amA6fjcLNiBDoJjA6O9/ff4CXnXxIgRJxBTr5FNr3W6BD+ChS/zLX/SJt09/em4fUq7oh7K5rrlG//9qr4UyYinb4mg03rnaWCenb0yzYpR16yUYdQRFIFvUKTjlWAltWKiheRo+t4ZTd8T4tdx4yxPwuV149XP7s/s0+1X+Q1G16z/xJtiaiibIVoCjhQYyuaurO0j5iPxG84x8unA4BbQf1wBFlPHXPws18wwLS6BLmspOTF3uWjKgjJwpoQPKBvXHOhZhRBfPf75eNpvvV6Jy2vWWJSY2DiZdbCQYOoXJsnrUkuZFWC6cvJ7blcGjLqJR0JPZErQAAQAASURBVEse642MA2BR9WBS0EvmS/gFY3C7GHZuj/OsomL9guDzAVub6swvKpGxy/CYBrbAy2SPJD6kG8yTsMqlDh0y1ufUBiwKTQWfi0zhsrlebUAyPmf+2NLPjt7DS58TwrufPQa7tVTvjKkWfP8v3dA8Un3kCHfqxNAOvSKv+B2mNAljageSst6Kovj52Qyen4nVw5Qj64M2zMAtxWru71uea+oBRN1mtWGU9eSyPquEoKloUqfhlvMqUdIeVyFPjlglDd1sAnYxCYcbJXbqec8+F/NSC7wsgmZ/Mmun/uhTL0JbkyVzUEP52Iy57IyevCTTmp4b8dE2bRIWSckGZKelrtKhbozBolJf4bVHM+YhpCdbUo/ZCaUNMco8zbuWakH3Na51glHfvjLB5WwVUo036dLC6JSns1nIlD08nbYFqb0k0cbznqOiS5iETUhV7MPweBU8FGvNyRJ6F1oCnWwcUto2pXNNKq0IGVT01ms98WdVB/vfdPzWEalUEmNjB+Hx+NHU1M4JrRiMMSwuzvKpkc3N7ZkP4VDDaBHmsdHQe3YyJDWKzJQyvc7O8uUL1LuEMrnqgbXKNNlw2nD7MNhYLquCYXZxkdNGe7NBGY4BZlgLwtTbt84Py6MF0CVPFZRxZGijHI4b6ILdakwcVHYx2OdGQD5ys11XiwU0wr8qnqGi2+9B6ybLhC9HF3pfLKF2npHOoqF+i9UhLRqPYAZSsyzZRMjv82uE9ZIlRxNMujDpohq6KDSqivWL8vyRKi26Bd1oXitQgI4ycTJ9Y/N78OnXoKJZnYFFVkr0C72qw4eA4Ksvv0iXnjZhOV1cOGJ010r5RXz+MCThIKTmQuduJgNrXOgp6O+4FkkMIdWJORSdnzH0SWNwi8bOqAWtAd4eHywW44uohS7aMA1fXgZa4fn8WJBbS27arYXQKc9smve+Ekw5YsoRQ7pQknhq9BD8Hg/am5oK+IVLiKJDHYVdTmJmYaHATtWDeF4sCCvbrVOsTW93V+NicWkh9MiTBbYpM9I7NeLDpbw4J0d0+yR/X5eD4bh+OzTGMKM0IiK5l+XxdN8RzY4ZlGn7U6Gt3S7NFTo/DXwv5CBuFajEfzvWGg4pV5Ec0lyYlduRUhSMHd7HZUmH38ed39X4MIhXB2Vq7yEUVCQ1CEvZ+45rVoxrHSXO4YqQDtiWxHHpn/Q5iS7cYhgd0oxhi4rlfBh24hmubB8OtLGpggBvVHPow++WM3qWCWY0qjOwybq+lQmKzwktpTdTBxlz7HphKgQRcjQaRTweRzgcRnKZMY3z81N44IHb8Kc//RSxWITvm0jEEIkEEY2G+GIgTEwcwh13/Logu7Jf0JtkbwbFgSI802oL1PzpvWns2qVnbGVAt0R9tFIp4P779SmGNQSDjgnaePD+v+G2P94MIT7P940lEghGIghFo1naODQxgV/fcUcVV1FmWsVqUIaBroQLTvPj7F25qCDd0siUhU9C/vN9fjy413NM0EY5ulCk0gng1fCMO2//FfqEkbJG0GZFTTyDemhpCpq0GdBM00pBUVfqQ5YSCjNyjhVZciTBlCU6TLow6WJt6CKOcNRYv1hZDhsbzfUG1zLKnMSjBdPBZ1aiX1C7BcoaG5+11l337GLjZR1/pBvTdHMj3fhI5hdjE4fxmztuNz4faYPlpqLV657oGtCFRH4/w7SDhc80L3dqQai7HFnOcW+oFW9wFVbuMkz9Ih+mflEFXTANHmUBkYVR3PbAA/jpn/6ESCyWtVNngilEohG0SbOQoJbYqSkmY1ToRUq0GbSPiMAvBHMfrcZmLbJNdX2/pSp9n+TICcc3w81CaFMnILOUbqemBPztfjce2uNAQrNiQurW+3gXnd+tBgruZ4J1IEYO4hrvSSiqKJjRWgzn4NSWBLM62si1+BEKZEljbB+XkfFk5T6MkhYITEOvMAaHmMh+NsnaCp3Dld8Ib7HUgIXsR4a0wZYfG1fWh5ES8ECRLKEBhwXOen5TqAkOLYJeeRKyoOX0G76ecsNUyTncoM1DSm+zGpgZvxVg9+7dkCQJkUgELS0tsNsdhsyTFtHMzBgsFhss6VSmxx+/F+Pjh2C12nDBBZfA4XBhcHAnhoaezN8TorB5JsEuqV7ey6cY+dcXj+sTM6NRvZTqQx8Cfv1roKtLb2RdM4ixKktwSqVDNY502liYOoh2ewwOq87U7338cRwaH4fNasUlF1wAl8OBnYODeHJoaAPuJHuhfFqnj1XXty2fNqJxAYcnY4gn/Hj5B7fiK9eM4xu/7kZ7jwXv3oljAmvBM4YPPrap+EQ5kMCdVZugydKqeEYnGyvbZ7Ec5tUGTMnU21c4RmXJkYF1kSVHEEy60GHSRX3ogozjg7v/D09OPgSnTS7RLyhLaR6NGysjlEakpLzJjsWBvzwDrVi/ODgRx96EgKs/JNSdXywnYymrbdZAN87PFvYi5xQ4EviFxyrj7IFm3HbYYujonlMbwfIrtch4Zhoa1TnI6Wzs1YOcy3mNFWtoDbHWcsTQeZx2ODQumyG+fjDliA5TjlRHF3Y1ikFpBONCEmMzM7BZLFl+8c/HnsA9Yyk4LRLeetEJcBvYqbQ0NIP1S3yijye1xes0qFThA0czoFkehvo+0+BVl7LtE7LXQ3xCs+CgsAWu+DyU2UOYTtup3/rQCL736yYMdCXxie2zhg5qixbHgDgMi5DrscqHsK3CkZ2frzyrNWJebivtH05DvdRZxOvUVmc52nDY7Zw26NKoPcOc1sRTRDOyxGqxwmYh16FSsQ/DOPBW6vdazbPsYBNolpayu5fQRppXN+U5hyvxYbzsg1vxsQ/E8bPfSujqLpUldG9JJmNWo77ENTr/KcieRwecKorWk09bQHdRpnutMB2/FaC9vR2JRAIul0tfGA4HDhwoLbcWRREnnngu///09Bi6ugbR2NgGQRAhyzIkSeaLZ2JiGJOTwzzq7nKV9gPZaGiZRPBlFiBF03/5S+DSS3Ul64QT9AjrMnNCKoJTDWGLNFyXqMZmo40zTjwVbdIcxqanMdjVhbbGRoiCwGlDliROG8MTExienORRNK8rr6dOETIlJmHBuBRlNaDBJM1yjoFWi1hCwye/8yt85M0vw9evGcFpu5L46IkChDLleEcj1oZnHEYkcgKcnjLG8iYBCdxpbhwLq+IZNHG3WhrUedfaZietBseaLKkEayVLjiSYdFEKky5qp4sd7U04tVnBgtxZol8cnJjGY5EWWD1lspTKGM31xILqx7jUW7a/MA8+5xn4xfrFp757C17+puNwzTXWdeUX2UnrBtdNTolBDMEp5TKYNju/kEWRT1Qfm9ljqHeS05cngRTdb6M6ix55oi5GKOmyC6oXScoWLPrCpQUNh+RleoUGoLf6qAu/SGcnUkm70fnIuA+m+17mfYM+Nlw2Q3y9YcqRUphyZGW6IAcc/xFFnHviifyzrJ3a1IhueGCTBUM71e10Y1H1FQaHsmDcls+0RQhrDkRR/ZyXDDq0cbRIuWQQDZKhvu9SQxiQRwyrBXnOpyAhkgA+l2ennnVCBGfvikCWKeOfmIYBjy+6nyXVg5igD4GsGlzOJeFDIPuRfj+loMpHam9xcA0qC4xoY+bAAf4d9eQNyQ16K6asLGGYnhlDc09zRT4MI169FpCK7MVS2mBc1vkr4NX5PoyPvT+KvpP8+OjJdJ96RQj1gXcIuWDGiNpdW6ayAWi4H+lHmiQV0soymcrVQmD0pkxUBYqM3H33NJqbBws+V5QUkskEZNkCVVXhcJQyOHrcS0tz3FBvaemCzWqDSwlgi3QIFoMBRhsB6m0zKvUvS8SKokfYKShIE1frBY+yiG3S0JooUftnZ9F74YWw2e3YCNqwxaZxnG0MmqrASc3HDGhjbmmJM8wuisou82CpJOQpbXvpxNHVgjFs0fZx5lgrUgoQjjLYbSKsVmBaacKk3AMYlK9sFszO7seFF/bCbrdtWp6BwBjOaU/Cbd+8HjGSJtNqs6FRXxXPYAz92kHeQ6kaUJuHsg6Fo5QusrLEtnZ8bS2xVrJkLWHSxdrDpIva+UW7JcYD6IWJQ7p+sRCOI9ByPiS7caDIp8xhQNKN5rVyZi3Hp6mkcVA7UNaZlkiJOBTyY9HZC6u9tgFByzn+BoVDvMehkePvsNqTNYSLIWsJ7MQeWAwmbq+17lmzHGEadmh7EAtOGuqd40obpqSukgy0NnUc3fJ0Xa59QfFgWNxSkuFkV8LYLu7n5a/FjzupSdhbpP+ull+QMb8d+2AVlZLz0YC7/epgyTwNotUd7Cm4aqxQ3LR0YeoXx5R+Qb1Wd4j7oaoKEskkLLKs0wVlBjMZU2orLEIKHdIsd6Dl26khqQ0j4oC+Lgr4BLWPWMKAdJj7NpKajD1sB5TidhCVIs8mIH6cYhJGtG4EpKaS4y3nR0hpInfUUcsGa3KJ26kOm+4Go+OSe21SacE0ZYsW2aw2NYrjxacgCYz3JN+PbfqQuhruR5dz++HLGxI3rrbrfWKL+G27OoYueWbdfBjTd9+NgaZmzvO4vEvzjFQyAZeQRD/bjwanXJEPw9BXUUQbGefwEAb0dj/VwsBeLNYxquHVqTwfxpTUrfd1T4OC0tvYXjjFRPa97dW2IiLV4Njm2dwq2rUJvrboePOKD8PiYG498baHKfSwkWWHxlZDG5vXg3AEgoQo/ZQDLYpgcIFnZjU06E2bM07fTG+PjUSGmYbYylmkFPmgCe11PTkYnIjgqAOVGIgimuwCbLIFgkHzcN4KIhjkEbJmvx/ReJw3SaeyC5fdbjiUQzUYtrEZQFUgDV5Bz0hUWjd16f2RwjOa7QJO8AlIJRUsBKP8adIABiO62Kz8o2KekS7JsSJZ1blVJiLCas8mOFJlid/fzPs2MqYhFArw4QubiS7WXZYcxaiFLmgAINEG6RyU6XekwKSLGuiCDAlZg11dMNQvPC4XJE8vFlIC1GSCB418viaezZOBFak1dfquDAabmBsuYzQkNeLvgbXOF0hO363iQVgNymnJGTCk9SMq1z6UaDPyC6KXhUAAbW5d7wyEw5gPBDideJzOsuXWDsTqdo0qZMM2D5TBZeT05ZcBAYpoKdhntfyCepeS09749QpQhMLzHWtyJBRa5PKDPjP1i6MEGbtbi3AfJzl86SeDecWLcXRjUBxKt2sotFOpD/BMKICUT4HFUliJ6FMX0S+NZKt39XYQtTlJSy4bwGGtB0Gp0bAtgosZJy5RAIcwKI9w75dgp30Lcx8p2DUrdxTarNnnFIaQHmStkpSs0embuQubmMo6D6lPcmQV2dBrDeIXLiSwTRyF1aDHfbEPg3pDL4VC0EQ7FIcF4UgQoijxFnX+Itogu/EgG9Sdw9WCMVjUOGxCosgWdKzKh+H3CEgwGTGt8DjUI5h0hHqJgm5tBC0S8Vb9b5UylfOCKETPA+xQXatKjhwr4AgAEf7U1AgeeuhOXpataSqPktAPNb6m33/968+xd+/D2X1kKGWVm/VGRrldkps3RMFpUybQKR05k3GrATWRV+cexV0PP4TDk5NQNY1PyaQfog36/fO//hUP793Lv/vVbbfhkX378IPf/Y5/ty7gDrcELKjf+ZLUWL3K3m3HEirlGUN7H4DAkvjjPfdg/8gIfnTrrTyyuplAitBBbWDVJS8SL5k9yIfYVQpSxYa1Hp13HWOyhL77xz/+F2NjQ7j55uugKJU7zE0c3XRx99234re/vRkjI/uhZaweE0cvXTx8J9Txe9EuTkFRS/WL25+cxBDrw11//18+pOXJJ+9HKrV+/EI3ygTEUHvGUkqw6pOz66xTWJAqa9AxJuhDYspO/aL+vpQBxI4YfsFock0yjF//359yeuftt+P2Bx/E7Q88AIXJiMJR2rNTO4RGKbiB96RPUM+23ajHARmDTYsZDmnTz2eDAkupw0FLcAf10S5H/vKX/8HvfvcD/Pa330c8XtoKw8SRixZ1ivcOzdDFyNQU7nxIt1OTTEKMiUgolJVZaqd+4jvfwR33/R233/5rvm8+KHEjvy1CSHXVvmZLkkHK8WOGbu0wOmRjP8Kc2sCzWMkxWI6Vl7NZW5Qp9Mlj9UlhSssLCjZlhnnt10orCjIZoTasffugYlAGLj3x3KUwzE4fxj8fuQ8jUyv7MP50zz1cltxy9wMIBJfw5z//jOscVGmQTxvlAnmVgvoubxUOZPtIc1tQJVtQT66slVerTLdn+eC+vONwOZGW87wPskaawzLB1WXB4BD0zOFyIEezQ4zXVd0xM37rCIqI3nffX6EoClwuD5+iu2fPAzw6etZZz0Zzcwd27jxjXRXtakDKbVLITRFcbzjFWHaC89GGeHgWd95/L6cNyqagSOkDe/Zw2nj2WWeho7kZZ+zciWQqxR167c3NOGX7dt4vJz8bJ9ff1wFW9PlqQYNJeI+6vCmbJjaYZzS1Y+fxZ0COj2J2cQk+t5vTCtHPZsu6IP6REFffekRk6orCsBQCEhvIuzZSllC7BxrUs3v3PWhsbOH70DAfE0cfqqULt9uH7dtPwYEDj2Fg4Hie3WniaKaLFE50NGLfYRjqFxNxEQuBRYiShH37HsGWLbuwsDCNjo6+bLaUdQ2NTJ6ppXRjsVxyATfwUxAN2p5lMnkSbPP1uHepQT70h/rwHSn84umnn4ezmyNgJ2xHUtH1zp62NswtLuKU43fhoNavl68WvCfGp7DXQ8xmJsbHmIGsYhrsWswwNYkG7B0W+/Us4TqhUaEemhOG34U0J4YwCFW0lrSG2CochE0o7UF8tMkRqiKanR3netZm0ztNrA52kENMt7sXgiH89b77snZqPLIXf3nqLuzGNF50zskldqrb6UFSE7Fnz4N41rNeBoEyeg3W+YzahHGpp+Y1S849sk1XGhInUF9wgfwIxt+nyOUoOQy7pdJ1kgOWtjGCS4xmnxPF0KOavebUSbsWwRZhKDskjmaTJMVS+4Xkca82XHXLu3o4fQ9gC1JSOkDLGELBRTx83x/hZos8q3clH4bX7UZf/y786tEJzC7Mort7CwKBeUQiAeS3Sl+tP4PcrvaCCiGh5FmSb6NaXq1RcCG/LQlj8Cnz6JPGsnKeht/tZ1tqzlSmthEZ53+mzUh0FZnKlcJ0/NYRkUiIEx2lxBORLy3N8zIZWhiybOWR0+npcZ6RRf+npthrqWRXA72HmSU32M1E3R4sObJi0SAXNVRGs6W7G/NLS7wcgmjDSv2UNA3j09NIUgQtlUJ3ayu+c8stuPicczidFA/PGhV69bKZOsLGEnwwSb2UesoATZksZpU8Q0N48klY2RT2MT8ftkACl4RsKBLhNGTi2JYlxC86OweQSMT5AJ9wOMDLqUwcfaiWLnp6tvAMi+npUU4fJo5uurDIVvR0DSAZmjDUL6YSEQjaXmzduotP6HY43LyMO2NkdvGyw9zwnPpDQFx0lu33b1Wj2CIcMmy3oDCRV6SF5TrLvHSmmsyMjcLMdPPldGM74nUt/1wPfuGQyf6IY3wmp3eS43dobAwtja14SnSteSB1VOnAHE2xzwdjaKXqP7l0WB2BstA0KjWu47XRoJ5y7fbizA5Vspacj3qeFjocjl450tTUzgNE1PeVnMR2++YtSTdROSiblBxnGZBNkbFTB7u6cXgxiWavFy1irMROTaRUnHb+azAeiGKrSO0/xIK2CHLecWMgx17t9ipdozOd9ch9FRrVSktVBpnSFdZaMtuuIR/k9D2gDiAqe0p2JtkosZyDblJp1Xvx1ggrS8Im6W0elgNVIFDl43rzGO4LKnKeysHD+mA0VObD2NbTg4MzC5iZm8IJJ57LKwwokOS0OyFjMfssZ9UGjIs1BgXSmeD5pGdEG6XO4drgFiIFQ8dVChQYOOwrAQUOB2ieQDrRjpy+h5ReBKhitsA5rBjS62pgOn7riLa2bpxyynnweBrgdHp4L6SuroHs9yRMyRDjJRF8QMIkL0nYDKDo1UEe1a41ZX0VSJczbLZsiXqApnbS1F9vhwu2U05Bg8fDe6dRxGygi3rf6iCmuaWnh9MGNdcnx+/znvY03hy9eMlT+Z1W7/6+aQd1vZBhYpnG8CZq5BlqCqf2+uEUbJwuqGE+lWKdf9pp6OugPlSbA5keVWy1NEmCjpGgq/bc0lEVtKpGlpBjr6dnK/r7j8PJJz8NDQ25QQQmji5USxc09G9q6jDP4mppqd1QMXFk0IXP7YXHtQivt6tEvxjs7oFDaca05kJHRz8uvvjVCIeX0NW1hW8jQkWDGCybLbVaZDKqKCBcDlRcWi6jVIGMiOhZE2dkgzKLHsk44zOi2THEBqFKlrJOY5JZRxS/oOwldZ6Kn0v0zsue+Uyo1M+2OCuOjGymQKzjPJKYYRCAwS+Gstl1JjZejmzbdhLvEU/Vh+QgNnHkg7IN+7Uh+CUKAujobmvDeaecAr/Hi4BtC1raFbypMwCb2MvZbr6dGk6osHRuR8I6g5NPOa+gNL1DGUOrPJ911NbbVzHE+nPZqEV+BKN2LWSPUqWJG2Fslw4aBnnIfohLxI8K+R7ZxT3aMLx5A89jgnNVjuyiy+YD9Epsp4wttAnmPxGOa3ej7ZSTK/ZhUHLSVDKOU099BhobW3HmmRdxB/GgZQGtUo42onBBq8XvxBj8yhx6JKpEWIY20lVE1ZiHjL8Tq6E9Wy/1w0l3ntfCgSpmo6K7QB7SMMEBYTibGV4vmI7fOoIaV/f2bl/2eyqty0wYbJSWNo1yE4et5shFPQQQNbj2ysYN2Y9kUG8easotCiK29/aW3U4SRezakg4KpHHacccZRi158+96Il3CkM9AVwveXF1aGyPtWOMZxw9ugSuv3+22Zehoo0DG8SHWrwckagWVaakB9AqjEKsIAlH/vcOsr7ZymyNcluTzC4q8U2aOiaMXtdDFctubODpA732gqw+9bAQesbQHJ2Vj+fqejpTUhsa0YUGOnMyQ4UxW01r2qKXy0eFNyqf9YoAP9jJCgnRjMiQNdRnKTp1Eh7Q5Ejgq4heMoYFaG0iTkIRSvVOzNqZleaGeaVMj6BcOG2Zj1w0ZOjRw3uQHmOt5PnqHUpm5FnrlmoG+nXaCH0tyhDKDTRw9sLAk/EVZp2SHkp1KrQye0rw8M7VdnMtuk2+nUg/wJ+GBw9tc4ihtSvs2MjZrNdm55ZKSMpdJpfBJAwetnE6yckilVdQUcAxIDRA0hhYhN0irEpDzlQJRFBDNlOOvygYvSrKiVjLDrL/QkcwYHzbat9b8tgzoeRX7SUVRqNKHIaCzswey3MnfFbWTokS4Juypm9/LK4RgzZPbJbTBGG/j0y3pPawrxZLqwQivqk7LmvQ95dul2WSntYqUUyUKYtlM93rCdPxuBFZQbo412BFDkxwwfYRp5005EMWMKR1YlOo/fK9BXIJNrI+A0Xvx1Wd66zGNLJ9Yni42A6LMaaiMVYtGLMBRZUlOhDn1Bvyb/BmtBTY7XZjYGJh0cezBwWJokIKGbJCymZbEBm5cCmV6KJLTWC7j/KwHVuTTZBCn+90ZfAWNrcGQ2HT1HfWGrAVkwLdKc5ANehJvXjA0i4sFJav5/CLCXLpzvuhZexEqyFCqx5A//k7zQI6BbjYKl1Q62FVjAsaVNsxKRa0hVgHKEOxQx9EoB8r0Jm3ElNix5okSmxWmHDn2kGGFuu1Rjq8JPLmHenQX78x5aWb4FQSMKJ3c6VrrxbiUAHrFsRU3tSHOk6xq4U96NcrK8oUqCw+rPQjLeU1qqzwRVZfkOyKJ3xoFFr0I1o3fVotFsRlNRcGxSpNxiGcY8uoi2shguQqg1YOhSVwokHWVIAQPlPz+vukAb6OsD1Sn21hQfRgTuksrYyoBPYsiJzI9h5L1tEYwHb/LIBO5GBoaQmtrKxYXF9HQ0JDrZbOKDNcuNgqbtDmGvGUddRt18nrXgmwW2liFQVGu786C1FK3EpO1QlhzYIT1Ql1N9ucRinryDJEp6NJG4ZA2d29OPQpeH+GtO7mrO3fdpnsfgbLExJENky5M1IUuuCGxkq5RnrF6WKhmo7kuYAweZQHdonG7BSrhPMx66z7Qlhy37ep42WqzTHuKo49fsA2Nk1Jp84jahZhc2IvezcJ8kJHRtZGjaUFsBqujXkkZjVSSbpSBRp8sCE0G/YQZ2sTZTdXT2ZQjJqqli3LygtbmrNKIdmESdtG473lCs/DqjeL2N7KWQA8bzVZP0JqlgCNWYbM2CovZ/qyZjNtqwH2NWUe2wTpnQEh1YhQ9JVUOxQ66OLMhSO0La9Tb6RqId1jSvGMl22kt+ctytMHlbPrkFBxrVyeqqsjO8mqaQ5Q+TjFtUFb5uNKOgJTX07ZK5L/PcrRRi02p0V55O2UDvHltN+bRVOQcrvwEbjWADmE6+xHNEBjWeqFQL/m87aqpfK0Gx55npgoEAgGMjo5ibGwMsVgM8XgcVqsVkUgEweAS7Hbd+1+8mFaKktJLl6VxBIuYUCX7lgMdSahxv0XFgynRiZRY3eTIVV1vel+rGkcrxhCQImt+3mgiUTdOWgltWPi9jSIoRevyvJKwIYxADUPdVqaOoBaCJBYy9lzBRnUYV92YFamEqLZJpPWgq2qRSETrQhr15BlOLQyLOFbCJyrZd615BiGtFmBB9WBScECpgH+Uv17KolkApCkslSltMto3qLowBjtSK0y9PZroohKsZt96UUZVe27QvZp0UdXTMulik/ILGhRiZ6MIyKWZkhlDLMwCSJWZii4rAQRqbLVVKVUEVRnhAj6d4xdkEHewA4iLcRhd4ZTqwKxEBmOgrmveqYZglw4jlGBlSz7HBWdWthWfl8qAA4jAusK08HrpnvWQI2QsB7UwNIOWIISQasu+p/x97WoIgbw+l6uhiyXNiwlysiSCBZ9LahBL6XMU70tltWEWhLJMP8hq6SKlxRAQI9zALt6XXD5hLYhoUTY3JXMEWBhq3vPbaJvE1C+Wh6lfFPGLcASW0BCCrtJM3HnFh3HJjT42A0EMG46fpwHj0xKt8EK9m3quivJE9lNas5EV1uxKHCOkhmBN8wRd33cU6fvp7GItjCWRhtOxEkd2WHXBhydgFxMIiMkSuhhRfViUlJL7kdUEmjCOMD8/Q1jTEBEDnDfUQlMk54h3JIUYdx4vKF5MiTZD28mhhrK8cKN8GBk71CEOcxlZ6T1TsJT0DUW0LksbI8wCRcz1mK6UNogHN6izgDSDpXT/W0PaoOethaAaVJAYgd7rHNG2IEPhLUGEMnJeQFgNIiwZP4vlnhPRZ4s2hETe2lpUfZjmbp1Adl+HEoJDHEcgPfxtJVRDGwLLb+JjouTlERYWFmCxWBAKhdDU1MT/Pzo6WdD/KIOxsXF0dXUt+/yJaKWiZs2KomB+bg5t7dX3aIzHYnyxNjVX33Q/FAzy8gWvz1f1vlNTU2huboEsVx/NGx+fQGdnB09ul6poXs40DZNTU+jsrH5QDQ0m6Ojp4b/Xgzb4JNC8exsfG+O0US3jztJGWzsfcFKNXyUWi3PaaG7OFm4YgiaWFvf3I9qg+6iWNqh8b2J6ZtW0Ua1Q1TSGqanJmmmjp6dj1bRRT55hxCc2C8/I0gVlRFG/qwrfVVmewcD77C13mInxcXR0dhbQBS83WyH6frTRxUogupibm0d7e/UlsZXyCyMEgyF+Hz6fd0NkybHOL1aCSRdHL12QrjE1PlJev+B82lh3ILpYmJtFZ3u63+8ayREq/8wPWhfwixX4P+kUWh6frxe/WFbGFsk2Q7pg+qT4lXSyeumedeEX/FmX6nvF76mYX4hMq3iw20p0QYNsVIMEBnof0dCisd65DA3XTBfUq5faiwjl9AvJYOhS4fPbDDaJKUeWh6lflPKLydFRQ34xOjaB9q5evi5W4hErypEK1uxKeidlW4rp6zDS9zNyxO/1GPJyfq0Qs+u8mC5aiEdJNMirdA0W2/Ccb3GZUKPeyeh+Uroc6ehc1nYy4rfr7cMg5MvIin0YRe+97rRhIHfL0YbEUpXbJCwn8wt4huH5DGRDGivRRrG/JSMPszpGRydve5Wh+0pQDW2Yjt86ILNAaOFQ9KS/v5//3rZtW0VMIbNfc3Mzj8Js2bKlYmZCi5Z+fD4fEolEWsETKrrm6elpvo/H40EymUR7hQ4k2nf//v2cSczMzPD7dTgqG9ihaRr27t3LzzUyMoIdO3bAbi+azlkGdI30nOi8k5OTfN/N3oPKpA2TNky6MHmGyS/K80dTlphyxKQLU7+oVJ8y+YXJL0y6MPmFyS/qB9NONe1UkzaOHR3DbPVQBxChUJ8UIhJy4lKfFHpxW7durejFzc3NYXh4GOFwmO8/ODhY8QunqMT4+DgnTkrX59GYCjExMYFgkIaBCDzFv62trWKnMRE1Oan37dsHr9db8XlTqRQOHz7Mywoee+wxvl+lC4MiGZl9qUSBnq8sb24SNmnDpA2TLkyeYfKL8vzRlCWmHDHpwtQvTN3T1DtNm8S0R4xg0oVJFyZdbAxMH4b3qPNvmRm/dYyWUTo7OW8lSeLee/LcV9QPRVG4A5acrxQxoAzcSh2/lLEbjUb5fpSiX82+5Cim/Z1OJ78HOn+lyjddLxEqXTuds1ICpX2Xlpb4tdK5/X4/f16VQFVV7iR3uVz8vJTlfKRk/Jq0UdmzOlZow6QLk2eYdGHKEpNflOePpo5hyhGTLkz9wrRJTL3TtFVNe8QIJl2sPUxb1XPU+bdMx+8xDOqbQu0eWlpauBOXnNbkBCYiJ8IjgiVCpu1o6qOJYwcmbZgw6cKEyS9MmHLEhKlfmDD1ThMbBdMeMWHShQmTZ9QHm7tO3sSagiIT1Krhrrvu4j1MKMWcBhRQuwkCRS0uuOAC3oaCnMObOYPSRH1h0oYJky5MmPzChClHTNQbpn5hwqQLEya/MGHKERNrAVPHKA8z4/cYBrWjoPRyWiDUKiKT4Us/lG5O31Mbh/n5ee4QNh2/xw5M2jBh0oUJk1+YMOWICVO/MGHqnSY2CqY9YsKkCxMmz6gPTMevCRMmTJgwYcKECRMmTJgwYcKECRMmTBxlEDf6AkyYMGHChAkTJkyYMGHChAkTJkyYMGHCRH1hOn5NmDBhwoQJEyZMmDBhwoQJEyZMmDBh4iiD6fg1YcKECRMmTJgwYcKECRMmTJgwYcKEiaMMpuPXhAkTJkyYMGHChAkTJkyYMGHChAkTJo4ymI5fEyZMmDBhwoQJEyZMmDBhwoQJEyZMmDjKYDp+TZgwYcKECRMmTJgwYcKECRMmTJgwYeIog+n4NWHChAkTJkyYMGHChAkTJkyYMGHChImjDKbj14QJEyZMmDBhwoQJEyZMmDBhwoQJEyaOMpiOXxMmTJgwYcKECRMmTJgwYcKECRMmTJg4ymA6fk2YMGHChAkTJkyYMGHChAkTJkyYMGHiKIPp+DVhwoQJEyZMmDBhwoQJEyZMmDBhwoSJowzyRl/A0QzGWMHfgiCUfJf/WSXfVfL9SueuJ1ZzrfnXuNJzqPR5VfJsNgNM2jBpw6QLk2eY/KKUJ5qyxJQjRrLSpAuTLky6MPXOSnVrk1+Y/MKkC5NfmPxibWD6MHDE+rdMx2+dEA6H8dBDD6G3txd+vx82mw2RSASKosBqtSKZTMLhcPBt6e+5uTn+/4aGBv4SJUlCKpXiL5b2mZ6eRkdHB/+cYLFY+E8oFMKTTz6J448/Hvv374fT6URLSwsmJyf5djt37sweZ2JiAolEgp9v69atiMfj/Nh0baqqQtM0/jsWi/H/NzU18eukz+x2Oz8f3QNdnyiK/Ds6Fn2fuaZAIMA/o+/puLTN7Ows2tra+Gf0PR07GAzy82zbto3vl7muAwcOoK+vj39G+9Jv2o8+z5yrp6eHPy96FnSvdDza1uv18u3o+jweD3++dM90PLpPn8+3KRzAJm2YtGHShckzTH5hyhJTjpg6hqlfmLqnqXeaNolpj5i26mayVU071bRTTdqwHhP+LdPxWyfQS6eXc+edd3IGSi8w45ylF0yf0W8iiO7ubr7tnj17+Iujn9bWVv5SyZGbccjedddd3DFMDlkiGCK2xx9/nDtjTz75ZE4sdMzHHnuMO2ovvvhi7vT96U9/yrd3u91Zh63L5eIO45mZGU5o0WgU4+PjnHiIiGhbuqapqSl+Pe3t7di+fTt+97vf8c9lWebHySc4WgCDg4P8NzmaiVDpmESgRMR0H3QdO3bs4Pc2Pz+PsbExvkjoPukY5Mgm4qbroXOQ0/z000/Hn//8Z5x//vnYt28fDh8+zD+nY9O+dC90X2eccQZ/FnTNtD99Rv8/8cQT+ble9KIX8fNvNEzaMGnDpAuTZ5j8wpQlphwxdQxTvzB1T1PvNG0S0x4xbdXNZKuadqppp5q0oRwT/i2BFedrm6gJ9IIo45ecs4uLi5xICEQc9B0RAjl/m5ububOWXtjBgwf5SyaCWFpa4gRHDlgitMwxu7q6eKYuRRvo2E899RQ/xsDAAHf4NjY2ZiMQRAwnnHACdu/ezYmEjk2ERNvQDxElESHtT8ej43Z2dnKHLjmkKXpBDmtyIhNh0zWToznjLCbCJGc2HZc+o2PQvdD10w8RJ10LETGBvqNnsWXLFu6QJqcxHYOOT9dA90znzSwq+pyum5zgIyMj/LroO/qh7+h8mQgMXRs5pOmZkgOcvqfrynxPC+60007bcGGaeY8mbZi0YdKFyTNMfmHKElOOmDqGqV+Yuqepd5o2iWmPmLbqZrFVTTvV9GGYtHH8MeHfMh2/NYBe8IEDh6Fp9SnNEMBgRZL/NgK9fIfTCUlc/Sy+aCwGZ7rlxEpIMQtUQUIsFoXVasu2iThSQV0ztm7ty7bP2Iy0IUKFFamKt19L2mAQkIQFbJkZkNXSxkq0vlZQIPOfYuifKpw4+rZuXTPaoOdzmMo2NA3rgXJ0Qe9Tw8r3KELj76lanpEB7WOzWvl9W2x2pGDl9LQ2YLAgBQnGzzbFZKhC8bvP0J+wPK1KKvq3bllTuliJX1iQLLk3lUlICTK/erp3utbiNcXSPFwTpAK6cDodEMXy9yMwjR8rt1/p81WYhFA8BYfDaXh9K9FFQtEg2dzpK66OLvRr0cuxqkE+/WlM5M+vknMLfC3ozziLdeAXlcgReg70PHQaz12LzBRIgoYkrPxvekfiMjx3NXKEaEERLAUygehCYiosQqrseqTnSddFCEQVWG32DdMxJKZAFtQV6GJ5PkP0JXC6WA9+USxTi+gzj97zP6eVbcSLM+9CyNs+ySwIRqJwOpwQJaILYVXrkdY+ZcvQ+bWsTsGytJqBysQsPVWjX9A61Xlh4T3r9y1m10K596hCQgoWg3W1XGFk6Zoq5ZUymCyvqe5Jz2d4/wEomgRZUJZd67Ws6WLky5GVnzsdpzwfy/CLjBwp1Dt12iZ9JB+RaAyCzQNFScFhtRi+o2Jdky1zFXS/dF6LoBR8nsyjVToWrR8lTSPLofTcxrr0WtskRBeH9g9xOq5knRbTe8YeqcQWoLtMhBbhdtm5HKG1RGtqOYiM3quua4hcXij8mdFTC0YV2JzuFe+RaIPuTYWIUDQFq80GpsThtunnTkGGukHFzcvZc+V48XrRRS16p5FMWQlJJiMWDmbpwkiPLV6ZcvqtGZ2b5Ijd4UzzaqFIhuXkYIEciUbgsQlQlZShHFmeVvUzr6RDFe6BIjlX+K0FSslarGSNWUQNg9sG1tyHkbFVy9mLmbWaQbnrzshRI+j3a0UsHIDbYYUqOXQdahU+gkgsDtnhLbgWulZuHQnGzzWW1jFUJVlWltQb+vPTZWYxuIwhfi0onKcR78o8j+XkcjU8w2z1UAPIi79/fxKNjX2oB0RNwXF4CjZxGYdfIIC6IR5fcRNachHVjlH0IC61Z3eJRld3akFQIUnVG+2rhaaJmJsbQV+fsqZMc7W04VaX0CMdqs4Vska0QYJzL9uGhOisaJdKaMOixrFD3AeLUEoDqiBAXaN3M6s2IiQ1lnzeqM6iWQhgZG4OSt/aKVpEF8n9+9HXWHoNa4YiuqA1fVDtR0hqWHFXpxpEjzSUE74V8IwSpPeJhlXsF7oLHJB15RmMwa0G0C7NFjgQMoiqNkygE6pkzfLbBm0eosCwIDRBFY0FqaCokOfvh9LXu6Z0UZ5fMIrMYkA7AJ8UyX4a1yw4pPYhbnHzl2rTotzJ1oJZNMjBLO+gNxdWnRhl3UjItIaFPLJgcChhWFkCAUtToQKtqdyY17LPhcGpBNEjjMMhJfiWdA0xrQtLUS8G2UF4865vRcTjnLeEQxSQkTDN2gqub3kw9KmH0CgFquIX5BCZ0ZqyShOFe1KSvbLrZRoa1Tk0S0sQBAZR09aeX8QTOPxUEO6W7cs+F5IXXeIwN67iLHc/LiHKd9urbUdKtMKvzqNLnIJFLHRsIP/oNcoRooUxrRMhyU+LVf8sDkhaCh3aBJrSz01I02RMteEwepEUHdjOnoJVUMCUZszG2sBEyqygI+Qr/cKa6xiimoINiRK6sCoRKIIVmmTha6BVXIQslh47rlowrbZiamEKXWuoYxC/OLAvjh0+K5xCLGtcuaVYgVEa06wY1zq5EdPE5vh6oXegMQHTajNmxXZoecEf4jM2LQYJCtoxBY8URVS1w0vGdTzGDY4psQMpsWjNMIZ+bQgNUlD/M3O8MtevxRLYp21FTHLzAJNXXYAXAUyjDWrB2iTjPEdLlegXAlP1e2AKOoRpuCV9BzpKWHXgoNgB0cL4NbvUIDqkmQJ5saR6sCC18j1InrRJC1x2TKIDCr+eovNpChq1eR4wyH4GBrcYzR43ptJ7aMbk4sya6p7EL+b2TqK/wQe3FM+ut5VA72taaYJNSMIvhfg+Uc2OYa13RZ6cYReZ504O/G5xAg4xkd0mpDlxQOgGyhjdGcRjDINczoWhMgH7tG2IS05Ol9vYXrjEeAF9xTUr9sXauTEfDylQpVLnMvGfHdgLq5hCUpM53TdLi3DmXR+B5EhMsHHnQL4NxpiAEdaNOOm/jKGLjSLJbFg00COLITIF/Rjmei7V1M6pDQjSfnnPYT1sEuIXRBda8xnoVEfRKi+WfaMZ3jzGuhCRvPxxepVFdEuzmFBbsSi1gZXT4RhDozKDLXIKciDBnReHlF4E5eWfFa0hHmQWLRC1FNq0STSJASxofsTFPkQT+boZgzMV5DwtIbuyfLuHHUaDHOI6flwcQDwBNCkzaJMn+L2OK22Yk9vWRY4Uw6WG0CYuYEl1wy4k4ZD0QCchoVlwWKBnmuekUlOwKAmMBRbXnC6WtVMZQ592CA1STicgf8Aka+d6fBubgk+OrPhEMzRF60oK5NZdZh2nNBkjahdCFrJJ0hoCA7q1EbRIi9lt45oNE1o7UoKuw8cjEpJcTuddAZdh0awczJcjkpZEa4x4gVIiSGjrUaUTi7LO+/O/sasRtGGGy0WPGOU2QyV6J8nZw6yH6zjFT8SuRNAiLsKSp0cQj5hX/QiJjWBlgu/ELxZmD6G3f+19GGSr9jY2lrUXibeS7aDfEZAQHGAGySQ+dQHd0owhnaSYhKe07WhmKhoTS9iLHm6LZfj2sv6wZZ77bMiBKbkLWtqBS3yFHMGF18cK3jXpGKSPlJMlpdBpw8qSCMoZ2q2cZ9A678Ak19uM7oHkG9laC6ofAcGHfmGYfz7BOpCUSv0x1coS0/FbAaivBqVeZ/pvWCxWHiGw25d3iFUKIkwH7LAvk4W1EXAyQFXjmJBasgbd6sDgdFKJX5oZKgogywUMh9LpKSJHmSGZLiT0KxIJwev18f8vLMzzbeidUIq9LFsg8YyU8lhaSiIQyGR8bF7asFPUSbJD3PiZdFwBt2tOCAaMpmqQUFaj6JZn4ZUsEIqiVly4O51wdHZWRRt03FAkAh+1VmEM8wsLBbRhkWWIkgQrs6A1rTTkQ4AL6qILloBuuK4VXVgtFp7p6LRX6GxaA9Ajc6h2pCTHiuvZpqiwS3ZIwuoyh8hwnmU9sEruGnlIhTzD2gDZ0c4FsUSGeB5duBmDNh+EYNdLaFgqBrfcwumih6LOzArFIMobWohgKSivP79gjDveG7DEMx8aJMobsGcfn5WJaFFUzMmOtNHggsYYZlgzNHWaOzTktOPBCQ1+NsGV66DcpL8DxuBPzaLHOckzLp4SOnWn/DLvR2NOjGsN6GJjaJICoLfhZTMIaWF4JQ2SUDldZ5aumzLtoaCVTWBM7cSSlL6+4uvI7JC+dodm50pRNfwiqUnoIOO+jCzxOKzQlARE2Qom2gz0Pi+P0pNREVqKYmEx55haK37RbI0BNuey70VhdswqErqkKTQUZNfq/HWbOosxoQdxsRdjajPsKAzguBBBmzTHDZpqkN8gjGjBhxksqvFsZlUcNiyILZjHDsS1EDecmjHPHTtE6Yoaw4TYCDtzwinGsRVBNKkM4+hGUrTDpy3AjTDCcCMgNhrTxTroGC5HE1KKwnUMlyhCFHyGZ3VBgLrIMBWO1LWWxYhfWKx2KPYWxIg3YAGNUhCCUOiYDCuNSEn62phjzYhpwWz2lk2OYzumuEObQNxlDs1ISs08BympMjilSbj449ZpirEUUqqGJe4M1B8YGUpN6jTaJAWyaOfPLaDSqpY4jzB6XRoD7KoDgiCjg02gxb7AHWwJVcCc3MwdY6QF164Je6AyhkmtGS4W5vyzTZhBsy0FwbEIa1cX38qiSLDKfjBB4FUR8UQStmgQW20KpwsRfojwwskYpHACdp+7RPdUUinY5S7YRdXwXiljWhQsaFlKYS68BKwxXQTsvVi0tyCMFBoxjwZy5ArLr19y6Ict/UixODqkg1zvDCrNECTiFXlYce15oDAGVU3AKS9kP1VVsmuIh61QScA0ztedksKvbZs2hxGmB4ecjD7Xr3lGbUIIHiQFG6yiKysTfEoACdEBNeOgp/emyXAKNsQ1L8bRg4TkRJN6CE5Zdyjl652NRXKEZ6MxCzqSWlq/sMLv6OcVAQ2CtSy/cDtsSFLAWHbAJW7nfJWOJcKJ1vzHyTQklpYgLwbqWgdlRBdhWwca7U4EtQF4mZwOAhnTA61uH5vGkhbjfMFrCUEWnIixHthEa3k6oJJltQmyEIFNTHJna8raDju995VoR1PhUgKIWn1YFLYjosaQlByw0pPJ35cxiBbKMBchZILSzIaI1oMEVDRIC3AK01wu+6xBWAVdZ+rTIhDVKJY4f6n0addHjgQWIhBs3Wh3uLk9IslW2GR9WycE2PkTz8HCUogvKpgJSxtrp5ItRQE6Fk1nYAuIWFxQRSvcyhIaRAl2MaeTLgfdRa/LGnomYc2JGdaSrVETBCc/FtmHTZjjmb4NYpzrlPT9ourFuNCtBx3TJxSpPD7vHHYlxAOHKamZ83QClyOMQdYS6GSke8hc7hjcKvqtIciqBwEeqMjdVI86jRZKduAf2SqyU6kaAVY3BhyerC5AgSDKbPV7PZDgwdxCCprVDYfTxasWiC5aRAta8p4nBb1IfmU+ml9SEAhQVizWxVZ12OiduJDKyPz8BwayPXIXW64Wx6bE4cwLpBctZ+xQZ3ggjsEGG1krtK7JllG3oVcYhUOq3vnrZDFENZEHDo0gqCk41DCiFp8ul8jeIvkhkPxwGddzGDDMHrp2IYq9QgfAfXc6z+jqsOnBLJVBlPQ6GE0Qi3iGH5Lmgk1IFNiqKU3C4uIcnDaL3ic4BTTKTrjF7Zws3WVs1Wr9W6bjt8Km59TLg14c9ewlBp5MVk+QRxq4rVVnNkPBLIpIiGOjsF71TiQ//Xmw40/ggvOJJ/SexYcPD/Nnbbc7IMsS+vsHsXfvHpx11rkQRQFjYyOYmprgwiszdO60085AaytFdY0h1cBANoI2IqIbE0pbNntxgwe9rh7E3cnRRBln0iRsVN5Q7p5EkdOGMDYGXHUV8OlPA8cfz2njsSee4LQxfPgwf9YO6kMtyxjs78eevXtx7llnQRBFjIyNYWJqiguvDG2ccdppaGlp404b7pgokj70zMkAWmu6SCVz0f6NQqcwCVWVEJFI6C1Tfik6eRScHEr5kelqscj8iPLsEaFuPEP51GchHL+DK44PPbEbjY1NWZ7hslvgkBgGBwrpgnjGyPS8rvCSME5FOF1QvyWZqdwFqZcC54yNlYJJdaGLZApqPJK1vCh7qlmdQac0zbNmZrRmjKpu7gSmrFq6NHLqknN3SSPnTlqpEqiUScas0Imw6oETMTgQ5RlOqkF5EGXNkBFLUfV2ZRxTEjl/lylhFQQoog2zagsaEeAOArqOBjFc1f1nsp8iaXOAMotbhHn0y6OYU8OYFLqymdn6DhrPtIyLLmiinFWIq+UXJEsgWTEwMIgnntqHM88+LydLJifgsjJYZYnzi1NOPRMtre2Fzyvd/IQ/B5khKmbaVKwdv5hOeVBeoqUhiFiQWxFR3XAhnC23bhQW4BZj8EthJNRZjIMy+FxIpJ+7/mwZQpoXDWwJdoOWDOVAjz+kOrGABt4mp02c5SWIzXKgYBu/FkCYubkTmJy3qibBizDmFR+mRcrWkzCi9aBHG+UZfeSocrIDiGqOdPYhQysWMKuGSulinXUM4t1PO+0EtLW0GLIyut8GaQktbAoC+rGm+kUqhaisBzpTqgUNyGX5Z9AgBqCqI9ny1TjsCIgNWQecXQ3DhSjsiKFVmuM0QNklRD2N4uLy7JoxWLQ4utmYXmGQt+08mpCADY38mkpXCG3aLYzpmbFSTN9XYOjCNAL5/Gw14BlZVgTRyK81qPngVYOwigx+SYE4PgrxqvdA+PSnwY47npeyPvrwk1yOjA0/jmQyzumCaEjnF3txVj6/KNI9zzj1VLS3tqSLMnUnMNGDhWscEiSpNMt+bfQLevK02qh3IDCrNPBM7GL5Td+RMyUILxJUiC5ZeWnphNKKDlmfL0KgrGfiKVG4CrL56woeQFDRok7BLacztAXw7Lp2dQojyGUk8qxzoQOKgQOSnnw2c5LTZwLt2gRm0YhZibIUlzF1DeSIctwu7ox44uF7s/wimYjpdCFbCvgFycHx0WFMTpPeKUOSLHyNnnnqqehq9XOal2kdZq6ZO3Q0WOQkfGLIsF1IPekinlLgTAUQk92YZS1oQKGzmeiBKkaWVC8apSWewd6Sdo7Td5SZx69wufdPWdOSBwtqA5q0ecxLrdzZZVGTiMsrBf0Fro/wHHVBRDKdzWt0DkWy84qkRnUmW0IeZU4sUVBbBQalwyWnopLpbmkCIc2nV3dVSMf1kCOHx8YxOzkKh1WELFn4uzj7tJPR1trKM/iK6YIyE6mtDlVpCNiCDbNT0886WBj+4fpYpzgJu5ismR2Q0zcb5M8el/FKE706SKc7Wu/jahuvwuBrO709vf8GjRzEChahywxKXCDnWuG1UmVHAD3CGJxZ563hrcKGFAbkESyoAS6/CBQo9YuF8q0cvyA5Qs0pHnziMfgbWjA8spfzC5fdClmSsG2gF0/tfSprjxweHc/aI2V9GBToyHNDi9LatAk05BkJhdt/EclTuLGmwqmGKrbpQqIXQ2ovr0pqEea4kzezG/32y3qlYELL48+CgLDkR0hdggO5IGKlWJGbCmK6nYNgKD8oCOUWdLuG9KcFoZlXfJWeR2+wl38czjMo2WxsBJarroDwqU9BO34nb4XxUB7PINrw2mVYZDHrwzjnrLOREJw4MDaDmclxWK0yBMmGVIp0z11oa22BxDRQXRadnSwS3oZDEKr2b5mO3wrQ1NTEF4WqqnwAGy2OAwcoslgKEgrhcACzs+PweBrQ1NTOGzoXbxMMLmJ+fhJebyNaGogJ4pgCs9uhDW4FnDkh39PTi0gkjPb2Dv68iSHSs/P7G9DV1c2jUTQpkZTxlpZWzM/PpbMvXLz59dFAGyTA9oZt2D0TxVbnEvrbm3jWKt33pgIJJabAqy2t2N/TwSJokZd0NikUZhRTeUsSNp7dlTXr6V0ODgLOXMSut6cH4UgEHe3tBbTR4Peju6srSxuDAwNobWnB3Hw6Y8vp5LSR6f/EHb+kVeRLnzXoOGxEF9MHDpSlC8oqC0YicBA90/XmPSj6Pp5IIKXmlZQKAlx2O+LJJBSDz1VNQyyRK60iGrJTxrGYQLc2gX3MU75sjyBKmBfa4FVDaBTrmw29Wp4hu6y8GyOhr7sboWgsyzPoPqm8knhGPl0Qz/C1dvMBmDabFT6HNcszuDOVZ3PG9Z5+2SBA/ftQG9GFsv8fcCtjSAkW+BCETw5xx+qc4seBGA37HIfP5ca2Rh8s6UzeOLMhRdmpPMtKwczMOGKxCBobW8H8zYjCg8DSHOIzkxAcDjR2OHRhzxiWluZxcGEKS5YATumwoF2eQ1D1IkyOoeVQcdZleZCBOS5262XdaQ1/SWtApzqOFmkBEdWFRZauMOFZWyluzCWYFYtqA1d2qJS6AFXwi1a/C7GuVviddH4R2/p70NXsw+LCDOxpfuF2WLhRQZmL6yWYy8oRw7RJDcnAJMYWluDx6nKkwKnLGBa1RjQnRpFc2IOlyCgSfhXW5oGsDEoGpuG3aehvdPBSaOIjE7OziMRi8Hs86Ghu5v34lpM7y5ryAnh7Eh8iPMtzUV3ife04t83bMSp5MK22YRC6wU4OaHteiR93/hbTxQbpGKKNMnh0uiy+DH1pUJl/rK58Y1n9Qo/MZ5HSRAwHJEzNTqHLK6K/NZXVL8jJMKcGuQM9zkQMzcxzftHU2IIetwdt6jCUpccQDIfBvF60p99/mAaaLOpOoDFNQNKloaGhBW1smjsVi58DtZshYylfoupZXnrmHD0fb7oFgyHyZfNKFURKRDf60wGh/O+Ib1DLB8ocJAfGAukYFFwQrJBsLoiD2yGn6YJ6cGbkSEtHdwFduP0t6OqOFdFFCxbnZuDgWTkuOO2FAQl61sQ71q6nvTFdjO0dQp80xqt0FhUPhsU+SNoQGoUAAuEwxmdn0eDxoKWxBRNCp97CK/2sKcg4iRaExvdgJjYPrcmKnb5ZhALTCEVUTApb9T6sooiWFhoIncDiYs5J7HC4OF2Ug6zG4WUBrn8FRb9edssYrFqMBxD8sp6dTDQcUD38b68YRpc6igQseh9hg/ZgHIKAhMXNy2cblBnufG8W5iFJGp7E8WmnL+NtC7wSOVrLIC1HGFUFpfnbyvzCCQcS2DbQg+bWtqx+4XY4YHG4eMCluD8xgZ5DlDl4S4O+OtKJIb/YPwmHEEOLSs5EyqZryvYpVpQkQuEQ4vZ2iK5mLKhN6BH0QBy9j3iK4UDMg6BEtdAJ7tS22exIJGJc78i9AgF2uwvTqhdTcYaoFIOsJWEXNTDZrd8h03iZe4J6eeZXGIki4oIHspqAoDE9+LMCD6Ay8w55DgoTMarqWfzlQIci2dOqTmFa6Fg+wF13ObKFy5HFuVm47QLcTgcsNifnESVSgus84CF7cqyutRw5uH8SHmUh24OY+jsHpQaeyUlZqJFIEDabg2cF5+sBdOXxRNzQHqHfZMskkknuHCV7hj4je4RkyUTMiUWnBCuxHp6Nm+R8QWYpeKUw50NzSgPvjxuEBzHZU+IgdmkhzueCpBNA11mNggUUUOJO3zxnYznQ98SxyU6tGEV6J117Z88AH5JHdJFKxOCQGWQRaPT7uD3idLmgQUb3wA74WqPL+zDoueXln2pF/cfXkjb2753k7VEogOZRgrxtRjBtH4RDSxheGIPH11jWv1Vsk/j9bWAqhcTHsJZQNBETKrWOKz+ThokSEqKnRH6kL57z62ZhgSfFzCgULDc+zrTQxum2uDybO4TtToiDAxBcxP9VUGpRT0+PThtt7WDJEGyymPVhdHV2weL0QxQtaZ7RlqWNnA8jxxHIPiGeFuOBmerlh+n4rQA0kS8f9PKMQAR/4MBj+OQn38gdu4xpeMtb/h0veckbIaSjCbTNww/fic997p1ceaJtrnjHJ7Hz4pOwGeEVQlhUg6vO2itBcwtSn/9y9k8SDm1t7Zz50P9JkGZAz2zHjuOyA4k8Hi98Pj96e/s4k6LtN8oxWm/aeOCB23DttW+HpqlQEmFcdsEz8NUPfAC2jZz4WmyMpds29GC04t6eRq+H+jaNiX080jbDMx0X0U3N3Zubgc9/Pm9fAe1tbWVp47gdO7JDA7weD/w+H/p6e0tog8qDqEE/KRUVG5jrQBcjU1O48gtfwJNDQ/C53fj05Zfjeeeem71uYvYf+OpX8cd77snuR9v97stfxmduugl//uc/s5+T0+b3X/kK7nn0UVzzta9lP3/x+efjy+97X9VZ/PnlPBuONM8gwSwgwfOputubEVPJiBB1uuC3pgcldmx3QeKlNjrPcPgd6O3tz9IFCU/G9Cxsuk29fCzBI/dU5kg9NAPljM060gVlZHXKM9nPdJ8nw76Dj+PyT3+qlF9kBL0gIB4L46tfvQZ33fU7OBxudHUN4vrrf4Hdu/+B6659O0QtgWgiiaef/xJ84ANfxyOP3IXrrnsHP14qHsFLLrgQH7nqs4jZihRn3m4ixIMlUcGFFG9/UEoLvLRRsyPMqEQqxTM16b0sRzZ6Zo9QkEk8pvXCQwEiYR4x1Ym45OLvsE2bgkVWeB9YD8o4jKrkF8cftx2SSMa4BovXDtHvxJa+rgJ+kaShI7lQVO7FrCe/IMdIKsKdVxmnO5cj+x/FdZ98HeaprYCBHOEZE8kkrvvqF3D3nb+Bw+lBV2c/Pnf9r/DU3oe5fFmYG8dFZ5yGn3/ucxAFEbf87W/41He/y59ZKBrFO1/xCnz0zW82lKs8I0+i0EIuQy8fFNALKi545Qh3QpFeTO0IMtvyViFaHKNKNyKyDyHBg3nVV7Y9AKGYLtxaiK/RiEgBrDLlxFkdg6pOiGesUsfgjQ+IKtav2mtZOZLXb4PrDvsO403EL0JLELUkPvrmt+Atl7wYVLhAJefUMzESjuEz3/xmjl90DuBrn/0Bfvyz/8GPf/vfvAQ9lojjg69/Pd79qlfh1r//HW+79loeUCOH7jPOvwT//tHvZoO4dAnU4znIvDyrhzKkjCqVxlknYoIT7cokWuX5khZCtA85ZqaoF3sFWXlk1A+Iw5jS2rAkthh+T0ZZkjciyYFohrV0Ap//Cmh0Cl0z8aPW9i40qirP3qQMLQoDZiSlEV3093Rz55PeIoWuNVfNQ/KjeAAY9ZgU1pguGrEIMR38cYkxtKsTfJ0+duAA3vjJT2IxGOQtgd79xqtw4aUnZ4NrNHeBxeZx3Tc+w+mCBrkOdPXg19dfi3/7xjfw2zvv4o5sGvrj8fjwve/dxeXLtde+jbdAIZx//ks4XfBnzCsCXPwaMm+5hc2gQ5rlz3q/KiGcbpnSwSb17P40LZEjdEzq45l35LRplRcwq/i5U4qcYZxGqDURZFjUGKcV7tjl61ODH4Fsv2lq1UAgfkHPgugu0/9Tp1srp4BsmLe5BcrnvsD5SSZTnviFpqr8PYuU9ZXRydL8QhKJVgQ4PDKcfgt6e/ogshSvbOM9RvlVFbVR4nwciAtOLFFPzzWmC9KN5uV2uNRDEKFgXOrlgZGpqVF87kvvx9DQk3C7fbj88k/j3HOfh3G1E9sxxPcnnfPKL381e7ynPe15+MAHvoYvf/n9+Oc//5w7r8eH737xp/jHY7vxla//W/bz85/xInzoPdfx4AsFYrZJQzwINIbukpZj9NRp2FsBd01nbztZof5Mz5ToLKB5K2rhQDKIstnjqgOLBvxizW3VPLogxy41XCLKyL9P+juT41nvlAMjuqCM+K0UvKOydAr8KC0Iws/p4gtfuLKELrguQFnJzNgeIbuDgsdXf+UrGJ+ZwTPPOAM3fPjD/H5+8X9/w6e+dxNCCRVWmxNves2VePXzXsKrhSgbNwNqAzEm9uZaw2SzoTXeL5lWFPE5LotpaGZxe0zOz2K84o2qH+xSkmcOU39islXr2UIxwy8y10oJUD2tjUhpjfxZkeObJAF9Tjxi63YfNEmXDW6vFV5/46b1YWSClhTgbZXmOX3sVS3YfWh4WR8GIR6PGNokSNtiK7U9Jd2OnpKXV0NUhyXNi1m5g7f3YCThRSvnHyT3K8r2FwSE5AbMqnG0sRlMil1cvFuUKOdXJEskTeHBKWo9kiLHq6Hu2QTh85/NOmupCqejrRWKSpWSKpxSrj0U8YztO3byY4oGuifRrM4xirlC7VzCdPzWEbQQvv/9zyIaDeNb3/oL/vM/P4fvfOeTOO+8F6K5WS8dJYfeD3/4H3yhfPvb/4evf/2DuOHGj+NN594Mu78orX4TgAY19GsjeIodV3WkdFkEAxAfegDarpOAltZs+QwxS5oYTL95mY0ociG7Z88T6fIZEY888iAWFhZ4WQQxqZ07T+BR1c0CMp6KHYuV0Abhrrt+j0gkgBtuuA0///m3cMvffoYr3/x+bG2ReMbDesoGUpIbtTk9Sl7UIsHGYrzPJr/fGq+JBopQ83cq+6EMABr4QgJSDC4ADz0E7NoFtLRkS7eNaIMcPE/s2cNLaOjvBx95hNMGlVIRbZywcyfPAM5cp4XRxGtSLqmXkH4dlA1RNptkjUH39tnvfx+P7N2Ln3zmM/jyT36Cq774RZx1881o8unGET3e17zgBVyRohLCj914IzfESdl63QtfiGefdRYSqRT+/dvf5i0uvC4Xd96EYzFcf+WVPBLf296+AfdW5wPm8YxkcyN30u554lFoohVLkWQJz9i3ZzfOP+tUnS4e3o2pxXAhzyCFPj01PJ+OiUb49Qs0Tbz+Wb/lkGAWRJiT95J1CyF8/QffQiwawre++Wf85w8+X8IviHb+8pef409/+ik+9rGbsWvX2bxMWZatuPvuPyAaXsDfbrgBN/7y5/ivv/wab3vrx9P8JYQbb7wNP/vZ13HLbbfgFW9zoslexNuZBg8LcGMpScO7lM70EINSUGk+KUiUEeZT5tFNLV3I5DXgC7TOWpRphDUPH9RB/VyJXxKfIQcvGUbb2EFMpZrgF0PwyFHj0vr8P4LBNeAX+RUBGwPKiGlgC5BUjbdGICWWy5EfXI9gPLEiXfzxT/9VSBcWG3p6tuET//4dfO7atyAaj2ef47PPPpvzF8rMueR978Mtt92GD7zudTxjx/DalnksfHCf5oSoaHqLkbxtaQCUR4rwLJx+YQRPacfx+9Id/3tgM8hqoXNRlveANoy97DiueLeBhnfFsKB6MSF0FfT/K+YXOOEEsJZWbrysWsdgmyAQxgOvEf4siT7I5iKH3td++G1EY5GsfvGJ734Pzz3vAvS0+HnvXXJm/ewvv8/yixNPOBOu6Ch22kYRPeMEPO+C/0SDA/jXa96NG375S7zpkkt49hZlwn/1o9cj4d0Bf3NHyXOOaTZMie28BF9VD6Mtr8drBg1skTu6JqQeOLVYwbBKAh2yTZ7nWUET6F35EQgiptQ27vgvV6aslDPK8uSI1ky9JoHHn9jNg8eJ8CJsMqBJNmiibVm6iEcCOHXntqx+kX41POOUnjV34qSdJZTZttZw8dYZrmx5OwUTo6qEz3z/hzzb7jdfvwmf/sFP8B83fR27zn+tzi9oiBMO45e3/Rf+939/gi9+5D9w3q7jYVGWYLfIPPjz1lf8P+yJt+OTn3krWlq64fe38IxAygb8+Me/D4/Hz7O6Ms+aAvoHha1waBE+dJQs12wwkIaAgd4zZWGm4BHDWadvVLNhAXoJOLWWGFWBbRjKZuHRdlSd4qJ+rczLe5NPay2YlTr498RHhtkAwgo5mWeyvK1Vm+L7FZMCDW6jlj0t6gK6yO0WDEF56HHdJknTBfELiwgkI4tQyPCXLGX5xeLCHNpa25CIBHDSzh1cvyAHSnEQIHsz64w5NKXbJAmQlDh+ePMnsXfvI/jMZ36Cn/zky/jiF6/Cj753MgY8ubVJ/IQyP6+88nq4HC50tbRyB9ULX/g6nHXWs5FKJfDtb/87PLKKk73zeCB0mK+L/3jPe3imaFNrP46T9uOQ1s/XKg1ga5dnIaqjOIhtBXI2O7So6NnQUD0KDtCwSU7jyG3mYlHetiZOMyQqQNalmm4xQroW0c2y76NOtmosEuT8wt3cy6+C2sDkn5f0IEq0ID1qQcsNjFor8IGgaX4RVNyYlrq4K5rs1Hy6+NIX34v/+u6f4ff5YdPi0AQBr3zeSwrsEXJ+e11uXmV4+ctfjo/dcCNG5oO8opP8fTu2noTPfewGLqeu+fjbcMv/fBnve+4u3jc6s/5J/6X1zFNki96HQ41gm3SQ66J6pryPl9X3aIcxr9GAZt2VRddHbdKsea2rZjU/JsQe+JU5eIUw76tKlSerWYLcTR8IQXtoN9iJJ3InMNHWU08+BFkSi+hCgq+1B08+9VSaLrRN78NYgh9eHirX+ztTezZypa/kw1jOJlnOlCJnaLMyzd9PVYOii5BxWFMVCb3n+VQD2uQ5BDQPxiptwSUIWBL8SKoyVNnC2xBRgGI6bZNQZdd+tsNwmB3fnaqLA/PAw/dxm0TgNgnwxOM6z0hGFnhwOcMzWlvb8ehTB3DGWecZ6p5kk/Q0e/S2O2mXra5fFLaZqAb1b2J4DIPKX/bvfxQ9PVvR2dmPnTvPxMLCNCYnhwu2I6WJDDhKh6eo4czsBCZnJrEZQcyRSkGpRyv11qmbN4ei6A89ACGVU4ip3w2BGmBPT0/xvjNLS1RmKGS/I8ZCpTS0aCgDgRzpmejqZkGnNs57C+U/q0pp48ILL4HVaseNN34M9933F5z/zFcg2Hg69mtbuJFLBhz90NCsujvWDN49OX7ofoq/oEFR4+ryzkTep4mX7rkQVJ08Eyz/minLh3p7dqkj3EiwapTFqXHa4I6cVE54k0MzQxtT09OcNhaXqH1E7js6fkdnD+/lmVA0qBrLZgLn3xNFYMlpmPkhB3T9Y+yVgUqs//7oo9g5MIBzTzyRO2CGJycxRP2jstcs4JwTT8RLL7oIPe3tmJqbw9te+lK4HA6ce9JJ/POu1lZMLyzg7S99aXaAHJVt/+SPf8Tv7rorb4quhBmNHO0rDVvRB4y5hBVGqZffnWeCkgJRN+TxDIrgUiyd+IIoCIY8Q7LYdQFJjfi7OiGLQiHP4KVURA1iAV3WoaNBVeCZTqqXTzIfFrdgSNyGPdFWPLTvIHq7BtDZ0VeWX9x771/4vf7kJ1/CVVe9GHfc8VsuWy644BJeUviJG2/AX+69F8+88FL4/c244IJLYbVaccMNxF/+Dxdd9DJ4fenhWfkQREzLXVxxp0yrQfkwOpRRNGgLBaoG7Ub9AFvZFP8jIDdjv7YVS6quqPDsT9XJeQCV8dI665KnsUM6gO3CPjQrU+jThtAjT2SdAzR5uccyDYcY55OvV+RzNfILogsqv8vIEnJ6ZvgFZR9xnrDWTHYZ0HTnaUsXqBtrjzYCj7IIITqPA/sexvE97Ti1zYpdx59aFV2Qg2b7jtMhWAoHX7T4/bjtgQfwwa99jVcgvOFFL+IDPpa9PirhVx383VKPtsyjIud+t3UGUTgwxTv3tfNp4IeFfhwUtnDHEH/PgsId/nYtAg+1DEq3MTEC59v8e70UmI4zpTRzg4GMwuX4BVMoq1Osi46h93ou5BfrDasWxw5hP19DlBFJz4YM7kf37y/QL+YXZvHwWAQH1T4ckrbgsNiP2x/8Zx5dvAj33/NL3jbnvBNPwDmDPkSFBoTiKrZ0d2erjALhCD7ytS/gS1/7IPbseSg3WDX9XhrkMLbhABqVGbgF/V1wQ16TOW1Qhh/xiC3sABrUWdhpoEketDSPIJ6xxCqUF4LIM/14JUL6hKSfUrl/Nuhejonn657pbfi7p0z5WAKT0zNYqogucvwi/3kQhZBeQQMNM9dSl97FVSBz6wdiTXhg/zC29PRC7Dgb23Y9I8cvGIOb+igKMfz13ns5b/z+f9+Af7367fjtnXdwJ01vZw+6tj4N4UgI09NjePnLL+dDoQjUMuYrX7ma/+TTRaaig6oEKXuq+LqapSXskA5iUBrhPEDfhxyxPbz1S+bdZXp25r/KTLVBjzwFm6hn0+UfnIkyz/g6oA1gUm3lTjTaxjB4KIg8WzgieRFnVqQUocAmIXlks0ic7xC/mFmGX3R3dvIsLkmJANRmhLfJ2Vwd/KhPPiVXEILMgvsefwQDAztx4onn4uyzn43JiUMQxu5ID4vU9yEnRzwe5Y6cu++4BQ4lyF/WSSedi4sueilaW7s4Pb3osisg2zw8MzoWJ73zVvzp7tv4ME8KQjRhHnYtihDcSGqyMa8vs2ZpW+o/fkDYxoPMmU2o0oASODwaXVMhQya9I6paC2wQ0rHCQs5BTNnjg2xIT9RZB1uV7BE1w6+K75XTu953lJy/tA7Yeo5hSV+PEg9j96N3Y2v/dpy180RcdMaZmJwYRmr8HxgUDqFPHkNEc/Gg4UsvelbWHiG7w+Wwc7nxgvOfDYvdy3uDD0uDOCRtRWv3CbCH9+Lhv/8PwpEgXvj0p8Mqyzwbl97NnOrnemMgM4A47+IoC9RPgUPNym3fEaGP68n0Qw66rfIwdogH+E+/PMadvplDRDVq89PI1/qi3IrD4gDmVMqyr25l8j7YmsTbS9AxqcSe0/HD90NORnlGJ/+xyAV658LiEmaXgoCg2yo1+TDSc3IoY56qTNaDp/AqMwALzI8hpZdX5sZSqYp8GOV0zwxiqpWvyXxQBVC3PJ2dY1KtDZapPKKZMvrxVN6upteizxXy0NBJ0hMrVNySogNLcgssagJ+IcBlDdkkJHtI51zOi02VRpRxLKRtEjolJR1Qn2/iZbEim4QGlZKtWo42BFFCEjLv3s+DiCTn0hMFMjdfLW2YGb91BH/BlJrNlUGB/6YXSS8vA1rg//Iv7+WlFO9618VpJ7D+wjcrSAHqk8dB9D4vrThupjL4G6C852q9G3bauUUlMrwU9/idJZEMGsKU2a67u5f/EGj7zdb/1inF0Sse4qUzNFiCslkroQ3C5ORh/llTUwdXtKemRpBIxGFxeTGMrdntqFSrXZlAi7ywYmn1akDHlcv0FiKluhz0DA67nlWRbhDvUZbQI45nBwNk+ipRpg8N8YmLbojoBPx+4D3vKaANaudAz2vn8ceXMLeW1lbOBKkIt7WnAa09WzlfJtZI2Zw6jRTe02YBBX4oW9disfD7JKcU0Qk5hEu21TSeiUVO3ksuuCBL9/zzX/yCZ/W+5Pzz9bXU14fPvutdvGzzCz/6Ee574gncfdNNCDh3YVFeuVemXY1gq3goLeSqBw0EGWKDFfVrq41nCFzVGtxOQ1iALccXNuvP8Az6REQKvT0O9HR38zI7fZJwpo2GyIc5OEC9OTcGlB0ZEAdyfe/IgSo1IMFkHsSgfssF/CKTQUaTwWNhJJMxXHLJm7Bv327u0D3jjAsxNXWY04XcfBysM2FMzYwinojxz4m+qDfX9PQI5zecv6SV0uJ+c1RSmVmn1FMv81Xxpj4hhAU1yrN2SGk8xAbRrMzw4UFBiRzL4K0jqHw30z+Qsjt7hQnDY/LnojoRYi50i9PZN6s7k0Xe81dhFn30SJX8Il+W9HZ3859iWULOAhsSvEfjhkIQeZCNqSK2SMOIJKOwsDhPiumSZ9AhzJTIEd4TPB4xpIsdO07lRp5R4IcqBdqamjgPuuOhh/D2l72sbMZvZo2Pqp2IWrzwqEvYJh3SLzn9wNvlebSlh3PQmqPenVTKrVEAhol6aaQ8CZVNIyXqDprlQEXVVO5JziSa/jwp9uhfcHZg0JLC74P6nvdzB7peCo5V6xjEL0gB5y4HpmyILKHBJEHNWuCgoYWhlwWm2xoRvwDDotSAkER96ijoqpXQxcdv+DaeecbpOGX7doxNT+HfPvMZNDgEfOmqq3hVySnH7cQ3rrsZmrsT3/r2R3n215knngZrU5IbwpkqJF4ZJhYGiMfUTj50ibIMG5VZNIsLaBdms86+DMhgoyF/CT49vAKLj9p28Oy4wow5KvHtwCTmWMvyw0uLdU9AbxfFUrAe1893o17kKcG2LF1QxqA+SK1UvyDTzMaSUKDxoDa1NAAGsd5wsjCYqughbtFZIEco4LJFOsxDqJF4HLFkkmd57963Dx+74QZceMYZ6NjyNIyzFvz8lzegv/84nHvuxfw5HH/86bj++l/C4XDiW9/6KL70pffilJOfBm+DHzHNDpaftVdk2xi/FqHkfZJcpiGSZGwb6W9lTaa00zkKLzfAqWWT0XDKBL1fIbemBOpRnKYLKru3I45TdvTrzsPjjtOHv+bxzXy6oJ6vW7rbIJJDcxPaJNSarZ3R2mhCxOLneidl62b0TpL/5OifS5BcFXmzK7qF7T3duO5dVyDk2IIf/tfX8d5rr8bNN5/L+zkTDf3iFzegvb0XT7/gMswoCTT3nYZ3XvE5Thc/+tEXcN8Tn8Dfb7oJTV6BD4XN5OSleGJBOOfoXwbzWgPX76lMfl5p4IEj2uWgNog4ZQmLAreHPCzIA8XUm5NK+8lZ3Gud4nbIMPqhSLSeGe83TZno1EOanNIrlkzX21ZdqS1Fuk3NWoMcqWFV7xG6qPm5HG1OjUFIhdBgacLx8n7cZ49CYxomY3bu9GySg+iw6HqgqqkF9gi1VklpMuZVK9SsbSjwNUjBpaGxUTyw50kepKS2M6SfBpkLo2JvbnCrwbOxKVG+VvdhB/zUe1WNIiZ6+XNyMON2UwSi4yE2gCSV0GsK7wXv1RbRa5lIt+ipDiNaNwJSI+8V30UPy9+IxHs+yE+uhyDUtN4JHHecTheUoZkZKN6SHtyWoYuerrTeWYHMI37kQoQP/QO2Y10gCIjI/oL2NCv5MJbTPV1btiOkOvi6bJAC8ArGfL1W0MDSuOjgCUv2dF/nzHBKCgZswRD2ajugcj6w8r1TIHlAOJSe25B3fSuQDgXLhDybhJIFSJYdv2MHp1kcv63AnokLDjS3dizLM7JPOD8CytvD6O0ryTndxW0pqqJYGabjt46gpvd9fdsxMTGMYHABQ0NPwOttQFtbD4+C0DCEZz/7FTjzzIt4n6xQaAk//OH1eOj+v6K9ZZ1KsYu1pQpWWyZyTc2k64VESsR994k47TTA5dIJnKYdRqMRXjbidruhaYxPRqVpy8PDh7Bjx/FcYdm9+xHOgNra2nSlTFHQ0dG5YQPejECRnXZpDlHFibCloSLaeNazXo7/+79fwudrwrvf/TnceuuP8eUvvw8TE4ewffspBcenfjXjYi/CiptPrC1XWl0P2iDjhoQ39eLMMBxejo7yPXiIJVHGBTkFMschg32/5kCXOsb7sGX6Lelf60wsQxv/uE/GmadpWdoYPnwYkWg0SxuM+iKJIpoaG3FgeBQD20/iiuvu3Q8X0IaqJNHb3gJXXil75jybQTenMtretjYeNSeF6PDkJB8MQsOVqDcfDXw7Z9cuLmT3HDqEW+++Gx98wxuybSAIjx88iD/dcw8++pa3oMHr1XsG9fXhjJ07uSPgwT178NM//QlLoTBUl0GfI/7e9aghL2ESZG7AUNQ0U55ZgAoeHB2Hl1/V8SEb8YyDI+Mr8oyEJuLB3U9A0FJobO3hbz+fZ9BxMp0aNwJkfEhaAolMqSOXJY6y/OL+f/wRtqXH8OrnPAun9jTgwYcdOO20C2CzOfGLX3wLkcAs/pbHR/74x5/gS1+6CmNjBzl/oVJd+vwPf/ghz9aiiP22rbsK3n/xe+NriVwENPiOl7szHhTQOxzqPSW3akM8a5nKrKmMcU5qS/eIzmWAHdC2oV0ZR6tMfdrKB6zoc78chh9hrriR+pzhFwuKF/+fvfcAk+QszsffDpPThtmcwwXp7pROOd1JSEgoI8BgEwUSIhgwJtjGBGFhwLZsMD8wOZokkgQokSQkIQkJCWVd3pzT5Nzd3/+p6p7ZmdnZdLe7d/ytep7VrWZnerq/rq6vwltvjSpt8BDDlrDByOXw6CrsRf/AADthtJc89cwzpr2obyjSiyY4HU5Gdh4TQhPTJQ/zZqp2GT3tXRgcH0EoGsGBgQP8zG8KevHoH3+FUHiWfQyidPjznx8o0QtC6FGhOR4PmxzymoRILAa/14upuTlu3aSfkclJ3P/EEwjHYksmfinpR2ibUa2Ri2wFsZ4nXRDmUWUEJOk42XwKtvfrPXBpKUbnMFpVt2Nar0WHfYwLDEvtqTTob0JLckGVC4+LKBDtT1I2iz/+ScaJJwMOj0nasiY+BrfcmYHq0Uj+0t4/KLcjoU2hTp41v9+msF70jx2EmD2EvkPPzfsXj/224HtW0ovhiIC9fxBv+thHGGny1Q9/GPU1NeYgQLkOPSdvg83u5MRf38Gn0Zx5AZrYwq2PhOwmqbQG1GpJSV8qMsyqDZgV9XxfiOqF2r3zSEyXnEWv1Md0MnHFD0PIC5KABRECAW0O9dIUxtCMNA0oK6wLJTI86FYGcEjvRlIt5S5cdB8BMDzQh1wqDJti6gVxfFNxYTm9IP+iu6kGLqejctFcaHDLaU5GbbTQ93d6YtjR0YQ945MIxWMl+8gjj92Hp8LP4K8uvgib2trwwJ//jF2nnAK3w4H/+clPeCBcPVTs2ftnPPHE/XjPe/4Dbjd1cghu3SXUJyUMSS8OHXwWuVQM8WATzHnoq5Bi/6KIIo38zTGtEb1igG0I7T35QkO+NZwQpItdPCV7utFXCNyLE159Uo/J+biYXrhNvtXBwT5EkxkYigten29JeyEMHe31VZykIXvR3NQE2WF9x2H4UGslRL+0SaZZLf7CM0HxSENDO2ZmJrgbkQrAxMcp12/Hg/sG4MiOst/Z3dqK43q3YQxt2HvoBfz859/guJUSv4cOPYeHH74H11//YfgCtSBL0NDlxCu3nQdJUbHn+cfwm19/H+F4HDWBQElXHcWSvXIfxrQGzCr1lXnarTUj5B0J8WsSJ7JLSyJoi3DSLw03F4E6RD80ScU+bEaDNoGAEkODNMsFHKI06NL7cUj0MrVcmzLO7fa0IxDS+1iKVUl3/IiiRRqFhB6spwxL7UhJXabjK0uw6ynUOXNmPDI7w4CAfDxySpOEscE/Y98i8YjfX4v9Ri/SkgNpibi9zXkERi6DDnkAam4G119zDa676iq89sMfxo9++zu8/7q3o646zUXjsDxPFVO6IBJSNj9SMOPIOXqfVchoxQgCqkkVgzJgAPkdMcONnGyHR4+iVRrFuNbACbLV0rfluxdp1oX5ZeYXZnISHntMwVknZ+D2mChQ8jsL9sJr2kqpWC82b+WE97PPPAnFSKOxvp7tWE4Xi+sFJ11lRKUAJuQmbMEGSlGVjYaDd7T3Ymx8sHIOY24Kl7zk5Whv663oe1J8M2h0YqttP8cOeTvOsaKQmF//cM0ifY6ABnUihBxRqFjdhnSvp3I13NVbTUOzafCcEFbheJHZEAUxYxw+P0MqzC6gmMdlJJGUFi9aFecwHG5TZ/oHB5FJxopiEvKNFHhqmjAwOHBYNoPgbhQbUWZuNV3LLyZ+11AIzfu6170fN930Rtx4426EwzN4zWveg7q6FuZC2b//KezefQ3zL/7851/nm0uvvfPGj6EqUEuuDtZdSJMefdTcwXbsWNVHqQJOm2853+vhSH8/cP31wLe/DZx5pvkaTTH0+Xw4cGA/otEI/64oKnbtugBTU1Po6OhCLpdl4uuhoQEMDvZzoOLxeLly3dpqIYCOASG+smHRioTNRJ6sVDeoMvblL/8e//APr8TQ0AF0d29DfX2F67I2IGqNoaE3tAnmh2SstW6YSZ2DPPSBePqoGt2MUebpWzRxA8GBfZ+uzrf7Ucuj7MSg6Iak96FGNYdwlEtfv4TXX+/AD7+dwTlnmiiwmdlZ1of9Bw4gEo3y78STc8GuXZicmkJTR2ZR3SBuy1arukpC6Qiq0ObtJAUUhCA8Gqk/ugYapHTjJz+Jaz/wAU72/s2ll6KjqQnX33wznty3D3/81rd40/3a7bfD63bz3/OIErIhX7vtNk7evOalJhonzxtMn/W53XjgySdx8RlnoLkuiOHyE+AJ6Fk0GWOcmCGniaai0mZSALccgc1YSzkSm0GBCenFwcE/HnM2gxDwLfJBHNR7kFbNQHY5e3Fw7+O4ZvcFuO7Ky3D7fb/Dxz72Rn7P2Tu246rNLoRO3oqbH/8dPvjBV2F4+AC3dDY1dWDnzt346lc/zvZlcHA/enrIvrQwv1ajMsVJF0LSZCpMSZ7OVWNCaS6gnpy5GDr+9BMebIMdJzDiYx5JKtCqDzKVxoxMXIfzSdRpqQEOLcuJ3aWEVJzaxSmg8Isoc7eRI1ZnC0NoMsJoQE6y4UC/gtdfL63YXpBedHV0MD8dDYLsHxrCvoFRyIqdHTLd5kNLS2U+46MlxJ9KgSs5ste+9sP46Mffgt1vvREzkTD+7jWvxpmNOXzta1/Gn/b38z5yxRVvxL33/qygF9TOu2nTidiz5wn8y7+8GdPTY5iQgQve9jYe8Paf3/seHnvuObYfFOz99SWXlBSXygOrvBNMiZgOyUR6FqNPyV7MOtowduJlnLRp0Gmo11zhWnKEfLDEq6ThUcaWdVzN7hMDLdIkvHocI2gziyUVNiFKCh8YcOIN10v4/reyOPVMk3d1TXwMK2Kh49EQkvxp6xu4j9BaURJkFhYftQJLL67Hm955OWbDYbzr1a9Fc22wxL+opBe+LZfi3792E/68dy8PB73q7/+eE7+//NyX8b8//xHu/sN93N5PRagrLv1rtDc2wKVGIVB5/84L8eIlNRdiNotKRggM//7niHp9sJ28CfU2ao02/0SF6251iFFaZEdG9BYe/Leg7ZeQeoiyHrSKUU4gFd5B+mEzKVooOFvNPjI9F4LP58Ve1ovoivXC6/HCbQM6W5oWy1scVVFlGX//ujfgjTd9DDe+dTfCkdJ9ZGDfo7hk16V41WWvxI/ufQBv/NjHMBMOM+3UiZs2IW7oHKvQHkGt/Xn/4vbbv4oHHvgl68XEWB/ecNkl2NUQx7ARR8rq8FqxUCD+6KNwuqJInbjb4l81mBakRZlkW0NJSxoI1iAmmO+bEnZjaJkffFnky5AiUFKXAnZzwFuqhFaEBgDpNJCrkHkQC/XiDImR/ZOzYU7g7Dt4YFl7MTLYhz8O7IOqkl54oNrsqGuZt6EqslzsIGwgJXI2CtlJdtcuBVGrhBHV/Pw80jW86lXvwCc/eSM+8IFrefD0pZf+NXbWy/inT30eT+7biz9+85u45X+/i/uf2Yegz8l+5Omnv4R1gfzO2277GrxeP1760tcU9OKb3/wkDux9Ak5vFQ8xv+iMsxjEUC75vaNNGoNXi2NUbl3I0y4EfI/+BobHD+P4beiSBhmMQM94xrAjSAM/NSf7TBnhYFQf2f1RtR3j3FpOPxICWggeiQZWydz2TcN087pAXSiMTj8WYlUrwUcctmIjuOQL6GMqps2iVR6Dw55bJB5prBiPULHgmpdew+tIyNrnX3iCwUrkc1J32Xvecxm+95H34ZbvfAsjU1MMRHngyaew8/SXYtx7KmYkB4RtGarGMlgo+Z29j30fdp8dEscjpWs1ptUjKlcx6ICer4CIwKOk0SMPmqyoq1xaKhQdEj0mYpzqUsLgtvqhfoEbOE4VbC/oPKZmQ3B5AzhQZC/I79x1/gWYnRoD2huRzgH+QDXrxYGBp6Copl7YbWpJnEpSoKQo6jg6WtKMSbzvb16Lt9/8oQUxyVe/chOG9j2Cd+7qxVsvvQD3/+7HC3xPugbqrDBhRlTwdzC4gnid05ITm+VDRzRrh5Yorrnw0O+fgjtQi+aTT+UO42b7NK8i+a0kik6zhWYxZyew5eLKQGtPXYcp6IgaXu4eYIStpKMFlNvoga4WFXwt3ZAh40BRDuOMM0xihrnZGQR8nkJM4vEGYKhO7NrVeNg2gwAIeb+Z6CRWvFbiWOYYOEaFCJf/8IdJBIMLW7doOScnhzE0tB/V1fXo6jqONwQKtIjkurm5i3lRiF+RKq3Uenn85h3YJu+DcyNQAYYB3H8/jXIElzBXYQVJU8gBG5C7FyW2XuYI8HrTaGlxQtclDAwA7e1AnkqQKhuk+DT4jhyLQlDgcCCVSsHt9piwd13nvxN6iRIkVGmlf+khWUxCoRSee24Yu3d3wFkBnbGWutF//5+gB8+cR8iuQjeI95kmJg8O7oXH4+eqWTBIQcUS98kaVNBuDCCoUjvV2utGvjJHzhK1MqyEXoI+M64FMaG0llbXiDtO72fev8J7aYP1euFsaWHd6BuQ0NkuSnSDEjXkOOR1g45HuhFPZqB6akyH3zCW140ykxcKpfH884PYtbtr3XSD9GLyD39AdwUnmM6ZULn001pfjwtPO415ep85cIARv2efcAKvz68efpipG3bt3Flo6aXhO7965BFOCBNaJ++AD01O4YGnX+AgrrcpiF07T4HP7cEBvbuEd48oA3rEgUL7vXmfreXN+xuHYTMoYfcCjmfU1JHJBtgMYTDVQ/nE31QohOHnnkPH7t1wrFM3AenFyAN/RGttI/pFZ0nCdUl7kUnhtAYZ1Uoch0aG8eCTTzHHGnGy1VUHAC2FB57Zg/sH03B7q3Dyyeejrq4ZWi6LZ555GIND++HxBHDKKeezfanVptCmjHGQPag1M0KPNKBGm0S7xb9Lzz851cT9y4tsGKj6/W2o8eWQOuksTCrN8xPWDR1bxF5Gu+UdrmLJJw6XEtLFGa0KQ2oXnwu1cFE7EwV4IT2AaFUdWlpdkDQNo4O5FdsL0guP213QC3r+4jkFsAb3HAt7yQIfw0qGUBKV9GJmvB+54QfQGvThuK4uDi5oonYkLSAaz2aUzMhIHwffLpcHp556IXM8E18j0QfRc1Wtz6BFnUZnczOjew8MDXHXAQXqRBVDrf7l+w5xhA/kmpmPzaUsMrDKshe6L4Dhk6606KEEqrRZVEsh5tmjwKlXOsRt/6sNxJhvT9iY5554g802UQuzT4PgCvYC8/bCMkMatzivkY9hTWK3I8tJ4OmQhuefH1r3feShB8ZwQpXCSLZRvYk7isykgWUvBvejOeDGWZ1VGLP1YHx2puBf0LUR8r9cL0YP/hnS5KNW6zM9Ci7U73gForrCtoKmeBM9TG97N06wHYTdSp4sdY+K7Qidnz0XR+juz6Gxxofec862Jl7P/ze//zDNgqFiQLQjQ4UwS0EkQ0OnYXJyDkpdTOFRq0+jiQtC8/aEjjGsNZpDv4qSG2uxjxhajpFaaY3qXyp3ESiKDJdsDo0tDSTN60qHN24f6QrWLhgCTHrRPz6D3w3q8AXbFvidLU0dfG3DZC+eehB1dg2vPqMbwaoqjOTq8GB/yOpY21LwL5LJGAYH9yEensEJNTmc1lMPm2qb9y/KfCya40AD1iqKYUDcfz/GvZswtfNlnBBtFmOoUUxOdto/hvUmzLEuzQ/BKtCCWLaxVqfi5bSJrjLame6D/OIOo59pUUivmH5EsXhEJYmTAC3eCXjaW5DTFQwMiBJ7IWkp3keIm3UpvRBaFjaRgk76wdQyMnKyG5JiHsiB9AIqm1QojMHnn0f37vPXVS/I7+yqDWJIb+YuHOvKuIWfCoH0U1/fitNPuwA77MPsdx5I+vCyba0YmI3h988fRHbmEGoburD99JdxXEJxyiOP/Aput5djFKnI/lD8EglNo7GpA+eeeDJO8k1DlRen8SFVCWtejisNa71YDAOB+38O3V8N5cQdTHVEa0+csH3oNin0KK6wdK1BH4VHSqFf7oHbiDGv8LDcWUJr5Ndm0akMs70gX2ZCsXyZBZvQ2tgL0gvq5kroyopj1ehsDLPPP4pNF5y7rnrB/kVtF+r0cbQoE4WYjvyhP72wD0/ufX7JeOQnDz6FqKsLO0+7wAIDSJzoO/Tcg2iUJsxONkVhaqBHhnN4dP9BpNMp5oc96aTz4PH4TP/C6jhclubHel9tbgKtf