{ "cells": [ { "metadata": {}, "cell_type": "markdown", "source": "# Linear quantum photonic circuit as variational quantum classifiers", "id": "52fa2f2dd9009dfe" }, { "metadata": {}, "cell_type": "markdown", "source": [ "The goal of this notebook is to reproduce the results from [this paper](https://arxiv.org/abs/2107.05224), which uses a Variational Quantum Circuit (VQC) for supervised learning. It tests a basic VQC with different inputs on three 2D datasets with binary labels: linear, circular and moon (more details on these later).\n", "\n", "In this notebook, we will use [Perceval](https://perceval.quandela.net) for defining our quantum circuits, and we will use MerLin as our optimization tool which works splendidly with PyTorch." ], "id": "1e5548598d099e3f" }, { "metadata": {}, "cell_type": "markdown", "source": "## 0. Imports and prep", "id": "eed46abe8db82134" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T18:59:37.038598Z", "start_time": "2025-06-05T18:59:36.939946Z" } }, "cell_type": "code", "source": [ "# Import required libraries\n", "import matplotlib.pyplot as plt\n", "from matplotlib.patches import Patch\n", "from matplotlib.lines import Line2D\n", "import perceval as pcvl\n", "import torch\n", "import torch.nn as nn\n", "import torch.nn.functional as F\n", "import numpy as np\n", "from sklearn.metrics import accuracy_score\n", "from sklearn.datasets import make_classification, make_circles, make_moons\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.svm import SVC\n", "from tqdm import tqdm\n", "from math import comb\n", "import random\n", "\n", "# Import from our custom packages\n", "from merlin import QuantumLayer, OutputMappingStrategy" ], "id": "1152386cbce1c831", "outputs": [], "execution_count": 17 }, { "metadata": {}, "cell_type": "markdown", "source": "## 1. Data preparation", "id": "25bf9d6305fca7d9" }, { "metadata": {}, "cell_type": "markdown", "source": "Sample 200 points for each dataset: linear, circular and moon. Each datapoint has 2 features and a binary label (0 or 1).", "id": "8039a3efba087f40" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T18:51:37.256614Z", "start_time": "2025-06-05T18:51:36.732471Z" } }, "cell_type": "code", "source": [ "def get_linear(num_samples, num_features, class_sep=1.5):\n", " \"\"\"Generate linearly separable dataset with noise\"\"\"\n", " X, y = make_classification(\n", " n_samples=num_samples, # number of data points\n", " n_features=num_features, # 2D input\n", " n_informative=2, # both features carry class information\n", " n_redundant=0,\n", " n_clusters_per_class=1,\n", " n_classes=2,\n", " random_state=42,\n", " class_sep=class_sep\n", " )\n", " return X, y\n", "\n", "\n", "def get_circle(num_samples, noise=0.05):\n", " \"\"\"Generate circularly separable dataset with noise\"\"\"\n", " X, y = make_circles(\n", " n_samples=num_samples, # number of data points\n", " noise=noise,\n", " random_state=42\n", " )\n", " return X, y\n", "\n", "\n", "def get_moon(num_samples, noise=0.2):\n", " \"\"\"Generate moon dataset with noise\"\"\"\n", " X, y = make_moons(\n", " n_samples=num_samples, # number of data points\n", " noise=noise,\n", " random_state=42\n", " )\n", " return X, y\n", "\n", "\n", "def visual_sample(xs, ys, titles):\n", " \"\"\"Visualize the generated datasets\"\"\"\n", " fig, axs = plt.subplots(1, 3, figsize=(15, 4))\n", " i = 0\n", " for x, y, title in zip(xs, ys, titles):\n", " axs[i].scatter(x[:, 0], x[:, 1], c=y, cmap='bwr', edgecolor='k')\n", " axs[i].set_title(title)\n", " axs[i].grid(True)\n", " i += 1\n", " plt.show()\n", " plt.clf()\n", " return\n", "\n", "x_lin, y_lin = get_linear(200, 2, class_sep=1.5)\n", "x_circ, y_circ = get_circle(200, noise=0.05)\n", "x_moon, y_moon = get_moon(200, noise=0.2)\n", "\n", "visual_sample([x_lin, x_circ, x_moon], [y_lin, y_circ, y_moon], ['Linear dataset', 'Circular dataset', 'Moon dataset'])" ], "id": "b6293dc485160b07", "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 3 }, { "metadata": {}, "cell_type": "markdown", "source": [ "Then we standardize our data, change their type to torch.FloatTensor and split them into the training / test sets.\n", "\n", "We'll only keep half of the data points to reproduce the VQC experiments faithfully." ], "id": "b236713a1d7f743" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T18:52:13.756177Z", "start_time": "2025-06-05T18:52:13.732100Z" } }, "cell_type": "code", "source": [ "def prepare_data():\n", " \"\"\"Standardization, type changing and splitting of the data for preparation\"\"\"\n", " x_lin, y_lin = get_linear(200, 2, class_sep=1.5)\n", " x_circ, y_circ = get_circle(200, noise=0.05)\n", " x_moon, y_moon = get_moon(200, noise=0.2)\n", "\n", " # Take half of the data to have the same quantity as the paper\n", " x_lin, _, y_lin, _ = train_test_split(x_lin, y_lin, test_size=0.5, random_state=42)\n", " x_circ, _, y_circ, _ = train_test_split(x_circ, y_circ, test_size=0.5, random_state=42)\n", " x_moon, _, y_moon, _ = train_test_split(x_moon, y_moon, test_size=0.5, random_state=42)\n", "\n", " x_lin_train, x_lin_test, y_lin_train, y_lin_test = train_test_split(x_lin, y_lin, test_size=0.4, random_state=42)\n", "\n", " # Convert data to PyTorch tensors\n", " x_lin_train = torch.FloatTensor(x_lin_train)\n", " y_lin_train = torch.FloatTensor(y_lin_train)\n", " x_lin_test = torch.FloatTensor(x_lin_test)\n", " y_lin_test = torch.FloatTensor(y_lin_test)\n", "\n", " scaler = StandardScaler()\n", " x_lin_train = torch.FloatTensor(scaler.fit_transform(x_lin_train))\n", " x_lin_test = torch.FloatTensor(scaler.transform(x_lin_test))\n", "\n", " print(f\"Linear training set: {x_lin_train.shape[0]} samples, {x_lin_train.shape[1]} features\")\n", " print(f\"Linear test set: {x_lin_test.shape[0]} samples, {x_lin_test.shape[1]} features\")\n", "\n", " x_circ_train, x_circ_test, y_circ_train, y_circ_test = train_test_split(x_circ, y_circ, test_size=0.4, random_state=42)\n", "\n", " # Convert data to PyTorch tensors\n", " x_circ_train = torch.FloatTensor(x_circ_train)\n", " y_circ_train = torch.FloatTensor(y_circ_train)\n", " x_circ_test = torch.FloatTensor(x_circ_test)\n", " y_circ_test = torch.FloatTensor(y_circ_test)\n", "\n", " scaler = StandardScaler()\n", " x_circ_train = torch.FloatTensor(scaler.fit_transform(x_circ_train))\n", " x_circ_test = torch.FloatTensor(scaler.transform(x_circ_test))\n", "\n", " print(f\"Circular training set: {x_circ_train.shape[0]} samples, {x_circ_train.shape[1]} features\")\n", " print(f\"Circular test set: {x_circ_test.shape[0]} samples, {x_circ_test.shape[1]} features\")\n", "\n", " x_moon_train, x_moon_test, y_moon_train, y_moon_test = train_test_split(x_moon, y_moon, test_size=0.4, random_state=42)\n", "\n", " # Convert data to PyTorch tensors\n", " x_moon_train = torch.FloatTensor(x_moon_train)\n", " y_moon_train = torch.FloatTensor(y_moon_train)\n", " x_moon_test = torch.FloatTensor(x_moon_test)\n", " y_moon_test = torch.FloatTensor(y_moon_test)\n", "\n", " scaler = StandardScaler()\n", " x_moon_train = torch.FloatTensor(scaler.fit_transform(x_moon_train))\n", " x_moon_test = torch.FloatTensor(scaler.transform(x_moon_test))\n", "\n", " print(f\"Moon training set: {x_moon_train.shape[0]} samples, {x_moon_train.shape[1]} features\")\n", " print(f\"Moon test set: {x_moon_test.shape[0]} samples, {x_moon_test.shape[1]} features\")\n", "\n", " x_train = [x_lin_train, x_circ_train, x_moon_train]\n", " x_test = [x_lin_test, x_circ_test, x_moon_test]\n", " y_train = [y_lin_train, y_circ_train, y_moon_train]\n", " y_test = [y_lin_test, y_circ_test, y_moon_test]\n", "\n", " return x_train, x_test, y_train, y_test\n", "\n", "x_train, x_test, y_train, y_test = prepare_data()" ], "id": "d055d45e9a562aa4", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Linear training set: 60 samples, 2 features\n", "Linear test set: 40 samples, 2 features\n", "Circular training set: 60 samples, 2 features\n", "Circular test set: 40 samples, 2 features\n", "Moon training set: 60 samples, 2 features\n", "Moon test set: 40 samples, 2 features\n" ] } ], "execution_count": 4 }, { "metadata": {}, "cell_type": "markdown", "source": "## 2. Model definitions", "id": "5549f8fd97374e66" }, { "metadata": {}, "cell_type": "markdown", "source": "First off, let's define our quantum circuit using Perceval. The variational parts of our circuit are beam splitter meshes.", "id": "6b68c1cba98e954f" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T18:52:27.793205Z", "start_time": "2025-06-05T18:52:27.035186Z" } }, "cell_type": "code", "source": [ "def create_vqc_bs_mesh(m, input_size):\n", " \"\"\"Create variational quantum classifier with specified number of modes using beam splitter meshes\"\"\"\n", "\n", " # BS based circuits from https://perceval.quandela.net/docs/v0.13/notebooks/BS-based_implementation.html\n", " bs_l = pcvl.GenericInterferometer(m,\n", " lambda idx: pcvl.BS(theta=pcvl.P(\"theta_l%d\" % idx)) // (0, pcvl.PS(phi=np.pi * 2 * random.random())),\n", " shape=pcvl.InterferometerShape.RECTANGLE,\n", " depth=2 * m,\n", " phase_shifter_fun_gen=lambda idx: pcvl.PS(phi=np.pi*2*random.random()))\n", "\n", " # Central part of the circuit encodes our data\n", " c_var = pcvl.Circuit(m)\n", " for i in range(input_size):\n", " px = pcvl.P(f\"px{i + 1}\")\n", " c_var.add(i + (m - input_size) // 2, pcvl.PS(px))\n", "\n", " # Other BS mesh\n", " bs_r = pcvl.GenericInterferometer(m,\n", " lambda idx: pcvl.BS(theta=pcvl.P(\"theta_r%d\" % idx)) // (0, pcvl.PS(phi=np.pi * 2 * random.random())),\n", " shape=pcvl.InterferometerShape.RECTANGLE,\n", " depth=2 * m,\n", " phase_shifter_fun_gen=lambda idx: pcvl.PS(phi=np.pi*2*random.random()))\n", "\n", " c = pcvl.Circuit(m)\n", " c.add(0, bs_l, merge=True)\n", " c.add(0, c_var, merge=True)\n", " c.add(0, bs_r, merge=True)\n", "\n", " return c\n", "\n", "def count_parameters(model):\n", " \"\"\"Count trainable parameters in a PyTorch model\"\"\"\n", " return sum(p.numel() for p in model.parameters() if p.requires_grad)\n", "\n", "# In our case, we use 3 modes and have input size of 2 to have the same experiment set-up as the paper\n", "vqc_bs_mesh = create_vqc_bs_mesh(3, 2)\n", "# Let's visualize our circuit\n", "pcvl.pdisplay(vqc_bs_mesh)" ], "id": "d196a3761c374fdc", "outputs": [ { "data": { "text/plain": [ "" ], "image/svg+xml": "\n\n\n\n\n\n\n\n\nΦ=1.07228\n\n\nΦ=3.233892\n\n\nΦ=2.729324\n\n\n\n\n\n\nΘ=theta_l0\n\n\nRx\n\n\nΦ=1.707591\n\n\n\n\n\n\n\n\nΘ=theta_l1\n\n\nRx\n\n\nΦ=2.408391\n\n\n\n\n\n\n\n\nΘ=theta_l2\n\n\nRx\n\n\nΦ=0.419783\n\n\n\n\n\n\n\n\nΘ=theta_l3\n\n\nRx\n\n\nΦ=5.828897\n\n\n\n\n\n\n\n\nΘ=theta_l4\n\n\nRx\n\n\nΦ=5.158271\n\n\n\n\n\n\n\n\nΘ=theta_l5\n\n\nRx\n\n\nΦ=6.137053\n\n\n\n\nΦ=px1\n\n\nΦ=px2\n\n\nΦ=5.320093\n\n\nΦ=0.613613\n\n\nΦ=4.51537\n\n\n\n\n\n\nΘ=theta_r0\n\n\nRx\n\n\nΦ=5.20564\n\n\n\n\n\n\n\n\nΘ=theta_r1\n\n\nRx\n\n\nΦ=6.248993\n\n\n\n\n\n\n\n\nΘ=theta_r2\n\n\nRx\n\n\nΦ=1.750441\n\n\n\n\n\n\n\n\nΘ=theta_r3\n\n\nRx\n\n\nΦ=5.272176\n\n\n\n\n\n\n\n\nΘ=theta_r4\n\n\nRx\n\n\nΦ=5.647466\n\n\n\n\n\n\n\n\nΘ=theta_r5\n\n\nRx\n\n\nΦ=2.600425\n\n\n\n\n\n0\n1\n2\n0\n1\n2\n" }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 5 }, { "metadata": {}, "cell_type": "markdown", "source": [ "Now, we want to define our quantum layer as well as any other PyTorch layer used for the whole model.