/ghFL8X2LkTOcHEJCa3b37wWlHifCW+ZqWvMpHDCv/bL7q4YE30OHX+MGragoU4talNhWwZDE0nvcgV9IIpf5CB22Ez9cLj4fNL6cRvTDNHTB9VkSW4FJ0HSRYL2SxNMvnnNzKHsSC/JQTqtTFe5+dmtQUxSXiyH83ZfdjaGuR7+sLgBH7y9Dgcbn/Bx6DXaQ/vMAYQFx7MKubwS9IdAhQejz2H1RnDqFhBpV4ZU1otHvn1b+GvrkP92S+DS4thk9LHgBF6T5/ezjzn3FVkzXlZ6sC0f9AAwVolUuhQNMEom7joSOedP8JiumGzS9w1TTYzH5MQ33eWyEEk25Hlt4RJ9ZCeC+GJZydw1kuOW5FuvIj4XZFirTw3TjeOOI/op1ioSpoXCrQvu+x1hRtHLRam07hGkj/fxSAIu3cf1mHNtrz08iQnK5QWa8/NrzEhLWKxCJxOF/x+Pys/VT41Tee/0YNBrw0M9DHSoLY2iEgkDJ/PD5dr+ZadjdINMmq2sqTvSnVDlu3YuXMX/6xO5ltQljnh/MmsSjdMug+xKm4ks/1iBnZd48nr1Iplnim1UCyNbm9tofJZqW5QW7LL6SzoBrWR6pqGeCyMBo+HUSAr0o3ya5fWvpK6GptBgcLp27bxT7GcuLmUy+ny885b8FlKzlxR9LrpsCiQa0/Ejosu4rWuMybhVELIGCbnVLHQxkX8jOYgK1NHpTW0GWst62MzKH0jc/C43gitSnoxKLUjIVExTV65vRAC4xCYJGRL2/E4s+0S/huFvTM0xEuaxs6TalB7Ss98kY64NuUErjmpAxMnnwVNmkfozql1kHI6OmzjzLtq0zRMqK2YU+uhaTa0Mjd3Du7itlmafnvBtQjTOeSDqzwygagdDCfcID5a47AcuTG93koaFlFFCC/rqqHK8EoZRnQoUg6tZEJXaC/ob5T4pdf6BgZ4iFlNbRBz4Sjc/hpTLza4NXc5e0GJdCrs+fLDL5oF1BYq9My/p7muHg3MfzyC/lw72lp7eBCH9QX8j8vpZmedpE4bR5tCzibQWFvLP8sJOdBdtlFzOE9RW3Yle0Fa59NjmBNBDtJpGFdYmEmXtKTigN6LVgxz5wifIrf8yUwzs1hhkQchan7mBTQUCvzNwk19bgxJ2cODmvg5tgLJgr2wEhNr6mNYCC3iTzX/f36I3HrqBT3PY2qH+RwURYol9oLQtdb9KfYvSEgnCnphSWvvKXB39WKT3MfPKyX4n4cXHtmO44871bw7wuABTUu2yhbON88jPR/MU2Ht9MsvLwR3hKQaMZq5XbFJmeI2TBomOSU3wpCV+RkCVmKPJrb75QTrR6s+jDHRghmF7JOMTpuJGM8PUmlQZpDLqQjbrUnpYm32kf7BATjtNjTXehGPml0FLptJC0P88eWJX+4s2sB9JGO0ohMD8KvJEr3obKrDOQ2bS9C4C/SifRP/uDWiZBlgHtas7MaWze0lzzkdj5J/27aewoM581zT5adUrU3BhTSmJSKMMGeZVDSjlr1oEBKC2MPAAlU2k9eUwOnX2xFV5weQ8jNf/HFhoE0fQK06nyjm55+H4CiICj9k3cAoWszCatFJEGLfLWeY8zUHmfXCZnlJ1Bc2G0shFo3C6VpcL4hGaHDgEHwOGcHaGoQjEUZzSS5bwbuoNGCOrnM5XvO13EfITknE769NYFZthKyo2LbtdP4xP2wwSPb4TcfBJfdilPS3ScLFTScvSMypiorzzr08fyGl9qehFTXZCeZDpWF7SSMGXxmfZ9EJMyc00Q4QB2vx6/SByO5r+PegMVn4E7XxM6CACrl6gv3bUaUdGcmFOpkopEz7X1jboi8mvvyhnI5O2yhSkqvA27ucrNZeeCx7MTjQB59Dgremmf2RZWNVQq3nB8tukF7Qd9EzI6w1ywoHajddgjcftwMORSuJR/L2dVqrwdbz3mTSpRQlbzu9wLnn9MIudfBniEt7mJD6W7y4auv5JdfJe4qhs12vNmYwpTTPc/0uEqdSZ1qtPIf+s1+HDtsYkrqTi7+0V9BMiVZ1gmPUw+HwLRZaDxpqllI8TC20xXaA/RNF0ZGV58EZLc2AJimczDP1IjavFz6iLSI6ERsUTWA2moDkCfKl9Q0eYr+zscaPVCICv49QnfODC9kHpt5USvqus6w0Vp1STR7axgbzOS86AKobCLTWgCwOcffOpvZW/FXr+UjJ7pLCC9luGvhXkuSn5CUNdl9pnFCmG0TD0Y8uXivyh3ove71lG5LokIfYZ6U5KuRrdMjD/HzR/4+L5hJ6veJj5n+nJ4JmyRTrE+31RCFSpc2gRRm34mYBdRHdMInPgJlICtFYFH6XCocviBwBYoRYwvesXVF+y/SWi9DhK5AXE78rkIGBAbjdboyMjKCmpgaBQGAeRXSE4jCSTCB9JBD3EiGYy89+BnR2AqeeWiHJdWQBLCWoKdgm3sUjOVY0Cvz3fwM33ABYs3Wwf/9eJsZ//PHHStpndu9+Cfr7D6Gqqpp5h9LpDB544D4Eg/XIZjM499xdcLnMKZTHgm6E5GpY4cb6i2U0m8UIapTIUdWNSkLBHrWY+US8hDPTIS+CFqMhQFHglv+24R03aGhrNY3m3v37WTcee/zxktbtl+zejb7+flQFqhHNpo4Z3VhPm7GU0BrTFPc4oW4sh2xcbsWUaOS9tpzXjt6f1WQ4b/8RpDXUC07uGzlkK/DFHos2g8j3CblHAxo2Wi+Ii2rVHRQW4qmkvafIkZqWmzkBXD7Ey40k6pQQAiLGBQKakjwlN8FnRNCsThcm7BIX66Suofa2ryLduRUHTz4TzfoostTKLpd9X8UhjxJPAtY0lYs/q1EBuqYBrRVRW23Z95gDgPKz40koCRRdpb041N+P6qoqpDMZZNJp3PfAA6gPBpHM6DjzvJewXtDKElKDhMd20KC94nPZYHtB+kGOqmIsTumTIu5KowuaYoduTZeeF4EGbRRpuBChJMph0hEw3YKRA35aeR8xA0NKvJg2gJJCst6HAblrAfqfnO5+0YNmfYR1cjDXjKhSDYee4hY9QotXus4qNYaMNolxtdX6bpkLF43GGFrFGDGwwYkmzEUk/Md/23D9W2W0tEprYy+Kg6SKSLH11wuh6+aAPnoQF+VaWuG5Fa5HcEKlYvDAaJ9RBJUwJ+Q46b8C/6JNHoOqaZycpcCc+Hj7tE70Sv1ICwcPXMqpZtI8IkgnYbbgFyE5eYitGOPhkYpMvPNmAo0QOH6RYJSPqs4nSsgvPWR08VRuvaiFmAqcxO8poRHRqDK/j1CBebV6cf99aK6rQi6bxq5zz+VOC0o+kl+cR2dZS8qtmCnDzUnujdhHaJhqWneCRpsV3T5GxREqfSVCA7f2iK38u16MwCzTfbKRxJ+7mJoF5Bhq5AhqtVkYP7sNobatqD5r68L3W8VmhRlLSgEBlPhNUTC9hC5TGy1xupKvSVQhh/ROxGkokXW+ZBtCXHxa+LyQ/pDOuKQc5iLAf37Ohr+9wWC9oMTv/v37ltGLKhjpGIxMHPc8+CjvI+lsDqefcxEaiIWCh8SZ+8hGyFL7COmnUBTM2poqDveks00bDi4Im/9b/J7SdaMBaV4tgrCj0rBvCSEb8faa+tYvdaPL6INfmddJFrJjP/sZUm0nInfGthL/xZMLsy1K2gKM5CZEal44MUq+DWTYRZb3mGk9zcUF5uU0cogrVUgIf+l10nH1CNOH0LHJ3q2L39l3EMGAB4mswT7Gww8+iLpgHRIZA2efd8Hi8QhR2UBnSsVZowY9a0gZtJRekP9HlEEEQOuWB7kw12EbXZCTYF5tw4YR0TzvQxTbaWOMaUW4IEm0B1otJuWm+eRw2cEaNTNmNSQJA3LHfGyi6wj+7Mvsd8ZPvWDe1zN0BCQa3JVDq81M8EYNv0nBQIPIxCJ83yuUfLcj6Qb5lURVyPuLTZ/npC16/1xExn/8twPXv5UGcpXrxaOIR02aGFm1Y/fuC7F/YASe6kbeR8jvfPj+X6OxrhaZbJb3EermLDmf4vtv2bK1LgisOFbNd1iUixDwZuf43hGSlgAbWcOGcdHASVc6X6JLYOBXAQwnLXgmO60E7bJSIYdBcQwlYsne0CyiBmOckfz0HFFRj76SIjs6PyrO5AwFYcOHLqUPE1oD4rIfdcYUopK/4lBY+ix3OltrTzaSObGRZcqZCVGPZnkCdnl+7wpFJPz7fztZNzpatJKY5NHHH8dsNA2Pz7+Ij5HGA/ffy7qRymg457zdS+YwaHgg7VVErSWtkAH6xcTvCisiY2NjSCaTbOATiSR0fW2SOE6RhlsxlXNNhB7YZ581f6cHYznJ5cyHiXpYiquf5QGOJdSa2SMOYVDvQEpdJZdXkdDXvfKVJm1oXrZt24FEIo5TTz2dYe7ULkFVZIK409RcgsQTwTX9S9UQasslA0XG9ZjTjfUMCIuCNXK+KEh2rUSH1lk3FhNugVoG4Vss9HWveaUGr2f+e3Zs24Z4IoHTTz2V6Q2owprXjdbWDghnAH6Xgm6H85jQjXK9SCYSMGgt11k4UFLm22PzG62+SOWYNuNDuS50PX0QnjXUC3Iae6Q+DOrtK5rcfFRthuXRMWenxT26Xo/vWu8lNiONGn2Gkys03Kg44VOOjFr4PJpo7xoRhU2llqV5lCVjoPUcvM/+kf+fHHDi5l7iwiDlsoChQ9jIMZI52cOoGuvvhS9fRqh+TQhATbcxyncpIUdutfaiva2tol5kdBlOSy8I+ZJHNlKbVs7iZpz3u8XG6EXRM0WtZf2im4dj0fqUtzASV3SDmGQkZAl0hDjmhY6gEoJNmsaUlsCY2jaf6OPJwUud2/zv/L5F9hF636hWj5BcC5vIoUMaYjoImqRtz9Yi7aziZALRh9B3E4qPdURQon2OUZpp4WZuVxoCSoUGKhqWBzt0X6gNfMpoLASLZMdGpQ7mBa1FnAvUToeE174qB6/Hvmb2gp4LcrMLurABSPDyfaRJH0SrDoxI7dak+iUPYP67xHlW5yY58W6Tcxx8GdbgLLOd3vxsSA6iWkQXp/dAqV5Ip57KyOFWaQK1RmieX0+hQX865gw3NEMGcinA7jBtV/E5UzJBz6AL/ZwwqlSLJF90wSnQBG3JxS2UxcdzGCn45AQ/13a7UrKPUEJs27bt3OK6Yr0g/kg6ptdThM4qozWykiI0aXxCasLmNUzkrGYfSRkO9IlOkw93JSJV9hdsehpVxhy36FIRh4aBEtLJPB/T96BESdmhuBU1+9xz0OCHoMTvavwLrM7vNP0fD1x6DD4Rs4oO6oJumryQ3SBEshcy3HYdr3qlynpBekL0DNt5H0kuoRdOuJ2A19nFaF+yF9Qq7/bSczmP3lzvTqKV+J1E5UR17ZBSt+j6jSjtyyPHCKWmOBCRF9KWzRdo51ML1CIf033wimQJnRYhpbVnXkAC7cAZpYfID6GjVusamQpORkEv/DaBNmOAk0k83EjSsUk+hIThwrDWjCZpFGNaC3JqEf+zJT7EmYKgP9eGBA2eXjO/U2LQANG+tLV3QHV6EXCRTincHWD6Fwpcy8QjpC/Uf1c8tHK97IWSS6IuN2Y+I5ARxAzmNB8nVBss/nXaC0yRENa9GEXrAl5ttx5DmzQCj0pD3czk8LDRgihTylUoQFo+CdkRpzC7DdOKVdwhX8TQ4H32Edj1NGpP7uAhoea5SAiLAIYFcZ2aPntOsUPSsqwXqpwpMRerjVPp+AQ4SCpeBPQQJ5ftCxlACtzhwm7HK15FeiFV0IszoBHlg0x+J9EBqaX7iN2BYE0VUwQJYcBHw77KXErirze56s3jE1dxk6DOlk4cSzEJzTEyKRvASV8qX9AwYkqeU5LeKWXhMZIY1lrMglxZ0YlyYPRM8uUv1hWSlwq+p19JoEvvYw54GvhIFJJhvZr3J7IZNMhYVjyQZTPGcSkZtMpTTA3ShREuilL8k9XsSGDhXIs52u+oq0gdxpwewKjUxgWlKaUJ06Ch0DI0o5TGiOgdXvkqCX63xgliklO2b2Ef4/RTTzOp5WSloo/BHUU1Xhg8C0NaOodhLRYBlxiMuUJ5MfG7Auno6GDnn4w33Sji47DZlnCAVypWW8eaCiEmPvKRFbew4I9/BH78Y+DjHweqiwbaZDLArbcC558PdBHH4ryeURXFr0eRogrbYXo0Xi+wfft8WyCtq8Nhh9tdz5wm5UawpaWNDRStPb23oaGxpE2B7g9x62QyGXg8Hv7dbhEy0fTV9VL1ddONZVDiTWKc6RK8qkkTsqLbsM66sVbi8wInbDdKdMPucKCeeDnp3Mv541rbkBYS0qnkMaMblfQiaztSvtuViSwMnly6IqWQJGQcfoT/+T/gtkjwj1QvBOlFZxeccgZuPYEk1ib5vt42I53TIGwq7FIWyURyXSzGkvZiFcnRYqepxTaFaiOKQb3NbOUt/nzZopRTCplJYLMNt1iI87ldGcXIP38BOdUMQpZCJRNXdOvD34fzp9+HdtMnIKpILwQPhkQmvay9WPj9KfSKfoxqjZhVaeLzIoG7ZIPdQ/ZiPgm0nL1oa2nhlyLJLBRqT20wUUtZQivA5HLM5DLIZGIl9oJQg3FyjoWBBmNiTR3wSnrhUJJo0Qd5IvGsUc2DPCmZP6U289CsLmWIg8387aagmlCZXiOJjOFA3HBx+6SJkjaREXSvq5UIJo1GTtBCE2hVxjnIMNdu4blR0m4kV48GdRYuJbfkPpKQvIy2zMKFhO6CU2QhP/oI2n70MfT9y3ehV9WgRgrDqyQRT45C3HorPLtPA7rauQgR0MNsLygROIJOTBvJksQv2bYG0NT2BHrFQeaCjRh+ds7JGSceUA0eqHCBuro3bZ+n8VkLeyFyaWiZKFweH+JZCarDteH7yJTihldKwi7S0LBE4peC8lyYn5FsWYt7scSUKlSJKNO4DGotTJlBSFXm6zYPhFoxA5e6DHKxTC/y60vAhnIhZFv6j7/CfT/6Ai67+XswqueTSFImhfpb/x8i512JmbY6eDBCzd0r842kHFOi0PRw0odGfYyR4045DYMGCUEq20fAA2coEKdWy5XqhSoIB2TSzmQMBSlNQjoTX+BfpBIxeEUadWIKEpYonK2T30nXEhVeZPKJlSOQnOyAJmzoxUHohmp2yFjJd+bB1NuQrAQGUW0Y+9D/43MIom91/kVVLSP9OCFk6UX4/KuQsehq+BoJvUnBuyAeR5ULFgFE0axOwq/HMCh1ILdY0pvoJCSFA2eXN4dTt6cLNDMKUZvYbXAtYS/oxWQqyV0y+X2kYC9EkpM/sUx6gV4kkhvnX5DfyQl4SUeViCDEAyGXT9hWFKKR0qaQlLzzybpF3zu/YJNyI0TOQIttev4jZC8+/BHkUDa0yOrsga4xvybFOOzOWnohf/zjCFZJ8BoJMyGcScNx660In/NyRHo2IWYE5mliKgglNuvkWSQN7+J6cTh+p0V5RXpBLf5aMsJcwlX1HbyDeax9aKl4JJ6IE950zXGdlfSiVd2PFFotv07CrAiiXp5kFD89zxN6HaJyoPCMZWSneV9KeLWneOguJfmGtGYkZC8XRTUaerUIV5NNS8EpUjxkkAd98yC+PHI4iwZpAuqH/gFeJQe7EuLzTes2DKADCSoIlPm3/j/+Bs0//hzsN30IqPYddpxKekEc4TmEYScg1cJT5yIa0RFVS3ZLLywUrsVMuBL/IpuMwU6DDRtquXhPr9H6pg0VGU1HLp1CjdfOHNIl9kLS4OQkuDh2YpJim0GzZaQONBuj2Cwf4L04/1GXnEWvPIBxnhEyPyCahAoACcMLxdDQKo3Au5SfUcH3pONTF5xbHODOGvJhmqUxOJUspv7wR3z/1p/gtTd9FptrDpi0hhLgyMRYN6Tzz4etswsjOYozLLuYj52LaKuoEy1tTCGE6nkEO3MRGcxfHygbVJ3XDQeVQq2lM3XDg6zk5ELjYj4G+TpNDfVMHZU/g+VyGESTMyU1YgVlVXMZV/Su/+NCGfmlyNgPS4gXRZtGM3GErJVQZZcqIqSQtEk2NgJN1oALIokvfnjpvRMTZhWVuP3Kk1JkNB99FNi0aYHRpMMQrFzTlCWD8qWEyPHvvPMXuOSSy7jKQfLcc89ienqK/594TcLhEL+PHggivA4G6zA5OQGXy42GhgaupE1MjHHFjODxdI/oAamra8Dc3CxXYulBU1UVJ5xwFv5idGMZoQn31CKzKj9+jXSDbWGRbkjrkPile/6LO+/EZZdcUtCNZ597DlPT0/z/fp8PoXC4oBsZHagKNh9TunE09IKE0A/kLA8b7Styak290DGtNMD/8L3wNvsgHaHNSPbswFjbBdyCkpSPrP3qaNiMajdVgBWcdcIJ2DC9EAIuLcpIozhNs19u0IUleVwqJTdq9BBG80n2osnolCTKJ339cqzSVyOk+7j9ul6ZM5Gkho5qMYcQfHjm3rvR0L4ZrrYetvWG012mFxqUwafh16dhC7oARxpQYivaS/LfT9XqCb0eKckNj4izA066TPtMSNSalBbFKNb8Z8lh1hXcfufPcdUlF8FlDTZYyl6QXtQFgxibnOY27caGekbwjU1MImtISKQ12KkgL7JoqKvD7Nwco4aJF5jsBekFJ7TX0AGvpBc2kUWQUIqSgYAcR0QPFdpTKQgIaX5OvFSrJvVDflkI+etEFk4pjRnRwEh2Ctj6jE506IPwKSl0Gf2MnAmpptNtN7Lwiiia1OkFQw4pqKPWem5lW3IfcTHyZ0iXmWt31GhCeugQghkNuWAjBNsLiRMxxNFarY1Aevx3wNYmoNvkjKOAPKepzO1Mibs0dS+UKcuAIERfnIvmjaDhg6OoMiLIGTaEqb0XLn4u6D6vh72Q9Cya62swMzvHQ76cHv+G7iPTcgP2iWbklkP7Mp2GZ0G7cyXUY1T3wy3SCMs1C1pz82hxSm4tKmV6IRobEQpu4qRCjZcQcaXvrZ14AUp6GNXBeqTL9hE5k4L/0d8gtelERDs3I2tMQrECtqXi0PxguLCo4kCIkrNBZY4TXmRfZvUAAqQ1C/YRCc89v3K9oAQfFWMmJ8ZgGAKJdBZCcXCyp5J/ccqOnYhiZejCI/cvqMxhFNZjWq/GhNS8Nl8qywijBk2YhK+Y653pcFQuICyIBSy9oA4F8eifIDVXr8rvpP2wSxpAUnchl0jC/8g9rBfFiV8qUBwSPbDrGWQlR6FgQYcmNJhXjyEkyr5rwapJyGgSfn3Xz3H5JS9lJC8J6cXk9OySehGaHILX5eCCACUcJyaI91Ev8S8W20c22u80i2hFE3wLf1hZMEG2gO7lnJHFuNkjVlkowaenuUiXT2O6lSKd0XXmG1YVCVO/+yFE5+5S/4K/TMGMqEc4F0Dj+FPwEYLS0gtOJlERssi/qO3dikzHZkwTF+kiMWmebm6lenEkfifphdPlRk1D29J+5+w0hJaB12PqxfE7zl20W2st9cIha6iRp1GjhxFCFT+/w4aLUZNUQEnnBw1XWB/ZMJPyNSoNvTL52ueU4IqGORMVVcrqAKH9geBvJnI4ijYxBA+S4EeYfEbLv0gZASTc874ti6EjN3wAVakRuGudkAieW3yqS/idlWht6TI9Cs0wop9SIeTznF6FUakFTkWg2hrkdvedt+MKthdmUfHJ554p+J2L6cXU5Dj7nZTcIx93fGISGUNGKpPle0RUTq31VbyPrLe9WElMQgnxShQIFTtFZDvCotrk2i5joaM7XauEmHaw4JNwAlXhTq86Y4IRwkVfX3gLyxK+p0QoallD1PCxT1uTm0NsZAjJdBUurt+MiL0edUSFkD9WpiiH0dmFajkCFw1hFG4TRMB2QiCQm2WqIUK5HzR6WHeLL4xQxeYQ0lKFEnoWd935C1x5ycVQi2KS8alZKC7/Mj6Gyywiss0YX3EOY6liV7m8mPg9SkJBeSPDzVc/1bqi0FNy++0mDP4f/gGYnQUCAeDTnwaqqoD3vnfh++++24TLUwWl/CT8fuAzn1mY3LHEJutoxiTCBlVASh+GlQhVlurq6rjKlJfGxiZUV1dzywGRW9tsNvj9lAQRDJEnxadWhGw2W5iESA8L8dJEIhF+iKgKQu8j7i16WOj/6TgbKTY9s/jgm6Mha6Qb9HLScGDKvQ3ilp+i1haDX5hJpbW81Eq60dTYWNANh3VPA34/B3ThRBaKqv5F6MZ6i1n9jCOsRzHHw2aWEBqacftX4Xn2UQz9w+cRmc3BU52GdIQ2IyY3IarUrMO1bYDNSKXgsws47Bu/NdZKIU6wjGtBTCpUFV9+I6fEOrU3tqrjJc4HIXBbxDA75uWJvEoygyBiahViup+Td67bfwDx7HMw3v9FTE8Moaq2EVs+/U5oVUGMvPc/Sz1nw8Avbv0KXn3Byeg5jL2EhjMMinakVbODJC4C3BpKVAGUxGzRhzHOHGFmhdupJ1CNEBRDhh1BGJQADNaY09SL7EVVdQ0iSbMyXmtzosZPE5WxqF7UBWtZL0KRGE9nd9htR9VeZGRyNtu4VTqACBf78veSlj8BZwnfKiW9xg1K9Jq6Syi2Yo5Oh0jDYQXLFPhuEgcxojWZU+4F4JLSFfEC9J0+NbXsPiK9972M7KjVZ5GAn5Gm37j1dpx9/mWo/sh7zWBckpCTnZjW61Dtjy3QC5tsoF0ah09PYERqY87SEpEkTuwkZJPDM2H40KiNoU6dMykgEGa+WDuaWC+aggGemJ3fj1drLzLJOJpqA6iqCWIummB7QXrhVjTmiU6mMhB2H2yEviBKAZ0QyusstIbUxryC9xWG5eRfMjQEjakS/kayGxT4UOsjFw31dvNzRc8xp4sWc2kW0Qv/LR+DQcj/v3/XAl4/5Z47UXPqabD98z9iQCIOvfmD6/4aHPzMHRA28xz6jQ6068NwK2keKuSRkwu4Zenjcd2FQbQXBnhpwoF+vQNt0ignJhOynxs5j3QfoW6CVFKDv7bZ3EeiEeQ0wTpQyV4Q7y8Fj2vPzrgwGdOgjaFaNWc9UCJiFsHKHJuHI1xMXAVtAV3wz2+H9OyzcJJehMaAaueq/M58MsaDNIgGOvZfn0Xa1lOqjJLEgTl1GRTOs2i1iX9R1xXTJ1kq+SsrCASbIckmBQ5huusbWxCoDi6pF7XeXui5NCO6Esk0D4SsrgkiGZ095vxO4u4nblXqBCHx6mHElQAT2KxGR4LyHFKaE2FCyS3yOULSC0NCUJ3jIV8J3ckF6ry9EM8+i8j7b8aeiSS66qKmf+GvRvhdH0HcVs2JX6It82gZOH71C+D0E5f0O1WbDQ2Yxawgeo/Kid8ZuQ6ypvPcAdILKjIW5mEsIodrL0gvMjkN6gr8zlwqBo9dBrUvVeZfXnshmpZqNc63g/ZNSmySnZwTNQuGIBYkj2an7hqpFhG9quBrlAznK35/WQaQEKIFfmW2KTqC+hSalEmot/2Y7UW5f+EP1KD93TeV0uloOXz/e/8KedelqP7wx6DIpQUNqczvzLushGaeNmqRhLvQfdIgTcFdgcYoD0oY0xsLXUX5xDAl82uDDRBWspu6ppoaGtjvrKQXyXgcDlWgxtuJVE5AdrgZyesLNqOjhgZ5Rdjv9NoBmyKhuipw1O1FUJpjkEF/BQqEinKY+wwVlOqVmcIgaO5U0c2B7fUqDWxcXQ6DkqXf/cEPseWCN6HuI1+DYsQhMN/RKvx+SJZukFrwIGo5haAa4i6REamV/WgaFkj3bkQjXmtzMHF50bxf60CnMlSgnqLOOgKqUExCyO/yHEY0kYXs8CzjYzjXNYfxYuL3aEh+ouVacz8Rw7immaREV1xhvkb/WlXKEqFN7DWvMf+lk0gkgFjMrKLkYeyOpRElhDZqNsYwZjSvOPlLxfx4nNAbEk444XRks4KHp5D4/cHFkyJFA8fpAaBNmCol+faEmhpz4uRiEoutnGP2SKUKoXV38jdaN0Q0hpm6rRiT26CpdrYcER6YEmLOwxopxO3hR6TP1MoQj/P9PP2EEyCyWSa+JwnSJl7hMYrBB39Q+YvRjY2Sld6GTGsvJC0HYXcgesVr0SztO2KbQbQDuj7Cs6xJqGUlpqwcxXpUbQbxbSHG6DaNrm0DZVJq4ME8OXJuV7hOFKzSYI56YwZVcgRxbQZhtRZ+EWaU5kqX23ybxENRiF+1uvkMSNkGxJx12Pnav+f9albLFtA4lODyI2oF2Abe9fY3w2vXD2svmRPVJrKzKJAnbt+o7oNbmmX+UY+R4sCEUJ4UdFLiKq07YMRNnqwzT9wBkc0gY+kF2QviKfWRc29BBWlwEA8cq9YYsUcvV9KLppqlixa5aBwxg9Aw65zio4ElhP4WAmFRg5g2bdIyyCa1j1ctRaYQ0o84j8M0eKVC8EgDIAjJky8226GhSx1BWA9zQE6tecvqyzL7CN/u/O6nqLjsnZ+ErBJfrAw5EYUaCyPb2I6E7GM+4Cb79AIkKR2jWokipocwg6ZlECY2jMrtiOoB5uQkDkcqDBhxs0X0rBO3w8hEkU47kJPsS9uLGoNR1jnJAU3X2Wn3GDHYFXOifXNNFdLCyUEvfQ8FkMRhzXZOkhCLaiseoHUkQkWdwy4sE0cpzFbnco5o4jhk7sIyCg9KtA9prWiXR+DMo+yW0Qs6rHplsuI+QsfP/tXrMY06aJIPUiIOe3Ka9SJvL4SFuCQh2zCj16JJTGJcbuHzp2Q/UY8Un79qtbJregIhqZrRZ2zPdBcH95ImFe0jp0FPZ5FKZ1iHVrqPGLkMXDJR49RCl53MJVxVa032Ocr+RStG0KIGeE1ogM2o3oikVUxbC6EBTlRMtJcN5jUpmcvQdusQk9BLPpeGWj20ONqUWr+1OdQqc/y/vPUghxZpHDFRVRFJWexf7DjxDEQyRHJNHPk6/P66ZfTC7KyxaXHYFYMHbOpWp1VrTaBkGny5bJR/QWjMvLkgW0tdHTE9wM9RjzqIqO7FsNTGFD0r1RUeqEQ850sIr4vV7k3JI3txBdrSi1l7E058/T/O+xd2F3NbFisTcb9Lr3k1plCFWikLNRFd3L+YJ6WtcEImQ/uE2sKFZRdSC3m582II2NJxJGKCE9Cr9ztNvdB0AxKhWpfwO4lCis6Fxi8m4cJcfP2HQBcLu0eGaftpPfRKgAM6f0NDlZhjFD7ZVxPhv7i+yHqWudVT5fQMRcekYVyE8uWuJfIbFrEXwu7m/SmozLL/wx+XDfzt396AOAIIG16kY5rpXzS1z8ejhMS17BNRNND6puDmjiTZyHFXG8WvlQaWcjHRcGNItJqgBEunHZkojFiKVfT0E3YgmZGQtOiFvf56eC1/k3wJ0vvCOlf72Afh7gJdWqgX1Y2wC9pfKhfgNzoe4XOGMG37KmQxjnAr7bVwnygUFEuf3Uk0MD8+zyChdVzBXlKg3ZBl/NXb/hHjji6m/skmNUyFMwi2upjTl/z3WnuY7SF9rd2ab0BCvqfLOMggN4dq7nWtyhhigihkFvL4E29xXJ/lAbShjBueeBI2ycBpJ1bOYYgg5S28RVRaG5/fejHxexSEKlz1+gTsam4ND0pW6HTzp9jI0v9XEnKuiIgk/0T+5CfA/fcD//qvgNttVlOWcQLoz3XKHBN3D+lEir6IgZ//BDIZJ0ZHjzQtejjVr1JnYj1lDrXcCnLMyFroxu/vB/7lC5Dp9eoGC3llQ0iu5/fMGbVo0kbN6tzhxKOE5MtkIEZHV/wZ5qESm5EtaS86tnXjmBBhwKNHYUcOyZ1nIXb6S8xgW5fMe3+ENoNablrkqcLHaNr4lFaDSbn5MNBHG2szyLndgknY5OzGagWh+BQXZpZDaVf+MDs3tO5d0jBmtahFRbByaZQmkNVtnGTRFCemz7wKOLO0gh87/aL5icyYMAdv5f9c5TjsvYRQBUlCBOXbyYSATw+hSo6aV2ehvpxiEiGN2v3MYy1nL2jAw0i+4MBiL6Aeq40MbMihSorAUYGDdCkRho1t/IYU94SA3UjBIxIcoNCV0FCsWaOKEQk+KVZAP1JA1Ipx5jishJSlYaxTehCdGMm/ZCbC1aUDCgq4qE2eeF/dO1+CwOlUnCt6Q5m9CMgxprEKqUFI/mpraIdA3U++hKr7b8e+m78H4fFhKtCEWhGGS1qItCkkkJdLcPLfJMTUasSEwKwwEEjMwZFIwyMlGNnMSUhC7WgNmFPzqJ0KhzJ0OPQM0irZKNIVAbeWRZs8wnMNeNSUbkNcuGFXokgbNsyKlqI2SDs/O2IDEnxe3QvzjCihryIuB8zrWsa28lAStQUJzYt2eZgR2vmPEGKcpmFzQGI9h2QP/YK4KslXFUfsXzC3tuHDsLsNWcUsIjXc9u8FvYDHR7xNC1BidI+pYNFsjCBBbJmVAnVI8FAaQImj1pjFMHOee6Gp1rOQESX7iE0zB+fkqJC9QiEker0ywDplDjFqZt1beqfYmJ3EIZuFGy6IGx7MqqaftlZCSRLiEC9HWhPv5ZDRCqGaLdt0Jyj56lMSaxKTiH/9V+Rcfsz5Ok1EolQUJVeIrVrkcd4L19u/oGfDZ0TZLvsRwThqELFsAT83mOCBiYvJRvkX0yKILchxqzWs7yQKBgYekb1W4kjp0xijIWsrlJCoQoIHNS1lm82EIgmhKd3WkCMzY2bqhdCJU8nk4U/vPIfPJys7eWgtjb8hXmkakBVyt2BEboPL2A/fT74BaZWxarktIZudNtw82HExyaRsCI9QIWx1xTzSQSo+Lpi3sIjU6bOotSgfx/RWRJT6oxKPEMI9JFv7o2VI6Fp8RsQE9xDxl5JAWPcx1+nyYq71kiIW7iPi9DN4PoFhSOZgT9IVGgSqlR6NknuOgBd2oSOkG3Df9n24778bEzd/BTlXFpNVjQVqD2rhrzRszoNEiU3L2zOijMoJG+bkWhhW15TNyKBZjKAmGwFoTqKQMabVY1b1WT4Fdfyk+JiUwK1WZpnjOS9UjJvUKyNH6YspJqPuFOIXriQbGo8IgSptmgumNJh0NUIzAia0IBdmiwtf5F+MGM3mPlH0PVRQbBKjsFk2m2o3k1oQCYWSowp3pTHgoWwv4X3ulN0mCILoQSzfs1UnXvA03AEJST2NMDyo/dlX4f39bdh/05egewPI1TTDJxLsezLQoIyjl4bYFg+yXYrlynwD6Y0T45lm2IbTaBUjzPsrLeJPTxm9SC9Kxbj+OYwXE79HQTxGnAcPrKQFd0VCT8CBA+bY0ebmw5tqedllwM6dwH33AW1twHnnLf+dxLmUTsNtS6HXkcW41oAZ4uZbcqNcwWbwFy7cXnss0TysgW5IO3ci+OBtEM0nYnj3Gypy+0ygxazO0Q5NMIp02myzca0smbVazSBKfHA1cmNao/7iZJGkiWrk0C0PwHZwD7KuAEYbdyKkFCEYVjpkbIU2gwefqLM8dGo43WBWxx1OCNcSHHFHzWbIrE1/qRpFjlZQDfPvq4mFKHnYbgzjgNgC54HnoHt8yDZ3LUqKRtX5RY+/yr2EEA692f0Yj/ow62yFcDrRLo0UhkPkJU0JBqULDiONWswsOQLFbHMmCoOFyTAh2TCnNJioZRFnp27V5noj7LuFXmtTRjmpk//arKEgJnyIqDWYotZ9fYqLOCSEaMlZlBiFUzV02I00MoobEakKs3psVWhwk+LHhWT/JEJuL2KNDWgiDmZC3lTYRwg50aGOIGW4kZbnW0bnLnstYjt34fe3fQVtPdvRe+lrlqU+yaYl6Okcko5qGHmOv8XEGgoUloKF9sHa3BQPRPFISbSp40jqXk6AV7xOGiJDCOuihUkqAUzpWS6o0MuE9nTBXDs3DSwRgxjX6jCtEG/dxnC6U4tqNePtcnxdNLCEEvM05Z5aD5dsWxYG3EaM7xGh9orF6kEr+TzzhFOYr5hFmLXwLzSh8D1RdIMTs+V60fOy1y74mqgUwKSe5gREqzwOm5aElDT9C+F0YUarwpjcwoXFWs0cOEQJcrJn899fuo/krMTzavYWGmo1odUXhiEqDCdbPuG+EZI11AId14QwB42trVS2t/Rd3JlgoYIbjTEGhMgH9x2x3yl27kTuvj9gtOUMzO06v/JnmU82xVRAUi4LOR0B7IL1gpJU9KSERQBCldfGv6BinE5jsUZ4qBAJcSlHlHnaAwJFjFLCAuMr66RYZ8qgMa2abTbt20S7QAWx/BA7kpWPE7OSLkutl7U+lLQdldsQEHHohsxIOxrqKRXsRUspsldMckfPILp50FMjxpE2nPAoKZ4/QN0K40Yj1EuugWvnTkiriFVJL4xUHLJ93u8k26YslviVZSSlfHv7/OAxLrwu190qDMjERUoB/nK0DZxcNf1Ns2ZC30U++sLhYusppBdUBHfrSUSlKr6/tBvUYhZVCnV2mXabknAzSv38kLclhKgfUvLCYcOEcHYb+aSYQNaw8SwJ24E9MDw+RJs2Y1auhx0Z+HCA7xPtV/W2yqAis0MoBlx+FnBqNzoe+F9kW7oxec5rzeJE8RutcyDfj4ZTahkDQo+xbxRzBLmwNC3VQ7P480k/fHqYCwREzUkDw4iCgPxlSibPEJ+0pR8BbY73pmJfrTwOIlQ33WNCuFI3Ub47yi0SPNeCu3BwLIjg7qUhpXO+ELxCofePKy0IGLGSwa40oDjK3Wilx6LBsTRbJP9yxrBbBWhTx6hYH9j3BGp8GkRzC1K6A3Hh4cL3jFQHl0hhMw6aBX7SE9U8Fq1shzLCQxzzPsbdv/zhinzPfH6rkMNwVEjGWkVOnxaGR0kyYp4BPJIbg6IHdbkJ7q4oR5PTPa8X0xjVHYdFk7oW8mLi9yhIvtK6ZkKk18RXQlD4D31o/vVwGLjrLhMOTzDzfCKoXNHo/+vrgbo600lbyVAq+s5bbgEGBiB98IOw9faiVRrnVuWYtDRn0ouygbKGuiE1N8MrueHSYwur2Rx0W9tYkW7ggx8Eens37HJfFFMoWKd2NuK+K7+ndJdkPcccR47WVnT+UwN8RpwrkVI0BNx155rbDE4uihh6/+tj+Lfn9uH8j34D3uNOXYBspMA+C8fyzvU6ykbTtPBU4yPlBF9FPF3xHDiplUFNZgL1n3kPMi3dmPjHz87HZeEwvPf8BLNXvJE5OHnIAnGqrcFeIuk61P/8d7QODMD/vn9BvHsH7OpC7nuHnEVACzGVxSg6Vn5hC4TQDLMWMuzoBuVLCg08QcJscyu6FKK56FSGsddwISO7MQkKoIuk7IIIsdMpD/FEZQraRmEG48U8r0sJcecR77P47Lsx13oChv7pS7AbOTTIcxX3EWpNo0A2KKYxZpjcf0RPYKv1AzXH4dL6asiKDS59BjZ1cWSeW8TR85mP8j7S/74vILTlzBWtGaHFKOlAgQMP+mEuywg2oc9sJ1zsWbNQTqpOIUWGkbTU/hyT/Dz8kILLciAqIXpapUl49SRG0Loh1mNKboShdM4n2iyOY0OXMQLz9aVsTZUIwy5lCwHqchzBA6ILCW2ShzoVI5gOx78g3ahVo6hFlBMJe4wtyNW3IlfXjPMbOyDT1O4KQvvBGNr49/rsMFr/818K/oXRs4lRwMSlSwmbGakRCd1jovnU5dDiKxRuS6YukAwjTrktvvw4lu5RQp7Q8aSDG2lcpowgNkHHmGgyixtr/N2UEIroUUaI5pHF9FzEJOu7hECDGDcpOHRtTfxOPdiAQ40XIGMrGzRl3Q9qS6ekZa90CNmcAuOW/4Rj8Gnggx9AtnsrBqVOs8uo+LNHItRRQAkeZawsobvw/CNqECndg1YM89yFo7nPTKnNSOheTjjFFT+69D7UqPPFHL8Ug0ePLDvEKY/AS0meksIiJcjmi04CDiPJ9lPIZkxAXJ0ZYYdXM3ndjdY2zH7w3xGnxCDZsfAM3Hd8DbnLX07OK9KKB3NGEL1KPx8yIGII6xGmbhmuOwWbGwKrilVbbnkPvvTsI9j10W/Ad9xOPk9K7mlwVExM0jqVd6eRvtHV5GcNLCaUFE0QR/Eqbjg9BmHdi7hE7eBiSSTyWgm18Md0F9M8EXo1bnjQoM6gXgoteC9xoBLlQXIx2oZKssj7KKlfA3OIMNsQqQpR4Ufv596BbGsPpj70JfP8iNKI7cUdJn0Q2Qujsr3g/62vh6irQ6qxmykCnEgjQV9gIcpVPc3JXreRYD5hGx3/v/8NWv8IBj7wRSQ2FQEd8vbMGEejMlN4mZDIfVIvH4NsASX3zWKX2e26JLWLUEA7CCV86zDFxdQSBDNRjxkyU7McMW3ikYokI0ZJ2vyJreqz9JQoGNcb0CqNFbhvzYFpFd5OjLjWfpKfU2EQKjj/vboO23/fArRW8V4yLhoQVoJsM4J3fR6hy16LKW8N6uVZvtX5z+W7xuhZzhb5GIoio0qfXdL3zOcwxMAAch/4ELJdNUxzEkKQ0d35WNVvRPiZoXs7adRbxR5zDsWk1AynnkbQ4twvWh5Gmed0O8bZZ9x4eTHxu9FSaZzkkQptfsR3NDVlBeTWA0YE2DQsgdBXzz4L8fvfA+97H0/fLjzL3HsXMaccUhV2eBjYtm35h52+o7sb2L7dfEiIm9Xj5QohIX2WQ568KBukP2usG65t27BJ7mOUU1pyIy05eVhPyb2uoBuFFr4XZd2FbgUhOrqNfuwXW0q4hEiIx2ta1KGhsQny1JQ1td1Cic7OrInNoLdQKzQll/JcktSaZevpxLu3bcWcSCAcj8DwWkghkUMvDnIygiq+w1oLDxs7XF7gwxXi75zRqtEsTS09xX4NpVonx7LnsD9PjsikHkSrNMEV78NdLuJu63CMA41+uKYPIIC9zG/HMncIuPtrME46BZidg+/+H0C8/z1rupdI27dzy6w/0w/J5q14fp3qMPbpzkVRmysRlx7n4xQjnioJD1AznEgJV4FDN4/w2hCRZUyorUhqHhP1CzPRQD+0FjX6LCZ5iv3S6JuU5ObAjQYACk1CSCGaitUpiazKEI318E8eRG1uHF6VAh+x5D5CKA6XnsacVo366EE4czHA4wbGD7FeSIsk+ebX3QGpYyfEcechnDUgxSMQlr1YTCjxthkHENL8mJCbzSnjVlGSE/4ihLQgXt5FUCxCoEP0s/3U8vQQSj2G0AGv2MtBTLFeuKQUB2mkF8QLF9NTkFZalDgSsc49z3Ec07wFTvWlhJLwo7J5fkTH0aUOm8cRMmb0mnlUpJXEdAqTRzoNJyNaVCI/XSP/gtBPtXOHMKv5uf3SM9qH5LbTrHtV+XpJInI1HB2nQjn+XG7HdkRlONwZnrCtU8sj0ZpQYbrsc0cki+hFOW2I3wijRZlkdOM+3ntthWTSRiA7RzUv82eXJ7MoOXFYQ94IFWlo/FlqwR8wurBV7IUqdIzpDfPoPwtF55OsBOca+Z2S2wv7SBip7eeWIdF19OAgZvUatme077lsaaCnBtKOyy2/MwHhXVv/gQpIXerQsntH8dC5YcO0HSsttK2Xf8FJXUvKnzEaototBrCXCjGLtiDPJ7Tzv5OQblEyK0Ixn/kH5lAlW0PvmNFqODkSANHumHqRmohiGK3mYCyyNbMTUH51N8TJO1H/bB+cD/4akb/7GPXiI23R6xAqMhnKIJucAgKJVfgXEjLdx+Plx5+KlFG0jyzyuSZjlDto+tkny6N9c8hYPK+FZ6loDcxFNZ9zSnCtdkAb4TzDRNFEAy1psKC8/pRBlMSMYDN8WoT9i1bbJL9evixE1UbDd6k748jACeY65hQHhtC94M/E8W6bGgUMnfNnVcYcpNnp1cUjbg9Cg1FM7jgNIk/xU7AXhzjJnb81hGgNd5yC2PYrENN0KInovH/B9iwBv2XP8kPepow6piqg4bUkBIKiorhXLR02WkmoULRJHSjQ3FZ6PyV9Q0aAqaXyaGD6btqfiSIpahCF2wbFQ0dyryWaNRGEpAn2MchfCqMIfV3UqUFFp7zQEL2QWseJVYfIFO6dWl8LMTWBUNaLOBUfyNebnUDwrv9F4uTzEJ+dRPD334T0/vcWdINqBLSeVaE+zBX5GNLWzehQh3mPprWlYvaCSy3KYUxlqxFO1KLXO4mcYeOB2vlYNa9LfUaHSflUciCGWBVqm9wcBInjYrK3FE+QUCeBy0gy/zPt4RsR776Y+F2B6DoF0xIMwyiZ7LlqsTjTAjCTLGsqN95oGj46P5p8SJUy4kP57GeBm28GxsZgnLQTDz0ZRrDRhuO61Hn9og304YeBE04APvEJ4ItfBNrbTYctXzErV0Z67dWvNpN6X/sa8KpXQfJ6UWMRY9MwEG7/+v958nfNdGMlYrUbeRE7arohffGLsLW3o41IjngGhh1jehPSkouJ/BXVMNubynRjrRO/ZNRDun/Z6vv/Cb2oIHT/aHOhQCUqlbbXkFM6prbDef37UK3NsF5Izz6zpjaDEE8HxCYecEBt+6bDJUN69avhp+m2X/sOkq9oRNpjIghoi6QNWLbOu0ceYJ6nSaVp1ROnj2zhTA5Mm64xPcVG6AW1bq/q6bDQ0eQ40HNH5zynNoAK6x3qyjmyyyXvnOg3vB1GNgebUqoX4rOfQfvNHwHGRlkvHlyHvURawl7Qx2TaQyvwe65GCJWxksCdhsMdQi80JW9jBLxamJEkxmpt8OHaC0nm9jgauNdijBRQp/RDbWRuPcUBNPOlLnJBhDwsJGwknROEM3o1GqSZVRU3pBtvhD2TQYd9vOI+IsbGkD7xDPzpuWr46pzobKNhf0BAisIYGYN45F7IJ26HVK4XRqle0BlN67WYU+uBv/kniFgIP/jk23HtjTfBuUzil4Zt0UCWBnUOqm5gCPMoHjo6oXco+T2uti1ykRIiwg+vSHGihlAkMdpnFBrKYgo57/nzU0UWW8U+5hSlQCCoEFpKbNw+wmsmIUq8gYX/X/4hpwCc+KH5eoTZqk6owAJaRhjoQj+8Smrd/Auy+c3jj8P9h+cwfdLF6PjEDTjwxd8CLS2QDAMZyQmhlNl+IXji/Mhr3g8jEcMPPvk2XHvjx+H0t5e1TxtwiBRzPBaGVpW8rnByZTXotWK9aFfHOKg1W33n3zOrNsKuazyQyq+FkRFOuEQSDjEGqUgX10MvKNGWR7gvKHRJAzhk9BR4lVcqip5DqxhGRAT4fpCPpyo64roLIbmm0PJNg5K6pT7mjF5Lv1M+4QS0f+LT2PfF+5Bp38RJIR7eA8H3gdrTdV1mv1Mq9ztf8TdE/rimQmtAVAkB4i9eTEjPDA1CNnW3YiFjnWRJ/8J6Boh/lgpW1qlyAiQpXLzf6XTOy0kR6prQvmQbI0QVNp+Jg18LceGeWpnH1VbY9SzTCyUMF7LXvx+RtBNCtUN99o+YmptC3ekX4MBn70DPv7wJreMHkDzxLDz45CCyLSqqW2v5GKRrc4d+h6fv+TJ6L7gIzk99jOMR2keEYaFHDf88h6h1fjRMcvrV7+J95Ecr2EcIfdooTcKtx5FUfOxrUdJwQO9kf6tRH0XGcGJWqWNkY/F1txmDyAr74vvLIkL+CA2tjehV3GXh1E3O0vXUC6LVcBlRpoYKaz402Obb7cv1IrMaW1khZiWkrVOkeF1H9NaFg+GEwNiNN0HOpBlsUP/U3WiO7TP5fVcZjzTe/EnYP/89zLSfUsBJOej71SzHF3k6HPKbEuxfhPHDMr0gIEq31M/2jLlkdTe/v3jIW61uUgqVgy3InSH+d2dZN1n+96VWkWZZ0E/5UlORjWz7tGyseUFg3WJVRr4qnDDvE93m3ImCghlMY1aHaaZyyQu9n4on9LwVc+xqN74Fw6kqzNh6oTz3J8yFplB7xsUY/s9b0fHJtwPjE8ideCIeLtINohCZ0mrRMvpbeB5+mn2M7pvfjPgXvgWjI4iDWhe8Imr6s+V3hYarvfrVSEVzcH39+4i+shmST6BGhGCnjjBVK1C1kn4sBr6IIADVmC/6howqLlxXa7PIULcB24wh1CgR1pl9YqvZubTO8mLidxmhyXpPP/00VFXF9PQ0mqnd3etFLnc4FXyBdjHAydE19QXoYFRdJ6FA6rbbzEr7aacBPh+weTNw9dUQ5+3Gvd98BGcIGce11wLJpFmZ7+oygzCajPr5z7PjzXLoEPC73wGvf72J4Kr0vTRR8brrClNV8y3DvVI/Dug9ZmvIsSCW03/s6sbyQsjMbtEHH/FkSeujG6cLGZvb6iGScaiqDGkR3ZAs3XC8/vXoclOVu4zOqoJurIWQkSXEDU2sniPHa5WV9Y2QxfRCI86gDRRKDHbJQzikKzx5tCCW8hiN1CrnWRebIb/ujXA6klwFPWj08uA/4p7lThinE47r/gadtjiG9QhXOql1SqaigXV6NIiEElt2PYdBZSE6YL2F0AAbpRcx4TQnAS/iNBO6MyuZHRRU/a7TJ5kPjBKgc3qVxe1pX3RCNVF4EGJgZWhgCXPBzYzuaxFTJXohsV5sAq6+akP2kgrLwcgBogI5EqEwhI6zXDsdo8iMBGIWipDWJq5Wg8ZACGmJwH+t9xFCjskuDIhuxLUpVMvmsBUqkFDbtdM4hP3G5oUD3UoccE51w40k7yMUSBPdnMn7uPJ9hN+6qL24BrNnXou7ftmBHlmG0aoBiZjZvt9zCfwtp6DbM7msXtB3tNvG4NQymJCbYLi8eM0H/x8Ul2fZoIcc8CG5C3FtuuR1crKpUEi0GVwsWUIomSc0Ge3qKKb0WmRtLnOAqR5AgzTHSaf8+cVp0Jgyb7eko+VfrNKh9Osh5iukJDnpRTkah5JVxOvsQWrJWRT0WaOhiQebyLoO1223Q5qaXHYfEckkMpIL2Y7tCDWfg7inBQc//yuojUH0SPsh9+9H5DePYeQNH0LOW1OSsKb2W6+UwJitztIL74Lkml1PokUa46BzBO0wrOINJUGbpXFOZtDrwhrcs5TPSMVLutKYFEBYTzBVBa1JvoU1/14a/kPDcBygfw10q0MFdNfB5Wg11kovKuiBJtEUc+/KknplQkmocaMZW6T95v5huVsBNYFOvR+HxCYISbUKt0X7yxrFJIbdhb7P3YFMi5k0T+59Ek/c/T3suvFjmHVUwScn0CxNznPUWvuIcd1bMKc0rwgFvxqh7rZ+owdbjH3MX5lvT45YCEASrx5m3RvTmqyupY2RlfgXlAhtEBMlSZVprRqTagsnSFf5jfBrs4ww19RimyohbKcBZflkMyFaFUbfHSAykubj8ycMx21fxb7xAzj71GYMuTqR2nwiPNdcDMd5u/H0Nx4GsA0XtXjgCo0g7azByZuDOKPrXRizdaD9c/WwWfvIzN69+OVd9+Hkt/0XhEXvYsZLBzGjBxFWaiHxPvI5qE43jCXofshnNXQF3XI/JrU6fpmShopOyXwFY1Ibuo2DTI82jkYz6cMDRHPwykkkDiMzRzHNANOSmL5NkgaGYX31YiIXwE5pGgE5AUmeL4QzgFb3MnURcd8e5pfyPx5CE8sjnBPIr3ZADyMhqEOlqKhH3KiNVvHOMOD4xY+RnTyI3M5dEG4PnJuOg7qSeMTuwPRnvwe1uQlblIMm//y990J63esA1cO+8IxehXHymWlPIJ+6yL+QjBzfR4pHiKaE9seo4TXplSz7SZ0wzWIUNWqkZG/Mx6bjej3m5CCC2tQ8b+9hsGPQuVKCmmIRopvK+6B/STkM6hQikEF+rfOiahkuAlCXERVQAzYz+cugNt2AQ51PmnNBJ7gJM2oHI2jJZjw7MYhdp1+EeHUbwlvORPKanfCdvR33fueegm44klF0KhGgpx2O9m5Itk7o/+8LCLQHYEgC+r5H8Ktf/QRvuvGNsHudC+6RJlT0OXqhvfkmSHa69wM80Lq2AnDTa0SRlDyl3NdULFZqEIFFmUFiUVHMynkOfgG7RRnE++dyOSqGDVvguiNIIr6Y+F2B2O12ZDIZOBwO2Gw2eDxeKEUb52rEYU0RXDehg//d35nV9UceMZFX73gH/0mBhA9dd475/ZkE8KlPAVu3mkFXftMnA5oXasv66U+Biy82Ye/l30NCxNdVpc5NvhWVKorHilDCJGhMrnkb5lrqxnJCXDhO2kCltdUNc+q6gve+8UIehLE/4cZXP/wBXHhcD654+9t4qu5iuiFZulHGuLSobhyp0Ln2620m/9AxjCYv1wuvx4PsSvjI1lDyzyFNZU8YFBwv0hK+DjZDufhidHd5MKgZ3PIzLHdC14bRZJthvZCqquAWwGb0WUWDhc3n9J00vIgGhVTiKl5PScLDQ7TWurq+GntBrbPEXUgOwZwRwAyCaMQEqtV5rlFCGLqMNKOrKblFCY08JUBeJrVazEhBtGDM5BVbYhnpb3W2IsfmKO8lxUKB4yH0mDRCKxVrAAMNNKQAjREIspPRb5vFAZ7qu5jQs9MtD6JfFytHVK6XXli8aTRELCRqYNfT6MYgHIrG05B5mMwKHESiJJD0fvSJXkThRy0hGKCVtDOSw0vO6KIBi2Uv9FAIj/3619h59tmwv+Md/Pw2I4T3XA1MSI2Qkgl87Z9fi5OP24lTb/wY7A4XQO2Xy+gFd4qDBkLOwKWn0Kf0Qq6pX/xZLLtWsnOzUulwK9IZs3XX+oYytFGeV5G8FtYRyc7n0WYbh9BlbuunLgmi3WiQpxg1ThOk/YgxlyUhf9dDNdbLvwjZ6hGCmdRYsCacYNUwhQY4tTT8anJJvRjSWjCnBLkQVfe3n0Rj7CCUhx+BdOIS9uKTn0Joy/mYev37rEE6EtJdx8GnhczWy7kZVN/+Ldgv3o2RrvO4BdImMjz13KOmGB3TYJtFSu2ATon5YpEkbss+hE3z12a9TkCEg8jTxCx/wyix1aGOFboMFusUULU02qQhLiyQblACgOz2mg1wPgK9IHs3IneWPS+Wvls2cVHlJZ5niyqq/Fqoi4cSJIxq5sLtIk/oYfoXVNSP6V4ku7qJa4bf74/M4oJ7vgf1musx3n08xil5aCSxRRyAzbpHQrVh3NuCCbll7e01FdFkBbqhFFr0+4xOJBV/IbHqR5SLitS1NKHVmcWhxdZmg/WCEpfD6IBdP8jPNQnxg0c0P1K21XZoSoiUJHita6zA2xwTXn4mdCoCFr2e/rv/wMVzo3A9+mt4t9mRvPG9gDrG6fr3vekCHBLdOJDN4hsfew3vI703vg5exQMvZiARyt86lCcSwam/+iWUl78P6e5AAdlM8ZLPiCIqqmCoNjh9Xh4sFl4KCk5DPiUXD5MleqT82RJyP44A7y/0zFTLUQSKOn/MtJxYdeKXENlUVCQKhKLKCdZbL3L2DEbQBJdxyKJYU3ngJ/ma09Rpl7cLlr2Yv9Blzo0pLwigMFFIfOZ5nsnL90kJtOsDmJQaC4NoqTOjMERMkjDyd7dAJd7nR55BesepqHrrhzl2IL1Yyl5oQkb9JieRjZjvmSP/4icQF1+EXNcWjOpE0VNX6hfZ7KZ/YRio10bZR4rDhYPYBI0oPfKGT5KY/7+X0ailcTgtD3VBULKckvaEWp2Vg7DpWeb+Xa3Q8Sa0IA85M4ua6xf7rIuPYekMFQ7GUdSNY4mmOjGgd2GTalImkNBlEj1YHai4XiEm0SQMq51sM14SmsELv74Vm86+BGPv+AS/T9Um8I/XnWcOU8skIBXphkuS0YMJSN1thc7BTfH9kH/1MwxddQM6ehXYQANv5XlqQklAUSVkAjWckKUiQCXQJv1/izoFm6ZhRO00fVHzL0vuq+YQzDTU4gLyCqQqN4247IdmO8yizIuJ3+WFIPDbiEeoSJLJJOT18uiWEgru8lMG5+bMATrlVVpSqIC1gc/MmJ/JV3vn5mCnz9EkVNqAr7wScC/eIsrvO/fc+WD88cdN7qwzzsBfmpDDrq4h6uL/V7ohgOFpG4an4/D17oBwybjm1e+D6qJqXRVqpdLK5tHSDbNFx4lU0aT4Y1EW0wuiOtjwcxEGGnLDsGkpjEdcyNa3rZnN4BYXIXGgW7gdll5QYpcC37onfw3dqEPsjIs5mVL+tXkeq8WEUI2bxEEc0rsLbVbrLpKEqFKNg7oKSUwfPXvByT6JHZE6JVSoNOdRZNZbOLhxaQmm1jmo92CzfAD2Ij7BnGTjFl9CjMa0STTTkCZKDi9iL+YfraO/l5TqmDmoYbXSpI+gTp7jwKNP9JhDXWQ7opoXDkZwzsc3lOAqLkGYpBDr+9yuRi/q9TFuIzcUClzMtsJKQkFvkxjjBCzxndI1kOPqUCJwyylOlhDn40G9G5vkQ6wvtM4D2RYkdTu3KW6KPA6lvnZRe5EzZDw3GseOnAG7dd/luTk0zh5ETWsXZLvAP776cshuD+qkPVCUConkJfSC3kvTs51GEhmUJvdMlJXpWFNbJgWSY3IRQqk8YF0meArkZjhIjekejBW16RIVhjPPayvJXMSKiPzQk/w/Btr0Ie5o+IvwL5ZJLtBeQW2uNEyRkrCmXjQjlbNxsrs99hyk+nl7wW3Aslnqn6w+jg1Uy+zDS9oLcdWVqHd5UY39zAFKU9wJle6CmYyi90nnngNPrQOblD4Yjz8BWdcgn3kawpoXg1IXI7AW7fgpv98WepcsKn3PSrnjI7YgBjUJrcp42TAvcPsyAQqoIEOB7KDRVdjPCOnWZRvhAsZay+HsI+XSYgyhVg4jZTjQJ/dAP4z2UtKNTdJBGOkMZLsKeWoGRp3Je1ySIF+BfyHa2hh9La68CrLbLPJGDQ/65W6z/ZcKd0Tb0dKNR447FecEzGdw8qG7IHJpNJ93Aqql+YIo3WtKPrHkW3HXbF6AhIRwwW5kOTmYlk2bY9PTaAXR8ZjJAbr3zeoUJ4fziGTez6z/X/uc9Ar0ghPXKnNV5lveR0TrYSR9K+uVLZeEhwaxqXWQMykImx3q3CTCdc0Ilz+rVFTw10DVw8DsDKOkYQ1ckkJz8M3Ooa1JxrDSgb969btgc9q506VSZ4XU0oJHtu7AqZZeVD92D1r0YYyecgXTI3UY/RiQu5BV3ciW7SWVhDh8yVfo1Pt4MB8lrYn2x67luABvs9r4D/v5zu9NkoS4EkCcEePrE9Msphc+EUO7tZ4EDpiUm7jIwzzvZfe2WR9mvZ1ajnrN4vpuwQiq1Hl+3Ekricn8vakk/HIMm6MPQdAgYE7YKszvGlWq2FfhAcICqJ3eA7cIQLHVFvTCNjsHra3TpPC54lrIbieo5yBl2Jl7vcM2ChtRItASt7ZDnHMe4r4WjBg9GPzj76FrGpp3X73gvGn5J20tmBLCQo1b9iK/dwiDiwaE/s5fF5032SUackmFJtIb8q260c9FQEVd/cyN/HHjko8LNcU0oQWbthE244gGTgu06oNISB6EONG+MFtKSf+8r501VE6Y2jJxyIvEJIQaJ9EDtawbUxND6NE0KNbNmI1KCI1O4MQtAXN+xJVXQrjdfH/oW8rMINzt7eg9ezeGA9UwRALpPz2DaNaB4Dlb2OM3hMxgmX7dDk1xYlDuAvQB1JYNa8sfj7pPiBe6Vsxy5w/pw1JDyokOqEWMQJbJx1psGU1QQsE2CGF1UxyZrTj2+qSPQaGHo/hn3YWIykdGgGxZ1eXpp4G3vc2cinv99cx5s6hQO9UrX2k+PHmJRoFf/9oMrKid9qyzgBNPLN2Iin9cLqCpCfjBDwBqU8/zNG6gsKNkHJWvPjZ1g+7hOuhGOBzBr376ZRi6DuFwwXvu5XDufAmGlS4Maq1smMVR1o2Y4S5B/K2ZbhSM61+2zRAjo9AyOk+GLazH009DftuNqP31D7Dlhl2wj/UXPkKtvBTUF967SptB92Of3svTiM0lXKgXPhFFgzYGu5a0WmZXJ7R0FHBT++xKZU30wmqv19d4i1yNXhDK7QB6OTjLJ8npWTSfR6VwbeR69igDCGiz7EyRo1OQSAQOGmiQTXNATm3sh/RO6E89d9j2gk1ANAbtV7+DpgGazQVx1tnrspcQz9x+vYfRD+RIb8JBeLWQWVVf4c11SynYZJ0RajRMwtAFO5yjSjujFalVl9aTBlbuEcfhBRxf+NmDrSYf3TpLJb3gtq+y66S/hHU/9mMT9uA4DGhtjDQp11MbcowMp0GcpBd074fkTg7wiBuzN/YkqoaeRk6nvhwzuKDkeucLd2LT2y+C+56fQb7hLUvqhaPKi+tufB08TfVWsCIjF0kges/D6Mu1M0q6+dxz0XzKSbz+nPxYhV7kL7tbGsBmsZ85io/jq96DNn0AqpHJT8wwUR7l+mDoqM2Os4O9lNCnQkoQ+8Vmk5tRWriW5r0wAyEKxop/CKkUhY+H4Ky1bPQ+IkVmER8dwkjWDC4YHSMJdL1wJ7a+4wK0/uYbkG4w7UW+zZ2QwCxC8CCpxprMsvuIdNZZkE46AaOCEgkytkp7+WmjwWh8Ryy9kH7wAyhaBjaR4w4yyaIZaMMQo6xXLMJAszaETcY++HNzK/sIpfSFjJAcRL/WzvrNem7I/OOX4+jQ+znYq9JmsBn7sUXaxz/EtV6gH1gHOTK9EPM2UUlDXgkFWgW/kxNfzzwJ29tvgHLXHbyPjA9p6NPaOUm0QJbyLzQdA0o3xk67BuLEk/hPhKSnYkKzNszPfKfRB9Xlxpbu49H4g/+GlMvCII5ZIWFI6kBYo1Zu87DULXC89ELBXrRoQ2vj41k2Zlhqx/PG8Tgkb+Lnnwptm6UDCzpqeI2KCuO0LlREiWpEN4CjphdEzUIUD4RqpMTjYWWnKCEWmUVmYC+kbMZM5tjcCNvq4XnmYWx+24Woueu72Hz9ebCP9C1AAbO90KbRURUBXvkqLibJ+bdEo8j96l5MGHUwXB7Unn0BTjqlGU4lt2APobhEdvtwfOemgl44RBp2KYt2+wQCahxeOQG7YQ6qXFGbNNMjqczrPasHsNfYjL3ScYjDiw5pEE7JpPkoXxKd/c7l15I6BKqz5jA1c12OrHX7cPSiClEMoR30lIyq7Zyk4kRj2T0iujGfHGc0ZrM+UoRoXNh1Q3awS+qHLz4OMWrGI+TDEVUB2dO2J3/B+0jbb74B5a1vhm18mO0QATxoCBjtAZvFPqZLMfwBDL/ivdCDDWxNyIPI+xf7cj14wXESXjjrLdi74694IBodo9M2ygUpOh96/4B9E6aaT0L61l9wlwjZC/opP3e7lkAgSyAPc38vvh+E3u0yDrId6VYHC8U9iokPaF3W+nUUBv55jDgnKdnnyc/NMMyf5VxWRg4bLhwwetjvpA4C8l9qtClsFXu4sLQcWGYtdINmWRzRMYWAT0nAjYUzAgo2I2fuJUSn9YI4DkNPhSDe9nYYd90NsVxMEqjBuTd8FEqeHkSSkAhN4+c/+19ksgLCbsaqtJcM6G0Y1RrnY1Qx73s6W4LouvXTGE9WMZChTpljf4dmHtA5kX2npG++k4w6ohcTuudb5QO89xDKuxcH5m1OBSEOeKIxfN44Dv3ZVgad2EWG73ne7ydqqnZt3sdo0QcL13sk8iLVw7EibB30+fbHO+8E3vIWwuHPv6e5GXjZy0x0zJYtQK3VflpJyjfZ/Off/GYT5ZV/D33v3r1AKgWcdBIwNASEQmY7VnU10NMD3HefGZAR0ToJRfsUpNFx8sdaoyUoPv28/Pa35qwfyjn939UNzQxgSTfu+vma64a7YzOu/eDnAbuzRDdSe55AKBFD8qRT0Tt6PxzhqaOmG1GDuMSK26HWRjcoqK/SZzdmGvs62ozEL+7FwPU3Q6ge5oGlFj65uRnSy14GqSoAZXMP5Kr5oRZTahNymopOlZyJ1dsMPWFD6pQtONCXhjrxHE44cxuU6mpIRXohnX4aYxm25vZA0WgTVF+0GUvdz/waW0IIDGq/s/6AjOTgttKk7kav3AeHZCI2KPlLCSpzaqydHQ4+yuws6u64E9J11RixbeUEICGvjeaWI7IX43UnYOZNF0LY7ZCEjIAeMgdd7HsO0hrtJSanr4unSSclHxK6B63SGHrVQUxo8SXRJ4WlpAS6QQGNmTi/7xf3IOfvxrkXn8YOPlEChI0a/pum0vev7RT4I5E2MYwmXceQ1F6YtD5JA7gYAGCeZ0iqQ1hYQ5YqIDQo+AgYEeYZo/eQbtBe4ghNInjHjxF7y78iq9jgtCio7C31sL1sFxzVKWDL5iX1goIEVaHAW0JY92EMzdCaNsG4/mIYdicGpSC03BDqaWjMYfgYc2k3xuydMFSLn9VIolUe5YErhID3GEn06d1MA3NI9C5cA1nBnL3BfH1JH0PCb38nweuVeB+RrKQTt/3BQI0SBvR+jEmtPCivkn5Q4ljTVKSNhWiQY0YWFDjnEU2kEyTxiWHc+b+34NX/+HloUKBaCCO1pQHSZRcB1f6CvaBEKCVEM0Uth4TIM9H5VvExfzsq7iMSYnueRTYVQdtpbZBWqBdyLocaGxUDszikdXPhaVmRZOa1piQnt5tXWppFfM8adxqvPdNMKMQMDwaJM9gqtNilDFrEKLxK0mwRPfKYbH2FkWOUEjG4UEEDcComaQ/T78zWNC7o7CkcjqwsD3ItwitZekHIUEKhFpIae/dCTShQT2xGYPg5OCLjULafDKm2A707zoTzvtu4sNN0/lXsvzVl+qDlNByytaDZPsNJIOZMtNrvA0oMY8JY9UyIcr2gQV/kW33n3la4/DbLXgi4RRwOpRQRXkmoGNBmm+BhUUPZRhhiBkdDyveRRaXSg0EJiWwYASOEvvEw7vjuf+Gv/umL3DLPIsvINndh9mWvxaDbi9sa2rAruHDoYN5eELpxRGvkoo9Ltboym5thu/4NaJVnMKK74RFxuNQMpL17Fuwjxo4TMRQ4Cc0nhuC67zZIeg5i52mA2gZVy2I27UZIrUOHbQhDehvSap7qZXmZVRswW7ROEakWccPPdsSnh9GqTBS4reltX7t9DzRvF864uJz+rnQ9qUMgrNQvvd7rLIRaV5ehUKNnnzqmJqR6JGUfdKKrK36GLCNP3OuNxjij3vtEB2yzOmruvAOTb/4QDNXDHK9E2eZvC8Beto/w91jABgJ52EUOPRhgNL2kGGx3K/kXtL/T92cVFVN7QlCTB+E7ZRPifQOYmppCw87zEAn2QPTsQFWRvWDRcgAVKyhBqNqQVT3ICVeF+0BUMin4lQQXcKw6MwNm7LKGVoxhxGhFSvFY8zdMeotiofd//fY9qAn48IoLW5e8J1QQ6pe6oCsOuPUoWqVR9kGcaoaTyAR+2AihwuBhT0SiYoGg8xTICMsmLOJjpBW7WTRX7Ei2bsboy26A7mtG++atkFYZk3jaN+OKf/gqDio6WvRxvmeiyMdoPa1tge8p9XRDve8+tCjjUM/YbnYVahoyaQGdUiG2ladI6XS46GCJW87wgMissBLH5aaUOh6g4LZfPIJAoAqX7+pCpzTIfhENW5xQWxnwRJ1kVSLG/gVR+S3Yxw7DZryI+D2W5MEHzUEnhIB505tKHSwSaot4xStMLrwbbph3omkjpGo8OcjT08DERGVloOPRAJ1yrlFCfdEUXEoiEdr44MH5AOqCC0xE2ODg/GtUpf/qV81/y/l/jkD6+81h38TXXiwEEFhjqti/ODl4z/fx/M+/vm66QY43XJ4FupG++/sIffOTzB+qhRNHRTfoEH84UI+bvtyExDroBgVBNJRhrVG/G20zYm/6W2SdAZ5WThX8fq0Nel1jQS8IwWezuObkdBL20QEkJS/E9Mxh2Qz161/hzTw8N4OHXhjAQa2TqTjEBReW6AUliGyxOchf/cph6wXzhVf4zHraDApUNYvLb92FKuTaHFf2zYov8dJmGOXkY900HWPinPXrc0jLHk6KmhOEVQxorZhRzSRXv9yDX9z1BH7+s3uRbuiEdN2bUO1M8/AhQsv2SIdga6g5InsRdCXgs2fYQaVkGH33Ia0DuTt+tSZ7Cf1DQyFo4Ak7OZKMiFKLA6IXacOGZnUa3cYhHrRRvIb5n/5+wXpB9mJMaWNUAcmm1hp0B4tsJzlfCrVyOdYddbNacVjD2yjoLawXnSO1vxV6mk0kQo02iYA2U0AKkEPJje3ULqlE0KoNsj45HvzNvL14wzuhO9wYkLp4rRmBVl8P6RWvgNrTAWkZvSCkFSEfKWinluy04oHm9DJCi86xWp9FjRo9bB/D/vUvwognucODfmjoDg0Hiuoes1VPZlbrwhrQ8xPULIRvAZ1bWhhYyl7U+TJo0kY4gKNp7gf1Lkbbk9DU5W5xCKqWWvg8WPeFzm9caiqhClk3Wa0NFQL+3Ax6jf3YZOxHj3EAXj1SOAb5Fy/8/Ovwtm/Cqz74OUjEx0yJDz2APq0NmWALRJm9oCCnOdsP9/A+1gsxNYLJySQmcrV8WELpk24Qkob9C2sfKXQ5U/r0119H6FufXrW9MCJxjIsGsxBcjiKvtFZMD6JWRrUtoxe1AXOQIt3XqPByJwihgOiHinCE2tknNnMSfNEk6jEi9GxQ2/aMUYs9xhbuHNAtns2V+J1U6OOOmvxSl/mdba5p9Mr97F8U2wsxQclOF/sI9PwWbpPlXxANVpcyxJQa7IfddRd83/hvdGkHEQnpiB0wkeDEPR2+4Fr0XfchRA88y8cn5HdNfAj2r/8P3z+yEXRt/KNvwqwWYLRfcbvskvqymF4IAa+IIaiG0BpMo6qKU9mo08bQxue9/CFJ7ajjgtrgibOUEg0bLpX2kUVE1nOoImRq2UX5/3A3au//GapaO/GqD3wOqk1BgzbCyGeSXH0LZl7xNni3nIST3vPvJgKPjpdKmOjfgr1IYUoPMkcmo3nzQgVlp5OHPm2WD5boRfE+Ig4e5HtLtEXJXS+D9OY3oaf/t2iSJ0yPKRqF+rUvIZkwk3ZEz3Ik60R7A3XQ7O9X8YmvNODpeDf7IyQMImzYDld9nku+kgjU5cbg0mOWX1OKrqVkH+nTWg8iryQ08G7h6ZUqMO2fY0o7ImqQh8caFqrVLCBpaNBGeT+hbgdCSz7xqzvx1C+/h2RzL0av+zCyTj/bXLceW7nfOTON6Fgcg6Id/ejCXrFloX9B8QjTStCQyYPovOuL8H7jc8hqMvZMCfzq2UnuDiWbX24vSPTQNH74r2/lf+evdZ7TWDWyjK7kvZLsmRUbEirzYK4Te/QtvL+Rb05UWdRJQkjl6HAEH/9SI+LJ0tRaZ3M9moLzoJtKS04/XjWFRjHBKOsAokx1RUMkSUvMpPPG7C8UE5OuH06sRjaDigXjRgPHBXkp9zGE04N+qYdp9fI2Y+oVNyLZux3GDW8t0Q3qZqXzkSaGoFPXaqUcBtkYlwcZm49joD3GVu5u1O75juVjGBCWzRD5tbzgAkjXXw/7cJ95zZaPUfX1W6BG5444h9Emj6JWm+SYLh+TlPgYNOem3ouWKjcyTBlEXhENfyulxzDR4ybxHCfV8+dEQ2W1JPyMVl/5eb6Y+D2WhKrf+Ynoe/YAo6OlSke///zn5uubNs0nYyiQe+97Taf4iScgfvhDiFhsgX+zqP5ec41phAkJsX07cO215rHzXFwU6D35pHkAavUizSVOR/q+T37STA6UCSlvSctxkdBhyL9/6qnSc6LZD/v2mQCwYqHi7nHH4f+0NHceh/beHaajfAS6gR/+EIjFFigDt/tVUJDGl9+A7W+9iaui2L5tTXRjKaHDPHfQiYeemg8O6J/hSAB7DyjI5Uo3vv/zulFkM+r2/QH1A49ZPFAStwrphjyvF5s3QVFMQ1D1u5+i971XQo6GoT/+FNuMSnqxqFxzDbS33Mi6ULtzF85+yz8j4ajFQaOHB1WINdaLFnkck/vDeOop04HfCJtBvIBTUsMGOVsCtVIIHeoI2o1+HiLhFgnmlytBHEk5fh/9z5DUiX3GJk46EKIln7gkZ7e2eyeqtpyPA/bjkXy+H+rYIDveveoAIyalI7AXfB6yxudKCSRqg+syDqFZmYDt2qvWbC+hoTgcaBQlOQndSZOC6SWq6LtF0tpLBFy5KDr1Q2jRBpGYzWDfPsH2gu5jmIayQMLFZ9TinBO9x3h6xpSobnJat8pj8GuWE1pRBAJSDN3qMFr0IQ4ak4oXfVoHozLJYaxX58zgrNVZsBeuPU/CMXqIA7MhucOkENEViJ//nNs0l9OLbCSNg0YXptTmBQlWEp8UYzQUB+CH4WN4r3oJGkN70P7JG2GbGCoMaUstwtFYK4fQro6bLeFGZtU+xgnHZVEth6GQ/aTWQeLMxibzGTM2cVusOYhsEeEE9Pq71BRwU3KAgtPVSELxIytszEUXkGlMUaTEv2jrPQHC7oR/75/hGDlUGDxEfJ0H9G4kf3pPib1gXrvf/xKb/v5KdIeeQOjBb2Hv1z+EmuQof5bae0k3DhrdXKSi+0CFglGtnilHyD/c8fJr8NK3vtXk5FuVvYig9t/+AbaJYW7FbdRH2Q75c7ML/CKnTpQMh9CsDXLic7V60bXdg71iM/YamzAlN1UcfkZBW0L2MTXEBoL2Vi30nI7LLYxkzCgeLtwtlfwjvejo3QbJ8jtzw5Po11rN50Fr5vbl/D4ibdoEVTWRcFKRvRBPPIHB796G/niQh/ISpzAlTRagaWWduTn5bK65Btm3vIOH+YyddBnGr34bZEXm4gslzSZH+/DUH+6AXU+iM7sfajqGxBWvhhoNoeXT74YxNcPXl1a8GFK6OMGQfzbJPjZqw6wvVToVy0yfYkm9yAqz1VaeYOTfNScP4PTNYX4z2V5CY9GZD2uNmNGq5hPjFSRP/+CgdcKxLYaiIlphkHK09ThMtu5Ei20S3S/cjU0j93Hy1od8AddA3W1fRuPws/AffzqgmMi5vN+pREPY/4e78Kuv/ytiCXOifSUp1wvaR0TRPpK8+m/QJ2/itn5CKVbN9cH/zENI6g6MJKohEimkLn8VlGgY2qf/A+np+WFsK5FyvaACY0StQSiqYN9+Qmh65tu/JQknn7kZJ5zYuCgHJ/nmDeoMqqx5DYUvsZSFBgMSh7+JmFxnyaMmixIEbi0Cl2bdQ+s9hlLkgwnB4AR6dnrFfrSok3yuw4ZpE9zdZ5v7iMMJz57H2b8gCSBc8DtX4l/4bv06VKIEkN3M27/Av6Dnjuh15EM8cCt01Rtw6PpPYZ98HJTTr8UZb/moOfzKKhjm7YWqp1GVGIErncSVb/gg3PEI2j/5NtO/sNaA7Au16Tcos7xX2i2ULf2ZijaNyhSapTGM9mfx0NMe1l2/koRXSWM2rOLJfS5kiuJU+o38zrNPmEeaF+djEroDw9kGth9kFxrUWVBJrl6mwpD5PuIQJlq9UWNx3VpLob25xzjI/jTpxJKbWvHFCME2Y1RpY7+hGExR8DEcTgReeBzBgSesoorlMwkDD33r3zC4/0mITZsLuiF+9zto730/YmEdkYe+hSe/djOUmGl7K56XVfAnvYmrAXRf/dc48y3vxYDoQOq4nQhf9QYMGG3QiZJlFb7nanMYDz/tYX1pV0fRZgwgNpcr9THM6jdOOGs7jjuZAC6SSYsifFxk4WfPZIMvXCrFf93oYx7tvNB7E+rqUE4vUj0cS7J5s/lvJgP8z/+Y068/8pFSg0cO8fAw8NhjZtXs8suBc84BWluZQ8vYvgPj9z+G/gf2oOGlrzLbIRgxp6FRmmTja0pROoNa6vKSN8SknZ/7HLBjh4m8IP5GekiJguLHPzbP77nnTMTh615nPjDUDub1QvMGmDsxoSzeUkOHocsgX5++sq/P7O675RZzT8/LMQTAOqri3naaGehlnzps3aDFFg89BPzpT8Du3awb+Y+3SSMY0oB4mQFJ92wzUZsUDNP9p5t1BLrB57GMfPvOWhwcduDH2/v4657en4Y3kMAtt/hf1I0lbIb6xc+jpbMLnn/+dwzLHYVp3MV60dq5BXjZDYiecykyrd1IBRowsO0ydD78EOx5vShD987vreYvrDI9PfALifl7pxRK/CjM2dT4uX+COH4LxEtOhlSmF8LSC2mVesEoGWi49+4snhhZJ5uxiANBg1DWW6h1tFPXeZowtXMRQtNtmJPrKZCkwWSEOMtfF7VGknB7FOyL2gt+byYFfOnLkLrq4WZ7kXeyVmYv5h54ANMPPYTNL31pYS/JCw0Giggf6iQ6PxOVgJ7uNdtLWjwpUI7PnMJcuSWVgvg77xR8GSd+0sWco2OHxnC8fw6f//QmRojQ54jHkLgnO5UR/KVIBMSLl+PAo1aeQxTWULEFImFYaoPQhxFUQpgx6pGRXObkX6HCRkOoeDhGFthi7fWZDGq+/EmonSfi0Ee+xc/vnFqPhOZGnVYD98AM3I/+D+SeTtYLqUwv8NBDyP7pKSQvWHw436jUhpBeA1Xk0NRlmx+OtQq9qGe9uB3q3/wVwikZ8YgO1RUhgkIWGqKRf3bzzwUN85nTE7jzTufyPgbtbbyEElOKHNCJ0816piTJHASIJZK9xULDX/TYuodlxJXeqCSRNLwrPzdKUMp2RPQqBBFe8CiRvaBnqToxgtYvfADxjm2QPvYBNMpTcOlEG6PDIWUq2gultRXVVQIvOfMEGE8/AuWJh3gfobCFhFCxBw0Xtz1qkg0pHtIpENO8aOtSWS+wSr2Qn3sO1X/4JaTX/jXUTAje8AiirgakvAtbaakDZs6ohS4pnLhZve8pcxKxotCaaTPwSglGE04aQfilGPxqGXT4WBHSA0JJr1Cqt25jXklFm4X+hS8h1nUSQh+9gu9HWnKh0ZiEssw+kj3+eHzml7/G+X+4B50vey3vqREpgEaU0RwUIw27e0DED75cDGnJi7itGoOZDDq+8EHUbN+N1IWvR9OZF8MvheD7zc8g/fjH0P7fz2Hb04fAg3dg8nXvY177zOQoHFW1MHzzfi3ZI0rqqLIBlTqWQMhHaUm9oI7fWmOOk9okZEuD+iziUgCDUgda9WHuGqO9iniJ49oMB/zrMdxvw4TvByX+inwMYSCgzSHdsxkzihux5Bx6v/QZOLubIT7yUbYXhiZjTqrhQViekaehfv4RJHt2YO7yNyB6zsvY79R9Vdh82oW4796fYt9Dv4V68RVoV8fgUsz4tCjvON8FRMPF2k41O2GQgKQoSBACX9jQ+pn3QSnyO12qBunOH0H66XdQ+z9fgfzMU/A+9GtIb/inEr0QpBclX7ZQSvVCwv4BB+vFf/67hk6Z7nvKQsGbSZpF/U+Oo8xkT508i5xmw4zayPQhtFYRxaScov2+AUQ917uWd3PRc6LCGP1LFBjmoMLFqV8oDqSEpEcxO63ochxyDg49jVmlEa7tZ/LrUiaF5v/5MNKdWxH7p0+hzjZrvp/8Vh3IDEzB9dgXIHd3LbAXYvsOTN7/GA9iq730tYWiQeELrX9pDW1Sjn2cmZ4zGRRQLBSPtHzug0jsOAvYfQ3bC121wXHnHWj86dex/4u/g/25P7K9CP/12+BJKkhGNdS7InAGdAxrTchIFvWhJV4RRaNqXsutd7dwnHpmUZxa7c/itlsShc5KPo8Ky0ko8Vm9Gk22aR6kW41IAVXMvpqSLclrhlDDhVtKhG+ERYnCD5+S5I4fE4m6iFCiPBdhfmMaIE1JYo08TnXhoOd8TEK60fLFD0PtbEHooz80i4+WnON0o3P6eahf+FXJXjLRdDqi/k6ce8ZO9DzxJPb+4RfYdOHFiNpqKw9QK+wlEoZ6L+SiHwFAIka1OehT09D4Xx+CeuLmij6GZPmeGu8l72ebYZudhOoKs++5jMlYkMMYOTSBWr8bt9zSVPAx6Fny50J8DfzdQnCHozmI1JSYHMCA1oIWZYKpT6jjiPYu6gLMCBf7HuTnc6J4FZ7ni4nfoynkMFGQy2XNIuUlxO/NN5teaFGljWVgwOQpodaIfNKHdqHqaohIFNq3v4++redgbzgFF0Ho80ZTCOYm8upRqEJDQ2YI9j/eD4l2s0aqIpUJWx+XeV7586Bz2LnTdPAefhi47TbTWFO7F13HrbcyYiPnqUVYqVk4DbxIqIOP/Pu8r//CC+ZQ+M7OF5O9ed0gY0OJGmphoJbmZjEKm1M9LN1g5MV3/hfJbacjHnMjozUz96KDBtdI4MRSjzzAA46mMz7s+c2Psfn0l0Bu6WJETYsxApeSOWLdWEni9yPXjzNSL68b9z6+FzGPgSs2Na19IcBCJ6w1Yf7RshmEnKI2wrAeRViykBqWXhD3qmPzZnbO9wW2InHSuVCic6j63heQOn4n7AmzTa9cKJk2adRDpFJoevR22LZtgdTUyNXpRmUGc6IONHqHKpbUhpVwNiAhtaNZmTKnMFt6oT30KKTbfsaJAukw9OK9bw5jn15n6YW0djbDCmZckunMcquNFCxxSNZTqpQoaiweUxJuY1eySAoXppUm5qBt14e47X9Kr8G41FJZLzIpSDRwilqerAWhQY3hmz4Lt4PQA6uzF/jOdxDZuhX7p8NwaU0l60EBDiH6NNWOSNyOmd/+D848/WS4Wiqc22HYC+nWW2G/9lp0+NzwaAlGqbGDZw2OyEuTPIn3vMmGsAhwa9ioaMetf3oWtV4HLiWkWuEcZEYuJQ1CeOEvQvI2iXPefM1mIL7wjRIjYaeNelQjinYxiJjuZRoEB01CTmcq2gvp5pvhU21oFwMYNtoZXU0JLuJaFYP7kEonEd10LhStFsEqmfm783pBUbAnOYMmfRiTcit0Qj0VP4SUYEpn8divf8b7SLyxl/cQSsoW3raMXhTsRUsLqhqdqNL7od36TSjXXg1UtfEhWqRxTjSYNAstRIqNoDLHa3f99Sbieykfg9CzPiNiThOXFOZePFwhNFeVRCja9VUwGvq4z2hcEOguKpbu+LQQWmRzYIowBIx0GpItzShf2cihTQyhxhuB9Imb4IALIT3A3KjUwgtZAIN9JfaCOJAnvZtQe0IdHPE5yN/5DmTyJxMJXoFmaRyabmPaDCpSkf/p0SKQUtGCf5E+DL0geyGxvWhBdaMT0CMQt94K5zWvhtvThQglw4t4OQ3JhphstpPSYdbS96ROqUbZBFQQn2G/6GaOPj+O0cTvclLYR2RGhRP3IfFKjok2RG7+EQybiUQqSJF/sdg+Yv/u9/DXOy/As+FpdMIcWENc7QuEPv/wwxDbtmOmbivioESUc57P3FYHl6sDCWeQbX2VNsu+TF4vHI/ch6qf38qJRWobNjJp/PR//hnXXP8RuIoSv4vJ4nphDTIreq7plAJyDHXaBKbVRszqQXgxzH+jIloYNWimlu0N4uRccxGCn9WcZCZ0+MHJpNjna7ZNYEbUYBpuZNw1mPn4F5hXmeiUaOAhJbyrtBA8g88xTYsnYyCx5RQ+rFZdxz/kdzZ/9z/xutMvwv7wDCPz4iICF8yE15xOkyEkVCsRyJZe8J4TdDK6l+KUek7ASSV+Z1JqQ6s6SQztcJ+2DdnHemB/5EHU3XYb4pX0wuvnQVZko8hOrEYvujpkxHUPakSEbeGQ0YrcEvsH8eA2GyOYQwAeKYWgPIdZUY+ACKNVHUdUm2OE35RWA7tMRZGNcVRyEvl1Fh1OcZK/WKwhb01irBAH0n2azlUhkVWQJoAEpRqK/M7+m7/LnaKy4sOIocCJFCeNlcF+uAYHIaXT3IXIQvmLqmoY0Tj0b38f/VvPwWBohksyxefg1qJcWKMiWzaRwT2//Q06Tr8MWepkKj9lSy8M8oeJaoh5VgVCp18C1xN/QODhuxG87avItHTBV+9Gg+ib9y8CbXAgzS33xfQWWcOOesxxkrY8Tr3v8T3we93Y3rNl2X2EkKAeKcndAaQLhBYuAzTz8Ow5UcNc+1G5akMTI2TtSKfnUGsOrVviu6mwmu+myErO+cRlpZiEYi0lDtvNHwVUxfRmi5K0beOD8A0+BaTjvJdQMX/Kuxm+E5Ooju2B+r/fRmZrN7TZp9FpOw5JhJi3m57f4nOUknHs+fWt7GOgpavweiGGkQXC7mboahU8qm2+wFTmY4iWFohgEHImjY5b/w3ea18KPdCOKY1sXYzpxiotTbFu0BDA2x4bJTg/rirKYdCapWRPSUdjecxJe0lIqkdc9/F9oG5OAlNQLERc/dRlOW4IzInVxaovJn6PptCDQdOsSdkI3ZAXUoS2NvPv1PpaU2PuOgRHv+oqs+/kl780q2R5QyuAZE5FNpxF8JrdOOW4naUk7AQjV5wIwWkmgdMq2sK/g5dHTVpBZjxuoo2JVJu+7+1vnz8f+oJ77zUfiv37TaQevf+mm0zuNirjXXfdQu7ZCkKH8xQBKOjQF198RFQq//+QogXwZEOo//5nkD35DOR27ERQmoVTsVB/q9CN/AYSzdjhDRkY33EZkpZuRIwaBIxwSSohzU4AEAlNwaDBHsRbJZIIpobY+G2Ebvg98/xWOUPBy66+EiF5CaL3wxWLR7VFjGBukVazv1SbIQUaAFWHePJxiKuuglSkF4TOpJbwtOFCNpOALTQF+YqXANsrR740VG9aaYQsxyFFPbBlaxA0FHOoRTwGNT2JXF07F5nG3v6JwueSuhcd930TrscfhLR/P9IzaajxDKSbPgTlMPSi0ZeAIISxaGTn4uKLSwnzD1eoVa1dGeUAN6/OlLCghPbRlCo5hqw+wq2EqqSxI0bUExUdMV3DPV/4EE49/yoET7twntdTm0NtuxsSGla8lxSGroXD6Lz6atRsPhUHlRb+O1WpCdVIjhYPzSL6BdmBQ7M6TiMOrRXuJYLtxZ/YXkiWvRA33YSkvQqhnA94wz8h6IzDKQnUqeYgr1m9hrmeqf0ufyiapNvjmcQhxW8WySDhmlddYd5DuRx9I2FYtKJJjHO74ly+Fa0oMAsYlDQEI9IomXo0W0/qpBlIMHnhaEJyvTaOacUaVlZ+PmTrLUtOSA1fPvGk6xA/+IFZfLHsBbUhz+lV8DQ7GMUpjY5DCjZSNILxh++Gfvnr0fjsowj+8puYOu8V0FU/InoARLIhZRzwhQy4jj8Jtm2b0CjRvckgZFQx0iMimwlU83xEYR+hZOWA6EYs3A9HNgpP0AWvkoK0xD5C9kJOaJj8yP/AZmsHyN684QOodSTgtChfqWDZjHHsFwF+LkbQjrjmQQ1mkXHYkXKbAcFiPgZxdnarQ4jos4xyycHOQVaBsmEV952c8jnUY8s6Y35pz3bTuQrHiqgl6Jlt1Me4xTiPKqLi7v9+8XM4ade1bC+IPS5rDWKR2lrhMgTSo0NQgk6CGFe0F7Q0NGCNuPHy9oJhccSxI0mUFkKdPo1BmEU9+g6NB38Zi+qFN+hkNNlSepGZiQKxLOwf/xDzgJKOS9ddB7vdji51CFNWoUgUI8VW6nuWK8gy95/2oUGjHW3GCNxyGh1GP//7FyvWPnL6uZfh+NObGI1NCW0qQBptJq8mtb5qNQ1cg6rkXyzcR0Kov2I3Ttl+Httb0gmPnKoA0qIJvlF2CyakJuZSluMReJN9yASbOX4Ze8cn2E63aENMXyPd+1tIll7UzX4DeiyB/R//PgynG5Ku4dUf/H9QnEUouUIBzar5W8/qUnpByf06fRxeNVmiHkTv0KRMImxQUcE8Lhfo8l0Ef9EiuHCThAujNPS44F9cCdspZyKX54Wm5FprOyd37KPDbC9km0DVU/cDV18G8dTTyP3yN4iec1lpYkbTYAtPo/7qN8NrxSNCt1qaCdmLBk6KxLRptBqHoFLBUdfZNhCV2HTKi+p0H0RNdcHvZM5ZfYxRit777oD82B8hDhyEHpqBFEtg+KavVtALif0rsk2Vnv2l9IJsb1gNImiEkBJOLj4uZS98IspJrz2ChuxKPHNByDL7S9TpFVATGNRbEZaqYRMmRcK6CtEl6LPcTRejAVvl3WPE4ys03m8IwFErzcFtJShprkRY90PR0/jZFz+LU8+9DN4zr7QeLcEAM2eTF2lhR3Z6BqGaRkCuwr7f34/2l70WVc88heq7vgdB9oINCVFbeTCRrUF9JFeSw7Br5M9Eea8JElLfolXZh0b0RwRqhBuUQqRnj+wFxalabUNpPGLtI1X3/gy+x34L9/6n4ZwZhSs+hdmPfBbV7jQkwwH1utczxVNYpyGVqqkX1lpQe30LRs3m+7I4lfThxlecYqlQ5aCEEoDTRg0fs0oKM0AnonvZjhQL+WeTWhATcjPTJhwN35Ns7369zux0sdaOrt+HGHJQEbUKqRQLJFTT9yYpKZxruQUxCcVaxNettjXxMZvGnsBY7Qk8wLf6id9i7so3Iv30ZjT+4iuQzj4fGeHAhNKCDtHPA85oL+m9+ir0HnccA1ncSKNen8KA5WPkpdj3pBwGP2OWbujVQbhEAmNvv5mL9VS8IwCTct9vCj5GPiax3XQTep2jSOdk+K57FSS7DSlh43OaEjqatREevlZeCy3WjYRw45JXvpJtDT9PeojjmBj8yKpLD1fMHzBHCGpLaNAzFWEob2GXc2iUprh7YHoVhaIXE7/FykLDSjQK/ilTT23wZoUoHo/z74ZhsHN5JJLn6yjc6/PPN1udF7yRorM54G//Fnjb20w4OlU9qcWf+PIuuqjwOXprwnBiqGoTUp/+kdmSu5QyUVujtw4HX/5BTDw/g7lnUnjNS0NQvv1tk9Dqv/5rwYR1ljz3GqEwrrjCPCdyvJ9/3jyXjg7zew+Dl/6OO0zgwN/9XWm73f8Z3eCWmwTz7lFrbq06C2XXCYBXARRCRxQlMVaoGzR5dFwLMi+dEVQxWaYbZNynK/EleoAzrvsnrmwP3gNc+xLqXSDd2HvkurG6JUHU8OJ/76nDwIC0LrpRK2a4tT50mNX1jbAZC2QFNkN66ycgLvwrjD3wZzi7Ami65hpIll4QaqOeUFy0N9fKCH/i0/DYksTKv+TXGm4vpl/+VrzwgsD0nXFcf+kwfN/5PFr2jePQf/3CHOBTJJQcnJHr0WbphXr5JUjvuhQOr3ZYekHnTZxiHj2BEbThp3e41kQvzJSZ6czlpV6aQlqfR0IcDb2gVtQmabowVGJEb0KWHKtK6yXJOO+KN8IdCBZeUkQO7coI80JhdmV7SUEIrfWpTzHyyyMyaDGGGXngRQJ+NcEO6whaTdSh24ed130ED9Je8vzyewmtNqO5jBp4VB/sl18N9cLz2V4knh1AONCLTMdxsOmDcFLLozXIy43xhZctgVtsaYDCnFLPwdgdd0iV9xJJYkd2Wq9DlzyIKCUriyrsXiNSoIJIGdOMeNSgIiQHoS+CBlpPvaAWyvytpmCnVZ1g3R+VWtl2l+tBWnKjX2/nsW6FS9ZzCJ77Urj9akkywkSvmfbC/563w/f2TyO8+2rs++1PkNt6CmwvvwH67pcg6KLgREVMqQazIwabMPnpH8MhMvAYceuYAtUIc3I6os9hGG1m65nbV7SPSHjpSxXYv/cNuPY9iUO3/BQN8gzz2REHMQU7Ed0PJ1xwUreLZS9Gdr0OUW8T3C88Dt0bYL2YMzJo1kd44JpsJf8Zeac0ckDNgaeSQpMxgb6igKCSj0FtcmNaHZrUaVQhzqtCAS0lPIjflnjSOTBdiY0iB112HJbFWI1e1Csz6FSAA7oNcUICLX1guIwEGtVpXqt8MXVCacVZV76lYC8IWULJlqCYg526NOZmUf13Ny5pL+i+FYb3WfaCurwIkUfovwyciKPIrjA9gJejjmK9uPRiCZ7vfgmefU8i/R+fw5zqR7VKtDeion8hLr8SyV2XIu5yw/fsY7D7XRAdNFjUgRm9FhpRHLEaGIwupfblisWSMr1473t01GLOpLQgGyBciFIyZ6n7L0kWlUUv/HqEEyQUjBYL6XbcID9LOnr+hRDcUk5JB9LRxa/H3Ed8fio4JQp59/ydUOemsOlvL8HY225GZPfVln9RVeJflIilF3XwwmGMc5EgIEcrduZGHPUIX/kuPLPHhmefceLiS4Dmb/8bGvY9gOn/+BZGHL183lSsIbvBNkxRYBgCmuJC6LI3ILT75Uh7GuB+/jHLXmyxbMJ8ob/RGMc0qpkOJ0HOLpbWi79/Dy9MYR+eMoLQoaJGmuM2/1Zj2EpcedGMEU5WECLRpugl15c27EgJB/P2l+j2Yciq9IJsgBZDilq2y+iaFhcJw2id3/eK/AsasmW+lrf+ABaxF5mrX4VDL3k334tiIdRv36dunY9HhMAkGpDQ3by2lPQlmzQr1XMXReDlL8cTL7ix7xknrr04hu5vfxbY9zymbvk58RgWUOERqQpJ2YeA2o4AXoDH7kDmspfDddHZqFIDUJ59BDl/jakX1tmTf1RlFPsWEiIImNdZ4Tkp2Ues5Vxpqp+oCZqMUYyjhX0Rjx7hhGpe6qRp1u/ZwwSirNZe0HlX7He0En1tGOZZCnnJLwfFZSNqB7zGHF512cWor7EhrvcjDVP3a5UwP+vGbAjGO9+Oobd/iv2LwQd/jeqtJ8B39bWYesnLkHK1g9iaaM+ggivFqfEyvSAh/4LOg5LDIZhF5rSvqiROvfRiA23fuhm2/c9XjEf4smhNDJ0Pb7/iIkgX7kKQ4tQXnrLikU5M6h2lg++sjsA2ZYx1ZTHT+Z07arFnwIn//LuRReKRfNfAvEGlQkDxupJkDDsnFhk5u4ZJ39XoBtlMov4o/v5GTPB9JX3Zqzss2gmrcGZocBpJpssqgCkqxCQMMpSsdZibRd17bkTihn9F+MJr0fTITzHbdSqmrnkLjF0XwO+0M8iHiiPCkCCqqyFZMUn+vOi/Fbt1S3xPgJjqaC9x73sSfbf8DIKcIabys3HHWkz3wy+1wGFUw6N6YbNiEiosO1/4M5xeLyQrVnWIHA9IpYKRsoLnlIAqv/9lDM8N+fGRd8XQbTc5gyf0DMbQzoUNQ5JNoMkK73e1mENQCRfAD20YxYBYeRB8DKbYjq48/fTTiEajOOecc+Cg9mkQ/eBzkGUZIyMj2LZtG2w2G7LZsikQKxIJY0YT2jFicjaSdSjm1y2WP/8ZuPtu4N3vBk44wXR8TznFTOzQeVErXJGMimakyuDulYRAWPffD5x2moSqKhX3Pt+IvY9F8YoLw1AI0UGV1UpWi467a5eZdKJhP9TrQgE9VfRpyioFBXSuhykEDKPOj6NQ3DpGdEOgTRrmKaHmGkhHrBsp3Y5JpWV+emw5AqZssed1A6iqAp551iyAXXyBG9OXvQl1uwYgb5Bu5IsZk6g/PN2w+KioWk3VtUpCG0aNtJDvcL30IkfUBkcqK7QZYtupEKoNT+04B5h8Ci8vsxn5a7ZJBuocSw+8yGSBX/8hbzNILyQ89pgP5160CcHL/xaZXRp/1wKRJMztvhbu809FbXIYLrcbLptOcNrD1gs6bwqcNH0ctbXda2IzSps4LaoFOYMOYwjDhnrU9YKSBsOizeTGXOxiVRWerWY7ZbFwQnuVe4n5QbIXSiHp2Mith/NCfMRSug9f/003zj8thdoqDXc858Tjj7t4L5GvugrROapqtwJa6TmT4xje9SbkLnBAiYUQdMTR4phhVFHdN/8Nrs7tmHvnR+FX5vVyqXtMCfJ2aQw+Lgi0orbWgXR6Ea49KnrKHgzprdDKdDYu+TGjV7FzS8lEtzRlJj10ov5oWLPNaaV6kcnkEMp5GcFLqBD6emqJ1/RJDKNzwXGJOzMsBWHT08xnyi2KChDuDjJNEHO7Uv6NeKRVaxDsXXcj886/h+PE4+CQsug6+1JMT42i3eGEHmyADRlrWGTRTVBUZEA/VgKA2ieNWlRpc4yaz2UM/PqhYnsh8Oc/ZvDS3RJmr3ozwtE56HY3JkQLqgRRT+kY1RuZH1PZdQNazr8UNYkROD0udCnTmM5mUP21f0ascweG3vNfnLgaEl2Ia1PMfUaDf1rUCW6HS8peRjCR3lNBoFqbRkilwEPifURLZGAXEgxCtzINgIJJpRkBIwYfIZABTmZWiyjrKSUwGXlDrvI6Oycr0gvVhvGUB7Lewte6kmQfBWz5M+fhanoDcjaXaS+sgrMHCdhFBjF4ID/1Z/ju+RFm3/FxVJ/UAfsS9mJ+SebtBQVphIDjgZNUwNCTyCguZLIy7r9fWuBfXHSBgHb51bDvPhGyXcecTgi8xf0Lp9vNgfveXDM6vvFDpDs7EH7nPyMk1xQKOYQKbdRHUKfOcUKOkliElKl0D/P+BSXjnCLF6B9CddG+MK1HMS41Mz/yUslfatEMod5EyekCrfL8kMqcsGEGdYfduL1WfmeLGEUGdg42F5X8PmLQsfaU/Mn75wdQc/d3Mfruf0Nq++nchUL+RWT8EF6uBhEIuhYuEaEmFQU+pPgnL7qQmOMyCzv7F7/9vQ2bzqiBv0bBgy+QfwFc+BKB2SvfhOrzd0DKZ9iKA31LL7LnXoT9sUZo3mr2QxyZKFq+ehOS3dsx+u5/LzmdBjHBaON9EqEu5xMIlaS2VkBPZLiVn5IVNMhrTGrmgXEkVBjejD7UqDFMadXMab5V2os6Obwg8R/S/VywI6Qs8TIS6o2Glh2JrFgvaP6DyEKCa+U6mE/8LONfkGhPPQfc/SXgXe+GdOK8fyHm5phGJhdsqtihUhKPUOeQ6sYc3KXxyO8lvOZUCYEaCQ8/68XvHvOzf+G+6mL0RV6DrGM+5qX9LymbCebI7msQ2XUVvKFhNLjjiNj85F6g+es3I2HpBaHv6vVx2JBDVnLAh3ghyekzYjgIoi2RFtWLoBGBXeSgMzXYYvz7pUhzOhqBLjK6A3MiiE55yOQ4z6POFRrqm8GoQfdTWtd9JJdJI0qUjIs8A80Y4/UodMEJBTN6NdNR0H4R1CcJjYGarcfBIafhlEr1Hk/8GfJddyPxzvcjedK5rEMX7roS7tAoZp1NiHkXKarJCs+z8dNzZ2ksz27Q6jGlNCKVUxfdRyJXvBbZeK5yPEIJ6/Muh/PsnVCTh6B4nCVxqujswsw7P4YYd4+ZF037SIMxzjHktGEmg1XkEJRDBZ8sLw21OSTS8qImhZ73ZtkEchRL1lDYFlLBg4T2TkNV2O/y6yGzEJHvpDpCWdVeUnYhU6hHWneSxUZQTLP/llT97GO0ihF45CT2GlstvtmFNoOSw0FjCqpqlMSq0radbAukU06BMqfDcDiRqWvBkOwx911KklIHgO7kZzUoCDE7v/ZeGlarzSCi1lo+RrHvaerGSy5Ewfc07C6kJHdp8VYNIHnB3wC7/7okJqHuAKksViU/oUGdL9YsJ9QZe3zdNBu0BhrMbT3r1XIE0IY43ggbPgxjnpJiOcmjzvPHMpPpK5cXE79lcvzxxyOTybDy56Wjo4Nfq6urQyAQgMPhxMGDk1i10JAZtQojuoFeDFR+D1nY/Ng/qmycfrp5Z4l/kzS5qcImavGFrCQwId/9K18xD0UPxytfKeC8wuDpBaKtfelDWFVVBALz50pP1aWXmi1ehyl0SJoplf/9/6Ru8MNcupEcuW4UWYYVSKluAK94BXD11YDiUDHaeTa8ohYeiwd1PXWDkMrTWhW3axI34O7d8+14y4owTB5raKjBHCeojgW9cDocmKTxwGssOUPmBD+1kUlFelGtpxGLTuO4lm7YunoQM7zwSfmiwuqE9eLL5XohQXbaEOo8ZckbQxv3KNrh9yXMQGeNbAZtvmtlM2gI3pjeiBZQEskMxriNWc4hIPKoxo3VCx4Wkk88SU2lk5UXEUIyeIxYodBBSQxVpFe9lxSfAw2Yiwg/P0/ERZx3OOgnEhb42tclnFQ7i1NPi+EfXgXkXi7DYRfQ2zox1LLFRKYuesIS9EAt5jQ3vHoKgUd/A+nSS+E95xx41QockEsIJTMJAarrMnbvNh2oxS6NWvIrTSonqoBh0cmDeZjb0lrHGoQ4qUhO/B98AAEAAElEQVRTgtdig1qpXhzcN45+pRceI4o2aZST0bz2xeG7MODRY3x/SKhbhHgvaeDNlF4HnQYNyX6Mog1+EYeDOCeL9hFJkeE5+0R4pAjqU08j0FiLaO8OpIkKSK0FMdYuuZjW3yjonpPr+X/Ho7SPSCX24m8uS6FdncZUUz2SbSZyL99ZSyi6pORhH4YSd0OiG3GPj/nLKJHc+Oe7gEsvgHL2Lk72hpQgv3dWbYRHT3Kihc6uDlMYpbZ0tQkOPcMBdqc6Aq8eRxQBvOI8DQ3SFO+Lk1odDxqLSz4YlEUU0sK8BEwOc01XeYDlMeNfHJIwqzRUPgijGrM8/IOGWNEE8mLkeNjw87oVC9kJWmvSofFUFRRhg0dSkTx9F7zyjMn9vgJ7kRcKiDvVUWR1JyenCQnEA9YW8S9Uh4LRrnMR17fBK+JwyukCJUU5lUnM28Tc504jjbrH7sDspX/DbeS6avkdVsDeIMYZFUriktOw6xnkKnQ3lfieUDAhWuEzkmbCA2ZnDNHMDGutHOSu5PqNsq4+SpD6BR3v6PqdtGfKq+RGInQ4tR2D7QvxHsiInf4S1OpTqE0OwdHcAa13B/qUXtRpk2hSp7hQuJxwMl7p4FUfjwCf/gbwwSBwWo1U0Au7XcDVXAO17Tgy2pUPxBPcZWiBWp7kTsmFrj/9CJFLXoGp8165cA04oW8B7pa4l3m96NBHGVlFurdX32Qmfa3PUQExXyjMc81WWr8xvQGzVjcKfZY4G516ptDNgw3Qixjtd2stBK7IZdmOzkm18J52NhyEcrbsRa6hDeOE2Fttwsrik9WmE/jWVzw4vRrorAHe9oppvOXqWcu/aEeq1aSUySO5yY8rIPslaqs20F4VYz5ist/+x+7B9Mteb9JO0H5hTLJ9p/tD3QlkL/0Wyj2/x8p6jjGx5McSlQS9vnu3DW4tiyZ5igdzkV4UWuIXuR67nuJugmI9pPOd0OvRItM+V4QOh8To8PX1L5zo3zdUco4unbhzc4XkJhVOyZaFND8jbEOoNrlUAfj1OfQq8zmMkksv8y98Z21HqzGFuWgW2eoGRFuPR7qC/5X/LKGg68QU0wLlx0mTftGAXv59Tlp0Hwl3nrzoceke0KDKKlsMUpVFP0S0Y4/+if1Ocfa5SMMJrxHjrmW67/XSNHMak45k4UBC8jAyM6xXsU9GtD55f/ia3ZH5GSEa0UaZ6TWiqCCufLnyaWHOqMaYsrAYV23MoEMZ5d/D+ixGJJprcGSdAoe9l1jDb1PUwSMEeo39qBeTGEMrJ30pzibU9lKnFzBCXKCXLN0gexg/5Xz4CDsbPcg31NUYQJURYpqNYko7er6mLKCBufZErZTh54S+sksZxj7difE5X5luCLziiiwcNhkZy+9cVKwbWSkmOdL8FunGJYYJLMgLFXwaVZq9Qt2Zq2uT5z2smDmg8OrKZHmCsFXKm970JoaN0w8pV1dXFz74wQ8iTSX1dZQHHngAV155JZqbm/m7b7/99gXvoYf8ox/9KJqamuByuXDRRRfhwIEDhb/T5wYGBnD//fczJD7/Gh2TrqO7uxu1tbVHFvuxA7vEsu/ZY1YWaEjOP/6j2S5PmvyBDwCf/rQ5BIeEkJWRyKqJcWmO23vfC1CugS4xFJaYV5GI6Vct9N2///182/YRLEzeeB6rsiG6sZysVjdWKeW6QZR9VLznlhDJbHGj6uSKVO4IdCNuuDGqdBRQNqvRDUr6blL60K0MmqhE67NL/WyEXqyXYlBbUOT5UYh3vQdGSyvrBbWn+L/xGfR+8Fp0fPJt8P3iexhAB7RY8rBsRk9jAh96TwIHD4oFerHsdfHgKRsm9DpGm4kjtBmcjBQ2zBo0AXmNlpWSSEoDT2QvFnLOabjI4ThbR6IX+YRrv9aOMaXNRG6u4EK9hqn7PcoA/7QcuA/yu991RHsJPYuEeBtQutGndfDa59/W1pjFf713BM8edCGnSZgJ26AoViWau9nkFT14hBAYEJ3I3PcQ64VEbVXLqBZ3BGiO/4+99wCTrKzSx98bKndVdc65ewIZJAwgCLJmZQVFRV0kSZIgKhhQ19U1YliMgKyueXfdNaw5K6iICgooaaanp3PO3VVd4d77/Z/33Krqqu7qOD0D/v6e52mY6am68XznO+E97wGLRLlnpjjkrXR9vcj8owR1TqYYkfk920unzGrsczowb7uoACJud+hdqLBJMzIL005u2QHfjF6w5ZzOsiS8nOKTlXn9RF+0Z955szEEn25JC3K70YcdxgG0OftR5pAbzw0u1WOPQd3weszU7cbkzR/EtKca9p2fg+fNb0Djra9H8zdvQ4k9g8DssAzh2eCN5X5qa7Vl+4iGhC+KSa1CKDaYmMwXDsZq1XpdZHHmHUyaNehyOmT4SewXf8DCX3uQCkbRYg6iyelBiT2LsD2NoOaiCHlqUvZwQBnfzZQqk6CA3laVMS3PhjQePBcT6EwIdxoH0IkulKfHBO2cL0QkTlthSeyQiy0npA+w5hGw5nK6Y1Af6LgfBOH4pv2LNRaItOjqg/KsGFzkfyyHC8mDi5Cnkvq+8Ggv6t90IWqaffDcchNaSyYQ/NwnC+wF7zA+k8LMlC0Fx2K3nE2ckGeZwfOsx03Ur+VfyMwBoxyDRjN6tHbhlV0uXN/d6BDf4ADa4bvnpwg98kfYJZmEbN6NsviV/Wvc8Wem1a/y7KGEFidkzwnHd5bqIXsv1BcWVjf6fllkIDKOXKP8oR4e6n1kI/vgVrRzwinHYtcgOm94AZINHeh76+1w/CH4P/dpeN98I5o/8DoZkET/cG5BR3o65tpm2ydraNVrkQvOtxcaurq0Ar0I2DG0mv3S0bH0xXXuwlHQ7/4FSh/9HfTAyoE3k6pcBtUWzD8puDAlgw45nZ7D48KamwjMXXPegyYNwoDeItPWVxNyek6YbFcubNtmEo0dbeopYC+2KsHHHkDnDc8Xvei55U6MeRth3fk5sRfqgx/E7Ld/Id0WxsIsjNmple+OiWPHkn14+b+xQ+WM+gO47Y19K/wLF4lfLglnuTXloA0HUO0soexz61qzM/y9Dkp/9e0le5FZp1NOFCVaDG1Gr6D4lj+iajWCRuUO7fM5cTQ6vdL2r2sO4kLfslIvlguvr5UspEYM0zb3lDKhkuAVFvM7ed1lQqFzKP1OwDaXWsv9Tgw79f0535EJR86U2G+1otdoF7ucTfoyKV+GJeTiiltfFqdqAT9KP/8xtL/1ZWj/0NViL+Q48zMr9IJDzNv1Hnln9Dtp63nuBVIuZQona+8jxbKrDkqtCfHhsjGhIJgdHQPpGkz96iHM/nUA8WCl0GllnwH9J/pRtD9N5jCa9QHpjskWfUg7QSHf8aTl6tKkUyp+Mv3lEa0eMyjDlFMqz3K1rtYpuHy5WceZ9ET0v0rhIqhjTgAODLGHByMHvZfk+XikJhBufyn0Lu21a4kUc8X3vAFWfTMGbr4NXcHjoD7/edS97RIYH3wfIt/5isTudfN74Z0eK/DNlwpuJVI4pAyoeuzDDgxYtUhqvkLdSCskJmLSSU0+7c1IellMcjD5LXZ8xG0f5u2QvEtsg0mm7WJ8IjUWR4flGBL/aU9W4pfyvOc9D8PDw+ju7sa//du/4c4778S73vUuHEqJxWI47rjj8OlPf3rVz9x66634xCc+gTvuuAO///3vEQqF8NznPrcgKU3IO5WfHCjbLnxLqQS09BpKyFLF8ce77fJEaVHOOccdlkO+rCuucH/3qU8BH/5w4Ya5jlOU/Wcayj/+0Z3Bde21wM9/oWFRcw3ZpmIXai2HcJDTadrdCP5flkOqG3RKE0FYSctNjm2HbpATb4Oyqm78PK9t36yWYJyt5+vqyUHohiBmNohgL4qazkMlHg459DYj5f4UeegcdlFbZWPs+Gdj1NecG/ajnXMO/PEp6WOduexNiDiz0D/1yZU2YwOnDxop+OfH8cAf1Uq92JBoGDfr0eW0CVpLHaTNGHDq1x2ksRVZXpBzExhPjl4wQJhbi180s5cgxaSTKqr72sHsJdlkmjmLDnRJoo1D3GasLFLCfTYTMyZ+8ccwRiZNPOfaHfjPn1aKI7IpYZXd9GLqqlvgnH3OhvSCbYejdqUkGGbtECbtUuxzOjemF5np0DvUXrQ63TKgwkenOpu8Y5urUYL9eqe0F5LPLqH8KNem0al1ox37l+gPDqFeeHVLnGAGQmXG3NKa1+JuAEK0im6iz2hFv1WPWacEc04Ic4sG7JSL0MtSozSbQ0soytIyxI49FT2ho9BjdgqqeP9ZlyIxl5LhfyVXvkqCwN23vx5tH7oGhrWkYxvfRxQe+L2FqXEb116rxMcgrYJH57CYKUma0lZN2OWCFPHpKUER5b8DIkz6zA50Xfsx/P70l6JrulQmnhPZvcPYL6gPJnLzY4Nscpute/vQiXG7TN4ffxhkZT+X/SGqqdXjDnbMl4TtxYBqQJ/RnuGtc3Uqak9hl7EPu40uNDm9QiWxC3vRaPVKwOZ1Elu2Gdu1j5ASJhuU5pJWSiGRUJhJFUmAir6H0Ft+AiaPPQdzvmrRd5krsMxesCCV+PS/w/7obdjLxDxbf1dJ/krC3emC33Z5DNf0L7JfEvS44SZ2FAuFKOSjzPgF7IAYuPq9+Mtpz4E2tRI5ycQaE9MU0qM0ZwoCq0nAWkCbzoC/F95lujBrhzHqcYdbulQOKxNVmYcsrcH82JhWjSFVL0nsfdgpz2mru8mG9SIzWGw1YQJiRkXX3EeY9KRtCQtfsY0A6RkiYSwcf4Zw/Gf3EVI4WQsJpCrqMHzFP8v32j5zE/wfex8WLY/c8wGrCQnSdqit+Z1pzSt82zN2ifB6Uvh8JQmfJ6R2idgzru0grO6a1yHwzFMRnexekWQkapuFjrX2CJ8VQ5vWiw6zV9DyxS6ax+L5hCrGqcxd3/J7Y8Jm6ReOFGXYGs31xp3E2gQv46HSi1W/s8y/WC5WaeWSXmg6xswGjJ/10oy9KMf85TfK5+o/9TY033otdHulD8vnwf13uWTb6Jf7F9/4eanMFxgym/IGWyqx39TX5Z1/BEbME6Wo6Ri8hvbiuWIv+P4WjZDY9269U6g4KDHbL8eXwWfWFKLaPEq0uKBhF82IIE87zB7sMvaj3JzFlBURmoi1niOLxRyovGj7hIqqz2hDwgi6OvQk+52khaJ9Jsoy+8zFzAHoU00Zf2rp+kLWLDpTj6LCGS/OrUop4ndm95G58laxFzI88FNvQ9OHr5c4lcX07HWw6GfqNgJOZt/IC+bWjVOXi1Jiy1hAYhGUHvKcHcSMHZZ4ZMzTiJFr3o2Jsy/AzKQld7QaMIjfI587xWcvChKYfudeZwd6jA706B3o1dvdbjJoUjDYZXSh3dOf64JwQR2m6NiIVYkudC5RdMqwPde/2Gl0I2rExM+lneDxWUA9OM3YPh9j2okK5QPXSJaqROziOjaDvmf8mD3o8h0lz54TAbxnPx16bB5mRRSa+Bgm7M98FvUfe5Nr05cJbUb22cczCOwJT52LEM7TjYWxOK6+wYMv3d2yNiK/mIiPYUJdc+1B57foe+7VdsFvpCWeKijEZ/SB3QZEpGdt9ao+Ruba2H24X+vAoFWDLrsd3WhDROd6UU8e1QO5Q2qZeicqqKlJkLU//elP8aEPfQiHSp7//OfLz2pCx/e2227DO97xDryYfQEk4/7Sl1BTUyPo4AsvvFB+Fw6H8cQTT8C27e1P5CiF+77yMeyoLUfn808u/hm201111dLfqSVHHeUG5pRsK/1LXuKWuzJaFHZm3XZJOhqrKDjzgL/5DdDaClx0kVvIoD9fWckJ6F50O+1ojO2VRE/QXzjsSIQQfSLDskg1/rBlgKusZpXWw/+H5KB1g4GBSksLUr7IhFwFfP+/voqn1fuw53nP3B7dyCZ7NiBr6Ubm0oU3k8NZkp5O1FrDqOZgnizXzP+PdeNQ2wyZJlFdXbTdhI/ZqmvE8FXvFmcMGMrphfbhDyOggB3l7iAU7aXnFdiMjYjtAP/142601Mfx2ldX4ZFHSorohXtIUkYtPzRbAY3ZSVgVtYgZUex3fNhlzMJ3EHrhVwnMKWcJUbpZybRDc9HR7h2sM7XdesFbqvVMwW+ni3NT8vrtJH735VtR29CGludc6HKQbtNesvxaiHrYAQbRGjTdXe+kaaZetDXEcNNFi7j7gQGURtuRrmSCP4oyNY2FlAllrK8X7j9qGPM3o+QP/4FIrUsZsJYwwdfmHcR4uhSjel0OQaZtQC+Y2Og0usUZDyGBUsxJUqnfqltqg6fjBxMjZl4nTMYxZzJEIY5DrRdECjJAGUKdXB8TnRE9JgjETrVfAo6UwQEbhrQSzxLt7Dj47Vc/guMbgrl9ZMWjqKtF4JpLUGPNY9QJi8O8cNwZ6Prwt1DrDKEi6nft+kvOR8Sy0K4dwKBdj3QmwOWzZhtmsWec20dagOtfPYbu+7tQUXoqKisz6CwoVKSHkUwoadsfM+sRs4Ko00dRqU1hcdEDO55Y0gvFllgN9/ziG3heQxsGK3YgZoXgxyLG9RqErVmXL5O8vtryQWt+4U2jTpDjkqiPdvTCZywl9lZTk6CRxA61H/1WgzvgKxMRSrunE5AiS0BbRESfl0ShX59CFaZhCIffDjyZ+wgH3y2fNO04Gr725W8g2nwsWp/ziqLfS9c2o/eaD+aQV7vUXviW2QuDw2DOvwhpW4ema9IFFHKokykkHJKjuNfNJIJfS7loedWNx9Od+NnvQuv4F65+lHjTMtk+aMWEP5XT0K2Ug8WZGFR1hvZJOWjQB/C9n38VZze0w8cp7nnc/kSI7XP8aLCJek5iXq0+xIsPKuYpxaBtoc3oW6ETHOjDQJ9J53JnEmX6DIasOkF9CZc2h8kxKWLP5ooR8syVS9UzatRhzijbMrpzo3pRZpPaor14wk+Q3S7n8vK9hDFJbUM72p79MrQ6B2TgEO08hX/Wa4PouvJdS4k2Pq9jT8c+DtaijxCtEL/WfOmLodkJQbcyITprVmLRDqHOHkJAS8KrpcTmFurl2jHJAXQgsejmngK64053NzmMKHOAdBrG7Czayh2MWTEsICRFxOn7uzBXw6nErpDPtUPtw6CdoexYTVhw8kRl3XfqPUvAeOqlw3ZmQ4L0BgzJuTgkccp0dY96l//oiVDnZ7K/4PshapDSbbdgQY8i7pRs2f/Ysl6sJqIvTi7zl9WL1exFqq5F/E6RrK0++jioD39YkpzxaJ3c28RLrkJtokeKLz3gfIol/lR29dkckiRcue4e4bXj8KgkvprnX/zqgQFA+zMqorvgaJUuHQJ5/NlZ4IlJotCPhPh11JtIYhwN849iX/menP9kGSbu+cU38fz6VtSUOLImbQ7LzSRfFx2foAdt3RT6JBYXsx0SLPhygCP1OttRxL2ZSdylBPRKCdpzUkyiPTSMBMrTkzJ3hdytdRjBsFUrexk7KUn3sB1Yho3qBVGwu7R597wZvy5faNuy75W6TU7fen0Uxg+/AW2VeGQtv9O69d8woHbAjpbD46Qwe97F0NMplDpTqMAkdF1hFmF0aTtcm8rHuuyi1o9TFRJxsuXabg4DSriCWQDg2h1NRhGPKaQrXNoi7iPNxiBKHvg6tNoXkgm96C25IIg5eOz94gtJvkTrcJH82Q8sG4zHAn0OXawM8Rl4RfsdFpNDbpEq+10m+5SFCJbo1NxDZYqdcGMW+jEHI9viY5CuxiTfbwCN2qA7PDpz3/d99WMobzqyqM3gwNyRqmMwdvWzJFkrSHh1AOFj21b4GPPnX+Qi6pevLdpnM4z9eUN7sw+LDVj5uvHYow48+tdREmVesEJmiCym3PUb8DkrwGUrYxI6QuaWcxh870R6TzulcEwTtrOS/5mFiG7HnddRpwYxa5XCx4S6NocuxXWwylDp3GA6V1/5LDezlxxyjl8SR997773CI7KWvP/975efteTRRx9Fc/MagwnWkAMHDmBkZESS0Fkhn8mePXvwu9/9ThK/NBpTU1OyOKRt4BDIcXuehSbvMhL0fCl2Xv6Oire46FZTQyFg166lf6azb47DY1noN6lEq187CfP5Q2A01/3557t2WlBXMPGhL/0WJ3ZU4MLnFCGa/vWvgdtvB+64w03wUVjVu+yyQwavzC96HMwpSEjvtuZs7SAHpRsZB7zUnhTuyCwqSf6JnEVsCXTK8KJTd6GMtm67dGOToLRVdSNzC9/5DlBfr+GMMzwY0puwwCnG2oi0enh//Utot38G2t+gbhzcNRx6m4FjjiHh3drXkdlYOQTBTYK4eqEtLkJbmFthMzYjsUQSiwkbn7pLR9pcTS+AM85Y+d3or7+H+tvfib13/AJWRY0kj4goq7z0MkkcbFZ4W/XmKHTbwbBBzqtN6EXOgR0T7kv+05hVgYkMNykDhydDL4rxNblIzXkEnC4MWPVYyCAN+GE6ynXaCOpOa4fPH4CpnsCA3YAglpB1K29+Y3tJMVlCoKgVehFPOHjPXVWYS/0SL3vFOahpMAQVseBE8O3vracX78D+23+CZEXG2Q4EkL7kCsCzMV7utDIlsRTV9smwBwrRVwzG19ILOtIcuGRqyYJ7i2jzmHYqha82++zoUBGVkBW+hzlw0MaBDV3jwehFv9aMRYP7sPu5btWBamsE5cYMUo7HnfqckQbbHRIBXaHm9A4E/L6CfSTrhLJFleGyoSnUmpMoIX+p3SgcrHZtA0ZiYfhn9iMc1UUveIywiqND9WTmf7sTuLvttlUTKLKPpIDb7ojAtB7ANS+vR3VtM9LwIm758OEv/Qz1zbtx6nMrJekcM0vRJa2vQOl93y6wF3z+LYEJXPHGt0mCRcHCvB7FrFYujvuMXoWEHUQDBgQhQ+SX104glS2WZNDdrUY/PKa1kjt2FXshhSyk0W72YsxacAe86aagf/dhV2YpKAlgee5y8l+TQ3WL6b3t3Ec4wItvinyuS/ejcNKes7BYUnxtmFZCAo9JvQpJPSCD3ng/+fbCWYhBC5ag8YhIhmLlcWime8/kMj1gtyBhlohPwzVDztcKfVr4phl0u/6FEv+CfO8vPc9BYw3fkZnZRzQ016Rw0RndCOkJSZYwYCayOPjbH6Hujn+GeccvRS94jlSwAue96TYsepdQrAyeSW1CZOuUUY0evd19V6ZWdNiSoTJFAAV4lgXVWb3gMLAj8IQE4QYH05D+SO+VZ5BQXkkEBBFDnTGeQ82539VQa44LD/Us0TyHWC84XMexF5d0n/Rd9iC8SGFIb1h1avgxpz4HPn9QWtl5r/Le854BEXiSAFu2QZHDVVtcgJqbQjCgoO/aQe6ZJb+ThRIjgF60Q+MQQScmCVOvnsaCw8TH+jEJ85Df+a67jzzj6codip1/C7/+NbTbb4dxxx2oLeeeMI29gSORuvR44f7NfphJF36X6L9Fx+UTX9VpZCzEPWCZNJlDaFAjkiSjzlvZwa9ZNCJ0zFph+LQpQat3Oe0u0kz00kYY89I2zmdKlLLYL6N8SxZjM3oh0+c3eNyS9LQU9biOqRde/+oUKcWeXxxBjFUcgdFEBKlYClo4gMWdx8Gyo24ijF0q7MxwUujEvhxakOucCbGk5ke9GhLu1Hz/IpH+CV5+3jFobTAK/M7OmgVc+owDboLPiEmHAf2lyK+/D+OuD0HdcTdQ4d6DVhLBi9/8SQHETC8fdC0c2A5MJqP5dphwIeI4HRVUdqnpJv3zfQH6EPk6VmwfYQIyh162SqXQyQPz/bNbrwM9MjSQlAMtXg4RU7m9GodYL6rMaXi1yhWvMZuoDJCbXfPJM6nHoDwD2nmLw7h8PhjKlPtbcZpV/c5qeBZ8KJ95DJXhJLRdLCT7kFKj2Kc63WJy1k6vce1rxqkO8JUv/Bee3h7CK5/rJtSmtQgezwxzpH+xI+tflFcLkjtQYkC/7NJ1odb8Z+pYCbrk+fSmGzDvXUnXJsACfX+uc4R78X67RQ5dhikkOfyM9kfiEUdsAzuFGjGIEiMuBaPszAGVsZsRzKPKmMJ+MG5ZZbj34YxVpSMrjG6nA7XWkAxRpQWkzdCC5QWLgXsyhV10Q0TfZ77Pz7CrTS4lLyYxQyGU72QZvWN1XdqAbvgMP171kiY0NvgFQVtrDeDOb1WirT6J88+YwJCqQyxvNsDyWHU7chh9doMMuSUHOffhfOEjWrCDSGoBoUNMOX7swF4pHNPHDlnzmNfyaUBWfw7cezazlxySxO/3vvc9lJSUCI8ISaMJL/8U20nXkKuvvhovf/nL1/wMuUi2Kkz6UojwzRf+PftvFFZCRke3NpxrTVFKqpitu8pRZhhb0yMSl/zud8Cll65IBPF4YT0mqBYiXZafgErGPYrVMVbNCHrmsI1nPzs3jBl/fkjDI3tfhEueW8iVlJPjjgOuvx6I5AV8PGgWWcqTEPXpiaDIHI0tCQ+3fz+wcyerVW7H++Cg203Ce9mo0OhPcSjMQVzLlnQjM6hApqoThZNXzctKtTaFSmMa+pHtW09grqEbG7jEdXXjwQfdwhfbarLt55wIOy+cmg5KjzRRd20ARrgcZjaJVUw3CP8j1+g2JEmL6cb+PgOlFSaqygrbNQ+lHDKbQeHz27E2gozOl89ZFEQt2z52iNNhb4teGDpQX1WOtJ3Ceec6GJxdSy9WysJxp2Pw+g/CiixtYP2edo5gRpU5syW9YL44rC1gzEktTVvPOBpM7M7Oaujq1rFzp7bCZnSGxtHoGckFt/XaGKrVpNiF7GC3w60XTD4vpfeWRJJPehrtep84mpkbhGna8gyqjzxCfqVUEp36gQKkgPt7t+BFrkXeb/4k3K3qhRsU6IL6rKusgGUncfmLY3h84mI853k+GIbrPD/40Np6oY4+Gv7rr8SOyChGLAMLKEGjPoiIn/Aus6heZAMi3tOsE5YJ60SGsCUwO2iDydvxfL0oai8CUMFOlC8OYWJgEPWVIVSXk895HprdjQOqUxwp0j/QGedx84WIz60mcjZlLyQQWQoAswjkUVUniyC/1ZUDrLJcmFm9yBfqd3+6BhFtAREznvPLiR7ehS7YGf3Sux+Ccd9vCvSCgQiTGERxVxpT8lkZ5LHOPvKacxNIzr4Mr3ruOPbqlgz6+98/78CfHo/g5c8eR5Paj26iGiTJohW3FxTDQIN3GjXZFu+5Wcx7yjHk75BuGbbNHlAdaHf2CyKaPL/ddkdusjfRnL020OS4A/KWy8SMhj88MoTTj61HWUQhkdLwRE8MdRm94AAOJu+YIGdSNPNy5PmTC65XtcGxe1179hTYRzjcDpYmvIQUWTcw0XlUPbrtZiSXJT95L5bpx6hTj3pnECWIwzT4hvMSgF1dmLv3EQy/5q1o8I5LwSV/edF2tmu9GLDrMWuWi66OmvUYVzXynBxDz+nFK14Ug5qdw+ufMy77yKRVhh89XIc//tHEKdd60YtWNDgDQm/CoDmt+zDPlvLrP1Swjwx5MyCHjP0nWsfwGAgFaAdiCFiLGCAQYpXOp1B6Fg36kCRmiEQ1zULUOPXi948M45RjmlAetmFZCo/0xHN6QZsaUomitpd2aq/djhBiMkCqWne7bg6lXlC367T9mUJh1EWQ6fPSsaFZDnq5yyxPeOk6QkeeBL+1IMmK5ZQn5LjuN1pX3ZfH//oHPPTjz+GNb74BRgaxWSCZTgzmMRa1MPYr+jIKymSKa7N+59oxiZyK+5Ppg8pMg8/qhd9MQw8p1Jtj8FhpVy/yX8c6fkc2J8Tk4Pg07cUwdh1VBjI8LPkXHG7cDNs2pOBBveUXORSMlEIrBg1nns1WZaN6sWBG4eJa15cFJrIy10a92JRoGuaNMsyjFBOP/RL3/uS/8Y9v/gTg8SGGIEKIu/EpvAiqBQSMlKyhXIHFmRdb3o8WeNR+8TtTVkr8i9GpC3DdS6fgMRVG7BAe/IurF8+62h241mW3Set5gzGCHeYBxI/bgYFruY/kDbUjOtNrFOiF8gXg+FkyD4HMu1wDpIxikpfc4NUeDnYNSEs+i5Qhaw62pucKzevFI3v7vCgp96K2LCUD0rIFhyTLispF+UbNGMKI5+wt/TUmiVu3qBub2Ueogi5Vj4ue5t9J59OXrpP9gwOPdd0RG7nosCu4DVan618ErBhajT6x/asNLqPfml1mPEZnz0+h/e5eaPQvTK+cm9ynlkl/TT+4OFUpPPSQwqP7XoSLnj0KQ1sQOzynIrmhf/n+Rdialg4PXrvSPRn7sXY8wr+yoDpqV2Hem6dbmSSudAYotwuIxTLSno1M+/Hb7hA6dnuwUBJFKq2JvSiLOjgu0oOw7nZYUBdIJ9GDtoxPBHjVIjr0A7kBrXyGT5lYVQpkHgxpjdDTthTW/EceI8XwWnu/UJAxLiVtDte50JGZmUQ5UdHOIoz8mCsTk9iXXI5BrQ62Z3NxyUrdMHHOS54Bw2SGAvjxgw148E+LeMVpowgb7Jo74CZmjarVfU/JYWT2tS3EqmnNI9Q+HdgvgyCp79m1MuOE8dBcG/YeMCVWjYRMJFIG9vW5PkZ7aS/6bFuGGW/kXWxmLzkkHL/PfOYz8eCDDwqP7sUXX4xLL70UL+XoxTWkvLwcnZ2da/6Y5qEFKLMKUlZWJkjgbZFM6wz57GhkdnCQiDFb1EhuSObmgMcfB77ylaL8rVx4HFZCYvDlvE4DA8B997kgL3blc/Dqo4+6h8nqbzKpwYzWwVe9lBwnt9KXv1+OxSR7HSqAM88E+B6K8Y+wYnPTTcBdLnn7asJz8hoy/OIiPNzevcDwcOGh+Tk6f9nP2jbwgx9sgXLlIJ2sreoGHR2+E/Ld0fitVrghAuugcqHr6MZasjHdcPnNyeCS/d3klIbv/dDAYtqDqZoj8NgzrsSjxjEYsGqkdYkJIv4QGaM2oRvcGPmet6Ib3/6hD+PTh7yR4dDZjC0IEeQ79G6UWWOZ1jRtW/Rib6+Fb/xiABOzFmYWFebixsb0YhL4/vfdf2PbzOyZLwKYhMl7ebkhQ5vQi2SezWAw26G6cOCJpOgFpcYaxBF4DA3Jbjz2QBy25drAfJtBnmpya+XzgtJxJQJNzrMFOryD1QuXI6744hdHU3Mr4+7PSid7NfshaDm7HY/iSOy1XW5uWY8MMbaoF+Sj+kVPBz7/uyPx6GwZZhYdzMV0PPi4b1N6YZRHZS/xeZQgqciFFtbz6BOK6AUTkE84O/AojhCnkgg2MvsR3feE3SlJCiIF8/VC+NIz+3A65eDBBzmg0E0mHVDNeM9X7sHQ+BJS2k3OKGnRZAGFrc5Lz979YQBfp49sKZFzUPZCsg8cfmauGBa07lcBNHsZDNl4zNkpOpHVCwa4gpTV0jDnp6Et0wuuVZlAbjbgMWIftV05JNuq+0gKYi/++GhI1pQ3M1xjIe2DFm0UH4OJKrrka9kLBsp9ehuGrBo38bIYg+fmN6D88x/BLu0JWe/1dr/bWu6EZchKn87BoKbrY9juM5PWf9WJ3z5Rgd7hwqFki0kLP/jtn5Aifwn3FUvhY1/9QU4vpKhuxLFL75Lz8WeXekz4falXMtgKkS2jtLZ1H8kUC/J5J7nuH1O7hWcu6ckgbpSDqDWJFrtbWqv5QIj67jXaMGbTPi7Trbk5+B5/CJH/vBMHVItwYS4/LdF7RFZH0mwtB4LpWRmE1zeo4777tJx/MZkI4fePhmEoWwYR1pnjqEn2oSKYQF2NQtrwoU9rwWOj5fjKD8qRSGqr7CNLKFRtMYbum86H/673CkUKbVw+cnWF72mzIBDFfn0HulQH7t8bRv/ISr34318/ikdSbeiyWrCY0gv0Yi3b6/IRG5gw60RjBtGwtOcdQr1gDECU+m6eVXtC9kkOhhzUm93E1yriYTpOW0aXwr0JvjXRsS3JRVw8Ogbjq1+WxAcyyVG27q/YSDODG2m/+OeBAW0TfqcSigXuXqvFJDwdu/r47nPJvfg8Om86D52fv0UG/nHvlES4UjKgMZyaXBmTEImmUmLdH9obWNVeOOmUFJptW+EHP1CYmXZby4WGQKbNZ9HGtnCJL7V960gVS5IfSnuxkb0is79smRc4dx5N9OKKsX7UfuWjchyi7/udejShT+ynUKpk9s+445P9m+3NldYIegY9+PHvIxifddCzEMLEvA/3PhLFXqtD1hKH5WX1oqbWRVQyYdw1W42Pf68DE/Eg/FUl8J5+0gq/M3eZGXsRvOs98nde336nTWw4KT2IwNuPDsxYJUhaJlLKiwprDDXaGLpTDfjjE2F0DwcKPICCeIR+p6XwzR8F8eB4oxyXa0zWCOlyjCh6Ldcm5NsQuVRNE/7gw+Ff8Hxj6XIMpzMJf2TABt4B4SSlv8OCMq+NSETSX+wU9vwuNBsDGLaqMJXm3qfl4j3Rb8eQOPBRdQQek5/d6E3XA7Nz4l+or3wFKVtHn8UBbuzi1rYYpyoox113pCeqWuxHa9TGUQ0J4fTf57Rj/2wlvv+DQv9CMwxENHbpOOhN1UvCdTPxCO83nWZsQXSFLTQ/Hc5epPb2wBmflPW/32oRH+txqxMPPOwRv5N7s21rEo/MSA5DyZwDFi44q4Igg3JnXPYO/kj3zDJ6nMNmMzZoA8LSJWAK9QX9RCa+iYz223HpcuCeRJ3i887qP2eGdOou3VruFJmYxPjql9CgDcEgJ3ix6ylyTcV1Q4OjSK+Q8QHTXoRDCk21bhKder04ubhCN5ZsBu24L6fTdjwJtZlY1Xa7iELOgjyDnz1Wj/sHal1AjtIw54SRsE08+CCHmro0oI5l53wMXp9w7OfuPTP/YhsC1EOSIeHQNCZqKZ///Odl6NrnPvc5XH755U8a1UOWc5jVjrpsX0Dm78eTiDwDhV9YWCgY9rZpyb0UOhYLqNfY2m8hYCZXoAI2LQ89BAwNASed5JaYyaFaU4NEmsZEgUNsaZzZPkLSZzqd3IR6elz+tP5+txJCIM/JJ7vUjjxEVk49FTjlFCo5Dfm4VDX/2hXArV+qwdknzaOpJg3E424WjtQd5ZmKV34Whe+HVZI1lJO29T/+w23POPdc93p4nR//OLB7N3DddUufpV938cVLoA1+lsXCQzRfbVXZlG5ke7epA04MITOxLYZ7I7qhqBsDg1BeLxKVO5CyNHBv4nNbDnzZvG4UHoMFui99yVXHmhoNKr6IwYfuhb3reEyV7hbnmuLnNFx1AP6mFoCV18xgqGLPZD4O3PTR/0H9kdfixS8u3aBu0BhCkkg3XDyDdt/mJngejGyLzdjQeZb+vPy58e8M2lo1dxJvPpXIRmxGMb14rMePmflp3LN3Fhdd/DKYPgM7lAcvumCzegFo8XmMPHQvanafAJRVodHuRaU5vcRvkG8zVlko1Is3fOx7OOmI83H5iy14PQqabeOTnwDajgCuv44Bncs12VmdwvsvjWHYqcWMqoLXq2dshpbhJ1257fHUnMA+pcoFBRZkUkp76uvFWiJoOXhl+vii4UGX2ukOx7Fm0PLQX6BtQS/29njgi0+gv78RLzx/D8LGoiTcn3/uBOY8tRvWizrGGfGY7CV6SwtUWaU4yuFMS5tO/rVlesFkFCvovJ/sy1mMcy/RUFfnxT++qBXzagLl9kROL2gvStJTqDdG0VzqQd0/1SPlCcr3fX4Dt9x0LTq9PVBEitsl6NHI2WfAZEo5fx3lSTZQO2x6kb+/Fvk9EWXFEEgrrhmOoH3r7SEMqkZJnFMv9judaLZ7pShdzF74a2rRmOzGfqcVTiAAfVnloeg+4gFqnzaL8pdOw+9x0K56MWglcdopVdhzigZPtk16PXtRXiOo7lGtAVNOJQmbUNd0HDREEVCGBBRepJeQrpnAeTGuLfMxNCwqH276ZAtO3zmJj97Qmzt/Q7WB2970QuluoAR9wKfefAE80naq8gbHMaGVCUY0oFUfQIm1IG30M3oF+tI2HIxt/L0eJnvBVu8s+jBzMpSnx9DscQf+RVRM6BgWHb+g6MeMOqQsU4be5dT8ob/AN9SD6pNmUTp4DwJ+R1p38+0FD08bKgOBaLO1KA5QL5JZvVCiFyefpBA9Ny42nMLvveC0GTzrlHkZ6EVVZiD/214vPvSlZtx2so6awJJetHd2IFLmFUqX3GAkHqRpB5TpFXSe4dhF+dsLfU8NXo9HEhBv+UQjnn7EJD5w3VD2EaG+ysRn3vQcpLUBSYB4AvYKvVhNaDs6tAPotxswr5e6fJmHQS/cda4Q0JaC5qTywTKKc3Jv4kJWnoiUPQ/fi+rxHmi+Y8VeKI8Xvppa1CV6ZCiR4fdu0u90dSS7jk89VWHPKe4MkyYMiJ/z166wxCRnnbiAppoUtHgczt59GG04ESMV7S66L4PAa1D9CDVVuGDCZf4FuSKzrzGrF/V1Di59/gia/aOSqLn54w142u443k+9yHw9ay90PYY5pxt9RiOuvyiJRs8ogsoWqhUO9ZPryNDMkT/W0BYlydmvGnNDorb+Og6dveCgvmp7GFN6VQFtyGYk+vDvEB0dwKQviFTvE/D4g4jVNmNfIoAWpxuVgVQO4En7lDBDSKS8GOhJYSGZxli/hqvPbxC0nqaG8bqX6ljQIxhAS0YvXP/CqwxJzihdQ9d+4LNfCeHYkztQ77fgJBcxev+Pc/vIir20aQe0rH+h65KM7XL8qMGwFATmvZUYWYjic18y4a9TuOGFcwj6U6i3h3HNJzrQtDuE665fLVZVwh37wUvmhVOeSE1SNME6gCGtAQEVF3RyfnKXl8FhpKNaLUbhJUHKIdUL+lM8OztR8yW71y0XiTNgYcCqwIxRIXyzNfooEvDhMWd3hggqc2zpImHxUQkNFQfkec0UtIcfFP/COnEPHutOIR1KQqvTBezDhNlm49QLX7yIJm0EY3YNgiqGF542iSNPCqLP3ClJSCJnu/Zr+NKXFE46UYl/4VmYQv0Tv0R5O9uGy9FgjsrQ2c3EI6XJYdzy0S/hxCNegstebCHiTcCxFd75yQZ07NBxzXUG0uSPZrK1qjBOdXMYGgxDR6/elkM6d6uQFLds6VRSiFjTaDI4eHZ7OhE3oxuMExqtHozqtS5H9hoy5ynHnEaHXkM0PS6c+uQwb9H7ckhlinQ1247oPwnTeF89qTpU6DOCes/6ntSN7p4FWKFhaHUtOd0ImBYa1ADG9BqZbbHZHMZpexReceIkQp4l3e7qpm4gpxv5vqcqq5Z4wHDYVQAYagFtDZ0IbCJWveQfh8XP4V5y66dCOGZXEifdAAylKzFhVudsBmkGO9ANfyCNT775AngzPobBOMROokaNSPFwQQU3XChZSw45NI40D7fccgve+MY34lWvehUCgcCTQvXQ1tYmyd+f//znuUTv3NycoJKv4ZT5jIyNjclAuq0O7yKpdy1GBEETNBbFATzopB/LGCxhvOY1rpbwGX7965ycJ5HSnx+fwRe/dw/+7U3nigNuwkG5PotJVY2hIQM33KDh3e8GLrhgqahL0O5yALU4jQYQV2GpQHFQBRO+v/rsXpRHMsaH8LkHHlgi1cnK73/vHuCWWwCnOJdYVrhuqqrcYO/0091DcR3R3nIzX/7Z/I2A10c+Mfd5LzvwIc6ublQ36tUAmhw3GKUOHFLJ0w118cWI+8qw+PXvYqHpCExXt2J/lybUzFQddijkC+P7G27ApnQjXxiof/azS8wfTjqNP97zHTy3ZSc8RiYJpBR67/kRulUaTW/9ghxIczTUYNRtrc4LrCmmoWFX27Nx+1dCwg26qm6QDJ9oSIOcSgugq8QCSyi8KIHP4ZSDshkbFLaXjzjVMgSJVeFiqi4ck1knYZM2I1+6h3x4wQ078IV/6cHVrz0GcTMAh3qBg9eLQDSKqDHvtrXl24zswVYR6sVR7f+Aj36lAy84oxvV1Rr22a2oafHl9IKcr1l6ioBuo1UNIuZMg2mxSU855vUIqq1R1BgTxZ8xQpK06HKCaLF7UEpn5DDoBQNDonPJ+7adJoxBcqe2X5IPDGrIbRuaG0fN4j5or/kn4OKLNq0XL7yhU/Ti1S9NIG6StSqAAb0dinmFzeiFXbiXEEERM8LCn/vEL3+JKn0aR9xyi3vMzEMRNJvTLS335AuTNtrcXqLh9NMNeGqrMW6Xo6bFzOkFebxm7EVBFpaQXsBqRcITdmkpwlEMWK3oUAckYM9yO3LwS7cFQc9ttz3ZqF6wcOxy1M7KXhf3RAuSd+RjrNYnBKm7nI6imIivygDVmEXQSeT0gvecmk0BybGi9kKrqcET+0bwie/+BDfcdAN8vjxUWG4fWeZj8D69jYBtolaNix/UbA6iwpkSfQ+ZnGBMrsc0TjrJg89+Viu+j+Rdf+89PxT0RvLtn5W/S3u+kxakag79qa3lY2iyj5xwcuFzp73IJn3l7wYQFkDzyvfO4sCEKke9PiJFJvIkhp2Y8KD6zST6DkJXDnofyefVy3BRZjlaV9yHUY5Zaw5lJof7WPITwiLCKia8tR4jjb50PRKLNlJz0/C8+j1QFxnQAgGU/c+d8DUHoddUF9gLvxfCdZywxzBp1GBwWMcNr1/SC/LpcvAcn1swuLgSMWza8GURLgBOPsHAXXfaCJXqBXqxu+HVqKoMYUJVI635MfSrb4tetLz9TtCj4At0mEAuIq5eKHz1izYu3NOH5ro0bMfBsS0V+IdT5gtQ0gOqAU7mXRC506r3IRzic13/HfN+/BkQxoIThOGMEgeJp6p/sWaOVzmotock8Iw5QYwa9UBsAenZSZivegVw8fOgAn44X/9fTNUfg/GqM/FIjwc//40Hr7lYwZd9FRnbtZbfyT2rIj0qiSVS1vEb1c6QUDRkqYoYk/z8zi4sBGswai2iylrA3B/3Ybz2WUv87Eph+JffhFcfRNXbb3HfmPBqup0jTBTK3/PsRXWVg//8UhpXnDYJs95BwtKwszmJU060sT/dgiZjSFCQtBXZ2he7P0L6PhhhWjX3+uYsd2Bm9n5ZuOIEdq+TksJG/r8djBwqveDQoDlVKpzfI+lat0tgg9erLcwiNTeFkdfchJGL3wInEMLv7nwXWjqPRmttM/66bwp3fO9b+NSbnif+BXWNXLl8EXsHg3j1G8pw17sG8MzzdCkcVevTAmKa9ZRKd082SVYQqzqdUJqJPcen8OPbBxCNOBhyGmDZqug+ssJe5FGFsRg6qLVAM9y/T3uq4a9I4j+/nMYVpyeh1btFncZmDafs0VaNVTVHyTCwkC8hvg3RvSEtJklW2thF2ysUX03ekQL/ggyypEQSvttDrBd9LP5adWjW+xEwMgO6NiAszCcdv1D69JAvW256GQd43hDlUn0Ovvi0G49cxDj1EsS9FfjFXV9B847j0FrXgu5ud4TQa16zEXvhYulNAyj3LqDamEaZmpNYkjFA3BNx+cwz7/SkkxT+/Q4LnSUjMtPAZ0/C/+DPMVf7cgxGOuU8ldYYKu//sateeX5nMfyaJMBN4KTOp+MzX6vHBc/oRnmday/amtI45tRypKQhSyvQC/LMRtOTmPbUIBjMdmYuvSPqMOk/mHSttwcLhqdnr+NgPdGN6gbBWlVmTOb4zCj/2qijbFFTKcyZ5Zglb3QGMZsPkKDNpO9J/ecwRr6vBlLvxGeB+MJSDsNbWVQ3XvtPNsLeGKZVCikEN53DkC4TowUOn60xKZ9jwvezdwJNgXEsWiVI5fme/mgaVc4oprUyeP/4W1SoSfjecbPQ7a0Xq+5uexY+8OVd+IfTD2BXQ0x0Y1fLIp6/h0h+oNqcRtwukXiTW5bPTkkHHAdMB3wJhI2pTLJ8BhFnAT4jQ/Xh2BiSLrODI2s4LD3RL3vZy3DzzTfj05/+NG4iVHoVqgf+bFVYyegidCRvmBvpJnhMooS5CG+88Ua8973vxY4dOyQR/M53vlOSyeedd17ue09/+tOlMpJdtPxzX1+f0ExwsfD/Ho/HbSEtMryr0Rgq2jJ1UEIim29+E7jiCncYD8/H0kbmJM21Ubz2vGcWBC900lrsA3BqmnHrrT50dBQmUGXDTbsVkfxrdW+FQTirnwHZ/CsjeRVB9tdccsnKlqDsiqNBWaOljEJ6FFZjzj7bDc4ovBYCifv6gKOPdm9zreR6NcakBYLCiu+4Xi0Oy6FMAG9UN4JaHKXGskFLh0oyuqGuuAJTvnoMoBHO+TfIM6DDWVGh4ZnPLE5zx2D41luxSd0ofNX5XSNapAwvuunjS1xNmS/wedmGHwkOYcnsYr0qhDE7JhWtGoxJKy0rxtw4nvOKepzwHBNV1avrBsnSa9WIIPPIkbRdE3G3IluyGZsA9lEWFR2tCsScMOqs1fmiD8ZmZKW1Lon/vXU/jupIYCCvy/Ng9YLcT62qW4a7rPjCOi+PE3qvf0UQL3/2fjRUpTHukF86hL17tZxeDAaaoGxNaFV4OOECNlw+04i+INxlAaIO1joVEcG6D7NWFFEVOyx6wYEmXU41WrVeBI2DR6vn6xGdCQ7mmrMZvAHR2Uehf+t/oR2EXhzdkcAg11sGAuXAkLY3DsDNIVgyTvNqesHvqFAY2vK9JMMTmFIh1KFUBnaJu6uW9rUOoqysRsyb5fD7tcK9hIlB25NnLzSEggbGzAbM2aWSEEuaeQNrNA1xo0SCSiISbMsQlAP3kkU9KK1ipEfYTtmoXpRgTm6bA8WKSdwMY5QFAxbVFKcrr85rTrqFoXSVzAGIGPEierEP+NY3cvZC5ekFr7KlNoo3nH8iSp0JLKgqN+muLBmUqFWX49Zb/ejocLmkc+fUDPQ7DcKf2G70CWqSCHG31c1dn21ERapGGJGswdBW30fYVmjPCnrKNkjzAVhYVp1Y18dQ+HyvFy8+VkekZPN8eRygSTsct0Nos3sQNheFqzKQGdyhPYn7CAPGWjUsLcV8zxQmTcayRVj3oNKeXuZMSOv7PouII0ghlnohPH1IySOvxBT2js7hP//j33DhLXdCC5fK95MvvhpwhlCDGBprSnH5eefINbPJnUkRckOW2LEVvqdSJqadcpRgAHbagbHMXVtuL8inXFK6tNlk9UKzJ6Brw2i2e9DjtMq5NU1HQC3Cj0VMI+M4rKEX/3CmA09VBRJqGkFnGg/uDaKrz4c9R8cQCTmy38YNTg53Lybp2JKg4mz4jUoWfUsbxqFpWw3bt8u/2EyRmftrnT4m9pLJGwbKpBkKaYuYVFWYG+nHd+/6Z7zn7W+AVhKC5Wg48ILrseApg6OHEK4Czj1rFm1qCrqtY0SrhcWhRuv4nQnLRFwPoUX1YMSuRUyPoFyfgc421xw4AIhGFAZRjmnNQDwQQOVryqHrZTn/0m/No1Ybg4cJPIOabqDPahAKlIS2cshzwK/wTy9ewLVn9aKx2l3LRJqxpf+BPj8+dCxQ7p+BV80Kx/mIXQmflhJfg3YtX/IHgIlwjzS8SGBZMi/HsY2nll7InhhBvxMsnmBYw1GNj/bj2//+Xlx4yx0yTI2fPeviN8v65Ldqayvxqn98nvgXWYTrkO4OnAw0VOD2903iGbtnYXp1eUP8zoIWxpwdgsfj0iIsj1W1LD+r14NkaTXGFeli/NAi/lXjkeX2wmfFZKAlueOplNkn5gtoeNlLHVx5Thea8vTi8b06nuhfJVaVvYpFAPco9CHmtKjcTCVmhN6GdtLnFA4b5Z+opwcbyGxUL5hkLNemBJW5UZECnZ5Gm96HOXsKaXK5k9ov36fKCJGKbXD5aWNjcaT/74cYv/wtcPxh8XmfccnbcnpRUaHwzLOJ4E6h0poUtLmT2SBce6Fce0FqNieBajUGE2n4rDjSmoFRp0rsRor9P5pX6B+46svtcUEb+yJJl+KFjyTigbrkEgRhCkp4Uq/BgN6COJphKAclGb+T1zVpl2IaS3mpiJqRobjL4xH6M/GUiT89UYKH+jUcfcxKvaBPmeO4LSa0W/YCmrV+lJiZa834bryOKZRj2DHgjok7tLpRrY9DQwUa9SFE7VlB5Y+hBpaxzN/Kvxf6ANluSrV6t5wvz08lGh7Tk1DMYbz2Skz4GzCM+mW6QfpYl7t9L3bCzjoOm81hZIZ2zlhRVMOl+PHojsQkCw73LcO1GW+6DUGH8z26UGLGYacJzLEEsKSZkopfc4lSN17zsloc/Wwvyipo82NiM7I+xqnHLCActGQeyTyW+IRJ/7CgsdveRDXcxC/9aRYbc8+PPU7Kgb0G4vgpk/ilMl133XW49dZbBV1LKojtlvvvv1+4hbNChDGFHMNf+MIX5M9vfvObEYvFcOWVV2JmZgZnnHEGfvSjH8FPbzDDgeItMuhmeHhYSLGZXCZNRCQSlcF1+cO76hQnG06vnYxZT8TzSbjaml+uYOTCADl7bTwBpw1mpKGaP4XBIT9C9MUUFnD0USvbvMir9453EGkNZADQcvq77wb+/Ge2yLJs4kW/akXMGpe2FEGk5Zc1ib//2tfc63rZy5ZaPDgoZo2HwH/KdBbnhLfDAQ48HBcshY+CtC/MNQvKVymU2RNoMIYLkuuk1itzOOncizkVlsnUWTL37ZKN6kY0ElnSje2UDejGDEpdwxz0F/xzNvBdLjwUHZflsr5uFLZQ5GSZblR/7d+gvH7gZUTUL98gDMR11zGMqYhMNaXuJM0A6PLV1Gpr6oaRiCMxN4KKqBfe4OFF+B4KvXCd4HKxHxXG6kldtq/2ay2IWSFB0NFR2S6bkRW2Wu45OjMAytk+vbAcHdNWKUL/+TkYPjNnMzYiUmX3KDRWp4XHc1hvWKYXGuygByPJMsTnxlEZ9aAkoxfZADxoLOOMWn6ZvNlMUDNpVEGzFCzlbsCblU3tJbaFRSOEuB1AcGn00paEzsOwVYmAlkBZehyax5T9t1zPDMaqrtgWvWhyBtBruwXCyUlN9OJdV47g9GMXMIpqCRxdvdCK6sWsXoZe23L3FSZWHYWar/4b0v5wzl4cIAeokyjKdZciomOje4mmyRIZmytx95JVBpUTnUBUcNSZQ9rxSmCxGt3D4bAXtpUWJ6/oXiaFPQ9iYEDpoNyegkebX3XL4685LMtyDAwvlKA2MCuJ+HJzzlX5qkoJhrTMtRG/Nmy2ii1iItDViyDm7EnsA4dNaBIos02yUp9CeFc95oxSoRGp0iclcfbYVC3e+s8eXHN1FA3HeKVNlEHMf/+iGr98sBQ3XRNHi38EndoBDFnVLlWDJNqAUjWDBAJIOMGlfeSCayQJRf7F9Z9zMb1QuOnqGL7532mkybfHpHpCw9h0SvaRrL1YK8fBIV1BhwMIAb+2cq1udSfaku+5TNg+zG6G7LUSaTarRXMt51lflcPv+N5JC1Stxt1nw3tJLOb2ER6DgfJxjQ4iN74T8/5gBjWpwQmWYFh1YIprs1IhVAl0S6CfFmoz8mwTCVmCBI4+2lfwIONmBL8f34F3v9PC66+I4YUnDOcSD9+5O4p7/lwibfWkbVqx7jP7yLReLWiZmq/9Gyr8ZbBfzslfGsrtPkT1Ocwqd7hcscXg6oWGynov4kR+2jqqglP4wLWDuO1r1bKPyPOw5pAePgC7vAX+oEwOcvlbV0GAHSo5XH6n8L5nBjwtqBCmzBos2BEZStyRfAQevw1Ck2gP29V+2LVpHHvTDfAG3LXIxMB8uM7l7xVzotBaNuHSx7D91S7BbGbE2Np+pyb24vyjx1GKGXCe/XfuLsUDDxk5vXALR5mKtKYLWKBWjSGkFpF0SsReVHjmEHj5uTmvk0hAmXqeub4CYVeFPYcWTz8CpI7IfKkk6OD116Rx138HhPe7X2tG32IS07MGvNEAKr1z4Oz55UKbmbSGluzZqkrCBHVsS2mc7bAX65wgl3grvGS30yShB6R4Q2oP4cTMSLC+Fa+4+ePQ/MGl+w5F3JWsFKqrTLSVR+DN7DvkRqfu1dn9CJoJHHtcAj7hNM3wy5PCbWoYN/5zCa682ljb79R0LOolcn0mkm6hIXttReKRfHuRMvyw8jsjMgtd8smmEppDGQKm3Fj0+mtsfO6/i8eqYX8aTU4fApkiPtcMO6/SMDCYrkK9Z0J8DRYMs8Uugl44/Ip76MHIZvTCSM2jwiAX+mbPkS1ozQv3PjnZ85+ZnojD8bjI9mm7FH6VxHjVEZi99GQ4gYjQ8YiEfK5eOA6OiI4gUkawlMKEqpQkXLYKyIF+xx2RRo0aRsBJSls8EZCjkyZe/o42XH6lgd0nuPRdWb146E8Wbr2mBzX+2RVLj51vg6pOEOWkfaNemB4N8+e/RhL/48oRv1Pi0cwwV3JPR4wFoTHIPgNeV0O1hXGrHFN6JayAgSuv8+Jr/5nRC6WE5mhuTsv4nW4BaIVkaGnK7TE0GOxctQv2cOrFlMGcho6EPn7IfQzuJSrDr8s8S6U5K8+11JkVpLc8Q2gYU9WIkbKmCNJbCh/LaExkD10lVnUuvgy9RjumdQ4F0YGQP/ftpRyGBntZ8axgL8lz1laPVTXs/ZOJT1xHmiclRcW4NYJJkzwPzF04qMQk6j2j4v/jq19DnSeA9EtfCcOokQJUXAUk+V/ktkVnOGtkxNOAmhoFw3btWDjorPAx4kkdY7FMfsvL7kWFdq07N6S5WH2NcxTanG4MSNdjaMvOx7YnfrNJ1uXy1re+VX4OlZx99tnrVjap+O95z3vkZzNy7LHHysLIJohTqRQ8nlF5MwF7Hs3oR8g4SB5XJlG5KPiMCFM5//yll8q2y1UoMtaTBm0Ylm26nFJ5F8jDnXiiOwWRfkEW+X/PPS5Xisx1yUAvpjQ62iE0YkBIu7OiZa85Wz2CJoMk+lRzpv1j48JDnHACn7V7LXyVBC1+7nMuCKnE77YJMrm+fGiH+BZGEiEkUarmEbbnMag1uS2ghxgGWkw3Rotmvw6xbrjl4m253w3pxrrXbMsABfd6irQBZSWDTE6geLJpNd0YnnDwxlv/F3fccgFCmeDjyUL8bode8PVNaJVY1EOYtyaEH6wYz1a2tWYGFaixRxFIzYpeaNtoMw6VXtBxmUIZahbZLumu4dzAm+IUgsWvQ0/A58Rh69FCvWCycCqAj33wO/j8287dlF7wMzX6BFKWBzNmpSRLGLhNq+ktca1tRi8ajAfRYuviSB+ssOg2rlXLtILg266G/+zTtl0veCgiAyvsKUk88nBPf1oCOyomEUFSEPjD6Wr8+lc16Bs04JAnZJlwyM+UViP7CimFvFYcWIxBkyAiM8RsHbuw1b0ke/v5eiEDKNXSXoKDTMBvh16kfXsRsgcwYtRLknd10dCvNcGxB6TYW0zf5b60RaRTFjy3vAOzz3g2vOe/SIJTJl1j3hKEPfOoYXuhctNARI1y8NsckynmlGt6BH3tItXEvVeaS8Gh92LeHkfYdKeTl2Iehn8BZxzfjNLSoAy6YK6GycZv3FMltCETRglSTon4FVX6lFBTMSgjJQDbqikDySro8QX5vaDxyZu3ReFjee4Jo3jFCTOCGuRtDI47uOYD/4k73/7KFfbCyRTj/EiK3yMthLqDUhTv5uGzIBXEwfKvbcj3zJdckqLQAPM9tGh9WLQDglRmQTykYjkd4f4i97KGf7HoK0XS2wzFJFAmQOWgYqJhE/qywEMpdDklCNjs3tEFSZ/9vc9aQLVGFBGRkxpOPKEKWlUlHmcB0xiUduDv3FOKrn6fzDChMChbtHwyeCkfeSgBMMN/xqYmk1pL1+DXUmiw+jFkNMJer12aXNBGCAesJpx6/CC+fmx3zl6MTth414dux0fefBFqfWHpTGKHSb9qKDhfSC0IDUG+T7pW586h1ItuPbwW9eDqopS8qz6rTrjQs1yd9J/nYh6Uv/1GaGefJXrBGKrESEDMcgkR0auLneFfdq2FvmH/orRMwwGnGZqhy/18554ohgc5xMn93KLjRa9qziWHyOXJdn8pCGX8Th0cHLnUeZJLFK8iZZhxh00u+wj3kQ+e4M4HsODF8Iw3t49UVLqpjeVH5boiQpr2jLY04CxId8rK87O7aOst/Vu2FwcpRGvSv+h426swc/Z5mDj/iqUYMFACPbDKnq0cVNluAi23Rpj8dhZRaxDFXzx+Vz4fnnaitmG/k8k6odPIHUDlxSMZWoJi9iI/KadUzs65iqdyBYQ+uwFHnBjM6MVK/6LKuygFj+zrltq6kUTacS88mxBjUm/UqpChtkwykd5EhrYeAimmF0nfPmh5iMPNCpHvTHhmObVLrQlEkuMIvv1GxM98LgbPv14G8c3aUVhM8q52bzJ8NYKECopuMZHMgaPku2XeIujMi4+YzbFkE2wczrnrxBIEKjQZ4moQ3a8U7r3bxsRAQvaUor4QOai1eSloa3YakcUeJJwoJqnXfDv6Mr+TCVwtgFptXNDa2WR9Spnot+tdFG/GZz3hacCxx1Ev3D1vYkzHnV8M4oortEK/My9Xxe5Vcte6A/1yp8w8Y11AEtzzuPcG7IVt9C5W141Bwyc8tMy3eDOJaNKBBDLzFOT+bQIPVnKVsxOswe6Hz0wt+VHpUoSS0wi9/S1FY1XLF8YsO3W2qv8cyMkiGjuFjBACAW1lrKoUfnu3hckBCAhpyi6TwpPMFeBTFWqSNOoMcj7b/JD4RR4WH4yk6BwTr/ko/eyzyO537CqZNl2qi1prEKWmC7jhdZ15woIAY3gtE3YZHp+uwWf/w7UZweqQDDpsMoYFRd9nt8ieSdrYEmMJ/c3/0xftVPvlXHNrIcifbMTv37LQ0QkugwhxYWSF1YGDTvpSRkaAn/wEOO004MgjsR2SbfWttsfRs2yB8pY4a+/OO92FQYQUP0+6Y/69oDBExJQRQrfqQNieEye4SptAaG7ILXM+5zm5j7IKlCTxdq6VYOlaNnK9LATxO6R/7O11QR5/+QswXxbHcSdy6M/6xyB3bMDpwgArqBw0cpB8KFvVjW2TDepGLig/SGXclG6sIvb0OD574K947eXXoMSeES7J5e/hYHRj71A5Kqvfip/98Q9orTXx7D0V23Hrh1Qv4rZv/WvUdNk4yIXJoTurfZZt1HsHFB7+1l149amnwtgmm3FI9ULTYMzPQp+fBZ53niQHRu0KxJHfAaKE+J9cUMUCAXGi9SR2aAcwTJSgUSMTerkpUy/6B3woq3kHfnT/b7BjQIlebFTIc9loDGPeKc0FAQzM1CHWi6i+gPKDSGgtv4eagXvwP9/8LnbvOWnb9pLlkq+XvKXXXbqIL/17BWwLeN+1Q2jyjOBDV8XQazfBS5RNMXdV9pUSGS5mTPfgv3v34fwr/2VVx3a79pLh4SUUgBxXM9DrNKPZGZCW7MNtQ1bTC+p/rTmBeTuCebYxr34A4cPsVe2CXqg3R4sPnxsZgecnP4F5+glwjtwplAmCaNLSmNCCYqPnrTCa9EHxG+hg7rPbJegpV7OCzCaXMKlmyPPJAJvOp9Bb6ba0R85I4pPclwuoDi/i5ssn8c//HsJ9Vjk+eG1czve6axTiMuREQxJBHFDkv1x0+TlzouR8dQt/wYe6H8KLrnzvtujFsFaPORWF10qiEuP4S9cofJ4ofnX/OLpqfAX2Qlq6NSbddVRbw4IGX9v/UDA3QQWwHf6F5tjSBUX0cYm2MiHNwV7zCAs6u8XuFn7dzfgXk6pCAikKp2w3oQ9lnjkZVtVrNWHRLAQU6MqWQXHS+pv3exZ32TFGJHBlGLj5cl30wrICuP51bai2R/EvVw8zPwOf10V1Mvhq1thqOi+J3mxwNaFVITU9idsPPIbzr3xXTi+yCUsODp22yzGfSfyupRcM0HxIuvQhuoFBqxpJx4vf9nhQWfUW/P7Pf0DzkEf0YsZ2W5S51si7XarNwaulViCT+WxIl1BhzmwaTbcRWU0v2AqskF6BtMoVV4tJBrxiw8SkWSsoXytTZEoPduOH//NRXHXqnpx/Ucx/ybbcLz/NsNYgtovvbEHPULms4QAt+Reccu7H9a+zUOcM4iOvmxUbTr2gsKsvrocFpUvqBlIzpU03q2JPDoleXH3Za9EowbzL19yvmnJglNXsxcrLkr6rzD6i8vYRDX/5i8JoRQihY2ql62G5vZVvKoWomkaNMY7HVVTojQpOIrRSh96/2FYhTcL4KMp/8nXMnvZcxI48yf39BpxvUhLVGWOIKz/SjikdKKTjoH4U6+qRw0JDoqQSl12ubThWzepC/rA6z3g3bj/w6DL/wj0nk1szTALl2wuhClNodnoyfKTuLbIImm3XN/Vi/oXCfJnCrhOL3D/3SD2e+zupY7iPjiolHOLZ+QKSxLIXty3Bt5pe8HoOxtcR3n6nVwqLHqRQPv449J/+GM6px2PuiGPcYp28j+B6F+jObMiKUhLfVDgjkrtgoYDFlGzSlwnXQbsOM5GsXtBeANe/zkadM4SPX1NoL4qcTobckrhJzU0B81MYetZrkDRXQVDy/SAlHONM3o86lSDuOK4FkaKu5VqPl7iHeWbq+IF+faXfKZ03aZSrCRlMG9Xm4DfcTgNyP4+qapfyA0oKtQ1aP9K2V5DOYwY7dNRh8T1ZFFme5Mx/hqv6Y1J2I5pbVo38NzjaA8/Pvr9mDmMJVLC1qmm+/1gsVuW9fOCqHsB2ZEDaPNH1eTkJ+jekNpWkL4W5rbz8lgBejDT8meR3tngzYZUhqs/LjBDG7jymz1lArTlesC9kYxLb0TDsVKO735PZS4DhSgMnHFeFKjUlA9xmjQqErFmxPSuek8ZjGLl9Op8CdaNP7e+J322Qgw4UqewPPgh861vA5z9PwuNty2DxMPPzwAPdwHHHLSHss4cnNwqNZAbcW5QWIOvYOchw1CiFWacUpfCi5tFuqC/9Lybe8mGZXMwBSvlJX87u+etfgX/6pyJk26tIMgl88YvAj3/sbupPe1rmGjdxz1kU0pi1kEFM/Y2q+iZ0o1obQ8LmpPbwhvWHdm3fvoPVDffP+SBvtpRcMrQfjf/1Sai3vR2jVhVG9brc8I2D1w0dXk8F2o6sgpk20GfXycZRrk1Lq+lTIQG8XCZRQddhA8OiNAyqeujOwBIvVREJPPIQjv7ZT6F96YvbajMoU3MGHtoXRNXR9IBdp3479EKZJtSjjwFfnkf6re/CiJ5ZmzmbofDz+8sx+PAU3nLREAKelXzpWbRaozYiXJL9aMK85ccXv6jhxz9mC48PZ+22ZMPfjEj7FizUOkMYdhqWOMP/hkSoQh65D2f+/H/g5WSrQ6AXD+8L4OnHLSWZeHgiNsqak6giqi+jFztr51Fqj7qTuFfTi0xLqQpU4KLhXpR99WMYeNsdK655u/eSlci/MMbsKrShD0812XhBbw3OyLx9RPv851EieuE6sOSpDDmL6LcasGCWYp8TQNSeEQc+pocl8cl2w0YMS2GBDi2HfhDFNm1WIWwvwFiYy9iLGqQ8IURtttvamNMiYi+MdBQxh0XyRRxbOYRBrcHl5810fCxqLlqRl5/FRVF8Xg9eO9qF6Ffei4G3fQZxM2/A3Wb1gkGoESC2D4mEwq3/UYYf/WQHvOaJSFm/gUVY8rLAtsHpx6IKyn2vJ0zyEZ2xnYHZeuJXcbSYg0WLZEyEDqPOLcQrB7vUEytRjRvxL7IRN31JFZZ3L1/dQEHd9S80HHecHwf09hV6YdvcV9wAsb4qLYEST8UCAtE1vF4GVVHM5wats4NtyuvHRcM9BfaCnQ4p25vR25IN6UXAicmAGT6/KTuCAbsus4+Q2sbBSUfoOb1g0jppj2JQ7JmGqDYrifRloGcZ/kd0NYfY+DNr7MkQSVTZIYytwXnM5040Hfe9AaLXjAyCiLRqD9+LU3/+bfEvVHkFEg7pMfySsMsmtHkOInA5KKoA0cekpuEjo+nS7xxHOCwJIplbMNb1O92r01CX0YusEMln2Afk/ywyDNr1wgsvybiMXoS+9iVMvPWdQvlAMIrwpG/C7yQibNCuQcIISnHFF5vEhz7zTdx93wXweStw+nExRK24JG5WLSI7fQhqpC5Ioc5yOzfWRaE/1YVUDw/+BtXfvAM9d/0Ui9XtksQiBc+qibMC0TCsarGgRzBnjaORVE95yY18/4IzA3Lf0g7O7zS8gTz/4nbhimfBh8WcKBHIyOqFwiWvTMFrWBLrcm8rNyblmPN2ECOoWd2/8CjRi7IN0oOxaMQiKvUiuZzH/ykYvywXvoNSc8HtGuEDeujPso8k//0rGKl4+kHF3PR5uP9y+CjPk9ULtvWPGI3unIbM/AFXL5Tw9dI30as3pheLtgcTaETlo90oiX8Wk7ecuKrf2fewF5e9uhYJsyQ3WLhAHAcRe0qSpZTZhA+f/Ar9C31ZDsMttDVhoADJmT3XJPcOo1rsZFrzYU4rxRHaY/DrLmXOxGHyLYhsJx3UVkIH+gUE5FQ6U0JnwnsO/+Ve4NtfX9XHoL1kRzcLvAsI5+z1RiTfx8jtJZl/y7cZ0mFRWStFTnKA5+epXCqLGZeuNftlHuzRR4Evfxl429uK6sYv7o/gu39twaWvSsJrSMv1utebSGn49y8Y+L+fuDbjxBNYVGSHo45epymX0HXJpYp0S4qPUbHUxc9CgkoLGHOjvuffaDbs/0HZuRO46CJ35Pk2Z63+/KCG991m4867dFRVL1W9+fPsZ7ufWeuU8Tjw3e8CZ5wBNJKHX4Z1+TBZ1onFN3xc2gAXzTrhy+NAnc52B1bfY/D4gxgba0V3t4vGI8R9etolPacxzMYTHPbJ/5PrZGbGNcxtbUBlpdt5+KxnAaWbfCQ8NhNsREyF7LgMPTucAdnh1g1p5dUTaHH68IQ6YonXbx3505+A224D7rpryZE6KN3IiBMuRd2bbobuodVViFqT2HdAobS9HLHBvm3SDQ3nnney2GfWQWkmp5wKlNuTOeQVq6QM2FZrIzucQoTcsFUmzklRGodliSgiIWvtIVQbU9I+7yKnS3MvxNp1AqoueTumQs2owNa44laTe/5Ugptua8S3bh+Fp9qLtO5WcA9WL+xwKZwb3wiIXmhCK3lgQCuwGaPjrbi/l23AAdToM5ieUgiVABXeBRnWRpmL6dJaXVoyj5HJMSQ9zUt6cRZwyYtbUepdQldsVBjQ1hiTQkEwra9Cjv0UEDcQCYjD5Nfdia9Z8e7ahRMuvXTTe4m0qlshcUjzecaK6cU9d+1FZcW8rOtZo1wQCmc/34+dKp77nosKUBvSCxUpg7rp45hkSzn1fxGHbC9ZLdhfbiHcBFQYiwgggEWh4mCiYdqJYspJofkwRWeVmIBpW5nr4wCIsKxH+RuHkThzMtCrDNOImgsr3htRKkQgRnbsRPrVl2EqRG+YvM8zOa58Inlb0I/HVUi4ESeRNxCM083NKizaQeHdZPthTAZfuUK7kNWLb98+grIqtsVx8JohA2Rce+Fz7ZnFWQhTkrwbRHNxvWgw3UQzkcSRCBpvugnKMNCi9+PBxRL09Jtb0wtHoSyYRGJ6Eaaho749jPJKGxeePYXL/pGt5RrG7FJB5pVqs1I8Jr8d4AZdyyXpmFi0fYiaq3dmHFIRhNHqyX4iXDi0TSbc614MObVocgblvgqudz3/IlN0EJ9vmV4USBG0netfKHz+jpT4FzNG5Yp9JGAz+TqaSyaSrqZPc4tFnrlJfOGr38K5z3sOOpoD0iUyq5VCRXxiL2aYfHCmsJAw8MhgKTrbqzN6EduAXigsxMiDrKM0bGNyRkfSg1X3EUl0aHNI2KNQfB6kDygiLD57nRS8QkNx+KRCm4K2jBpnGLUFHXir6RB5lpvVIB51IoK2CzszCHc2oPXiKzAa6oBt+zGllQutQlA9jkAmwZFFxjOYzqKm2OrLAsvKczJAtcRqbsTvhGZiVKtHqTMnXZVZ4X6XWpzBu794Dy56waloahrC4yoi1EDZfWTE8CBhtmF4YQaPDYTR1qlg9T26qr2o8gMcTUKJOz5MzXsw6xgojUwiPRNDpWcWzzqqA11dXpx+tsKlzxpAuc+lvcsD/ElykMNrWbRwbYcrpNBJ2H5MauSSPLzGQieMfhvb4eI7j0fsn65Ce9kUJiwi+VOYUuUg2d76Qps0hhSfsVmDoJ1Aje4OWlruX7AQRN2sVqPot7x49rO98NgJKEeHTYqMIvdTzL8gr2q8vBnBjH/BWQ4VqSH8trcBNZ0lCOz/HVLBcYyNlaK7m6wQDnTdFvqGqoCW04sR1GIywcGnWnH/4iyFS541gIqMXrj+mS2J/2KPXnzNrF6Q2zQrmoaUHvibi1bVzp1IvfoyDJfsLABzbEWq1Fgu6UvV/dUDEdx4Wyvu+qxCJXMYUsQhhYeDl54zK0O+I2pWqJmytoiJfRapqEPzceDWjL3Y1bo0x2Au3ICFTA4j63f299o4sXUKnqFeKK8XsyOdeLC3FKPkyF3Fv4jHFDxpC6GIjekZwNJstObpxQufuSh+AjuNqo2J3DByfpdJ1imnVPwl2lgWUjq0A9LyH3OCh30foYyrSuyChTgLqUor2tXOwtucNbWiq5o+aYU9Bq+ZzviefvE9rVdfinioHtEsDc+ytVBtTrvP0pnGE2r31nIYlY4M/GPBjgXgwlhVQ8JcSU+UtRkvPk2hfcklBcJh4A1vyA0fjy3q2NvnwzHtcZhDfaIAw+MV2N+tSYxg5+mG5gkIhRq7xOhjzKWDqI8uCD88aQ5Pbh3DQ5XlePFZM3jFOTbGPXVCJZR/fZyHMGJXow39K65ZEsIZBeJ+W+MMY27ZkNG15O+J36eCZMuZ/CnWR5X1UDZgSItVtp53+ix+1vkEUmXNSMBVLJLi/9//ceDdyumTy9H2/H9DA6syaYT+fB+SzTuEwD1V14r4Uafkvsdjvv/9wF13KOz90dfQuvM4PO95rYKU5+Vzgd14I3DeeS7Fy+goMDHhXgcN7lveAtx8M3DWWcAFF3ACrLt5k0R9GX3dph4tk0XkRJmT9pkl9Nn/a7rBf3YTnGrDusHOi85Od3JmVrZDN6zaJuCoo4BMaymHtlz9/lr84DM9+P0Pv4yWXU/bHt0oAGVyaqcX46hb+o1yUGpPogQx+JCQyeVPGhqY3IFmPfx2EpXmzNqflQmkHkmOLFghoSBo1fvwmBNyaQiYNO04Wn6Itoiox4SLabtsxnNPm8MxnfvQVpPCuONgAK3brhemstD9wDRuurWqiM0gEjSE/fEQrrnJ1YsLXmzBGRrD/FQKX/pOGdIJG596Sx9e+5YKnHqWhfMvMF29aHCTewfznldrPXwqCflXiYjLbz06mL2EyK0DegcCThzlcIsnbEOjTVmuF7UVbrK5zezDdx+w8LnvVOP9b5qEP7yytTSfB/FJ30uy9oJ8XnZKkhz88diLqMhM+s1KUnnRo7VJlwLtSMSawqIWQsoIYFp3k5uHWiTZZMwLZ27+e+LEeybbOXPaHQbpIjynbLYU64jo87mkLoOKQb0JkdZyJNpe5CaCiB6xK4Vfl7QMmm3Bq2tCGzAFl1OVQbYkmDMQKyL1RhByU42ZwY902CdRjjNPGcSPP+XaC01zn+Ov/1yCT3wzgLfcnIQeCbv2TG/GnBWWFu1V9eLB+7DQtAO9MQPV9V5EjzxKEsijdjUe+LOO939g63rxL29K48a3+nDeWTN41ktMNNR4sac+DdNUSDkmplUZYmYU404VGuzBAq7GfJGWU8cUBGRkm4tu6wqnf1vzgjbk+1/t3LzuSmNahtExgGBCm22y5DZkUmJRBWRYTaSjE1oxewGFMmtcAtN8dC/1SxL/RaibVvMvastTYK2T+/PyfYRUIiN2Va5Yuwg/LKHa0TDnqUO0/TTMeeox95c/Z+zFEEB7ceTJqLKH0WT04kcPRXDz+8P43O0pPLqOXrzkfIXJoaQMgPnO/3lgJptkH7n8LZU4+WzXXtTVKhxZO4USTyFCmgnSFgwWPGMKA9xZJyzPhhJkp85h3kNYvNG05cjBNeYriG80BV+mzZjUBJpGigIb5SSO2FmK4Y7XYthoWjocp7VLVcclTnQ5fxfR4vRir9olA5jKtFkMWnWYkZZ4PU8vdMQ8ZSv9TuXAYyfxh4f9+Pb/aUX9C0vpUmTJouR0TcNR7U3wGxqMhx6A2VwOLZlYsY/c/ZfyzD7irGkvrn2xgWteAgyMefD7sRb813eCCCRmRC9e9NZOnHeWiasucBCq2odox7GC1MombhZsP+IqKAMtORSWhYg2Y2WwXo5pQcsLdcphdELZUg50bs/BMn7nTGsNSo1+1GASg3atyzVJsdKAUdz5IpJt2KkRznRTpZBksoSdpNxHivgXWfnLQwqf/lYa775pCh2RcSk09NmNgnjLIuI2FasqB99+oBnvuDXs6sXPfoz2zqPxome34DnP8UJj4TPml5zPtS/WcXVGLx4e8+A/v6ut7l80aJg2qlDipKRw3qNaZeBmh9H7N+NrSi4V5KoPw8qkh1hUZtFbGDBWMyW01a3Hob/1hYX6LX5Wkt31UJ6ML7HKiZnACjkLQiUZxVyOM9+CB52nlOGTn9ZQXsWkr/v5B/+k8INvp/GJmyZQH1lAyjGkU5KJX3Z8cL+bsSYkdtI1O2cvZANqboZvMQV/VRVmjjxZ7FqJPYsHHzDwLx/w4547h1F737eRbO7Euc9pxFnPD6zjX+hYXKwRvbjxLcBZmX2kto56odDm6RdKt+WFInZkEJQmg7oy8WqlPSrJXh/Sa3Z8HkrJlpTZ5cE/h7BUeMsKKcLaDMakASlUZA1iiJzMJp85fSQmfoMId+7ARNtpGNdqcMQqsSrPQ/9kxKmCMnXojiXUUcKDvgydu1oOg8/P5yzivocC+PZ3NxermrymB13dkJkHdXVurJoRN4fRjLvveBwt996LVFMH/vFZHdhzzgQWvBWIxfU83dDx16kG/HGkBN/+riEFo8/c3I1/urkGz39GDNdfMIyGii4c2V6GGp+Cx1boR2vR97D82tkNNcuhzhmpdMaEI93tW9iY/D3x+1SR1VY3y47veQ/UFVcidsSJSIFcL8migwgonCL5ka/8DueeeTyO3+WiLwI+hc7GBJ7IsOBTeUiKPzCw8vvZqZisZnFB8RwkJT/pJGDy0SmUv/Ma6HtOQcmDv8YTd90Dq7KuYBDCRz4CVNfqqLv0beIUkvorS71C7vCrrnIrpKSf+J//WZrKSqP69a+TXwY480zXwP72t8CLXqRQFU2jQpwXYGzaxP2PBPGsPXMyZX6jj5aGxp0w/NTZZLdLN4QdvNiY5GXCZ8vKFttO2tvd3/l8y5B326Qbez/7K0yUlqNOGxN06zNOWMC3PrIfzbU2zr70bUKgf/C64XaNZIXVtkce0bBnz1KCh1XDaY2zl6tkc6+yRoVnTPgtD/OGSgL/oFWCUAa1uq7IBWqYNSuxaIcE2eeQQKrg33mP2kHpxWo2o6PRTeJF1IJMOe/vj2BgQDsovdh35y8IYRRh++Z5Jw8ifKsX1bXRIjZDK9CLmZiJL32rPqcXtRjFJ/+7RiboXn7mPqTmS/G739TghS9itmzp+rZiM3I39hQVPuMajztRfIUeb9leuEkC8ifGEUYy6eA7X/4iLnzGzqJ6QdGVwtTgJKYHNbSaQwVIdj6+n/3ai0nfBveSilpx3OjsnXCCBx/5iLbNe0mevaCDOt2P3zxSjt2nlwmfdsgsdG4lwZlJnNCOzGqVBevyUMuCE5T286wQV8eBa2wvz6ekyL7uOasEPXq7/CJqT+YCTnHiNV3siKDuHPIJepEyguh12hCY+C38730njCuuQPNRCmnbJxQPnVoXFuwQhnUXMZo9USqZv49oEoAP+PyorxkAMugmvvuufgsjwzF0GiOIWRUYM2rlOc6Z5Rl7oa2qF+YpT0PJQ7/F5Ge+jkity5tKflW2AH/mQ0B9tW8LeqHhi98sQSqdwD8+YxoTixHc8zsTpS9sQYOTEH7nNq0Xv5vcjYce9+P0k1sQ0h8r2q7Pa+aQK/4c7n2ECTq2E8sgPr7dZe2iSeWRpK6bWFcIaXG060v6wt8zScmp5qQ6KNHjYDy84jxTU4i85z2I0F4ctWQvmBgg93NMePu1DfgXDOgy9BAcRNgPDA5wqFMcAduRxO+w3iTXtbSPuIVsDmk566wTMfnoaKG9+Ozd0MtIN+Ym5p/xtAV896N70V4DVF/yZlGI1fQiOZvAT78xj3sfDOKD1w0IJ+Onvl6NZFrHc09fQDxegj/+JoEzzh1xg8HMcx2a8uGBR4M485QESr2FAfm4U4FhY8mRoq9RbY24PH9bRS0cYiHSutXsX8FPS4qjfqcFJeqxpaFsuWwF95FJ4L3vkH1EHXW0ILQnnAoJ1nmvTI636v14wvZj0Qzn6YVW1O8MWgto0w7guz2dGBhYiRrlKb/xywrEzAhedjoR62mEAjbOPasd+x/qQ/jd70P9qb8SCgLqhVZeLijUFHw44QTvOvuIwo2XL+CczlnMzBv4zP9U4Yd/LsGbXpdAh2fc1YuUhhedOYv5GPD9H38Hr3plKXzl7h5I1Pefp9vwp8cD4ncGVFJ0suD6M3QYTMzvwH4MSFLc5YI8HEKE67ZqIIdxoUSSVuSBz3Jrm1OjaH3P5Ri64l2IH31KIapc2fCrRcxrEYzrLDxqQpNw25d/hVc9o6Oof8HE37hVil/3NWJo2EKzZwQ++hdaGu2qB485u/HzX/s2Hqvm+Re7Tg4XxKo+exEeFYNjuvtcxLeID1w5JOi+Jb0Irepf3PtbhZe+IA4r6pGCPJ/L1IyORx4twctOKUGlb2UnToE8BQaU8BISjgcDDodGsUCTSaqzQCQJ1BGhhFm+35CjedSqxJhem6Pyy+efr595BNZ73o++q95fqBfLhHze7LZbTAIf/crvcNbpT0fJ7g636BgEGoMuX7PPTsBDapG+aQwPRjHrlCBqp2VIV5k2I9d07y/TiPtK8cxTfW5XTiCGZ595BPofXUDJuz6K0ClHw3jwfjh3/hihCp+g0JncbjhRxwkf9aG+xsbgi16LWU8lHG8IZuaeCv0LhW983cYDDxq47jptSS/S1AuFRMzBn36TROsLEgiWLfkJjEf+8EgIx57oxaR3if6QFx51ptCYSZo+mcLC/IRV4lIfLPMxCruqHZTZkxjT6uhZCgiJHWr8OPmKuX/We8aFZ32aHPTL6RIyMYn12mtgHr1bupJmTLcFpMYeQpk+WzCraVUfo0FBcyy5qFlvJfoGszkMBZ3dchkfnv7H3UVjVYXpP/Vh5n0fQtmeI1z6K0KICdnOSDaH0VhrSXY3ZoWleNXhHcBe2w/bH87TDQ1fF98z6toMHfjk12swkwpi95lBDM/P4qs//CZuuuh5qK3wo0SLCb3H8FwJHnmUOQwlOT4OHc0X+na9WpvQqvqtpSLJZk3H3xO/T3Fhq4HdvgOjgQ6MaW4LBQO3OmmZLLIoNQ2djbUI+FdmOMLOHOJaSBbA3r1upXV52yuN5n33uYvh1FNzh5QF941fVyP0nv9DdbMfvr69sEqXFgWF39m9W74BmCUyzdE9aMZIGMDTn+4WeG65xW3HJek2A4GTT3antHIjpbzpTW61hsiLZtXrtmxowL0PhfDWTzbgl3fuRV3l5log/gZokzYntF5E6oRdfkQ6oRN2uTjgq0lNzXKU7ErZuxcHrRvpsmqMGaa0KLMaFQo4eNruRXGAlRla4n86GN1YqjmIPPQQ8MlPuoTuefZ6KUEKA2NmPWJ2SHjtOCTscPpaASOJVnMJLZQvvIywM4uEFswNRVj6R01QhlNsn1xVtKJ6sSFZw2ZQ2BrcqR3AyOOtcOxoRi+0LepFDaZtBa82IQFn0O/gyJ3kU9uIzdDy9EKh7sQq/M/dDs4/gyT6Dq5+SwRve+Msauvysr7Yms3ggLlZh1XVp3byd31HnrhAd7CS3+sVZJ8KR9zfK1Oq9mxL5bFIGxG05wXx6ELAdLQ0Nq6qF1l5cO+DsJ0gPGZLwTXxXd7zex/im9hLyu0xVOuTGPDUI7ArM3xhu/aSPHvBfZMIs/d8OorbjwI8FZXYZ/vELqyNslCCjj0cesHhSGm9bemalYMyawINDMAyaN58YUtp0FkQp5D6u0IY0FpTaNSGBJE3a5bLQBm23Na0d8IIh2VVu4kCHXNOGNXmFLx2Gvuxo2DNF+wjmSFF/VorFqwJVOjT0GHjz0+4ehHwtKCUA5AsG0Nms7QOrmcvdtbNIzp0Jmqr+KxN6dQIowvsJj7+SLbRhrDfv0PQ2mvrhcLrro7j0b/+Es955jm4554AXnIGEdIK19/kw5veAtTU6ZhwyuHT+Fxt9D40g9s+U4Uj7jAwXlqBOhQvFD5ZcTqHVDHJ6LPTqMhrJ8/KlBXFiNmQa5WM2lPoMHqWEC4sQppjUBgr8Iny7YV8zrAQzOhF/gdZ7CEidNEJFQT6a/oXeYlD8S8sG436EGr0+SXUkx7Effe508/XsxdOaQXatf2yVin5/gU8a/sXb7/Fj5aSBbz3mi78/q9/xEv/4RR8955G/OOZ02jW5/DKN+7E+26Ko6VuqUWbq/0Xfy7Du2+vxlc/OY0TawcLilxBLS7T2TloTApFMDBqNiBmhVCjj2FRcT0eWoVhokw4kJWBhPJJx0KCSKxikkX3FrNjEiQX5xcU8frEv+A+4g5Oa5QEL2UapYg485L81fl8MsXT2moHPnbusW9+2cJhkoEt2o/u82b8TiX0BBx45VUJmJqFe/7gh8+fxkmntSHizKHFGMRMXMe//N/9uPmdn0VJZyd8fftELzqxX4o4pLfZ59uJ3bupC8X9C1KBvebMbqGgeOUtbYiW2PjXa4bwWF8JztyTxnfviUrSl3L+TTvxiZsvxPFtHHTpHojdMN0PzeO2z/hx5x0KR5YfkA7DbPGLSdExq0LmW1Q5o6g3xtBmDmC/bWDOyEMtHELhcMeNkDBsSKg3joWU7kc3OlBpjQn1kPyT14/FjqOFzmu5eO0E6rQhWMrEAJqF15/619ZYB7/PK3yrrs4sfYco+glViUf3eeDYaen85HN1MrFO1JrCn39XKvbirFMg3SlM7KdS2qr+hWEnEXRisP2V2L07czKzBEkVQjJTmBJAqWGKDSpFGq96eyuiJQ7efM0CnugPF/Uv3nqThRNqhlBlsDNHiR098NAsPvyZKuz8TBvOqHp8Vb7vMOYx45QXFFefLOFanpckWx5iV6UR10qExoS8r9mBkUxwS9JXVWPeLJWEOtGWlmbC1jySBCQP+qInilTn8YV6kRlwRooGCtG+Yc2lyEgoP6rrO7Doq0FI08Xv8aikDAesxxBKCJzRgSe6HgdUEG3BVkw7FZjWCfl0KZ1++XugJLCIV+0Zhq4rjNiV2Juqw+d+a+I17/me6EW45y+oK00gaOzPoZlLMvsI77E8mMCs5iJeV/MvKoMpXP86L/r6zRV6cdObHHz2zX04vjGesxc87j0PRnHzp1pwxx3ZOJWIzwR0Jtjhdm9RiIbngDiui8OtFtzXB4xmmLZd1MeQz7DI7HhQb44JnSbpXmr1MQSNhKzP/aodIbWABn0YB9CGtOGTNWuYSwBEggZi7adisuR4lFjRnC3xOAmhN2Ts2ab1Ya/tze0xq/kYfpv6oyHuieTyWx6D+aMepBxvxvcsHqsmEmnc/r0fYte7PoCytpDwzKnS0oI4KehPi26ImAGUKequ293Gva54TMJCt8LpJyzitl/78fQz3L31lW9uwR1vfiU6m9zjMcm7Q+3HH/5cj9s+U7liL8mKdGE6U5Iolm60tUe3rip/T/w+1aUkjJHX/as4kUst4F4M6C3iVDYYw/DmVeH8XoULn7sULGaF/84FSjs7bDbKYANWKgsmomY+98Y3uspLHu4jjgBOP92Fy19xJSfcdiDtBdLVmetZQ4jAJE8jKeTyB0cSov/yl7vHLC11h0rzWli54cLhn/fvd9H2TDJ5nKX7e/7pczj5yDhqKg4/781TTmhZrr8+91e2XE2Ytas6D3zX5L5aT7ZNNzgEEFGUKQ5SKNy8tks38oXXwoGh+bQVK24AEKTSfseHXWovfBsY2rOdstoGzt83mqPsh5Pk9Ia/KAgsQ1q8q7Upl+pjmV6sJ6vZjPxTc8N580VDeGTehNcb2rpeKIVhNEK3HdSaha31m9MLDbGEAW9Ax0mneTAXM/DX/QEkk0mYpoZpK4qAnpCK9GZtBu+Hm6pppzFGeNDfqNAlGLarZdIsaTXqAkMoufZmQUiMsiVON8U5b3AG5H6ZTOwwDmCvvUOGWHD9n//sXagx3G6L1eRN/3Q05uMGfN6kBGt0gohEZBD3jtfPowcVG7YXRP/x21UYF55l2/QdMntBvTjyCAWrvLGAV7vGHkZUm8ecKoFiqT5Pyq1xVGqTWLAzDuAhFA5sYHBEigQ3maRj2qiE34qj1rNygAydx13oklTOciRoVtLiLRgyCCJmBWGZAQyX7ob+un8RPvyssPg0aDYjbgUzwZm29j6SQVRMadWYUlUIWPN43asMLCwasM0kYo6GWCb9sL69aMe4RyFR3YwmbVCoCaQOkXc6oueCzjyGZwLC+bt7h4VgAMJBymvntOSsXrQFJ5DYP476RDeqfM0494wZ0deubl2G0plmBJOoEQ5jUl9ceOYgjj7Shqqow5hWD8fS0WwO5ZJrbDvPcvQ9aaIxtV6cA6/CnMGMVYpFT0SQdhx6s5Gp3Pn2gh/QIgr1y/Qi+10OBCRl0YDdmBvEsjn/wsCovxVRZ69QjficbqEKeOMbvRvaR5h84p602jsoai+YbNAcXPnSKXRGxlEWSeOvXaa0aAZ9Dl7w9DnEFyH8r1qCPNBLSVHaspc/YxTPPHYSdZWFCSpKRI+hPD2BMX3JL+az57DEBUQxoWnYiUMro3YV2qHQb9e777BYSJhJuLC4E3Vm1gWdBhGXIDyL/GVhyQz7xb9gQHxAtRUMyuEMgv22iV2qCxFnVoAmXq+B808bFVoRUkYtFya8RvVGvPI1wIvpd3oUmhyCPZYC24+8YRDjqSg+9IVyHLsrjHNPrcRYSQ3e8PZ/geY1kPYA6ap6hK0ZBLSkvB+huoEqSG0v1wvaSaLS+PnrXj6OSMhGRamF2bGUcDpm9WIubuAv+4MYiJXjZGMgp3f0t7L2AuXVuYJcFnnPd8EOB74LxyY1hvsOmOBZdIJi4w+1cH2Gii2UDBJXCkQbNGZMwrWrbkw7pZgyq5d8VcalJVEMXv/BFedgUo972AGN6M0lm5X1L4jS7LdqxP/1G+kcipT2jejBi14dRCpmCPjBp+KYs0vQg1ZU6WP4+I0HZDDSp/+jDNW7yrDnTO+asSr3uzmsLIZMTWsFesHC0Yhi4jEuekGoZ6qsBPvHlvsXSvyLVFJhWq9EmYpJa3sfmnHe07tw8pExmKXRVVH/fOy0f/PpCUzoRfz+QyxZwBBnF3CtEJVNvczwKaDMmUItOyR1ljDchLYke50qGQTpIjhd3RFUsDkqdmHAqRdarF60wYkawA1PWzohFCLWtBT+yIctzyHTSTJo1WDcV4OTnn+E/JYUXNyTOYDPPdMSxUrW7wx4ibscRy0y+5QOfODGKLrRhlu+EMZu7iNP1+APL/kXlmljrqISsKeFuid7TFINkEpkxolIsWZi1lzD79QQCgXE7xwadXUh4HVw9mkWkgsa9nV7MBkPwGPExGdIO+zE8aPttBp85iiApxd+VnsYVcakJKizfhuvhfRHHAi+S+077HHqej4GZdqOol9rQqfTJTosQ/5yvgWH7S1IQZQAn5C9gKAzhupMlxKFz6S75Fikbtgjf8/2wfKZtKM7N6Sda0eKiGvlMOi/e7L0B1pBDsPLBG0WhV7U91QoDWn4+FsvQn1gjl8AqqvF1xtM1wpAwusksVvfK35fVkangIf3jeGYI1uRCvlWjUnGhh2Y8Tl4A9WS+OV1Pd7tQzxpSLdR9ro8sPHyM4Zx4hFx+CJh2ceWm2X6LwSPcVc8GD/074nfDYiQiGf+704gPjySdR7YHrMcAUjl5sAVBsc5w7gGnVf2a+T+m3CSqKstzrcjtAheCP/Z//4v8A//wPZ5l8+GQxhYRSGEnrmlaF6nnyANLEjbNaspbhUFuP9+F3y4/Bwnnrj0vec/3/0z0Zqs5CwsADfcsATlzxefV6Gh+smblPxU0Q2Rgp4bl0NrLQXYyOXxM8uRtFvXDU2SrF12O9qc/XAshZgnLIjkQ6EbvLbqtQZY553E0rziQFZqM4ckgN+KXsjz3cIU8GySRtmaoKs3q4cb+bhQelbVoLFuJT/d5vTCRVTMIYIyZxaabSOe0MFO4K3YjE98UkO5bqJ6MYlbbxjAie1pLDglGDdrYdsGWo2BLdkMno+IcF+GHudv0V7Q+Wr2DEnASSe9Hy3SJp7rCBCkpg99qg0L1hgajFEJgo2Mc5O9uvX2lJY6OqWWOEr77RY5L6v8dNiYQI7Pbs5e7FVhpG0gZekIZGLSrdkLhficjTdcp7Cjla2HbnIye0NMMNRXWejPu1EGqENoxrByoCS7o62YxE2eSVln24j6LaYXzVo/mpHEoFWLOaNMkDd1agjlniXe2WzglkWkFrsmDjlhiyRbuJkE2Kd2uciYbGeB7B3ZdsOVPsZyWVNtNU2QF+1GLyaqSpEw6/BEJrskepeZxL22vdAwMKihJFSGZNgvgQ+TODIIxdKQSmvS6r3D6IYn6cM995fh3I4JRDVH6DEGtEbhnDvxRPd+yi0frnwZlcTBtz/ei6A3jYWYLvZiTwfthV+ST3EjjG6nHTuNfWiqSrp6IXvFErxk3gpg0ilFq3f4sHAzbsZeZAc+DqAJix6XWiGcnka1Z2WBbSP2gkF9Ti/yzsGAg2jX7OyEIasWU0aVi85f5xp5DnZxER3Gdl1DdwMXvl8inja6j5RFlrXSpw2hakh61/YviLo84eQRSdgppeO6VxxLzCl++MkusQezCwZuvaEfp+7Im+6dEe4jjavsI6IXecNAmSBrc7qxoEIy4XxruJzN6QXRvZOWR2haVsvocqJ8u9YjNt40l1DswlXrBOHohYE++cXD6vHc9ROtxXfI/87YEaQz8wbcJCJ/68CnmHhVMtjGbyckgUau+BWUVFnJ2ATxO5WC115EiR4roKBYNEJ4ItGCr39Dx+Q/BPGnx5px/kuoFy6ya2AQqPdPob28T2xhVkg5m7A3FpOcdeJC7lm8+vluYS2rF2z3f9N1KVR3lAjS0eVTXtKLzup5DDORK5PdObDJQJfTgaSZGaynFOIIykBI6nqlMYMyNQdOpNBQxJk9VPZC4JqkS9DFTjejDyOqOpecXm/9Ug+YvEpnbeKKuLRQuM47nC4pSrLg3Gu053STn46pgAzS5HBHfp0oRyaGeq1GGRqrPBpq6/lJA91OB3Y4eyUJRB0c02qhfHWYnNTwmf/V8Q/PAh5+XFs7VpWhYOvHqiyId+gHhFbptBNs7LPrsGj68Py6ZfHIPPCe68bxgvZRVHpYUFFwNN3dT1QYu2snuVJW3St4LaN2BSY8de76UW63zXbLWnoxbpVhxGByXAnlCun5sonffBsxa4cE5U2/IbuX525COZjy1MC2PKjXR6RgywTxpF2aS2hTF/hTrUZyCcD8Q/TbDVJMyPwGEWsSTcZQriNtNb8zK2zkz4rp1RGf0fA/39DcfeTRvH3EBhZ7x9EenURNWcpNOisNk3YUfVYDErYH/qD7DhIJDfffr2SYLDjMMy+B6PqdWoHf+fl/m0GnfxALMeDDN5Ti5B0zmLOD0tGS1IOuT6kDtZUWvHZScjeRvOGwkvNx3OQzkfoE+eXodg6RrKUbMRWEpWbEl1/+DggI8DkJmMbKf+O7bTUHcrseZ4FkUdVZtPC07B8r81DsCGMhIp9XmLzBRJ2v6WNk382yvcTDYaDKs2qs+uhfFd7w4l601szKde0f8CISclAWZZJ1AMN2Uoa3pS0gaenSXcTjLMRT+Pov/gTfrrNRkhm2XCwmee4L+P5q8AmxGRoWFhRuuN5BbXMhso5Wrc9oRaQqjmazt6jNyBYFaDNYFNip75f9ZLPy98TvOsLF8PDDD8M0TXg8Hvj9fvmzxZ3jEAsVgdOt455VWrY1TQa1HFDt6HD2C6/QesLWOFZoiGySSv0qwgHPF1/sboaPPgo885mu0eRGSh4Tcqz8678urUHyNZE+kpNOyZ3E6hgh+ZdcskTCvcot5CSLMOVGTWL0p7o8mbrxZMqmdEPjRMsALnpPO8ZnPPjAR7wImNqTrht0XvqNVsDuQdV6g9YOgV5kEzZ0pBmEHRSnUyZJM48IKtS0VA63M6foTlr1Y1HPZGcPVi90DfNGGf4a9+ID77UxOBPChz/iIBCkXmib1gvue6UlNq65wK34x50E+q1GwYwcjDAJup0JvsNtL1yktgMvMpy8dNi14kjNSa0WcSuEWozAIsJ0CyIzf3QfknoAe1XEdahNA5Gotil7sZg0NraXZBxWBkvy/7x/8pkQ9NcRJSPY8zJXD4jm2K86ZTgikxBsMV8kedzyh5bhBi8mHOLDVurtTvoW04uhVCnqYaDJGEZajbn8mUZhEEQetQGrBq3eoaWBGQX2BcJd1+nsR7/tttPnbpXJ7QyOJkHH1jFE5zmQZtYhEmz9RF4x4TAYtifWeSdgWEqQM0uUDEtchuvbCw3vfbeLMJJ7TWq4/D2tmJgxhWutJOigpTaBWy4dlmOampJEVUB1CS8ckRq8N1JZzKhMG4jXDSIag4M5exFzkuhydkjSn8lHTVfSVspkOdcMn0dWImYcJTg8g7s2ay/Iz9irWpDKSzbNeStwwNLRZAyu6LpZzV5EMI955aJnOE8iX6hTPal61HsmZNI395omcwhWWsesZ2WRoJiE01Oi06ZuSQJZ9hflF4qSje4j7323i+yiLCQM/NO/dGJ81odbP2oU9y+IPHTS0lbtDsAtVG0m7yhs9c/qxWaEetFmH5A1xqIDk2rsOAnpcZB6cGwb+eJX04uEo6PPZOfO6i+ZRB75rcNZO0F0WZaDm7/0OEkX5UedyEukZr8zYlVihJzG2SSestHu7Jd7Nk07N7ixzJhHFC5ab9heXz/Ic8iJ9kz25AsHPIVLdVx8sbakF+cU6sUzT9Dxtfe618xrHI+H8M736Zie3VpMwmMwuUd77wl58dILuL8FJaG7w9mHoLHEdR/RF6T9NqtbTNak81v3yYubAUHsYLCu2/Jc85PUh8NeEL3drPoEqccEJVHz7UYf+m0Lk0bN+ifRNGmZLnhQa30cDvx6Unxc0jzkXaw8JfJ5zqkytyANTfieq7UxGc6lWITIWze0zxwMSm7zI9TjkiCdtMtgRWpx8SU67r9fW8O/yNKakFtYW9e/IJ8+10lWj1u0fgxziJ3hct+Sn55CFpzXXjCNqL5EC8OEmOFYsu95rDQqzeIDQrNC9H3AWkC9NiSt7eTLHT8M9oJ6wRxDjWcKuuVgXKuW9+TRV653PusZJwonOzVZKD9seaacJ0Ce0V6jDbNmBeYVKR3c63c8GZvOJK4+JOvDoy918GYLidSNWKbNn3a61hlekRze2L269mxBBRGJFtlHKhUGBhSuuqYWzzghhC/9a4/wrw7ZNRi2KvHuf9UxM6MV6sVrFKrsEcw5Ve5g7WWSRfHzJ+WPYNqZR214ElddMCF2sl/8n+xzc9Bo9whClkXP5RRSLNwSzS5Dh3XTpS/QlfhmFN7bdspqumGn0+IfThsV8KYTst8vF+abSuDSZDBhmp/YdUEIec9o2XdJ7TNoNBcMjc1dk2bIrArN6Zb9g8diYci0LAyZLYWzV9ZQjuxeQp+W1GD5+fNIzsdQ2PdIGolzUtBqge5+H86+aieedrzCB/4liZ2eA4JiZ3fp5f/aXOh71vvwrje8GiOkPlrlOtxfZ4AmGdUJsyH3/EHUmktde7ylmB0Q/9zMrKvV6nZcs9JRqdzPbUX+nvjd4OKIxWJIpVLYuXMnNPLOHAZifr7cZnMQ3bYXcTMP4pAvGrdWU9orNiJUJlZfg3YMs4qTtTXEYm71k7D0rHBSJWHwbGdh63y2zYGGkJMr+f98xeSG2dTkDnijgrPaSiXl74s5WWut3dzfM21pJLD+W9ENThvmz5MhPpVwH/x60O8NihijbdANzdBR3lyCnU/TwMGu3CQOWjcOVjKt0xyW+GToRczxS5skN/gSew51+qg4XeTm26rMG6Xosg106t0FSaCDlXkniANodznINqsXSqGu2sbb3sxBGu4UcBGiyUw/2hun8cynzaLNcDDkuPyfW9GL/N8RqbtD7z5ojBWPl21LOlx6kXWEqZvkNsx3ptY/tutub+Y7OWHC1QzjQBZ6nXnYSXgFDZENaNcTIh0WbA2lpeZh2UvKrHHh0Cx2uz4zVRA4kO6CAZktaz4bwG7CVjJZbJYLP6NS4zjUPkbcLMU+rVUcPDeV4KDWHkaF4fLAyV5upNCuD65IIHAadp/WLPt71J4WNPdOrSuHfMhK3AmgT28RdBVbtDv0bncglWVjgE72Wqsoh/IjymlluzARe6QJINXP9IIHA8kqaJUVOVTxRvSClA1Jxwu/RnQo0NmUxBknLMDrVe6kcKKA4UGv04IGDAkXMBOcRJiMWQsYk6ArX2ncolOXE0S9PSDD8mhzeJu6nUYzeiXpxAT7bucJuVbqUX5Ak48sejJ9T+4V+WuTQ69aVa8g46wcksbV2X12AA0YyAVSa0mVMYWwsyDPxJ+X3KJQzzhkif/Gc/PdE5HOgH+jMu8px4SVkIBqLqZjJhHATGmLUM/w0W5WL2gUapp9OKLas6p/QT+yXe0XlPJ2+hfZQIzJQXJPkuKAvrimOzjgNEsS2JZkSffmDrxVvdhkXEL7cMBuziA+3d+Qh5Ft2PRHVps5ldL8maCdCXULPjsu92/qjiDW9tutcgyuR3JCs4V7tBiF1TLxcSSbnha9SKV1VJYu+f7r6cXRVS7FA5MkpCwZNqvR2Kzj+MpV9hFJcCfc7odl15G95z67HrNamZuI0QzXFstDWfn55UPylh7y0u+J+iOymiXHLDL4cMaqrkXgg4BQJ+yzO9HhdCOQh65bU7bogA9ZNRgzCMPLIMedNJpUH0ZQK0M7y61RKdAJNQqLTnnnKUlPCZ1ZzBPFvkQjxhIeHFs5zDSY0BeODdg4cncznv50bXV7AYXy1KgkbnXdv7Z/kdELPjZeN5H8umaj0h6TbpQFT9kKnto8l0loX3YzMa10+PP2jtUeJ+1tBVGVmoMRqwKTRL1m+G4Ppd/JGRZP2DvQqA2i2pxGhZotWojgbfVYjZjJ2njliI2g38XCAfdHsXmkVWE+Isev7lKJSHJYmxcaj6XrcY87aUUxilpZW7T/7EhowKAU0jbj92btRXmpjW67GfNmOSZGNByxW+HM02yUV+oIhDSYdhJHlk/jLW+pQW1tGHs1GUoE2/RAU1pxvSB1nFlXBJnqPh3+lsOvmbhn6z2fBykx+p16ly85o/O0k9QXdmfTxhWTsLGIHeyOBbmNVcE+QhmDF62HoHtkuW6w0NFGGhoN8HkKfQDkJ3qhcMBqkhkiTSbX5MYkCd/qwIIMR/6sHZaCWpY2zuXzVzLnguCCopSISzeFEizAq1v4y2wTxp1KlPJVLPM9n3XqAk6uPIDyEvd9NNWk8Om39MGoqkDKExHAE9+Xx3AKfU8bGExXC1Kfvkj2nLnT572jYrcY5BwRobswxE6QqtEFSKydx+Pn2VVZjmnsNLq3XDj8e+J3HWGi4thjjy2Awi8uLsIwigxP2WYRWDosBLCIOFZJ/GYk4fjgcOPagE2QCqbej2EriQmjBp//vC68ZueeC4yNufwk//7vQFeXOyiLfEZZ4Z/PPnvlMVkZv/pq989sx//FL4DeXpfPLTdJHUvo4CeeAMbHXYLt7Ea9fIF4nUW0wW23+VvSjTmyfD8JUmeOQbdsDJtNawfsmxDy4HR34yB1Q9t23Xgqy0b0gglnOt68sRm9UlAP3C6IkDyIE0vF0OVl2r7EL9uO7GUtoBvVi4C9gF2ePhzzDIU+1Yw4aWsywhZKDlJhq8rEnIn/+cbvMDJxMi66yHtQenG4kzPbqhcMmp1WpDUfapxhQWNsVJjs46ANttr5tUSmWU/bVHGDLle5RYc+jXGjFhN6DSzLRCO55Iu03BWIcvXisZ6DtRcqz15oa9oLI53A/Y/N4MDQAF5yzk6UBDMY1mJ6wWMrtn1lsxnaFtdYCOY2tt+t5WMwIIrY04LaZst4doAauf2zyP7liDwKAwfS2dC5ntRrhb+2Uz+AoFGI4PQ4aUH3pYwg4npIBquUaHGUGnMYcVK5YVVFJYNeIfJjwirPIQaZiCVFlSkJaxc99bEv1OCP3aV4wSb1gu34PVobmu0elHnm8Z6rhzBqVeAvc0341Q9+iof3PY53XftSpMtZoMigD5n8SQJ7/zqAJwbux/nn7HL1QhI8nBRfgQmjGr1au3QFsP0yi/AesJvQaA/IPTGp/tT1PZUkJEwrjTqT9D7ud8gxygJBFlHH4JHCwUd9qhW21SfDWtYqDmULCsWEiapu1YqkFhREfavZL++7oAWzWGY1UyTIip0JPd7/+To80h3AS18wi0cm/Hj5KzanFzXWMPxGAldfo8Nh++WCKrQXEne7CWo+m2RKw+//Gt+QvdiIyBAbu0X4wYNEGBk9Unhk8pEUIVnO6adqTMKk9aKeoW9SDuqsfkFUshjSbbUgos0Jn/OKNl+VEv5NGbakx2EaLnrNpYwIyfOYt0vk3/jVhEYe4DWquctOQL14tNuPS86dRP+oF6++IInP3+Vg7349oxfaCr2IWqYMmxtQDQKUMUzGJFoRv1OhotRBuT2Oam0cPVaDFBAffmwGPUMDOJ96EXDtxaIWdIsoSqHKGka1MSFcnNSlLBct973lyD0mV0llwtIjeXxrnBFMa2UyzKhH73CTr0S+wYv2bfLVN6IXHMq2X+3MJV3Y9Tlvhdwis3SAbK3LY50rc4eKZ31IRS5Zd4+ZtktlP5301C2tk2XV3QUZNub++XP/oWN0fwRX/OMi+se8eM1LY3jf5+vweLeW0YuMPrFg59Nce5HJMs6YlYKiJAh11XikjImlcTQaQ7K2J9MR/KnLh/FxhdP2NCOQ9Tsz6GnGp+QizcpgukqGrNLGDlrVCDgJGYhWzMbkF+pZMJHhmjLceXvjx9X0YopJK6MECduHiBYriuzPIkxpy7iXCCdtHhpXKOCULkU4ST7k7Tv0W+r0ETmuZ1nSl2CSIacWUcwKpQYH/WUfLDuY6GsGMt9ZxUQUtRcXnzuFP4xGcUFmH+nvSuJnt3fB9vgxZDeIvsdC1Tj7bLfg74IA1sthaCgvLzx5MqnwxOPAxLiDF508io6SMXh0199hEm+Qg3lNt6Oaz6w6U7DXdaeAJ3blu4IkhftStSjTiRQ3kDBK3CGq3G/yaKcOpW4ETHuFr5ivsyPpCrF5pKxhN8ahGFw6aZI6xESb2V+AbA1qiwhpMUw41SuGy2Yvkra63hiV6/30F0J4rKd4fuu/P5NEedBF9vM/fp/CeWfPYsjyYliLFvie/3zViPDo0/e8+4f34K/ju/HK1xi5mITvmWAC6u9f9gXyYlX3+vIvk/k6otyHtTpZW27c736AQ03X2q/TGrvgDLEZW5W/J343IPpafUFPERk16iVAZ9vdeslfKiCNT6M2jKAdx4tf2IKZBY8kVkhkzsXy7Ge7VXV2CXFSJbmP+D0SVvNzu3a5lVQKP3/ggIv+Kytz/z47Cxx11MqBOhQe8/vfF758gdz/+MfuRHZ+N3s8/gRVXNoJn8pJv6eKbmSTXWUM2OnAbVOwQWM5N4ennG5sE6j5SdMLJkPyHe31Kn1PprB9utXuRq/WJtOYN6MXZU4S4YiNB58IoqIzBV+mSMvPdx/QUBk10VhBfsc0MHk/nrZ7N8ws39wG9YLDqhhoZykztqoXG3EwD7VesELdhj7Z4L3m5niJE/ALYqZLhcUJcUWDxXe2kbZMZctQHQ6H4qfDdgwDaJCAKW4HhRuS9ni5E5itbhP18cIX6Tg1lq8XytWLcgXL0nDPPdq69qKnW6E1NA6jshRK+da0F4mUg9u+9nVESmrRVHMs/usnVfjAtYOoLLOXEHlEbWT4b9v0HvRZjS7CbTOQEvcP8l+iNra71X8tvQhrCy4K015APxqFB4+J3HbtQAGKJl8YVDfZPRjSGgSpn9Lc7p7lwqCMx+lxWiUA71ZtaM0kcznEp8dpcwtUxUTTMarVIqR6pBUvZMfERiSMEB53dueSG5TTXmTiiHkDTzyhbXIfcXmXZ60Ihg9YKI/amIuWYlYLondiGuecfCJKfTYaZPDGEjowmV7Si466Iwv0okkbRsjitbbCNohUyt6PJtferTrEga82pp70PaaYXlD/WuxuBLQEvMbSPccdn3SRpAy/oIsanV7hIs0Kb8XWXKoGonaLFQzWE+5XROgxoTmvR5FyRtwkSVrDvKciV7CvdMYwqVUJFRklmJ5BgzEiSWmuHSKqKUzsDcyEcPcTdejrz7MXohfaunoxqDWh94CDSKmOsvIMfen0NF541CzqiR9VVYIW5BrosjtQlujBbV/7QoG9eP+1Q4IszaL2cvZiA++eBZakFhCaiiTXWCaTw/bSHdp+sYkTVhnGD6O92KowWcO9nsjVJDkmjSiUo6MC5HgsvH7y91aryYLhMrz3MbscQ7o7LJMxScryyqR3juLLSS455KDUniTGFzGzEOVJvZieM/CHx8O4r68W5ztDuOxZffhtZRC+hB8/vSeCjg6tUC92lmOuulQSjIJkXsXv9Bo2mp1elGf2uUZ9BL3xMN77ta+hJlSGYMUz8MOf+fHe64ZhczBV5pJLMF/ANxqz2bXVIsW5BnvATfDlCjA2dupEf7v0OV7TQtL2Ia5FJbFHRBtlu/2+dfUiQ+2UL0NGI+rsQbQ4B6T7gx2k+Z/fsggi1hLqnPzfRawpNBsD7mC9DECB8UrQmnX5ujmkqaBnXJNujGh6Aue+sBrpOaB/rx9P9Pow5+h45nO9iP5Jk33k1/cAe1pHMadF4IkEZL85vnMBJ9YMyOH67CY81leyZjwS1edEf7qcNsyqcMbv1BCJaAV+p18lEDIWXXuRub0ak3uGu9OygMKOmv3pFuEKXZ7w46eY4Cs3ZhAx84bFHoJNZzW94BrM76jNdjAQ7EH6gzm9FB6VRJM2IPaByT6f6a4Bdnz0Wg2yDxAYwnXgI2+01p9DAuej4LPHHrMqxDawE4I8yGlrBE0el+OZn2nyjOR4S8WmWGVSiCIIoljyPN9e/PmJIOb7ZxFNKzzvHyLoK58R6oif/DKIttZBDKIRvqhP9GLLcapSCCRm8JvvA2FfEo+FFG79aTPed90w0uFyTBrV0mXEvYgDzlwe340jmLk/1nvGEbN96M3QPhxK2cxeQh9jyKlDuUYUvjvTo0EfcjtvNiHuwOBs2aOIZIAZ5KvPdhYRTEDhXhLSF9Fuk76sCUnxT/PshaDu5yUxSs7w815o4dS4Kup7xtMe3PHNx9F85BkIq3G0lut4aG8Ex+6cQ11FP4aNRqF3GzpgYb6kHt6qKGa1NLrHxnHkUeTJx1Ixi36POY3RxQh+8D0/qnwzKCspwQ9+6i3MYRBgoDUJ5WFBIiObsOaQ91WE62KX3iV7ysHIUzfb8Dch3L63D1m3mghX5Wo9V3mb+ZyKQoFw+405mWxlcOZn0VSdREu7iWOOcYnKaQf27HEJqv/4x6VJuN/8JvDqV7tIjFe9CnjhC93jpFLA+94HnHYacPnlLu8Rq6erXS4r9FwI3/gG8Nhj7vRFIvp4HFbdfvUr4N57gfe+gZDBrT61v8vBCFsZWPXkxtjWBhxzDJ5SunHTTYVooK2KoKOeBGGLcTM5AbVmOEV4o55KwnfFgHDUjmPejggKs6ZGoa0VOObojF4Y1AtthV58+psR3PLqabzrzjpccKGJ52YSv3yf//p+A2ftace7LutHWXQeH7zuDFiqH4NOGlOqsP9/Lb2AJ4y7frEDD98Xx8dv6peq7WZFHD27BDMqijpj1J3OjcMjM1ZJQTHjYJGGrIIXBG8bFFIhlOlzucIhk387VDcGrFrM6BXSWp4/cIHtbH2qSQa9cC/hAJzyeh8ag0v2gi1ZLz+xHy873sE3/9iE6Wkf+vq0Ne3Fe9+v4Yw95bj0CmOZvchkmvODyIDCXe98Dd73ubtx95/6sRCvRTypI5my4fUA//erKH54bzSnF+ygKdenMYdl0OHVRBy6mCDbspO5OSyi/zBPWeb9s+XM7+zHgFUnARlpOPwonvjlOyQaI6xiSDleCe7yE6P5QRN5BX12AgmtRBC+c3YYYcQkaeixiVrL24SXcQ+yBZHohZCWEN66cTuGeZRKUo5COgbai6paoKV96/vIiF2Na99bhaefZuOS15qIlGp47bWXohH9KDM52Lbw3oJ+bU29uOc3Or52r443vzGJamMS00alS2WToc6aQxTV2Dja/nAKESHlRrqAfkXaXVXYTbTyHnQTk6oSHCtDaq8cexbIhTyx5RZBIrHanAOZgCuIvc4OGMpB2nTfd8CaR5veKy3O5YqotzrhCeSQR3Z8eO2EoIQZFU/OKTTVJFHd7EPpcV4J7v1I4NynTeKU46tw3588mJ7WVtcLTUMqpeFf368v+RcR4KWv9qMR44ia01h0puEoQwby8R0b/kBOL75z/wz64kfgkbgXxwYGUeZbXGEv1n0XmoUdWpdMbGeXRPa5Migmoo0oekuezTyeCkKkkHAEZtax7bhzBvLbsvOX+JxRit50PVo9Lj9nPsggOwQ0X2ZRmuOzZEwypVVjxinLFYx58LA9jRrN5SxfUAGhmcn+m7IdTC64etHc7EX4yChO13VM6A3YefI0zjlpAN/5Qw2mpyNF9ELHC1/oJjFSydX8TgW/nZTCWHaf456gAlG87Z3vxne+qeG3+wwMJYC/JEpQWuIB51jdfTdw+71V+PRNsZxeJDg20wiiwhpbMV9FujU1S46duTU3Vlwrjjvckh3qxNhRi6JF64PBgrEiP/6Uy9ldDMVPWe8eOFjJiqNN65FhbPkDy7j/ZhN79fowbEuX4jIHj64mJFToi1egpk5HsD2EI482cLYCpsyywn1kSmHUSOGubwMvyejFjRcu4OwXuTztvvg83vfeEE47XVs1HmGxhkOteD1EDa/qd+r0L0rxo3sjOXuRn9wl3dqcYyJmhAUZzg6d7GPMMkETOcti/5MhDWoALSqJoJGQ5DWRu6N2Jab1cimWpU232yetvHAcXWhb8oVoYPohWQo4CjnUw0T5F0nQJh0P+p0GzJkupzO7C9gRwARxAeI1g6bP0gkQzJSfIMx/hnPpIA7MVaC1egRHtCWw5xhSN41LUq15jwf6yWn88o9hjEx5MKuX4Iv/58Wrthqn5k6sUOOfwa3XzuJf//2X+PGDZ2EocQIeztgLjwbc/Svgj79N4bM3HUDYt06n3DLJ2g7GpqXWNCaN2hXggydLmAQlaIJ0LFK+03Q4ztim0afV+qSse6FrWAOkxr1JiqdOGCMag0cNY3oNNMsRmpedqkv8z4TySsHRBpHpbnHZsoHZBR0n1/VjzN+MY44pyVEJ7snYjPv+EMYjkxWYHYjgq1/6Ft5/xdPwrjt34Q2vGsMrnj+NMdQhlvTgyve24LjTg7j8cg2RUg8uu/4yGZbstlVyT1lAi+YOZAt4bbzp6gX81398EQ/86SzE409blsPQcO+9xoocBq+7Qp/OFeSXA5Gyf98Oe/H3xO8WRXdsNFh9KDMPPeVDnT4Gx9Iz3D/bV+mfmddx7o3fxZUXKpz+7J0y1To7eZf/I1T9Ax8AXv964M9/dhOBO3cCn/iEaxgpUqFddJ0vdgxwWiIrG2uxHbBKwiFd55zjKj6/+8Mfuu3bJGDnpNVIxK0u/l02LrnWnG1wLOfngTe8AbjwQuC5z3UD9XxD9OTqxjbconJQaY0Iku7JEAYdFcYsJpxFxA4Rz/B2itDDaP14eKYJN94UwRUvm8Wrn0vCf0741jFuV0ob45JeaKIX5PasbI/i+5/Yj4VgNeZQm6cXbDPy4/6pduyKjqLJOyJDT6oxiWlVVYBMKa4XStpoqBdaMIBIeGk67lZkHiXSXjTnRIUSgEOg0urQ6weDLluRy3zldNzDKXSy+C4VHadMEprcXUSrxOxJCRDy4z+iYTiwRuhKaC/etNJeOIpJtAisiQl84FYdb7p2Hr//U1iSgavbC+qFBxPL7IXmONIyR34sCgdxhb0xaB4Nrz3vNAQDXjTVHMCn/vtBREqCuPTcnQgGHJRHloaJrE1VURzyHVFzUvgobOU9fMKgMZsvIMK3Te9H3B4rQF8XE/m8ll41ObxgBzCEekkG5Q99G9drMO+QkkXDYgaxmTumslFjD8sQp9w7yEt6NPPaHHcQCJEaT8zU4MabS3DhhdrW9xG2Cic0vPKfuI8YOb1ImwH0qg7ErRHUGuMF7dYeEyiPrK4XnMxMH4M0Wg2eUVQ4M+izG8WGuclfNyF2OIa4bVbykdRLqKhy4YjL/YKIRCOKfU4APjsJn1pEszEkAdpWCkv5694tCHGAXp0MZ7LyIhOib6btKGr0CQleaTsq7Knc4DbD4FArG1NzOl74+u/ixledg+c8K+J2CTPgtRPyPhYGYvjQ+ztw/Y3GJv0LTfSiR3UgYMel4MEJ8y3mIKqcSQS8yZy9GPN2IFTPfSSCP/kDeNVZg/D7bZRFXBTrRjpAsoW6QHaAZkbohxEJly0mHF6LsbosGBGhcCD/Ljtl+lUjLMMLw0mh0enHFKLwq6QkZMhnS7qCcrYcb2YdFBhKbUVhuwwziBpM0BAZbcGrepgpF1mMJfHCN/wgpxcpM0S2S1mLC0Yp9g9O4+YPVeK6rfidupuMbNV7c0W8rHCPiUQ8OOsflBQ/q1+h8L8/i+b8C38AKIus3J+ZwKrSJ3Nt3ms9khp9HJZliI+xnXHcVoVJXg7mmjEqRS+ecHa61D5QYjvyMw5l9jhKtVnMOyFMmLUb0ue04UOf00xYs7uP5NEA5Ow0bFTqk5hR5a6/t8pim5/X8IY3eXP+heUJFN9HbtDwvQcbMZ7nX3QszbpEODWJKy8MoONpUUxOakv+RZ6BG9YbM7Q02hrxiMJ5z3AQCtgF/sVyKTNm4XcSUjBzO6Q0aQUnklGuXTmod4ZzSVWXf/nw7DlEXY6pKqQcN/tElG8yOxg0K1IQchHMxS6L1++1F1EDgiXSYjfyvur+n7kGOyxo25TpFpENlZLYq9i64femrTDGtBqYKo0mfRA+w00G84e8qyyqcQjx6EIAN9xs4q0XxvCq507JHIAs9y7tcs+oF1d/oBnvu34UP3owjPkFfWtxqlII2bOoBCkubKR0L0aDbXjGixvgCYalA+WHP/SgyjeHVzxzHJ0+LyaiHviWDbKTZ7aBrUCuyfFhXnep8ZhYrMEYdGcEGjh74dDKguWur+XX6gKllEuxkDfjYbNCP6QGE5hU1bC11eNf7p977R2yR2XncRBuyZipjozHultcCzlxTDhVSOlwZzeYMUzNGjj3DZ141cvSOON5gZyPUWAzPqjj9Tc8F488ZKHEvAx7ju7GDz/RhdIwi6DkWXYwlKrES1+tcPRxSz6GZnqXLCD50vWAzJnwWCnUmGOoj9gIn7cHo74mlNRtIIeRtY15hVfSaTDWydoGdpjMOGFBgx/UMPilubh/l80KHelqc2rDQ2+2KhJ86zbqjLHMkJc1Py3B1kb3jaBf4XmnvQIntPlRhTH53YMPAl/5itt+WVsLfOYzrlH85S+Bd7/bNYiEyGcnFFJ+8APgc58DRkaAyy4DHnlk/XMzAGxpcc/BP+/e7SJLKXv2KLz16lk0e1eHvP9dXMluhlnEYo9q3RaaB7bUsyrGd5Q9z1NDN4DrrnMrZwcjTFgQ6XUwPDnbIcLBeJgcvYMRCXD1JGp8szh1D/C01knhoGKQ9NhfLPzf12KoTx3AiZV9+Nwn4lhcVDm9MCuiqCxz4PcsObVLeqHh0teauOexKqnsrvUo8vWCTuupnZPobEnDdNI4/6R+fPC6AeEN3ur9MVlBfjfyYUoS26zHoKov2iK/nZLUAzKQIrXBAZ2ryaoOWL6RWOMB08k64LSIw5nvpDIgmFTl6LZb0WW35X5Gtbp17cWXv6pjQqvEYnUr7vhkGrGkiV/+apm94DtboRfL7AUHrqiUJPjKjTn5KTUXpJWQenFUhw9t9Zo4/s942i6cdIR7Ic/eM483Xh3PtIwV8tYtFyY/OH2a06oLn9XmJktvt4xptZiwSXuRuU5NoYQUSKsEYxsVn55COaZQimnh7Mx6+ko3haNTEFjL9hIWRMhzyXWf/w5yiWY9LdPtZ1UEUyiHEfQdun1EKHIMjJoNwoud1dt8OqDV9OJZe+bxhmsSSPqj2Gd3YFjVokJNoCI9Iq1Q1Je+dJ20Cj7VhAmk5WudKK0sypqo20a7V6g+6tUQKjCJMm1WkHdbEfqU5Kvkmh+xKyUpzqQuE14FCpihLBo2G7HfapGOAF4nE8VZfWHCj0FL1vfc1bI0HZR6cefXwng81Q6tpgqfLqYX5Wp9e5HRYfK8cpDfvArJWuGaydqLI9t9OKV+HCXOnPgXzR0eDBotaDm5Cpdd40Wf3oo+q15s8lbWmFCpqT547MRTZ3/P8FAQsbUXO9CFTlnnfF5+tShJm3G9Fr16uwxHa1E92KF3SafBxtuUnXX3G7e46P6Z1AlZ3eBPWTBVVC9oL9KODqumEZ/6NHkotS35ndzjmLzMPo7cPicDhBRamoGj6yZRY04U+J30ed5xzWShfyGxuhusb+TRE8lVb4wJVctTQSf8ThyNxgi8HAqt6ZL09Vvz8FiJpeGQGSR4rTYq74f77/pxqCssGjBxRw5proMGuw8t9gFEjIUC/4J6x2TNEj3VQcQjCQ2/+JWOd7+bSV132BtjBdqwEasSn/t+DT7zhSBGhxxcdpnCI4+4SmDaCdTbfai1B+XF2kw0ZZR+ZTyicHQTh3kNi3/x/uuGVvU7044pcxfoOzE+SzgeoQKgf8kfJthnOcwuIxzyXGqNF/ChHyqJq4Ak/bPXkjQzXN95Ql+oxhoU7ux8348/tBHNqlcoTZjE5eBQ5ipyVCiOX6gAuL/26O3iV5fbY7IvtakDa7arM9YQ30SbganbMvui125wz41OsWG8ZurFC06ZwO6WxZxe/ObBEnzsK9VIpHWYlVHc/kkLfYuV+PndBt79boWyMrW0j2RkLb9TcyxUW0OocsYwjVKMoQaDZjMWzQhaOqtQX+cT3m8OkjuxfRrlxiz+8bTxnF5kdZ33MJSuhMUui3WWf5brtxaj0hm6Q98vHMFuYv3Q2w76hlnJN+XslKi1BoV6hXas3u4v4LjeTDgr5dD8LxT7cmYIeG6GADsJ7LhLPZL5Cp8rB5QuGiEEnDiqzOmMj+GIn1fVWiJ+Ii31SpuhxMe4526FT//zBKxwmfB8MyYbt8rQ4Azgx99P467PmxndoM0oHjuUUTu0WeFGDhopHNHuR32td5UchpJZJrnbdGx5rrNOCeYy+xPfNSk0CPyg7eJgZg672w6P9O+I3y1KlTbBedk4fLL+akrpPvRaTWg2BnOtNGtJwKfwL1ctyJ+nbJeIfGgIePxxt9Wf1U5OuaRjxSpZY6NLD0GhMmcN/AteAJxyisuP09q6cgDPesLjkMct+2eu5lp9VFpQnypdUU9FodHj5jqhKoT3Zl5nm93qVfPNCKvbV11V+LunhG5sozwVVKsOw+i3TeGW3J4bZOHHLf5s5/Pi8absCOYC1bjyKlagazHnpGWCcc+QFw8/4UcpRuD3KFS0zKChrA67dlSipS4tThNMR2xm0vZi1qjAC16gFehFtNKDXqdJ0FluDXntiw+oOJ69q0/0n6axxFw86Ptl9bgBw5hTpW4VmsMf8trYDplomkwhnrdn4NNntnwYJuI5+Ittk/kPwyRqS03KDjKlVbpBzSrXQQTvPsePemtQuH7pQMVUIINS0rZoLzTYvgCqW4HTK4GW3YX2wou08ILSkV6uF2IvxNlbFK40Y51CDS/xhF0uqiTLQzeuVQuiNWyTq9LBfN6AwXwJq3m0mb2YtacQRzCXyCg/iHdy0ELHV/diwq4Srk2+AfJZjzhVYvNLMSMUC1vRfaLrq/RpWdtlziz6ydcng3S0dX2MJmNI3luxjxIrayhbWvzNgIGrrtIO3T6S+QDRgES3hm13kA6Fg2PYJppFr+frhdjHDMec8IsqJVRZRJwKp6Rjwa+RIuHJT9Asl3xe1QLJ3Nj/x957gEd2l+fi7ynTqzSj3qXttjE2bmDigsGG0EsSyE1yLwkECJcaIPcmhBIDARKScAk9JAHuzc0NdiCkB7DBGPjj3rdpterSqE6v55zf//m+c2Y0M5qRRlppd2PO+zxr70pTTvnO17/3I/5dF/KcZN0bGyCYsmVF8vFob0IP05A7MvBt3iZsdbeSPjtteOHXU/zebnm5Zgy6me95/KTCdAEuJ9A/CITbq+VCwK+Z3aIZeDmp21Bf1GFB6oOkC6Y+qe78pyVsXWIZubGgaW8kCVm5yqcXgqmNBjDDyeudjutSosxrjHMHtGasQsIgLhiIl1JPIYQkCsLJNqK6QSArBzBujEK3+ODXEUUPlrljbSfoI/5sPVux30Q/Qgn46ou3KHUjo3utVwirA9jUYVvHJBIMl7uBXLSoLywKlGV0oUOsISvcKBoOtKsJdEkxFDQncqq/ohcOjFkslFZMwtytVTJAQTjtPiBak20uPZZLYfiVLC+q7tXnsACTe/1CIqv4cUobQ566PC3Q8ijiJy2DkrHE/+ve4b4BQhQrzLV5UgS5IEQJY0pe0WIvSmLQxBvThkiCE+0JPYSMvJHw36t4hO4hFXBiSg9e8sI1vPS6cTj8blwy1ImBEL2IJl0VqIaGiLqKpBFElhdWbQYdL8nFsL7M+mM7nUDFNppUiqsRpESIE+BGHWks+btUlF4utbGeGVFnkTRSkDCM/QT5ghbtaFOQjohLbchTUtjSkeYvzIJAh1jlBGUjrIsw07gEtXVebuhFFiEl1dIOInOKYq3y/MQNH1aVzT5ouzOFj715uiZaoHjk3ifb8IKiHyVvCJ1DEvudlx6I45ndGdA6EaK1SKgRs8DRTF9YfmcfZtGmpriwTJQ+OdUslpUPjhKRlPQbGC7V2BhYvtqqFkKUfWmDfYp1PcD/5+K9tHU8Qv7ZhUB1Al8TG/4m6WqiWAjodB8FfOrGOXCMqAW5u92vbB+PUeK/x5jDgtHHC86oo5ri4K06gAmkS5ZEFA69hE55hZeJ0r2kL6z218iWfPA3F3FchFCkpXiiTmcoAsO9RRwLxHDtmBuifwCzkoqVUgQ60ZyowFEcxy+9KIkrrnWhx5/CyJAP7e2bR5Yp70ITFKTf6LwpuT+j97CObZTfcmtpfk95wTtN2q9JEe64pzjFj0nkQLmdKPK6G1k1gIi+hCFldk98Ojvxu0uQsrvokpKSqczW9Ay6KDHdgoItIyCnEdZW8KIXRnDrrXINoTmNuhAROj3Y3/mO2bL+3OdufAYpS/pDlZP3vc/8e1NQ55aRR1CYm6UbwYEiO0kX3fW9iMDjnXo7BzVlZ30vsWmkTQJe9CLg1luryO6FgN8HXDGWhEfP4Vvf9bGwmLIh7Vw2WjyWpwvovAJKFh36MmYoiN4DkKM2q/diUJrlMe+9ApnTGGi8ysWbX4nbblHvRhBn8MsvWsMv3boOh2oGRjR6c2loFr3+JNwo4Ov/+BDCfi9ee9swBsQc0iKIcMiBcFiqyEUoLHEgT8kb5pnbxjs0F2gIBJSqpRh7gAshaiF9Hd26EyH53HggiW+SFi1RgEFcV+UHJyzW0a8Q9zs5PArWROeWfPF0j6elYaS1ZV7ItCUs5zgAM+FGd4XGsKi740Uvkmr1RRNbcuNzNhbE1eoLgbawQEhf49Hk6sU6W6GWkkGgGwuYM/qRVNp5+QhdDypApBRSRrVbnJhTTk2h7SLg5KSuH08paRWFqn8juAubOEvXEUGntogedalmkcqOvoc7dYsYxCyOiwCMrTZHWz4GLZejhFijbkCaoqAFan49jTmpn8fgyi9qaEf20MfIwldZKJbTPQhbcln+nMppQHDRbdYYQEmmjhJzDpA2Rgf1FNqk9T0pJp0PVC9YJJSJKlp+v8W/SAUe6trislvVeZMq7lTX4TNymNH7kaFOtRY4EEpE+0D80Dwmm0W7nGzqe3bpc/iVFzjw4ueHIJwUjEsN5aLDJeO//Nw6ItIaTogAwmHH1nJhFU5iRjfakWBuWgrKlo12DmRpgXBEW+SFieWFW9XvrbZzO8VGAmMZGS4eXdgiQg8WmbKGEk1Zw195Tgi0EK0g13Ks7vRoOZlO3U7W9CDds06xjAWtEytKV2WUX1PcWIeZ1KUXlcj2IX1+YhLrC5iDWfRyYJ7Slrnz9aAygXUtyM8PbVsvv5y6sSJ6DL7qBVxWcqS9RZvNCUDr8zoqz1Lfni/92wnofuQd1rx7+Zm1RvHL8BoZXlK2QX2yxTMvBC/SIvtKE1nURU7LSEm2iOpl0ehBm0jydAVtpm9DsvI8UvcoUQ2eUzzSRC5uek4EWcPLcZLa1oaecAaeUgKfeq8OX1CFR1/nBYPmRERrHdxVp4yk7mO+a+p8rD9O7vxXFpE02ngio+DYzGO8LkXg1qhr0mx5oIQaJc72W1/oNK6/beZaRt6ipWAIwT5UAGkuLjqbLJclkI52azlEaOnhLqem6PqmdC8WQfQim5GWg5jXurgTnZK5K0Y7fu5WFcduUVF0+ThWoQ8JejVce2SG8zZfvPNJhPw+PPv512MV3XX6QuB3f7uIoUAcYV1jGhLyqynWJhmp5qregAQ/0k0LraRPErqPfax2NcWJXyp8zOtB5lKuB9FPlROIFwNoYmZJMZezFHUXgkjXLiNsEJe1AtaFCunCLHKGm2lTJ/VBxCUzidvsTZSsX0cn39e43tb0+yhhPav3oEgdw1U644Uv0EwuXV3jZo81Xzs6j7Xzk//d/5Dg9fpx43OK6DHmWb7DIYEDtDg2LeF975MQauBj6FU+BvHn01QJ+RTliTk6RmpuCYgknDBpTkhW5zFgfkaV/c3IQS7IsT4sdy3sMezE7x6iWCrhzOwswoEAuiMRU+nUgbYWL6+vwzAMdEUiiK3RpkoJnW1tDV+/G6wgyg8TtYq3+pFkoKhTOC0C0ByWU9YAvb3Nx+yJu4QqrduhQyyzot4KF4vSu1hlg6twUq853nmeLhZ1VFQWgJYrvnqMaUiIX/G6fh9zhSmCtpqqu5KNnyVwJbug4P7ZFahhNyKR7qZysb6+zHIRiXRhbY024NIoW+fm13P3aBtW9Sz65L2jSqFv6UQMc4azwltY5gOnMWriz6s6BDZ01NFBODrSCzdtVLL0TIcW4+4LIal1ciFxEqb0dFQAW4BG53vrGvWr9YU/PMDddbQ8iDoYmX1Uaqwv6Bp2BcNYlHtNHq46CogOaRVZ3Ys8j/E3d67Ai3m64NHz3J2wFYhHkz6XloER8sZSpXtUpk0X29gS0mH5Oj3mcQsM9mjcEUBOUvmcdwp6DyWzPNR5R50XyjrLIDl5NMq1IPdVRuQvdGKmHk4jz8kIojEod+eV5SIUWEZ/aIyPn56loJFiLrByoJSIx+BAoWUfw/Qvm1OFULBHCdzycVC3QjPKjOrrTh2PJAu00KXsBNfYkT30MXrEPMJyEotaJycWQlaHdNVp8IQA/YxklY4vry9jwXK+PUYGw4rZPUT2Na77ObF9rnxq+wmioljUOpASDkxPH0fAH8JVbRkuKNbf6ob+BSQ4QkOYxQBzcq5rq9zNXV6wQ5u0C4aTO9EosXFATCCmdaAgubnrlpK7Wz6YghbUrMJft/yqGvQ89ikxUiTw6TnMNuEw7O2V4HAEedSXlhHSVviW/AurC7mMNG3pVuieS9xldFCeQFb3W9Qmm+1p2c79Z0SpVMTc7Bn0egz4O63Cmdjev6CO/Vb3XxKoY5FG2f1yrsLbSd/lkKgItIiAnsFsXRHoQsUkJdmJSc0cDaakJNk5r57nBGeHtI7T+igK5QksKloYKQyoC7vWA/QxlPyq/jfpnyFjBtPnSO+0KwgBo5DBzPwkfMHIln7n6voKFqVVdEfasbC6jnm9G1Jn8yUdNLodpNWpSpLHr6lItJE1NjvyiA+WFo4mhJ8nxmiR2pLas2Pe41btCHHBlgvh5LvOGQM46joOb28YKSmAAelEhXbAIi3a9rtj6ITLKHDX7xz64BJ5jGJ68/Ww9iR0G/NYMMgnq4vXOGnkwKw0hDZ9BW2SWQC5kPpidvYMAoFwU7mgJcBy4iSvN5QjESyubvgXJeHAumFOTYTlBKKq2dV9LqBRd9pDsKmBjLqnLaqnlBbg4gI/t3yQ5l10amSlqHcyB4eiMS1A++AzoDo8SEh1GTzi63YkcEX/LN/XMshnmJMHNyYkKi2uBnzWRAslnQlp3Y208HPhg/idSRd2OuJY1YIo6FRc9TG3Ond31u1PIFBXfKc+b80cbNaxWeZjPn/2qJp5oaSV8OTMLApeHZd0qjUx34bPl2QfI91ifqs8eeOFeb07pSWezqH7TRz5fM2rWorJDzUX2Jo/547Z8gfVFcDXjBAnX6nRkBL2lJwlHe6XUxhVzGc1pkd4AtXUURs6o12soUtZ5ddQbEONDjm/H32Um20ybcUpbyEhK1xYRNfGC9kHWuHpvJLkYtkoF5nK50VNHkQ7JVsTifVTMnsNO/G7Dcj45XI5yLIMTdPgrCaSqsPi6irufuAB5AoFvOlVr4LP40G+WERJI4JvCT63m/9/dn4eD588idfeeiu+/YMf8O1/3W23Iehr3vVHhqlNW8EaOtlZaQqrS4E6M47g9I6qL2US961w6aW1/6ZxmqUlk2OL+FOo4kp8Jls2g1xgzsSni2xwQHIhLmTV6HVYNZcekYG49lIK7jKY0hWsyl27ko2nA3YiF4+tyPjhw/ejULgHr3rVm+Dx+FAs5qFpFKRJcLvNqvX8/FmcPPkwbr31tfjBD77NRuO2214Hn6/x2Ppep7A4eFESKOrOSqKklfeQXNx45YaDRd0M3coSzi54oXZGNstFq8LBizIuDrqOvZCL+tMu64tsoYgbX/4+SP4uFAs5+DIKcyJ6LLl4YGYOp089hF+77eaKvnjtrS6MubOI6eR8gLsXy9/hk3M4KM5gXuvGmtKxtS0h5wkRXmTadBuARItbAjhtHECnHuMxL4KTHLlt+EY2bAlXCjbpizaPhtEj+V0nfasOkblne+SVmsIEcfR7jRwW9S7qs0FUMh29MjiJSmOpcMIpig2TafspF0XJhWm9kxMUvM1YjyC/crzGjhx05TCX9aCENaRkA26XF1MYxCML61g5cQ/+2203nLuPIQQCRhIescRjn5ToJ85H6u7bpumTO2yGpWmcoOtY7qzdJx9jBR3wiDwnaaqPoRqzog95ycvFJ5LVeNWwa15yY1ULM8UJJX4zuocTnheqINCKHUnqfiyqfViOzeKBB+5GoZBD18t+ER5fHpKW2ta/KBoKnnnrs+AJmPcmoUbh0ovolxYrHJW0TIcW+MlWIq+PxuINoubpR4k6erc+Ce7822pRb30ndiNQQHzl0SJKihtFWlcou5nGZSnWgn/RkHSw7DvRZJJAB5YxZ7g2F9LNjUz/af2L1dVFPHnfP+JsaRGXveqVUMnvLBSRKaVQVPSm/gVRnVxx2+Vwk1xYIFmhIkCjMV6KHDKGh4uElGarBnfUWcW3Wa0XCbXdDNyJW5W5EdfOb0wiySalTd3xb/x9w3mh44uAaP02Ci2kF2gisT4RXC4sEc0edQnW5fc2nxt3x+2/XFQ466sOYn1lFg/cfxdypVJTv9MlCkgsPIx/OP0w64uvff8RTkrc9sKhxn4nJTEVJ2aMIfjF8Qp9CncCCw0dIsZUTdQZSYmh09Ih9BkzcElElbH3hrWxfyEh0q7i7x/sgxwMsFxYh86JtVU9jDzZqW1ACRx6FqgYFhXLW/LV0mdTEknTVcTQ1/gFRK8idcBNXMPy1k1R+60vynZkk1wwtQJ1JBs4Pb+IU6cfxctueSn+790PQoKO33jhDVA97UiCOoQl+IwMnMrOqGLqYeqONNzGOBa0Li7aEGjfQ9BIYFHqYZ3NibLyGzZOHE5RQFAyp4tX9TYsoQNjV/v4GSdPlX5OFELLMYHDoUVMPJFFJiDjCksuyM4tGl0Q6gbHrEPLcZHUZeRwQJ6osW15w4WEFOLvDYkUd4KXCz9ElTejVNF31B2rS89yTB1SN6aouKPc8HFCnWhzFqU1HMb+y0bS8Ft7JSSsWhVAko37HrwH9+azeO8rbka3X7Scw3jp81+OqN/ZkKaq+t9UOPRbBRS6XjQxtjGRRV2zefYjNyXhLWRlHy+6pamKkET+zxyiyhqfzwxGOAncieWqt0oNdIaApJuLPElnrC1r6A1P4+8eOgxvQG2awyCdQDzUlLCu5gj36NRQMIt1PYgETNlQtRLWJdMGOYwC+sQsFwrSupe5t419Ts3aid8W8Nhjj0FRFGQyGXR0dMDjdqNYLDZ8iGaXluByOOCwStA/feIJnJ2bg8vpxMtvvJETfsdGR/HUxATWk0n0dnRAJw6gVGrLoIzGOAfVeZR0F5LyNqV4Sv5a5NQm0fXeeK7Vwp7Pm1sRs1lzlOp//A/gW98C+vpMJ+tnBReDbJw3WJsnQ9oaj5RXj15Xy0apYGBmQSCblX5mZaNluaCEztIsHA5XRS6eeOKnmJs7C6fThRtvfDk7X6OjxzAx8RSSyXV0dPTCMHSkUvHNDriVlA82GFWn28cJDbERrBNXIyXFWklosRMmJRHX02Z31A6SvznDCb2oY3Yxg3whjF/5nSDe9z4Nf/9tBX190o7lIid72ZGLKCaR/9NXXzjRoaSxbkTwxJP3mXLhcOLWn7sVXo8HHaM+HJ8Yx2oyXdEXiXQKAz4fAjhb+bzq59RJnVTSHI/YbmlLOKlr3edtMnxUTa8pCDRLFAvBSyF42YJVtW9sSyT09blx9MgQjoqTNfyguwE9ZySD1Z0cdErkaB7AZM3PyqBuxwmMcWBB0w1EqdCtUpBn7LtcuN0eFDQdcbWj8po5ZRApPYmp2Aq8ToX1hVPOY+7kj3GvZUdedsONaHOs4cjwKO4Z99fIxa59DEnCiqMHfj2ODqywP1GifmJhwNWE57fcLUpJe0qCtOsrvAyQxunp/hOdk0497LRFvuoDdu1jWLJ6xjjAnJTU2V1Pd8DWS6LODwcW5ao2QOtLqRtrRhriMWxaLtPn3NsAfD/0BXUOBrQ41vUMlmLTcDg9yLs7MY4oxh/5NubnJxByA6+66eca+heaLiAlJ+H2OStLT33IMJ8hXQNK8lUn+nhKRQ9gtryhfTvDIclYVPu5o5KSf7stnASNdd7uTgWrBS2KpRVle7mwaMVU6AgZ67yApz4HTHaECiouFPm1le5/2lZv5LnzlRJ//FrDyfy49HlUQLuQBexG+qKZHVmIzaPbna/4F/c/+Tgemb4XGXcPbrzplfA7HTg2NITJM4+xf9EZ7YFDSyKdiaM90L1BLWZEsSJ14og4sYlGip61PsfytkWgEXkap6nzjXi1rS79el7MneBc9MXma1X5pdnpqyVY5rxVXJzkc8xKAzhknLLG8c330ZB+TIsiJvcgbKxxoH+x6At/ngphBzZeZHXKLa4sNvc7b3gpDjnnMHKgG9OTDizE8/B1HIATclO/kxYc0fNDFAI0fp+RN2yNqhc5wUtJLHNBFXXSy1gT7WZ3+R6vmd9aLmR861sR9PcYuO5QDIpq2nPmfTWC0JXt0yI9Yo4poagw7JRL8Ej5bY+H9gtsh/1aJNxIXyCfZH7a6i580hfV8QgV4o4/+kMszJ1BpzOP1918DfweN7rG+vDwxDweTkWgdF0GQ9dwIu7Gld4SDsiN/alzK9wXMSLP1Fynkxjb6Mxv8sa02oZ0PZMxc8EChZyBxfkVGEUf3v07Lnzpf2TwlX+IYKBHx+jBNZSgYhFEFbBxfchGHJZOMSUMHQPJTrloQDaT+MIjMCcdm97bJsfrERl+DmjBVxmU7F2RNwrxQmr82XstG7GiD4roQVGhIohZmCjLBsUfqoM6j/Mt5TA03cB0AvB5XXBYU2k0LUad/nRVyJaWferqS0NTA6o+hXFxiP1vKgKmHJEtz4UmjWfVIaQ0P08u9anm1KtfyvLi3i5lBW6l8e4ocxrG9BmUfBYn1jxMFfSa943hT983jzu+JdAz0DyHwXzYZX+96gsKspuppdxyAZ1YQk64MCmPWPtjBAbENPtGdE2mpCGUmkzFpIhQT/fteN9AI9iJ3xbQ3d2NQqEAn89nGlOPB0vj45teR1WTZ192Gf99NhbDaF8futrbIUsSVFWFqij88EzOz2NyYQEOVcUcWSQh0Hb11dseB91ragVvBRRY0wOQ0XzoUxa4Cr2XjmqpBNx5J/CKV5jG9JJLzGpJHW/90x4Xi2zsOyz+LuK96VC3Hr12ltL41h0aXvpKlTlxfhZlo1W5kGQZl132bP57LDaLvr5RtLd3QZKI006FotBWcYH5+UksLExCVR1YXp5j43n11ZtXM9DIyLA0yQmtRpg2+hCn0RbLCVGNAi8bIU6pVhKolAwwO0Y7OVhuxWGnBNBpcRDZbBaf/OIf4Q/e8DJ87n2TuOwSA5deNgbZ0UAwrPEXMoxlbsB6Az8jDzHBf1i9sONx+60vtLUnMdKtYSHkhdvoRYeaxCWOCbhlBx5fHEdy6STcjqM1+mLbfEyrtqRVo9Hi68iBGxPjKAqnVc13oVSScOedAq9+WQnv/20dx46puPRSFapqjmZSF06ntMYJx7LTmBcu5k4jeWxFbgu0XVuLYMCxyF2LrRw2JXho/Coht7MM0kgh8YJ1q7WdwfslF+PjJldm9XOQVdtw+JKf4y6GajuiwQGnqsChKuhTl7C6eAbJpRNwO47UyAV1rFGAQuBrV6fHG8pF1QK1NDa690l30NZj2mLd6B6sawFO2EfUBC8EkTUD8+og/HoCg+ocNKHipDjclFN4xz5GeWwWQ0hrfnTIK5Xkr1Mq8rFQl1BO8jbUKea4noIlPYoIiAaBIHizMnX1XIhEXzN9US7i0TNwQD0Ll7KEF1wyjCSCWFs8A2/fCJToYbjVbrjkPAd2zfyLn7uqiKA0bnUuCaT1ctPAWhUHoWB5oe9dNdpQdLQ4sm+9ZlW0wydyPPZcEipzHJZBXaJbXl9KKkFnH3ZInUMiLePOOzu2lQvq1jyE07wkR7LGUumarRltFbtFdmROqaKWsA6CZHRMnoQsm9ysfA5a2BxJp5FUKgIpyxeVXJT1Rb0dOXbZzzHtyemFOIb7BhEM9+AKLoDIiBjrGEQc44tPITf/KJzKC5CMnUZUXkNb8LaKvqBnlbqVaPFXo+RUq6JA/IfV+qXcEVcNkrGyjFCRmkb19zsmoS5Fr5Hlzrqc5IFbz2BMOcsJierjY/ZsWcGyRpyQpo7gpK/oQlI1OeMNfespmvMtFzPODFw1fjyNGkvN/U5FRYjWm8p5nJifx5n5GAauHsPi6l1N/U6CX0sw1ZuuuLBGy2CrE82qF2cp+SzMxpFOaRleLYmsVQDYz4eomVz0YhGD6mLlq+lZHlZnccpw8xTTVqAOX+rgowQOTSP069NMa7AXaDigsA9ygdOnMSgJjOtjlY5Z0hfVcnG4O4JrohmsquRfuOGkzlcIPDW7hpOxOI46vZV4xHjWc5E1VvYkMVWP+iEM6galhb3bO7pNfk8NMtll/O1f/DHe/+uvxhd+J8ITq9ddlmHqjjPKwY1uUKt7hfwwKuo4VQ1d8lrNx9NkDBUQe6WlTQsxy0VwsoFbHSclDam03uSA4TCKUMXWiyT3SjbE6XGEhJ+79wXtEKqRDYHY0iyiA9GWcxi3XENFZFMv0gTRjOhjGhiHXsCoPgG/urlwQtfWI+cR1lfQLhFFm4Y5vRdFyY2S5Gjqw9F9o8klRRcYVmbYltB015BjvvISIcyFj0TRQoneclcxTSaM4QymS2F84s4hvPcV4/jM+6ZxzaU59B9LIusi3SfvSNbKPgZPXtDVUzfsA+lAX7mwzsNFFh2aXjKp+qo+k4p1E8YYurQFXoa5250efKiC7pSNHYEqI7F778VoNFrzc2p5LxSLLPC6rnNHVj3ocq/E40hmMujr6EA2T9Vkibkct+P4pTs1oQ+ZW9tbRfUIwTbbv2l0blLrwzpXLbamEdA0s5JKxWLauLqT4+nTp9Gtml0U5xOnl5cxeNNNcLm3H+W52GWDtoU+iWNW1eg8gBKK+hmuwm1na0sasJLxYsp5AA5Pa077eYOl7oL6Gnef0CKi8yEb9XJBh0GE/2eMfmQ1Ck4cLBcej7ehXMTjK8hkkujo6EM+TyPnEvNw1cuFZGi8iZS2Rzc6deKvqxlztBwa5heTazkxrRfAJ5mjuvXOF39fCw4edUodx1GW2UI6j0HHEtrceaQNL48pN+R2EwI9Oq28y2IWfY05aYXAiDHOMrlX0ISMM9oQdwrQ9y0vn8ZNNw3C7d6Jkjs3uSDHKK8BipaAxyGZckEdoIaDA47yvTjvtmQvIAx0a3Pc9UOdgyuObmi6jEJWx1H1FNo8eeQNJ2aFuUTKehPzhEbkNe7KiaELWZm2rxvcSdqrUDJ3cwKh5murvJxWg5JyJxcF+WtylK93nzTPo4fnQ1/ce28M0cgIL6KhdEvGEYama3DlYjjimuUuG5ILWhYyh37mDuuXZrnosxJfbygXNEo2AbPbgJJb1NFG3TTVHZ0VubAmPFxGnjt/eDu65NpwuC3d0a4vMUcryeZWOmJVD2FSNtcbe/UkQiKBRaWvKd3Irn2Mypdv3HTygbqxyMn8BaMLWUeosSBUBGWDfy2qL3EndCtyc77syEgkigniKZW8vKQOeoH1hdsho6QbLBe0AHBO7+LEag/vVBBYjiewmDLQ1dGFbL6AgnChGDyINrGGfisJwnIvJJzV+pFUI0wpxdydxjrToVCQOyf3c4JnW/C4fIFlM2os8QTaaW0U6XLCR4CD6VFlir+bxjR5HLZqtJMYHrtEjIuTpBtOl4bNosI2ckEckMek4xUbT+c1qfVbS1c2BJ4SxHR8BFr4RsWmsL5aOabye0ki5rRuLKnmohviB+4C7TfQ+ZnbisLsvOmL6GjNz2lEu1gscGBO+sLt9nLi7yBO85i6dXZsRxKZLLS2Z0IqrPEyP9IXVASZkwcsnmOSA72pf9FId9KocLXvQD+f1zoQl9s5YTYozcCnbExh0O/L+qzSbUaoUyx0HPWB/97pCxpTT+KwPL7pfiZ1LybFMFOO1HKAbNAa1MtOo6+i5DnZ8weWC7jmlsvg2kf/guSio504ShVOPrRrS1iW2pDX9IZ+p6wXMSImmJJhOR7H2YQKo/tq5AqmHQn5gxV5MM/Z7I43E/oS2whqPNrqApD+p8LKhDFc6f7eLzSUCysOpQ7Aept10jjAC5YayVj5RW3aMhcBaNFpoLSGEXV6U5Gg7i1Y1DtMbvEtXkQ6haiRptfmMXQe7Ei0bRCTGDHlWQjoWhFSIWHFqRp6nTmO1ct2gahMSEeeXJexmJc5HinkM8x1eyiQR0DN7piaqzwRSHNAXim/yY+ox5oWYD+ihv91J7CmznpK03AW43C7ZBDDAVHVkA7PGF6syuQXV00iCYO5qWkcn4qH9f5mM/+yrM9oQob58C3aIhr3J5COZAqsrfItZAe1LHqkBcyszuPY867dN31Rlo0zP3gQesdzap7jalsyXDqBHt/mKbytYhJKai5rtH+kj20sXdMx4xTvpmhU/KNrQ35I9YQd6U36OTWDzJb9hCagydcOI4ZlqRNeZGt0siGA2WIXfHKWE/VEO0OJVtKPXfo8f36i5MVl6nGEPWbBmwriZ6Sx1vyezRcGvlKcjz1n+Z40UTImU3HRlCU612mtlzmjg1IK4/JBkxO8/sLQYmJ9ln26klD4+lBTzE58jJ+hHrz9BylL+tMM9FCsJZM8btnRZiZf3Dv2UHYIi/P3rDGKUf0MQmrzJRuk9KijQtF0rFidDc1Ap0ncWTb2Xjai4TArTBrPpVGtiwEU+FHnUyt2lho4I4ECYrR9HhcRLK6xTp1GtqkbbO9HtlsFjYidpSSIosLrlLaUi2RyjUfrwuEoc29tmeAi/jrNx2N1LVEg8PIaWjbQydyeDT4RXj2FAWm2Zmvxbvwt6uBUQ26sYhDcM7lNt3BeuHmx10GcwZzWg3UluuHsWcsdqJNvL0HjeGPKFCZ0c0nehZCLMzgAw6nAq1jX3ZHnDgdawNRpxNCprvJIdrW+IM7XcDCIRKrxlnGzQ1DmIPzCUmNIPPqNqvtPalH1S4BOg6TZyhKpcX3UCgqpGyKKOKJ13ZkyVqUuZHUfFza34uDdjbya45mCl/7Q02Ee/Xmsk1tfxY6idUAUqMveCDQkWC5yVpKctrHTkzBujMG39gQGA/6KXJAdMYSZuKXx5DFjArNGH/Kyh7epD8tzTc/LraUxKk+ycywsTtl59ECXHNyJR8/jqtqNHN0DK+ncTEdQaEdJNnL6s0oQWQStLEhjLuhd+xiWc0wdMtShSMdKI6FTMJPO3MS6naAIs2OUwgzmq76IQMlPGpkmPjsa053EGCRZR480i5BjFW6uBRscEIxI5ZFz079Q3O1A4AjGSwZkL413JhGSXdAMR21nJgSG1Tks6kWsyxG+jrQEhQZZa/S2da3pWtHzWM+RS5usD2Kcu24hC148SPQKlWKfBF54QyOMpJtS2Ljhql7AMM7CR6P2ENyhMy7GUHJ54HdvZeN1KELjpVyyWivXOi2draYWMXR0G3Pc3Uj+DU0TzGo9cCO/KTFB3c8FyfTXKWilziNKmtC1CWnrJv1VE+qTCwXSF/SnGhTgGoZcKR5W25F4egJZLQ/FZSYCKclTbXM9ehqq0ppXt6qFuGu3mgKCPqZXXUYP02ds9A6XJzlIHy0rXY0TbhbMhHuM/SdaELsnMUk5kbkNAnIWB4xxnDYO8Xb5GlgJaS+NbG8DmpgiLtB2+ad1CeS9B8l4jzaDrORDRg6wLZVlR1O/k5INk/owOuIPQHZ3wxE6glyxAFmmEXkJodIKF16pi5cQ0tcxLE9XKAWpoeGsfMC8h6zfjcoyJvOAJOZZp8KvVrcEej/QTC5Swo92sc6c1NWiRnqDEoNBkcS80g+D+DrLdso6frM5yvx7ytGOM7qCAcnUI8062FNiC7o+6zpllBD7PbLYu8XMzUATUAnpgLmI2xpxH5ZmEfalKk9CdTGLeFLPYBTxVAKeYAB9ESfy2RRChQUcDuexTMvrNAltLUzglTsu+boYPsTkXl7O1qktoN/R+NxZR1CyHebSLzo2shH8O9JV3ATVJIFqFalVUYJDFNAvzcHvygEuCQWhYkLrRVJp588MYwVjmDBtVhXod5T0nS718rSHOW1mXp9G95z02bzeiRXSZ7RE1ShAESX0Yc70VS0O4TPaCArqFrJhdcyT/7IsGziK/QctV6sv3lRsCdkBXkxXG2vU2xLyPalLmDqBCZNJBfNqFG6v02xMoYQ2TeM0UbszWg9y8OKQeqbS3Wp6/cLiBd8alFCfk81pHmFIvBiPqN4kk/IbA05TzkgOyzqY5IrjExU8WemzZIDk9CyGd99oJ0ncuFH+e9m2kn2kxK8pLxLn38zvo2muBnaBrxvdH5Vl8ZR+gBfiUaF2J7ATv3sIEvyZWIxb3Yd6etDfRQuuzOSSQuTZuo5vfPe7eOahQ7jOGuM9L5AkdvYSWhB+0bwiVw50Pdtscbexv7Jx1bFj+Obdd/NWzFNTU3jjK18JZ7O1xfsJK6ijIEo1SlCsbc2tvI2MubHVyt0LAHLKh40Jpga40MEZKX1yuOgKxxanmcqhp2cIXV39FbmQZYWr7t/97jdw6NAzcezYVfjxj/8VnZ39zMdGy93a2upHgyTMKkPIaW70KkubqucekUWKtu7WeytNL4jESZpx4s7UiOZjfcfLGWlMlxYh5KUGXbtbgJxrWohxQJnEkDoLv57GvETVYhd3mByQxrlb8VxQriyXdaKpAw2uup4v8FNm5b5YLmRTLiZWEvjpzByu7zXQ3uFDURiYlruRKznRJ03V6It//8lPcNmBA/jinXfiI299K3OJV4OcUAoovMigQ6a0u4TCxgBoCwdZ54Ts9gGqbv2qXs8nSdzpJ/QpdmLoHqjV92CLRF2Z23W7wmYrKAcX5FRRd2i5W+28JnwtUCetavSyvJfPn+3I8jIenJ3H9T0GxnraMWicwmyhH3lnOwqGhG/cfR+uP9CD2y7rxb/cey/OzM3h+ssvRzQUgqwonFg/hAnuMJAdvIu4cu7kBFfkggJ0NYCz+jD6DJPTnYKdUTEJVdIQ14JYkGhTuYKsdQ+6tHlemkfPEz1X5DDzveSuyCzGjHHMaH1cjCab0oN55IQHy0r31l1iW6E6eWy9P0JdyPIi38dZvRdJLuK0vgyVElxjtLiF0n0Wj1/119HzRNu5q2XkfGFGGkROHqnpMuzUF1BYfQo/XJir+BfE30uBaa1/cRiHDzvwlXufQCqXQyTShWuedSPcai01EH2sai1y68aymZTTusyFkHWdVlFtkW0NXWvi4I2rFpWQtemauBKp8zNuBLEo95qJhirQmOU4DpnqoFyVMgwI2fxOKsTRT2lChJbqbHWxqbA7apxh3kCZ7ts2+oy6zWflYS5sUwd8vzyPUXW65n2U9KWCCnfF0fEJgUHjLMJyClnhxqzRz51/tPmbF96eA5fxnoKLPQKxxRnML0xt+Be6jrjmhM+VYf+i2o586/vfh1NVEfB68dIbbqj5uIC+jhGFOhtb8wM71HiN1ix3kpNMNto7wtzN1HDSKJNSBaIL4QDemkI4n6DDop0IXi2NZDkJUGXTBo1JprbZdipOcrLcq+dhPS3J+KLSjy5jAf3SAk8CkC8ws7LS1O8sGcDfffd7OHjwCnRedhjf+c7fMbcv4ZWveAM8zo0xeydqqXA4+QmDaXO4q1ufYH73nLpBn0A+zgzrsAsESUJSpYStioPKBHldFfkkXlCiNxmnAnxVx12HvsB3izv+a/wYmAlbw41D4jQ8dUkp0p1njGGTTqHJqBwlJQf1s1iRosjKAejG5sm/vQadv9MqhDl02nUwDo9S2Byn6lQ4pqSYDqHlcNd3/haHDz8TzzhyOb70hffhxksGcVJW8YpbXsg83tvJPn3Wuh5iSgXm+FfNN0S1BfQ6lhp2x5eTxPNGD9JqmAuNvQYtxDKn/cj2TJSGkHM0XnZN13fImEBITjPtT5kCiqcLJIuv3vrCpNwGWTcwKM9vapIgez/qnOXO1XgpUNkDUE7uUxc4gZqKlrQ2tpdUgCY/h+xF+bvZ1zdkTIpBM+m73UWr/P7CGRbyPWOxGV4EanQ4cEmPF5JR4omaRjmMf/vxjznxS9POt1xzDf7fdx5EWg7ixS/+Nbic5nI8Wva4+XvMhDgVqXTLd4BlL8ryQF3ZfKmpe1to5nRJvf9Y9XfStWf0MRw0SMZrG9ioiYaofQrwcnGX/JugVcwq2zr6zk2LX3eKuveSD0x+BekMOq85rQvDjjn2u6j7vJI/qY6VrM+gBXAkuzQVUzIcFd3VKuzE7x5iPZXCd++7j7cjBnw+ZHI5PHD8OFc3nn/NNeiJRvmBKBLp0AXAstpNUS0GlI2t1xei4/Ji66C52GSDRiW6o1FWoGSASXlWwxy58XBgtKeo4lUlkELtNhbYuBLX3VabuauxpLdb44EXjuusWQKyuiPtYkAqtY777vsuy4XPF0Aul8Hx4w+wXFxzzfMRjfZwwrdUKjLdg98f4p/R6xqO81sdvCtSDzK6nztGy+dMf8ipdWglzKmDrTsR1vKuWXkIRc3JI8E7AY1FHZTP4KxuUSi0+J2EnOSrLOWiJTC0eIkSR5SYdautdaBvBdpcuyyi6JMWmE+KQM5bAeeJQgXAotaBbsPceEs0D+TQkFw88pN/RNhYQjp4GMVCCg8/+S3E0YbnXXMdRjodNfqCliv8+LHH0EF8r5q2KfHLo6WKB1kpiFVhdnY3G7FvhogWY4d2eZtpkNovrpuBs5J0xNsVRBKLUi9zV5U7eGmBQchIWQkj544Km0WdXn9uiV9OkBsjyMl+dgY5KNyHZW6tgBII3TATpRmLc5D1xU+/y5QPQ55e5HIzeOj4k5wmH7v6FxHoGsWxS65GMreOubUMvL4wLjkYwiOnJ3B0ZASRUKiSyK5OvpQ7wqe0PuQpCGI7YCoN4js8Iw5WEsQ0et9tzCNK4+Aiyc/LEidtejEvDyJD/LrSMvNeEl0H8dIRj3g7d1DkcUie4OSDrJCbTd+ThF/PYIbHu1vg7asD+RT9+hQ/G2klxDaMZMsh61CFjhFpGmdKQNqxzVLcKphutmiY1CXZnNJ6kVLCCOhxdtapYH7ewDdQ3uRf3H/fT1kuyL+IZ4r47hOziDhSuO3aq2r8i3xynrtwTp16BGNjl8C98gC6+vxNLzsFqoqkMS+zR8vx7gg6XbrOVEyl7dkEojzokxfg0bJYlru5g0uTHDgjTG5PDpwa+SyVsXHr38Lg+8l+h8qsqkwTMiMPVzjwtrg4Te9bOUlFdEgU7NEYKL02JndzgocmPMYNL3d0eqvoB4jWYEhM86JH4qNmH8kqGBKNxqCYxllt2OQxFaPo0GLopBHyKpmgxMSFgGP9FB7/yb8jBc+Gf/HU/cy1++qrD+FIlwtXHT2GbMlAbD2Jga4urKyvs6yQf0FLGOn5olOhZ2q7MewyKs2dVT+jZNpZYwgD8iyP99ajx7ECarBaoiIQhaZNvqgIJ4+cn7P/24yviilGCpXO9nKhh+43j3hDcAJ8QcuZi5esRaV8vzkBRJ2u5rk3u14UA9EoMknR+YChOLAg9YFuJXGy1/id3gBy2TSOn3iQn57rrnkeutracfXRo1grGYivrzCtGHG58vNF132r4os1bVGQKK1tcHdjmhYCc8er5YjulRPejKmyRSHNyz5kdDcXNNOGDwuii+mPKMFX7x9TQ5TcwBfo1GhiBliT2i16k9qvp5/RsnVFLyCorWPd2bU58UuUakoOKaOIDC29o+m285Hks3wyn5GGRy3WxKl+rx/xbBEPH38SSSPAceozOosoHYugqE0gksyjPwjkNQU/GZ/H0ZtGMWjMIaxmmjaHlCkvaNyfC4jYsCNhOVnp7DQTqQrrzQWjG0mljelFhCrzFMkoJvh4zeKPxMXdmqRvXSxLjSJBOcNJyk3duPTsEv0C7SyAOdmoOOg5b3y56DupqFUNisfPiFGTl5Vj5xK6pXkclY6zLWpElceUbrQA8WIKSC3QDo1677taZ/i9V2F6Usap44+gS17Bi669clMOI+j349LRUfzwkUewuLKCkd5+TKUEMpkEIorTpFq0ul2rLwEl0MfFKE9p0XQHTdQUDZPyga79nNbJvmZ5epf2XVDn7FlBlCWbKTQZkrkvhKji6kGfe0g1fdK04cE8ehEQpq2jb9QNmX++yd7shj9u0zG5eIqOJltHnORHGrzcb1IarUxMUCc+7VZal9qQUsz4mYofaZjTkHm4UTQUjmWHWtQZduJ3D5HKkMIzx/rH+vuxGo9zyzs5UFRFp5HLuVgMRU3jv1OV5LzBcq5TCKIklrlq3kxWie+MlCY72XuolGh8ZkicZY7EnzXsRDZKpRL6Ozvxpb//e9x63XVMnr7BeSNjWW/n7cHcIXUuqOY1E4DXSKMX87yllkDGyqG2vhSwfIyUvBGWAbyYQGkGCj5UaWMkvHzM1OV3IZDJUNBsjnD3948hHl9lSgeSC1V1wjB0xGJz0LQiywUt4aDgjZK/9F56bUOUEzbGAXRr84go65Vzpm693eqPguTe1Vudkg6PkUd6h4aTjDWdw7BxloNFctAPyGexVyjAjZwaxBnh54QWHxY9Zy1sdt4rkBE/JQ1ykKRbdDB0b8kJdjmUir7ob/eiV2gYdBHXrb9GX4z09iJfKPDCr0Q6zdt1G4ILA7s7N7ILO6VHoa3RnWIJMamLO+a4y9OYQ1QlPmmBgJHlgkB5yUtciSIlTIemle3aew3SBbQozaQIuPA6jOSduBDJGSbMZBa4UwKqF46h52JuPYZsWGF9YbiDMIRR0RdZox3d/TdBL+aQXMjz6F09TP1HnZVRItlAl7yEAbGAhB7g7sxylwMnN6z3GNRFay1Q65UXOBlCRTUGUQKoESQFBWqmTi1KHkxJo8hr87zkjeSaEonVoP0DHjHOY/Ym73TryQHaCt+mpNAuJTkAkOi5sWwYgcbHM7x4qXUQpzh1xR2QJ1h3VYPkdlBdgIYlqCpZjgu/JmO64EXCCCCoZlhfUOB1MKLAIQc3+Rf5koGRsedifnkRPo8PztIqZMlf4bEleTDTXLSgz89B/6DT7HYjah2T73cNvdIiJ0KIdmLaOGzyfgogIpZwRDpR6X6iN5oBfyfWpSp+3Sagz6dlLLTMpfxSc/R0extNPtEkhrn7369ulndadNwhVrjo4VRNGQkYGUzr/RyE092s9gWoO43OgxN4VtGKzpMWi1I3IydnZInpRAjk9yxJvVg1omZSwjrmZZzByAXo1jJyK9yhmpcD7F8k1xZxKKjxgsuwq8Q0OQ/Pl5AQbpwtlHB1Zw8mZmfRHTG3p0eVdQSFabWdykY3X1lvmOtotp8A4ikw4UNe9aOg00RBdnOHOQzWDz6deP37uSOq0QdnlQAmha9ybXcFKj5qK2T9saSQL20lmi0uRuKNZzkwgLgRwAKoU13hYgFxK1ICqV+KoUNYvPN6FOtKB6aVkYofQTFUVF82F/HQ81R1KvQZnWIFZ1vsnj5XULEjqsc4uTZhDCGeW634nUe62rCaiCMciiJgJHBUOYsIlvDvK7OYLwSgGicRiXRjbS3GfMDkfxJXdIXmpW46ip6VMWmCC5bE2yopAv3qApxawez4P9fOuSoQHzEti6NkqmIU+f6sKp2VZU1bQgi+pxMyFTUNnlwhmUpqAR7lH9QnTSoXonrYAqSrKHHTYaxizuiGi7pR1aVKnbtgOCFk8ildWJcb6z/SI0ThQ9erXAQ/LyC+5VKc9SLHbpU41QFP1zNxNi0hH6JFeKuIumkZrAOx5Xm2I0LL45U334zY2hrb88PKBHdqThZ7MeSc52Jo2aZw9GCdNi2KJFCylXY0dNISVsngiaLy0tJ5vYt5wEnnGxWKRFFJUnvVAuZLUfZJKS7IyNY0oaWj/XocvdJCpWOTplXLf6cCN3FLk99Nrx3QJxHgpLD5mlZEs7xomDtBDYlpMDR1YxqFfSRpCNCnKpMPlGwunwZxyC7w9MvF1RxVBtFecGRZlZUtx6okG30DBzhW9bX1IkyFHlXlCaPqmOTgwAAvd5tfXsa1l16KzMr9cBQUBJ23IoAUX+vJYg839ATVDXtAepdoGkL6KroRw7gxiqLs4qIJ0U9RHE9NGf2YY3+H40tqKDSKKKFJ3MM0DuaiUq+opWMpT7qTDLdJKQTEac590PNwtjTA+wjKumHjwwQfH03QcpG7mU5rIcadkwehaSrrDJKnpAiY8ackmVRr0lluctJ1BXndg04RQ1xqM2nwaP+PEoWuKQgrD7U8mXjhI5unEWgs4vpnPhNtgQCPShHXyUhfX+X35HyPDQxwy/yFQl7x8YKnUWmSW94bIawk0a9N8cj4XnZtmkp67zd+Pt1kg5bAUeL3hc95DnNAE/fLutGGJXSxoSipzsYLsZqhgbyZS3mWeWFS+Xa45W22a2/zFeS4zBh9SO0wyD5fYCdPGkOPPscBDSnZFa2NuzYWBTH4nD/BpEQJOT40YvfMZ16PQKANXm+AuXz7+jZG4CjxOzAwxnJBxPq0TGFxcRpXXnkDj+htCWvLPRmWJaO7Igfmluy9PdddFT+FQHsphrziZTqJhm+UJB4Hy+peECto2UjvNaj7lZILFwrlToEySC5KV9yKDp8LDncSI31b64sDAwM4MjyM51x+OTot/vi9pm2gALnlzzR/CB8yPPpPnaE0ksS0H2qp0hHiVkrwaVlkqXptHYcunZ9u67LjXnaW6OvN7vRxPlaHrLU85bBfKCdEVGt8dKy7Dbc98yDiocvh8YXg9YfRNXC4sb4o5HA04kB++SSe8ewDvGyjGmXu0llBOtuUmZxBxYU5vmd+I4OzxojZhVt+w8aRcYKWaGMoAaZVB8dW4Nqm0dimhLhCC8JkpGTqyFlqep4uSWNO2piWw7w60LKOontIwaJJRbHZpyHqih0vguFuMK+lE+oSv5acUDfxRQFJQmfXAIpXvoz1hXBlMdzrx3BvXyXgrtYX6YKOYE8/br31tcgmVzDSRwlSnQOuSW2AuYM9RpYXFhF1io8CJSsJPM1dt0AYce6KJZGg5ZoUTJW7dl1qsWEAHRAZtMJER/dqUhpBnz6DDqtgSf83NHl7uRACEWMJXkdhCyqzDRmh46cFL8QpXhKmfirTB/H4ZanTDKzoN7KDu80GxEwliZARHiyCRr83uuccWg4D0gyPqM5IA9BUz/kvIlkdb0OdUfz8FWOQfT1Iu93w9R+E2kt9QQZoSHlBSAiNKAgKAa2QRVeHjFfeTN3f5jWmUWe3VJvYE+XEhdTDyfAuLHIXqUns0ZjvMqZHMC9b3O5bgN5LRSC3cQbjzH3ZgB7KKkSdK8JyAu1yAh4tj0l5pLK9nkbyT4mDlWZcKj6Xg/6CtkGPJFVdmyF5Dl4ty9vbq3kgF+V+ZDQvxtQp7rI2r5BJr+OQz0tPJ3P89uvTTNNFGDGmMdABeC89DL3tIBBqR3toENcPXc6L/1zGFFQpDmfPtYgoQfY7Dx58BtOK0fRhudmAZKhHm+WdA/WJFHqGqGBJXXTlpWfd6ip8eg6ThrVMbA9ASdm43GH6uooLaRHkxXSzen9zn7KyMCsDt5FD0hkFys8njbMrPVgTUTNZS76y9SyRbuCCWF1TFE836hInfzMIIEd+vTCT/bzLQxrZKCw0kVuSL5OzWm7exbxPyFnyruoldEc8ePblGtqDAYRCRbj93ejtfTEO4AzvB6j3Owe7u7mBjaik6J7TLgCPKFaKoZQ8o4WaASnNyzlJ7vvURbQbJmWcR6UuausaWAu0aPKHaUGq7p2ka+gzZngqz60Qn7zEzQPEDU+878y3bU0Ud+gxTtzXL5Xk4xGU/HPz8j4CTSOF5BQf905B8S5RNRBtS43/Y8GvJRBWU0xTMa93W/4Pn40Zw++guH2+QbFpW2ERcUcHhNWAQTHJVZddhTF/EUWyJX0j6OsdxpB+hu/luBbGQN8IHFKJZYM6gInm4eeuuAKd7e14/tVXcdI44pnlJDu9p99h0hE2QhAmZRLxgVN8lhYhFI0Y+pRFlq6tliluAguAWbDV9Vl0KmvNwk0uippvEehRYpg0PFywrIdb5NGjLiNoZDBhjECr12mUHNaowCaQaLZE27JlcSOMNiOORaML61WvpV0D5eXLdMztIsEFcSqeZqpiJiqG7oQ2yE787iFIAR4apBFqE/X6W5ZkXDI6dk7POnfWNFmG0nJAo/iR0b1wi8aj0qSIacwuZhS4W+diVU7/mWWj0e8vHTMD9jKuPHKEk77TWh9zBe1qRMqqfnZKyzXVIHJg/LSBdQ9urcnZFGSupJLaQqX9QsFKhM6KISwb5rh7gbmdJGjnKdlUBo0dDemTmJP6MDhwsOk1I761sbFLa+RicPDgjjt198rRbgZKIC3pEfSrsU3dLVsdG41md4kFOEsFdjLOt+yUu3POSafuA+i+Dw4R76VAWp/YpKsb6QsK1sudWltDoEubY85V6hKkDpmGgXRdNLdVsE3BJTnmrqrEG73bK5vcoeRYlzQVkxiE0GV0Y5FtzIW65BQAzGqmM+4Seab6KDtYTmhwVnUbXhAIIKl5N4kl+RBXDEexpGUxTwFo+Z5YckC/Hxu9xKRLpY4zcQqBwb6G5xLX/ZiRhmp4U2n0bEYMI60tY1Cdh1fL8AIxQtmOUDC/gB6m6CB9qlOXEqHuSyjYo4QQjf7TNnPqjGOOzy06BKmThgrPC3xurRU3KTFD3bmjxmTNiH4ZA8ocZM3AuhKpWirWkoJCyVB56VfNT63GooTux7oIoVeJscxcSHmp1hcTPLaah8vIY0iZ4UCmWl9QkvyEkNAWjiIaDEKWTvBnUEcS8erR9SR7mDNiTBPEi/1o1F/JYkSc5WQfjSWXrwUFYP6qZWhNj5Eyaa1UCC3qlrgeRgRxTpiR7+KXM/zdW1LZ0eIlOQqvnufJsu3uSdFQMWUM8Dm3Gyu8yLH6PdSNlDe8Fkc04BBFBJRMJbHhQ447VCd0a8yUCpWKG3OinxUg83NfANCocb8xzWPXbYODfM9PihIX1eqXkpX9C8XQ4JVOwOPb/rlLw1/RC6QvYkYeKlGuELWUkm/4+laTtXRll4zIRsFpH0FJmSV0bkyoWXauJNybHnjqEKbOyEYox0wLXECpOk/J3JGQN1zICRd/F4lXrzSPkHJutEStgvToCqIIEoWSJGPB6OQuy2cMdmBSpqKcBNUooNeYY7vnVYgaTEH/gWdxp10Z1DFec85C52QeTXDUP9bVXXTVPyfaBxqpL2GP/FGryEg0VDnJY1IiGRK8oGJyY77XMsh+bXo+reRsqXwPBS2uLKBPzLFdIgzpZzEjD5oFav5+hReOtYs4T5/wzgFtGKPKFC8orjxvW/mY1ucQ165bz2L5PCZ/XVqa9VnWEcKUfBDO/gGsixK8Yp6XTeWNpUpBtZHfGRod3TgNXrxl3nOTd9S0KXEpgiW9Cwo0DGAWfrVWR9BraZKV4qFNHeGk82UFxDZv5j82BlULipufVyoyt8txk/9b3ejoLB9mOflKRU2iH6LnwKslmXaGZH6nYLpFsUXDChUF1SBOiwPMU1uq6gbeFSrX+/zIBV3ThCNSQwdHvuWRgV7m3D+l55ARpt9HyVSe+1AkjI1cwoW78nFSQ0oZ7R0jWNNDcMhLFZqx+mvPFB+GygqVp9xoeR75gkLmBqAz+iiGMcULX+tB/m6zZ4wKWoHSGhLOKBIIV5Y1bwX6GKIY9OpZ5KuWzpbvBU+KaDIXMlxGAVoDneaTyFcwkKheTN0AlJM7aRyGQcvzqoSXnpfKOdCUkmT6YtXHYZ67tqM9JHbid5+TIfOCNmCrFaexV17kzb+E3egBGq0knqY1dfuRua0wKw2Qp48IVeobfAxVYYYxiRm9n0fGL6akyNMZ9byt5LDHlfbG3HgtIiqtmsTy+3ALdSuBsmpxJV30cmJ5pQX4LvhhUFLEa+QwpQ2YYxtbXLuGfL4XEWi0OiLiWNSj8Em51hbc0LZaxcOJeAoiLgQ65VUek+FN4uTsX+jr3CAxQgUVqYmu3o1ckINETjI587Tsos1IoChoc/XGa1ZEuzke3+LnE/9V0ghiSJqBs8kSSOrUCGgpvtYpw482mIHUrrApMCLXs/XuXEpAJqQwJy/y8CFr+LgQQ4HpQjEKv5LlRNcFEwd2Osm59dYGR1oY61KEt6FXEqNU3NPiiEhryMOFZZkmQ8zfTxrDGNSmuHOz/lyIkoeXqzRI8CfQDl0sYkCZJyOEuNrBXZ5kRwh+keHicXm8f53upkKTHhvFyTlpAKt61NzcLsnIKT6c1QZ5gVYrS2B2IgM0Fp7XXfDW7Q8odxLTtnLqMqJO7lW08zKe7Q6Au7CkEbgNM8igpGMnlqzAhq6fH2tqFzJ6AEPSFAJWMvSCgpKmFC4IFV1SokHHusmVNyrOIqe7eTt2OZig/xOlzqQ+zMmKKWMIw/pkJUinzwpKu5/YosSYYpyGZqh8D9IsL00cYUliDuWT+oHKOVQ6t7c5f5KFs2IMHdoij9TXX4PqryMe6LCIYx59SEkBdGG1RrSoGDQqTyGmZZheizirT+oHzQSE9TlEeVCTQJLlC+5fUDGL/ItlrZ3HQmlpKFMnNAEtSyKu4laXpZKUceJPX4JXyvF4KnUqpfSA2SFuFUcq1Ell29pCQovHXWWLKuZclcQWhQbyrWlJDiVo6n9HgXSbvsLj5uUOXpqOY47fZrk7y7bq5eSD9d0U/502aFHYhs5O6z6EzpGPvlV0iUX0yDrb5YTuseiUwugWc+g3pjAvD8AnMlzk2BjHt/hXt73+FicrJObeDEgZ1o/n026SXqZ7w4k4KYgzEnFxb5PasBK8LJdb0SDoSQxJ0zXTsW30XOlZZCx6FwI1MExqg+iV5rCg9yCtBJnDlRaAEvyldeb55QaMLS4O6ZEsL6naPjF1rlB101ZWF1hIRvPMxQzmOx/Qppmbv1W/s/pxi+sBpIWXbaNJYWEt0mowaUydwauIbCR9qxKd1DlLxRTqAi41GCegxCAtLK7f30INSQulDl4oVpRcKKpuuPQsujEPVdcRVNItUzvUn9uaFsRseYKhEVc42WHJgXy5KL7Vh9W/t8Fr3HoaHTSjwbz020x67gUks5t+4zgEUy1QEZ2prqQZTOkDnPiuLEAUAlPSEPr1WXMCpDZ3z/FGBOZkSCPQa0hmaHkt6UnqvDd0CSPSBC/5piJ7Uo0goQc30TUQaJ/NlCY1jKWJqoEoG8gPlesmuLbDphWxQqBNX+aCRkIKoVssNeQOJhC1TUv5WJKX6q5xmobVlphyqBHMyQOyv8s8seQUBTyl03PcmjDbid8tUK5qTUxMoLOzE+vr62hra2PO1e3AHSEiiAR3mWxk8DNGAB4jwzeKxhG2ciTqwd1Iks6CFheRDWdql52Pcb2NH8Rm30WjHQfFBOa1LqyoREh/YXhQ/3PJhszjKpQQbYX77Hxhv46DnGfe9L3DRVFPV+xEZ5RH4qJixRzb+E8Ac9XOZvNCXR90LhOiEzmRRhhmgqga5vKTuoqsxTlLVfELAZOrbxE+PYNZaXCjM3qPOy6ayYVUp1PJmNNGWUp68IIbChxlp9X9VqurGx1iK885UZ5QUmfImOYOyQB1/uoyO97ljySOrR2BuPHUNhSMJTjr+BvLoIQTLRcM6kmza1SLmiPcuxh4JWefRrpdKFZohModOa2AkkHD0iQyuq8im9zxS52qSsbkbdTamfJgL6YidqMvSDbr7yclg1cFTe3ULgUpyG7uNupTYtzZlbW2gvM4ZRNKp1Y6BGisrFteRkJErOVAEjrUNaZVcKuJigy2IYElLYJFpa8y1qorTmRqVoRIzP+b070Y0GeaJgh4ZJy6fLbqkBIGd+BRkYlAiTgK5Da9rByTQXCRg6GLxvq2PoCj5RuKG+lyJwd1f+klhGAeNy01KWkOTnjF9RD8Infe9UWjc/BoSQzLM7yhvf7yEQfjqhE2x66lPAfHi1oEGclfKZ/oVvejT6ThUkpcJFnQOrijzisy6KJnotWpjipU3wOifqGlltQ107QTlIoFlJTbBegzl9Q+pPRQZZkwyUiXtMy82dXHRDrIZ1CRp6qQIBxYMLrYx27DOrrVFQSMdEVfkM5aE5GmPLT7hW3lwvo9c0+SbyZFeAx0y2OkDm6RrkxgtJKT6JaX0GasI6CayRa6fnHRjkW5hwtFNPZOvJdUECpB5YR5K3qnvJ2cSRDOsUOObESbsQIq7aWE3+ra3vjMeanPKhbWZSiIW93I8MRD1Fjj5pes7K9ZWNUon0xJpCGDmmUGWB+H9TX4pCwy8HKyteGbz4MdCcpphGU3b4GnglCvPsN6Oi61Y0w+ixXRySQGZb/OpEnd2bWnaYE1uQMrUhc6tQUegd5Pu1kNShKRP9Mt5hHRFrGqEt+vBo+eMJcJn4MctcEskBPWtQDLJSVCKcmU0k1/jH62hnamuOsxYugUy5iUgpiUhiscrqQnuAC6Fayiq9kxLu17nFpuSKPFfxtVGur8pyYO2gNUsorPrYOS3THRwf58mdogIk7whGODnC2DOjtnqRu3PE5PNkxP8bWnBeOka2OUQNt8cszrTIuvfA26fMu+nGIRDVPzBNG77Gaaiz6CaCWoc54Sh2Epjm6xQFUdfm6o45uLyWVs8wXUgdohrGXJ6DBpAuoypUQrFBGr3PXZJtOIv46ETMUicd5jkm59nrnKyzkNsqFt+vpGV32FRtCFNb0N7VWxCulz8qXJV6PGiq0uTRxhfk5C2orVKd6OHtks3qq6hiTasSR1sR9WpoGqjqUjguhWQg2pyYgKJqCtceNB4+ux8Vnl457TupCwFqqVX0T0IAPKAnQRQ144Maf3IKc2KPRayf/dgGwXTWXQPW/wsex7howkAqp5PenYd/Ks2onfLZBIJDAzM4PZ2Vnkcjnk83k4nU5kMhnEk0nE3e6GDxNVw2gMcE5yoyQnmlx2FYs6JR3muJ28+r3bgRShVzuJmNJd5TQ3SsdsDUVPIm4FS1u9kwisc3Bs4ilr9XjLKBk5Vlyk7Hb63nP53jKytNxmj5z0rWTjVNoL4QoyF001f81ujpuW1WSQ4Mrx7q6XQEJPQdnFQr2y2pRaOL5zlY0L/d5CYW+6+3ajM2DQ+BuNIkd3vLDkXK7VbnRGhrhDNR96rCVN1SAHLi2SSNJCBt3FSbPqIM9pTELQ1uJdcECndOLhSu2bXMhIgxpV04pJAULOb1DE4cwtQJKaU7TshVwkk3G43eaWYFqw2C5PwKV7ERcB65iJlzKBhEWbUPlM3Y80d5aZPLXkjDazJXRvMiJh8TvT6C3pf+KNMvXChB5BqrJMje4Zfc7msfktIWgjbQr6tp2PacT0DsSUIGZ0FUVK/EvrO7q3tODML42zQ1g+182lhu2QhkssVb6Xjto88jSKhoO54BLWhur9siU71xdpTkYwF1idvijqHowpi5A2UpV151UrF05jCsLQzA6JOqiihAQynPg1kIFHO8FLLJJSCIu6hn7+HoFVw+wmDNAwtzIFTZfNRNM2lqSkuzDapJuBAumA/hQWpV4OAhrLhYCsZRBU5vkYzStTC82g5Fy72W1kFQeizGmfg0PXEaeCZdVnUwcjdQTlVHPRWaPvzQkZmu5kvkymHxBpzEPClHCiYKjIFIr7LhfV+qLmilj3tqjnsIYcd63Xg7hZ52UfFDHPnP50rbOaggXJW9VxkuZr0SfOImO9JqM5EJNps3UQsYyOfoWW+mk7siI8vaT7eREfPbcekULBUHjqY+/0OXXppZGTqRtdsWSirNdULOgdCIg4J6V4uST1vfN1Ml9ZLpEsEyetNaI9L9oR0TV0q8s1+kIVs5jVeyr82Bfav0gl1tGmOrgoROmBlB5FQaHnlzo5m3+5R0/DL80iYdkOGoteNdr5vlLS26OUmh+P9X8KgMkPpEQXLZCe1mTucNxY8pvkYg51SkFZQrwJryMlq2f0biTIhkiFXcuFYi0RDVO3IgScxMmaDfEy1wx8ZuGsAitgNnQERZITXj4kkLTkokOsc9JHU9KIW93jZdvrFCVESBcIw7rGaXSKNW7+IH5PSpQIw4V58omqChzkz1Dsdb7sSLvbjUk9wklF4t7VDBkxiRZCRlFQi5w50HQfd8hTfElynVRzEE0oXOg601h92UaQjvDrx5HjmYsMEkpju0k/oYRpVtlN8qp5REJPr6Yr6JHPcqxq7hwpoKDK5+QnV/udWV1nHbZOxSBlHSriFX3mMFJYlXuREGm4pQIUnTjw25kCyy1ySCuU1Gz9+8+Hvkikk3B5zSeY5DdgmFQJ5PdSQQe78AIXNDeWmL8WFZ16XAugX07WLFwleSFbRFMcRAOTV5xQs8sIwnz+TDsteDErNxZxgbfWryRb3SXNwinnkKDHyDwTvif0jJv/EmiTFirFvvpP2YlcZA0NK0YAedUHTS8iKi9U3usQCiS9DSXJgaQUNJcLbgVDg2zk2Q6mpDT0qmIkwacl0CGTjTYtUvY85zDqYxKPPIlUwSzGl885pTuRVkz5oU5ualihxeF+ab1iS8r25IzwIWCUMKRunYfwGGcgixneBeU1XCgJBSklg6zuwgwCKFjNHQVa0s65pFo9ktTVyjFJ1jFRKSUph3gBa48YR17ON9RqVBTPGB60qSmWm6KhYJpIvMoNAxwzFdGLOWQUijYEFzpmJKLKS+55DuMJaiaACpcoIGItw65HdXZRlFItqxhJXMhNYxc5ypdmbW0NDocDqVQKkUiE/74wQ8sbNl+6udlZ9PX1ccWrOqhoBiaNlwxomobVlRV0dXe3eHAwx0hoU2Euzw9rNNoKv2P1dwtkU+t8HsFQaJvvoi6e2h8vLi4iGu2AqrbY7UnVEmtEbn5uDj29vTt+OIRhYGFxEb29DSqA24AWE/QMDPD/91M2ZmYWIAwaHKdubrFJNnakuMmB0YCV1VV0d3ft+DhJNvKZJDqi7Tt+byqZPH+yUYW5uXn09vbsWDYMQ2BxcWHXsjEw0HPOsrF7ndHf8DpuBdIZKyu7l4vd6AxCKpmCLEoIhYLNZaHqWa/GwkIMbR3dO5YLSkQszs/uq85gDlIrkVbWy3ulM7bVF9bvSScrVlC8pb6o0v8t2ZIGzyk5a7RNuRxw89bbc5CLZDLF3JKb5GKba/2zbEv2Ul9Uy04jNJIL6uziDqP6SyfMRGn55/lcHolMHpFolH/Ho+4QZqe+tCF7ZTmqlws6j2q52O5YCdwVHos1lwvrOKptbM11mptHZ88ApMr2mKrXN7JbzKlmoCQklsemclGt2+p0nkMBegf6z5u+qMbs7BzrC6nqftSDulioi5W6iCpj3ZqG2PI6unp6mt7/Gn1TdR3zuRzrC5aLbc/JlLXyd5MdKQl5a/+iCZrqC+vYqIOxmZ9V7V9seZ2qO5EF6cviJrlo+vxcAP9idmYekqFZxyM1lIvNH2jy3Jc5FyvnTndJ17C2vITens4WDqz2eWpoR+plquH5SVhPZTfpi53KhUORmi7mLJ9f/XHMzc1hsKdzQ180PcjaZ6GRXNSeE61ObGx7z6cdIX1KIL3LCfa5+Vq54GeHijlby3TF7+zq2vZ+1oP0RSJTaElf1KORHakG2xToexqP1PudGzrMtF1lfVamMynrReYqFTIWFxYw0Nvdko443/qixo5UPZu7ilMtuVhaWUNnd++2OqaRvshlUuiMtm353NTfG/rMmjh1C7+4EUguOqJRKGprPZBl3UHn0yweoe73rRp4to1Tt/BrzmsOY5uYpMZGNon3qnMYa6vL6O2uXTDcqs5IZvJoj1a9l76vgf9Yf0y5VBxCGPAF23iaqdrvaXxv5cp5kGyEoxSrqk1lqZmM7mkOY6tru0vZsBO/e4DyA0IPDlVPhoeH+f8HDx5s6caX3xeNRrkKMzY21rLA0ENLf0KhEAqFgmXIpZaOORaL8XsCgQCKxSK6W0w603tPnz7NSmJpaYnP1+NprWvDMAycPHmSv2t6ehqHDx+Gu1EXZAPQMdJ1ou9dWFjg917s3Ke2bNiyYcuFrTNsfdFcP9q2xLYjtlzY/kWr/pStL2x9YcuFrS9sfbF3sONUO061ZeNnx8ewqR72ACQoxJNCQkJJXOJJoRt34MCBlm7cysoKJicnkU6n+f2jo6Mt33CqSlClmoST2vW5GtMi5ufnkUwSr5fELf5dXV0tJ41JqClJferUKQSDwZa/t1QqYWpqiscKHn/8cX5fqw8GVTLK76URBbq+1dWYixG2bNiyYcuFrTNsfdFcP9q2xLYjtlzYyLJC4gABAABJREFU/oXte9p+px2T2PFII9hyYcuFLRcXBnYOI/i0y2/ZHb97WC2jUQdK3iqKwtl7yty34szS+ygBS8lXqhhQB26riV/q2M1ms/w+atHfyXspUUzv93q9fA70/a0633S8JKh07PSdrQoovTcej/Ox0neHw2G+Xq1A13VOkvt8Pv5e6nL+z9Lxa8tGa9fqZ0U2bLmwdYYtF7YtsfVFc/1o+xi2HbHlwvYv7JjE9jvtWNWORxrBlov9hx2rBp52+S078fszDOLgIrqHjo4OTuJS0pqSwCTkJHgksCTI9Dra+mjjZwe2bNiw5cKGrS9s2HbEhu1f2LD9ThsXCnY8YsOWCxu2ztgbXNxz8jb2FVSZIKqGH/7wh8xhQi3mRCpNdBMEqlrceOONTENByeGLuYPSxt7Clg0btlzYsPWFDduO2Nhr2P6FDVsubNj6woZtR2zsB2wfoznsjt+fYRAdBbWX0wNCVBHlDl/6Q+3m9HuicVhdXeWEsJ34/dmBLRs2bLmwYesLG7YdsWH7FzZsv9PGhYIdj9iw5cKGrTP2Bnbi14YNGzZs2LBhw4YNGzZs2LBhw4YNGzaeZpAv9AHYsGHDhg0bNmzYsGHDhg0bNmzYsGHDho29hZ34tWHDhg0bNmzYsGHDhg0bNmzYsGHDho2nGezErw0bNmzYsGHDhg0bNmzYsGHDhg0bNmw8zWAnfm3YsGHDhg0bNmzYsGHDhg0bNmzYsGHjaQY78WvDhg0bNmzYsGHDhg0bNmzYsGHDhg0bTzPYiV8bNmzYsGHDhg0bNmzYsGHDhg0bNmzYeJrBTvzasGHDhg0bNmzYsGHDhg0bNmzYsGHDxtMMduLXhg0bNmzYsGHDhg0bNmzYsGHDhg0bNp5msBO/NmzYsGHDhg0bNmzYsGHDhg0bNmzYsPE0g534tWHDhg0bNmzYsGHDhg0bNmzYsGHDho2nGezErw0bNmzYsGHDhg0bNmzYsGHDhg0bNmw8zaBe6AN4OkMIUfNvSZI2/a76Z638rpXfb/fde4lzOdbqY9zuOrR6vVq5NhcDbNmwZcOWC1tn2Ppis060bYltRxrZSlsubLmw5cL2O1v1rW19YesLWy5sfWHri/2BncPAf9r8lp343SOk02k89NBDGBwcRDgchsvlQiaTgaZpcDqdKBaL8Hg8/Fr698rKCv+9ra2Nb6KiKCiVSnxj6T2xWAw9PT38c4LD4eA/qVQKTz31FI4ePYrTp0/D6/Wio6MDCwsL/Lpjx45VPmd+fh6FQoG/78CBA8jn8/zZdGy6rsMwDP5/Lpfjv0ciET5O+pnb7ebvo3Og45NlmX9Hn0W/Lx9TIpHgn9Hv6XPpNcvLy+jq6uKf0e/ps5PJJH/PwYMH+X3l4xofH8fQ0BD/jN5L/6f30c/L3zUwMMDXi64FnSt9Hr02GAzy6+j4AoEAX186Z/o8Os9QKHRRJIBt2bBlw5YLW2fY+sK2JbYdsX0M27+wfU/b77RjEjsesWPViylWteNUO061ZcP5M5HfshO/ewS66XRz7rnnHlagdAPLyVm6wfQz+j8JRH9/P7/2+PHjfOPoT2dnJ99USuSWE7I//OEPOTFMCVkSGBK2J554gpOxl19+OQsLfebjjz/Oidpbb72Vk75/8zd/w6/3+/2VhK3P5+OE8dLSEgtaNpvF3NwcCw8JEb2WjmlxcZGPp7u7G4cOHcI//uM/8s9VVeXPqRY4egBGR0f5/5RoJkGlzyQBJSGm86DjOHz4MJ/b6uoqZmdn+SGh86TPoEQ2CTcdD30HJc2f9axn4T/+4z9www034NSpU5iamuKf02fTe+lc6LyuuuoqvhZ0zPR++hn9/bLLLuPveslLXsLff6Fhy4YtG7Zc2DrD1he2LbHtiO1j2P6F7Xvafqcdk9jxiB2rXkyxqh2n2nGqLRvaz0R+SxL1/do2dgW6QdTxS8nZ9fV1FhICCQf9jgSBkr/RaJSTtXTDzpw5wzeZBCIej7PAUQKWBK38mX19fdypS9UG+uwTJ07wZ4yMjHDCt729vVKBIGG45JJL8Nhjj7GQ0GeTINFr6A8JJQkhvZ8+jz63t7eXE7qUkKbqBSWsKYlMgk3HTInmcrKYBJOS2fS59DP6DDoXOn76Q8JJx0JCTKDf0bUYGxvjhDQljekz6PPpGOic6XvLDxX9nI6bkuDT09N8XPQ7+kO/o+8rV2Do2CghTdeUEuD0ezqu8u/pgbvyyisvuDEt30dbNmzZsOXC1hm2vrBtiW1HbB/D9i9s39P2O+2YxI5H7Fj1YolV7TjVzmHYsnH0ZyK/ZSd+dwG6wePjUzAMs81ahgEnitgv0M33eL1Q5HPfxZfN5eC1KCd28h6X01mhiWgEqh6UhAOGZFJT7A8EnCjx9d4VFAVDBw5U6DP2A3SNJqk93xCQ+KrsDDoUlODYkWx4vR7I8sY5qaIERaq9RtsdiyYUpPKlCh1J9Tu3Qi6XhdPp2iQb9H30TOzmGrQCurrl79kpSlCh1w07kEgcODC0b7JRrzOaQ8AhSpAlgSIcENvs36Tzd1i6p1R5vUAhtQ6/z33BdEYmm4PkCqCk6U11xm4hCx0OqdRUMkk2Wrl2reB8yMUU64vWdFpJqNCl3Q/qsL7wuOFR9HN+NstyQcdEn6VK+p7YkmYwIPN9lYSAk++/uHB6ZZ9tSev6YgMOlKBAb/l+VOvBfDqOgNd54XwM0hdOH4q6AZfLXfO7sj0jG0WyL5EkCKPl56BeX2y2sefoV1zkcnEuaORfbAW6L+a1Np8fHTJKcPLfC7k0Qp7WdZcGBalsCU6X6V+4Xc5NPgXdR7qfzfwO0hmmXQTb1Xq/qBUYkKAJFQ5Jq3zuTmwMH5OiY/jA2HmRC1Petcp379SnrBwzinye5vWTGsqFUzKsa7rxirKe3s53rPYhPR7vjo4vn00j4JKhaaWKHSFZ04WypW9QDz4/oUKVNMh1Ot+U3drzIP1Kerb83ka2guRWs663+TcNRaHydVLqdcx50BdnT0/wOe7EhyJYbJKbfl4SCp8LXa8inDWy0UxfSMJoaLNJp9P7y/JajUwuD4c7sPm5Ew4ISd5RPNIKqnXHVnJxrj6ZLDQ+/q10x/mLR8o/2XyfKa6olldT59H9rn8dSbzpa2jsUyg1OpjuVzKThd/jgkshbbo16nVNvcywD+nx8bNJx1f/PDYCJe3IjuQ0CU7XznyT1rDhQ9AZUi5EtDSGL20bL9P1M1jepX2Xi/qYpD6vY8abG77Shh2UoAgdOr+u+XmT3iE9UP3cZFJJ+DxuQHXW+Hbl7zGf943rZP5883Win2SzeTg8e68zZEtflv2J2nM0v4fOn76XdJomOVrWs2V/nXRqvT5tBpWfNK3qmdyZbNhUD7sAZfFPny6ivX2I/+3R0+iTz+zKqWwZicTefVY+v/v3ZLMNf02in9D8mJP6UVQocGssvJKkQ1G2TxA0fK8wMCCm4JF3nmSXDQPTKyvQhvZXaZJsTJzMojvciV5pER6l0LITSljR27Ck9LfsNG8WDQGHXmClUP2zkIijW11p+qkFwwG/cFPZt/KzrHBjRe6CLqtbHk8j0SDn5rA4CfcO7pUuSdC3uTckZ0nNh4QUhkvkEVXWd/zcxfQoUkp75d+GIWNlZRpDQ9q+yUa9zmgKSmoZOTZ4BckDsU3ATc+Ey8iZ3yF72ABEtEUcUEtQEoULpjNInk7mSHYczVRGy6jXGbKhoUssIqBkGkqlLiRMiSGU5HNLOJ8vuSiePo2h9g15rJd3qervOd2FGdGPrBpo8kyWHaLmz2uqoKEHJ3elR6uRNxxYTrkQlhNwSSU4ZW1PbEn9eZeRMdw4LR0GhIEuYwFRdRWGWntfdCFjXQugTU1CkXaWGC4aKpaMKDuZHdJqU911PmxJc30hoOhFhIw44moEBiVChYGgvoYOeRkOWUNed3LS1yFvbWdn9R6sK93896gG9JYWdmSr9lJfsGxnBQpwIpmQsKZ2AOyoC6g6hRYldnB1hRL/Bv8xmtilxvpiAUHFlLe4HsRalf4neRoQ0/DK56YvL6xc7BaNnrTdu558rY15dKlr/KlxPYCzcj/dFAQ1J7ryUy3L2JLejrwygnzBfEchXcIhnKo8l3TkM1ov1tXOyjmoRhFHpBNwSDoHYFNaH5JqO//aqycw4JiDKu/MXzCEhJzhhNfy5eh717QQUnJbxT5LhgannkdB9fG5VkPSdKir90MbGjwvckH3gHwjhyiiX55HWnixJPdZz1NroM84ghOsR2a0bvMa151XIlH2NUsIGgl0O8i/FMgaLpzCIQh+PgmN9LC0hbrYWiYdRgH9RgqhQsJ8lWVHNCGzDvcolEBpDfRNaYP2mehcbK+2Iwt6JzJKsOa8/XoCncoaxzpJKcjXuUNZq3nvqh7GuqVfQvoa2pV1ZHUn20e1ylc9X/pi7dQctMg1NechGyX0GPPsP1cfe/V1iZUiiMttNffCI7IIYx0+JY+C4cRpuR+irtmnkb6QDB2dxoIVg2x8H90vSpS5ZTMZtOm5yxg1z12s1I51pbNKtspHWy9L0o79ToeRxxHpJN8j+sSU7obTWSsXjZDTnZhHDzSOe7eHrJf4mokmRdbz5XeOn8rjcMgJr5THqmhDSglXZISK6yPGOEJKpuZ+pAxvJWFtPqUCPjnH+pb+Pad1IyFHK3qak3G6G0E44Mynt4yHhRU3LBjdKEjmtSQd1mPF0WWQDzybDiGjBhHQ4+iWZ7CityMhhbbQGxEUsxLHSJnsuRW3G+YwhIBPT6BHWeIjSBseUJlnK2SFp3LNKV4eElMNfeiM7uZkI8W9E/HEvspFdUwy2N6OFS2MZbmT4ziGEPDrcQwps3BaSc6TxkEUZTcUo8T+Gdlg0pMJlXzpjWvt0HMYEDMIqhmkdC9m0MW5Ikl0IFEwYChqjW/Xr0+xfsroHk5zEigxXDIUGEJGhzNeExutaG3wCQ/8mSR8ar6iMxa1KNblep3Rekji0rMYwDT8So7Pd04ne9jBR0N6NKov8TPglgpwKCXkJBfmSYZV3ybfsxHyugMyF1AFJsUQNNkslG+FsL6KsBznfFFSaYNhKEgvncDwUJ+d+N0rEK8GtV6X+TccDidXCNxus0othBtLmoQBZQ7ObYKtpzO8QkO7MYcZ0YckOT6bKl4CXi+N+FkVN00DVLVG4VBljqou1HlaZiGh/2UyKQSDIUjiGNJrC/C6HHxPqMXeoaqQt1GExXgczr1Mnm8hG8IdRsnXhzkjin4xi3YlsflSNIFHc8OteBtcuxZQYW0h41yLnO6HW8k0TYaQJLdZldONjyuh09AxLQZRUDw7OiYKhDxww9NiBxkdVd7rhae3t6FsZPIaUrkCHE43Qh4/TCIVclD6UEqvoS3k5/NfXVtj+dlKNhzCiW6rIkdIrBdQWGu9S2QvdMbW8PF/W09b+iuvJwd7wJmDV3buSoT2Coqhwi08psNwTgfSTGeEuRNQFNPIZTMVnWEIoCCcGIGCdCbNOoMei7W11Rq5UFUHFGVr2YzHi0gktjfC5yIXToeDO2C97s1BAwVFZNgjyjo7WXQZvQKQ9BQmla5N15UCig4jxk7EEjqhK67G114ILOuHMCRNc5C8W2S0NqSVYXQZpxFW0i3XkRuRS1UfJiXuKcALKyl4q45P6G64qRgiycjpCuQA4O3r3qQvfNQZWsw2tCX05alMBiGiYqrTFygJ9Kp+lgsJPdwhSNX66so8OfOpeBZr6/y04bzqCyHg1ZMYcMzDLRVxUnSgIDnRo8+h070KGSokSbW0B8n21l1+brY15nOVdQ4grqscmNd3U+y3HqGkSEIPotO5BkUqoV2kkcNAlaPuMzs2tz2j5vpCEQG4pTz7GK5sEYNOiaeoSC4ouHRgiPVFI7nYzscguVAo0Rhf33Mf49zsyNagAoJHTyGjhs0AzbrRqp6H28girbbt/OYLgbzeB4+S5YSJS1BCdJE7ywOONDyyu+WP7DMKEHp6owggBBb1IxiQZuCXzWLnsDMFVQ8gQcld7jpSyetgfUnBd9HVC7essF1s82QR6j9kfn8D35OnVJw+uKn7lPSs1U1GctFVJRdOlxsRTzsClNC17AjZIpfk4M5g7oCqCnjTaxnEk+r5jUkQRJEWResF9MhJSHocS0rPtoXkMszkMSUvZMARqfVJhVl86kQMimomMp1CIC76WGe3y0WMaatYkPu4Uy2iL3NQXAYVp9fQhpwSqJUvITiQ9htJpJSNpHo9gloOPQrZw2aJttYScOaxALLXC7mnn49L1QsVufAIB9JFYdoRpxM+jwvUkyaDEr4y1HQRgWA3JAzUxCRqSUO3qvBYr4xOUJk1ZNkKmTqGre7W/YhJGvoXDgdU6nKka01/2BZ6sCoCMPQVDCjzm4qE9JKICmThR6Hq3meFgK53IIM8CpILLtm0NoytHmxBBYFBuKRMTeFlQ4spW3i27soxRVWA2iLylt1SjCKixnJNxzB1ai+hC7ri3JH+cugyvJKbj08zZCQ9HXD2R8y5mCq5qNcXfo8PY0LmgnF1rHox+52kLyiW0twdyKGELpFAjxSrJCupU71Noad/Q1/T+fi4s1dHznAhbgTQpa5CkRwQwsEJtoyzFw5JZT09hClO2vtY5MiPon1GjZ9N+uyETo1jAyjKG7Em6bA5owNekal0YmcdPuiyE26JJjE8mNHDKLhJHiz5rgP5xW49jawjDNc5OjOmHVlDd7+Xk5GGLipy4RAuiKKX9UW4Kh6hZCE1YtX7F2GaYPEoyGgyFNULh3wpd/1SI1PZ1ySEuctVQzS+DpFe3dM4dauYxONyI6/2waEE4ai6bprhAUQaipTHrN4PWW2D27J3DiEQ0AsYluM4LqgYshHFhrUMujlh7saK3g1Zaed72Cw48Oge+NSc5f1ZXd0CyHHiF/AqtbKZc/QhIwUAfQVtyjwXLamAl3UMwFUlUzuCEOjWV9GpiIrsOvUU8lI/nEYe/Vjg4girVdJL3ja09/YiJBTkdfIZJbjg4pis3sdQhcZ+o0MoSKRz8ATDGIOMtTrfs5HOkOCDJAbQJcnosnTG6XiVLt4Gdsdvi6TnxOVBN444e+lmFItVSTJJRlyNImwkEMHeJxf/s4CE3yWX0GcsICUomNhszCkPSNUqeXYGznf9Foq3fwLi6CUcgD35pMlZPDU1ydfa7fZAVRUMD4/i5MnjuOaaZ0OWJUzMLGI1Ns0Kqrx07qorr0RXJ3V+NEZpnypkTWWDjJLswrLegTZYnQn7CSGgGgW0C+q02dzR4kdm25GlRvczIGfRrS9iCqPYd8iyWa2anQXe9S6U/uAPTdkA8NBTD6C9PYKpqSc2ycbpE0/gxmuvgCTLmJ6dxfziYkPZIONA482UPlDLgRkF/rKOqLzapDNln3TGPoECzlmjDwPGHDxy4YIlfynw7jNmMG/08XNwLgfSXGcoeODhh9HVFsDM9GPIFko8Giirjk06Y3Z2GouL8+zwluXiyiuvQmcnmc3GUJS9v1+N5KJUbJx8TRp+LKgDWNPbMYgZBJQsX8agnEG7toQ1JWomRKxrS4EHdUrQ899srIkhSdzJRMk2D1bO4WzEjh8ZegYpmZ2x0pN0rJ3SSk0CmpInMaUXspiHF/RcmnDLBe4CoM5P0mekKkguJEtf4PbbgaNHoQiBnz78JNuSyakpvtYe4q1XVYwOD+P4yZN49jXXbNIXsuJArmTg8iuvZbkwhMI6c6OrQOHv1lSBrOzfU6KJ7fQFBRxRPYZehYIzCdN6L/IUkPO4rYO7cbbrTGoKie6CikW1Hyk9CDcKlSRFl7wMV4Mx3L1EUgSx4BhEQg9jSJrh8+Agj4RlF3qD9IVDkaDOTkJ+5ztg3P4RKEcPQ4aCx598EsG2DoxPP1WRC6cicHhkEMdPnmgoF1v5GBSAGPDwML20Dz7GftoRv0hh1DGFVT2Oeanf7DSRJITFOrqVJRwXfujSDhIQNK2i59CL+UpXHxWao+rufGKyy72IIWG0VQqIOcWPM8YBdGvz6FDXeNJgRJ3GkpbGotzHrzurD8GFgqljrMKzQxQQVeNQ1Z5N+oLkjOQi1NaB09MnN/wLRcHoyDDGTzyG5157dY1cKA4XhOJBsVRiO9Lb0QYK70kCnNB4+LlcGJLVLNIt0ODsh1wsogeqoaFbWUZChJG3UmnbgUZ7J4wRaJLZZV//HJJ9oZFc6nale02JoLPSGFaEhqCehCqVMGichSwBIZWKgmYCZE0PIaLE4TBKmESg6gMFJ2cGpRnu7jshvCiIxsF6Wg5hXutEl7LCSZJz9nFkGUJ1w5hdgPzON0G73fQ7JUh48uH7Lb9zEkYhBb/bWbEjT544iauufS4M2VmJSVSHC5LihFYq4NorL0dbR59ZrrIO0hACJU5NCmhyrqWx3nOVC4eWQLu+gGWa7hAS2owVHktPIIR1JYp2sY4wzHtUBvsZSgadegwzGKn5HXV4u5GDW+QQ0uP8s7TwI6OGmutrSopuM47fUjyiZHFQnMGq3sZFibCUgJe6+6x8Nn3+st7W4ph9c+SEGym1DSHVCXV2Asq73g6pSl888uRxBNq6MVmtLxrEqo38zquuuALRzu6micrz4ncWS9DyWWSp+MI2OIyAkajQJhDSuh/t0jrHgHSYRPER0zt4jJ263XVFRZuRrPhuPIIvdNYdTM8kG5X7QlMA1OEaoSYoukv1+T7WVd01SV8GxdGKC8kmbTCkh3jKYguQLOhVjT7nArIjHWocbtUDzE7CeOe7UfjIJyGOHGP9/9DDTyHS3lbxO0kuoDgwNjKC4yeOb2tHOjs6QL3T3FVdldUskY5VNKRb1N/nqjNmcyEY+jAy1F1RdT/ID+3QF+FXslgx2pDiaZqN4/TpSfRJ1uRY3T1OymFM6OaPk3IDXWHlMKgQT3a+PrigJO6KFkKbkoKzWcOKLGNdiqLdWIcPOfaTi6p710nfoL6GqLxW83bKcQ3pZ+GXs5WGnOrvp5hEmZ2D+s53Q779w6wziO7qwScfR7ito6IzyPdUFQnDIwdxokZnTCG2MAfV6a6NVTs6KpPc3AHNNtjUqlQI99fp8K1gJ35bQCQS4Rul6zovYKOHY3w81kRWBBLpNOaWl9EWCKA7EuHKb/1r1pNJLKyuoj0YRBe9RpKQLxYxv7yMTC6HcCCAnmiUnU96/Uo8jtjaGnxuN/o6O7kDhbYGXmwwi8qmMG4F4XbDGD0AeDeU9sDAIDKZNLq7e/h6k9DTtQuH29DX18/VKDrnkZFR9HeGeJkdVUZ8Xi+TX19UskEJRT2HLsQ2EgctyAYhkVzH6uoCgsF2RCJdkCQZhqEjnU4inU7A5fKgvd0MQEulIlZXF6ElY7gsnEFfh7/hZ+4WZqIpjU5t3jL4oUqAuF8wXF4Yo4eh+ah4QNVkgYGBoZZkY3RkhBXkSp1sUGKEEiQ13L6W0vRKOST3ODDbqc6g+7q8PIdAoA2RSHdDnZFsIBfFYh7Ly/PI5TIIBMKIRnuQVsI4rbvhXX0MhcTUBdEZ9DVRJY6C7kIMFPycOxrpjP6BYZaLtq5BeIraljqjo6MTq6srVjXVd0F0RiO5iI2PN3xtUE7BFT+F6eVVqAENh7o8fM8pITIkzcGnZzCPXqym04gvz6DNKaB2DaLkinIAFI+vYG0txl1gnZ39XDleW1tCPp/lINsrzaGgaiwbZGd2ipCcQp8+Bb/a+kwlcR0SHVClE5y6vHSBASxUXkPdO336LILcRbwBSiJ1qusbEwJlJ5ju4+goQF27FgYHBpDOZNDT3V2jL9rCYfT39TXVFx6Wi3KQYfJnUZC8X1zlreoL6sDsVxc5KUrjd9N5F5aXj7O+EJEuZA0/d0L65HIQvNnHoCefAgzyI5LpNLJ+BVJnN/se2Vwa6+sbRQCPx4e2th549Dw6ZPOa7xeIKqSoL1SSAk6pyF3MC1IvjCo5obvu01NwYzONBCXakjx6b+pNcpAdbgXS2BDgI3tlQAgJff1DWM+WNtmRYLhtS7lo5mPQEXOXDgyL5RD/aezIgA8Y7TRYT+dKDpzJ0DKRBCQ1iZ6o+fpiscD+BXWxhULtDT+zGlGsIKSk98w9oI77PmMWGZ3COA8nKkh3zMmDSGl+DMjzHIh1q6tI6wEkpQh3MG8MKJt2ng6nckhN9UUWfV1RZItGlVxE0N03XCMXtAA5thJnzmGP1w+/y+zoqvi/zNdY1YEonTuf+q7kQpJQVDw4K8YgEjM4u3YW/mCkqVwkEqtYXSV74WF7IVQf+xXr63N1eqGDR3HnQPcgAI+UR5r6smQFmqxijTo0hcCQPoE2xUoMGh7MMkWRH7I+WeEErUYvFiqd3D3GHBeh+Ngg1fidlFhaVPv4fvuQ4SQkJ5Skc/cvtLHmfmepEIZDlaFQcSQcxmB/H9p8Du7MOzQygExnGPOrKe4ID3mcm/UFjTFD8OupNSMjvJwM32+5mD89USt/PKMv0C3msZIoYnrtJLJB36Z4hH1/KYXS6hlMJ/IVP4Kwtm76EWVkpQC8PcdQKOYb2JEOfnbo/s1qPejDAlMD7OZ+0Xso2dIjmwvQq0FdkjN6L1MgNUuqNoVlXyrHLeURNtbgEFFIxPtZoy8kDPb3Yz2jVewI+dbkn5BctOJ3UmGKxvepuHw+ujM2yYVuYOLUrHU6EjdpJeX2TXak32vg2k5K4JpyUYALCaWdn0mhFTEZW4BRiKOzvR3RsIDHyGFqpYT19VnAI2O4OwqH6sCyEcWZtIzS0hzaPBK62B/dKCrSc5BV6mhyhMFUDuR/UaK5JO8ugUeTQwV5DxKmdXZEcrsgjw1D8hLFnik9gwP9vCSv7HcqqoOLp55wFzr7CnB4QzwVTnYk2tFp6QsPywVNDFB3uQljL/uQdmFLJCT4OaqF10jDnx/Ho4vrSPgDCHQJeHSaC0jDKUg68liNr6CQT2MOHi4ckk7p6OiDU5aQ0hyYWV1HLr+ESHsnevxOKFoSsdU1pDNJHAqVMNgRQlxrYz+iGlQ8mFWGAGMGXdyotRmUmG7Xl1m/pmFSH+4KQnARo1+aZ31j/Ygpn2iitF1JbimKJBvK2DCEjzrDqS3Aid6B0YY5jFBdrDo2PIyBaBDzaxuyQTqDZIOehTI0a3cCdYPLUg7tMtna1oTGTvy2ANrIVw16sBtCAI+Pj+P1H/4wB11U3f39N7wBr3/Zyzi44pcIgXsefhi/9fGPo1As8ms++pa34LW33YY7vvtdfOQrX4Gm60hns/jvv/RL+N3Xvx7f+elP+fWEbD6PVz/vefiTd7+bu1EuRhB5d7u2jDUQr0oTxybagdIn/rTyTxL4rq5uVj70d3ooyqBrdvjwkcrCAF8gBHfIh6GBQQhypiTpgiXBG8oGVYq0Nab+oI6UciDeimw88MiP8N8/+XEOuOjc3vKWj+K2216LRx75ET7+8bdgZWUR1177Anz0o3/D5/zVr34C//LPX4NiFFAsFfD+3/gNvOnVr6585l6AEjGUdCBkjSUs6TS+piItB5hjcq8dF6kjAv3jn2Tnm41tC7KhKKScBYKBAMKhEIYGB9mAlWWjSOPf2HysFLDJ+7AoqlWdQcc/Pv44Pvzh13NATvf8DW/4fbzsZa+vOFv0mocfvgcf//hvbZKL7373DnzlKx+BrmvIZtP4pV/673j9638XP7z/Hnzi42/h8yrmM3jF856P97/jw5z88yJX6R7dT9Dnt0lxJPXg5rHO3eAcdEYgEEQoFMbg4FCNXJxv7EQuTpw50VRfUAKwQ1nH/fd9H2/5w4/x858v5PCSG27G777rE/j3R0/io594G8tKPp/DzTe/Eu9615/gz/7sPfjJT/6NA29ajNMeCuHHf/mXHPTtFBS8EZfnTt9DHQNLUg93mZqdQOaIZPl28LlZCd6WEI0Cn/hE5Z90X7u7uprKxZHDhytLzOr1BVXRc+UBVOoUESryoM5ffdNCyPMpF+ViKh3/qTNP4C23/8EmfTFuHEBEW2H7++gj38e7Pnn7Jh/jj//3/8ZfffvbZnBX0PHffv39+IVfeAt+8INv4xOfeCsHsITbbnoJPvo7n0CgzvneD5CNHFA2Ev8kB13KKnxGFtP6APKKn0fPO41FdKkrmxckWcmhk7qTExCVn1hywZrdmvZo6x5CQDef/3Kxg8ZaKXkb2EIuttIX5V62/cB+2RGiyDEMgT/8rTexXDz26L14xyc/ipXVRTz3mhvxqQ9/CbpTxVe/+hH88z9/jd9LRcbf+I3349WvflPlM+vRqJtrpyBdQFyS1CHmQpGpbqJY58DvpDhq+ZQSkmoEp3UvIvoK3/+M1CC4J1oCo4ROsQipzK+6pb6QIRSSBmflzlb7F7Rp2xOMomPAzdfYDLo4TDelskYMaEZAv7ByAeD0mae2lYsHHrgbH/3om7jBoFDI4cYbX473vvfTuPfef8bHPvYm9hsI9PP3v//LVjEGyEkepORaqpAyFtGFkk70FwpW5Q6zcxjAMjo46RjVFyuL/6jLi7rIyh9BgXU7kpXPIr9zRuvnrlJJ6PAZKdYDeRpFFya/6Dlb84p/IaAI835TIUDXifJE5k7eMlzI4chhHxSZ7rAMfyAEfyiCzgEXZFFiKh7T7yzfCMG+JgXupIeoW9WDPNM57SVlUCO5mDH6EFL7KgU04qdkfuyTP8XtH3k9VpJZSELD7/76G/GGl78U5alikosfP/QTvPGjH0PBUNm/oPv/nvf8GT762T/Dj3/0L/w6WooUCLbjK1+5l+WI7EhZXm6++VX43d/9gvmBkow1tRNZ3YeBqgmmvcKaEeLJ250mfKkITnrGJ9JIS174kGWeXz4+eq47OiHX6Augr7sTEV1CiaghqMOPkzIF6oPG4UNHuJOP7nEjv9NcjLV/i69blQsq3nj1FHdwZyU/J+bpiMp2JJNcAQwdH3zjr+MXX/xLfE0GlVmcMPxIFjV8+tPvw4/u+Qf4PB4c7O/GnZ/8JH762IN400c/yuP4pUIGL7/hufhf730f7nvwLvz2Jz5Q8UdvuukVLEeOquRvwwkSUeBniYok+zIvSfffyMAlCqxLKrQmghKaafYLqhGi6d1NdsQs8FAXfw/HI9QFSsu2zBVc5YV4hw8fhaKYBA7kX5BcdA74eGqI/RFeBNk8FvVLGXTs8WRqM9mgAntIWzU5mqtk47EzZ/CxP/gtxFNJlISMt73+3XjXy2+sUJwul0J4359/Dt+997usF1k3BEKsG0IeL77w6bfhP358D7weLw709+Gbn/xD/K+//Tq+8g//wPomVyjgf77+9XjrL/4iT1xUwyMV0K3PIaRs2IVGiel+ZQGnjAMoSi6mstqRcRACLiMLt8gzvYhLNfM3ZdDy0PpFmfVgeqSoqTPo72V+4lZjVZINT9iNvkEXN8pwZy9HS8XNyWlepajt2MuwE797iJjRhtv/8uuctP3O5z6Hj//1X+PDX/oSXnz99egmJUGCYxj4o699jYP3733+8/idz3wGH/jiF3Hrs5+NW6+7Drdccw0Lx8ve/W78/V134bd/5Vfw7Xvu4YTv3V/8Iv7461/H3999Nz7wxjdyle1iBFU+B9UF5HUPMkS43sgQJxOQH3oAxqXPADo6K1QP1CZPm2G5XZ7Gu2WZH5jjx5+0WuFlPPLIg8ydNNgZRjaTxiXHjnF3zsUCWjw0qibMMWHr1Cn4/sO/+qttZeOz//tLrBg+//nv4TOf+R188YsfwLOffSuGhg7jAx/4S9x++xtqKu3XXHMLXnzbL+KIOoXX/Pbb8Pk77sB/fclLGnKG7hbVt48W4Axjhv9uErT3c2DeaBRwSYvyqCZx7ezEF5OSCbgeehjaJZej2NHLgWAz2eju7MLpE4/guddcxf9+8JFHmCOHRnLJgG3IxlZB+4UDOUJ/9Vd/yEnbz33uO/jrv/44vvSlD+P661+MaNTkL6Vg7Gtf+yMO1Orl4rrrbmUZIJ3x7ne/DHfd9ff4lV/5bdxzz7eRy+fwxS/eja9//Y9x593/gle/MYT2tg4exz0qzCUW+w1KQnmMLKWayyfM3Ei0MbgaVCvelhLinHXGGo/wk1wcO3YJd2JcDEgaPl5IRh2uZQ7uen3xh39l6oufv/656ImWk7QC3/vR95DPrOHuL3wBn/vGN3DHXXfhw795Go//8OssU1/4wl34v//307j77m/ijW/8AN70pg/hV3/57ejMPYnf/PD7cWhwEG11jl+r2E3QRkndXnUZuq5iWenhn9FSjqCeqHBl7fizk0ngoYeASy8FOjoqo9sN9UVXF548fpxH+pvpi1C0F5qwiqoWb1+jotF+g5Zc1GTELbn4zFc/h0I2jq9+5k58+at/gi9/6UN4wbNvQEekk5NfKV3DH37tbxr6GDdfdRV+6QUv4KLxy8nHuOOzeO3PvwpKMYmA24G/+uAHEfL7uUN4WCU9v//n3Oiy0s+o+4/GemNaFEEpzUtBqjndaOkJjYXzMyMEOrCEVd2A2yBn2MNyIR56COLSy1CI9nGn3RNPPlaRC1WR4ZIFUz10d3WyXFx7zXWc+HioqR3ZAB0D9fDRohEzMf+fw454pQL+6fOfrZGLZwz34GO/9xn83h++nZc/phztHHiRbXnhC3+ZEzlkX+644/N4yUv+6wbHMHfGaKzjKVkWkpPncA7mOOei3sFj6QZx8woDYW2F739a+CBUaVNH6wIGtvzcHjHHRbLKhEAL+kJSHDzC39nZjdMnHsP1ln/xwCOPYnE1hY6uHu7eueTYJYhGm9uRejt3XsHTFAV87a8+glw2hc999j/w11/9xCa5IPzwh/+ETCaBL3zhbnzjG5/DXXfdgd/8zQ9C04p8r8n3pImi9vZaaiQaD/eJHBblntqOPKIdUnyYLzOOGxqPAZvqRPCW9TbJXBLWiIKsXieQ33lAOsu6gLi626jjqu71tPQnZfiajvnT99AUTaM9FxQ8G8k0pIcehHrJYagdZmz1mOVfpNIZaIqH6YBIDij2OHHiSVx1zfXstzzyyKMV/yKbSeGZxw6iOxqxgvLyFILpBzs4qUyd4CUUynZmH1GipWN1hlUYOr7wtU8z5+Q3Pv01/MnXv4w/+PKX8JLnXo8+69wJ//TDHyKVSeNv//wb+OLffwPfvfubLBfv+Y23I/i62zguff2HPoRo/0GEQhEuJrvdPnzwg38Jvz/Ek2k1oMlWxccFvaM4BWWP/O8yzcNu3kjJIqIziCOIBbmfE36D8izfNeLmNPXFg5v0hSSriGcKkBWVbYhTFoh09uH4iadwzTXXQWe5eKjG7yQ7MhANcBfghfApqkEL3PwiyQm1kqGayb0qO/KVT38LX/v6H+KDX/wyhq/7DUSjXQjoCWiKA9/5zv/Fv/3b3+ADH/gKnnn0CvgK80hInfg/9zyK1Uye/U6yFXd+9+/w67/+Qfzzvffw1AjFI//v/30Gd9/99yxHNH3Q/ABlrKpVv9/uWgkDHiPDNiMv+3gyYLv30GuHmYs4zwk9opDJy174jRTT4zRaHF5vR9RLngmto5uTfI888RTLA9kG4mUVxHErOzgeOXH8CVx/zbNQkiT2L4jnt72rfyMeiXaAtGF5gohA/kV1HuF8oVdZxIiiIW84cdYYZNkgW/LXX/04srkMvvPZz+KTX/0rfO4rf4j/dsMRzmHQM0gLo1//6x/AS1/7O9CycXzo9t/EaHcUB3wlfO3f/w7f+t6/4CO/9znccqwfWikLtyrjpmc9C695/vPhdjjwive8B1+44w68/qUvhb9qIodA94Jih61ACVL2xahpQ3YgbXWxt8zfrC8jjAQvcqvOW5SL0SXJwfYjbgQRkCheM+8T6fGM4YVhuOCFG3IiDvfDP0HpkithdHSzlmsUqyqyhM6unrpY9SGk1hbR2xlFMpPDkaOXobcjbHabW8NvZmd47WTRTrB3M+E2EC+peOj0GRwYGMBwby+uPnaMxyonFza6WQglTeMAjjp7KWEzt7SE2VgMHW1tuOv++9khn4nFOIFHJNuvvPlmrir+/uc/j+8/+CBec8stuw7WzxcooUZjf0S+33Cbj65zEkcqbTjGxINEIHL0WGyReWficer8kiq/I6NLbfH00NB1pGRpuUvnYgFxY5FyqFbWVMl69PTplmRD0kswSuboxdLSHGKxWXagDh16ZuU6EChB/IxnPAf9/WPceZAvFHBwYKDStbUfKO+HqPBtyWfQpi2x0qy5z5KMFbUb48YILwFI6l5e2tRIFDZ9B1XFyAEvUf2c+u30prJBY8Eeh1KRDRrXJdnQWpQNJugXF05+qLvm9OlHMTBwAL29wzh27Goez19YmKw9Tq3EThlVk6vloj0cxYP3/Qcng2OL03jZz/8XXvJCHZ5Ucf78538fDz74fdxyy2sQDJrLekqyi3lWif5iv7FiRLCmbiwiI0drBBM4LI/X/BkRZ81E11bYA51BckEJkHJ19WJATO7FhHIAZ7VB5A0aMa3VF93dwxg78hwsrq3hvhnqEiL6H/O9L7/pJridTk7gfOe++3DbjT8PJTCAa258HSdrvvCFD+CBB+7C8573KkT8fhzo6cJzDvQjkVjH4uoq3vILvwDnPuqL2qSOxHqA9EGqsp4RzOt2Vh7DnNbJr9kxdN1M5JQ2ekLK0zAkF4uxGMvFetzcAlz+XTN9QV1Z1AVTQVnhnWe06xsjswXJg2WtHUtZFQ+fGsfRgR7cPKDhlksHWV+oiz9iXUydVAeUM3AaqYY+xrMvuwxj/f3sT5CMXTLQiUtc0+iRl5iG6Lf/7M/w3k9/GvefGOd7RYHHXt9/WuKy8ceHkiE3XfhHnST9aoy3JlOBpPw+Svqu0FIXw1F5LY17H1LOoFOmBXVGRS6IQpuSvqJOXyzF5pGIr2CdlqZQeOXwmV0/woG+3q3tCB0vUQfR6ylA2Cl//jlB0CKiPNx6pvJHyq5i/NTDje0Ic+9mOaEhl9LQDYFUUUFJF5hdWsLJhSR6I2G84HAYTkVt7F8oKgqFPMb6B+GjzeNWUYK+e9Q4g0PKOA6ok7zJfVenxGOULozrw4ipfZWgnbp719VOTCmjWGU7Ijd3SJo8o3R/asS4BX2RWF9FJr7E3WbuKv9ioK8XHlUHSjmoRh4eudT0OKjnr1F3+vlEODeBydMPYLBvBL09Q039i5tuejmcTjcXlO+77zvcqUmJPDqLVCrOkyL058SJhzY6ziQJa45urEntLAebUHUtnEYOg9K0ae+VM3DJGsalQ5jUBsyupm3yOvQ7WrrVqy5xNzB1WdPPSD/R+C3JT8yI4qxyAJPyWMM/E/IY1nVz6VZWd9X4PxRI0zk4Hvr/IJcK1hmKGrlYqvIv6LsVh9vsDCf/onfDv6DnS1jc2KQXiDOd/pidnhuXhYqg7Wpq36YFasCL8zT+Q38v+50HBvpx1ZAXt1w6hJX1FcwsbtB6VPsXn/3Kx/DAff9ekYuh3kFccfgITyPNraziNa95S0W3ptMkL7+NT3/6vTh58uHN50cFG9mNJT2yyRZQZ3ErMUIZhmVT1vUA1tG28+siSbxIMCZ1MUUaL45VTDtDh0GFKNoD2Uhf0P3Tsgmsx2aQWic7EodT0vl31MlO59Hc77zwNI1UlIrL7ZhSRpBTg2axpioeCQ89A0OXPA9La2uYic1zgYN0MS1s/OlPv8Pn8H/+z5/ibe95De740X2YQw9uuuGl8Dgc+OIXP8ived6NLweiR/Ccm18Lp9PJ/uj9930Xt9z0Cqas2xJ1+pSoE6ttHts9S5755YbOU0GkX7qM+ZauARWJqFOc9IhT1jCkzrOO6lNjPNJPezbKxRk+jDo7IlHil+PUgjnd4fShJDkRz2qYja1hbT1RiUeI/7vIZAgudPaPMK94vVyQH2Lyw5udo3tNBbNTzIkelg1aKtyXf5JtycGBfoz29TTMYSQMPzr6j+DI4StQSK1gaXkOv/ULr8aoZxXH7/sWFxv+9//5FF73nrfgzh/eB10IXHfZZThAPqmqIpfPc8xDea96bGPmETbWERSmj9/SG+pAi0XpoZ9URtmWlJOstOhxRuvGuHQQU9IIpjHItuQM5Tb0AFb1ME6LA5hUxrAmmzR7VFijYpEgnVGW37pYNbm+gmycqEAFHA5HZa8F2RJJdnAuCIYGj6JX7B2BbQcvnjX7fHcTmtgdv3uITn0eDpHnrD3dC/o/3UgKHMqgAOLtr/tlvPWP/hS3vPXtKJR0q3vFhYzhgeKJIhDuhaI6cc9DD+E3X/UqTC0scBBH47jE/UsPGiX59jPBd64oB2IKcQnhwGZDF26D9o73VJZvUJBB7e50vY4ePbbp9Z3WUhV6XX//IPr7B5hAnvkXL7wN3R5C8KjPdrLxzte9Dm//4z/G2952KzRKcNGIGG2U3SIpNjs/jbfd/vtoC4bwyXe8Y1d8nfWg8ZO84WIl5pLMTaP115m7F6BjWJ3FtC6wqmyu7meVICY4ySMQ0OIYkOc4ONzynoXDwDvewST4Zcf50kNjnI6pyIY15kCBWW9npCIbxL1Ffwh0fcvjufRaVnc89rGhQYWQkYSpvIcugDPGXWOWXNB5leWCnIEyyCl43eveiT/+47fjrW+9lZPAJod0ljlWL/GtY6UdeNQh47GH7sIrX/UmLCxMcaKYKurUqUOBHgXulAwk53ZOGYTLKDJR/n6Cx15qz7ihLNEiOho7azoh0IrOKAcM1vs364zBTXJx0UCSmVMrZ3jRb8xCFVlrNFDGOlNlBFlWVuUIpo1+jClT/DayDZTAUSNH4IylMRFbxYlSLyZiP+X7T11di4tTWJ4/g4HiE4g6nSjqBXzxzr/DMw4cwPOuvnrfrwUdN3UO0MhpSg1v6Paq59CQHIhJfVB1nfk6dwRLX1TLBdE50H0+dvTopqe6Wi4a6Qv2FS9sAycjCxo7NaFLKmbVYWSLaeSFY5MdyekKJ1FSchCHcLpiR25961vZgaTX8LI0S2Z+4/bbubP3j9/5TjhUBddccgx3fPKTMNQwfu/zn8U7PvWn+NozXosrwxlEdrmcqwz6WgqeZvUe5gesTd4Jfu4HpNkKP3EjzBtd5nKiMg+wnsURx2kzqVfVLUrBWkk44CS9E26HeMe7odM2Zrqv1tj+ho9hFqJoxJK46K7rHDJ/BqC7fxRDA5vtSDUo0CP7uBf0BjsBHXOnvoAOx3pFttNS1vQ9y/auyo7QKOshaRyKw8A7Xvs6vPNTf4wXvv2tVjFRwpQ0hDZjFE5jtWG35Pz8JG6//TfQE3Tjs+/8TQypZ7CktfOURp8SYyqovTh/ssFZSkDwSdZ29pL/Q8vEeFC20ZdZHJ0Oo8j3hPlgWU5ycEnmssLd6ouuTnNiiL6B7UjfgNlVZHXjF6mrs2r8k15J/sb54AbfDiSjbEeoK5FZRfUN/8Lq1ibdQv4C/SwS6eGC8uLiNCeBjh59Fj75yTvh8Xjx2c/+Hj71qXfi8suv3+gW5kWhIfqipvdFESXuvorTMlF5hV/mlgpwiywysp+D5zJ3+3ao/4plPYJFqQcRbYl5gLcURLKfaEdW82BVjmLYmES4yv+RwiEo73g7CpKLB2up864iF0eOcqGHhrFJQEhnXNtBBQqVUzn+/m70D5j+BXfAk8wx3/PFAyr8UDPOktSJkl6E0LUt45F6/8ITS1fkgqbbi6UiPnfHHRgduwzXXPN8fo4uueQafPKTd8DlInn5n/jUp96FZzzj+k2dv8QpG5O6OYFB8seUcZRo1/Poxyzfl1Z0ChXKp4xBFFVz0SkthyKYz//2SR+6VwcwzjEJJXupAO/Sc7y4qSRc8JB9afND2kZflKc/6HfXdvTzOTXzO4nswxz4v7AYlGYxKBUxro9W9G59PEJ6g1aNGRR/VrrFia4hg2Ixh5e//Ndx6tRjnNC99RnHoMUehjBKOBJRkI45sbJ4Bko6hsWFSf5cikeoQSXG8UiuppFpK1BSt9uYZ1+kfEdJsy7onYgpfRUu31W9HSGR5m7MFT1f2+3e8INlLKm9cOhaxe+kMu6iFjWnTmhRnVFEjzHPu2AImuVfSOE2lguKUzXInNQ9dPiY6V8cOcYcsVRbEizbVX4n7TPq78dAn+lflH9IhUIqGVARis6Nng3nXiyv3AXIX6e4gybIiPrggHwWBdmMSRrpjHK+gJre4noWRJ7y9W9+HSPDh/Gcq27iu0UyQxzgr3/Fa/D4iUfwZ1/6OF59zQE84+BBTC0u4o233w6/z4c/fte7dpzDYHqwqriBJlHykqchBVEz6IoLa5TDoHjE2Pj+tO4xE7qSAqeWQQ8WsCqi3IwxiRGmTGFI9T7GO6EwV7ypU8n3pAfs6BFTZ1BzCVkUOs6ujg7Os1BRYGBgAGP9nSwP9d3e5mSDGVcT7QRN1O4GF2/m8D8TrG3Gne4SDg0NYXJ+HmvJJJ6cmODO3IGuLubpXV5fxy88//m46srn4ct/8Rok0wl87aufxAMP3o1c1/X40WoJA9f8F/zqNf8F47E13PvoD7EYz+Eb3/0eJ30/8fa348vf/CZ+97OfxfTiIi4ZG9vVsdZgH7UKfTR16nj0jLmlseqrCiUZ990n48orAZ/PNIq0OTebzXDlx+/3MwcdbTmkrbqTk2eZI4e6lx577BFWQF1dXczfJtMm6Z6eC7bgrRW4Xa6WZIMSMT/8i79APJXCJ7/6Ndz94AN4blcGWv4sTmbcfP66XuKqus8XwtmzT+EDH/g1XqLwmf/5cURC3t3znVXJxpoexrQ8zJ8U0tcwqk43fAsnSSyC8aYvMP/CW3IndCcOCwrYmyeySTZ+cp+Kq680KrIxP30a8UwRcHhYNsj5IG7IjvY2nJ2axJFDh5mP6pHHHqvIBp0PVVRJNlwuc6EC9V7UHx85aebCgvMPOq6hoUMcXCeTa5iYeJI7c7u6Brhivr6+jOc//xdw9dXPw19+6W6kU+v466/9ER596Hv4ua4c9PhJPP+aq/gP6YTvP/wAEsk4vve9O9jJevvbP4FvfvPL+Oxnf5ed9rGxSyr3pOVO513qjJ10blACZ0w5i3F9bCP4r8NWOsOhyGjzUxcPOInTHok21RlcxdU09PT0Xlw6gzthaBnPKIZUraIvXNkJrE78uCIXd9//E/w0/hh+4fm34M7vfQ9toTa8/a0fwT/92//Dn/7puzE7N4G77roTbW2deNvbPoF//NZf4DN//juIxabQ4R/DTx9/HD969FH8+fvex4v/do0W5YJeFdOjSDmqkr6UlKAKe9VTR4kd6onYKRrpC9qqnMlmK7aE9AU56JH2dpydnMTRw4dZLprpC9l14fnzc6ofvroRXZfbw/piav54jR1xR4/i3x98CPH1ZYzcclmtHfna1/D9Bx7gJX70+l/7wAfgcbnwpfe/H9FwmK8XdVhce+nlmJVGMTD0PZydOgUtn6T1Mzs/8E0PvsTdyrwsZFMHhlUcNEZxRJzkjil+PpmT3eROJN3gAXVYFk1HnpIYIsdjuNUfNaX3sx73owAVtCkbuO8+bOljCMMMxtvb2zE5NWnqC8PAo489AoeR3yQXZX3BHX+CwvfzP8pPAcGq1IWQkYLH2gDvdTtZX4zPjUOsnsHEmScq+uIn992NR+KP4Rdf8Hxcd9WN+IuvvJy7OL/2tU/igQe+j47OfiThRSKf527FRv6Fz+XCZ/7HhxEJBSFLOnrUlZ27kNvoiz7HEilvDsTroehFBPU41p0UPEsNeHzN4LxdiXPilygBKBDvUxbYTzhXfUH+RdZw4pHHH+NunsHONr4Pph3pgcPlZ3mlZGF19/eFri8WHRGMDI5iduE02hMPYq3Kjtz/k3+FvH4cz735l3HX9+7gTs63//eP4V/+9f/gT/70tzE/fxZebwDPeMazOUFDdGPknxQKdcs8q+dhK/y4pmr3G0l0SUtc2KXCQ/mllGg7jHEuPCiqufSsvnC7HUwKHoWTyktyCwtkJYm7OtMIm9vj63zWIsuFjMuvkOD0yewrzk2dRjGbhKoqLBfUkUoLJysxyaEjMAwNjz3+OPKGis6ubvZDFT2L/p5u9u/qL9MFASXo1RAUTccheRy628BlQz2YXGgej9BkaSP/guSiY3QM33vsLH748CN493v+F3xuDzcn0bTZZZeZ8jI4eAiTkyfMRHE9hIEufQEBJYO87uLkPfGrmssIRzFmjCMk1/HLV13AcqGPFjsewATmtB5e8teprKJoOHBWG7aSwVuDO+ck4ukWnEShjsS86sdpcRhBkYGfui5LYmt94fObO0TY7yS5OL2N39kDt8tMdJvPzIWZKKLiFdnWah7yVuKRF9zyagwOHMBDD92DK6+8kZP8d9zxOUzlHfh/d/1/iIRC+IO3vgt/9+//hHf/yaeAhXvx0+99FeFwB972to8zZzxND1Cx6eDBZ7R0rDT5sWx0ImSk+Z6XsbEMDeb0iTrDsaVfymHUmMBpcYibCnhXDBUPK6834z6CYmg1fuec1s3TqtZF4k7nGYxU7FcAefYvtKKOR+4vsVy4vWR1DExOTTf0L8iOTE6dZTtCkyKPPf4oy0V3ZyerPSrO93b3QHG7zX8LohQg3+fCTIzMSIPIKeY5t+lrUFWdlxw2y2H8808ewuNxF57/gtfyQrvjj/8EDz30fbzznZ/Csu9SRHASYwOD+OFjT2Hgql9AUokg/82/x3KqiMcnpvD6D74fLocDX/6930OH5ZNS+bQ8DVLelbQV+PfWPeqjnUQ6sKRs9iWaosEX0I9CagYHjHGmp8mpAcT0HhyUx9nOZw03ZngPxcbCcUKhKOO++x246koDXi/pPwmnp+aQzWTgVgG/31cpBAXbuzA1dZab26j4+ij7GAbTw1DRtDq/ZS61pkVv2q6TvgQ78bsHoDGmA9I43I4S3vMrv4L/+qEP4aY3vQkr8Tje8drXoq+jg/kZHzl1Cq+46Sbcde+/4jPf/i4/+KdOPYI3v/l2BMNRfOxjb8ZTTz3AwkBK8UUv/GWstD0bR678efzorz+OV7/3fTgxeRaXHTiA3t1y2tKD8dOfmpHQZZdhv0FG9YBMhrkb64q1KhrA2bPAG94AfPWrwHXXmT+jzae0POP06VNIJhP8dxoxvPHGm7G0tIShoRGUSkUmRZ+ensTU5ARcikDI7+FWeaqiXaygbt5WZOOf772Xic5JNuhnt7/5zehuC+BHj34fb77944itLiMWm8Gb33wLV9bvuOMLOH36MQSDYbz23W/AYEcE//qZz3Bn+LnIhuPYs3nhBinfeoL7XYONqGNbLq6JsxJ+9Q0u/O1XC7j+OtPw0XZ1nz+EJ0+fQCKZsmRDwY03PA8zSwl0U7NWscCyMTU9hbNTU/x7qiCWZUO2DP/52qTbCqib91d+5T340If+K970ppsQj6/gta99B29BJS4+0g833/gy3H/PHfiHb/8VhNDx5OmnWC6i4QDe/LGP4YGnnmKdQd0Zv3Tbi9Eb8uBZz7oJf/mXH8N73/tqdr4PHLgMHR07MILnqDPoLSWhIFNelFX+OSSkda+1/KRulBMGgiKBHPP0WZVaaqqytmFPnRV44xtooaHAddea4f/66jICfh8mx5/E45bOgOzE9Tfe2lhnTJ1lufD5/CwXNDlwUcAKmlWjxIGzU0FFX9z8ZlNf/JdfentFLsZPPICfv/H5uOmqq3D3g1/Ee//HazE9cxqHRg5hoLML113xbHzhLz+O973v1ZiaOolLDxxgXUNJrb/4h3/AaF8fXnbDDefW7duiXHCHg2MBTq2IFdnseqCN2V3KSh1Po4BqLYnYCZrpC5KFU6dPI5FM8t+pi+DmG29kuRgZGkKxVOIFXpPT05v0RVffLvTnfoMSXLKMt7zuDfift7+lxo5c3Qt88S+/iIdPncJbb/oKvv2jezbZkUg4jNv/4i/w6KlTCAeDeOk734meaBT/9ud/ji/ceSf+9cc/hqI4ufvipS/6ZVzXkUeAl1qdu1z0clIPWKIlQw1A0zuV/BEkTGu9SKpt3MFJiYqoEkdYpCq2gwORulId2Sn6HNLx9Lvpswbe+AYFX/trA9deJ1X0hZ99jBNIJpMI+X2gGPzmG27E2tIcCiwXGkKhNixOn2poR8q4UCZkSJrGKNNJ1U4LlfXF69/681iKpyp2hDigZ079BK+8+Sb84N5/2uR7hsNRPProj/CRj7wRKysLDf2LUCCEX/jtN6O/owP/8L8+D5+vrTIJtBf6wiwgC+7UWjXMDtHqC0zdOOv1E0XWZ3q1JAbkWfjUjY7xfilWKYBbZuSc9MXw0BDSRVMuyI78aPIMHIrEwb3icGGwz11JJF4w14JNSBUnuCQh6erBq3/1g/jgh/4bbnnzb2I9sVbjX5AdefVNN+DFzzqCP3jwbvzue1+BydkJtiN90Q58/X9/Ct+/9995THlx4Sxe/KJfRmdncz/braXRg0VOWhDfI9WWZ7Qe9EkxqFU0IFw4MY07tRieu3+xLf+nuaWdbCt1GtO2dkpGo4lcXHmtuTZncTWBsN+DU6efYrnw+sM8or0RkwyjVMygPRTAxPQMHpg8A0l1sr4guejpG6oscrvgsPxvSnJSQ917frVxPPKhL30JD54cxwtueCGuvfJ6fO+BP7f8i3GMjl6Czs4BpCUPPv+P/47u3hG84Lm3Md3bmqMLd975Bfz4x/8KVXVyDPviF/8aOjsb6HxJxrw6yIlXPxI4IJ3BGX2Uk660ElGjhM82/sW81gGPlEdUTWBYmuHzIswYURQd1pKubUClOxrnd4sCEkbA5BCn5UtGERGsQkYUE2flLfXFSjLHC8e3jFWr/E6vCrT1U2LR1FAFOM2YpDJXcP5ACzOpw73VeGTi5P341ec+A6+57dX43l3fxAc/+F/5NZTsP3T4Clxx1fPwxQe/j5f/zu9jduYUjo2MYKS3C8+76gr88Mtfxu/8zmswPXUKY6PHGsvFFjmWUfks0zFUy4Xn2LP5dxSnUuxQzcvKU4RaCmnJpAAhGQ1bHPT0TM6hjzuC2/VlOJUS00dRpEFLyzcFJ5X/E42L+e+JyQ25eM61Bk+mrq8usSyUcxhBvw8eVbB/kViaAYa6kCuV0BYKst9JxWbiinb522A4AujrMwuKxGMu7bKJZk9g8VrQZBElUVlfN8hhvOkXfw3hyCC+8cW/xP2nzuLGm18NyAq+9a2vcLGAKAdVofH1fu3PvxrfvPsH+P0P/jesrS3hGZdfD8eBl+ATX/4QHj55Em2BIF76rndxk+O/febPkfIewZrSwUWiEeMswmoLi4Yt2ZB9PgSP+bBqFKFT93+Zt6HsFUh1bbSNfl7+tUXZQ5MI61ob0/uQ30N0ngEpiwPiDE7rB7hwVYlVJwXLxtf/WsdzrjM7uZOriwgE/Dhx+gxWkxleCEo+xi03RLGytIjM4CDSmlbRGVQocMg0cOCq8j3NeSKeNDsHP0MS5fk/Gy2DyLjvvTeGaGSE/92mLWNEnbFkSzA/76npaXS2teHoyAjf3PnlZeSLRYz09uLschZ/+8BZ5IolHD58Bf+htvnV1RhmZk7xSHY02suVNxrNJgPy2GM/xtTUKQz7injpVYf44dhV0E5O1g9+QKsczVaY8+ClltvTqYs0GYygayAITZcwOQkMDkoo07lQNZTOlcabecO6pX9cLhdyuRy8Xh+fM1VSmRenlGFSfbp2pJTIsDZDbn0dM088gaGbboJrH7v8SDZi996LUWthW+112F42iDPne/fdx/yLVxw+zH+YEDybxdnFFUzrfSjKLr5GvX0jmJ4+jfWF0+iSl+GQdO4svv7yyyvcZLuVDXHls8ylFMIkVSdsJSrLWhhz0gAn7LYi1adOi2M4DkddgocrWX4/3H190HUJE5MShgepg2BDNihRA0lB3iDmPFqMUCcb9EK9wN9BXUskE1KVbJTl0Byw2Kh5xddzePKJadxw8yjc7g0naF90RnS0oVxQsD09fYq7NEdGaPuriuXleYhcHFf3OFFKTOCu+2vlguQ+trqKUzMzTP3SG41yRRaKGycLPfjxk0+xziCqhyuvvIE7gCs6QwgMG2eYjmU/dAbxdp7Wx7hCWm9kaQt3VF9Cj0KL/2q79qhjd00PYV7qM5fFCAPd3iX0DAWZmvHspIQhkgtLvDWddEaJR5xJZxA/VlFyN9EZ1KFVYueWJgno/5t0RsUcivMrF5ERdOgLzLVKAYzJB1irLwaHjmFSOYyF1RVSaLipjwLZHH7y2GM4MTWFoM+Hn7viWeiOdqKoFXHf44/i5NQUj/TfcMUVnOSjxO/j4+Pc6XtwcPDcEr87lItylw6hEd3HTtCqvijLBUOSKnLh83pr5IK51SVzAZysUBeZq+nylfX1HJ54YgY33TR0/vQFdzWW0GPMIaqsYW5psSU7ks6XcNnhS3DV4QNsK6lLY2ZxsfI9ZXtBeuXU1BTWUynI4UPoHrocR1xzzKu5V3KR0HyYlEaYI5BHe62fq1oeYzjDi54qvGpC4aUiaTmIozjOSaRqlEdry6Nw5ceW6R4Cfnj6e6nxriIXjk36YsPHqLYjTk8QJQqE9SKcIsdyUW9HLqSP0ap/IQXH4D9wM9uRTOw0+rQTGOrpw6PLCv71oSe4C6/se9I50TIfskHlFCn7F73kX5zi0X+CR0uhzSUw8swXQXL60K7FMORYaP05bkFf0H1cLLVjXh2qjFY3hRAIamsYVqY32ZG91hder5c7QEuGVGVHZH49LfHxyGR5Gh/D+ZKLp77/BJwdzzTH3Gu6IwVWF86gMHUPQm1dCIzeCFl1sn+h51O4sc9oakfS2RROT08xlyvFHD0DlyKmDnMXnE5+XqMgmmk5dIwSyZecMUfgrcC6IS3KXvoXzWAY6NFmeIEqFSzK8tJILvoGFJQFgzjSjWKO9Q91wxPdgy45avwLmiSDTrQpusnxK7nYfpAdYd0BgxO/9Yd5vuSi2o4QV+dh+TRzRjaLR07GsjhV6uHnn/TlY4//FFNTJ+DzBbnDMxrt4WdgfPwxXvxHnb1mSoy+L8k+Zyq1zv7m8PARjmHZz6hPsFhKm5Y3jqjTmNF7sS5HWHZGcBYBKdNULsrL3EieKE45ow/DKYrokpd4BHpSDJkdvy0UBPiTqMOwTEFEz72exUhwDt7+nm30hYyM4eTEVvNYtdbvpH0sxF1PySA6OtIcFJOY0wIGltY0PPLUIm66aXhf/YuzP7gfevQ6c6myRSFEskoFj9jSbE08QnJRXHgcEX0ajo4rsOrs5cmyhx++h6dNr7rqeVxApPN84tF7UZj6Ptr9bjz3imehvyOCoqaxfmF/1OfD5ZffgFL0WSYVQ9V3c+xYIx+mvHiNVEVuW41TmWLKUDFujKKg+iv3mX9nJTatV278vPzdm2IWw6IlUeAPFNDX54bQDSxMFipyQR+R1lQUNEo+m/4FdWaSvtnK72RaDUnl5ZGUBKajoAknPtdykQsq4ms5zD7xKC553rX7nsMoxyQD+iQ61bWqS7GhM/zBbriHb4bkcGNpeRH5UgndfWP8mvHxx7l7fKx/mCdxiFonLNaRXngI9z78CHRXJw5e80qWmYmJp7A2fwrdyhLbUPJJn3P55ZiSDiOlhJmOhfYIUOfttqiTDe7IFf3IKOYUabC4wvmTfLXdEALhYgxZOcA6g+51nzGNLnXN9Ee0/5+99wCTLa3Khd9v7125uqs653TS5CHNDGmAIUmQHNRrIgcFA15Ef65cruFeFTGAIMhVFMSAXhUDiCIgQeKQYcKZ0yd0zqm6qivsvb//edfeu1JXd1f36e5zZpz1PD1nTp8KO7x7fetb613v6sSsOSC+Zsi9JBrz1esYX3PJ7kceMXSl1tA21LVj7Jkram9vwY1ukN8K+z4j4eUwRDrD9xkh5SJmejEo4zS+jRJbxBXzPdVryaXvfg9jdzyhKWw8mPhtwupz4xRn5oPR3T6ELmcOvebSvjay/DjqCU1hUKoE+3ljvzOJvj0mG5Z3QTtqoVXZMdITZKhCsgWxwQHkbQu5UhhWiKLX1FrVMjghk1lHNBpDa2urH4BzSFNI2MC9vX3yugsXxuVhGeiII7uZQWtLC2Kx2K7ffVRBViNs7LQxu/zv8ja29bqpbHndadPR8EOOABseA8OCrQ1M6CFkRctz+4tiTgZnjPFtCYX6AJxtupSwZoIvwMZ6JoNYNIqWllZpq2MA3ggb0XAIAx1JbO6AjSABHNjW6ro4zZNPfNyhYWMnn9Eo8bvDB6DFWcWgmpZNx34eU341p9POCbuuQRXTT76e1ONImZtHggsGXHfhemmL3OkgE866aEdtw4IM+gljHCdF+qAlmcOJQYMr4q64oM8oOIYkbhrhgm2IHR2dggtiaJvP4HWhrhY81uCx4qJjTDTiWcCpZ8EGzzaHY93tXivYPYnzwmg4cvd9ta4l+/AXwVoikjShkLB1+np75XXjFy7IWpJs78N6NufhIhrb9XyOIvG7l7+wnLwkUpLGVlOXWdZaN4IpPSABbdjNY0hNyvTyvd7P4FLvNU36ALgIWHrcmC+4nVg2uyvSDU4Gp43zUhAM1rkLzjAyZqph4rfoWhh3RmQCc7e1XEkA74CLkNT5dsfF/NIq2vtG5fwvnT+L1ohCZ0c7MpubVyzGaDa+4DHzunpnCcy53Vg0++TaM9lD1vR5exgbgdzG/g6i+i+ypjBZM2xO1zCsDsNfcMDTBZyoMH6DwT2ik1f7fr6bG7Rm9GH38hcrq6vY2MggFtvZX/Aa33N+ElYkIS3ducw6OloiiMeiZWbxlcTF9Oe+iPb0iEh0abOy7nIoEteLuOGxTvkMBkkPbmDr76FXePE0Pqst0NPms8lkCxmSU8aItGE3OEB02zMyJInfsVBqk/hwILy4/Trtcx2RCetOHOeM06Lr2ZT5yRuu70lnAyetS1Jg3QkX/A+TcfQX2Y0VpGImosl29hRU9iRLiyIXRQ3HC+e9uLO/k3HnJmLJNMxYWuIIJoYb4eO4cFFeR7RGyl7CSWti10u84rTignHq8NdzakiX5rBmdcnzzRiU++c+c1H2z7w79GFlTDYYChf4ueq4qOSa+B6ul/1AIB/lJRDlTc3pfNYMpt6e+K1dRyD+ggxw+otIS2f5eamOO/mZ5/29ant93OnHmpQYCIb+0VhYWFxzjiW+OP+Zr8HpfKRcq5ibxYCakSTlktOORaNHfh+sz73OlNwn3hMWZUlAWrM6a3x0cO0ou3M97sKWE8Gym8ZoeLbMxg4uNT+DDFsWgh3DwoA9gTZrQ4Yvzhl98t1RN4cezGMRXQjpksgNVrfzV39n4/iHSb8BT4N8G8Nz5/duM9dBvz0psiTUFHbbk5L4dW0Ns5RHKOQRUfixs6s5rGU2yzkM5RSlu7Fx3BlGZ0dHOb6IROOi8UraB3XDq3HBZN/yWkmIKE845IJAM3sSxlf1Oa4gngt46rzeMxhAgYQd7+J6+PG7UMisHjUny081Wf0czijPcl0Og29h19emSmIQ06IdXP7ufcQYovevDblvEm8ytjXqCB3VBSkAnaUZkbLiWdEnXSQBwWqT1w04E+itkrkK3i4D3fj8tiR2iDGA+ZUNrGTyiMb2zm95e9UO5FlAa40i7seeO0E3u7KOb3xrErc85aFNYeNBqYcm7OLFi1Lxn5qaEi24VCoFwy5gzD2PlLW57/VRdEPMTcT0OdEmWqUD3UvnR9ClJdO/q5EW93d/B4yOArfcsv0zr2SLuz/Jlo/IVsbGb/2eiVe+WqF/wFtczp69RwTQ77zzKzVSD3fc8WR5GNLpNmFD5/N5fPYzn8JAVxrFYgFPuP32PTdlx4mNMmPkkE3a4aWqecDPP0Js8K1hZXPGMVrtDWR1ay2m/UTmiDG5Z3vo+gbw9neE8JOvsjE06Hm6e86eFWx85c47/Za7FLQVa4CNAj77mU9joCu1Iza8ttLaxHmwqbkqcKE1umTTtCCL/0FuS6+1CMN2MWNRyqB2kWNr1KCeEvbLFfMZSmHLSMgGkhIP9V/HRE/cyaKoGUR4i+pGU7jwWjEb4uKzn0Yn2bDFAm6//Qm1uPCHBTIQD6q5x42LBaMPy+iq2fBYTgkDmEbSzKFEfUEYMo05ehxJ36t5Ldmnvwhat598xx0SdKfTaRQKRcHFpz7zOaS7BlAo42JvbcDDtl39BdvZ3SySVnNJXxqn1rNwEgw3yasExt1TGHQm0Wl6U+l3Mo9poo8EF9QVn3F7EUMOI+55TGMQJTMiQ5MqGwID551RbFppSdZQs7FeGoYBOSfDz6okSiULQ6EKi7keF696pcbggBbZqb1wEWvrRaFQEJ/x8c99Ht2dnSgUi1csxthrHQkKrtNODzaMNm/uKRMoZm1ozw3WlpHc+d7sthn2GTHU6HcsdmF4kgz1XTuH4S+YEHAlkejFu0zk9OpZpFSm4eCCiFm8LH9BXPB6fefe8+jp7sa377xTJEDqcdGWTktXjVvI4D8++0l0d3EdyQsukvHoVYGLiy6ZTaPeMKGqYcAJdxPxKhkM6mjvZkzIXMBoZWiNxxBCvzslHUIs1HIlSiGDabjSmr99Ew0sUpqjpDFozqLzI38EPToG3Pqw7RrNu+CiESw35fjGZNhOU28I/kl5LbIlFfISDiI1sRMu2BPm4Btnv4Xe7i585c67RWIsmkwLW/opT3gcZi7cjb62KIqFInRhHZ/67JfR0+X5i8c/9nFIxVpFP3W3osCx+QuuIaV1uRfCahR9ycol88oc/H+FvMRcB7Sq+79tT6sMkYPgfSOLb9QeR/ofPgA1OiL+wmQ7uarsb3ks5bf6+cXpUre0f0ftHE5Yl4QRJ4lip4gYsug3ZmtiNhYpZp1eYQ6WWZ4N/Bs7B6LIN9QXr8ZF/4CXhPvW2Uvo6urG1776beQyK5LoJy4qcWcabn4TyK/h05/5Ktq6+gQX1XEnI04m+sj8JU7YQu4NfTvcmHMnXMRUFkPqXrn3IbIK/b1Gv1pAh16VtXrB6cC60YaU2ignb8k0bHPXsK45F8WQ4V/t7hLmzEG5t3JebgRxs4CouVCOZ4OCLuc9LBld0KYhyXravNkH03UlNkk5a8Df/T1CY4Mwb32YDGtDDVbrOkHqQhXihl2Ds8YAbJM70lr9cMYUvc401lXVMNHdTBlColnQLhzKdfjSh+sZhXf+XhSvf3UBI4Oevz17793o6Okv5zDSyTiilt62jjCH8enPfBbdXV0Sdz7+9tvRFk3JtaOxu6R83byDkF7VvWQSDzvGYAFgRXeK1uyYuoiEWajb8zvlLs1l3Y5RdbGscU/8TLt9yJiMSzjUkMQwU55hSm60WFu4ZA+hw1hFu+VJcFTboDXracAH3RnSTOJCSYwxAtVEjCHFW+ViSM2hWy9Lp+8le0gkZcqvrWZ/szvG6sEavMK6F0v5mVtPhGbbcXr5BK+IuPOeRGP8vrvR3tWHO+/8djnG2C2/1dvVDkdijMeWySh8VlmQpL/goNbAuFfl2tysVMyDid8mTIZLzcxIJYQ3K5vNwbI30Wqy8ogDmTw0sDFqTSFhZzFr9HtaJME/el9cfr0EwO40Oqy13T+YD+x3vuP9Px+MvYzt8wzY2atQ3Vq336rYPo1f98MvLqI9QRAKcR033HATstlN3HLLbUJzZ7sE2yJIcR8aGpZ2CQpcx8IW+tsTorFGB9WSZBvH1YENine7vJ5Xox0TNqjdSf84aw7W/HsrMpIc3gtO/LofepGNZKLyPTfdcAM2s1ncdsstXnsMq/9EjmnUYIN/Ukg/ToaYdq4YNhr5DMdpNmGvZWHcl35ilfH6MvzioJs53S+t1f5BIemsYURNImJWieUfAS64AFFPz6VW2w6VWf67TEffwUaMKXTrRTgiZt+NcFjtgItcGRcsPdCP1vsMwUVHh7RV0Wckk9s1XCXJvhvL8Shx4beXOTpUq8mnwjivTyLkchK0IRp9cWfzeKaF34/Wkmb8RbCWDA6OQEdSiEQN9IdTeEr7gLTl7oSL47AdcUGWlrMs7Mr9WMwsoNeZxYw7UI4rmFDbsqNXDBd5M4lxsO0yDuVo9JlLSOqzkthlEjFoXePml5OOg2TNJYxgzLkgG4XAOOzjDO6TjUTEKu2Ki3SSwb/H6NgNF2PDA0hHNFQ0gnR4EP0dzyj7i2AdOW6S+17xBTsjLuhRbyPT+ANEq38vh2E5BSSddazJ8LTa9/MkN0KdHovOJyBUhuQcrr9oMzcQde+RxByNmIjss+NlP/6CGzsmX6698eHIZzcEF3YdLoaHhmrWEbK06nFxNfgLylDwzrTbC+g02J7rpQn2mxxnwqbbXsCsrt6TsJiUQAd2kYbikEg7i0E1VY5dIlZR7rH53W8B/J0kfpvHBRNJk3YvYqqALnNF1mcmH3rsWcy5DfZMINN4VphiHBoZ/J7JHnZLJoyc6A9PlHqF1cUhc41w4TELXTzkhuu3+QsmgqjbOTI8iFgkjHg0gmhkDF0d7WVctJL5RXmHyqU5Fr+xHRdZGEWvRZqyGPfp05IkHcAMkuZWmQ23YVQGr5aCa7r/L0fI3sKwmvQHRA2hyI5W/9/kDz9ZH3G30Ip1qO9820ttNfAXW24E024vBo1ZxIhhu4QeZwZptQHLZFHewxixdtoY93U3t7MSTxiXsOXOwXYtTCl22dYOYqLFVU7a64MkIRPT9bhIJCgrYckzdvP11yGby+IRtz4SdsmGMugvjKq4M4pYVCEZ9XBBGakt10SiHF8w/nVkwFhJesyOFhg7rSMclFZPoOSfUX9w1LAxg6K7WDNQjZY2N9BTmsacNYiozqPDXMM8yH73pP7GjVOi7Rp3NzFiTsm9YtL3vDMiBcT6c5UBanoUc7oI09nCwLfvEb+vb314TeJv2u4WOZDqBU2VClCuAzcUlXVE5PzMiLyEXQdpYx0ZN+HvR01ZuyiXpV0DOe3fj50Ywb5RmirkbGLUmIbrRmFgCOGwgRe9WCGeqLz34Tdeg9VsEbfccqusI0zORSgDVLOOxGCG40gw7mQLv5sXrfiytBifIxQlES+H4zN+j3MtcUsl9JUmkDC2MOv2IBtKI+9GkaCsTdUl4h/UcF82WdBRKDhLaFOZ8v1qdTLIwLvfLL5MlGz0W/MIGyVJDGetVsTcPNpRSfwGny1lOqNyL0T+qzCAzu9MwnSTaL3Fm9vQzFqiwmEZhrZgt0v8WfNFNcUpspSZj6pNjRJffc4kOqz1A+9JbvbXksc84qHI2Z58WKP8Fpngfe0t0EYItguEkknZmXL/x+IQgV3NBg9sP/mCBxO/TdjIyIgs5oZ/o6jHMRi5GwrtuBwLKgXUUGlxsyi4YWy6CSyZ3eJoqHXU6cwhaeSEiRazmmB5kVv+lrfsrY8W2Je+BPzN3wC//MtAm++QaYUC8OEPA49/PDDmaRkfprUkgZtvDIDK1mpXWqXi8W7RQar3vQMDQ/KgcsIuHWlbb3dNm4Lo5ZRKwtZJJBLy/2FfkEmmr+L4sFE8iL7ucdgxYYOi5wzSF3U3bF1ZsOi6molrarHhbcDCkQi6qY/EYy/rMQFb2hRsEAe89nxtT2+vBCPB5vRKYKMRLkKh450AL3VMMn+qdGvbsSJBXM19OAJchEbHcEKfx4TD6bDbN8dsPx5SUzU6RY3Y7UlsIe9vFupxIdgIJ9Aa9/TOfbW2clV8Gy44cXsXn8Hqaiji+Z4rhQvDtdHhLmDF6IJDtoIfiDBI79UziLhFCcaOxe6Xa8nO/iKwgcFB5LWB/Fbe9xd9Ta8lnNh8FGHTbriQghmHmuzDyNrtMleRdLMouoEPZtIkd8VwEfnlX8VwawSuqzwMF/KIfPjDiNThggE6h+WWXO+aK+WW29RrugLU7v40mSAuau/9TusIp2h3DpxCUTtwt8huAnp7erbhIl9ysFnQggtdzCEe8XzTcfqLJYNTr71rwI1A3ohXNifuVJ0shpZrzU3DbmwhMqMy/hCcylu1yAT0Y8bbVPizuKRdvhGODsFf8LonSmvH5i+oZymstUgYiXivnKfXml/BzdDAgLCaMjlP07Onp8fTNL2CsWcjXAyZ5zHK4q6Vq2mt3q/xvdv2JEa33Pdtdbya+AIomjFsOC0YNOfKGpXUrzwoLtx0BzIqBVvn0FWYEVyoxz8ePaNjaPWPL+MmsWj1SkKWzOQ2Yw29ahGzdheWJCFhwtJFSU4FUjK91rIM9VpxTbT5g9f2u44QF9XxRb2/YOJ4q+Qgl7dlQM9W0YYZjgn5gYk3aAtLThtGDrGM2wgXKuIna5Qh0lnsohrXcYTdghTZilZUfEervYz1UKcMZ9qXVV0XJtxWnTT6zTlE3TyKHL5HtrGzgR7lsT95tlEjD8PcHRdbOoqMkUIRS4ixE+tLX0L4b/4G4br4QvnrSCN/EZAgkmZeDnPVyaKAxLZ7OW/0lXVeW+xV9Ko5rDntUIgiknBw840kFZgixUCj329LpD05BH/9COQlgrhzdctGBEYZF0Vteaxe6neKv8gjnkjWxhfZzWOLL7hP5Skv2SlJwnWHtncC8RmOmtsLq3k3jFWj3ZPf4NqimYxyRFIqrrNYsbpRNEIoqTDyegEJnZfX5Qw/6d6AqcnnlLxtGFGcf+ufSs7Dsm0hgET8IbNZlRQMB8bv6/vS3yP8t3+Jube+Bxsyd8n7bHNrE10f/h1E73g0IiOnsah7pNAhki8KImHg2uxM6PW6FvxsJWWnetW8rJi8t+tuq7DM6duydgxpIy9FnXDCQOeNHmEkOCWuI4PxeBkLAZmE1j8wjC1tYWsrD63C6O5NC5OW2s68D3l2NxVtFAtb6EyYMu8oFA6jpMPYPKK4cydsWOGi5KHW4KDAJLoMx6z4//lSOyxliwQDO40CSZAJNQLXYWfImtc1GSQotUbUyaLLXC4X2/gvBmc1sWuk6nFkgWDK7pUcAuc+BEYmf2c4g6n/8R7ZG7ZgfNtzvC2/ULWWqHSbxMStOgds5eF++K8x//gfQO7kTY0T/1W/I8rbzfWm19X62DNYS7riSZlBk6pjrdfuVYG2nmHvmfCPZUtrlEo28oVNpOJhOHYWbl2MsZ8V/8HEbxPGjHz9UI/LHU5TbfwcVtk5PiJtZJB216W6ElUFCeKa/h5Wycm64BsI+N5eoM/TeQM1pKo/iK/lkBdWRDo6KGZW+1ncrHNy5unTRxJ8sxr2jx/9KJ75tKdJlcPSDu773jcxvbCCcCwhWkhra6vyOoLfdWz0daaxOD8jeicMvll9n5mbg6u10ONF/Np10dPVheWVFanQU0zdsiw8+uabcVzYuCrtmLFBJz2mL6DgeEkHOveUmTkQNmjf+e53sbC4KH+nHtLq2prc34IOw3ZcdHZ2YX5+Ttq0iQ22jc3PsTrr+tiwoF0b/d3tWDkGbBwIF2U9Qy843k3KqBlja/MJ93zVPXCQMuqkaY4IF2psDAkjj7SzhryOo91dRAK5MhZajcyeA3l2wwUZFbRvfe8uzC8uCy7qfQYHKNTjgqyMubkZ0eWr9hldXT3YWJmDtgtXFBdRbIkuYs5NIivVXf/33PiyRb9JRnID0kKN7fkZ9+O1ZCd/EeCCA3vaOnsxM7+MaBO4WFlZlg4UDmwhLm6++dH3i3XEiyu49T7EgtNl4MIImbJR2AsX/AivpbDSVtg03qu+nsM0/v6jH8f3Pe1Zwqbgs/Od734Di4sLu64jq/MTSMYiPi4YYyyg5AKlfBYwuREzPFwsL0HbeaQSUViWeWz+Yg1pOJrtwfSjWfSVpoTNpA0DGbcFaczUMBkLbggX3BHY1i5MPmV4haY646CwJbdLujN6sIAWc4d49H7qLyw/cf/d736njIvOlgjW11aq/IWLVGcfZucXpU17oKdTCpZzc7NXLPZshAvqf9c8X4e4J2FrN3W1z2Gs3GqdcDcwalxAyfFww1beedWHNaMD/ZpDSt3LxgUxPqY4B8ABch4utk7eiJWB29AXYkKwIPukJe3phfPnvD6BiMtj38SYOy7dhDG1VZYA8KSkCqJ/zrbZtJ490DrC+KKrsxNz8/M77km0ERYm9mB3GgvL6yg4GknBhYmbbno0Nsy2fW3YD4KLLj2Pbjsi2qlgspXJOhVC3k9i0ug7ZABS0B22j+CCergxncW62SHXn0m/DSfl6XT71olltKpNzNqdEseQmMGZDbvhgqzSkHMOSWwC07OH4i8kESfF9UXEheFbd/0cB63WprzONrxkJYd1/fPH/hFPf9rTEfZrqF/73vcwt7BU1nJdXl2XuKI+7kzGwhjqaRdcTM4tociC81UWX1D3f78SAixepN01zOu46PDP2kWMqgvyXLGYtqo7y8/jJXcEw+6E+Kdh9xIm3WHY/lC3bZhiK7/rIEb5iK/8C0K9nbAGkhAJ5WgMw2oKWWfFG+zn2kjOjyPiLgGdUZyIzGDWDksil+vV4Na9iHz188A1o2UiSt6JIqIKZV3zQTWPpJPFFMhO9xLKJMe0GRtl1mrKz8kwuR/n+oeQl8x1iviHJvepTDgXHYWOzu6G+1QO+9oqFD1cOI74i9WVZZRsB1a8DeYR4WJHbFA724gi4qxhAAvC3i7Pg4EnVVp0TZHkYuGIA9XZMbRhtWNNp9EBrzOdXaemMy73i3s+omza7kFCZeUzTqjzImF3nzMm15QxBrtAV6wuxN08En5RTg7JddCmV7CKFtz96U+gd9QCeq+TpLyKhDBkzlRkjBqsJeL3TZYW2D2wDn3nJ1A8fYOX+PUxyKIAO+y2VGJ/87fqjLHnRz76L3jW074PMV9zl9iYWViBFWtpaq9KAt3c3BycuhiD8iCrK0twfJ9hWiE87KZbMef2YLTJ5/jBxO9VZsRZi7mFlgaL0q5GD/WRj3itdr/wC8DyMpBKAb/xG0A6DbzhDdtf/y//4rXYsOpaD3BOUv3d392+yB6ScUPV1dXlTbT0z7u/txvtbSlkcnmEw1EkQmm0tqbkwchnM7AsA+mWUygWK1MyGXhRl2Z9fV0eIlZO+YBQY4kPC/9O8ez/0nYFsMG3tAorKHdZ2AjiAYrit7W1STtKxL+nqdZWGXjF1hrqa7FNpRobTO7UY4PyIGOpdhQLuasLGzLsbAMprEubT8LcEobAipNGt7kMs6rlpVmTe2Dtcg+OEBdkSC2W2hBFDidwn2xIywygA1oNLmQQBqvmA0i1dQouKIjP+0mfwfon2xzpC+pxwQW2kc/oTCdlyvkVw4UEHn4I7rdU+yeOTTMlk2OHTGrYbW/pCRiA1W2S87rL14yrtTiy6DGXd65eX+Vryfa22dq1pN5fsK1OhxLiL8j8ImuXbKN4sg2FUmlPXDzQ1pL9FJRq2H24OnHhuAoLTrswMrghDYyb7Z7ODoQM8nm8YUF9vT1ob0vXrCP0F3kdwSaxYproSJ6CU8oLLjK5Ilo6+9He3oGNdS/pEwpHqnCxhUgohMQBu6MPYgUjhnPukGhD0krUYqVzVQYyVjvOugkknU2EdAF95gLYxCxahju1s+6msWpYyBopef2m24pee6ZmmF75s64wLvajJlPtL5hYDKOA4Z529KQTyG1lJfa0QmG0tyZknWF7JswIEi2cG1CCGYmJD2ntIC7aRcsRdh7RsPWA9Be8nmRMFpSFortR1qGMGTmkZOhOVuKwKbtPEohaO2Ud2cvFRaUIVMFFyIoiqXMSX3jSDVVavdSSNGMoEfNuAt24CxGjkrCoNnYcsX2Ybfi+wim6OndeR6rjTuKiOr4oFEswwgmU8pmaPcmWDfk9JclG0r01uAhYckdtOZ3ApmppzKytqpjZVhMa5tTDdVbAsrT3LhdtxrqQDFacDcyoAUkY2dQCl9e76LDnkRa2nIukykrSTf+9hwu1Cy54XyV+Zb/zPvzFbrIavcYC0u6q7E2oFU1Wcae1hg0ngRV0CG5XHY9NzE8j51f8RWcnLIMJEwcFhNHRO4xkW0857jRC0W1xZzoZgy7lyvEFBwu3dvRcVfGFqmL0VoecexmJb2RvsuBCuZU1swM9ekEKYmQPi+ap/2F5MyFdAC1qC21mBitOFuuoSvxqF232EmIqj/Dffxjh73wN+Z//JYSWZ5Fqd6B+8/dRau3AzE//hkidtWFVPkdRT/Bf/7GMC1MpSVJSXoDHESUh2cfFTnkV/j7tz1tac1Jy3O2Gx1YN/p0dSux6KCgyX4GEv+7utU8N4s6W1rRIF1EapNF+ZKd9ajrVJvGFDrcI81ekdBwmno/emGTtsadlVkz94PgggRpSBtrdFaSddbSqDcRCRWy6ywhVdadxrxLII+ScMC65wxKLsJu9y55Fr7kk+tKG42Dd6pQYg0n7bQNDq9YS9cZ3Y3FuEvmubnS//X/CSvej+DNvrJU6aCLGUL/7u+iwYtiy57FqdsHSJfTrKbRbTPJbmLL7sSbDcPfvp4PY0/R9Lg+nq2cA0XQfcltbe+9Vw2G4W2vo7mjb5jPChkZXOonsVkEwFg5ZEgt6UjXN2YOJ3weSDQ6ybO0JjDzrWd7v+GejibEE5A/9kPcnHwoGt5mMV3n19SYROQJdGba4bJJ1qHDbzTdDF4siek/r5AK+k3VSg8oz0WATZ6vL7Ql97bvLbtg8t//Kdj/CBqvsN9z0SGQKinQlWYzTLWmYrcEIiopxve1sD3uakNREbYCN9navlTuwiN4SzbirAhuS7HPQ7cyh159uHKxRbK1hG9CR6kgeES64F6OOE9k40XppiUPwGdmCixxMtLZ27fg2FnoDawYXIbapqcoQnGPFBYfuOVvow6zgvR+zWHdyKOoQ1k1uP1xZ3Os1kYOJsit2q0xkpm4fbUWnsWJ2NxxksqFTaNfropN6f/MXMtHdjcuGPbbHWkKWxRZiop3W4dM3eB1THY74GCbFydLZCxf1lsnsT3bharItJ4Ql7WnkdagVYejs9GzyWm+6MazqNukW6DaWEL4KccGPoUpiua2wChePeshNQDELytzyyelqEGNwU5ZBEu2d3lAxsj60Q79roZV6aoa5Ny60i8yGx0Q6clMKWSu147+RTbXGjbV2kXa3D00JWq+ZvKG+LVmH24Ye8TX2hiSZhblHlqBhYcYYwqadxLA5hUhVkv1K+gvev0WnXc4ljlx5yMk2XDfwF9xk0XpTbEFmorddEhf8TLJBuX4ZHR3eYCJq7Dla5B607hBdcFpfextCoP6rfkDHnpRY6zWWG/4b16lls0uSmdSlv2QPCkaOwl9wDGRKZ/2J7RZm0L09UbCLMUm9ZKel+4nM+IVCJ0hmUzBx3c2Pgl3YEmzsuSepCjCyJQNFM4G4m0HYJPYUetvaJbHIIZRXch3ZNFsRtSr7p7K5DtLOsiTJ2EUQDALd0aTd28aQMS2xQ/VLWejnMzOgJ7HodiHrf5/lltBvzksCiNF7HjFsuCmY/bchVEyjzYojfIj+gsex7LRJsUveCo0OtSydL/IyVSrr2vKYOGeHtoAe0SCtqmYh4uSRyGTEB9z6ED++KBRR0CG0tnQArZWEENeMiGg6a6CdjdycQOLAcSpxpzJM6Sxpb+vZNZl03PGFNyDUxKLTAZuyLE0aBQ9k8JVo4Jq46I4i4WyKDMKgnijr9DPmoua47XqD3cgQrjVv4CKLs87gaeTI2o2eQfRZw2g1zkI961lQ4bjEvhw054g8S6YxLjYyKHWd8X1xc+uIJL9VCb3G0o7/zvu5brRLEWWseLG8jtx6081UDUCm4MUe0ZZeRFsAppDLcadvVduRpvYjXL+9oWHe+WU2bGFTH4dFdB59VsYrqu1gHPLZbazW/I7J9Z2Me1uq5wZ4mbcGkXWSGDamZOhkRqfhmiHZ6TSsQPhrSU94DS/84eehhUVHu4RW+gxzrdZ3NekzLO1ixJiW5DUHCEd9P0G/MGjOIKNTcNQ+qvp+jMF7dtNNt8EuFKCLBTmdeGsPolXPF30pmdRFxfkzVXrXtg3TUEi4bXCMCApGvIINf75CTHsdLMQDselk1iVh3qw9mPh9oBjRettt3k/1A8C/NzI+EMFgCqLy//0/4DOfAf73/wbica8Ce8gZJ9F24oMwvb9BNfV2kJqoJ4n9X9TuZ9hYc1pwwThZF4QpDGLKazUt/xZYtVswozgZPtw0OjqdZbSaXnvfFcUGk33uFgb1FNKWJ4hfbSHDRYfRYONeZwx21+wW0cFspMd1JXAhOkVWY6bNYfiMjJPCFAP1pu/c3rgwXaDPXRZ9KgaOx42L6lCHTJdW5Lx766x6UikW2VW172HAPuX0Y9Xk5F0b7c6SbHaWlTeVdptJArT+2+5f/mJG98FWIVyXvxdql7Vk3WnDpMmCYHPfbbgltOp1uTTUFqxuVa2140VGs5N6m/ssMsDi2LRSnH2JIVT8YCOb0z2SGEzZKxUMXCFceM9Ci8w8CLP1O/gapdERqvjJZmIMXlGyvLJsJtRRrIuedvVmfH9D8Dh8t8+hNuzVb0xScABT3ChI8mzBzmBOhgt7Cd7gNSPGpCRrJp3BqkFZSto5N5x1dAWbvivsL+gDZ4wBmYshhS17qbbtc4d1ZNOJYQMtMmSpw1yt6aTgZ+bsJJIWh6xWnr8mOJFXzFssO2nE7Q50GGvlVuZGxku+7iQk4ceYYb+uWfQo3TDWtMdW4vftZM5tj8Lyw58Om0NLOTSLg5VueZQkDQ4jvuCwp02JA9imX0SLJiPZ89+i2drg3PIcGmaOYMEtCPMsX0wgNJFHUm9It1WrudSwq2Y3KzltmDbaEXOKImnAk2UBYUVFysmxq3FXwlih4aDGBhYQFMKW7XejeczYNrUmSZ1ZY1DOO+R6SXPTLaLPnUbI8rGoOfPZwrLRBf2o5wKP4vzlS5ViwiH4CzL1po1BOMr3ZV7FBvG6dU6SfQZ7xkqYtzuR5RyK4EHwqa+xzQySWzOiCx0Yi8mrdg+WpYOiOvHroMvZFAbjbkOWQpoDsNK1w9yvEC7oL6J2tzwvTPzLgNCDxmnUhrXIp22R5/B64y50qjWPlOC0YtltRwYt2Ky7bsF7+Qzn3QJabn0scOtjkJYjWpehecQFE1VDeg4tMthY74yL//gM8Cu/DyRCQPvlXUd+ZM6NYF23SmKaAGYRZz7XhciEJ0HARP66mSwPLSR5wxsuF93juw+QxdDWZXdNNmud4D5il6LXAQuHA5oJ3pR0EtF438kA72xQUJR5LUEnox9jqNtuQ0IIK/wxDuwzdCqNdScpZBn6gWCvKjrgdlKIYSJVtI8YXFjdmxG0bM1JzFC0W5GwvLh01u7BihXxuzw4BDWHXsxiBSmscdhkzTMRknXpjF5CRrdgtqZQopGwcxhWswiZRWzYaRRVGBGXDPvmwfFg4veBYETrffcBiQTQ31/7+8D2cujPfCbwiEcAn/40MDQEPO5xe38n9VPyea/FJtZcSOxtHR60Y7P7ETboWxmUz2sOQ6AjrBxXwUjignsSnfaiiP7TthD1gkhZdJtEldZYRzuSdhbtpqfjdCWtV88izbalyzwODp3gdalv+X8g4MKTPuAwACWJH24e2JYnwl+NjpFDidy8pyPnG4dKlDcDOxgru1PGCDZttqV5gcC6ywr28bD42KJ6Xp+UqeS9FjcQZJdx0r3HGGt06BtuC1atLvlHR4ewiCrWQAO2L6vMPc4sQpZ9/8WFn4CiGXUfQ4xknLgUiMBAqAFGmNSKO5maybj8/y4sljUyJx0bi8rXHLxCxonY7c6CaKMdlpHtdMq4iEW7DS3G3nqg3bwm9gY6zVUY5+69sriIxmWYE1tCZTd/GTEGg/RZPVAZPHk595lsLldLu/OxFQztrKdJ2EQbYkJtycAimaYeJM78UxZdPWsZJSeEBVTdV2HMaiRUAaf0edm4yKAsn1lZZjZfBf7CisbRZc8jpxJVL1G74oIfMaf7PJYfOHiGm7/Kc2bSVyoOg0qjRWVlc3ilY4W9jFqHhjmCFaddEvvU2K/OZeXcKLI6jpyOymsT7ibOcEDOPoyfs+KkMM2Wfl+nUzneMF/egy0VQ6vekL/TXzjxFuR7eoXpSaP8iPRtNROoNIGLtFpH3onJtpzDw5LuOpAvSOJ3K5JuuM5xs9/pzssx5ZWXoOnSS9JxFdhOR0bWIrsgKBVQzfBOqSxW7Yww8bewndF4VZqvx1v5++5s3xZ3Hf0WNTgpr2MIq1a0O7EhEjudzoI/fMtLaHbpBXRZlYFhjGcGrTkk7/kmphNnUBg6Vbk2h+gvarouZOgvp2AWa+ILfh2Zu5POADasNimah+wtwbQU8dxp79jrejiU+BWFFieDLRUXDfTgOxaMfqTdTA3rseQayLpx0TMV5igHJ5qrKDpRLFzh+MLzF4OSoN8xseW6wmJnu38j47tyRtIrupX1EVBOwk86fru8/0sO+AokiqqNbfa9459HrMXiFLTy7+W4ytJU1H324vJGl81+xrOw+dAnoO1z/wg1NAjVxDqiSyWsbQJOuAVutLJ+RFVetI8dbWIZHShS79X/4jWzEanC82kGdd4xh1W3XXB1EJmA+mOkvAPliFqQQUKxgHEaR22UctitcJh1o1I02q1jrN6oCTzndkFb21nLjTqlFtElrHt5dg49xni84DNgIFeOg8cZQsQswSzlYebXoKwIusLr5bVEBr06CRmaW1PA1Ox8oe/LSVG12/IKouxOJD6SjhdfhHWeJRDRw5f4s8Gxc42ccfokAZ/SK8Ie5x6Wz8OYMSUDkEuuKaQ3FpBMlBA1L+1O6KmyBxO/DwSjkDW1bEiFf/ObK79fWwM+9jGvhYYtS0GwVQ80/r27G+jq8h6sZobM8Dvf/nbg4kXgTW8CTnERf9CuOrufYWNW91Sxi2qPwzXqN6cH2LAzwWZEcEmPYdNeRIux6U1VxTGZBAe2tENxE9RaP2ztAMYNao/lMfKa/qz7ES4kSHdDmNQDlbbkXU9WY0hPlINE2qzThVlzaPcvkvM0saY6sQYvuFtiWyCO1iLulgTEeSMmLVBZJOHoFZhVw2h2srjKyRTiLbOlhrHC5GbUJTu+cvSsIvdiHq0NmMP3N1ywPYpMnR4/QR6w0CbdAWklTNobcHcIumPuJk6b4xK41ltAEmr0b8dtHHQxuh8GfxPG8+Mmjsk+BqRMBu3E+uPvmAhvRRbKsa84LoxTp9AbWq5rUbU82Y99bEDK7290nAcxkVeI4KI+gU0ng5EjTvTQX5xR53DBGW0s+SAbIo1WewUx0xtkM2pO4G5KpKiwtHeXlClMrGCK9hraaj9CGZi3u8pFBw7Eoe4ffx9zNkWr82rxF+apUzIQcy8Lkj05HZMCc5nlx9xC3XEtu2lMmaPy/y3OKk7jAu4XRuad2YIpZ0CSutXdURN6CDmuE77RP/oN0U0bn7UpNQjb8Fqoo86mJMaDpF75MHx/YQ0OYujNvZVvEVx89NBwQdb6CVzycWFD+bhoedOb0HLyVM3HVvsLauUzprjoDokmLfmFYacok+qZ8KleNykNQT/JjT7lPjLU0Da2ahK/TCbzGbtHX7sLk/MKmh938rzKzH5/sWPiLwJvKBfbioPfWy4ZsZ4kGtnTbXpVCu+8lQmVwwljovzxfAuTwhRNIFuea3PaH5BVbcRF+p2/jNjACcy/6bfRam4cqr9gwqXTXsAii1Rsi5cstQP922+H8v2FPnlK9H05rIuFCp5Qjzsrw97O6dPo10z6rjRcGsj+HVEz8v/zTgemMRJcYKScVWkVrzZiLevGpC3d9DElbHW1hnWnFQVh+13ZwkCvnhON1il7ABlKdNQwmV2k9DqiRtWgVercsuvGL3TOON2YMwcrA7icZViWi5wTEemImJtFXsUFeyfUhZrBo2Wjv3jHb0AF60hwTVY9XLjf/2xkkn1SsKWOeGBxteXLjig4Xb3IpK9Dy2AahuUl43kMxASLstsus+PAffvb8fvfvg+Pf+v70XLtDeV/InHkOn0vIkYRETvvJX7Lie0d7pdSwpqedoeRcNg51rjjoKH5z5ujLI8VWvUdCZ3BoDkn6/jmPjsRLse8mJrMZCX3jPE1yVaUr1lQPUKW6Lbn5RrRmEQV31lVy2FssaUj4i85xK2kwhJ/Ew88z4iTlZkjM04P3LqEMPfpW04UKXv9wDGGdw4RGJ39CHd1QVX5jLixJdio30t3h1Y9PP7223Dqwhzw8z+P6OmhqvNS2HATCKsirKqCCOfwcOBoYMHr+R2Bz5D3Q+Ee59SOSd/gzeysYlFzAFNCDmOyOaMTkoD2Oij8cyX2DQsbbtXeeA97MPH7QDACmdolCwveBN3AMVI0nwLXrHR85zvQ//EfwH//7zIds4w36fta9yajsqIyOQnccMPeixG/48QJ4MYbvUB8c7NCrX/QdrVAl5OtBgy2uLmicziS9f9+ho1Az6ihHdYFYoVeWVhSvaCbZkCcc3JHvmEPrFfPoMdcaurbeAuonyeaYbtgZN+X5irERaA1RhZrUAFmgoFBx7Tuwwbb9ps6UYUVtMN2/GEffNa2sXB2e3sNxwNHbRwyM0qtQbtdjlWG+TUZ4MWMIk64F70NJyxhiUrrMpbRJpsqve1Mdr2EVyEuGhmDxllrEJZjCxt1NWChcagMWweVr2nY4Lu5JagZTrWNzRDbH16OyObdTpyiGvEuOmsHNZ77gtOJRdWFa/W9onG3Xd83LkPP5BmkbuVVgAtVhwsm+qnjfC3O1gTh9UaWBjcuwtz0McAhPwsqKsWWy15bhPVlStHyqEsG3DzNu0kpFNWzXwJGFSVLmLwIcC5/coComxHt1Vm7C4tWX7lFNTiHyv8bWLZ6sAx231SbRlxvQrZrdhwWSkj19sG4inDBj2XChZvOei3SGbdPZHHKrQK+ljE3gdVGzKecFdEC5zCh+5Ux+WskhJnLgYdE+7KT8vBSTvaV0KGbi0HqLUhMMG4aU5ek6BJYZf0Gkj2jiCzMQrkuVBkXSwfChXP9TaINyyQstXmDWKgGKlW4UMRFdvs6QnkPDufiMUsBgIlOdo8ZcUzoEfEFo844OvwWXZrtskjiSUdwbsFgaKHRJRddyDZ7GcvUHFaGSAexpVlimauALk5ZMfqBnBGSY4u7WUnWtOkVSdDR1y+SAe37BDI9h43p8rAm+s9pt1/Ox9DzCFF2rZZc632PcjCodijEmKasI5HFKQyb0wA7CHi/D8lfGH4BIuFkMY1B6YrYUClsjtyA5I03CS7czRxWIz2SmB7GBFbttBAwyKJrdxaRNHYpjFedZ3VxOOmsY8ya2FYw5nyLfqPCJC//XhWQdDa8xO8VNkoZUF+X+ugcrqXNSmKVHR6zxnbCRMpZxknzklyLlNrAirMl19rUJaSUp7GeMPM4g/OCl/POsLDweX8aXts94s7Swx6JzMICop/7N6z+7K+gEEuhYMYlyTxmTkgSMFwoYDC+BkxdEn/B+GZO9SHtrGLUmtr+nfyOsZN4/nVPQ87VUNkNWLGwdArGdA6m5SJjJyUb2OJ4shVkeVdLIjXqqIvqLeSNqvZ9+ltdQswnYnBNIUu6nOBlct1exqAxizm3G8tm1ZqrFFasHkSdAvqsxhrER2FeZ0crptWgnDf92prRIcnYwBhtzRjD5Tew0Ey/wHhMfiX7sDYUVAzX6nsQNwtlPKw6LdjUCemyYBcXpdtamCwPThtaOvBSIsFgwu3tAxYW69aSJnwG8b1iI1zcRDjllteShR2wEbCZORw7NnI9EjfeBOgcVNVaIj4m5BW4qBW/na2spRjK7rpGtQLJ/9Ql9xuaUvJMTbgjSOh7pPBou5ZItNDYceGYQQpXSVG32djzwcRvE+Y4DDIUXNetmfh6VdlrXuMtiDw+TtFlNYT6J7/3e8Cv/iowMwP3oY/Af35jDZ29IVw3ZlVwxwX0C18Abr4Z+LVfA97zHmB42HPAQn9qAFL+7gd/0Nuk/9EfAS9+8X/JxO9+seEl8ixMOX1ey4hSMiX3lHnxvzQ2+FHUXMwpv6XmMM1nQJEpxSP1NkCV4+bQGrIE9THhgoy7/Wg1cXFhoNhetRl5oOEiGCQ1qYcq7ddSeS8IgyNr7EN/zG/HCli71b+/0tYIF8LCVK7IOwR/b5a9xuo7K9quacJ0SujHtLShNvs52z7TDSP86tfAKF4duNjRfKbemk5LAopTeWuCqQPeawZxi04b8qEj8EP7xEUC3ChEju47WU5S5CFtv1bE1jhOij4lk4nX4j6YV5G/qJyD6SVu96AubjhJXFAnZAPTb85JoZUMNe0ozJuV1tLLsiPwL41wwfVqzWiXTpW8a0jy1tOYnEevuVDWJ60+HBYOmegmc5fszIHQArRtSvJ3X9VE5l4MDk/yN0GujcgrX4+4nbmqcDHh9GPTaEW/O+1rtnu/56a7+vOi9iZOmRckkVhtTAwOuNPe5q3Bxo0xHN+zUwHpSsedbL2eMMaQsZe8jbZZO52cHTFMCjdixFLbsH6Se2D8t1Z7DXkdk44SUdOBKjNkyUqaNIakOyv02rcjvLWBTh1F+3c+D2Nt9cC4KLzr/ZgfPONBwimhLUzGeS2zi35g80WvkEE+4fe/B9YLnwcrkaxZEgI5D/l/cwNh9xzm7B50qmU5twWnSzptmJjgwD5utsMGB5rN46xzQjbenDWR8iWBqtdh6sUOWTOSdFzXKfQZ88Kar5FTuFK4EDZihe1NKYNuc0XOc9oYqh1A58+eYHcAmW0tyMlzwCIzZYKqPnJH2/WZeM1roMrryLcP3V/w/NkevllaxaIZRSGUxPkfejOuzX4NkT9+D4wXvxhDA3FcsgewqVpwjXm27DO7jWUpDJiuI4zWavYii0lEeSOSTkFFpThAZinZ0Py83RpKttyw+NHdBj4fFy42rTQ20WD4n2/08Vxzqk8mp5ISr5PJSUmZ0/ocZpxeGei26qZFaqusjU42azM60rvEF+Ff/VUM+Lj43re/CaP7JOInT3v+nMWZiWmUvvBV2Dc9HLH/8z8x8a5/wurokOgNJ2TA6fYAwVEm5l70ehRzcfz1r78OL3j1WzE4mEarN+kR625SXOYwpgT/NCZDL+Lk9mBDUy4oiyE1KedOP3qve8aTY2Is52ygQ1H2xNP+nnVMFCwv6c+E55g1KWsJh4ytu2mvo6LqegfneRTWCBtk4K4bJ3xNWkgxqx4D1cZCEocbjquTIn8ScbjX1sibcek0lDUi8MMcoWpuoB1eRwCfs5YdOmq8OqXCxiveALvAmTcVbOjbboPzu78P49d+GcbMdEOfIVJWc98Sn6Gq1pL1wTOSoE/WYaPox712KALrh/5H2WfoF70Y+Vib6BTzM9ktwiHTU/5aV28sBJ32O26CjtXqRHDTJmzeEJbsdiSwiQXVJeucV7CscjD7/OAHE797GKcufutb34JlWVhcXER/fz+SySRsaoxdLcabzmoZjQvg3/+9Vzm79VagpQU4cwZ47nOhH3cHPvUnX8QjtYHrhjuAXM6rtI2NeYsnJ2C+613AgL8RGh8HPvlJ4Md+zKuwNvpeTlR82csObWr7UZm3cNfqxh43NryhGklMYRAFq9I6wmrXflvuHmjYYCvdeXXSW1wO06p0TbutZXHaF5xhrMtGqNppHj0uSiWPObGJJNrc9V0ZvNXWH/IYA4e6wbzKcEF2FoONrVBtgpcV5jnVX8tMa/b8rjLby1/4ZCwUXKtm01F5v7f5yOuwsHNYsS6yiOHHhI4ZxiV3TBic3Kw2f1yephTbMxeMHqQ6uzHA5JguQV2l/iJ4j+iWBu8/BKN/GA7N8mKKBt6VxEVSs920rybZ1AgXOzFc2VpHHOz0eiaWC84aLHP7poyBukhlMPBk+yEXqKvIXwTGYU6WLsKwKmW76hZDJrCYxOMmj2vLstED1zEwZk7KRze1Ib1CthMuEvk5XKO8LiHGEwu6C91qAWlrZ9kg/nrImvU0Gd2oJP09fdOaL5TW3mCzty0rKPIRqxg0ZsrtnZJH7WcnRvux4oL4LIWTsF72chiR7a31bNveUO2YVKOwnPEa/d5qI9ORA3yCYllgK05aJA26bGps1w4ppe+dRR/SelWu6XHbXvFFpavJxIryk45VGSy21zI5VY8VPjP3uSeQ1JsYtmbKfoR4kU4sYXMWJUlBNNA/TJT60IVltFieXIwUp51Lkhwp9Q6jpDVyrg3rb9+K9NL4gXERG+7EGWNc9KTVpz4JVYWLQOZnyu0XKSgVL8F82a8jZWQwjLUa2YZ6hiqTVieNS5UNu3FJ4sM1o9Mrptjz6DMXhOVFP1gwErggOvxzggsmfWfQL/r8ZFH3OjOib9wBj73GNvl1mc7egCXoP2/Hhgs/wOAAKjLS6DsuGWNebFVXDDltnJNk04zuxYwewDX6PmGvXt7xefqZ4Z5en+joQv/9R1CaX4H7iNsRTbZA7YILbZpwRk9BDY3AiIahdvEXi047FkNcO/1WaGXBjcRkHVGRiCAiprYkCRewUKnHO+30omDEhEnK4li1TbgDIjVwyvLwwvdT6oSfXVIRTBgnJEk6YE+gK7TzwENa0szjtDsug3mZNK42JqRCegYKntTMseBiB2ORJW0vYSXszV2hHEEwDHDO6caYmhSd0whKsi4weWmGtmOa7fy2Y8BsFGv47fh21xiibJ/34069sID8I26HHe8BTj0M5rN/AOEnPAYf/+Ovou+m03jsmMZWJo9FFcLS6NNQHP5+6EgU4Xc9Cvnh08LQH7nvk0h/5iM1/iKwTTuGVdWOSNTBS974NpixhAxqWzKqpGm0i057DsPGnO8veM9zyNdJdFDigvNaZPi44nguG63OGrxRkyQbxTGNuBSqGadXX3cRVOHsAqMgBYtR5yLG9WnvufS7M7ieHYXthI11HUfc1/MPOzmM4QIuOqPlZHW9Mfm5aHjPIqVjhjCBpLmFZZsj+lLbYsxGnQK7WctAqzx70HZNjLES60fi9M1Qz34xio97Mv7pT76ARzoJDA92Ip5fhmEaUGNj0EPDKIQSCG9bSz6F0o+8BKFkVI6DBfKou4VNIyIJ7LVQN7pe9nLY4QTu06eQsLMUu8Ci0YMWrCNpr2Mj7BH4goIN7xuZ4SQb8H4WXQvTdo90IkTMg8yBUJizBtBir6EXc5IIn3SGYFsHGTXr2YOJ3yYsHA6jUCggEokgFAohmUig2IwW2ZUwAvBnf9arln3xi15l9Cd/Uv7JhMKbX/ZY70ErZIFf/3Xg2mu9xTKoAjLgCoxU+r/9W+CpT/VaqOq/h0ax/PTO1cKdkgwMAKirFrRPHTVzghW4WbcXVWd3bNjwBstSM68TC2ZfpbXUD/xadOZ4RAauQmwEshdrbitca+eK4oFPWbsYdc+XN8X8Pg6jyOg0yGsp//IQA/BGuEgkkjCp/6XIvulEwYlIdbh6AEvD41f/NXBBxusJaxLTdhHrBhMJXiGW0gU9ah5TGJKpwfd328tfsL3+vB5Fl14U/dpqv+i1zI1g00zBrBtKQJzzd9SNJqtgv7ZSasWc5SXYV4weFOwIzlgXoK4yf3EsLEvNUQnWFcdFwfQSrjzF3XDRyLaciOhaj4ZmdpxQT8ZfGydnN/g3tn6S0VfSEXkGVVVi9WrwF8E/kyXfqGg65fRKyyQ3qV32nMigePNClQwgIluDSV+2y13N1ggXPWEOU4rI+VP7LQUvfmhmHVm1W3CxzOSpYowIY2kTA5jGpk5i2fA3M8H7uQF2F0QbekfsHRMuGD+SXTdj9qM3OY9uX9++HhdRJ49Z3QfL2Dm5T2bVefdUeaBmcG4cIEqt1jljkFut+hOV/2acFhTcpYMxeY4qvqi3ugOjPvNJ43xZn7P2pRphzTGxlQQfB2VO6GG4fhKAG92x0JQwqBVcjIana4dfKSZPc8J+k8FXcrVcqJ/5GSAzdWBclEvzK9txwXWROqM5MylJXm2FYSTi6GGyZo8+rm33jcVV3/fzvStGByy7iJ7QirRqM4FDNvWcFeCCbGdXik88wAXdg5BdRLvlDezlYNaQcw6TzmCtDr88U44MmVNlndijxwUTVP16CnEzjxyH4jWQueH+hEmLedWLvJWQZ38vxmFQbGMc1+hZYNKGw50mS32ixx23eL0MLL3urZjPRHH3Jz6Pxzzyoej9idfLZzTChb7mOoz/8FtFkkHas3fxF5a2YbhOLZGE60jEW0f4sWQ8a6zI//P4bG1JwVvuqqmlcMjKB4unLCDy2eB1YLJfu0q08dkJw0QM/dESOtGr5tAW2nlYc1C8536U7GAyqPndBR0uI5XP4YVDlndq2l/UmWuGsGL2lVmdI+4FtFh+RxmLfnzepMhsYtruRtrIbCtA8v+7zFV0YtWbK+BE5B4GWCEh65IzIDq6bfYSBkPzso7klrP46L99HScf+/3A694hzNFudw4ve8kLsBrqhs5v4L1veTkeet0tePhP/GrZX+THrvMP3kZ0dRZqh3Wk1crhOpylEwJnRZPXSgyfd8Y87XytZWChHI9vlA46bYxjyu5FxqAecuXz5nU3km6unNxjZ1GHrl2b2NU6q4Y8iRPfKFkx7pzANfqsFHPpgas15zngN2IWpUBJ7B227YUNFv2kq3C3juaq4+W6OVvqFWxzQCLv+0GXR2KL7HhKepEgN4AZhH/6F6DXVvHNf/t33PLoR0H/xKtxzjkhSekXvcK79+cKGZz+P29B/LphSfqzI2O61IPRkbDEw7zP1soy9N/+Hebv+BH0n1HyjFPj/aR1ERfsYdHYnYqcQM5qRQxbEiusiSa4Z2tGHTFEu2gvzcuwbRb6LugTEnu2G+votRbFd1CqiM8Mda9thMTX7ik15hPTSHLJlJn5lxdwPJj43cNIgb+BOkJVlsvlKjojx2lkVASTSVdWPIH7+uMgSFIp78+lJe89PqjUygrCfB+nGjLJ9uxnA/Eq0fJ64+tuv72y6brzTk9T7ZGPPNDhVw9pot6Pt/HQSNgZDBgz+5qKzYd0pyCjPuHKh5wDGUr7YMEdFjYqjmtQWmrqD7jfnRRNz8veONyPsbFst2LeDy4O2xiUVw8vCoKQkFMSDbAS21LcPLoPMQDfCRcGd0u+FiM3EJecIZzChZoqYBAYyuRrv0U3aBt7IONCquS+CL6t/UCLEggWrwRZKsUjqnkfnzXjL5hwtM0oZjGITTuJIWO6PAyDgR9xw6mwpzAu/m/RbseqakMfZtFqZGGYDC/0vnDBe9zRxeEvFz2dXCMqTGv5lKvQX+zLfKaiIYUd77pwA99oH8uXcp2Y0IPHOnRlJ1xk3GRDXBTsMEat6V0/k3pqY+b0rljwWuEa44IbgGuWvwC3qxuUEatJoFwF/mKncwhiDCZ36ef4NMwrb/BMYGTJn9NnvNc3khK4SmwnXMzrXvS5YYR8XWbe43qpguoiO9eTYB1hArxRssdy8hhVl2RYVgpZ9Gh2mVQlqRhvlbJQuPLryILdgRlzSJLXJV/Hffu1Y1J8E604J9cnwAXbuOtfyOQQE7xZOylxKK8TN4rlD2rQ1ktfwvb4CbsfJ9VEpa35GGzX+KKR+QQD3sOkZtGgcRcAr9NJ65I868G/kwl9rT5bvgZGKIhM/GevQXzBz7/GPCcJMe91GmabCbA74whwQd3W0dseDRez0n4+jQGUzAhm7W4MqtnKcUDvOksjiNWpoc0E6ZB7USQdzJAj5zxiTcGwXdG+LuNCa6SKSxgK+Ulmg0VsR/Qfg+8lk+80zmPG7sGy6en/8v3y3F4mi3a/uKBm6yRGEHbP7/g5xPUlg0kyVZbbMncpntCICrK/O8xVpJgYrMKFXlnBdNvNIuM2Fp4oD1TiJezsIOu+gNn5aczi+1Bw4kIAUKsNcBFLiB/jz1646Pjmv6NYaMfsY17ksd+pgelGhVFavRcIWrFZKFwyyI6vAwddmrMiOrID1pwUYO/V10gHCQfIBvEZE1wdWNu1IBvEF5OMLwxKpWSFebjktGHWHCiz6mmLCOHUIdGBDuIvyu3vVSdDVifJUzH3kug+B2/fsGPik4fDszs+X/yd6ypcLPZjqxTy2PiZ70J1d8FSwKnQJXleymzhVAolJ4rZhTsx6jgwuZZrhfm1EDbmJtB6qhUIhfEDP/hTQILDwHc4+aHBbf5CU+f5tkcL07veb7NQ3IINbLlxIaVRv7j6NTwP+rdRNQVHz5aLHXKpLH5eBZskei0zOVh1QbTJ596V50MmTfi+gPH2ukNRlZiv8Vt5z2KoH0va2x8vwjo0XDSLDRmGXuUPaszfz5Yvjj9ngM9LOT8TxCGu6Rd1dtjPNlhLWIS75A4h5w+xHcdpqBSHPy/j63NfwWgxiV7DkQGfU0shzCxtoPXkjXBDYaw/60cQT27IccVUESciU/J8ZkmKsLsxNjAC8/bHYKDLG+6u7/yaDJ+0HvlItKqMkMN4fzypnqrnQYhiDYZPci5CuNJl4KqQxJ4L2htIzzW4t+QNjmT8TvwwkT/lDiLbaKD99pt1aJ3JV6lg7dVlfDiqfxph/lCNAvZTU0CxriL3rW8Br32tN8nwla8ULaQdje1UL3qRF6AHtrEB/Nu/eQE0W6ge/WjgIQ+pnEz9TywG9PUBf/mXANuRAx2lAxjftuq04qw+LUOaZOiBYcqfTIieVdfgLlzf8Od7rvdT/bt73dPSqsT2HHuHnw0njrPOSXl9uaXpmLARtMlxqMY5nG6Y9JVBKYrTgf9rY4PtgZRi2K/Jxtbd/au5uObc2LZ/ZwvGtcZZXIe7ccY4Jy06x4ELyk702lO4DnfhtHmh3JIv56I9fdG79TU1OG+qyvsAwYUkgA2n/HOQwVbN4OJK2W7+ovaFhlR4z7sj0ipErb1zOCUsKgak3oAyF33WAq417hPNLF4vBqk1H9skLqiRRQboaZxDi72KsFuohBhXEBfec3F597HHnpHnjc/6Ne7d6DdmG7CVlAy8okbZlZi03QgXKcvTkaRxCA9b/njvqzeIO38eExC7sIL3wIX62MdgvurlCM1O7jyQpQ4Xcqs3MtD/9okrso7QKIPClrx8lU54OUCv2vF7sYeXAL2/+QsOhrkPp8trBNeLJSctz0m18a8X7SF5zbg9Kswq4kj0I+tOlEWFS3oEmdUSMD2FkJ2v8cPWt78OdZWsI0UV8e5dnQVraHBqwTNAC2LPGlxULnLZ396rrhVPwc2eyBk0xIXGoH1J/MmYNeWx1qriznoMBV1NV2Qd8Yd6ndb3EikYtHYYuuVfhvpn3VuPXYQyKwjNXIJZYkfJ7vEF/53J8zJ2DC8ZYifTsF/4g7A7eys+/RBwQZ/IhAK/i8l+roe8N33mPM65J6piqTOy6Q/8ffU9I2ORrM1z+hQKRlzwNWMMSewVxOdcc1tURp4f19UeLuhKQ51YcNql+MJjWHNacbe+rvy99zljkvym/i+TyYG8A5MhLEYcKy5EMzKMdbdFJEt2+JDyDIyIm8MpNd6QIV69jhilgiT+ypIpNbh4FbZmV+W6bk+Mahitbbj9VW+F0cNBUUE2cTsu1EMfghOhCV9eZXdc5J0QthD3kvGSpDEwqYaxYddq93u61iY20VK1J639YRGRjEd2ArEYyxiMr6W/4FrDQVDy7HBwF7G1wzpCH8T4gjIBTCgxhc2iXAYtklSt+d4qPe6jwoXgUH4qWrz8SdjrMuAw5mSkABK8hrIPHXoZF90hSZwFb2sxtzAanqlN+jaIL+hbxu76KK79ySdi8BPvh3rVdn/hDT9T8jzmW/oFF2avP0CM3Tqri/jE//sDaLsEHYkhefv3I/mwx3nMe9ep+RFZilh0m7+g5MR99pgk3BsZpV3oK69Td8s+sdEaw9Ok9Na4OyoxR+Dngrwg7y0TfHx2TuIcTrjezxl4e07+8O8RJydv4P2eMMewxIGrflwSnDOxK5iAQpz35FCR0ZzPqJ6JU2899jTa7fkq0PMZ1zWdAJdKA7gb1+OcMwZnfbOpPYmemRW/PmpMyp4kSL7KtUh34TGv+l+Y738U5kodUlzrWP8mPvfXv13GRu5RTwIe8lDvFPz9kg5IEeFpmIkIFLHxF3+JiWwHMqVo2ad3mcsYcc8j5Ob9axAM4qNUUg7DznkZZlfz/DS6TkGsqQx0uIsiD3S+OCj4JmbY8UsZjY4ih6DaxxaAPsj4PaAt2ylR4Dm0h1CeEKfStvLRjwKveAV5+JXX9PcDz3iGV7265hqgQ/oTGlt9NSJ4/8tf7lVUgtfwe++5B9jaAh76UGBiAlhd9dqx2tqAkyeBT3/ai34ptE6zbc+J8nOCz9rj1NiKNW+wlbiBAxE9Mqtm4xK8hO/9xKe82R2MCYPf55WF8/okTGq+7GBkchzKxO4DmJyz3SPSDg3PmQupK6Np/ktjQzZnDKiNzXLr3E6XoPo9gf37v1ew0fB9ysBFYww99qwwq2nU/8qA7J5ZYTgdFzwYjAw6E+i01hp+54Td51V7q+5PQZlSKSXn74GMC29zXNkge7VN76ZLaxyZZoeIi6vV2GLPljYGjjIswpiW4sCak/K0wZSS1rB79LXCYmUrWp+1WHvbDogLfgbZKyeNi8K+KLM8rxAuhCHjxDGre9GGVXRazbeMlWMxMpZQkhY9/uqP/vFutKda8MInDdYE8mQreTp2V8cE9sCCQ2kxcrjGvVfuS9g8IEvsGPzFXNdNUD92HXoi/gblmNaRwNhCWzQ5mf5w15GmrMyUOlob0FPo1648FxyEyRhnUo/AsQ30WNSFDl6pxG9SsmPQ9JisKTODUeeC6NeS2V++P46NLUQxuZrE2Ef/FLFX/ghUOFy5Xv39UEe8jmQuXMTCwgLGbr0Vqq0NagdcqHwOiBYBq4ILftSK3YJNN4GhMNmXQfcMB+n0YMns2XWStneeXhxafolujAsmTDgAiJqnjFkvlfqRMduCbakMlOu0KhPK6V84oHX4eAS9thlb1Km3WH3qARvc40LucFnq/IUWf/FKOtTK65vwF/yYhVIa82a/N+RHA2lnxUvgHfI6okIhWPyBKwXToJ025BRExoSbfsYT5+0hWUf9L5Xjcpj4q8IImW6bTgIxt8Cym+i/RlGQpNiffnIY4dYoHv1oJm285ywwvlZ00f3PYYuykIENIGVsYhqOaH2SiLJk9Bx6UaAZm7f6m3JVjDHI7txrHVGveAWscNVepgYXZ3bExWKpDTPWoFzzNnsRQ+a0py/fPwjj5S+X+ynmywKa99y9Ky60j4vIbQ9Fnw6ju/Q9zBfakIukJaEXyBQExqQviwPVA4XrjX6SLF9eC9v3OYG/KJlRkS2MoyCX848/UhtfVFsBEZEJ4blYpS306DlcVMOerMAVsCE9iT7XwYzuk/P34snKgNCU9jSsmfSeNEZl0OuUMSK4DTuVGCRI3HoOd+f4QopIAz3AM58CtLVu8xd8O6UQhLGvwnCk1ah2LUkMn8EL3vQuIFzVkaE1ur/7KbQXZmpwYd18PcIdLdv8hatDsIsG7EIRiPoxRt0ehFIUDbbsWHcSmNO96MSSPOccmJh3okjqLXkf319wQrioh8tSN4zZPvFJbx15/KOKGMS0aAWHTBsn3PM4b4952rm7dZFL8QLImS3HEGHszzhktlpejsVVSi+cMs7Ls7HgdKDHXIRb1FKM0csrwMf+YdfYU19zDZZbRrFVasdAaB4n1CVcLNlYD/nFZP/mpO2VstRT+8gwXvfG/w+XIlG41YGev5bohz4MS+NriK4voOVhJyXGIDbUpz+NAXMW2Vtuw0U3hZHSFEy7gPZQCXGVx6Q9gIyZlrubpva3SWa7jbTexKKdxbzRt+vgu/J1UkWRhRoOzYn8VIC3D/zjd9GWasHjHnczpq1h6szgqO3BxO8BjdNAbc3lvrkBTU3Z5z7nVUEe/3jgpS+tfSho3d3AC18IzM8Dr3pVJVjiQkhHyweHf3JR7gnakaoKeqFw4yCPFRaK47/jHV6l7tw54KabvBc+8Yme47x0CTh92nNOrMZ+6EPAj/4o0N7ufcYeFyGjWncNvGkXLgAf/zjwkpfU6rCTOLJtroufLA70uK5Gy6lEQ2ZK0D41oi+K1taVxEbZ6j/vGLHRjO0LG9XGlgtYmLUGsex6i0bR4hsUzrkJjDiXRJPqOIxYmFc9iLt5JKrue8A6EPmT/UrIPEBwwarwRXvAG5rgbzgoZM925ik9KAHPoeLiKjXKNZx275WhI6xiNxwAKMNKwnC0Rj5oST4kXKj8FswAF0tXDhfSIWInZTI9NxxZ3Yp8KYzB0AIst0SANL2WzMSGOMJZqvij/d1IxCrHztbgeadLAtOSE5EAr0psz/vzKqCB8lBiTWjyXWl/0RnLepsnxVbnoIBzPOuI50d3jwcO5C92yhbXvYZDTdgWfJianY1sHtQu7kU/ZmBItdzrp4yZhZrXcaNywrzoDdwJpsyDuqMbiLnnMGX3Y0OGIyqc+/hfoFjYwo3P/FGs/fhPIxbOyGmv2QlsuC0Y6gbUZeCCsWf5KpaLMkpwocbH4b7j93HPvIOvfnceT3nYKAbUAuJPfJKX/K3DRfrPPoCVH30r7PYuKZQFxnWcG/Dgm4mF8+4oslar/4WHFHvWXGOgx1xC0Y14XV2ML5zaN5DpljY3ji+9V+evSI6Q3/guU0gJpS6sGh2I6C2MmpOSKG14ear8xcaPvQ5rqgdDWKycS5P+ot1eRL4z5ksdmJV16wjXEW7OT+tzKHGgmFGU4p/3DDgYNGfLewcOVuJ09ppY3b+G/3lpEJ/8WDd+7KUGwskIEs4Guoxl3NIzIUnJUzLsSiNmVeK5TnMNMTcPLcOkeRyenmmZeaYdWbu9PcwxNt1WM9OkwLn3W5gQPF8axglrolYrfp/rCNUaTF0CClvAymINLnKdcaxYPWhRm6KzO+4OwzYtdGEe3cbqvtaR7OgYzt+1jKEbTiEd3gI2l5H40G/D/uGXINTZWkUr8IwJeMpn7bq2+G3b1RSdC+c9f/HSl7C3vfL7+vii2ryhaF62x7YimHRHa9mdx2wc0MlCREKfF9YySUhxf0gjjffb1AVYmmQEW3RLNUx02rMYMOcPNb7QW1tYXnAwOXgTnKV5uI4Ns290+zoSpm+tc8haI/3xv0Liwrc9XGTmgfNngYecpv7CNn9B9vqZzJ2w/uKDwI/+SNlfMOa+aFOLO4GEywGX09IxEjB452RGT68k77O6pWadYcJ6Bn04d9HC5z6exc+9ZFYUa2gZN4a27kGEoyZyZgTj+hRCbrGcFJZC9W6mNUJ2DkNqGpZmUfOwJxU1+s56f7GzTZnDleJVuSuHA2RNKbQNqHmZ4zT22T9HqeDCuuMx0C99qRSWd8NGOl5AK2Uw81tYn7eRGbwBemGqgg0SItSmdKSIhcNoC9kyXHTCHfEKcJQP8WMM9Y53oj07BePCPcBDT5R9BmOM8OR5mKfOIGaWYKyuAX/+Iagf/VFE2y0hwmTdmPjuhJWXveo4B92pKOLYxIAzgWkMix72bhasJS99qRZspN1V2XfQZyCcksHawhg+Brt6s2ZXuYlOnDuEITWFpFFbTT+wcTFkVYqR5ne+4wXQnGxbvQH9h3/w9IxY6Q5+z2mmH/gA8H//L/C1r3kVDlbRW1gdUsi6UdHmsY0QUu7a9uEwz3ueFzhxdb7xRu+HwVSgxbW46C22p055Tp2Td6m5xPe8973ed5Eyv5dVJaL5cZubXldXcBycCXLvvR7Rp9pYxLs/miz0foBXb3GdRauZbR43R4CN6i9vlNtQx4QNj5ljHh02/EC3aNYO8qFY+4bTKpXt4zKyTLJOHHFd2ShsOjFMYnDb8VW0+fQVw8WOdsi44Mao01jBlOZQKy9iuqjHhOXhcsgVFMbPPfB9Bs+LE5932zTI6zhIwFlA/04B+AMAF2whZIV92WCxZBOdJhm/GsPmNKZsV4YoCC529RcKbtzEGlLoxAqe+shahklGt8gQB2qaMsBjAE8d1EV0IkfdLRmIlEE3FmH4G1/q9C3v0mlyVdsR4UJIYDCk5XlDeUNPeK9S7qowMoznPQ/qCNcRYY857ZhRnCytDnUdYbtfq7vmaXvuoHMXdzYkFpwxOc39aAsFZCKyELblxNBrLO34WPL34QbavwGz/4RxCQv2JuaMfvSPXgttF9BlrKD73s9B9XZBDw/LMyjDy9jSeEB/wXsxZ3dgTflDO30L6SKGn/sihDMr4uMjtz4bj3zki5AxTJyzkxjGBNKLi7Jpq8ZF8jlPxujaN6H/4C/R8qofBPp6yp1DZlVLOmOKLSNxpLGnFGSMIk4Zl7DhLMnvWszsttd4uqbHUEDSGklnDZ1q2W9z5yavhEvFPgyEFsp46GByEgWR/liw2xFTebTVDWWq9xeJb38d4a4BqLGq57AJf6G+9jWE7rkHQy+Poi2xLsm9uLF15HEn23iJ8yiK23R8uR/ifAca9VrZus8coocLLVJHXHu+tdqFb5+LI+fwWYJoMXLwz6MfMoGSDmHe7cSgOVeTFGWin89NI2Mhd9S9iEvOCIpWrezAkRpZ6vaqIDBj8TlsbuPBgV6dxnKNdulB1pEhPQ8HSzA/9YltuGh7aSdWUt2SqMnohFzjFntFEpOUySBju0MvSUJd7YGLyekpfPu79+L6m1/pMcA5Q+HZz0J4cwV437u2rSOyM2CrffU+rQqU/L/xcbWjv5Bu9YB8CtTEF/XG+IWzKlhwmEUfSoz3r4LuojUnKUnP7tDqtsOhFAmLZyUr6u9HHInTA/mWw4wvkh/4K6j/+zmc/fzHcP67X8Yz3/Db0C2NJBLrTAGl574QOvtIqCb8hbKLCOczwLOfVeMvjN4+fw8SF2IfOzWY+JWBb/YQMiEmiD0GMhPg52Qd0cBN/V7p1TAxt6HwtbMmLGcGraaDgmthUvXjoQ8Lpi1QUz4Ex+GQxRnRXV9yOsvD5La1ZfhGZjklZCLq4rGsI716Br2Owpzqh23uVvn0CHimU0S/e6k8a4BddoGetsyw0YA50AflaOk2av/uJxHvTwPDXpFcTrsKG+q222BJlc6G/uQn0fqnH0Lbe/8ZX/rcp3Due1+tYKOBtRhZGe6YNVMYt8cw5scYyjJh3XQdwJ8G2MiN3YS1YgIDuS0ofy1R730vzJe/HK2+z5D1Q0dksB/vN+VrNtw2b/hpUMxrFGMohZV1C98+ZyHjAKahMW/EkbNjeOJtwIbm0N0G/qDhAnn5PuPBxO9BTbEa2oJx9xT6nGmZEHrZ9+OMN3AEhQLwB3/gTS19y1tqbzTBOjkJfOUr3pTK7/9+4LGPBQYHvWCbDu8//xP6q1+FvuOJWHQ7MGv0w7HCZX24TTuBIWMGUba585eshgUWTJhnBPzOd3rVVFbMiGA+LGzf+Ju/8Y7vu9/1KnyssnMFZIWf/Qw8jj2MH8PT4OHyK8+f97p13v52b00vX+Yrvy4e2AbULBzHxCZZZHUnwk2yVMm4mKrjxQa++lXgjjvkwgctf0vcsMNnxlBfEmsSaBlHjA1p0XRSmOKkU39XeJzYWDK6oGxOLfZkII7ePK0h6kNNu33SikhmOKvp9Ys+WeGcwFzP5DoOXDQ+9KpF6JBxoVpaZJBKTJ+TIQeB0AMTc+uGV5H/6EfVA95n7GTU3zWccUlKBoFVysrsrA9+P8eFWl5GKJlET9zEiu4Sf8QEi5fMstGplyn+IDjZ018ohU0zhfP2MIbMGWF+MZifc7qwaPYK6+qCO4YhZ0I0ImkpnZFAm5Y2NmqY123GBjb0OhRqp0TfL+wIcMEAOO+GMSEDTIOhrd7aljVavCGFY1aZcXdUMcaKaq/4UX1460hM54Tlt6q74FYzMoKNsDMvbcQyhBPHZ3OqD4bjHij2DBKlvdYSkm4WW9d2I4o8WuxJqPe8S3Ch3vIW2eBbTJy5l+cv1o025Aw/GVylBVgYuw5h6oJSWobOzDCh7BJ63/H/IXHTIPCkx23DhfqDP0CKuPjCx4CXPLchLvgVjG+pxTtl1LJxDju+8K6lizYrg6vB2rAmk8SD45dJ4s5aeVMuiX+zhChKcp34e7LWJu1e9BPH1UmdKn9hveddsHx/UaMzTp3dJnBhf+XrWLv9xegKrYkvaBR3tmNZ1jphevsWMHGJi/34C7dQxIVZG0gPwE1WkgQcMkbGZT3x4aMf1ZicAB597RpGQ1O498IGOlsU3v72Pg8XvFZuQa4vE6EbbkRY0z16STo/G1n9vp1fyXkSLc4GlnVdof+IrMuZlwFZjBeo7ZuB30HRhJHduOamhBxRSV3tbx1RX/kKQidOILQDLsyvfgnqiQ+RJFOg3dulllFCWCRUaJZTQifW9owvrr3jDlz7qEd53dIf+/ie60gk2YJh9yIm3RFPSkuKeLxCK/JMLBi9+OhHrR39RcgCXMfT9d7LXzCJSM3Y6VKPh7+rxJIG5S8qhbHq86DMRw+T9s5yOe7kfmTH822AC/2W/ym/Kr++wTqiHvtYWAPDaIk5OHPLHfj0p/4WFz77Txh9xo9UuiB3TIopTJ68A4a+hBQ2oQ4YX6hSEa3LszidWEIpkS4Xc/istxtryLtJKboG3yvryATwqP+dgWEqfOOci9ZWC7/3No22iFv2rfQXc5pSDv5xUUdZe0QGWlpnMGN3Y9HyB4P5rzGdAnrgETvm0Ys1swPmHh1Nh2VMnjKuIDFqQ3sSc7tZBHk5n+r9SCC/XX7rmTPS5dOWW0Lovb+PzNh1WPgf70CvmkfSKuyKjdDgIIbbNhB7xEl8+lP/z8PG0/+bJM6rv48DsKf0AAo+iYrxaG70BoRMv6i5CzZilg310b+G+tsPAu/Z7jP08jLWYn2YTJKp72OSAwDdFcT1FtZ1q1dUa3JPQk3fFNa9oppuvGBQn79TL5YlQXM6hhWza3v3/D67Eh9M/F6OiVB+CMtOJzqxKoH0vowg5yIku9mqh4vVsl/9VQ8h9VXIixc9DRu2UgVOlojiD6tXH/wg9I03opgpYMoewlqou04nRwk4z226WPr3P8Cjbns4YgP9Dc9NBPN5XMFx8Bge8QjvofzCF4C//3tvESdFn+fx4Q8DL3hBU4lfzoHgsxc8h3fd5Q3zHd3e3XG/tIBV0+0sYhP+ZrjKmIhgazvZAiEOXFHHgw3xRNkKI4USAxPOINZ9hyUOKZvBV/713/HIRzwEo0Ph7dXdQ8QGk98L6Pb0kPwN+7Fhw69WLqMblr4HR23tzhKGHIU2c10C8FWzduJr9b1scVYxqKalvbvmJceEi4bG9/Pe8rW9vdv//TJxIdVhZUt7X2BdehULziZm1QBe+crQA9pn7LVp6LA2dn7BAxUXCY9BM6/6KJ6IbmtZNqDViYem/IUysGF14D43gaSbQR5R5KwKK5GMihWnHWluHHyGXlcVDhv59mNh8F2uHTEutD+0RjRjyQqqehBVbhN3/9uHcea2JyPfewqD7hTSZqbqnhxujEHmVrUd1jpCdse4G/NYHYFpLUkg6iS2WRvyeWQIrTktx6PlyvZjI4QVtwNdoLzEwXDBYS4tYQ6t8hmK5hH6C//zKrh4EuC7C25shvUEppxBFLWJ1mgR4YhxIFyIVqSbwIpuQ4kt2nWaeZePCyUMuWaSPcdpluNtnus1Y7l2tFiNGag8frbjLtkxLBvd6HKXYRVzu/oLatdmnSiW0ClM8O7zM4hNndsTF4VMSbSW47oIUzsN487vfPyjeMajTpb3JMLkt9PCHmtRG1D78BfFgo33vfcdeParfhmx9N5Fule+3EV7YRZnwouyGf+PO+9GKD6PR5y8VaSCRONRrSNmeXMh2CZ/wh1HdIfCPA+NLcJL2lvDOtSydIfS+ox5RMj+dMnM9odXHZGFURB5F9kGlnXIm2T8wkEcOSzZKeSKptyHnvhmZejuIawjiRzj4ovljjdqUlNDe9kfvmVsbSLxuX8Cbu4G+naPL0QTeB/+goQDDsZdcTLY0F5CvBsLSBkZTDoctGXs6i9oXPuUXzRugpyKhJHDsluCsxuT8hiNQ/7W0AbTLqHPXPS7ExrHnbysxAI1cDnITzpBdokvWHCjxiuHWnGeym64sNraMLp+Nzo+9AH86G1Pwdm1RYxCI+psynUTHeYqjCU255D64seBG26E7ulBRNVJYR0gvlAf/jDCL3gBwq2Vogzf1mGuI+5uyawNCnyuqE686uWG6ApfE14S8tKdd55FMtmKUycehXFnTJLkaaxKh/Wy24ki4t5x22uiuR98NhPMPVjCittVKVzL+m4h61J7Wsv/M9m3jB5cc4zlZZLXbCfkSe3tudgJbbeCk1IK0eI6kqGCJ+vgs2Gp07v2q38F1wojCdcbcN6EzzA2NtD9l+/Dy265Hd9bmUWvM422sIdNKl5RR3/WGBCGcnXsOdk7BO3sHXta2kHytuuBr43s6DNWnvtzKKWq4lylUEQE/Wpe9IAzmiQ/+gy1Z4zB+5lFAh16vSytkXTWkVRe/MSkdkxvyV6F803oc3mZWpyMDKqs9x8RJ9s0Mh5M/F6uKSWaMBOSxJuVSX37Cr45bZKOiJWHqs+UVgj++9ycp0FDBH3jG8BzngN885vAP/2TVz2tfhhtG3ptDRvXPRKT130fClaVo6w75qIRwd2rFoaLaQy7psdo2sx4lToKrvP7fuInKsdDxH3qU57DPHvWq5iSy/6//hcQjXrabi972c6aXbVfX6Ojxo9+6lOvCinFQzWvup9Ftz3rMcuqN47KwKrVjZyTwBCmtss+HAE2pD+JG7Prris7YU6pXbc6atkP0FhfW8KyakOX66JVZQ8dG9IaLINXuuX5KW8KH8DY6DDZ9lzHmvRZY2yJtnzWSETnxdFzM9ywIHDEuGhkXFjX7SSKaxEYpRTSx+QzuNhxKB8rz26i/QGJiy0nIte3OiYJjL8n8zTLoNEPrFJqQ4Z9Hbe/aGTePpKZlg3vfgZSFIeMCwbEnLK+6bQIu2DDL6bty19w3TNjWEEDppWcnzqQvOtVbUeOC0NaFcuDwqpM1pHVBdFkKxjUUu5BenMWKOQPBRdeYiWKog6hzcxgQE1j0lEi0SEb7IQ6FH/BdbtEHcg6a9Mr5YQKP5dtsatG7MjLASY1rv0TqU92Xw24sK+9ActuO9JqQ9j59VaNCxEyou/bzKC1sITT7QVkdByRn3wlT+7A/mJed3tswTpMHkZ8wQ3bJcq8uZ7MW/VnX0kjS5FzyzlHgAxJPhMcRsTDqp9OX3+sTHQp56L41npccA1iEi5P6QS9hc65e2Gme2CqAsxv3gnzOc8Cvn0ndIALT715Gy7i116PYfcS0samFL4bxZ1z61nMVO1JsJlBJLcFp70L05RxedUvS/I1gbyH/V1wEbEc/Ox//0UsJAZZM6yYdpGwN0QGJBjKI7hIKsSjYdHzZGz6nOc+TeQHkuQkN5BlIyEibXibdG9Qj8Kyk5KNuqckbIi8CTXqaWtumwy1qx7ofBw9AtUyDdyP9DuTkqwg05rrIYfI8jiKlNja5sMNSXRRyubv3vMOPOX2x6DnUTceqr8wrrsOnWodG46DDbTI9eMgvXXlJX7pUIvZIuaK7eg8orizX80i4hREM5xJSg6ripHF6CwgGkkgH/f20tX+glrNZPtRLoVarYtOmyQIq693vV/hX4s6XN4Lxu115FUMLtnGVW8KOxWt8qM2Xk+eCxO+G04cOTchexGRdKjqEgiM2tnB7/daR5SrEZ6ehNkZpbbPjrjgdeK8hfViGMm1dXQ/7w4kr3uExBckT7Hocgm1A/i69QLaNs9xZ8Xeee+XDXDBa85netVuReLTH0X0zs9B7XM/4hXImLpdlGMtOWFEYmFcm1yUAcRzqhcvfOGY5wcUyXVtch/JBmf07snueGBwVEhkiNj1EBjXySH3ksS39SZDOLUrmCFB6ri2PJIbNQrochZwCd5xkaVKRjxjrOp8xpZKYNruKQ8GDCSy/uw978AznvBoGdgq7+f+VhWR7E8hrjfRsXQnjPa2ffiMVdz0rOtx/bU3oiXksdA5xJP+YtXsLDNhG8Weqc1ZqCZjz8LSBpApIvzLb4aqxsY2spaW4XaUgYurLfTaM6IDnYhXUqu8X099qodx7xcaEScH9l6wKEeyAJO8I855IRFUy7DO2p0ixdWu16BdhSXdLv6YeK43DhRt1h5M/FbfQq1hc2qwUjBNU/7k7zY3uRAouK6LcKMkhTKwYnWj1cmgw6hM823KKILOFrV6kx74FeD1rwde+1qPjs4qBFtqqHP0lKdsfx8rI7/+61jUJ1Coro41sngLHvmyN+MLd2n8w0c38cqnT6LlA++ConDR7/xO40nafFjo6FkhedazvGPiQ/G973nHMjJy4Oj3n//ZK/b87M/Wttvd37FBJzhgzYlDzxmVljYxpVAwEzivT0pyuI/ay1XTMY8CG9LqUrXQzgWUm23Y+P+kSvWf/5I5dGwEG3YO7SoPXrmfYuPAPsM3BniDmCy3mAe262N0hLho9JEMUmacHiwnu6Bf+FDcdZfG4jeP3mcExQG25G/6eqsPRFxwQxtx2kWLsV2tSlKX5l33biwHE+l9yzoJXIPxK4oLWsmlpmsnSpEw8OwzuOtuhYlvaPzw05YPDxdubWJ2w2/9rPwOB8OFbK5yEiw5QbdBnZHByY18Fklpzeuw1mv98xXwFweyo8RF/SC8HdaRSx9XeMGTAf2BD0Dde8/h+YuqgknCyOOUPo9Zu0eYhRwidST+gqwdZ93TUfX3DIHUhasWjxwX7XpZNjZhJ48ecNjL1YWLrJvAlDmCRddb28gMY2KkYXzxsdr4IvQ7v4N2tlzKy9VlrCO10+B3s33jQsgensxbKyUUYEtrOrsADjv5ux9csGU7bM/LALVL6gQWuUE3vPvkHaeXrKGkB5M6wcA/GhM57WSuO7ohLriVlp+VZcFF9LWvwSDvwZc/AjU2Bvd5L8DiHT+IrdgQWp0NYVdJ26+PCzIntTZRUmFMuf3YrEvi7LYnab33Xiz91p9iPkL9bqDgRHECl/bEhUom0Tsyiqxjo3pXZrlFnDQvykCrSWfIGygrLDuSMbpkfeWh//nH47h4AXjrT0fRal7Y9T6xc27K6ZfkwzYQ+H+X7lBQJ7xi64bXNXFkuKiMBfDOXbnoNZdEy55JVlq/mpGkxbTdh1WLx1+dVPDue1soi5c8+/FoSaV8yQd1JOvIOtLlGQ/BtXPjSSw9/9Ve3HkEe1VJ6hkFxDFb/bXosbzE0prbgvM4vc1f/NzPeEk+JmGmjUEUVQQx994afWfiYoFMThjiI0zlYNYcEAmN4OpeKX/BobaGw2dKox2rIkGy7iSxptpkhhE7oBLIir/gYFyyf4Xp7muYl2G+yzpCf9H2s69pDhckObSNYf43/tqXRdBI24vCOqesUb3Nxk9i49k/JXHnpW8AT/s+oPNPfw0tZ78GVYULJgYnnX6smx3oNroxeAg5jG7Mw4VZnr/CPz1cKG8dMZncy6JL8fg1BvS0zHbxXru9WYxfSeY5hW9qLiEgGuxrvtzdccaewudw4iIzEfyCQ+/oO+91TyPvry3yT8rAgtWPTScpsw4YixHjtz3zFQilmKhUkqoU9rS1jg7KtiwvQ73+dYIN944nYuEzX4I72o8+zoOow4bsBdOdWP/VP0BrKAdLeXNQmMOY0EPIV5McKZMYsfDYH38Dvn1vVGLPZzw1gY0/+Tuk7vuq+AzpDNjFZ+jvfza27ng6wgm7Chuj0E4taYRrCQmfIvOlgH5rAUlnE5vgfC25s1hFGn/7z/EqbAT3VmFTJbFhpGWYebc762mOVzVO1PuHrE6Uh8jW235IAFfZdvnK27e+9S1sbGzgsY99LCL+ON/vfve7MAwDU1NTuOGGGxAKhVAs1k2BoO3Xh9P5VGsWVdvXvw78y78AP/3TwM03e6B8+MO9BZbHRZp6nXEB4rCBjJna0XmxGPaZzwC33qqQTgPf/o7CV77Sgtufchojz3wZOp9wEYZlbT8Vft4TnuA5+UzG463z4WEV5o/+yHPmPNYDGosw+fyVZ00cBjZKovhfMe9h3uGhlMDBwrw5gJSbEYcp1+CQsSEfWqfROat7K0FvQ2zg0LEhLRlOmwzhEU2tJm741Y6Ng+KCbr0Xs021iJXtGHBRPjoWB5wYxguD+JfPt+DW2xr7jC4fFzhEn+ENYYlgUg/suNA9UHBRsB2P/aQ18k4MZ3AOOQloBrFVJUcgyUp3q6z7daVw4R8KFrZa8cHPD5Zx8em76C80Hv7k9iPDxWH6C