\n", "\n", "The scale layer will be the input layer of the model, simply multiplying the input by a constant." ], "id": "d67e0b45c3a780f3" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T18:53:22.102671Z", "start_time": "2025-06-05T18:53:22.096088Z" } }, "cell_type": "code", "source": [ "class ScaleLayer(nn.Module):\n", " \"\"\"\n", " Multiply the input tensor by a learned or fixed factor.\n", "\n", " Args:\n", " dim (int): Dimension of the input data to be encoded.\n", " scale_type (str): Type of scaling method.\n", "\n", " Returns: nn.Module that multiplies the input tensor by a learned or fixed factor.\n", " \"\"\"\n", " def __init__(self, dim, scale_type = \"learned\"):\n", " super(ScaleLayer, self).__init__()\n", " # Create a single learnable parameter (initialized to 1.0 by default)\n", " if scale_type == \"learned\":\n", " self.scale = nn.Parameter(torch.rand(dim))\n", " elif scale_type == \"2pi\":\n", " self.scale = torch.full((dim,), 2 * torch.pi)\n", " elif scale_type == \"pi\":\n", " self.scale = torch.full((dim,), torch.pi)\n", " elif scale_type == \"/pi\":\n", " self.scale = torch.full((dim,), 1 / torch.pi)\n", " elif scale_type == \"1\":\n", " self.scale = torch.full((dim,), 1)\n", "\n", " def forward(self, x):\n", " # Element-wise multiplication of each input element by the learned scale\n", " return x * self.scale" ], "id": "55c3ce2d45aa3e5c", "outputs": [], "execution_count": 8 }, { "metadata": {}, "cell_type": "markdown", "source": "MerLin allows us to group a quantum layer with classical layers to form a hybrid model. The optimization of that model is as simple as any classical model optimization since MerLin was built to be compatible with PyTorch.", "id": "d6f48bec84312649" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T19:00:28.860533Z", "start_time": "2025-06-05T19:00:28.822165Z" } }, "cell_type": "code", "source": [ "def get_vqc(m, input_size, initial_state, no_bunching=False, activation=\"none\", scale_type=\"1\"):\n", " \"\"\"Build and return the hybrid model used for binary classification of 2D data\"\"\"\n", "\n", " # Get vqc circuit\n", " vqc_circuit = create_vqc_bs_mesh(m, input_size)\n", " n_photons = torch.sum(torch.tensor(initial_state))\n", " if no_bunching:\n", " # No bunching: C(n_modes, n_photons)\n", " output_size = comb(m, n_photons)\n", " else:\n", " # With bunching: C(n_modes + n_photons - 1, n_photons)\n", " output_size = comb(m + n_photons - 1, n_photons)\n", "\n", " input_layer = ScaleLayer(input_size, scale_type=scale_type)\n", "\n", " vqc = QuantumLayer(\n", " input_size=input_size,\n", " output_size=output_size, # let MerLin handle the output size\n", " circuit=vqc_circuit,\n", " trainable_parameters=[p.name for p in vqc_circuit.get_parameters() if not p.name.startswith(\"px\")],\n", " input_parameters=[\"px\"],\n", " input_state= initial_state, # [1, 0, 0] for example\n", " no_bunching=no_bunching,\n", " output_mapping_strategy=OutputMappingStrategy.NONE # We will handle the outputting ourselves\n", " )\n", "\n", " # The last Linear layer acts as the observable, and it makes sure the output is 1 dimensional\n", "\n", " if activation == \"none\":\n", " classification_layer = nn.Linear(vqc.output_size, 1)\n", " complete_vqc = nn.Sequential(input_layer, vqc, classification_layer)\n", "\n", " elif activation == \"sigmoid\":\n", " classification_layer = nn.Linear(vqc.output_size, 1)\n", " complete_vqc = nn.Sequential(input_layer, vqc, classification_layer, nn.Sigmoid())\n", "\n", " elif activation == \"softmax\":\n", " classification_layer = nn.Linear(vqc.output_size, 2)\n", " complete_vqc = nn.Sequential(input_layer, vqc, classification_layer, nn.Softmax(dim=1))\n", "\n", " else:\n", " raise ValueError(f\"Activation function unknown or not implemented: '{activation}'\")\n", "\n", " return complete_vqc" ], "id": "ad897a9b228bde20", "outputs": [], "execution_count": 18 }, { "metadata": {}, "cell_type": "markdown", "source": "Let\\'s also define some MultiLayer Perceptrons (MLP) for comparison with classical models. However, we will use small models so the number of parameters are similar between the two.", "id": "2b07493e725414b8" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T19:00:31.355512Z", "start_time": "2025-06-05T19:00:31.337160Z" } }, "cell_type": "code", "source": [ "def get_mlp_deep(input_size, activation):\n", " \"\"\"Build and return a small 2-hidden-layers MLP for binary classification\"\"\"\n", " classical_layer_1 = nn.Linear(input_size, 2)\n", " classical_layer_2 = nn.Linear(2, 3)\n", "\n", " if activation == \"none\":\n", " mlp = nn.Sequential(classical_layer_1, nn.ReLU(), classical_layer_2, nn.ReLU(), nn.Linear(3, 1))\n", "\n", " elif activation == \"sigmoid\":\n", " mlp = nn.Sequential(classical_layer_1, nn.ReLU(), classical_layer_2, nn.ReLU(), nn.Linear(3, 1),\n", " nn.Sigmoid())\n", "\n", " elif activation == \"softmax\":\n", " mlp = nn.Sequential(classical_layer_1, nn.ReLU(), classical_layer_2, nn.ReLU(), nn.Linear(3, 2),\n", " nn.Softmax(dim=1))\n", " else:\n", " raise ValueError(f\"Activation function unknown or not implemented: '{activation}'\")\n", "\n", " return mlp\n", "\n", "\n", "def get_mlp_wide(input_size, activation):\n", " \"\"\"Build and return a small 1-hidden-layers MLP for binary classification\"\"\"\n", " classical_layer_1 = nn.Linear(input_size, 4)\n", "\n", " if activation == \"none\":\n", " mlp = nn.Sequential(classical_layer_1, nn.ReLU(), nn.Linear(4, 1))\n", "\n", " elif activation == \"sigmoid\":\n", " mlp = nn.Sequential(classical_layer_1, nn.ReLU(), nn.Linear(4, 1),\n", " nn.Sigmoid())\n", "\n", " elif activation == \"softmax\":\n", " mlp = nn.Sequential(classical_layer_1, nn.ReLU(), nn.Linear(4, 2),\n", " nn.Softmax(dim=1))\n", " else:\n", " raise ValueError(f\"Activation function unknown or not implemented: '{activation}'\")\n", "\n", " return mlp" ], "id": "77e9482176e60aaf", "outputs": [], "execution_count": 19 }, { "metadata": {}, "cell_type": "markdown", "source": "## 3. Training function\n", "id": "5cd90b690b4f7d5a" }, { "metadata": {}, "cell_type": "markdown", "source": "The training of the hybrid model has the exact same structure as the normal training of a classical model using PyTorch.", "id": "528ed68e3a06f322" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T19:00:33.594025Z", "start_time": "2025-06-05T19:00:33.568608Z" } }, "cell_type": "code", "source": [ "def train_model(model, model_name, X_train, X_test, y_train, y_test, args):\n", " \"\"\"Train a model and return training metrics\"\"\"\n", " optimizer = torch.optim.Adam(model.parameters(), lr=args.lr, betas=args.betas)\n", " criterion = nn.MSELoss() # loss from paper\n", "\n", " losses = []\n", " train_accuracies = []\n", " test_accuracies = []\n", "\n", " model.train()\n", "\n", " pbar = tqdm(range(args.n_epochs), desc=f\"Training {model_name}\")\n", " for epoch in pbar:\n", " permutation = torch.randperm(X_train.size()[0])\n", " total_loss = 0\n", "\n", " for i in range(0, X_train.size()[0], args.batch_size):\n", " indices = permutation[i:i + args.batch_size]\n", " batch_x, batch_y = X_train[indices], y_train[indices]\n", "\n", " # If softmax activation, we have to format the labels in 2-dimensions\n", " if args.activation == \"softmax\":\n", " # One-hot encode\n", " batch_y = F.one_hot(batch_y.squeeze().long(), num_classes=2).float() # shape : (batch_size, 2)\n", "\n", " outputs = model(batch_x)\n", "\n", " # Get the right parameters for regularization\n", " if args.regu_on == \"linear\":\n", " # Get the observable parameters\n", " if args.activation == \"none\":\n", " obs = list(model[-1].parameters())\n", " else:\n", " obs = list(model[-2].parameters())\n", " # Flatten all tensors and concatenate into a single vector\n", " obs_vector = torch.cat([p.view(-1) for p in obs])\n", "\n", " elif args.regu_on == \"all\":\n", " # Get the observable parameters\n", " obs = list(model.parameters())\n", " # Flatten all tensors and concatenate into a single vector\n", " obs_vector = torch.cat([p.view(-1) for p in obs])\n", "\n", " else:\n", " raise NotImplementedError\n", "\n", " # [ MSE ] + [ regularization ]\n", " loss = criterion(outputs.squeeze(), batch_y.squeeze()) + args.alpha * torch.linalg.vector_norm(obs_vector)**2\n", "\n", " optimizer.zero_grad()\n", " loss.backward()\n", " optimizer.step()\n", "\n", " total_loss += loss.item()\n", "\n", " avg_loss = total_loss / (X_train.size()[0] // args.batch_size)\n", " losses.append(avg_loss)\n", "\n", " # Evaluation\n", " model.eval()\n", " with torch.no_grad():\n", " train_outputs = model(X_train)\n", "\n", " if args.activation == \"softmax\":\n", " train_preds = torch.argmax(train_outputs, dim=1)\n", " else:\n", " train_preds = torch.round(train_outputs)\n", "\n", " train_acc = accuracy_score(y_train.numpy(), train_preds.cpu().numpy())\n", " train_accuracies.append(train_acc)\n", "\n", " test_outputs = model(X_test)\n", "\n", " if args.activation == \"softmax\":\n", " test_preds = torch.argmax(test_outputs, dim=1)\n", " else:\n", " test_preds = torch.round(test_outputs)\n", "\n", " test_acc = accuracy_score(y_test.numpy(), test_preds)\n", " test_accuracies.append(test_acc)\n", "\n", " pbar.set_description(f\"Training {model_name} - Loss: {avg_loss:.4f}, Test Acc: {test_acc:.4f}\")\n", "\n", " model.train()\n", "\n", " return {\n", " 'losses': losses,\n", " 'train_accuracies': train_accuracies,\n", " 'test_accuracies': test_accuracies,\n", " 'final_test_acc': test_accuracies[-1]\n", " }" ], "id": "706cb3e68933278a", "outputs": [], "execution_count": 20 }, { "metadata": {}, "cell_type": "markdown", "source": "We define the function train_model_multiple_runs() so that it is a general function that can be used for different types of model.", "id": "298db7a564ed1fc8" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T19:00:37.854267Z", "start_time": "2025-06-05T19:00:37.820974Z" } }, "cell_type": "code", "source": [ "def train_model_multiple_runs(type, args):\n", " \"\"\"\n", " Train model multiple times and return results\n", "\n", " Parameters\n", " ----------\n", " type : String, must be in this list [\"vqc\", \"mlp_deep\", \"mlp_wide\", \"svm_lin\", \"svm_rbf\"]\n", " Indicates which type of model to train.\n", "\n", " args : Arguments object\n", " Contains arguments passed to the model or useful for training\n", "\n", " Returns\n", " -------\n", " Dictionary\n", " Contains the results of several runs of the model.\n", " \"\"\"\n", "\n", " X_trains, X_tests, y_trains, y_tests = prepare_data()\n", " datasets = [\"linear\", \"circular\", \"moon\"]\n", " best_models = []\n", " best_accs = []\n", " results = {}\n", "\n", " for i, dataset in enumerate(datasets):\n", " X_train = X_trains[i]\n", " X_test = X_tests[i]\n", " y_train = y_trains[i]\n", " y_test = y_tests[i]\n", "\n", " if type == \"vqc\":\n", " print(f\"\\nTraining VQC with dataset {dataset} ({args.num_runs} runs):\")\n", " models = []\n", " model_runs = []\n", "\n", " for run in range(args.num_runs):\n", "\n", " # Create a fresh instance of the model for each run\n", " model = get_vqc(args.m, args.input_size, args.initial_state, activation=args.activation, no_bunching=args.no_bunching, scale_type=args.scale_type)\n", " num_params = count_parameters(model)\n", "\n", " print(f\" Run {run + 1}/{args.num_runs}, VQC has {num_params} parameters...\")\n", " args.set_dataset_name(dataset)\n", "\n", " run_results = train_model(model, f\"VQC with dataset {dataset} (run{run + 1})\", X_train, X_test, y_train, y_test, args)\n", " models.append(model)\n", " model_runs.append(run_results)\n", "\n", " elif type[:3] == \"mlp\":\n", " if type == \"mlp_wide\":\n", " network_type = \"wide\"\n", " get_mlp = get_mlp_wide\n", " elif type == \"mlp_deep\":\n", " network_type = \"deep\"\n", " get_mlp = get_mlp_deep\n", " else:\n", " raise NotImplementedError\n", "\n", " print(f\"\\nTraining MLP ({network_type}) with dataset {dataset} ({args.num_runs} runs):\")\n", " models = []\n", " model_runs = []\n", "\n", " for run in range(args.num_runs):\n", " # Create a fresh instance of the model for each run\n", " model = get_mlp(args.input_size, activation=args.activation)\n", "\n", " num_params = count_parameters(model)\n", "\n", " print(f\" Run {run + 1}/{args.num_runs}, MLP has {num_params} parameters...\")\n", " args.set_dataset_name(dataset)\n", " run_results = train_model(model, f\"MLP with dataset {dataset} (run{run + 1})\", X_train, X_test, y_train, y_test, args)\n", " models.append(model)\n", " model_runs.append(run_results)\n", "\n", " else:\n", " if type == \"svm_lin\":\n", " kernel = \"linear\"\n", " elif type == \"svm_rbf\":\n", " kernel = \"rbf\"\n", " else:\n", " raise NotImplementedError\n", "\n", " print(f\"\\nTraining SVM ({kernel}) with dataset {dataset} ({args.num_runs} runs):\")\n", " models = []\n", " model_runs = []\n", "\n", " for run in range(args.num_runs):\n", " # Create a fresh instance of the model for each run\n", " model = SVC(kernel=kernel, gamma=\"scale\")\n", " model.fit(X_train, y_train)\n", "\n", " print(f\" Run {run + 1}/{args.num_runs}, SVM ({kernel})...\")\n", " args.set_dataset_name(dataset)\n", "\n", " y_pred = model.predict(X_test)\n", " accuracy = accuracy_score(y_test, y_pred)\n", " models.append(model)\n", " run_results = {\n", " 'losses': [0.0] * args.n_epochs,\n", " 'train_accuracies': [0.0] * args.n_epochs,\n", " 'test_accuracies': [0.0] * args.n_epochs,\n", " 'final_test_acc': accuracy\n", " }\n", " model_runs.append(run_results)\n", "\n", "\n", " best_run = torch.argmax(torch.Tensor([run[\"final_test_acc\"] for run in model_runs]))\n", " best_accs.append(torch.max(torch.Tensor([run[\"final_test_acc\"] for run in model_runs])))\n", " best_models.append(models[best_run])\n", "\n", " # Store all runs for this model\n", " results[dataset] = {\n", " 'runs': model_runs,\n", " # Calculate aggregate statistics\n", " 'avg_final_test_acc': sum(run['final_test_acc'] for run in model_runs) / args.num_runs\n", " }\n", "\n", " visualize_decision_boundary(type, best_models, X_trains, X_tests, y_trains, y_tests, args, best_accs)\n", "\n", " return results\n", "\n", "\n", "def train_vqc_multiple_runs(args):\n", " \"\"\"Train VQC several times\"\"\"\n", " return train_model_multiple_runs(\"vqc\", args)\n", "\n", "\n", "def train_mlp_multiple_runs(args, network_type=\"wide\"):\n", " \"\"\"Train MLP of {network_type} several times\"\"\"\n", " if network_type == \"wide\":\n", " return train_model_multiple_runs(\"mlp_wide\", args)\n", " elif network_type == \"deep\":\n", " return train_model_multiple_runs(\"mlp_deep\", args)\n", " else:\n", " raise NotImplementedError\n", "\n", "\n", "def train_svm_multiple_runs(args, kernel_type=\"lin\"):\n", " \"\"\"Train SVM of {kernel_type} several times\"\"\"\n", " if kernel_type == \"lin\":\n", " return train_model_multiple_runs(\"svm_lin\", args)\n", " elif kernel_type == \"rbf\":\n", " return train_model_multiple_runs(\"svm_rbf\", args)\n", " else:\n", " raise NotImplementedError" ], "id": "1a310b27d059d4b7", "outputs": [], "execution_count": 21 }, { "metadata": {}, "cell_type": "markdown", "source": "We also want a function to visualize the decision boundary of our models.", "id": "c85713a0f0533eaf" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T19:00:42.317111Z", "start_time": "2025-06-05T19:00:42.292317Z" } }, "cell_type": "code", "source": [ "def visualize_decision_boundary(type, models, X_trains, X_tests, y_trains, y_tests, args, final_accs, resolution=100, device=\"cpu\"):\n", " \"\"\"Visualize the decision boundaries of the trained models on the three datasets\"\"\"\n", " fig, axs = plt.subplots(1, 3, figsize=(15, 4))\n", " datasets = [\"linear\", \"circular\", \"moon\"]\n", " i = 0\n", "\n", " model_name = type\n", "\n", " if type == \"vqc\":\n", " model_name += f\"_{args.initial_state}\"\n", "\n", " for model, dataset, acc, X_train, X_test, y_train, y_test in zip(models, datasets, final_accs, X_trains, X_tests, y_trains, y_tests):\n", "\n", " # Convert to numpy if X_train is a tensor\n", " if isinstance(X_train, torch.Tensor):\n", " X_train_np = X_train.cpu().numpy()\n", " else:\n", " X_train_np = X_train\n", "\n", " # Convert to numpy if X_test is a tensor\n", " if isinstance(X_test, torch.Tensor):\n", " X_test_np = X_test.cpu().numpy()\n", " else:\n", " X_test_np = X_test\n", "\n", " # Determine plot boundaries\n", " x_min1, x_max1 = X_train_np[:, 0].min() - 1, X_train_np[:, 0].max() + 1\n", " y_min1, y_max1 = X_train_np[:, 1].min() - 1, X_train_np[:, 1].max() + 1\n", " x_min2, x_max2 = X_test_np[:, 0].min() - 1, X_test_np[:, 0].max() + 1\n", " y_min2, y_max2 = X_test_np[:, 1].min() - 1, X_test_np[:, 1].max() + 1\n", "\n", " x_min = min(x_min1, x_min2)\n", " x_max = max(x_max1, x_max2)\n", " y_min = min(y_min1, y_min2)\n", " y_max = max(y_max1, y_max2)\n", "\n", " # Create a meshgrid\n", " xx, yy = np.meshgrid(\n", " np.linspace(x_min, x_max, resolution),\n", " np.linspace(y_min, y_max, resolution)\n", " )\n", " grid_points = np.c_[xx.ravel(), yy.ravel()]\n", "\n", " if type == \"vqc\" or type[:3] == \"mlp\":\n", " # Ensure model is in eval mode and on the correct device\n", " model.eval()\n", " model.to(device)\n", "\n", " # Convert to torch tensor\n", " grid_tensor = torch.tensor(grid_points, dtype=torch.float32).to(device)\n", "\n", " # Predict with the model (no gradient needed)\n", " with torch.no_grad():\n", " preds = model(grid_tensor).squeeze()\n", "\n", " if args.activation == \"none\":\n", " probs = preds.cpu().numpy()\n", " elif args.activation == \"softmax\":\n", " probs = preds[:, 1].cpu().numpy()\n", " else:\n", " probs = preds.cpu().numpy()\n", "\n", " elif type == \"svm_lin\" or type == \"svm_rbf\":\n", " probs = model.predict(grid_points)\n", "\n", " else:\n", " raise NotImplementedError\n", "\n", " # Convert to 0 or 1 prediction\n", " pred_labels = (probs > 0.5).astype(int)\n", "\n", " # Plot decision boundary\n", " axs[i].contourf(xx, yy, pred_labels.reshape(xx.shape), alpha=0.3, cmap=plt.cm.RdBu)\n", "\n", " # Plot train points\n", " axs[i].scatter(\n", " X_train_np[:, 0], X_train_np[:, 1],\n", " c=y_train, cmap=plt.cm.RdBu, s=30, marker=\"o\", label=\"Training data\"\n", " )\n", "\n", " # Plot test points\n", " axs[i].scatter(\n", " X_test_np[:, 0], X_test_np[:, 1],\n", " c=y_test, cmap=plt.cm.RdBu, s=30, marker=\"x\", label=\"Test data\"\n", " )\n", "\n", " # Format the accuracy to 2 decimal places\n", " formatted_acc = f\"{acc:.2f}\"\n", "\n", " # Place it in axes coordinates (0,1 is top-left)\n", " axs[i].text(0.01, 0.99, formatted_acc, transform=axs[i].transAxes,\n", " ha='left', va='top', fontsize=12)\n", "\n", " axs[i].set_xlabel(\"x1\")\n", " axs[i].set_ylabel(\"x2\")\n", " axs[i].set_title(f\"Decision boundary of {model_name} on {dataset} dataset\", fontsize=10)\n", " legend_elements = [\n", " Patch(facecolor='red', label='Label 0'),\n", " Patch(facecolor='blue', label='Label 1'),\n", " Line2D([0], [0], marker='o', color='gray', label='Training data', markerfacecolor='gray', markersize=8),\n", " Line2D([0], [0], marker='x', color='gray', label='Test data', markerfacecolor='gray', markersize=8)\n", " ]\n", "\n", " axs[i].legend(handles=legend_elements, loc='upper right')\n", " i += 1\n", "\n", " # plt.savefig(f\"./results/decision_boundaries_{model_name}.png\") # To save the figure locally\n", " plt.show()\n", " plt.clf()\n", " return" ], "id": "943a3f4e700396bd", "outputs": [], "execution_count": 22 }, { "metadata": {}, "cell_type": "markdown", "source": "## 4. Run the training", "id": "8abf1c04feca4783" }, { "metadata": {}, "cell_type": "markdown", "source": "The hyperparameters for our experiment:", "id": "946ac7cb49460d55" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T19:00:46.639789Z", "start_time": "2025-06-05T19:00:46.630679Z" } }, "cell_type": "code", "source": [ "# Hyperparameters and experimental set-up\n", "m = 3\n", "input_size = 2\n", "initial_state = [1, 0, 0]\n", "\n", "activation = \"none\" # [\"none\", \"sigmoid\", \"softmax\"]\n", "no_bunching = False\n", "num_runs = 5\n", "n_epochs = 100\n", "batch_size = 32\n", "lr = 0.02\n", "alpha = 0.002\n", "betas = (0.85, 0.999)\n", "scale_type = \"/pi\" # [\"learned\", \"2pi\", \"pi\", \"/pi\", \"1\"]\n", "regu_on = \"linear\" # [\"linear\", \"all\"]" ], "id": "540f23d2ad01ee68", "outputs": [], "execution_count": 23 }, { "metadata": {}, "cell_type": "markdown", "source": "Class Argument contains the information needed.", "id": "4b2e014df16ff7e1" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T19:00:48.810273Z", "start_time": "2025-06-05T19:00:48.799174Z" } }, "cell_type": "code", "source": [ "class Arguments:\n", " def __init__(self, m, input_size, initial_state, activation=\"none\", no_bunching=False, num_runs=5, n_epochs=50,\n", " batch_size=32, lr=0.02, alpha=0.2, betas=(0.9, 0.999), scale_type=\"learned\", regu_on=\"linear\"):\n", " self.m = m\n", " self.input_size = input_size\n", " self.initial_state = initial_state\n", " self.activation = activation\n", " self.no_bunching = no_bunching\n", " self.num_runs = num_runs\n", " self.n_epochs = n_epochs\n", " self.batch_size = batch_size\n", " self.lr = lr\n", " self.alpha = alpha\n", " self.betas = betas\n", " self.scale_type = scale_type\n", " self.regu_on = regu_on\n", " self.dataset_name = \"\"\n", "\n", " def set_dataset_name(self, dataset):\n", " self.dataset_name = dataset\n", " return" ], "id": "d64c4f705d0dd0c3", "outputs": [], "execution_count": 24 }, { "metadata": {}, "cell_type": "markdown", "source": "Train VQC with initial state \\[1, 0, 0] and show the decision boundary.", "id": "83649a1d248ec703" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T19:02:12.819941Z", "start_time": "2025-06-05T19:00:50.855900Z" } }, "cell_type": "code", "source": [ "# VQC [1, 0, 0]\n", "args = Arguments(m, input_size, [1, 0, 0], activation, no_bunching, num_runs, n_epochs, batch_size, lr, alpha, betas, scale_type, regu_on)\n", "vqc_100_results = train_vqc_multiple_runs(args)" ], "id": "2fca97a028b6caeb", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Linear training set: 60 samples, 2 features\n", "Linear test set: 40 samples, 2 features\n", "Circular training set: 60 samples, 2 features\n", "Circular test set: 40 samples, 2 features\n", "Moon training set: 60 samples, 2 features\n", "Moon test set: 40 samples, 2 features\n", "\n", "Training VQC with dataset linear (5 runs):\n", " Run 1/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run1) - Loss: 0.0866, Test Acc: 0.8750: 100%|██████████| 100/100 [00:04<00:00, 20.12it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run2) - Loss: 0.0911, Test Acc: 0.8750: 100%|██████████| 100/100 [00:04<00:00, 20.14it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run3) - Loss: 0.0898, Test Acc: 0.8750: 100%|██████████| 100/100 [00:04<00:00, 21.09it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run4) - Loss: 0.0876, Test Acc: 0.8750: 100%|██████████| 100/100 [00:04<00:00, 21.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run5) - Loss: 0.0883, Test Acc: 0.8750: 100%|██████████| 100/100 [00:05<00:00, 18.49it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Training VQC with dataset circular (5 runs):\n", " Run 1/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run1) - Loss: 0.2853, Test Acc: 0.9250: 100%|██████████| 100/100 [00:04<00:00, 21.23it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run2) - Loss: 0.3436, Test Acc: 0.8750: 100%|██████████| 100/100 [00:04<00:00, 21.51it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run3) - Loss: 0.3952, Test Acc: 0.8250: 100%|██████████| 100/100 [00:04<00:00, 21.15it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run4) - Loss: 0.3550, Test Acc: 0.9000: 100%|██████████| 100/100 [00:04<00:00, 20.82it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run5) - Loss: 0.3834, Test Acc: 0.7250: 100%|██████████| 100/100 [00:04<00:00, 21.51it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Training VQC with dataset moon (5 runs):\n", " Run 1/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run1) - Loss: 0.1988, Test Acc: 0.8000: 100%|██████████| 100/100 [00:04<00:00, 20.02it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run2) - Loss: 0.2061, Test Acc: 0.8000: 100%|██████████| 100/100 [00:05<00:00, 17.46it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run3) - Loss: 0.2073, Test Acc: 0.8000: 100%|██████████| 100/100 [00:04<00:00, 21.36it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run4) - Loss: 0.2034, Test Acc: 0.8000: 100%|██████████| 100/100 [00:04<00:00, 20.13it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run5) - Loss: 0.2019, Test Acc: 0.8000: 100%|██████████| 100/100 [00:04<00:00, 21.12it/s]\n" ] }, { "data": { "text/plain": [ "
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}, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 25 }, { "metadata": {}, "cell_type": "markdown", "source": "Train VQC with initial state \\[1, 1, 1] and show the decision boundary.", "id": "fb38500cb94ba0c3" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T19:03:37.379722Z", "start_time": "2025-06-05T19:02:21.785540Z" } }, "cell_type": "code", "source": [ "# VQC [1, 1, 1]\n", "args = Arguments(m, input_size, [1, 1, 1], activation, no_bunching, num_runs, n_epochs, batch_size, lr, alpha, betas, scale_type, regu_on)\n", "vqc_111_results = train_vqc_multiple_runs(args)" ], "id": "ec281af767559207", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Linear training set: 60 samples, 2 features\n", "Linear test set: 40 samples, 2 features\n", "Circular training set: 60 samples, 2 features\n", "Circular test set: 40 samples, 2 features\n", "Moon training set: 60 samples, 2 features\n", "Moon test set: 40 samples, 2 features\n", "\n", "Training VQC with dataset linear (5 runs):\n", " Run 1/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run1) - Loss: 0.0846, Test Acc: 0.8750: 100%|██████████| 100/100 [00:04<00:00, 21.61it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run2) - Loss: 0.0871, Test Acc: 0.8750: 100%|██████████| 100/100 [00:04<00:00, 22.78it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run3) - Loss: 0.0951, Test Acc: 0.8750: 100%|██████████| 100/100 [00:04<00:00, 20.31it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run4) - Loss: 0.0943, Test Acc: 0.9250: 100%|██████████| 100/100 [00:05<00:00, 18.71it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run5) - Loss: 0.0833, Test Acc: 0.8750: 100%|██████████| 100/100 [00:05<00:00, 19.61it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Training VQC with