7Ybk9EU9OhkVKu0dwZahls6ig3RZzewrDuxbq8iqrx2RbZqHrSl/+D+4gB2zLjYeR0BnvrEOBae+dIyLi43xuDLkxY3AJVhiCHlYlDNIu9EkanbLB2Wv+B0+lFjooaxwwKVvQ/GxeXgIlxaQ7s9hXbT00pt5nyku8eJC1tLEpRHiAu2PLY5S5JEuuCeRJLsSjPefHyh7gexJ2XezDBW0S0XVzts2Pfadyub5oQwpnjNjwMXTimPIWtGhv5lrTSyRmXdXDc6ayiI606rTInn8fmdxZ41wAUTuJ3WOvC1T/m4+KltuCiEkpjpuV5kNajJzsFoYVTtkRwgg2R5YGb1xd5pT/LUJw/gxuc8F2pjHS2hLSm2cGBPxmiVtt5Oaw2qChfFaKu0g7e661A1uKiNvb0SIgew5TDgTmNcknpVrbtWQi5TR4eGk82jDSsytJLzGNJqTZKE9Vih9AeZWMIe1q50cPF7ualnfF97kQ/HmsXFTKEV1woLu3IdSPgQhq9/5mQccmhq1m2pDBn2Ez1MZhjKQOe11x7ZOsK/klV9yh3HlN0n8VChaOyKC2ysN67U7NNfBIW7FZ2W+Rudhtd9V+7mrsNP4C/IeFxnor/8QdTqVNtwsanj8jxy3ku/mqscI2OMgPjis3ypIcvP5T3QR4kLizmMQKJElYdrszOg6MxjEqOSTMtTm5a6x26u3GVWA+M6f1F0Ten24LF3fvOTCH/8H6GaxAULUabLyVemX/TXMtNiwhgtM/Mr/kLh1luTSKeT+PT3NL755Tye9KQNFJ/1QmDzlhpcsIDPZ5fvt5/wJOCJpy5rHRGsVknnELdn9Dlcn+5CoickXbJhXZJkOZ8rvp76723YXQO+kXvQ/rHXaKpfhjWLjdmthBQFqGFOn86BoREUkdQZIeIEGrr1B0//PuP04RQuoGhEYV73GCxqoFPfjQi8WEVe+rVan0GptS9f/yQ4i9/B8+uwUbMXDKcw6ExIF2glh1FJ+gZryeMe5iLVpsqx55OfZGLqea/H6uokeo04oroubqrzGdF4HNGQA9iOYEOPjmHpdW/FJiUvqt8WFEUrywdSVg4p5MrH3qWXcDLVj0JPB5TPSC5YCRSQqPET86ofbe6GSC/xfRy6SDmlwDhkdwjTuEfXsq0Dq+xk9rYHE791dv3116NQKMiCGdjIyIj8rqurC6lUCpFIFOfO7TBN/XJN+gj8gInV0GDyJXXTuPpxuuAOAUTOjWLWHKphh9Ubfe773ud9FNn3L3wh8NznKhjREKbGbkfGuUEqFmz52paQCp7aVKpyrHyqnv50v8XrYMaP5CyQ4P/vz9iIRiKY53jgegtaohudoLQmkNnYI8F4uJHm72Vio9pcvy0pq2p1e5rFhtcAppEyvFZOj4zXHDYKOoxpY8ireDdxrPcHbBwEFwmVE5Y3tcwu+7wOCRf1GGGlmW0mUxshvO//KqTbtuNievQxSOp2JPyE2Da7DJ8hC32DwYgPJFzUryVkkNAKOiQb57CzUv43S5eklYoBQFPnfAS4qA7Ezq504n3/F0eKCxnk5iyg6HpBKidiZ0VvrPEa1zQuyNpjUr2OkbWIOmZJOaIzsa46ysyxNSN34I3ZZa0jh2GHvo7Usn0aryOUj7UwPXY7svZ1GNQzjde5y4wxgsJiru6YDtNfkCU+53RjwJiT9lh+XsLM47QeR0ZadL1J1UeDiyjuuXdB2iWZUKw/l2DAyaZOIoSiMC/JGpmzO7Fg9iHpbuAUOBn86HBB9uioNYWiE0HWbMWGn4DfK77YPEJc7GRN48LXdI7rLAqISKdW9W6vfmNOpt9FNSayHMNq8rLac5v1F3P3jWPRaZe2W2E9OXnZUNecmP//XFcnHeA0zoteL5lE9cfIGC9trHs4awIXuupaZNDiT4NvzH6ttp1w4UQSmOl/BKx+W2RDTqkLoheaE6GHiOC6HHumUijaUTmXljs/AVXGhS87URV72yqEGbdXWnQ5Tb3RhFSexXNuXxV2/bLq9OIQDgN2u9DvTKGDg4+r3sY1eVRN4m6dQMLNYMy8JN+74SzJ5p0JrE2j8Yb9oNasv9i8dwZKpKJQM0Rvy43Lmue1wiu5tqVAckCGC+fRhYWdy5uHHF/wpdT7TLg50dvdDRdLfTehY8i7B9JB6ERlEFmz+xFih0xQDnAj2YbxFu8zJYtW7TTaFRnylEshA1PV+Qv6gqJ0AbGm4zH3Wmo14H2zDAcxdwtZpJBRKUw7gGuZUK4jvkGeEf8aRfQWbG1BwzwWXKydXZB287RZaS+Xx6TaE/jHNuv0IKeZuKz8GxOBNbqp0gVmIaejQMlG0TERMgyoJnHBeD/HRHiVX+Vam9QbonUbdGZV4+K2W1284nkr6H3ODFKxEjDKWSFVUiTscDBK4jvm7Q4kFfXLjUNdRwS3sPGjT/YY43yWKM+26qZq/AnldFioZbdr4G89H7vRcC0P3hdXOZFYOAzf0fSeZFxJp6Ecg3bRojfQay3LPId5k/rrOzzXSkmXCeMjkt2Ica5B7MIakHlGpYZriZXbwC19nUiffKywjwPzZIbSQhTz1hNw/CeSbqAZXVuJ8LChkH5TArd20mcoiT1DYYXC8GkUhk4h41LCZamcKCWjnSx2tYvPKD76DslbUKZjP8aP4+DPZ96Rw8PMdt7wxsYhcc4KwqZ3bViImVAjsI0IDG2Xf7fgdkBb2wcMc25JrkpiZi/bVxnhpS99qVwc/hA4Y2NjeNOb3oQ8y19HaJ/97Gfx7Gc/G/39/fLdH/nIR7a9hpT1//k//yf6+voQi8XwlKc8Bffdd1/Na1ZWVvAjP/IjaG1tRTqdxite8QqhuQfGz7548SI+85nPCCU++B2/l+d64sQJdHQwa3+EJ3v33V4VZGAA+MVf9NoQ6OV+/ueB3/gNT3CaxorVOkWhPcFnVtrI9t027a/OOHvnDW8AuKcMZJa8ApvX6rRutmPaHMZFdUKSdLsav/g//qNChd/rwuxCRT+CgvihWrPY2Okk0nrVe4B3ugZKSZV70vXa2Q4LG4GJqLqTEKbEBXtIWjGlinoAbEybI5g0RyV4Pgg2pH1hnwHh1YqNg+KCAeqgNddQA3Hfdhm42Mk23KTca24MenvVzrjwa55N2z58xl6+7LJxIb00LmJ2RthE/LEcUjkuX0Vr32uJ1uIf0q43qIltX2ypqv4ZsaabZvgdBi68dcXCsp0SyYPgh0mk+3AKLQOteMMb1JHigiyQIXO2fA069QIMskJ2vfZN4qL+hcHfq39oriu6ZjG/6EUzXPuKrCNXOsZYtlsFA5ezjqxZndLu3ZTtM8bgMKUpY8QbknJU6wgZ4GaPxFvVn80kcLvJ0oA+QlxAZCwumidkE9bIMm5C2gvXdEqYyNyMryEtxdZdmUOHtI7IdZb24eXypoW/vJK42M2axUXMzcqEdm6Cd1sjbNeQNmrbCEmCeBynsOhwwJc6Un/BttdpY1ieR24GE86GJJh2Omlq3E7afTiH0/IcT9f9MMabdXuawkVIldC2fgmJlQl0OzO41jjr+ctG/rTOdsKFFFjMQUyZozjrnsKKm5aCBwcmMVlSz8Rk8aUvtAjjM1W4YOyNVUnaB/eMCRTO3GB8I1qcjQrLrgNLFzFtDnkdR/7xU2Nz0hiRjpy6y1meML+l4sL2plHm5IQ5gVPmeaTd5XJCPog3om7uQH0j+/EXlABhMYiFusA4QIjdQ7RFtwPn7FHMWoNVpCEtwxapE73js3FEceeMT17aDRfEJufqcE3ip667SZmV0LS/AGT/ch/OYM7pFPb3aZxDi70qBWFi45J5Qq4Lky01155Dr/Q0TvkxCbXlvWupsKA7ZW1kizy/kj56yWKi0xDsrFld8jpqA5/AeW84mnfzZOg6B3ZKLHjk8QWkzZwsZzu4hk4Cy24aK6iS0/KPbdNqK+/95lS/DINbc1vh1DGcyVY8cd+/4cTPPReJkQ6oJnDhXacWr2BVBbaIu4VTxnm5zrzegVXjwim6KK5lkTfiUmxrfE08Pe5+a3G7VvchrSPVLo7Xc0F31fjSWdWPnEPtb17nFpEG2WkfHRQyGGdN2H24aJyo1YA+rj2Jf0J8FqkHXnKpTi6CDbteJyZHZ81BeY5LZAb7Uqj3uSeR+d4EdAOfYfz8f0f/b/0c4v/4VzXYyLsRieeYAA2OhzJLXLO4duVUbUGrgg0F21ZVMUblnEoGCZLe9ed6ySGwDbXW67AhpBy/OhJytpCw19GuKc+5e8KV143Xr0xW0RqmU5T3U24uSN5yiCb9X+DTPF/MhPCqFNMX3XYsW72Vk/G7BMZcPiPn0WMsNB177ps//vSnPx2zs7M4f/48fvd3fxd/+Id/iLe+9a04Sstms3jIQx6Cd7/73Tu+5m1vexve+c534r3vfS++/OUvI5FI4GlPe1pNUppJ3+9973v4xCc+gX/+53+WhPKrX/3qms8h5Z3gpwbKoZvsnorez06LIMtYD32o14bAigjtSU/yRMipi/SqV3m/e9e7gN/6rfLncEKuLCq7JVL8r+TD8NWvetrmr3sd8MlPVr3IBzerl2QP2P704obG11Igmzo5q40noAfG1qddE5/3AzsoNgK9qF630grYuHpegC7tsuAfEBs0VhnH1SkJZrjBEidUnYzdBzaCH+rYcLOx0yClZrFxf7eD4GKPvdCx+Iwdv07atbwNUaAxtBMuuDgtue2y2W3q0b5acMHFl/pM9kVcY96Ha4xz8nNSj8ugi+PGBfXAOCGcVfVG+cdteDliXASFIm64L5oncdGo/MxYw9KSyIPZ1V80adw8kHm1/po3YvxRt2NreaPmlILzlnYv02/7Oy4j088poFvPoVvPw3KKgg9qvNUnHpq1qznG0G1tsF/5GhRcC7pBjHHRPCUYuNx1hAy4pmyf/oLTxslqlYQKN8/V14ABtut4ybBDiEOk74Xsdycs2ogM2rdcb7DT0fuLHGIN2PRerLGCa8xxjFlToj1HNuJp8zw6cpNIFWs1iL0255Ac/1ZrD/QhrSM8ji5zFf3uVPl7jhMXaazBcHZ5BvZrfmKGuPcSOY3vMb9uzu0SvcNgg0x/Rfm1gx5Js7jgprw83EaZWAt378oS4wad58KYUxX9fVLdYkMdS2np2AMXLNCNvvcXcM1vvwaDakYK2qKHvm26Ve0zuCsuqo6DsgT0/Z7vOYnzOImirsWK99JaXPCvLKIyqceNtlfs9dm//j00nMqwxPJhGiZWQz2VhEPVl/DaLrltsqFvBC8mFi5wnbS7ykN4+AlpKtjaixjWF9GLOYxgAv0GW/+Pdh1hQmze7pQibmAcKCQyb8yxWO2S2Au5BfGbHPbGBGjc3oAqHU/cGZgkYPaKO/nvhollqwfn3JNS7OsPLaHFyiHjxiVu2bZvbeAvHI7ZMyxJUJ23R1BAGG1qzSss+8UoXhden/rnnVq9kgPiuqiHkfcludbMTlwyx4Qhy6IbpaGYJKpmnDPupH8iG7h87+W54N7PIwAcR3wxZMzglHVJWNYsDs65/NYeYcQTCw2DMBZYthbQV7qENnNdmKtcO3JOpHKK6TQKN90KN5ZsChecm7WkO7YVaymdwoR+cL39y1SDi8UVE8//mWH8yadGkPGLLTtZw/3WEexHeD1PmRfQac/6iX2NIRZRLE/qgcVh6vMH308c0vKOtw7POl24D6fF14l/5qyCQyICHCT2pE84aXo4Yacq/UPDZ1lizzxAn+GfW9m/8vzMBCbbHgLnIQ/f5jMUdYbb26Be9Sr5GPdd70bpbb+LBbtNpCbqfTCLKItWn8cCr/p62p57ElVZV1rcdSHUBPJuzWCDUl+ncA7XmOcwYM5LzMf7JjGz3gkPF9FlzyDqbIpsxpDrrQHt7pKQjzT9kDWCC+Yp8Wkk13DtbXHWMGJNyfHJWlw+WRcpexmnjXNlPf39IGTfOyjqgvQyrU7HMTQkzFomUn/zN38TR2XPeMYz5GcnI9v3937v9/BLv/RLeC553QA++MEPoqenR9jBP/RDP4S7774bH//4x/HVr34Vt9xyi7zm93//9/HMZz4Tb3/726XqQWtpacG9994Lx3EOf2NGVFABvLt757YCtkG85jW14LvhBm/hpAU09Be8wCuD+g8E2QV7OQfqVn/+88DoKPBjP+YVMuiHO6vkvwKts0jEE+vO2nEMG74WmF3yKrcBI0loLiHvKeupHVpQb9wEbNoJbISqNJHuZ3Y52OClalFZCQK8Ktj2Hs0vfeh3cLq3Haee4U3APAxsiCg6DGFLaKqK74CR/WHD+5M6VBfcE7hW34uwvXVgbFwxEy/NQT0bsPehj1Nv91efsZORde4ldRQYA++KCyhM2r1YLcRwOjaNeKBRHRjbevaJC6l4u1GZPH2UxtaaztBauc2NjJhNacE6nCCrWVwwCDxtjFfaFK8CXFA26II6WaOtVm174wLY3KKOHyelVzSwGuGC7LhZYxAIreEfPv1+PLfvMbi53WNQVhuD/4ibFx3HZq8RK+m7Bs7Sws1AVUswuY3NwCDTiuIiTlV+pV0U2M54QJxc7f5iIzmAjJ3A0Ate6K35/vWIkZGg0971JOtBF+Eqw2t/81/T7DriuhFko9GKpv1l+Itq4zNE9gOf4SW7DVPWaO2pO1PCGuRARQ6wuZwN1SYSmLW7sGD0lDcgi4bCNQf8vGZxkbaXcMbISHtooE/JBFPEKDKV0fCUqDk48vE/BHq6ofwW+KB9kEwcJtbCvUO49tXdFU3ay1hHeFxMvuR0fF+4CHGfXEvi2Rcu+Dls2+awKg40WzPIsDsk2+V8c4hL0onmsXvq5RUOjrNmcUF5j/KlawbXfI3jYPSf3gnd3YPJ2//b9kQnra8PxVe/TooIXCtl3NcNN8F52+8IE0mlUt7ZBbgwvJQVN9UlcAp95fNMbaMPlB4ApjAg7NjPf141EXeqctxJo9+Ra9oELvgr7l9OGRcwZ3cJ21c20ZK5cyUZu2p2QVtViafdrp9SwrzacuLowxws/3nhtWHRaZ3MTbKVrUFkZdjRtOhqUzYgpTPSKcHuvrCbh6nnjz6+MBz0WouwYWLT8V6XNLcQtzPIhjw2M5O8J43zco+9c3Sh/ukjxxp3Vltz/kIhr5IohE6h255DHjGsme2CseGtc2jLTe2MiypSKwu5ZL9P8OlhyAIHmkSG6qJmUDDwz3PdbUGL2pTrFdU5ZCkZ4v8bE11k37EYklRbOOmex1l9DVy/TZwMvohZEjkAadvWGkl7DQPGDDbsFuQQQ0kdXN9/P/FFcHpMTg1ixltHVFE0R+9zT5V1oMumNT7x1x9Az8AJjH7fD5b9GhPFsg9UNty+fsy98peElZ/Sfgv9LrgwTY1ue1H0pauZrYw9JzTlcsZ3xsVdCm1tGiNt66JPTNukmoPaO+683H1qsPZyf03j2hsM+KRGdJ+5iKydwFaopRzbc028oEdF4zU4uC1EMWd3YMHorcSg1TfnEO0gsSclEYJCB/1otz2PCXcEMK2GOYzeMjYgXQ19mMV5fVruZ6lvCO5rfgKikRKcYx022Gk+8byfh+MCuXB/4+vQaE9ykBwGwth043K/2KGiNtagGmGja9D/EBdJZx0Ry+u85IBrDg7MWimR+Dljjm8r2Age2Lmo5qAxL/96zhnDJmdxNbjX3N8EexyPY12HY63R5ixjxJrc/m9N2mVRZygK/YUvfEE0Qnaz//N//o/87GZ33XUXhoeHD3QcFy5cwNzcnCShA6NWySMf+Uh88YtflMQv/6S8Q5D0pfH1rICQIfz85z9fEsiUg+DDUa0zcqh2003AblO7dwI5ndLWllc1SySAa6q2F/soDFL8mj8kT/O5f/7zvfVbPkYD//iPAHPgt9/ufS9F6cedCK7RZxH+3KeA97wHeO97PcdJY+Xm5S9vIpnUf6Ckb33R8UrZYWAjYWzhtDuOc7Kgbh94cNOjvg+d4eKhY2PVbpH20EPFhv/djmJbggI+97mmsEFHxuRNvq6t5yB2GNjgEBpW1M7vQx+n9hjupz5jFxPWVdVn7o0LtguloB4TQ689LXpJDJ5lU9gkLqqNwdQ4Tnqb0CPExUqoB65todfwNl/zbrc31foQEr/7wQU3sQU3jLBpXzW44JATagoXdwkRdsMFNw6/9sEv49EnWvHfnlabfBOrwkUo1S7f5yZTeO6bfl/0qhQ8puC2pJ4xjhm7FyvcqO8hBUJmwhAmcVGNSrGtES5iTgYnjQsSQDFRyCQeGQb1GuRBy7q0y1P2xmg78DT2q9lfqK0ttOVnkI4noc6cqcSlnP5uLSLm5DGne9GpltBmrMPRJsbdE95U5X2tIzFEHnMC1+j7RMua7ChulKv9hdveITgy43GoJmKM8qn5k+wZ1Ncbk6NtxgYcW2FSjULzfh5kHaGWndmKHJN8NW882D3dDy66rFWEVKd8JVuK6SuZjE/byxizJnc+5Ju344IMO9lsci03KAVRdxF28RfSpOS3f9LXB0lnT2c4igl30NNs3Acuru0BbnpCg4Nvch0p6hDO6tMoqQgrR1L44cRstofv2KLqF4D9Ey6/Zj+44EbtvnLK//Ce6/3gIme1NMyZ72rspLjxVvTEM+Cqe58+U05QBUZmLYsD7XoFfZbHGF+3E1hrvxnD9nmYDXDB55mv7QHlDaq+zvDmQ9Di+hwulfpRzHegUFB497tVc3Gnz7Yna7Xts5+E9d53ofiePwbafVxEU4i87OVQVSK8XjLGxYA1j6hTEFamd68NrITrdN33MA8X3vN/3k34uvwKIc3kMpnFWVlHuE5Q73La7sEJY0oY0Dx36l/POkVsIcYU4/7u1wFwkXViOIsz2/UpQxWs8/mg3m1I+YPreJLHHHfSqLvM9mVirpi3msCFwu23hzBnDJU/I11aRvqL/wK89w929RcJnYVjGxg0ZkWqhL4jsLlSF9bDtUWjuL0uSZ1sqA0rVg/ydgzDxhSGrVnJYy2yDZvYN0K45I7hjHsWMbMoHRcJO4McklJwYNy5oruZDfJug7OFIWMKMaMohVAiYvyY9yMsWpXXEWcZo9YkknYG64pPjVFTPL/xUU9DJBqXhHmQ5CL2gwHmxPhweNYfar43LiiNMKepCeuxobmfDOIv7zlPSXwY9Kc3WkcSQx047xro1XP4zQ98EteMDeGHvm9U9FVrLsM+9iOS66cWtHQW1F9LdisoXHC97jc+P0pr9DizEhfxeBdK7ShaMUScLSkOBfrJLJiLyIpPkaYc0Eww6KsBIYxEAyZfaxifx4gNFu82ORjWsEVvl4UzzrxoZMxhhKPxmr1kXkfLxT+eA4smopFedY3d7n6Y+U1h/hqxFEqnr6sZ2tasbceGRl8vv0RV7VVRXksKZhzj7in5np7P/gX6//B/Qb/3PV7ytxobfizZ4SzIANVgDWNC94Q1IZ2RZMoH3lxiI+09O9uO0Q0hT4kKVelKIHZkOGSwpynLP2R3uCchKdoHUpHBmntkiV9KJCSTSdEIoSA0E6fvImV/F3vta1+LH/iBH9j1NQHj9iDGpC+NDN9q49+Df+Of3axeVpllWWhvby+/hsZKyPz8EQ1uI7X9NCfIHtAoavPFLwIve9nuC3IDIzD49ayAsDJCYjSFsJ/61Mpw1W9+0ytukB5fNtFEiUgbY8fND4H6qZ8CWqu05fihAWVf+oPXvXIKtVt8xikZGBS/P0h2jh83Pg5wD9rS4nWwTk97XUY8l+O0y8WGVJrIymmk32QYSFx/CyybLQXnDw0b/M4Oax22PSWtBIeKDT8AZ9AQbhIboUgEpyLjOOecrEkWHMQOAxt0lkwuXI496DOIC/qJMKaMUcxoV1iUA5hG2wF8hoQ5VSzCI8GFv1kjs3ldc/iQ3pURf5S4YOJlXA1izLmAtFXRnL+SawmZC6f1OYw7Y14b4379xbeAb559AZ75lC3k3cVyqx6NV9h6SAUXneYqQk4J0+hHq9pAX5hsGQdYq8UFb01YORgmg8rJi0bXbsYNuejX+fe0ES7mJgyk2ix0tZXQYy2hU68Kg2PS7seG1SFBd4czjx5zST5jzu4WllqXO3/gIV5Xu79QX/wiFHFRpyvHy0jNxxQ2y4Evg9vg+u5vHVGSnGPyhi22GyqFfswiedMjgNe/AW5LJ+ao4YaEtE2GQ/aO/qKRdMGUHsAG9TvrLOvGpcjCoZWymb2cdeSQE/f7wUXw1Rx2KLqQjNPc8L5xwWR71MlhCwlhIBqGbtpfkL103hkRzT0psqgpSVywW+McTsGxvITyfnDxhNeGpPBX7S/EbnoEzNf/DIzW1soWvNE6Ek7CCDMBTe32LAYNTxd9xUnt6i8SxTXBcY4MSN/2hYvLZPUeBi7oq7hZlMJHsDEvbyK9luNt3Q/KwOw1T8SWs4y0S0HE2s/ks8kNJpM8wT3h27lOtSIL4977GuLiUmkA/dY84max4WXh7SLL6kRoEr2RcWxsdeG5zz3ZfNypDExZI5h/yA8i/lOnkGl9JNNPXqIfDkbUJWG1MumvqvwFEx4xlZeNtnCXq2Wd/ITuXgXFABfXnixhOLYok+WnZw20p0I4nQZ6/XUkSHaYoUqCLGB/DQr7S2G8HudHgQuPo11hsfnZBg8r3vkWjJgQUk6750Sn9UrtVek/rtVnRZ7iu60jyLstTexHqvqcmdwK9UDf8EwMvD6C0A7+gve/N3sO3ZEYjGgES3ZK9D55LaQMFN6+J6j2DVL4s1rlmp10zwlLtuIvFFqSISxstWB1ahL9nQmMpSckgci1Z1b1yfUOskTsFpkp9WAsPAVTXX6/2UHii+p1JKvZth6WFnhbz0mi6rw66Q3X8vepUXsTY/oeiQP4xFHntHp+udoHLlg0pOREkCSjv7ngjpTlM6gPS5NhaA3XEa8wkEEbPvf1FD53bx8e9n1h3OsCZwzem6r99kMeAjS9H4nJTIMAF7V+1kWHuyhDHFn8nnZ6sRlqx6wexDz6xF/2GHO4FvdgdcPFp+6awmNu7ke6RaPXmca9FyOIdibK60jgn+vrQCRJDWBKBplRu3/xMmXo9oUN/2Yy/3NOn6nskRqsK4Elr31ozRpDeYcpKUeqit9WQ7DsEtKWl9RcKyWxplsxeu5fob74BYRe9jIMGZMYd07CtZoj/+wWY7Q5KyiVwvjCd1u2rSWmU0DKXsFKuBdLD3sqCq9Poi0xiLTe8k7B8Jj/2rUkgd+yPgUjkYcrhQ+PbRvi06NsFBCVgjfjjVW3FXOqzytg1B8rO2J8PAU+46aTOVyXnMKlYi/OzbcinXLxkNaL6JCZEV6BPQ9PI5pfSrbwOeeE3ynqiFwetcVHm/Qe+078PvGJT8R73vMe0d2lxi+Tpy/kuM1djMlV/lztxqCgra1N2MJXpW1sAPfcA3zoQ5y054GSsirakmmgu9nUlPdDqjv3Sxyweddd3kNi+W9lpYT65lTyCOIe6qR86UsGnvqkMdhpCz2P6/CCiCrNorKxmvfGNwI33yzOlS/hxm4KgzUMV34ndX0kCPK/m6/lLD4G2NXfz84MLvInTnh/5/s+9jHKfxxv4vf+iI3ASHxIGlu+g1ZXFBvq5psR/qmfQlJnkJc20FoWznFjg8md+5wwCo7nYP8r4WIv2z8uvM3v4oqBL33JxFOfdAIDqQT6bu/y2L9N+Iyd7Mhw4Wv2HbbtCxdXQvd8D1xIkQolJPUm8tov0PgXuDlcKKTTKbQMtuIe5fkF+osvfwl4ypM1elu7K7jgAANzE3E9Ln8XolZuZ1zw39nKTX/mumoXXMRR6DlZHqrQCBd/+68JFJ5+DU6mHaSdFfSZCx5z0Q9mu+xZDITmy9PDh61pKXadN3P/Jf2FsHJ43WUgSwrTatDTez6Av+CHMXmzvKzwpS9D/EWsYwR4nLQb+Swap9xK2Yy/YNLwnD6JvBETVm8NLgB8/nyf5y/6vCHFV0uMcRi4IOOESe+QaEfWfb6nSFzO+/BacKPN3502zqMESzQnmQhuFhdMYPWpOWE9kv14zj2NPmdaCqlB0ne/uEj1J3CPurbGXzz5KUCkAwg/9hYMYhotOrc9L+fjInzzzTj1up+TeJgMJdNw5WRl7dlpHQHwjYtpHxeVCOn+hothfQkj5JL5Q6U4fd2FJYOnRvQlj7Flt2HR9Loaqr5ECqBrevtQyayZwkXHlHZdagkG/yx+gJv+HXAxGpreEUvBpPavTXYjO72Gjcw55ONb+4w7FZ7yFAV09mP9cR4NVLQT1TQMwxXN0YliL0ac81B1/oJJKramc+Byu7EqTFyuI0VboYAIZkIj0GaoifgihOVQH5yCElx8/9MVcq1Ruc5kP/LZIvNvJ2LsQTVc94uLuJlHD86JLBsTjhwc1qM9ZmLRDWEG/ciZLdJhtWEnpJ2bFviIahMf0kx78QHizkCW7r7JKO6c6MJSKSliX/vHhYmVnuuQ7xwQ32YxWdYg7iQujJtvhn79TyNtbsJ1pjFr9MP1OyBq/YWqjS/OEhcKfb1hZOykdJfU+guFCT2I3/7QX+GXfvhxyCZOSCEyrjdxwrggyULxyaKD7RUHGuqMHtM6wuSV6Zak64MSSPc5TGifl4GJLPiYroNaupJGSYek6JH35SCo282BgCwK7YiPBrgIiiFEmxyLtpG0G8Sdk3utIwpbRROpdBt6+4GS6WKTA+tWtvDJLyfx/CevI8GugMc9znsytdqO56r4gsSEDmsD2pnCDAY8OSftYsCZRouxCdsF7nNG4EZicEyvW2b6ngySSYXUUAum1TCyzhJ0YQof+8+v45brSUw0MF3oxN//awzPeIZGe8oVybleY6HhkDDLYFLR8yEtyHpSSMeADavkDX7cbY8UcXMYwSWJ2Ws17ntEOqdSaAr+0UXIKUgiO2Vly9mIdGgTrVzTN9YFG6UP/hUmXvJrcBlDNGm7xRiZkKfR3chnLKxF8E9f6sWTn0qGXC9WH/88rLsljNnnkQ5l5Xzm7Q6soxUnCnch8os/Aeemh+Lia35dCnxJq1BD4GHHDL+UmtncNFhmhRSxbS3RGqWixre+oXHbcEb2QKO4iD/552E86ekRtKS9QYTEKQfZrfM8qu5JwYiLvnlIbUrBqNNabXpN2Xfil0PTTp3y9O7e//73y9C1P/7jP8YrXvGKKyb1EGgOs5LRF/SC+H9/KMXn/dcsLHDqXcXIWib1PXg/qfCbm5s1A+GuKvvWt4CZGYByFaQehEIodg/irvwJ5Iw4WKSsX18prXTxovdATE56lRAW2m691ZPYoYRJYI96FHDbbbWfwQLdBz+ocMstJno7YkAuC5w9C1DeI0jmV2kfYXgY2jDguAZm3B6RGKhnGdC3/smfeG07z362dzw8zne8A7j2WuD1r698Pxn3L3lJ5Zj4WiEjHcFcnN3syLHhX0O2gRwWNthaky8ZcBwt4nkM+IKq7mFjo6OjFV3ZKRj33QO1CzZkodcag9YsLNsWHbRqO1Zs+NeBjKUloxfXHaDWfn/0GdW4iHlF/Kr2FFOGDJw7JFyEu/uQ33Bx8vy/whwZ3hUXDQsG91OfsR9cDOlJjCGHKNlRVxEueCsGrDlSMGTIxMH8Bdv2vH+49zzw/g8BD70NMOtw4bZ14pIzhA61LMN46nHhh+flz6cO2N64UHj9680ypBrjgmwRC7ZpiQ9Yc9vlm0o+04DrF+UNOq31KibLwaPvB4K/4HWYc7owZwwIc8F2OC36AP7CLxSdG6e/4FeaCPeYUNkNzH3rC+i55mGwUq2SyGnWXzCBWTSj2MqpBrhQeMc71f3eX+xknGx+r3uNbNLreWOMK04YF4X9xLLGRXsIWSOJiM7jpHFR2owrx1J5X/ny1uFCh8LIdI7hfHEIOSMksSeMEKbIgvc/4DD9BZv58lt5fPEb47jlTDs6un0mUB0u2AJ50R1G0fDYMdxL8xW2uZu/eGDggjqdwX2MGktIOjlMYhBR5NHiF6rIwu1wVyXxRMvrMGbR7xEzGiXnlJKW20t6DK5zSRhINY9cA3+henpg2xoFBw3ji8liL7422YWtgoG7pxN4znMHEI54BbydcVFhw1XiC0pWaxjZDOL3fRNtgwnE/e58tsAm3C0KhcIdGoHy404efFQVcUbdh0XdLkkKSj1dynbgHR9oQ0+fgWc810LYbCa+ULK5r+DCwCVjTCSSpNgALa3n7Gg5bFWf/foLMgbj9qYU0oYwVcYDY464Po9ZuxtLZjdmjEGYtiMJr+lSN9YML2kSuITAX5S1gA8h7vTOB5gsdONrlzqRK5r43mwIz32uOkDc6X1lTzfg5ArAuW8Co4M7xp30F+edE+Iv2FZNDfgZDJW1Zmv9hUY45PuLKlzMmIPyeTX+gprUURM/9ws/D0tl0WNNoAurUKYrMzToqxNOBmOhKWTcGFbsTpFHYFH1SqwjSSOHa/S9cFwTC24nVq0ulFxe8LzXoaWLKOgKeYtMTrbI68AZao1+PSMJvV2x3gQu+IV95jwKpRAyoY66dUT764jaExdcA/k8fu2cg9/8YAh9D9vCI7omkC4uYP6uFayNPgzRVAQjoelyYbA+vqDf4XyiuLuFKWdACmELZh9ymSn86jv+Ameu+RE86XkjsKIG7JLGr7+7FddeA7yeNSbDwJrqQqQtgt96w3MQtbwE6WhiAb/x0jVZRyJaI2YVvALAHkbt/T5jGQedIrAfbNhWbK8PQ8LdRNLymbFVlrbXpYjI5Hrwj+2lObmOIaMkvnnZSWFFt4uuNdcsKRL62HAe/hhkJy/BjLVA9Q6jWFKSwKUv2H9+q0Isa+gzxhU+8GcKj7jVizHM7AYG7vl3tJ5IAe1eddcWGZwwTJ7O8LDcN8q7WKZbdicyDJGQMSxkm9yrMh/z8NQlPPrHC0iwy4LPYcTGr73iohxkIONA70uJoqITEfwF15+x9yU1Bu1cRLuVkeRvs3ZZPc6UeXjzm98sQ9W26CF3kXr45je/uevP5Ug9jI2NSfL2k1Xj+zY2NkS799GPfrT8nX+ura3ha1/7Wvk1n/rUp+C6rmgBB8bkMIfWHcnE7YMaNXGYtP7xHwf++I+BH/ohT8X63DlhNtx9KY4/+zMlFcd6o4/96Z/2FrAXvcgDYcB2qB6WUK7i13WC0T+/731Ad5eGRZ1DRme8hux7q7Yvfxn49reBN78Z9mteh3E9hkWrXx6Ees/AB6+ry1ukWaWlCZtq2Hsw61/LYw0eVh4fZVd47Mdth4UNtoHU7K64wHBSvD2NIXPm0LBB+8Y9a/jvv/tPsJw8TujzCLn5w8dGN5Ax07hY7If+2td3xQZe+1r5EDqpdur81E1evyLYkIrmwV3h/c1nVOOiUOUzuCkbd0YxPpc4NFzIxhERuHd+oylcBNIwQfv4/dlnNIuLqFEQLbjD3hxWWzCbxM1sYnNmFvrHfhx6D1wETIyUkTl0f0Gjpp72ccGqdl7FPF3WOlzw2Vxw2nGPewZ3+z9TBtu21eHigtIQZgQlM1o1YMRsqBV7OXal/UWAheqf/foLDrPiZHVes8PGhVsq4auf/UdYm3M4qbyhhzv5i53sgewvNux4+b5RaiMwyy1gULO/akp0sksqjJIRlR9qygXJPjJyN81W0b2mBimHPlVbxolLy6EkjxvgQn/+81g5u4hxdQp3TSTw/z6QQ2przm+bZzLssHCh8b4/1BJ78mTdUhFf/txHsblVF+hW4cJ97euQNxJyztRgZDsuhz0F7fv/FXBBE4aYmcMZY1yGM7N9esLuw4LTITI+lEHgDxO5p9U5mRAuGoPbHINnbFklG/Yw4otvz/fgp37GwNaWwgtfbCAcMcqMyp1wwZbnUeccTrj34Y6HruN97/NwkbDXMVq6Dyfu/Bt02p5kHw97xW7F5z79bXz6Cxdw9y/+KS6+8n+LbEVQK2KSfNNoFabzWVyD1XAvUj1RvP9DYelAOBgulOx3+Fzxh8xJxj7BZ1Vb+RLj+NYR7i3YGhwkfdnCf6E0IMdAIsZpfVb2CHzuz9vDSBvrGFKT6NILsOlLdvAXNXYAXASDIO+aSeG1b4ghkw/jRS9Sl7WORJwcxtxxmF//yq5xZ7W/4MC9aXPYI8f4VvEXGvm5dcRL65JAq+Ai8HeGFAJqcaGQSJjSFk4GOJ83DqxlnBPWBfSaC5LU4e/7QwuHwvg9aHzB6+hpDG8hrbgvK4lkineGGieMSzjpnq36uQ8nMC7PY6u9ImtPu7m+YwLT3dxEdnYWeg9cZAsmxksjuE+fwqblSWtU1hGNH3/OOtqUp7VsmRqRsC9jEsiXVOOC+wnDxENuDeN9fwic7FhHi7klOYyub34C/cULMvSwDKEd4gv+QQkSDoekj2GH02x4DOmxH8W7/2IYiyvesFuuN8PDCrc9siL7w/1tvzmPGBndfh6UCeCu5BbaY1vCqG4m6Rscx54Fl8PCRo1Ac51xuJi9gEFzNvhrjaXNDQy5lwQTwT+umx3Y0pHykDsZhmq14T6cwdmNHqkB6B97SRkbX/yXD+HSd74o7z1/HvizP/M6LertQDEGKuubxBhB7MlBz3Yebd/4NIxihcnbZyzg9Ff/HNZ3vi7YUK99LUKmi1W7FVNFr9I4Yk6j256Bcm2vWNClxWcsL+sd1xIOu1sxOhC3ioLl4PiScRfJaGXQt6xXqoRkoPfrH2drcVEY+hu6Vbpojm24G+3FL34xfv7nfx7vfve78UZS5I9A6oFVinO+gwiGuTFZzM8kS5hBw8/+7M/i137t13D69GlJBL/lLW+RZPLznvc8ec91112Hpz/96XjVq16F9773vSiVSnj9618vg9+qk86PfexjxbEHbYD8/4mJCZG04MPCP0MhtgEdY3suxUr+7u+AV73KE0Xnd7O0Qd1DaHS2u3jiE72Fp95YdXjb24CTJ7dXWPkgsVpW/XAEAUnA0icQU62utLz2WQseV54tGsGb6t7ACuCWk0DWqJtsXGWk4rMac8cd3qJK47GQSDwxAdx4o3eaV5s1iw3X5SLgvaf+EvCvo8aEryHJZ0LJMINBTO7eInMAbNCGe1N45fOeKNWqVjOLuJPFOmKHh41y14iBzdZ+2C95hUwR3vENVR9I5sWoewGX3BE41I+6n2Lj/uYz6nERGIPSbrWIbG8Mb3tb5JBwAehEC/RLXwbsgouA0bnotGFW0R/XPggP4uLyjNd2stSLpdkJ/M37/wQv/YXfwVBiUwLavXAR2GH6i7C9hZHEEsyX/Zj8I9vFTuKcDELZ5i8ou4a0TN6ud5BHhQu2R5OtxSGFrf606KvdXwQvD1rodlpL2FQ65fShoKLC4GIAb+3TX8iwFf/mHuo6wuvS2oZnvfEdaHfnETeopbz7OlL9uYHk1QPZX8RFtikuLYiz5oD3Zq0R11kpps7ZXcJea3dXha1Ci6BYbuGWFmOX/cuN8RU38qJZJ9d9ZQXax4WOJ7zfPee5WCUD1LDQ0a7xwjuWMBJeRs7NYEoNSsLrMHBBpupock50WoVBmXDxU2/4KbRauR2BFDFd0dwsOBEklNdF0alXMGX3C4stGlUPeFwExpdzTd9ywrigR7BltchE8i6slPUJ+UOfO2ZMYNHeFO1rssMpxbVk9ch1Jymhy5kTnfPy/dqHvwgSnGR19al5pHpW8O7/3Y7ea1M1e5bdcMGZAWyFZZJk00hgq7VV9iT9lOZJuVAv+9GqN2nkdEw0QpUykQ+nkEcKWSeFUXURSbOK8caZAmYIkRp/4R1wqaRqcRGve14aOdgq/dxOZx4R5HHJ7hcJoTC8zTxfsuq0YBFdmHVNjBxQ1XU/60iAheAQ550OOcdec0l+r3w5OA6iWzB7vWGeeg5JYxMRt4A59IHjG/e0fa4j5UGQehBtQy2Hto4kkEW81YLaZa9a4y9cb//B4tis27d9P/IEoLUziS0DYBf8/vwF9dct2e+QtXlajcufMszUl04yq3VoL9OaxcVGKVqTMGJBUHAB4BTOSUK6kniyOeJLLt9sqVPICtT7p7Uam1JEKBdo64zfMTGTwfvf/z685X+8ESHmEHbARdhy0aMWpdi+7rRgzexAX5+Bt71NCS4K4cpcmHhpDS32mkgCyGA9X45g2202tOBi3W1HwY0jEs2h/yWvQKtpQ7FDYo99anXStU2vYQk96Ahn8KYf0HjlUybQ3cWiWytmih04e1ZhYkKV/QUldZbQgVadveyk7dUUe7aoTWy5ESyTtWvO1dx7unR2OSTcHC45wyIjw4GHOZtr01rN5/D3WF5B1z+8G+rVL5UYo+SE8fgf/wXqn8i6QSb9E5/YuCHlIDGG5RREuoixzLzugdnKQWtq256ExtdQ+s00nW17EuZTWCihWYan255wspgMD+OFzwvheY9eQqSLz5O1PcaIa9ljEOvN4qK64MYOpk2DhRElg66pw+Jov5J9HIlfAoUJ1Le97W34iZ/4CZGCOGy78847RVs4sJ/7uZ+TP1/ykpfgT//0T+X/3/SmN4nu8Ktf/Wph9t5+++34+Mc/jig9t29//ud/Lsf65Cc/WdjK1CZ+5zvfWf53PgzhBkL0s7OzIorNBDSlJFpbUyITcehGVJKzTrQGgkI0RqhcwIJjI/BYYuZUcl3AIzouYbJr2NOgqTN+FIFWb2Q7/NIveYUtXw1Dvv4znwG+8Q2Pji4tFFrLMDIGfQJQMieCJ4z8+7/4C++4XvxieUip6TuJWjH0epMgxOvwKBtPh6Lb/LigssNLQUkgrhP+6V4xaxYbqdYULpR64drDGDKmhcnXSDuTkyA33SVph4gZW+VK2GFigzbQzR9vsaz35ZeNjfrjYyGC1W9jOzZ2MiZVwk4BWz4z4v6GjeZx0So+Y6eCwIHtEHBRbdTxSyKPG2+MHA4uRMyegNgdF9SSu2QPYNXsrARgVfZAx8WhWx0uREfXyGCz7wRe/MZ3IRktVJKsTeDisP1FEmwTy0P5iSnluoj/1Z/s7i8aPDRHggut0arXj6RF9yhxwc3XpB6AjRB69WzjQqLWsHMlrIVScEIcRhFHr16Atc91pN+Yg21bwtpgO91h4YIdKWSrrpmU3PCHnjSxjvBzl33NYQbDh4aLQ3fYl48L7XiTz9dUWuKHXntSCjhRlZfNO1kkTN51mxca6nEy4UBtvovOiLfxqvMXjOkt+HFLVxfcl7wcU8YYsm4aLe46emNLcNwkZ3HjprYZ9HYtSwdPWGcQc8/hgj2MnJW6bFzE9BY6zRVP81sOXMQovbLGDuuIx3TdQos3N12Mk93b1BpW0SnX+YG6jhAXjWC6qRMiZ8V/JNObA/kGOSDTKMlw20WnHSFVQre1jFZ3U3QlZfCp2y5s6YH8OaSjBS+2C6wJf9HflZTunfM2h1kFg2m8e3jyIVG4qnlcfPPrLfi5nzyDcEijYEYrexLKwGD7nqQvFEPrC39cWvnnnC2RsuAE97wTlfhm+3X2/UW3lsFVMsgo3iJDKD1caMTtdbQWl3BpxYTbMYJYvO4EtEbaXkS7sQZTOzKwaMoalb1QxmnFiJpAq8+2JUuLjMa8sXggnuflriNrqk18Qw9bx/3ToATMukqJVEW/5t6lIMkdFg3ET8gwJ/oTfWj7ETKzJ41hOGYYljqkdYQdlGSrcg9qNd6rNvIX0hEFhWWnfft+pFcED+Re7ddf8P5fVKMYciZES7h+T3il9qlw8rhgX+cNmvOT3kXLe06z9hoG3ekaCaAAJ23mRs3wTTKVZYijnGwtLjx90l6sDpzGc9/4cNjhOVhB4rEhLjQi4DOSQ7uxjkU7i2ljCDfeSIwJz7f8PdNrCfzKWyJ49WsUrnuYsSMuyDxNuhvC7s+qCLJ89pxWjOmLSLo5uZGa1+xFL/b5JlW6tHVLv6yn2kU7VtEVWUNfv/edVIFlTPszPzGAD/5VSHAR+IuV1S3k2oEWrx56xWw/2DAL614HSN0MnsCm1ZB0ZTKxnXbWEVKe/nt1uMRCc7uzjC2dQJuzKMxn5LfkpghxwLfWrgjCL/sReTY32G2EUehkZXAvXUpQpD2MPcnZr5fwjtevYkl1oeQXeGgx5Gr2JLvlMIJCGmOL6t+xGLLqZGCHOxAdSMH216WKz9AiCcKBch2lOWysbyKUCiMRqwCu/nJzcNuU3SsJ3mCoIIdgrzhprBldwmpfRQfMPeZ8HTjxGyRZ6+0Xf/EX5eeo7I477tizAkFQ/8qv/Ir87GRkCP8Fb+Q+7eabb5YHI0giF4tFhEKHPJWbIKPD5HVk2fn5z68gIBbzfhoYX8IWi0V3C9l9tKTy4x7xCG9IBeOCgPn/2c96Wik8HBoF3wf1pLRG7XjMZaQqLKHTa5Xdp4fjyx/2MG8GA49FgoIVj/nP4nFw+lfScTaLjXsijmyIMw65tSvb3hNUeVOmT90/Imwc1JrFxv/f3n+ASZJeZaLwGyZ9ZnnvTZsxGo1GI+9GEkJIixMsy+IXWBb9K7xH3OVfWFjgLvBc7vLfZYGFZw27997Fe7sgIYMbaWRmNNPTprq6vK9KW5kZEd//vCcisiKzMquyukx3j+J9NOruqjRhTpzvfOe85z01KIWI7U4f5YCYumP2j9Nr4w8uqGxT5TTUktE80fQg20Yzu1gyYliu9qHf3JFJnKfGGdqFPyRy0R5BgdN0z8IujjrmgF0QFceUZM9Jhs+9VOxirUm2/FT5piZ2wfWRjKlEah+VZETYPa0++6TffXd2odqyC/+VJ5l1fSq7UAzKNqUN8360i6NA1nSPN02em/ZD8K5x7P3vx8yb/xHKX/IViKLiFgDa8BdBu2DxckDfkEnaZ2kXGZXDlLmAnL0lrKKj7KLu2NgtgAEZUNTqNSe2C6VkYFQVUUka1X3QPV5H5qwxFEx3MnkJSfRrvO/AnD2BsplAGQnctsYwYSwJYyUIJjcKKgnbCCZ9Sy3XESuWwY4alORPSU9j1+6W1uiIU5HkW1BbrqRcaYmj0K5d5PRO2fCMmRyueAJ/0fBSDjrzCwIv9XXkeN+tIWv04LqTQszeF0b4vpmSDWXeWpfNuc8MnbFvIFrJIfpD3wuNlMcTxBe1wc5kgFMvso2Ld7RdaChpSUr2SiJnVC213JNo+/uIaJok2egXMk5Bhjz5xc/alQgy/QJwh1W6K07QLipOAs9vduJH/92/x/f90A9gJOHGrTUTVDZG9DWR0iDIkN3mwCwjhoqRxI7dJYMJCWqYpu0C4LDdn7JFF7+O+F1WvoIvE3hT2h1JypApz/MS5rSeRIe9jS7sIUJvqFXd3upj4s7G5zBIvPWR0PcRdfZRakJaOvE64m0wuqytw+t3g7/w44ngnWcRZMEecfcjrQ7+bvyFpolP3LZ70IWz7R46jV1UYxqSKCEHFhA19GEdMbuMLfS5bfhOEnF7/6AryGMo076LTgx3nDEpPPZjQ2JLSRRK3Pl+lyLNuJNFfq2AvXg3nOQwbtspTDnzSBiH+/YbLzmlYfJIe8SRA3KRgEnMVBSPvCqKZC9g2S3sQimJKUaNFeScLq+A4SClCojyGBwHan8fBSeJFXu6bugli15jxjLitHcPLLDO2jeQ8tjQ3qHIMzRgbuPLXlHCqx8bRTnaEfAX/xk/8v3vwxOjeUkMNrrC43z2edeem9nGrjmPfmsRqxqkoAUAAJwWSURBVMYIlJ8I9aFpUqjxD25BG4djL4oNbFldiGoV8b2Sm9L3EHeuI8N/75egeT5j4D3/BHHbjVE7U0VoepecZ8ypIu6UUEX8VCd+lM/YWtBFlqNDz8n35VVShtFl9W4sWfuig68F1pJjY88Gux3RVtFhZ0UaaUMNwdH0ms944jELo1iWIuvtNYX3/dRv4Bfe/2UYiqWx43S4OsheZ4j/2RzA6SZ9OTxxXgovJTsmA4yDUkxbGMTVNvdJp2b8vtTBDXOyoYTHB+PMsboK/NmfUYwYeOQRnDd4SpzH94u/6D4YrEbQ2P7lv3T/7ReG0iqLXmO3uc2zxMn/3vlOYeytWP3IUXy6SRDezrMr7RSm+x5KCc/Pu3mgT3+aVamDys39gs922xBwYbV3hEHC6nDtPgdsw3sZck4Sm77ou2xY2Y5H/SvtJWUbreyCm1e2e52VltdZ2QWvadZOYQHjKJtu28up7SIAd6hKc7vwv5/MgFpQ/hL1Ge36C57LnmxU3XaiE8c9LexCEnaahVhgPnPjvldswUmJJiQDDP6KQdJZ+gs5lsYPaeIv/M3Yij2AgpG5ELvQyXDT61vXHpR1hOy3Xn3vWLvQXv86dDw2CRjbbQfVvv9msY7D99p524n9BZlAnm+stfPvHvYXjcdleTZSMg5LgZzGLpgMG9OWRfZg1+6EBRNbWp+bGLqALOBR6wilG+hXyfagNmXO3pXNu8hHece2Y/ahz9lCHGWs2IOwvKFpZEG6xT1N7F1O/C/+sOU6wmdh3LmDih24YQ6Q1IruUJYA2NZ63PWptwvV3C48iQE5z2br5RH+Ys3uEx1N+TclqPSOQwOGX4rrCO+xaQ9gUN+okxUIFs1o00k7J0WDqnaQoOf12dKGULTTouvKwmBm45a3jrzuruKLNQzUZD/awVH+QlUsjPG87Co6tWwtMXkITeILFrZigRZj31ZGtSUs2BqKRkCWLpjU8NYp1y407KsYXljuQ+/Q/4bPfCYmUraNduFfaxZXOIBUdNC9z92m77CjMGBhSFtHn7mLHd1lF9+LdYR6vXesETepp7tJPWqO1s5FQRLl084tdBo5iVvlMi2vHBt38r2cOL+u+kSqhYluxh6yjthJ8RP+PqDWdXDKdcRQVQzZSxgwdw4Xiur2qho2qt2SqIp7CUgeFzVIt40+RFQZvc6mnK90saLbTQY3JH9P5C9kQN69qRy1sgs36e+IHmtUrx5IO9jAHWRgGXHkEUeeDFdnBx0oyvlu2l1Y1sZqAzNzqgOD1go6Vj6O3/jN38bnvOaLoa6+Gv1OTPaEjBeSzg3s2R1u67zmNI07G+2iqCUPikaOjZSVdYudfKYobZTUjrELl6U/7MVzk85tYfxHUUa3mXPXFc8uzC/9ApEv4HDYLX0AtmYKe59F02Bij+9hTL5np2XPIp+jAVXHkBiEa+yAtolitYh1bdDzF/8K//BiDPNbNt7x2LoMTPaLpWJ3ThRZJ33Ibl0Guo5NqwsZvVCTaroI2yCjm3Ib/r044gOkqDGvZhC3iyh5RcR+a00SqBHdRqdeOOQzeD/o/3zwWq5afVLcq2ixWvcXuw/8bpXaRWljPTnKZzjVODb1fowa6+jQSuhVO+iys9hHHDGtLE8p70lhy0FfNgetSezp2wRjz3WJN+LoxJ6QMMno57QS8YF2Cnmtq3atU1oBA/oWHFvhxkIGY4PfhQ8+C+grvXj0yZgU1ce1RWR0N/5lxwWHQTrStWmj7LjPHJ+hqFPBvsigecei8361hzDxez+AFvKJTwC//dvAr/6qO4H0DDcW9G3XrwOPP37QleN/PLVRuHBJ1UproNTLRsyFX1WtI+Txwz7zGVHerv7gvxZtKAmwA6fFOXDPPgt8zdfUdwQdhXIZ+C//BfjTP3UX9Ve+0j3Gz0qcuW1oZ2Mb/qc5NkaxJAnNusPybEP9t/8G5/3/GzbsXtGPE5aRx/69L2zDYwmQsXzeYRkX9d5I9r60CzL1hdXmfcZp7cIl07gyMQNqFaY30TboM/D+90vwSfbAAtkDpn7/2MU9hrS5382GsE27cAPOmGxOuamTBC80rFh9MrWYVepta1fYPRT/8HEau+DAkE57W4aE9ug79b8M2IXz/h/Cpt2NkpZAASnRpuSVuAi7YOV83plAwub4iaI7sKShXZ6adXmbiaX7iAJ4zv6C139ZDcuQny7kRCM0uJE9vb9QSFSz6NM36n/R4C8ai8oFJ47f+Ycx/P0LHfjqr9Fqnb1nYRds0WXQPYFFDBiuflq3s4sFa9QdPHOPKKA+U6/RO7RKLPCnTFpLR0Vj6yY/5Bi74D97zSMKCl474oo1cKjwf6RdzChEKgUMOm6BadAnj8t9UCLPkDL3axKMrWLP1v5C+6xaR3j+G8YwsnYnxrGAjFGQgu46vKmJHlomoDRNElzrdj/SuHP6+MJ/4JvgpP4ibRUwbqzU7f+P25ME7SKIj31cw/PPKXzXV69jWF/BTbhFkPbsgu3ScRkkdthfGLJ2cI5GGXHkTArOHlwDagnvgdq6CjGbyYGL7SqpP1hXgmvLHECnk0WXqmci+sVnatFKATjQBdGuXaypfuwafTL8K/gKSkVElIUKItjTew6S46dcRygRRNYlz41rdCu7wPt/CIYkulXdOvK7T4/i757X8Q1fySGvEWE39+lbiDtlzOHSqf0FOxhWrV4MmlsH8jVNcFHxBRPzWWMSMaeEcbVwNOuU6w2T3NCxqg1LkungYXRj1einPonH/uLPof/qdwK9/VQfrX2mmwzbrMWdZNhSVi74fb5deB8JqIPnNpvT8JnndVx9UpNkbNzOY1+S8Xpru5APOUi4s4jRydilwS60z3wG8dKvYIj7EU2X5DC7Ipj8XXYGxV88+5yOr/lKG4bpMvlpt9Ro7UReYiEmbjfMYfnIXb0bejGPX/k14E/+7MBfUOd50xhEr7MjBRZfnopJdEfX0a2yUhyRQ+eQayci2tc5s0s0zkfsJShs4iIQ06nxzxIJ5xUdk2yV4egGSloaUbso123DGESfs+3KmrThM8juXpN9h+n+TikMqHX06dtCKOS6RmmJhJWT+34an6E5CpodkFZoYhuy/zIN2M+9AKP036B5sacvB8N1hYniv/5YCv/wfAZf/TUQm8hbG6J5zIQ3MaytYs8uyWBR/p7FtueLE/ivv2bgd/4sAS1iYuZJnSJU8q08t5vOJXTZO3L9s1oXqqZbSKfa8IY+hH61I8VMDlzcsvdkrSEqDv3sRFv3N0z8niWadw61hytXgK/9WqCj9VC0u8XHPw783M8Bv/zLB07RD6Y/93Pdfx/6SqUQtwvSxpErAv/uv/w1vvYfvQ5XpwKsj0wG+K7vcoczaZp0ecwtaLg048C68zwi8STW16dw65YmDx/p9js7rhi+P31RFt2C+yf1kXZ33QV7ehro63M7id7xjvYD9/sLZ8TsPAPbYEWNw2ByZDec1jYCKBQV/s1//QC+8fNfdcg21Hd9F8paAgv2JNarPZgX21Cw7nzm/rANaoEpC4POClI6J5RexgOFM/QZEhwFPuM0dsFigJHbwX/873+E9777MQxNuWySRrvYcQaRK5n4xEIvpi5HYN26T+ziHoPn2Gm2KQNzF3ZxwNoYFbZNjxesVFQEa8ZoLajK6u6gjyBOYxcZJ4ve8iJ++r8evZaQkXizMo65RdP1FxdpF5qGgtkpOnB8KrLWlkxDr2cAs/beviTJg+4vuHasWz2SFDKVyyBjsWZVDZ7ZOlIsAn/w28BXvMXA1fGDn6tMB3a//f/rsj6cIZSK7oAMxhjlOy8il5jA3HYHbp6HXdAWjE5cd+KiVedLJtxVQebMN+zD7kkoR1qb2Uq559Sv7S7cwYnT5gLW7QJWtRGXYRe8GadcR3hdi04Ca8bIIameo+zine9UmLWXhHnX6muzheNjz3vqL+4j9KgtsUwWcG+pWaStLPJGp9u+7HfT6AaKemDyahCSkCyiX9tsahdlx8S247KXevWdgyG+XrJqz0oLa9Df9B6Fk/qLop6Swa/UXWfSrJ09ySG78PYkz21O4W/ngHdbGSQiNrZ3tDPzF0WTvMhmz+HBNU7aWXRpRxdSzhv9WEfFiQk7f9UZRBRVGeoYvObs7ghqcZ40vshptDOmK9xBkf7e2NfUpc3csA3k9J4zWkcU8vQXx8QXYsv7Cp++04PHZ/LoWnsBG+Ys5rY6xF8wobNhDGFnW6E33o14zL0Gp/UXTGqt6SPokQTfYamDi44veL8Tzoo8J+yUOEDj+qZhRQ0h4iwK63RArWHFcWNHXkt2nkg3zKU3Y/TrMoh1RtFlrB5KbjOOcBOdo/K+lHpeNFKZSNuxO4VhymG6/hEEbe/jz+j4uZ/rFLsY6LVFhkF0uI+yC+95XLUH0Ve4I3bxT9/9JvSNu4UwanHHAnZBssNivhsfX8xg+pLC5p2Vmr/4uzkN7+CQu8A6oiJJ3LFGRdpgKd+Fog6kMxp29kzoehemZprYReDSsquOWrm2ZqDfXkPEJ8d4oA1UFdnwmkhYLTnjiKg5XARoD+PmisjRUCaJrF5K7MhxBzt6lJJhabx2jh4RbXOyhGnrfrFAXnnlCipf/Q3YSjETa8q1bzbXSHcsYe5XjQQ2tH7YDnNLtE0OQ6vgkjGH287E6XyGUlLU8W9Gs7WECetYD1D49u+HGdFQcTIwyiW8MJ9EerIH28triMSB21tDgdjTwPXsIIxECWMJt+hBG94vWCjZBtClsC220YfuGSDj2cbnfG7AZ3jDRrcbirWNJ+HLhZIl7mNfyDTtxaYPSEjzYGBD9SHplEQD50TxM1/M0gT/a3yj30vSYpJ1I3yDJ/wYnOz6S5fc6Yg+KH7+u7/LoXiHp5IKu0I5mNTmRdOmoGl4dGYccUNz3zgx4Wr5DA9DPfKoBAhsM3v6GQM/8ZPAL/9HhRf/5H9g6srjeNe7pqTriofPzd13fifwnve4slBra8DmpnsclIz6gR8Avu/7gKeeAr7sy4ChIWBsrPnAqPsanjZgh3YGek5nYBt+RXvZGJPWEa6np7EN/7DkT13DIy1sA488ilV7FFmjFx//Bw0/8RO0Dee+so0+Zx3DxgYK98HE1XthF1yc2UqU0zLCoDkLu8g4uxg07+CpmSR6zDK0Tzzb1C62jEF89NO4L+3igUXALnhvC1Zc2vhkk+7ZRUWLuwGnF7hvaYMo2klh4pJ1fdZriX9Y3PxxinurtQSPPuq+2NHw8WeAH/8p7ULtggWLpJOX4yzoaY/FkBD96aCeJJn7rj77vU0A1ifeYpKYJBOA19pydOw6ZD7qomUmQfZd+gtu2MhYSDlZpFUOm45bNCDrR/def+p1hJqckx3IUgPxEx+p2YUaHkHuoddg02Q3kY6PfirgL/78lzy7uHJ+dqG5m651jBz6+b1CXZGOTGkcllxwoWHVGUAUi2IXg8aWDLNZsEfr29t54y5PnMgu3LWDEkFp2bDvqk4oU3PnwbTrL75Pw3qsv15CogF5R8PA5Muh6xGoZ56B1sRfqHvkL+43SHJN/kKukOnKfnj/bhfUW42ZnjxAg78gY42MaqKjuiOt1LWEMjt3VAJxVa4beCO/8wkxHALF4XGw8HmvAV7+cwa6e6in6trzUf6CLDIOeaJeLzfl9DvHrSOmsnHrYzv43n/X32RPwg12ChtiF9qF2kXM2UfEvDgpIcpUbFsZSc6ltaI7dMnIwrJXsIgpSY5ddy4Jo9BPrPO29nks/zrz8eKL6sxV7HF9sVy23FHxxY45gH07IS3MwdkCwnFT6szizoKWET/0yDF2UXUi+N1nJvFj/3sE/+kXqnj1h38X9lQM73rXY/X+4rtoFymxi/V17fR2QRkR3cQSdcuxLFrazR7Ni4ovWBAcM1aDhyegrEDa2q3railrcRnUSPX4AWMbKaeEBXsMRSMDRzexoQ8DV/nfW6XVv8veQhoFxLGPjFGUgVYL2pg3vNlN5C3bQ6IxnFUZ7Jk9Iu3D90rLuh93NokvGAcUIt3i84+3C0/H2os7DS2C4idehBqfRGZ/DbHx7oBdmPiDT4yJXbS3juh4fnsgYBfa8XahDo6Pa7YkfDlIlXG43YVOPVuzC8ZsMexjnx13HmX1ouRC1lU/rsCqyXRsWD3o17fl+2sdTx4ojWLLONiIdNv44P3tUDmRT+iYvYTNqddjxXCr+pt2H8aw6GoB2xZMXUO/vSr2sq16JPFLmaBVjNY+ryrfPSKx+al8hm7IUGMl8j+q5VqiDw8j/fJZzNuj2Nb78ImnC/hXP5XBL/0i15KfO2wbBSU1hG/5YhPv/VINzy1349PbI/jN34+25zO8JDrXukPSVDJY00GXs4WSRkmHSl3hlfa0LzIQ7dlHmPg9K3hMoUXbwSXcRVWmVXBG1XgOrKNqfJPxhbzhO3ZGNEYISjr9/u+7LSczM+5rYjHXwILvofj54uLhr/MnH0YjOrpf3YuYtopUwsYXPjWDm5+8g45/87+j+7UPu9R9llh6+7DiDGDbHMATr9TwMz8DDAzpGP6G97tOVwN0z8qoHf7e97oV0lwO+PVfP5i+yQfnf/5P9/jf/GbXwX7kI8AXfIHbGeCD1bbnngNe+9r7NyinM5/l5NNm1fK7wV3ahn8/mZinIy9bOn7/97XT20bUdbY8LE6j/IK3zGLx0zfrbEP90i8j2z2JHNkPmibC5veVbSiFqM1Wnfb0Ks+qinrXHQHnZBeL9rBoIv7eH5ydXcgQllgSX/iWGdz81J37yC6UaI5R44v/f9QgqAca/macA3acDnQgh4hWgubZhflN70XHQ8PY0ftqgQIHuHCoQtLh8Bsm+mIoWpEz9RdEOqFaryWkR3i4F/4i4+xh1nDXbg552TSGkHCKqBhRFGyFpF6uMcLYhne/SD2QMXNbTQqL4bIXe/C+zxvTcoxk8Q1irTaJm7qpdewuzy7Uv/hmlB5+JWI6Nd4ONp3Uf5zQVrxEXALPVq7i9/5QxytfqZ3ZOsJhHGyH3Pr4Anb/7YFd6L/8yxjr1ZC0S5JsfuKJOH7mZzSxi7Gv+x44RvT815H72UdoOlbMcRStFHqxiQ57B1UtIhq33DxwSM8dm70sc+56rZdwSc2JLAM3UHzmhWnU7BwD64h69GXCUOIgFH/zSYYxN/IuI4fXVTtZ7Klp7hBcb0AgLa7OLvizNPDKt03ixnPz6PnXP4ue116G5q0jxZ4xKUhknQwef6Vxf8UX9wB76BTRAkGTJD67m4SF1UrvmPcj0oPrdlz8BRO0ab0IE24igu3Js5h3R6b/2GG7oG2xQNZqT/LkKxy8bnIXSW0fyXgJD09aWLP6sIZhSYhxgFtrf6EhGjHR9ZoBidkQA5560+PYvbaK3R/+aXS99uqhdYQ+7D2vXkLm30UxMNTZxC60i7cLJkIjA0jYZQxpDbI25wT67D19Vp7TtL2HK7gp95PEFLKPWQSy9SgW1SQSDhN1pWPb/jedHix7SZwBexlj2motvsA3vQ/q0UckUaE7tjsU0shICzO1YDnYiPdmv6Lhf/5eBFeeVJiZ0U69jjBhuJ0cx7veXMJCk/1I0F+8/ElT1pH+4QiWvvTbpGNVb+ovtLO1C03HjtkP07ZEuqTp9b2g+CLvJGWgFL8lqZWE9e0mHKvowJ50PfnSjez+TZqu/jMTTEzysYjD1vXGLg++Z0frxw76ZTj8Q5sfgf5jP4rqv/hJ4GUDnmFpQvxwBZRcDDtLYpNzxSH8v3/UgZc/oWN61vVV9XahnSLuvI3hH/0+dL3uYahnPondX/wf4i/Ez2kOnnrFLrp+uq/NdUQ7sV3wGby21Y/FF/J482v2MRzdQNGOYVGNyu9iThkRw9VS5nWmZrAbkwMpXu+Gotp5gYn+NTsmEo60jXHzoEBwSb8terxZ3Z17UPKGzDY6DM4e2FM96LY25Kbs4KAQyWGX8840EpsfQezHfxilf/4diD3ShVUMo2w2n9VAEgPlY37/d5rEGKNK2MIsArPD5ai15MN/ZWMyWkHX69Jy34/Lb/F7adNXXtWBn/5ZxhhaU9tIxBW+8xtzePKSg+XdJP7jb/TiI5+K4lu/VQvYhsLb3lBBsRjFRz6iHdiGctBh7UDb2caff2YET7wx6foM5SDuFIVJzS6NLjOH5QrXtzyieql+YK/T/jD3MPF7lmBrgZbCrp2uTTU8Nei9WHVnS0ITUC9nXpuWqpuPwcHjA5AXX3Q1shrbUvhg/O3fciOm4XWvH0TJSUqltrRfwE/93ofxb//1T6J7OiX9lqqrS5ikOc1N4nDz9tBDciEAk+Ln/od61HQDeOMbXRLJD/2Q2y5D0W068Fe/2p24SIdJfM/3uNUaFmqD+OQngZ//eVe0O5AnuK/Ah9P0BMrPFQHbkGK70mWqdrBObCkTy3SmHHxja2dkG8DrXuf+TJxssRM/+bsfxU/+659E13QKzvwi1jKXsaaPu5o93pTN+8k2GJROabeFgXBRWLP7MevpJp0rjvEZPljJzJq9sliepV1UKPbvTKOv9HzNZ9wPdvFL/9HBIz23ZLGnrMGSNYxdk2XiegYdW43IfvWr2Q8qeEajEVdHUE7PswujI4VJcxGWHZHECxG19zGl365NJN+xO/CimsXgoHZmdkHVXG5CuZb8xO9+FP/qh38OxnQGmL+DSMcA4soRH7Zu9yCWNC7cX7DFc8/OyPNZ9Jhtu5F+7HobmAF7VSZUk6GyjGQL1b+zQ8mJI2/HJUl7lCYgwcCUTXa8THxpXCvLPa0YCWn9vgMmgVEbmvGwuibMEoFnF9V0N66rWQzZq8LqCeppMs6wZEp9t2hDnqVdEPyu/f0qfuEP/hhXA/6i2DECRca1VkXazqIaj4tdUDv8UmIFCxhDgWd83usIE2eOJcl1bnYOySVcIHLIiHWSoS6HpumyySrZSWHRdOh55OwUVphQ0wwZOuKDh8z7Pq6tuLZyVEexZxeU2+Bzu6DGXMkNH3xvwzU48ToSeD/ZwnV24bnlShX4vz8yiei/+X08NLKHzMLzyGWuYJ3aiFxHdCAR0e6r+OJegM955gibjFt5idf2A6ysQ2AbfM1fcDhSDuP6onT+MXIpOnEorhlTLwdSQ7DsDFYx5NmFksJDVFWwZbDnVhPNR/IfJvppTlGsmW72hgOBLxtzGDY3RNN5GeNt7kkGsKUNiI/bs4D/8aFxfPeP/BL0CU3WEXSMQrN112fy+OMOXn9lC0taEnYiJedwP9jFDrpEW/ciekbY5SfFGTLBNf1gjdArmFVzeNG5grKeQMJhMuGwBAGvP7teyFDkf1wLePwCTUMWnSg6u0hGo9JVYmRSouXfqeWkeHBTXRaWHX3msjaOuO0P1wJmB3KIc4CX8rQ9T7OOSCJGR3HfrsWd8ckeVOeXj/QXjpmqMUTPxy4U+rvt2j1w74nR+n4pTbS5z9s2VrRRVPVpaMrGsLWIochWjfnKIlKUsa/tatrmpSAUQ5fakeFnovHL03Fst8vDF1H14Z8n7S0aR+TSJCbTW7hj7yBndB0sPMqR76F0Q0ZzB5gN6et4qJ/D5uhTGuiaNSi8eE3BsTXPLrS24k6xix/5SUQne7Fyp4q93tfIsLi0tYdBfR2D8SweudwJm7qq57SOfPDZHvxf/79u/Pef38GTQ0tIGmVcxi33sgWWRMrmsEhTu6Q6cOOCOlOZT1o2XL3YjL2Ly8YtOS5ej4pjYNhcxzDWxVauOVeEoXsImgbD5jBzG3PabH3M5PuiaBzOzGUsZh5GQYgKzYuW3K+7pWGjZezJwgF93bIZXEuUFye5voHdDx/5exMfT4xj/A2QpHpjfisx2Y3Iwi3oXa6PYxEk63QiEY/ioYe8Y2tiG7qh4YmnOlC1O/DP/zcbPckyvu19Nu4smDXbeMsbbVn7vuO7B/D9PwCMDlji+xJ2AVPGHfw/nxrAz/5CFP/xkSq6+yNy/QbVqvhlrsH03mPRwwVD/rxHOjRCqYd7AjrEOTUrUw2HjXVZKE+1P6Bn+bZvO/RjX2Samluc+Od/CWP1N73p+I/lwAtWpBona/Njvvu7Xcf2q7+q4eGHM3jz6y6hN76K/+MHvx6xqIZiRAG948iqtFRoWC1uBlY8qcdHSajg4EgWCL/8y10KPp8tDhvnsbByQ6fKv9+86XboNC72b3iDO0g2SOv/rIVnG7UBWWoMBZ1J+OCLDhzt2doG8PDDvB8ayl3j+P4f/EF0xNaQjyisdL9WBOkPDZK5j2yDyR2/pcZPmp83uAmXXdAp4LfYysRopbmyMg3Dp1r5jEakUEROdSEaNfCmN2lnaBca3vj6CKxkb81n5CPaPbYLhbGuPBJaWZJoMVRF93LDzksA7E+W5qI8pi0L65GIaBvQzj3Fx+p+BI7SJcF16jXDw6HPCNgFAwVfT002+2YKN+xLGLWXkND2UVApRGPaGfuLhKwl3fE1/MAPfD8KiR5c53sGAZOJVWsVWWS8NjLtwv0Fk6S3ave63kZpHysgw8ndNjv6DZw3FrUxlLVJTNlz6DFPNhSS7LvLzg0s2qPYM7rrhwxpVAdrso6oiLSI7zpMSuREHoAxhrDy9GE41H7WNURx1nbh3otMJoJ/9f7vQUd06WAdkU2i98ZA9pvHxfhjfTeCG0unsQslmqRKHbAgm60j3BzPqhtIGSXk7aSbzAgMsr1IUGuZ2+G4lZPnuBBxW3Jpv3NqBpec66Kb24EbnrUq6e6IUGvzIByoe8K4iSFzs6792LMLvndOTaNqxI9Mdp9PfOHew3/xzdzgz2I1AqwOP1EX19yP8cU9ga+poBxXtoet5Zq32SYphXZCHLe41H7vamTecC5hwFpDHml3eF+nBnzHkwED8n2LJkORfAzbCxg0NsHZM694C6QYQX9EEkJJSwkrmFqnJCsQX/vVNgpFxqnuZ7Xek3h2kQb+2TfHkDXfjOtcvn3JcaWEPTWsr4vGIhlrXNd39YH7wy5kiF4GN+0ZGOqASXcvQG1uSzelqDWE1QYtexeMjVkQNB0LnWpXhnhbxkG31L6RxFq1D1Ppfahv+3Y4ysC05tLt9hUf8npdHyZ8iFhU4Z++ZRUbdhkLgcJkU39RUIixMyHgp5v5ize+3oCd7MEv/NBXIR7VsIwR7Aw8dZBovBdxZ2cO42oRO063SBaReZ+ipFELUOqhL7J77gQREhzI5KVmb9LYl4Q+wSTTFX1Ovl15uryL2qQ8t2t+Ipbavo6NKXUL+cBgs8OSh1mYmbhrF04M/YoM1yRs033m2Y00Q8KB4cYaS9YgNmKDeOgtmqsX61QPF1ll/lARP/xVK8gVDSSNIVTpQ7zNHDttv/87LVRtHb/6q2Yt7vRzGNVICjeiI7AGDwbUMebMo9MtZtaKQwrbWxau35jHY4/NIJXSz8Qu3vWaHfzj/7CG0X53L9K4Fvto9fMLg3dt2MG5a2dkb7Lh9GBX68GMcwsdRhGmbkOvZUAPwzai2OI8gsDn+ZCCdWoYmW/9HsTtXshUE+8eMt4KdqYMOUuyX100RvHmN6XrJS+ke7cofp4/p01/w1dFUCgCXXoZ/fY6NjAgMhSuz9DEZ/yK+IwMnnrtDC6lruEXfugrkTd6cC06jETvEzKYzXRsdBs5ROxbuCExn9naZ3jHyjD5H3+5iVTKENtYXjuwjTe82cBSdRA3bwHVooU+bGBbDULXHGGcf/lb1vC2l2+hp4fPwjCKekaG//F6jFmL6DKbE0pPaish47cNyFRD70/Su4+EVB1NrGsjKNgpqSb4LaJ3hSAjwkv6MBAnk3PJGfYSKU1ffuRHNlahgr9jQM5urt/4DeBzPkfDc89F8CXvGcdAnyNVlOVlIJ0COrsPFlMem2UB1apbaXMZPMDTT7vkw8bvePLJg3N697vdv7M6ykpOPg98+7cfUPmD4LENNNG9vl9tw22p50bbHbLSOCH+VPA+yHIM3FIzsvE76sPP3jbYyqSJBlZ/XzduO51iG6m0js4urY4xdr/aBtesLbsbSyqGqTNcZpvZBdt28o6JjF68KxvwbWnJHpJpyWwzIQtx1Firf2EbHy732dyAaVlYMKePXTXuyi7eM4aBvpGaz7iXdjHZk8dlfU6eQf/zGFiT2cgJ27fUJXQ4O5gyFiRw9I/R5cfgXO2i6hiYsydEG6/PXsNI5Gwn99LGmVSuSygfmt+hSWLnNmZEd0+0fhncn8taMiZDGAylYXHJzS91dkaxrLsMA/rKe+IvvORFy5Nx/4ILW0e8aclkmB4FVzszJ2zU4P6WidsxZwn7Vsxtn3O/ADG7BN0IGEDtgXT/yBtduG5HMWStYgfdh4o17VyBk/sLauZp6O/L4LZzpQ1/YWDFnEC2ejq7eGwyh0vOEua0GTeZ0WIdoU3uI4Y0ih4rTt3T+IIbAbmnZJvIQBU3Cc0CCn2c79+IPTuFeTWBy9pNd8p2E3BKNZmbI1hGj7Hn5ti97+Pmn7pzrZg4PpPtfOILV3uV/sJxfH+hobOzrknjZP7ilW5ylMf97ndrD2Ts2cwu+p01xK1+DGjr6NTzksinzuKu0XuYkdcuRJc0ihXdm7hY802tX+8dGPZVTNiL3NAyqZPQ9zHlzGPd6seO2Yc5XKqtNcL+7N2D6tNRZAKmbbvQAnbBdcTN8WW1XuRUN6oWYFWBeNJ1jE3tgtcQCq9+gs+R2yp8ZnYhEhuMObz7FWDfMqF1/Ap7ertgwsZxSqKZWQVlixLCJmSxeUmNeJrhkCFvaVU66ATxnq2ck5LhTmVq3jtsw+YMGDLVXI1e2t2guSlnsmulRGZoMsrhXuyeskVOxp88z2vhDlYKMBv1osiuNdu/+P5Cty10W+vYigwBXsHtqLjzUndSEtnllW3kExmk+pL3MO68JT65YKfFV087t44caHkeCb9mdkFfz7u/og2jpKVrr03YeclbkGG47WSwROanz1aWz3G7X6gHLprNDrDjVOS5CQ6SNK2SJM84oGzeHkTW6JZiVLDNhGvYRrUX4/oKtq1ObOrsrmIRYgXdelaKDsvWkBSvfZkaJvYu6TcRHXWLFCUnj+vOFW/9VphwbqMzmsPiZhy/9euX8bZ3GIEchi37kaUVo34dkRxGQ9xJMkBuFx/8X3+Ehx9+n9ficnq7KCZ7kYha0LXlOpvkuZJd7f0EEY2vwT3PYZDMSEKE5jjQDCUxBv2lzQ1o6w917cQb9ubLQR0IvruxNm1L1oBIgHilFLqr69gzel3mtRSQYugxdjFsr0g3KQeg+Yg6JYltmA9joe8h4zquDh9sdG7a0672sLefiTbsST7zbBTv+8JOpPsT2Nb6sLSiI52KIU/jgJLhuQnso2rpqFi0DTfu2d/X8fTTGmZnvcScV2bnNXRtQwvYhsLP/3vl2kZBw7d/u4bJSyZ2zX4h4KQp56G7xbCxgaq8b0otSmcqzymiW2dGCCLCxO8x4MPwqU99CqZpIhKJIB6Py98teoij4E2EvuEkMCyi+W4F725vnLTbMNlrD0lV3aGjMtsb+HY34MDWf/bP3MXwM5/R8La3Af0DBhYWXY0baqz82I8dyPuUy668EyedUmuNFRC2/X391x+SAKpD8PB9BggDOIpfvxRsgy1SN51plI0EUnZO2IR06C0+UYLkk95SBtXWBbae1tsGXNvo17CwZNTZhn8496NtMIjI2UnkMSA6hVXdbbU5T7vYd3TcwpQw+Fi5OylYNrjlTKPgaSpx8WFgfbfg9c0YBUTs/QM2lxcEyIbeT/a0aVft+ozj7YKC+1xMm3/3iezCCzQyaq+WEGn8LLaFMpjs0LLy/J0XWtmF5pRxybgtz3HEOJ2Glz+wz0/6sFDAwZtka7FdqxmjpwYvGGsaz525XQCLC0G74AAO9/Xl/fvPX9yXMYYHnvaUuXjoGtBfUPs3qJmWsrOiY9x8GBjqNNjuqOm7Txid+zqinYldJGxdEmTquB2WpmNRn4RtGeg1dhFzStjnZvkc19xWdhEvb+GK2nfjCA7y84qBPJIxfQlxr13b7QrjkL9OVM24DGIznb2msQYTQmzX5D3PWxsYMVZrCSAyNZXR5AIrBz3VVdm8kNlzvnbh6jmeRXxBplqftYotc7C2gXwp+Iu02sGseaNGLuBws0kmcOyCMPbdoTFHMx+b4i4TxhzqZVkRXDJvY8vqwrI+Bo1sRrWGVHVXBjQxEeSvKYWoKzt0JnZBVm3Z8OxC4Wd/2kEyQbvQ8fVfrx2yi6SVldicA6wW9CnXLsgkY1hN/cUU8OX/2GWpufv7gyTYUR1Mpr2PadyWIhzBlvN5fVoKNTGneOoOsHbsIuIUMI6bwjCmjAe1dmecm0JAuKLddAc+8/36QaHYr/vsOWnM6TOScGNCcFq77bU2u5w7/slBdf7pd5kFCj/U4g/6kCv6jVpCizEO4zAWBPxhhOxEGFWLhxI6ja3nW1FWjLQ24gsNe/29eO5OF977Xg2veKWOH/vx9uJOag9rHoPRHZR4IM8gf3j3PBpx7/lx/oJJbj/upDIu40x2jVzQVu1Iu7hjDaCsufc2iJKexh17XOyWskL+7+k3TVXBiFoS29F1W9aQLiOHlHpB7u261YstY0CSfbYRE5YkT9ZhrsI9GrdtX4oGDgacVQxF3KJBn7mLTsWE+EE3Jn3YlL6AqlqpdZ7wmsqw2lq3Zv36zfWQ8wwGu/bx9V9n4+8+btTizqmePAoL2/jmfzmFJ57UWqwjCj/z065dDEz04bu//1shPAhfWqmZXXg4dh3xYmwOIqSOsz+Ml9duvjpc63ZjgWBSzaMzQh9x72NPSp3xvndqeei6g7VqD4p6XO5Zkw9FxC5hWK3I/pJM8jlqjNPn2UUMq2VsodeVmaP8QuOzoGnYlgKPVreW7KleKMOVbAiCcjLUlpcYRkXEh/v7HMqlsSOh8YHraPAZb33bJC4PU7JDC6wlhqwTO9oAVks2fvTHNbGN//BTOcwmV9DZ242hr+uBoTtCkqBdLuscenzQDREk2ozpK4g4VawmR/BPviwi/nQS86KhH/Sh3suxaA0KwctUVYyqJXQbJ+v6Owph4rfNh6NQKKBSqeDKlSvQNF3+OxYyETqKBTWJvJWSCZrBdrvjv9dL6ilWWuNYxBjK5mEjPg34HYWCW+XyJE0EnFQprTNvdFuY/PYXLpCcTsg/g4fBB2R83B3KQ+fHqho/mz9vFnzXNJWaxJUXuSietW1wQqQ/iZSgQ5rEAu44Y8gZ3bimMtD90deHPw2d9m5t03Wvr8NL2Ta4eNwxzi+x0cpnkOVx1BTz1p8HGQJQ0t3nn0HIuDOPXnPnVIdP8f4JzGPOmYGjR6SSz2CsW9+TQGtemzyk33TudgGFfmtFhmBweFPwe09uFwojbDk1t1q+hgmUK8bNo5Nh5+gvaBdsNz8LkDVw056UCnWHlhNOR8kk08SRTWcKpVrnQUztuxe9zWeg11rDgL7pMskwLIVNQY0Z+ID4C4+pqHmbbmGpHLF5v69jjGMYQrw0ZGe5moIaYig3LYDI55Bl4pRlerK0456Rb7yf7WLfSGFOXaqnj7Z4E5NUTHfQX5DFdcueRKGh4+oi/MWwuYmUTvvw/aWNcX1ZXu8na31d5gVnpLaZZOJ6VVUDscaOdIv4XRDyU93AljYo3WqjWEJWdWDTGDy02RJoOrYiw3dtI/fKLihZshEZObao+CDGnfTr0hXomG7RzxmqseDoJFacQZQi9YzacwPlJfQUSk4UveYuylYU6+YoVvWD6V399gr6tG1hNs1rU8LaE7vIn5VdKLzusQIeNReg2wpzzqS0ejfaBSUtbjkJOLpemz9ApKs7GNAp9+Qip9LyPNCf6nYV3fZGHQu1EZYRx4I9Jp0Xcb1c6yCKWgWMaYtYwPmvI2vOAHjFUyqHqqJQj8tQ47Vy/YWNXSuNBW1COoM67F2MentVsiBrqipwJKmyqoaQRFGkDP21JLhXlZ95xyPJO7Yx872OKZ2JVEqnBIBIbVld2NAGpBsuOKfmEDxGZtv+QtPQP2Ti+37wZHHniH1H5vMQjJLmnQnsGwdsWMbHPdY6ts1BKMM81l9UEZEhXYwtu409dKqc/N3v3g00Vly4vyDLliWIZs0rhuFIMZHMfKKjuol+fRumZgn7kGDBoBKQyHM76LY87Wr353tOBpv+GuE46K8uo8OQpn6X6WgeJMGFjQlLYliS3CK8A16BIaZZiCpLEmcyntlLmu7ZadzWprFXjHh2QRbpOPatOIrrWTz0iI7XvfnALjRbYWTQxg/8gMJAILdI6LrCxKiDz335BqaMMladcSily3o/reYQR6XBLlKyl/fjyCCbv+6eejEF2a9SZNE0eS8LMZfVDUS9eHwiwuS22+3H5Hc80J3j28uFxp7ecZMswFiAXQL+sz4cdZP19O0HLGUcyHdot2RWB+PsTrMg0hxx7GPUWJGkbNWKoKA4m6jJsNFmcadoAjf3D+yIy9pJGWrLroEX1dVajoVxbLZoHuMzNM9nNFlLWPyzihjFMl4+2o3hx6t4OLGOmG4hoQoY0tZl+DEli+RaOUXcsqfrfAafC/qNTj0rBZOUXRTJoxSoad1EqtF7FkbNddA9bxsD0olZEemk1vvYk0BTPs87REs4XBkCVPhSqYQPf3gNfX1NePytIC2WrLxS+qFUWxiD9G2pXtExeHeEgfsSN+56qs6pnCX4nWxPuHUL+MIvBNbXXe2an/gJ4MYNd2ABtUmIo746aEVsc/jLvwTm5119puCkU7+ydu0asLHhiq/7Adx5L4AbG9fx1rdOIB6PnattrH34w5gJTHnw2ziW7QFvE3UEU1v0i/JiJ2yNa2YnjWBA9Rk8Iom7s0RoG+fgM3qnMWgtYdRcO5G9560YbmJWNhJ8o+5U8TCer7G77hZs97vhzAoThAyuceu2DN7wkwHXnEsHCb4LswuF3q6DFuK79hnU+3IquIoXW7Y4H4frGxuYeOtbEeM433Oyixf/6uN4xdBBK+JpQNmIa85lGbDHhaTmawLJzqSdw6wxL8HlhtWDVX3k6GFVnuYWWxRpG6382YPiLzgwYVLNySAR+Q4niTv6FNRRG8977C+olUkdsJNIBfn3iUPZ2K5LJlvKyWJWv10rcoi2OYeWeJsXbtwZg2zbXVjhIKY2k8/HHceDYBf+lwxYS9hHAlmz5+ANjo1R+w4GzB13PKfScNsZl+GYF20Xn/7A83jFQFQ2znknhSVwSI9bIIs4FYxgyX0+9bE69kmzc02wCwlL2FS9UmgLBqM1GQfiXIqjD5BdnBIXYRfLH/ooJnoHpMNjl12B3jRywpcbuPAil2JrcFkYnSJPZ07W2RgTbUPGphRUXnCuiH712dqFK+Pg7OzgQ3/8ATy78S585del2rQL973utfMSW84qkii5JBwjWXtG3OFDge/2mH2Nay/3dqKVDk0KchubN/CWt82c+zoy0jmIaW1OkhRcQ5jMCl67LavTZSJ7z3utnV6zRIt5EePSFRb0CR3VLcxE7ghL1lI6btlTKOppdFjbmIosuV1bARTsOK5pD8n7U/Yerhi3ZKtLu2AcysR/0yFRF+IvFL72qx0MduxjVr+FpFGR171YHMVHbwxiY1Nz7SLBnXh9bHokROrDkuvW52xgyNiQtTdnJ0RibiK6ItfvXsSdjfvUutcreM9jxss60m6cmp03LQQ2QV3eIvAc8E9KBpBBnjIPBihXHR03rSkZNtjnrGMkslGXHyGpgRIAlAYZxSLy1Pk3h/HzP6812IXCT/5bB9dv6vjFX9QQi3kda37XWpP7J2Qa+7YUqbayJn76D/JY23wVvvkry3hd/43afeJxPF+awt9d74aztoHPf/02OpKWsE2ZhPYlo+pjimX0G1soOAnc0aelyKE5luzhmPwLvNTNAUli3N3z82cszGSdNPazz2LqrU+dmV0cF3smq7vo1baxDcpxLCFl7Nfet2cl3fP1YwzvwWJhhB1ojEHcxL2q/d33CWT8sxuaSeN5NY6S18V6CB7DXuQgWj1znn0GWdiEFOasdfzILwzh5m3j7n2Gcp/hmlT57hb+8k/+Fz754jX81Ld9IYb7Dp6FZj6jI8aujznRRCb5hpIU7C7hdVmx+zEZWUZEdw49fwuVIaT0oqzji8YUepxNTBqLLY/zJD4jZPy2Af2oPsJ2IdNyU7ipLskES/lcKPTa66IzSY9EjZs1fajWekPnENTMOS/wgchm3cCHYtU03s/9XLdKRsY/pxFS+4iHQTFzvu7qVbcqQvD1c3NuRaW72/333h7w6KOHhc0JfuYf/iFA+yTl/k//1J2Myfc2ysDc7wyMdmzDr3qPa6tI2wUsYay1Hq9UA9PSInNgJ44IlPeb202DhPPES8I22mjJu0i7WKfYvYUTJX85+XXEXsay47WSnBGkNaZmizqWjXGsskprb2NA35I2qou3C02YZ6eyi0ABJVg5P6lkQm0K+DnaRcYs8Q6fyeebXmsl2do5lcKqxuGbLAi515TtVkVkJOBilZpMaFapbzvTrk9qBCveTkk27mzpa+bP5rWDFs0HwV/weqzaQxhXSzIETdfz4mPPhnN9Pv5iS/XXknoZo779z+WhNme18j4ZyoGtsYiokDc6ccuaxKi+LAP81jgRSQOG1Ap6jT1hnpNp0409rFL/8QwSvw+KXcg1o3yBvoeCqiKLg+wQrx2HHm7ZXVjVGKMZsFq0JZ+3XeyZPXgBHPjhiC3XFcg0E7fV7KF21KOGTLlDSxq+x9OXPm88KHZxv6GZXVDHuaCmYZueXQZOoBVb6szhZ9VqND52PcYwr6abrqQr+qiwv/oYawQ0NE9lF0wSgHahCQOwu1tDTsvg1voGHnnUlknvNfqcd5z1dqHELr71W1wGIQkVvl1k0SHMx1l1S7RHs3qnsJbpMwIfKvIonC5PxqBcFmhIOXnRPGX+d9kZRsHsPPP70swu2KY9qi0jZbSeNUNdb9i3sKSNoarHUNGiEvtpuiXDjZLOddy2J1wSgKYhZuWlM1EY5ooEgigKehqGXcWgQYb0QZKsEfFqTibYS1KdRUeNrfscNLaPKlonfs/PXyi88moBDxmL6NGrMjDZBweffegP46jEM+jo0PGnf6rhW77FaN9fCFPRlQ1Z00dRtJKYMeeRNvYRl+GD6r7NYcj+s3ZyLsN9Qs1LjEnt8Ly06p/ASUrHjC7EA9ojW+TJgvfZrO4cHAdT5oIkCqPmYamrCX0RC7aSFnh/neMRfOEXOMjmNFy7pnl2oeEd7zTQ8/EDu3hiYltIdLHOmLzu6lWFQWpze6SF23MKA50laL0slFWBrafx7kd6MBt1Gey+LfPYSlUDf/hHGhKxPhEW//CfFfHj37ICo9OCBbdroXbpqBOrZyXe5jA0aiPva0kpKDUWRyitsiBDhIExtShEC6LDLCClSrh9DvbSzDZS1p7EF0zILqJD4oOstSeyeLVuKSQOFZb7rWWMGOvydxaZfDRK6OXtuJALJqKrSNollNDRXDLC2RdpCMZey9YgchFPrz4Izz4bwfzZTmQQX/DF+ul8BjTcuB1BV6fCeOce0toGXtjYx5uffC1iUX5v/T2hz/jgHyRhJekzNHzgT4Cf/9YKtG6gpBIyQ6Ng7aA/soNxfbWpvCDPcDjiFomkYAqHojGyRuqeJv1p4pOQ8XsXIC3+xIzfZvD1ghxWvJTH0rq4iJOTDVnxpOA0K9zBFjmCD8U//AN1T9zhBb/1W8BXf7Vbdf2qrwI+//MPquXvex/w+tcD//yfH5xaIParAz+XUw5/8zfZUgK88IIrhM4qPI/lAx8APvpR4Hu/96Aac78yfpvZxlGVVF4Xtkst2iOygTtSxr+u/VSh09rGmLEsC0jwVwUnjuva1aNbpT7bbKOmSWqj315Dp56TiukG2/SaDKo5b9uo8xky7XZXGA8nedT99l3KhpT1OB7SrknLyWlAneMX9av1zD7v2nHD0MgEfSDsIqqk6sy2olaSKUe1gfN3O3YHVjgeZGseb3z75XO1i6P8xWngb8jYbsiActMYkkIiq9eP4Pma7iBfd8uawC7b+oIXg3Zq7WLSWKjzOUGwcv+8cwUFpO9/u4gdZoOzBTpjlPC8c9XVuW72JU1w0f7ChwzHUdyYHvwsqsqig0dZIR/+Wxgish1yMVhsJIPBseqLyspBt70pLb5keXEa+/N4+EQs6GZ4IPyFfwu963IV15BXKSwYU3VMFnZZuNesdUL1Qu3iAcYDZRdngAuzi95ppK0d2SLuChv9Ytm9STuLmCrXs8fbeJ8fa9iOdpd2oVy7+EdAR2VDSDTv/fZYwC6UJK5Ezgo2eq115PROt9OJyWmxC4Xf+k2FjJbHrRct/MC35GH1DUGLRj27UPi+7wVS5r6w7XudTXToObddt+FUyWZ7Xl0VX80hY4xD2MHnd1YwebRiD+D5neyZMn6b2cXTH7yFNw9U65JMja3j/uGzxb6sYnJ+wSQPX79m93mDvjSX1WcsyO+zVgK3Me2un4F1hKzishPFijOAHs3VAr1pXBb2Xi+H2IrMzAGr8bo94+p+Bg/Sw93bRTv+gow+R4bUjZkrdQO1OBwwVzDww//pw6ik3ow7dx6/e38h7PcKHtZeqFurm+GsGb9nsU/lANmr+nWxlW27E7cNrkEBR3tUUB344AF7WezDB2PURWdE8h+dzo4QYo6S3N+wumsyfapqIZ1dQjpaxV5iUBjnTPoetguFoT4Lv/k7Br7qqzVhCP+zLy/hn7w7j71IH8oVDe97n8KXvm4FP/xNK7VrsGNlpCOOPmNSWxDtYMrF7KlOFEtaYB1R+K5vraKrL1Kzi4+IXWiIRR1M2672+pbThUF9U+IIju1N6vXFmGWrHyuGm/gdsFcwbrrHclF24dvG6oc+jO7uGdzRJmS4J8HYaNS5g35zV46ZMi1yH2qdDQ6uOs9LUeM4sEOA3YnsWJ23x0Rvv9laMqXdkULMttWBBc5YaOxMbCw0nkmMoTyf4dp0uUKfoeH1r1f4oX/m2i5tlvsnYTQ3fDV9xkoug5/+7Vnopo4bz1v4v77jGoZ7KsjpHfgvfz2Dv/2Ijf/juxcwmjxeqtFfSyiHw1ifBZkxpuOFMHSAkPH7oMBrB2rKtLoA5HLAd30X8BVfAXze57kPRPA5YtvTT/4k8B3fATzzjPsQXbkC/Pt/D2QygWRUyX1gXv5yd1oiq6F0hq1AJgbFz9/+dnex5Hv/+I/dh5MC7JyoSTbG/cy4OA6t/BH/HUMV0+Yd5OwtV0uxAQUniQ1zqDap27eTPbMXJTuJMSyIDhW/YtfOCIPYbR87OzzQtsGpoNaGaOpwoIKvI5XRC8jYeVnMOLzonkCSaaz0LZ34rTwHtqdf0uZQVtGjB3W1+5l+G40v+uZ/ERfOJgN77n+7cNvJ+vUtRI/QzWVCjEFWUisJo6XRnnbQLcx7sl8eVIi9GBUkUPFsvyAJQA75QQPTgAUlWEoGNQUvRqfmMhVaJc+Z+JVBife9XTQcuFLocPYkSCWDZVa7ibITk9b5TQ4nuYBOm7bAANjKynMqDDHdpEpv7XdEmYrOzpro4/lggWhRjYie4r6eqD8fspAa2aqaIUMsSnYKU9q8yErczbE2XrMHyS6YfBpX80gYZeTtVO3n1D0eUsuu/A2n3NtpbHKjckZs6M9GPEh2cSo0ozyeM6jtTi3ADSuPZWPMZRxeUKDbiT2ktCJ2VEMR8ShoWi3WuDu7UPjPP7uFaEccCinR6y0UzQa70KCZ1LflwDVLkks2NrBgjUpczS6jjqSNr31qEYOJHEa/toL//sc92E4Ab367O8l9LL2HtANU9E6wZJpVFemK8i9D8HSZ9LxE/U7daqqpzoTnmLaKPXDo9/kWcXwNUh881nWrB9uaK2XD+K8PG9LxQSIBlS3W7V7EtEqNjXbUrWTie9xZgGWb0mHEQUwFp0OGElUQg2VGsat6PckMdhJo2DSHUbRTGOfwQd1NFLlSGN6F9JKkHc6OsDt3c+Y5+gt+n4491YURteb2eXnnGzGBroyN973nlViLjSA9fJf+gp1TdgnjWKhp5N7PCO5T160CVozRut91GVnMOtels2wdg6JZSx1gMt/3VEZsoGVxVB9EzumoscJ9GyGylH8BGaPt+c1swcD/53uH8VVfbuFtnxeVhLE/LKzeLjR87JMR5AJ20ZGOIm+4TFPfLl79aCdurecw2ZcH55ly7xi3S1JEI4s/qqooGB0wOdjPCK4jGv74jyPoi+bwFW9fx3Q0hucyw9CE0a/hjjbl7vV1YFhtIO3pHAdB+2Q3gWUZIqHW+NxeJHjtOExsy86j4KQxqFbFHySNUl2XQMVaxKrYhit30+6yKbrfhqt13Qq92K6x79NGEQm7gLzeVS+fauXFjvbNzBnFngr/+We3YXCap4qi29rEUiGDr/7qhPiM53cG4XQC49HVlsUJ+oyRzjy+7q0L2I4No/urIvj1P57GTHIV73n7HmZjC3i+Y1g6JLjTPA5cS2bVTVRU9KD7LNCVcDcII9fPYrBo9NrXApOT7r/5UHziE8Cv/ZpbDRkaAv7Df3Cd4l/9FfCjP+oulKTI+9MriT/6I+BXfgVYXQW+8RuB5547/rv5EPJ7+R38+0MPAdMsHsE9pm/9VrdS8yCCovi3rTGpCjVzbHQ6lGzoMvPoMbKH/hMdKMdqMW09IRMyX7RncN2exW19prVsxGepbZDlO2ysSSBLNl8wn8nBAh3Kn2x+sWDFdMhaxCVzvilLhPBbhIL/HWrf1h3RWjqLW05Wx7C9INfspWAXCdMSLU6eVysIm8GJYMMYkudnwRoWbTE/kbloDWGPAcYFJf6ofXfe+QGeSqeRx2X9BqbVrbqiAX/Hfw9xiI1MXD4wvOAmqBFkB3HAFfXYHiR/QS23MXtedMh8rUO2wdL3kmEx7dwUeYt7kbRpBmqsccBQHShlYuURtV3ZBw7lCR5uQSVlmGjJzLis3XZs2Rs6klXuTtkdAtTECTWDYyNT3ZY/g3iQ7ILDDlkEktMJhMYplUe/sSP20a1n0advS7LkJYlW97vVgnSXOJldKPzoj6r7Jr5oG2Sy2mWkLLIdL85e1rUhbFpd6DV2EacfOy8oR/Rc2TnhY00fxm14TPm7QDyu8NrXKkxOurZGNmY7/iLTF5PhSNSdZbH2D/9Yx6/8isLqqsI3fmMVzz13+PpzzRukX/XWvARKeNX0NiaHK5L0eeVDJVyZcs/tda8FfuRb1vFwbA6T9i3RAmVL721rHDftKezarjaxD39NoXROq0shyTUZCnS+tsFzpC8PPr47eg+KRof8x0TWLg6Ytjxmdsg1Fv/8RF0jyAwtqRi69D0ZICf7FD0uA/uYMOK1GnMWMKKW3b/b88jYOyhSZgaXsWH3SPF4VFuRFnPeD/55CdcxaS4jqvbPdx2R+TtFkbNas3ulaBq8l/QRj8zEMDpk3p2/UOzW3MJl7YbEYI2Exft1KfH3qQPmlsgTuIPMXMj+1cijz6DluMmrfT2FbfQI6/aoD2U8Qokh3/7IZOyx1sQ2JrU7NfmQdq5LLK7hiddGMTidlKI47eiwXSiUSuqQXURiBmwOk4Tm2YWG+Y0k3vovLuF3Pj2LOZtSLRqG9HVZ75e1USENCcOVLPEm68jobExi6C9+wwa+530lRCLqoLClgFF7QeQtGkFN11WrF7edCbnOTKpzkPK9BrVoL+O66LAz/iFD17dfyzGk048FcK4BY/Yd6WpohVb72lbp4uDPi04CZS3AcvY+gFITdeScwBe4a4nnM06wliT7kjDiJnTHxrC+hg/+Yd7zGRq+4ZtM/PXzfS0lEH2YusKrprfw5qHrmMQ83nJ1DQ/P7Ittf/EbNvF/fsuLInPRDni9SVDx80OU/zjtMPBQ4/ezGKxUvfe99T9bXnbb30iTJzuC00/5MLBKNjbm0uUJOjrfAfyjfwS85jWubtLU1OGBGseBn0ONFf/vDzoY0GybA8jZHRi1F+VhPfF5tXq9aO+ZyOuBlqhzQGgbZw+2Z4yYnUfaAidxcwozJ5USbO0YNDeb6gCdFlwf2XJYpiZVmzXA+90uOC16wNw+8hqzjZ1yGQ4PVtOwobnsE07ZJjtny+g/dYv7ScBgmQpOVOA9T7gbTaupPIjPJmfwTQYGwVa0Xt1t0WyGnJN2WzOp+Xef20UQZBztIwZbUVOu/pq7bJY8CvYO1o7RG7woiKKXT2MJgMxtt2NEEyY37AV0GoVTr6H8PiYkxu15lBFHFu4m7cgP1jRUteih1zxIdkH9Pw6PYTt2TvM05zw9tdprnCgW1CjUWcx9uJ/gyUmlrKwUciy2dwb6vJngY3dETqWFeX5aI2vfLhQen85hcjgGy2EGR3ugYk8y7as43DlzbhBN3SgWtCls2Hnsm0ckYU4JJijG9GUsqRHscc3w9ExPM2Q4GbXxr75pQ6Qq+L99FcPKUg9eeEGHbWst/IWGgpaWczYVp6QDX/R5FXzhKzfR0VnBYOevYDD1bYCqZyHyrxy0TT9HOSRKPPjPOn/36Ow+TEehKAKfwDJGoTmLklDn71ks3rUd7Bh9yKpO9FurGDHXL3wOx3GgzAS87kAeGZOPsp600EMRDVMnhrRequsM6tb3kLc2hIEbTFbvqC6smyPYsXtRCSRh2M5eVEmYcBPsQWmpPmxjzerDmjGMBW0SOSuFcWMZl4w5GWTFNZj6lvS+TLpxONd736ud2zoygDU5vtvaLDbVAEbsJbnPjay+E/sLkZGwMaqvIG7UD2LmddiodgmbkcPkLhpF201wH3ceTFZNwJU5OMwc78a67rbpV8wkKnczq4I+CxF06muy9i5ZgxJLdGBPWKfBe+BKlGgnWkcmRyyMpQu4crkTY2PaMXahYWLKQLSvA5raEB1iFojoIyqeH7dsA9t6Hxzu0bwP4B+XZoGEXUEEllwzDk1dsDkEMuXt29240z3+hriTRS+tAgdFSZ5yENi9zoX4HYOtwOeTHYGc88E/k+bRZCQOcFx3+uU69GtbiOkVrFm92DOa5zLWtGHotiN7EM6iECkZrxuARKVuZwsUsttBF2zeG+9Z63Y2xefsmN1473tpj/QhNhJWHitLHd5a0spnaNjXEoiqCoadJWyhC2/8/G5cfv3JYwxZX1j8cyxUpvthaSns2bvif4MDDe8FwsTvZzGayRC8+93AO99ZPxiDrXEUu6bT/fM/d9tc3vSmg/fwgeB/rJx8//e7fz/tsTzw4EbYiGNezSBvUc9qvWnLV0vIPqyNVfmc8KDbBgPbe3j5moKB5XHHw1+zfWpH9FZ1YdB1OjkZQnW35yJMVmjYtLtrST0fOWRQ4uawzQ9vxy7IbO6LFZG+kpYg58//XLswu2jFSvEhul1OJ/JmgNGracJ6ueFcQszZh30BQ5uCYKLltj0ksiRs0+3QT5a8czWJM24rVoNmWDOQXbBjdSBllOpkHKhXRf2udkFWELX+to1+aA2JsPvaX+gGNiXZn6YyMaIoo8/YkWC95Xs9hi2ZTGeppd4O1jBwuA7I9cU8SExTq3JOzUryYdjcrNscnRQbWr+07dYG9LRTFNJ07Ee8ntr6w3xg7ILDD7N6bx2jhDpzg5o7rITYVt21AUcvJVD3e8heFnbXkj2MDQzV/Y7SRFy/is4urqm0FJ9Pg7btIgX0XdVQ0TT8xV/cP/FFux9MSRWmAo6c5XCW4EAce79l+6v/GjIcmZgTttRdXgC+nwO/9s9QNivtZDFhLHuJVUOSld/8ziy+6h0pWEYceeU+e4f9hYY3vSlSG6TV2aVhpKOMRHUPv/wjX4Jqb7KuwOHDZTS6jEXL0YUpzWQTsWQPouSfmwznTspAqT4vwctJ7KNYxZ7TLcl2dhD1Oju1NtwtqxMl7ehrs+lYmDhn2yCjVrPHheUrWq1WDiUmo46ADB3TqC9pIGun0EOWmWZh2lzEtp1FUtuv60hRtgYbJqpsR1aOu1YaCezoroZszN7HgOYW5IVJCoVhcwMpu4hddMJk5w2UdLP16e71FyiFYaxgwRlHlTNwAok2+ot3fa6FtFZESbHAQbvQTrSOdHcpdNpb6NJzEnf7LMIFNYWCteHOiQgMqfI/51h4w4XTKCDGdF9D0rd2nalxjHuDLfRCoXpszCydkmZRnkfadLeZrRU3JGY6LWFB05A1e5CzdxHVKlgzRuRnO6oXu/a2xMWdLD8bRezZKaxjoO7Yjl1HmIBL67ja5T75h+wCCj2ZKgZTFexaKbGL3o6q3Ht/z97v+QiCttVlU6SFki8RZPXu2jDqQawh7XWZsrv0srqJJWtYikO8VtTObnWNyeTshttx9CCAz+qgJ3XTDnirSDJiJ9qu042oVZa9J/eLsWoeZdNNkNcVMNUUtmzPX3lJX7LPR9WCdGdxRg1l+QiuaSRXMbFKGLaNZVCTXCqwYqnvejfwee/0fYa7PjaLPZ96g0vIKZoZdHRr6OgJ+IzO1ufozlxKyBA2fx+Xc1JSGCOqdgSdcI/vXiJM/J4hqtUKFhdvIpPpQm/vELQmKwTp5js7G3AcB729g9jeXpPXdXX1YW1tAR0dPUgmM03fexHg/v0oMsvISOu2FuodsWoSon4yNpMMu/tRFJc+ju50CpcGErJwNt5i2sbGzg4sR2GwswvPbptQRiS0jROC13zJGcaYsywaQU0fpfskK1ypVnFzcRFdmQyGenulhWMCS6KrJDrEmi4b8eTOp6jWicHeXqxtM4DW0NfVhfnVdSA9gWSyyVTUAMjayxncFTfLlmpn6jPSzh6mDWqD9chghJERE5GIdiE+46iEl58g3dT6D/+S7Vh6FEVWji/YLjgx12XRAJscRmitolct4/bSnZpdtFpL6C/Kto7tnkextbWOESzjUq+BxfU19HR0IJNMHnovNzgclEA5GQZKXU00joMgM3bH7hQWelor1IoQ1FMmK/iBXEs0TTozimCyUmHP7kSHF3QzaBP9w+DLlY1pfR6WMoTFcWGt21JATBz8vVWMwSQTTKyZY8hZGWzs7qKkrZ08xpCAO1aX+PN/fla47+xCNhMlJFSxznvEVAmDhtttcR8sFecaexaWn8Vsdw66mZRETsFOyfPhsjjd9TRpF6VQ6G9yzxpN7YIsKZMFRNqFdu/8hafRmUQRZUSlVbmVUXAjazplb/2+eMMhe5GMp3nMtrALstEWpRV/AdMn35MIs4rnWBU93bNFYAAZNPG3ca0sDKm8tNfy99rR/kLW8ggWtUmksQdzKgV4A4qo4z3orMIwD3dQ8ZMtSUl6yUUWN50dVs0lwVMwMlL04yrb5eTkuJbtQVimO3CIq+GSMyJxJ9ls/CyyBMny47wAHwk7jxjKKCGBPd2d1XGe2DV6YRoH2v0FrRNVq4rF+RdrdtHIEO6PuPIky9tZbFYtdA/qWN/Z8uJOGwtrB/GFaPzCHUKVszdRtBJSQM7bcSxiXOSD1rVBxOxyrSOFklrbdocwPXu0HWEXt1iOJD7ZtzewDHfolQ/6irSex6w+JwO/GGsK29z7oHbWEcOuYlxbkqQ2pavkXsi91FGFKx0QOJr2LjifI3sNozK8zk30tTq3XjOQ5L7HYHy8V9bxwuI6utLpQ/tU5cWOLASs7ORgOiVcGgBWN3awbY6fep+6iiFX4tB0qwPcx+1qfeJLk05Rvn8Vw7WBjO2uIxzmTckrN3HY3C7IKucAt0QcmBi2MOwcJH0b4Sd1O1CQY3rRNlHwtGdlxohW32E3pS0iY+Ukway3FDY4jLJjCvP+4Jmh5AGJO9p9sVc9ak9iOwrJrgksbrszQqZ6YlheW8R+Kg10dMueRwbleox+V/+7AV6VqKh1iN9OW1uiG87ugbjHRGasTomeDhbo9XVhZ9euf/C4hJjQAZ2JXpUVSZEX1EOw2aUmxdKSSI74e1WuH0U9IlJqLI6y0F3zGc7RpY5VNSAEqwxelGNI6wV0WZvih9u9d/Is2mnsIy7ElMY5NI22cVKEid9jbwD1YUrQdR2WZSEaFAxqwNbWKp5++q9QLpfwpV/6XiQSKVQq+7Assqo0xOMp+XN5eQ7Xrj2Dd77zK/DBD/6euNSZmZdhfX0BxWIBX/RF33DPEr/H4WUvq/832ybW113NHOqnsHpCrZv79PDvjW1oGhb3ivjQMzdQ3i/i67/4yzGSrMKp5JBQlIHQkIrH5c+55WU8c+0a/uk7o3j+gx9EVqUwNfs47mxsoFgqhbbRbgXZ6MF1J9lUaoMThit2rG6wXs4pnNlyehKfsbq1hb96+mmUymW890u/FPFECneKKeyiDOi2+Iyc2YVPLlnYvvFBfMU734nf++AHZeF52cwMbq1uYb44h897z7+EftywoQt6KItaGlknjSFzE5YdwcteNnxhPiOvZbBhd4v2mNR4tXoZjQVtQhJbLSM62eAz/Vu5MLug5qz//QxS17QRbC3P4SOeXXzte74Kerwb5UpJ3kc/kfDWkqcXlvCxazfwlnc9gf/14T8Rra23z6axurGCQrGIb/iiLzq0ljCg7bE3hY0k2nzHsAzyThLzujtFWTbO1oowA3ftDmywkn0slVIh4uzLtHe28JHhzADonqwlnv4XB3bVWsc4nM4g16Kh5SzwxQwcV+1+dGh5mdR+ljjSLhoKVO3EGGzFn1u7dvcxxilaC2gfCRSb/EpDSU+KfTd+Ps8zoQqyASjqKbzsZe6G4NR24bEfqwaf9ya+0WP/UX+RbcbNJq03fkeXlsWe3SXJjPP2pxcVe16eugpz4+9xvZQTf0F99EvqFpatQWxx0KFuuAOWWl2Uuzo5R4a1cCPcyi5q8Dbs9zT2VAqT2jwyelFa4VetfmF4yuY1+IVsQ3VskWi6q7bnM1hHtlWPJCBa2kW5jLlyXDa9Kq3uak9C/UP69BPPl6CPUFW5nzKh3f0hIjb9cQx5rQMrdr+08HLDPBjZknbgVW0EjtHcRprbhYbeXgN/+Yluzy40iQcG1UpLKSgyO4c0l8HG349rbjKT4D1/wblSa9tetodga8ZBQqkh7hyw1ySZOK67CfYX1UPyHGmOJXbEzhwmcZaP0Yo8M3/RcMI7G4v42D/8L+xXymIXnVFIrGHZVm0/UlIJfHppCddf/ACmPu+tdXHn3Oomtos2vvILvwxdRrGmOcmZGhm4utIkXVAyIWt1SPs0ZTs64Q61YuJ31+nAXqRPbGnQWsagudWy68ZPtVAz200auakLljvZcj5kbsGxDaxS8shDO/7i4YdMrFoDSOlF7DhdpDH6F1NiQNG7t5loiaJ4DEu6dqzKQRIlkUY4tsPvoJaCrJOSAgORdbiGaudqF90yWLDeR31y08AfP3Oztk+9ktoDrByqliVpSyvSgzl9Bp9e/RhWn/8Qvuldb8Rff+gvpYtu+PJr7z6H4THq6y6KB+pE95hZtwnWp4yfBA2vP2QXSsPqZhS9vVF84mmgO2Fh5CEl9tmh56XwK3NBVET8QF1XnRDjWwsSkzSxZzMJDkRUVdifHSrvDqETdmhc/EQwYSkfq9jxYKKk4pJgdst1mswNOku0sg1ek6yVlK5An90d3Kv6exK7IYdBn/H0QhEvvvgM3vU5w/i/P/RxOfLHp8Yxt7mLXOkv8eWf/08xoS1JnMGYuogUyscM0eaaMaStyfEQ/rWiJEyXx6BtZRaNPqOkJbFoD8PmFDYPUacMR9fxspcFaOJcl6x9LG2Z6Bow63zGmtWPYVDW54AUwMQ8u2pzWqcka/3P4JDxaW0Bm1ZO4p3jYCkdK9YANoxBKX4wpk6p56ErJfefjPJG2zgpwsRvG/jUpz4FwzBQKBTQ39+PeDyBSqXS9CFaX19EJBJDxCspPfvs32FpaQ7RaAxPPfXFEnjNzDyCW7c+g2x2B/39I3AcG3Nzz+HJJ9+Gp5/+S9i2Bd2rUN9PCD5Y+/vuVMRi0aW//+APAr/zO8DoqBt8f7bgbmyjFB/EvBHFM5/5ALYWn8VoLI8vfeubkUok8MjMDD5z6xZ2s1lMD3bCdhys3f4gPucVT+GPPv58aBvtguw4PY4FZwIZ9UJtmBVtOK0XcQlz9S+X4UkPnZtdJOLxlnaxuL6OWCQiPmPb7sJfvDCPpeWP1PmM2ZmHkJ//a+xksxjp7xe7eG5uDm998knk/uHj6CwvoxrtFgZFnT7jPQC//44zgZR6QTS75Ei0U/gMryLMIR8+KhoT94c3gtxMsj0ob29Kgj/IIMo7KdgeO6fZdzBg77Y33fY+n6lxAXbRX5lD2u6RcyKYNFAoiV1EI1GsGNOoGr34+PMfxNLSLUQjcTz11BeJXWQuDcCa38Zebs9dS2wLf3PzJr701Q/jAx/7B1i2jWgDjY6BHIeY+TjOVBJaGR32juj38RiXzXHkrbRsfI+FctBpbWPMIAuqKsl3JpS2mVBiMo6MvrNYSzwWGq8dB3NVJLnMgK5UF2z5E8y79KwEbzm901d1lOER/jEdgqbLpOpd1eexE9pvcbtbu0iXeY8uNZymwvraAhIRExm9AkfF7yrGQKUIRJm0cW2Dts/ny99gU5dUEjNeMYRJHrYpksEWZFU1IuYUMaHfkSEgjXqCc/YUysE+/kCHwKxxGwU7gTlnCspgMu0MYgwOCXKy2NN6oTit6eAiil0YykaP2nITQUfJfARAtvukM+8mctqx//st9px+GAs3P4HK7hJGe9kCXkZx7q/wjle/QjZ14i8iuvi/cW1ZJD/IujqU3FS2DMPjZlQKOccVHRuQtvdEz5OJHrZrLmDMZUW2uAlnFnt6G3QZViT2HHOlW9rI0GzaPcLy5LXp1LPYdnrg+Gz8wOs4yIcCMue5BjezC2vfLbhIMtI7lqZ28dwp9yTsCjBi8t/dnOOgsyIFNLZAW3pEtBqpp7ph9WBP75aOHMZuZFiPYkkSgkl7H4v22KGCy/F2odXZBUdRxexKbXAZmbfBgUXBzwv+XRKSgZHwIhXV+CLv3zz2JbhTyOJ2AQmnAOV1PGne+svN/YbTC6Vl74m/MO0y8qvPQ8W7ETEjKGgR/PmnbmNr9Rri0Si+6C1PIWsOoH/mNXj+1g1sZfN1ceerH38jfvdj13FTTWLU2cSYtuoT9AS8VMvOkGilP6xfqzFfmewmQ5jXv1PLIctnSDexoo+jYKeFfetLojH5lGfbtDKwS4kPr52bzLyKacJ0KujFdu02yOfZWYkLg2v50f5Cw6Y5BBmj5bkwJud5rzfNYffn3u8YX+h29Vh/wQT/ojaBtEPt3va0POlH2VVFVjmx16R4etbxhWHR9pKHjiO4T11WCSw8+zeYW1qCZXbi4be+QmKPRyYnYc1VkM3tYXKgG0O2hmduPYcnX3WKHEaLa7qHTnlmyyqK/UZ/2wrKkY6Exr1QHWuy5GB1eQt2JYXv+sEEfvAHNc8u4ph9dEqY+QlnDqbh+grOBWFi/iFcr5vHwQR60UnVtM39Wj3/3LK7sWDQF2jizwaNVeRVSooJBSeJdX0IEaeCIbh7jqRWrHUYcYB3Cge6ufQblIM4626zw7aRwFypF9ney5iw59Hnyb/5e9XgnuSZz/wV7MW/QUcch3yGWZzHZG8HcloKn5xfxquefArP/v0fYtq5hlRUk/Oi3+CeYFHkMALD2xpA1i3jhEbJw+OXH4VJNY+KimJR7oO7R9zzJGj8DylEfMa2+4Guz9BQLPY09RmUbmBX1AA2pMDDgnDRiWNRnxS/U1GadCFQIoQSeq6M3k5bx7xjd9SkIVzmu3dMTgS7Tsa1iwbbOCnCxG8bGBoaQrlcRiqVch+MRAI3bhzovvlg1eSxx14vf19bW8To6Ax6egahaTpM04RhmPLwLC/fxsrKbZhmBBsbS+Igrl59As8++7cwzai87n5HtQr85m8C73mPu5g++qhbSWuyr3tJ465sY921jW62WOkGYnpJHC9t4/byMm6vrCBimlhitKIUnrh6Fdde+FsMRExEGqcN3Ie4b2xDnKaolTX++PBLL8Au1m/caGoXr3/sMfn7zZVtmCNX0NNbhqYbdT5jfmUVN5c38LmvrbeLv3v2WSQiOmZjbM/ckBaQJXsEe0bPiTfjZweFlJM/1E55GrsYcFYxbBw8V+t2D5a8hbwO3u5jR+vHDhokHVpdDqWknWxELaHXrB/ocRF2gRs3MG3cDrQVKiyZltgFbXd37QYyE131a4kZkd8trxxeSx566E3480/9DVJmBCaTaE1wkoCBjIRLpnt81AtkAEVNtnY+KGXnMG26k5qF9QAbffo2snZnTaP21P5C9PQKGNcWpGXUZeT1uQwvY7Nh2I57lf2gU2HN+6k7/IathG4L2mEwUUT2CfUN87bLPDhPuyi/OA8l+mZ+myKbiRXe9uiMBJrm2t9BH3nDkTFGTNews35b3vvolZfjhU9/GL1GEY+Yt2Szsga2f5NVsyLalv7dzNsJ3FBX3OSmUuixN+Q71xwmy1tMt2Bbntkp/mcW87X2xC27SyZit0oUcYDcsjWALX3gINl8FnZBCZXIwKECUr+9ikGDg1tcfcKTPAssY+05HVBsR21Eq5bF+yj23Fx8AeWVZ/BQdAK3Np+R1z959YqsI1EmUwL+QvM2tTmnQ2RwghcqZpcwpc9LG+eLziXXRk8AMgBzdkr0+KjdOOvM4QXnqkxZPw53bRdecY9t2Jy5QLYO7Zz2yk4EiwxYv/DDe+lYB0kerinmACcqYlxfxm1MuRIsrTpHzhlN7SJ5+LvFLl72OklatbIL3alifek61lbmYJqf296e5BTnyMFtwirXWXzXoOmuf6bOekYVxC5WtVFhE99W0+i11tGj76LD3sW+3rrN+1i78OR95kTexzsWp4xhe1l8elSrylrXinHaqXZRdhKti4NNrg0T1cFkNbvM1q1eFLSUyGRoag8X7i+YnI6k8cRjr5GBbRurtzE8fgV23+MY1W1kohYipoHhyCY25m8iu34N8cjDdXHnsy88jYGoiYihy2C7grOLlO4mImg7TNjmQWkMN0UmQ4QdE+t2r9xnaqVLN0HtWrps6RftJEbsZSmwSKJJjbozKKDJvaLOM5GxdzGmLSFhHLAvmRS6ihso2HHMOdNtxhd8tuu1r0exKHZASScZauol8BlfFJ0ElvQmcWfD9fU1RduFH6tUsSvDwUx9GcBlnKdd/P21MgbsmBT2qa3LxKPWsE/tG+rCYE+PtMgX9S4YpiuHsbwyjzsry4iYrxG7YJL+1bNvwKc//TdH5zD8jiuva6qmMe75Zn84o/xOi0j8kTfI6QyItwd9s/cM8/oF/TfjTsrZXFdXXN3vJogWN/D//KefwXd+/dfg/d/zMB55NOrZBeUHHHQ4e7ANE2VHCXGoQ2VF/iO4o+Sh9xvbcGxNij3bThciopvsxgq7ctzu+kF/Rmmdxv1IGabI8jAKHbBWMGauSpLP8jSn+XMOXhbZDZw9mtnG9QSL+PtIaKXAnBgTr3j0VdLBcGdzG8NjvejpHUIKk+iIVpv6jK2NRWT1Tjx6+WVY+OQfoS9aQjLidpn4WLUHsBMZEGZrUANZ/AaHhWoGYlZRJF9qv1MctBsTkkfNdj3fU3YiUjxKa3l0VreQMktwVGDzp3nru8gVWbD5rQ1khgOfobX0GZz1MIdOKTLMODeR0kpI2VmZA0JQe5jzefyhjsGiGJPdomneREasNlOj4RcyKE7bOXHM2gyaoncNcSKwMvLhD6+hr2+m7udsq6tUyrIJt20bicThVi9e7t3dTRQKWfT3j2J/n9MbKTDdie3tdaTTHYjFEvet1IMPy3KrIiQRcLLmg4CNjet461snEI/H7ivbYDvqNG5J0mJzdwfZQgGj/f0o7jOQ0tCZTmN9exvRZA9ux5+AuuDhQg+ybXBT8wg+g1iTNt4grm9sYOKtb0Us3rrqeFq7WPnQRzDbR22kg5+zhapcqYhdPF+ZhJMaOuTwfZ9RzO/iZb0atDKdP9CdSSG/u4TudBKJWExsxR/kdsueOkjOXSSUCrC5HNHAWzVGXZbQ3dqFUhi174h0hI8CGYRq+li9r3Zt5JK6XtOZ868hRfrnNtfw0Ntfj9g5+QzaxdqHP4yZvkAFOmAXLABZtoNypB9L2rgbVHjn22ot6UwmEd96BlOdds0uzgrU5ZvTL9WCJwbdMoG9KRR6nE1pwzyUBAzIbRxrF15LPgNRBj38F5nH3BQcsLRX6zbtAXJW2/Dve6vwuuIwpHc3EXObq3j47a87d7sY7xnEdWcGJWppKoWB8i10U3/ONNvyF6/tLcGsutqMmXQGm9tb6EynxC7cRln3vY0tthzkcsOZrm18vU+ubWKOgmnvY0rdFh083u87+lRdQo33zGUxeJ8VDEEDr6naOvbL2t2vI2KfFdGhrngMsFF7HoOGy9Ym607YGCcIpLNWAosYg62ZXoB/cD24GcXGR/DI2197ruvIaWLP/PYyegrP4cpg+lB80ZFOH/IXvDVk2tzQL9fHHR4LfMBZk6nuNR3qduFt3q/gRWGvcLDWZ9TDrvzKMWh7HfGYyVK88OxqwFqWjXXQT/B5l9ZWrxDC5Bw3/b36DladAXfQqnefo1YRPWoTa8boibSOzzv2pF38/V/Po6d3psG3VmHtF9CPXWzqPYg1zgJQDqbsm7Bzd7CdL2Ov/80olKun35N4PpvMyeCzT9bbtHZbknTc/Pobdq4N160Z5E0yOwP025pvCGj7tjiOu4ovvM8ny3PQXsZIZLP2tcHj81/K9W8JYwGZoBMi4OukSHQP/UWstIaHYou4U+lHNTEIU1mYDHRriF7n7h5Wcw4G+wdR3C8jrlUw2BHD+vbWwX5E09Fd3cBUZEn8qe1ouGVNIBvpFT8+ZC9hj7rCiKBfrWNX66nphze/PvJQosvZwqi2guu4LInCGX1OPj84VEx0mQP3icPorjlX6iRI2rULw67gCq7VhvMxWX3DmUFRT2PYXpAW/y2nGzvmgV5yK1B25ap6QXxbK/BUmUSjBEZRxbGmDUkCis+Isf03mH3bm87fLnqZiGTCu4Q+tYEl1YciZXa9dWQoUpJuHJ6uH/vJNd++hf7Scxjt76utIx3pDJ5Zj6Dcddn1F2xzl84KFejSM9zhiMaqxNe3tWm32KcUElYWU/qdmuQSY4dFY+rQtU5YOUxp81h3+iRRyCIuv2PPyWANbI/XJO5kF8Fn8IhbtGwCcz8Hs7iDXGIYkXgDi9uLHWh3GWcPY5E10ZPlMTejg9TsQt7rCIuXx8ZumGMLRd73cR8yru6INOGd6rDYXUWLCoN91FmQzofz3qf6tvGRv17GY90RsXmCvnDJ7kPONhChLISCyBLyuPutFYwYa1JIpS1t7u7WchjrRXY29GEi4+DajkIs3YdXJBZEGsZP3t5Wk9jXE7jsvCiFnCCoc3vbmBV/MGAtocfYk65WSgluGgNuUtgu1Ya6MWHOjsLxyEHXppyTk8AtzNQKDZpjY9q5IUVnHsMN7Urd0OZ29yT++jbl3ESPvufGErQP5fqlZgPd/bWO3SaT5lLd+kKd8Xl7HDmzO5ApdjBiLYiE2q7TifHoagOZxX3vCxtbmHnbW9qyjfs7g/SAgc6S/7UCF9JsdhupVAe6u10nEYsd3KS+voaBKvcxWPmg3kmI09sGndFNewb9u0+jL5WSoV1cTNlWxZYcLqpDfX0onbG+z7GQXZEj2kTyT6+N/zgm6f1qG34wz2CLYLAQ18t1DM/zBAfkDDhs0WaCzv0ZE3v8j4tBzEij1CSJ4/sMDk9Y2S+ioneLTWzpnRjqzCBhrte1KlILiCmqC4e30e5Qe5L05SImbU1nYBcFlZDkgK+pxIDksrqBRWsEBb2ebUYJgiM1IxvAY+WGJlgxXnBGhIGyoRu4ivMFdZtKdlQ08QjREtPiiCcYPDqIRYGkyiHu3MB154owJw/sIoO+jg7RcOxNJVDMbWMWK+gYoI1HXHt3Isecv8soOOpy8bow8M056bqWyHHnDjrNfEsmAtlc/ueylX8Jo7AbNJaPtAtPN3aYbGxjV46VfogDRjgMpA+bh1ja8r2NVXTlXmeeA9FMV41/d/lJh2vhTITe8gsNTOTo2hkKgLQGW2QzKida2ZQm6I7sI20k2vIXPZ09MPefkbZth9dRUxju44CJAwRbFhu/l4w8YeKK1pjedgcBE0+31KywVxJk0ql9OJ6WJYdzDGNZWu9WdNpCc9mIbmsDOb0DZvrudVKZmLyMG4jqVWFzr6sB0Q31n3MOn5RBRoGJ3ceBGpYP4YYkCtesPqwbw1SZlN8lnRwc7Wz1n8869kxk+uB0PYX10g30x3Xki64+3kBvnyQ6ZJJVAOJrjX0k7Twqqn5DQYbVknkM+60VqGeum9ixXKmVsorBbrOg3fY6QqZ6dV0St47hxk6UKnE376rO1slc5gCVlFOCqdvQPRbqlL6IiFWttV4yobTaMGTqfsG4tohxrepOkfeS1WIXqU7k2C7d5D18DtZ2CxhOd6Mv04H1Ytljf7nDmU6zJ2GSnVq9i+aU/Ju66pe0m7LOkf25YA1j3FyVzTGLC9R6PuRjar7h+LX8buMLJnhG1CJ6I7u1r+P6QlY3k2GD5qYrWaVBkjJJ5zoW7VFkDWrCN+gb+H3edT9z3PMK/tyTHTI9CbKLBu0ikUgjZkRwObLLtFmtG8Y9bIXtbBZGvAfIPIQbVQdVo4yMncUAtuv2IySuDBkbNZkgJmenzQUsW2Xs6j3Y1LnXdT95TRs+1D1QB3HOcnFEY5e+O2O5LNhgEt5H0YqJJjTtSJJJHAjYsKa0axdc48qUooAbC/Kec0gif76mj0jHT9XzI3JP3QM+6MZxqjVZKTJXzWPIJoyP2S1RkWIXP4PvdaVCio7Q93Hu8AqwjGuW1bjYaTIa+F7roLOJewrOv9jK5jCRAKZ7RlEoFWWfyuKhoWsSX6x6SfeIxYTcgquRS9KA1YWtyJAMx6RszprORPeBfAyL23P2NMbsRSkaZ7SCDN3yi4oGpTaUjQyyEq9O6ksHpyCzW/bQjWwt7mQCLmnlkdMCSbTAPkWLRGB39iMBp8mIYoUBewUDkW3ohmvXO1ZGtMb91vsaw5jgH97P43YJl/Sb8vdb9qR0QYGa6Kracm/CAsm0mpPkJTFsrqOidqWQsYEBRLSL3c+xqLncuLYbjHEs9Fjr2I4M1gYhbpjDsCwTU+YdkSLs8HIY1ALuMPfRqa9hC5dgJ2N8mmorL+MNP6ZmupR2kUa9lIPsy6Sjz9VFfhFM0EbqrjffP+fMYMa+KXYzE12Unwc/h4XGy/Tb1ghKegoRVZaf8RmnhIh/T4/1GV5BgL6gz9mQfelexM3liXsXvq5Cjolm6VbZEt8Y1ALmH0z6Ntujr1B+jrITdcejibweJfNGzZU6xrkPDl1ccYYw3abPCBO/ZwgulpxqyTbL4eFJDA6OyaRcQtcN0b35i7/4dVy58go89tjrzvKrQzzAtmHQNqwyfvMv/gyveWgGr3rkEfz2X/0VBnt78eL8PP7Fl3wJoq3G057tQcqC6AcvnLDKTXqX7rZYMKhasoawZQ5eSDvjWcKfkkktQZ+pxfPssTakWnkRYMvfTYxjyFqW4Vh04AxO5lfXcHt5BdWhDHqGky19xiOPvAof/Zs/wcDAmOg3ft7nfSWSmQ70q20JjO/JLfEqnwzKqKk1giV0mdRaS8m1LptnMwRp1+yXgXyj2nJNr5mLLzcYTMIEsU89J2dUWnEEx3w/W31YQU6hJMMWljGKCtsEfVbiOYMD5zgXm0PTeC3X9GFhFBaWnoW99nHMjAxibHAQZW6+NG5EIjW7eHz2Mr7g0R780d/+FV5+6TL+y2/+Bn78W74FZT2OkkOtwVH5+1HnwevYb60Jw63VpRJtXmfYY2S5IAPwDiYxbC1L8uy4FiQOJRiormHFGG//uiolTCwG4EECmAT+akE2mcL9YeUdmmymakMVmNj1jombVLJ3XEahJhuzEcdLJrdxKByWxOvk/eNiNmUeKHHSrXbdBJVewZ3VNcwtr6AymELX8OXD/uLP/ycevvIYHn/oMfzpR/4aC8u38cbHH0dfZyfQQvqjETxFbrQntBXErX0veaO1n9SDiVVzDBlrB1O4XStqcEPmB65JpyS6nXXsL8+fcGNxWtAeuJrx+5iw4fi+4DxmtiWe9C7Wgnsm0bV12FUNG5ERCcqnjAXMBVgm92vsyXXk//3opxEr3sGl/jje/qpXIWcMYUP14YpxUzbqQXBzdNm4JQP6guB6uqSPSaLibrFmjmJNjdSKSRxOyUR6Wyyp48DiaLR+sOiu2YddFSx+cFNZxCX9lqzFC9UhTEWWYRguI4k/84tF/mfer2AyZYZT5M1FRK0y1syxtuzi1z7wN7h65XE88shj+MsP/pq0aieTGbzlLV94dwfisdc6dT5v8gOvmd3doApZSQNGzXXZcK/afVjVR2rDdy4E3kKSsvckYc422uCtpQYtj3hDG4Bh2cK2I/gaMmJnMI81K48N3SuKSQLZLWpxwNGW3i/n2+VsowM5rGjDQvCo2banh95YaLko0C4W1laxvPqJWnxxsB/RRev71//iL/CKK1cxfrkDv/XnH0Rxbwtd2i6mv+SL0J08uFdMzN2UhN2SrMs++vVt9ByMhBRIUR1TooN9FDjsbYSEBgAT5nJLP837NqGvSIcbWZadWhaqYaZBuyB78LY+LW3bnYY7hI5gV9Ml3ERMqwgLlRrULAiIHq4+KO/L2HsY0YOzIVz7apjNWoMrh5Fyk760B+Wg31qVbgPOP9gx+s5YyfVokAFJJu6mOYiVjZWav4j2dmPPNqVAkTSLuGQ/h7/+y99D/OplTDzyMH7kl34Jr3zoIZEI+ifveAdi2JfEmPIKe3Nq9qC7x9O5zpk9yKGJVBj1mI0U5q0JXHJuii1ddm5Kso7XYkxfETkWXT/cHu9/VHB9JwFmxpzHqlWU55HXlj6Ge9wp5xY6dG/QIHRJ0BZ83W5Pson3ucPJI2VQdgQyYK6Tg9m879hxOg51r8nb2S1oJ7CuDUjSV+RknGUk9RJyVkqSeGiQE2PElNBddnhwnxrT9jGsluV3JC648e0FoQmpgEOjP7Y0h+HhKgYHx+F4BZB9LYpq1fJ8xhXJYfzJRz8qUkPsXnzzq2z85f/6tOzVJt/9FvQkDJFZqnjyX0rp0hkG+zb6zAP5G+rnkjXOmR2rGmcANI8LuJcXn31EPYkx6Kx+W2Qf/Dg0b3OPNHaQwD842cMdbkoJIYGDgLkf2LYzKOiDbtejsoRtzM8kqYR7SsrSrGEUeSuFCd31jf5HTZDp2+Q4h80NFKw09huGhvI49sxelO0Yrqobh2I0iVNqw1KPR5j4PUPkcjv4+7//C5mOyIp5qVTA888/LZXz17zmHejrG5agu1q9N6yQEPehbUDDO558Eq/ot6EevYKKVZVWCVbU6UCp+UvneRFBcNraxageSKzp7sTcoDPlZv1sxxqdL+je83YSRSSw2TCFmwv+pjaEkp2AUhzidf5wjAiW9XHk7TQGsI6bWRO/9/cfl0D7kXQB2dvXWvoMtm+z/ZI/o/3wNWzFvmFP44p+eMN+7vCqn2RjsjigG9zWOCJOP69PnYh1eyS8z5BzVemDCc/KwnCT5F1K7WNG3cYNa9ptkT/uNCTgn5HgwZEhUHcxOfg08AYCLesTtR9lczv4wMc+BtuuIp0sYLewgD/8zBZs81N1duGUdrC1u4NUzMTfffoZ9Pf04Fp5HDD7ZUptI8uoGfgcrGmjWFdDLTdYDN4VJ143BOpkbHCgQcWKSgu1vNZLmDS20DPI4jCLEyVNmRgwR6EsTe4zk08cGrNHtpX34Skri0FtDRuqHznjQAuOzIQJb4gd2zenMY9FZ0yYZUysM+BjzxoDzeNuN+16Vp+TAWWFQPL7PMFWMSasmXDneXGycXznBXzgbz+Giu2gN1HAbrnBX/QO4ZVXHkK/cws92X30Z+LovXIFn75xAw9PT6OXyd8A/Fb3YNKeP+N3E0w2iwSKtLSd4OC9YJWbvFt2Utj5CaM+7uHnXlK3cMcexa7hDhBL2lnZVJNZI+26p7l+7KRxLmHYWhJ9OG4MfIazu0k8Ofxrw2eGepXcKPOTqIVn6vcmiXPS2JPrSLeWwyevfwIJNYO17W0k+odaJhpqTPiG9sIeLQvTvo05Z/YgkeMVj33UZBaaSTCIn3V9SnAdYeulFA0bBnndFfhdTK41OTl+Mgf4jOtLtfbimeiS17LqvuW2PS4brna/6+DD6xlmZz2Qpxlqsi2aEg3dtu3i0VeLXezsbclmfmdnE488/OTdl7aUg2F7CZmI20ZLJiTXCT6P1A2vJWc8cqcMXvQ33p7MC3/T1HbOEL3WGsaMlUMxru+bHlbXxEZNs55p6j8Pw+Ym+tVOjSfrJqQUMqoohTrCNGw5X8YjTDgwcchCESVDqJG9cI8KRbSLDz39USirjI5UDoVSCU8//7zYxTte8xoM9/VJ8manpOPFPR0dmU5sbKygqCWEdXfFWj/w56JfmsQtdelgkGqLjKcy3Lkb9T90ZRtoN/7ATCa6fFkHrvlVT6OTP/IHxQm7V+nye/pjkgN24cmynBTes8uYNWtnRPeWjER2CLgrmbsX4iDQXrVb8xH8u28j/vH6H7dQGURSK6E3knUTM945SMKYa4cRjIU4ZG4Q4848ks48Ni5YgZMMTw65Y9z5D3/3Z+IvMskUXijm8Tuf+biUvr701Vfx0GAMr330IVSq7j6V7E52E33s+efxjz/nc9Br7ElylOfK5NcmE+WRkeYtWLwSjifFI5dAE19BGQfGa3wLbWxWn/euUPuSTH4MypV61FxDj7ODqmPijpqQjjnGpv5zr5SDGCqQNLBS6LS2ZBgxbxe7pJis5HdvW50Sj1EOhp/Nc2WHyB1r7CAm1Fz29Jxy5dBidkGkbbZUl0i1uTG03vY+tawlcVvN1p6rDUQwe4GkgyAO1pIqZuI5lPLX8cFri5LEfverH0d0ICI+o2Yb6TReNjODv37mk3huzcHI2GXs7G3juf1e9CX63b1WILnJCRY5lUG3ytb2DuzEeUh/UYqv3Ff6pJjg2sDOrhncEo3xo+DHfHpgn5w29jFu38GyPSrDq13f5LLV004WO9F6AgKfZ3YWEHyuO9U1OdYdJ4NbintIhSFnWQZS+qxkFhSuOwmM2Evo1MlcdvfJjSECh8MtqNH6pG/DCbDjulGKzn0veevtryVh4vcMUSjkau1VY2Oz2N3dkvZsLqasorPlcm1tCZZVkb+z4h7is9A2Rmext7uB3o5O9GMLs/E1RLU0ltbXULEsVKtVjA0M4Jd+67fwzte9ToT1zw3eJowDb1htanRIDzroyG8bMweLbePJscqsp0Sy/8Kg6SIjkFNdWC4vyiJmmMaxPoN2weEs3Lxxw0ab4mvLelIWjYx2ICHBlmq/dey8bigX3FncPMSWYbB8ZknfQ8P6DprT2T6+oKawLwMRONzO/Tl/v2iPHEw3b+NzXZbivRqGF4Q68BdiAzH0jDwM5OdxtdvBmtZ5yC7KdgavGh7DfrmMO2vXsF6y0Zcx7+LauoM7TiSQ67cKagesPw52oazJtHEHsUArK/XuRq1FuWf+0LDgOTf58Bp7dMUcx7oadpkk7MMKHBtb+fKqs05LkrAD4Q1/zM38ZdwU1pn/8VGzvRY6vj8KS1q0DrhA54t5NYGCNl07X7H3cjdWtWHufvHyicuH/YVycGdrF4XKNmDvY3Z8TLSiF9bWxD4awYCaeoy92jZ6zawrgWD3ynfwyk8687WN9l2Bg4SMGCyH17zSlFWccoo1Xlgc+5KIzzhFzPltkqf4bgbKC/oUltmRYFcxo821PWm9GahzuMgNnGbA9u1QKWkXtE+UGb93sSfXkcErb8bw1grSCUNaMseNHdlw+QmNdsCkC4swtt+NpBS67E0Ma/TFrk7nmt1f3yHkaQL261uibbmEEWmnDrIuyZi5rG66WneBAk9bCPgUamWOop6F2IioacmmurZuBs6fG6ySdjIN+a7KGgpGB6rmgUQJE5ld9hY03KUsRpugdrVCHyxHQ5lt+Ppd2MXgOFbnn8elNLDXiq54HNgab4zAsB1061lM2LcxjxkpegfX72ag7vO4c1uYfYtqzF3Dzyl+od0xWdeKPRjUiGwEpXYYL7idIPzPbWenNqdbxGp8h5vcFJ9BT2gmcccax75zb2gUtAvGiJQ3uTz+Mmzt7kp7Nu2CQx7Zvr+0toayZaHbKeNVvVHkttKoOkBP6Qa6koargexUUPGTMF4MxWTekL2IHb0P+zKY7Rg4NkadO8LA3LK7sam52q30L7xmq9U+bOoDbjiglBSIyL68bdE/dCKmSpjQFrBu9WPH6D3aXpoUYfh89tiU87BE0mXdHMa20+t2jIj8jDsz4xLmZFBT0EfQRlrlaEciG2IfTBayA42arbxC8rnmgcRBfeIrjW5tr465ehFg4W1KzWGteAfDWJXM0NtHq7i5vY+Nzi70aTvojZfhqIjYBfep5aqFL3rr52BjewvWrHv8XikHd9SYnK9jNslxUIrO3pcheixQUQKCxX2+Na6K0hlWz74/+bXgDBAO+J2Krsj1v62mhIHM+8k4cU6bkQ47DmYjOLStdi1QFf/JtamCuOhXU1e1x9xD2TZxw5oS7d5eZx2jkQ2RxGKL/obB4unBs0AksC+ydKa2hbydcYkozQoidfvUA53rxueqw2FnXWBA3HmiJmfiwl9LYrqOR8f7Ucyt4bGufTm+idg2HJWu2QbXksvj4zL4b2VzHa9+WQk3XvgYjIqGZOLz6/R03e/yWNT0nRUHE9EVYWz7kiuU2WDi/rJ+XQpou3YHNnQ3QZ5wCkiZ7mDJkyJvx7FjdWA2clOStUzub0RGZTDkjmotCC4SSXYfCiqJUX0FXUYeWWtXZB8Wuc6rxjg0hjuYFrJSxK5IMYBxifSVKA07Tqc3APkIGRwp7pIMEoOpFWtyGTwOSo4p7Vbb5x0mfs8QbKN6xSveiEymW1qlqLM3OnrwkDLIGh+fFcp8iM9O2+hMd2AylkfPcBnm8Azi+pg85wy0ZsfHxTa4UWfi911veAPisVjNhzC4pPyC1WLq/N14PrZWTqrb6KJO5zFvZ7DrDzc6NzQ+G2fQ7tnYVnNfwEtinsRncHgPh3itrt7BK1/5FmnFktdoBm5psxi356Wl2deI0ixH2q3Pqy2dGmwMas50X3bCpCOvYck50BEWgXwnIvqg7WqS3hdQCklrT4IITvPV+8ZQ9exiL9ON/mQv3jU0jZu4JHIFQbuolosYGh3DI9NTePxlr8Nu7yna5JVCh0XpkOqJJF0sbqOVIT6KOsCU2aCWZkSj/q/HsvSYPH5UxHB2yFpCh54//HnKwAqGXBkAj3PDCb/B46xrr2tgjPXa64ckXPhyk2nke6TDelIwOBY9s8BzMTA4jseeeKq5vxAh5gqeHEmi2xhGpVKRARvzq6vC4hrp94aPBCCa1hpVDQ9ab/NICyuGv8zZaSRVEeochdBdCQ1vo+OBG+yUVUSRU5NPA68wYWtRsZ99J4Yk7j7xy+skOvcNBTUOdlGWDlsdDKC8SJx0HRkanUXfO74GfcVP4/LYiHRM6CdM8DMBMqSt47aTqmnoRlVFBrT4l4Zt7luo90dxbV90XWOoIunclOSIqwPpDfZj0g2WFAEO5ni3AW/YpNtWu4+ofjDt+27BjVpLJm8T7EX6DjEa6RPTOjdq5xv309++aF9CVYu4G8i7sAvKSL3lHf8U2VjP3cdeXsHljprCiqpI632rjb7/+trx6OzEmJA1o3qC1tUTwfvudTIuqwqjkYMZCe2+fak6IAleX8RiQK1hwNiWAbRVO+bq/9aKHY50JnGdy9ppt4NFM5A3KRswgqv3gMFHu3jy8dfiic4dZJJJYW5Oj47WbgsLiDNjbOUGKtUKHr88i9Ee6j7rmOaAYdHgtTCrsRV/FDlpk/d9opIia66dORP8Ql3HptMPKlGTndnnbEuBjRJY7HIZ1xfRqXkxgsa5HBXxFftaQnx6WWO6zcaUsYiUXcCSPnHAIvW/w/2L6AUP6Wt1OpnSZm+WRRprQw0jZhflO+U13svI5qbPanb4K9VeKVb5Lep+3o8+LWsnMYdpWGYMhl3GOO5IIXXZHpECUSO4jlCKxjlBEucswKQ3E1Ezgz3AKx5Fd0cGfWkT/ekIXjE2Kx0RIk2n3H1qwYpivtKD6ODDyOpreOSxMbzgRDCqFoQlm9c764dfBp53st1n9Vs1Vi/Z8Rv2ADJqD2PG6pkkvVlEHNfdgWOUaphxbnvrC/W701gxx7Cij2HTGXBn1zDe8cC4d1v1iw1l7B2ReXGZogoJo4pJbVHYzDHTjSN5n0k8SdsFzGuUMTn4LO6XmXjmkNCSkT52n2paJUzgjnzXkhqtI6/wusQldjn//BGZ15P2LdHYJTgXJ9I7BP1lr8AjHQUMZkxoHaOYGR2tvacxh8GuAZF5eOIJDPd24V2veQWUkcBelHuFQPwu+tjs+FlGSitBMxzMV4alkJky3ViNBap9rSxkCGor96gNXMU1SQLHGjrJToKUUcaoto5Vux9Zo6tWmBM0IWZWEBGfyCPPIyN+r+B0iDSI5c9YqCXvG/ezB3Eo96i2owsDnbrPVX92UlNmvAcWADRDihZT9i1hK8/ZE8hyENwJ15Aw8XuGIIN3YuLKkb+fnX3ZWX5liAcEvPfTo5OYUHfQbWQPPd/U1XrZbH1RgNpJQVCC4Yp+3WVzBJB1MtgwT9hC7YEJHg4bawX/cETj0x4U/alzgVeJp1Zir74trDxWwIKL6Nl/nwtduVqg97PPCNrFxMTl+hdJy30EBTuNHri2RV5Nn7EjLElqW50HuOiyDaqxpf+uoZRo7sXVPraN/van4QZaXMh8nlOTdYHcgwIGhnk7hSFzA5t2CRPjlz0mCLCujcjmSBKBPGdNx+zMozWrXXSqWHMqsHo5+OB0y3pGy0tSfwt81tu7sdzEvOBckSp92Zt4Pq9NY8UpI6b2MaKtegy/0dqGgAnaTj1bmxwsPwvIDaTVLRScZCBtfPAMrHPCcMRNTvD57bPXsKO5LdlkkpAR9KB3LsStQs1PkV3f42xhW++t2UUjOGxvklOhr7Dd9aA9/crEgYRIEPxoblo4cIlDdHxwE11LjujDXuv1ObZcG7soW8u1AVr3MwaMLTiW5g11Mxu6OLqge4ND7/d1hHfT7J2C3tmJslpGXLmbcB/tcBPIPFnHwEFxgq2oxiCMahXDEZfJ6EuGBD9wSR/HhhOIIzyCEz0dp7EzPlq2h1z2z0n0Wq1dV0vPPJtiJNe1Gf22FAuYFKoNI2q1OfO6Ju4VqJPb6+tle8fEdaJmF8HhY0fEF4lE6kyiIbbKklXKFvzGa8aEXq+1ji1joF7vlUnjk6zdR8prNCwo/nc7FQw6q1KEjHuJhZOiz9jFvpOsbbrzFqW7tqU1mbqiBWcDlmPIAFJq7Hfp7kAqMpkpqcTNvmsv96Y4zfs+OPU4du0sMs5irU16pdIrOvI9Zg49E6+T4WxpVYRuLGF27CDJQ0grvl7BjObqqNJ/C69ZM3BTuwTnuI5WDm2ychIbGLotyUVp79ar6NX2ULJT2NO7hE+dCWjuem/FrHZLnk2uV+tOPxJqHyl2vQUGSBGmsEuXJDmbNov1Sd8mfoKt+nt2B0ZNJiEPHfKh9/aae6g4Jm6XhzEaXUc0UEDbV3HXnj05ry2rB9PGAtJ2HgU0JH695JDfbn6RYNcg4zdqlfaNdKPPdHtwOKuDBXjHNtCttkTq4tGZWWEqTlndWNE7MZXpk67RTntNjvo2Jt1zCFyslJ1FQhUlridxYbPajbHomvh92tBV50WZr7FldYr2/mnBQqbfbUZ7YLdZUDd2VY3IjAp35kPAN/rvYAxNTVfsij0G5VYbJav8n3MwW8wpoxgYo8m4+JpzFQ6Tgm0sSrSVLasXo5ytgBJKOEj8Mum3pQ/ioQuwjYiqoMeoYrPaKfd6MLKDlF7EQ1MaIlqi6ak0y2FcGj8YhDo5PCyXuODcwrw9KXrOvm2MaYtyj7bsTuSdpCR940altlxJYVjpKOoZpKw9GehMX9vOOn8Ul0zXlNzfPmxjXyVQgol+ewUFLSXSgo1v2NQHYVsGhvU1t0NUOUhXd5CN9Lg243+HcqTrgXubbafLjWUaZPcKKiXXgO9n0V3m4TQcOIfaZVQWWzrjLFP2OmSak+HMDrOilpTrR9lIw1lpu6soTPyGuD/RbOfxgO/kE6rUNOkbBFutWv8OSGgVmTpb97laGVvKFa8/KShzcNOaEp27xpZItgGvWb3Iax3CdDoYeHUOEEe5LEkvf+jZlt1Xt4ietbxFr70hixnbcZbu0XTldnGUXXgvqA2h8R8d2XSf4zNTMlKYsyYwaSwe2RZ5EvRiSxb1jJ3DkuYNDmp2Dl6hoMPaET0uH5yyysD9gYOXNNhTXRjCBsa1Jcxbuqsd5rd7eRtkza6iw97BntkHzdP/5qbCDrA2T4MVffTkyT5P5y/otxmo7IP/pZB3MrIRDGpzUQ7kprqEmL0vm4IhYx0RuAw9P9ijDMCiM4wy4kipPAaMTWnzqrEnGBw5JWEKccghNxLBQP1+aTy4G3Ro1Abk5jiPaX0eCbOCXmcH89b4gV0EwIT6ttODlCq1FRTnnBRW1aA3wXqjNlF6RF9FtaojS/Yi75m0cJ4ObElrRebn5j2ruYwxBtOu3Ii7/txvIJtpxNxAp5OX486rFLZMt0BCe97E4MUw+I5jobYwYLb0DqkVaZ/cRB+yZg+uO0mM2ovSLeLnDN0p0QPCqqv/3IMaDH9nsWU5kGhMOTlh7dyqjsswq32d71cyP4Agy5HXaT+YIA0k55b0lFvAMmPtnZcUbl2pqqEzlqri58S1KuLgoLI8Mk4ed+xxlALJVSleWVsyKVzWnWZtvF6R9LwhQ5S842Jyk4PFuOF02CmhFBKWq50Y1KM8ONezt9ku7CKqVZrqrkadshRRcqoTpXbWrRbOg+fZ4exi1+it81OmtS9t43mvOCgSI84qkiiJHnfSKw74H3sSVQuxCyY89Xns2VuS5Mp4vtMvunO6vGgv2kmsaWncdGYwZi/KgLDGCfIXiobnR+YmOJcwZi+IZikH8/pyL9yrxFRVmPOtJGD8dXoAm9hUA8Joc2OVSFvHwaFNZL8NGLm6+0A28ZS5gCJjdKPU9HvZFcJns+oYIvGwqZkyYE/0UQPfw2JN0U4Im5QJQSZMliv96KFGa13i340pGaMw4T2gNrHnZLDDQWRafRcAk9X+sCYmGMni7cPOIVmkOkKJpiNvdKHsrN4XsmKmXT644JRk4jAxa7c29Gzd6sGyPlZj65cYx1kZjBtLEl8wCZx2iijZHEJWkaQ61/lOexebiMO0KxjCikiqkO1OO6HWbhkxRI0yFiuD6DN3kDQq8jxR+9RRR+u0ngvYKWLtY0hbFSILZa4crj8e7vpx9TpQOp0d7KLXHb517D5OF015ykIc6pIQxufFpOxEGV9p4sd8xDwd/ONwXA6DRaaMnZV9QY+ns+7Lp+TIotU7MKqvY9fOCFmEEpR8bkXj2XHQo50s6bti9SGnURJmv+67Go/pkpqTAXpMqoqMlTWILWNQCk/+C+kbtrUBZJ1Or6tGk4HXdex2rwMxiw70ancwZeal0MOCt6zFDeBe5lDuRimZUTJquAMjexwWGuMiNZc2S8jZCRlIPqPPiR+if97S6SfbK9mGid8j4Fcubt26hYGBAezs7KC7u1vaXUKcE7yETtrmY0OtI9cJ7aDb3ezfJ8nfu7ENV+XLFYo/46O5+7dqdFwUH2flKF/3WVVEUfRbTc77ujMoQhplZ08CgCV7GMV29MEa0Sq7EGw1ckoYU4sS5NYquac6+BPYxQnaRk+KHb0XVZuTRd2FrYTk8ayLU8kvaNLSWFGrkrA73Xc4MlWYmw0u8kxCJJ0bWLBHm+s8SqFgSVorg4zjHn0PFbIHRfPo/pH4OKm/YCDcq7ZRaNLqziCjqM7AFza7r6cJLhX99i464cqN0Ndxrjer2k2Z+6L/yq1bXDR6GexOaHekhckHtde2dbZPG8ijE9t2j8vS8I45bheELcB/cdr6WYFsxlXlJvQGtPW6Y7oIu6CuuzvEgRuymDCfyYyhXXSrnaZ2IaxTJvLshLCe2R5X9+tAooPYVl21YXgFlUHazrmDsJiMPWnx5Ei/puGONoGkzTLePgb1TWFf+cezqzpc9oemYU/vwQ3bfW7zlGu5z+CfZkrnNrgkhYkdac11uxNOMln5bv0Ftf6Y6Iyggj10iqxKs1ZNDskjG24b3dj3CiUsnpBNQ3SpLBatIWybg5hX0yhaa1JAYdfEvBp33xNIylIzl5sn12bq2StMgA7YKxgyuElTKFpFrOouG3LYWpB2WWLH7hRZGKKMKLY5bb2usODq4TVP+jrosraE1RcEE3kdZuGu1ILahb857LW3sOixsJh0HFML6InsYcUeBNOKzeAWBAbOpCDQTnwRswoyOMxtX0+h6Mlz0Y9w8EyyWsCGOXw+MV3AD7Bjy41FDsdiLBq/aF9GxWfcNbz3cIK3KgziPZNJOL3u2tLGJ+w5aQGmRip9oG1EUFbJgwSMqmBYX68N5vEhGolWrySggnr0bSyTkuAlM7YVJJ/m+VMOqpxTM25i0mMT3pP4wpNBYuKEKzUTv0yMbtu96MGeJOF8MKGQCMjiHJUcl5WqCaO8FUSOyVmXoVrsLrpjj8BCBF1qp9atw+ubMQ8nfVt9nrDFfUa+X5Sx6S/cZL/mK0tIYj5f1+Xin++YfUcSNBU9jmv25QPiQQObvOCkZViTP1iYn8kYofHUu/U9FK0VN4Gk6ZKUvuHM1nVJnCdaxxe6DMlqRJ+2VZO0ICmG7ffSACSxXHctvpjAPDqMokjqJOGeN7+KCah+fRtbLALoJvacTvEBO043UqqAQXMTaZS8FLtWGyTuJ9APjtv986K2+/QXTOY5jH8DCVeLVniSolCAOZy0spjS7yBuVtBj72LennDJEe2QeAKJ5/PCUT6DGsa37GFMGQs1Us9ZcfGC7yloGcw7Zs02SDqoqC0poLDgUtISGFRbkhOgrc3YNw5pQDc/N/dPEsi2tV5YWgTd2K4b7NasgJX2Oh8imoNxbQWddg773J8ghT1fP1y6Ug7WLduMH/48ZSMDFjvc4Z7svt1ySGRzn3vq+vprQ13HS+D9JMJEvfWKviWNgz0I9wFAoa1r0Qxh4vcI7O3tYWFhAYuLiyiVStjf30c0GkWhUEA2u4t43B9JUv8w3W31/DTvPaBi3M37cFfvPY9z9fUZ+4yNuiqzqRawZA9J4Oc64pN/b7l8MPzqXthG3rFhOSkMG+snGqJy3LWm/k4Be00Xcu/dbd3f3UPMLjqd3QuzDaqBbtr94vSqbI0puwmkk4DtznFV8hiBgZZGx0Knw2m8Fnq1HWg6N80HKHLw0RkYR0u7yBeA3duIRaxaZdOfWn+Wz1FOqpN+sM/F4Sj9o/bsgs8kE2xMBLhsFa+NlMlaew1lcxvVQMEga8eQN/baOl4f3BAltTnkGzZfCWcfq/olt2gSeC8DrC17H3GjcOhZSqg8ysqU4P24770on9Guv3CcPPb0ggQLexZ1AJtfRxet720750v2HzfUh1qM7nYtYfLHuYm4cZCY6VcL0rYtG/YjPpPHm6dsg61hyGNPEWRVFrS9ehZP4Lwz9iIsfRN7Z7wOVZwydpy0FMX2bQMj3jHl7CzyRvT87SJfwO2cgd6Ue/+rdhSmUUDOTmJRxVE90i6YTO1Fh63XGEhMuJLRVbYN7KgeWGSXaxx2cvA52WN9R2u7OPARqSbty97gDllfUlixlbTeUoePwzRW9TiswHG4PozIn3mMkXXy0JtoSrfzXqLsRLDtdNcYGkUkUQywYi7CX5Sza0gnV2VDHVUGNKdbtAQPjpktqns1ptyAWsAmj5m6hCqLF3DAMCmpCgrmrsRUJRVFXCth3Ulh06Dd1NsYC219+jaU3YM1DrKpPZNKGJwJ8d+uL+ZWybFdTbqEPo9c2bUBE7napiMmVNgl5BpanskIy0ubpXZojejQXpRk3ZZDxrvbEs1OKscsCFtnR3XJdenVd6S40AynsamsZdZ8cqe9DdNYkjJXRJUB2xJ/0QzFqnUm1eXj15EelO0ybnNEkUogZ1hMu9TOlx0l1DDd5/rcxjU46bUiy496oWUvtnFPur5oxsFOXN/y8poDH8PCQho5iWfzLGYE/Eja3kOHvog1dQVWQ9IshwSSts0nEQWlo1Q3UKoMw65gBEsoSCGsPntBJnbFVsgZ1BO3mp4rO6d27bQU0lrF7a2uk2sXdoNdlGXd7VC7iJZWoGnNpXjOI75g3BS1c0gb6+hTCqvOoLDC6cGqNvcmLNy457hnpyXhwXvI+9Wl7dZkmRrPl/FZ0romciOHmIqHr5b4i7R2Q64nmWvz+oAwUKPchQTih/p3uWiya0Sn/RkhjjBJw/Z6xvuDzor0Dm5pcdkTOGZeZPJY8ORn9OrFWuLRB3dSlh3xZgsQlZb3dk91o8e2ZD/H8ydDkYSFYHKJ7+3QcrDtNaxweJPowxNHS4xcxDqyl88iltw7vD5qJMTwy/OI40B2IbiOFBmTcQ9lp4XVz6I0B3Cxf5Il0aLpxUteTEF7H3bYpXbgp5n46tOLNT8djC4KdkI6foKM07PKYOyrqOyXuTb595bHZyp3r1vUnVq8ectJYF/pXhG93nc0s4uU/SK2MS7khIpdwi3pZoiKfWS1AiwvqX6v9yPH7lX3bkNFh7CsbJE9MNkha+zIcW85PSJV06llRcu7XQTPOWfnkDeSoJUYjqrZhk+Ko1WmnOuIKBM5zwa8d8p7jgMlStj9kzRK6LCeh6k7iOr7HiXlJMfLZ4B+M4IVXGmbFBOz80gYc1gpxuXeM0Gbd7JiW8Q1Oy2dV5xlIFrxQV/Kjh042EMe5WPmkdxtDkNT4aSxlvAvzfb2NiKRCHK5HHp7e+XvCwsrTYe0LS4uYXR09MQPp2VZ2NzcwtDQyQfzlEr74sj7+g50/dpFNpuT8+jsPDm7ZnV1FX19/TCbTe48BktLyxgZGT7s/FidZ8KxRZdfVenyvSMjJ9cD1HUd4+PD8ue9so2x0VEJjE9iH7SNrc1NDA4NtTgYd7hSs2v2krKNY+A4CqsryxgfGRLx/brrcYRdEbSJ4fHxU9vGUXaxsrBQ+73o43obm/veZ8hCZMP2bKxmFx2ZpteULUL1ibo27IJ6ozi8OWZl1L+Xh+yCDAORBlBNnoeApADtYnXlnvqMdv0FN2bUICMWFpcxNDpxbnbBZB0DLWHcaWfjL6jd2OgvZOZYC//UaBdRQ2vYOB39XrZ5ry4vYnhk5MT+QjkOVo5YS3zbYyLJPyaRLND0e2YX/P6FpZWT+wuZYLKPjc1t9A+NnDgJdaxdyLNoNb1XzdYR2h6D2+BzehHriKGa+IsT2IX4tsa1JYCLsIvFhWXRemvE0uKi2MVR1zPoTw/5i8FB8cFsQ24mG8VCnzwHAf9as4venkNrAadkE74/a0Qum3UTI531jOWWz7y3RtBrLa9tHNiFt7YzUeBqS7ZYFzwsLy3dtb9YWlnD0Oj4gQ3X+arD19bHRfuLIC4yvvDXlMJ+taW/cF9Dtm7DEDxlC1uc/oLJ1o46f+HGIK3i3KP8ReN9aoVWduHf11Zxe7vrSPC4/WO6iLjzkF14z8fy0gJGR8cOrqnnw/3afqNv9o+55X6kyXsa0cxfyPXRjGPvUyt/0fRaw/UJ/vGsrqxgqL8buhF17U6Yv669NYJ+K5iIOXI/4l0zGdzUYCONduHHDu3gXvkLro+uXRy9jgTvN593ruX7lsLm1nZTfxGMa2vXIeCn90slsYvevr7aa3hNW60dJ7WLw8ft2rzvLyIGv6t+bTtu79jKXxx3n++H/Ui7e9XGe7W4tIih0UmX+NqmXyUafUZw/xu0jWZotI124MYeCsXc7slsIwDaRn9fHwwOfDsix9IMtI3xkYFaNxOvU6Nf4fXj3iIY69RsY3ik6X74KJxkLQkTv2cA/wHig8PqydTUlPx5+fLltoJL/319fX1ShZmdnW07KOVDy/86OaSjXPYCvPYq+Wtra/KeTCYjE8CHWiUWm7z3+vXr4iTW19flfBOJBi24FnAcB9euXZPvunPnDq5evYp4/DBVvhl4jLxO/N6VlRV573lok50lQtsIbSO0i9BnhP6itX8M15JwHQntIowv2o2nQn8R+ovQLkJ/EfqLs0O4Tw33qaFtfPbEGKHUwxmAhkKdFBoJk7jUSeGNu3TpUls3bnNzE7dv30Y+n5f3z8zMtH3DWZVYWloS4yRdXyp1bWJ5eRnZLPWUNKH4Dw4Otp00plEzSf3iiy+io6Oj7e+tVquYn5+XtoJPf/rT8r52HwxWMvz3skWB19dkNeY+RmgboW2EdhH6jNBftPaP4VoSriOhXYTxRRh7hnFnuCcJ9yPNENpFaBehXdwbhDmMjpdcfitk/J5htYx0diZvDcOQ7D0z9+0Es3wfE7BMvrJiQAZuu4lfMnaLxaK8jxT9k7yXiWK+P5lMyjnw+9sNvnm8NFQeO7+zXQPle3d3d+VY+d1dXV1yvdqBbduSJE+lUvK9ZDk/KIzf0Dbau1afLbYR2kXoM0K7CNeS0F+09o9hjBGuI6FdhPFFuCcJ485wrxruR5ohtIvzR7hXzbzk8lth4vezGNRNodxDf3+/JHGZtGYSmEZOw6PB0pD5Ok59DPHZg9A2QoR2ESL0FyHCdSREGF+ECOPOEPcK4X4kRGgXIUKfcTa4v/vkQ5wrWJmgVMOHPvQh0TAhxZyC45SbIFi1eOqpp0SGgsnh+5lBGeJsEdpGiNAuQoT+IkS4joQ4a4TxRYjQLkKE/iJEuI6EOA+EMUZrhIzfz2JQjoL0cj4glIrwGb78j3Rz/p4yDltbW5IQDhO/nz0IbSNEaBchQn8RIlxHQoTxRYgw7gxxrxDuR0KEdhEi9BlngzDxGyJEiBAhQoQIESJEiBAhQoQIESJEiBAvMej3+gBChAgRIkSIECFChAgRIkSIECFChAgRIsTZIkz8hggRIkSIECFChAgRIkSIECFChAgRIsRLDGHiN0SIECFChAgRIkSIECFChAgRIkSIECFeYggTvyFChAgRIkSIECFChAgRIkSIECFChAjxEkOY+A0RIkSIECFChAgRIkSIECFChAgRIkSIlxjCxG+IECFChAgRIkSIECFChAgRIkSIECFCvMQQJn5DhAgRIkSIECFChAgRIkSIECFChAgR4iWGMPEbIkSIECFChAgRIkSIECFChAgRIkSIEC8xhInfECFChAgRIkSIECFChAgRIkSIECFChHiJIUz8hggRIkSIECFChAgRIkSIECFChAgRIsRLDGHiN0SIECFChAgRIkSIECFChAgRIkSIECHw0sL/H5GGUe+ILSmhAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "base_args.train_hybrid_model = False\n", "run_different_gamma_r(base_args, type=\"quantum\")" ] }, { "cell_type": "markdown", "id": "6585ce4a4b9ccc8c", "metadata": {}, "source": [ "From this, we see that with the hyperparameters used, training the hybrid model does not make a big difference in the final decision boundary of the SVC.\n", "\n", "Finally, let us compare with the classical random kitchen sinks algorithm." ] }, { "cell_type": "code", "execution_count": 18, "id": "3a883b14433498fb", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:02:35.237344Z", "start_time": "2025-11-10T09:02:08.206361800Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "#############################\n", "For r=1, gamma=1\n", "rand_kitchen_sinks acc: 0.7375\n", "\n", "#############################\n", "For r=1, gamma=2\n", "rand_kitchen_sinks acc: 0.7375\n", "\n", "#############################\n", "For r=1, gamma=3\n", "rand_kitchen_sinks acc: 0.7375\n", "\n", "#############################\n", "For r=1, gamma=4\n", "rand_kitchen_sinks acc: 0.725\n", "\n", "#############################\n", "For r=1, gamma=5\n", "rand_kitchen_sinks acc: 0.725\n", "\n", "#############################\n", "For r=1, gamma=6\n", "rand_kitchen_sinks acc: 0.725\n", "\n", "#############################\n", "For r=1, gamma=7\n", "rand_kitchen_sinks acc: 0.725\n", "\n", "#############################\n", "For r=1, gamma=8\n", "rand_kitchen_sinks acc: 0.725\n", "\n", "#############################\n", "For r=1, gamma=9\n", "rand_kitchen_sinks acc: 0.7375\n", "\n", "#############################\n", "For r=1, gamma=10\n", "rand_kitchen_sinks acc: 0.725\n", "\n", "#############################\n", "For r=10, gamma=1\n", "rand_kitchen_sinks acc: 0.8125\n", "\n", "#############################\n", "For r=10, gamma=2\n", "rand_kitchen_sinks acc: 0.825\n", "\n", "#############################\n", "For r=10, gamma=3\n", "rand_kitchen_sinks acc: 0.875\n", "\n", "#############################\n", "For r=10, gamma=4\n", "rand_kitchen_sinks acc: 0.925\n", "\n", "#############################\n", "For r=10, gamma=5\n", "rand_kitchen_sinks acc: 0.9\n", "\n", "#############################\n", "For r=10, gamma=6\n", "rand_kitchen_sinks acc: 0.9125\n", "\n", "#############################\n", "For r=10, gamma=7\n", "rand_kitchen_sinks acc: 0.9125\n", "\n", "#############################\n", "For r=10, gamma=8\n", "rand_kitchen_sinks acc: 0.9\n", "\n", "#############################\n", "For r=10, gamma=9\n", "rand_kitchen_sinks acc: 0.9\n", "\n", "#############################\n", "For r=10, gamma=10\n", "rand_kitchen_sinks acc: 0.85\n", "\n", "#############################\n", "For r=100, gamma=1\n", "rand_kitchen_sinks acc: 0.8125\n", "\n", "#############################\n", "For r=100, gamma=2\n", "rand_kitchen_sinks acc: 0.8375\n", "\n", "#############################\n", "For r=100, gamma=3\n", "rand_kitchen_sinks acc: 0.925\n", "\n", "#############################\n", "For r=100, gamma=4\n", "rand_kitchen_sinks acc: 0.925\n", "\n", "#############################\n", "For r=100, gamma=5\n", "rand_kitchen_sinks acc: 0.975\n", "\n", "#############################\n", "For r=100, gamma=6\n", "rand_kitchen_sinks acc: 0.9625\n", "\n", "#############################\n", "For r=100, gamma=7\n", "rand_kitchen_sinks acc: 0.9625\n", "\n", "#############################\n", "For r=100, gamma=8\n", "rand_kitchen_sinks acc: 0.975\n", "\n", "#############################\n", "For r=100, gamma=9\n", "rand_kitchen_sinks acc: 0.9625\n", "\n", "#############################\n", "For r=100, gamma=10\n", "rand_kitchen_sinks acc: 0.9375\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run_different_gamma_r(base_args, type=\"classical\")" ] }, { "cell_type": "markdown", "id": "98fa8279b15ea343", "metadata": {}, "source": [ "One can see that the results obtained using the quantum enhanced version of the algorithm yields better test classification accuracies with small $\\gamma$ than the ones obtained with the classical version. However, when $\\gamma$ gets big, it is the opposite. Moreover, for both versions of the random kitchen sinks, we observe that increasing R increases the model's performance too since that parameters controls the precision of the approximated Gaussian kernel.\\\\\n", "\n", "I now encourage you to experiment by modifying some hyperparameters. We chose to operate using 10 photons to replicate the results from [this paper](https://arxiv.org/abs/2107.05224) but we can obtain some interesting results using less photons:\n", "\n", "`base_args.num_photon = 2`\n", "\n", "Other than that, it also is interesting to use a more complex photonic circuit that is trainable:\n", "\n", "`base_args.circuit = 'general'`\n", "\n", "For better optimization of the hybrid model when training it, you can change the data used for optimization with:\n", "\n", "`base_args.hybrid_model_data = 'Generated'`\n", "\n", "This basically increases the amount of training data for the hybrid model instead of only using the moon dataset. It also spreads the data points used for training better on the domain between the minimum and the maximum values. With this setup for training, the quantum-enhanced random kitchen sinks algorithm is on par with the classical one." ] } ], "metadata": { "kernelspec": { "display_name": "MerLin_dev", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.12" } }, "nbformat": 4, "nbformat_minor": 5 }