dataset circular (5 runs):\n", " Run 1/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run1) - Loss: 0.2946, Test Acc: 0.7000: 100%|██████████| 100/100 [00:04<00:00, 20.49it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run2) - Loss: 0.2900, Test Acc: 0.7250: 100%|██████████| 100/100 [00:04<00:00, 20.48it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run3) - Loss: 0.2773, Test Acc: 0.8750: 100%|██████████| 100/100 [00:04<00:00, 20.48it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run4) - Loss: 0.3635, Test Acc: 0.5750: 100%|██████████| 100/100 [00:05<00:00, 19.61it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run5) - Loss: 0.2996, Test Acc: 0.7250: 100%|██████████| 100/100 [00:05<00:00, 18.19it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Training VQC with dataset moon (5 runs):\n", " Run 1/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run1) - Loss: 0.1714, Test Acc: 0.8500: 100%|██████████| 100/100 [00:04<00:00, 20.24it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run2) - Loss: 0.1157, Test Acc: 0.9500: 100%|██████████| 100/100 [00:05<00:00, 17.14it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run3) - Loss: 0.1327, Test Acc: 0.9250: 100%|██████████| 100/100 [00:04<00:00, 20.83it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run4) - Loss: 0.1418, Test Acc: 0.8750: 100%|██████████| 100/100 [00:04<00:00, 20.83it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run5) - Loss: 0.1312, Test Acc: 0.8250: 100%|██████████| 100/100 [00:04<00:00, 20.60it/s]\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 26 }, { "metadata": {}, "cell_type": "markdown", "source": "Train MLP with wanted network type and show the decision boundary.", "id": "ab65f91a25e95203" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T19:05:35.045856Z", "start_time": "2025-06-05T19:05:25.707874Z" } }, "cell_type": "code", "source": [ "# MLP\n", "network_type = \"wide\" # [\"wide\", \"deep\"]\n", "mlp_results = train_mlp_multiple_runs(args, network_type=network_type)" ], "id": "117e3b93fe698c7b", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Linear training set: 60 samples, 2 features\n", "Linear test set: 40 samples, 2 features\n", "Circular training set: 60 samples, 2 features\n", "Circular test set: 40 samples, 2 features\n", "Moon training set: 60 samples, 2 features\n", "Moon test set: 40 samples, 2 features\n", "\n", "Training MLP (wide) with dataset linear (5 runs):\n", " Run 1/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset linear (run1) - Loss: 0.0909, Test Acc: 0.8750: 100%|██████████| 100/100 [00:00<00:00, 112.64it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset linear (run2) - Loss: 0.0875, Test Acc: 0.8750: 100%|██████████| 100/100 [00:00<00:00, 194.15it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset linear (run3) - Loss: 0.1130, Test Acc: 0.8750: 100%|██████████| 100/100 [00:00<00:00, 185.09it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset linear (run4) - Loss: 0.0766, Test Acc: 0.8750: 100%|██████████| 100/100 [00:00<00:00, 179.12it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset linear (run5) - Loss: 0.0956, Test Acc: 0.8750: 100%|██████████| 100/100 [00:00<00:00, 191.60it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Training MLP (wide) with dataset circular (5 runs):\n", " Run 1/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset circular (run1) - Loss: 0.3526, Test Acc: 0.6750: 100%|██████████| 100/100 [00:00<00:00, 190.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset circular (run2) - Loss: 0.4073, Test Acc: 0.5250: 100%|██████████| 100/100 [00:00<00:00, 191.22it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset circular (run3) - Loss: 0.3350, Test Acc: 0.5250: 100%|██████████| 100/100 [00:00<00:00, 189.31it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset circular (run4) - Loss: 0.4522, Test Acc: 0.5250: 100%|██████████| 100/100 [00:00<00:00, 193.12it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset circular (run5) - Loss: 0.4080, Test Acc: 0.5250: 100%|██████████| 100/100 [00:00<00:00, 203.75it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Training MLP (wide) with dataset moon (5 runs):\n", " Run 1/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset moon (run1) - Loss: 0.1438, Test Acc: 0.8250: 100%|██████████| 100/100 [00:00<00:00, 162.22it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset moon (run2) - Loss: 0.1937, Test Acc: 0.8250: 100%|██████████| 100/100 [00:00<00:00, 149.37it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset moon (run3) - Loss: 0.1865, Test Acc: 0.8500: 100%|██████████| 100/100 [00:00<00:00, 156.73it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset moon (run4) - Loss: 0.1505, Test Acc: 0.8750: 100%|██████████| 100/100 [00:00<00:00, 152.77it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset moon (run5) - Loss: 0.1886, Test Acc: 0.8250: 100%|██████████| 100/100 [00:00<00:00, 160.95it/s]\n" ] }, { "data": { "text/plain": [ "
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kfH9G9TuKc6vrfGtrC4Vo0jlTPPdVzwNdQwqLVG0vhVhSSKq+v7+Hepxb2v+vv/4q2k/Pczq3FCaqT39GVz+ItkXhn3SdyOZQeKdquCldUwpPVr2m9NujdVKzY/rAGfa03BAUc0vQg41uIE15FhQvHBSbqy9kPChmnl5Ojh07JvJKzJ8/XzwQLCws0tXe5N8jY5nRSWwVVX2SBFzdiS5V26cw5GlpX9++fcWLG/04KBac4rvpB5qQkKC2nqZqPyQU0IvfokWLRJ6Nr776KtOSmmq6Lp97LtJCw4YNRe4Iyq9w9uxZ/Pbbb0JUIdGEcoCRQSYjnl7ot/HDDz+o5bxQQC/Pn0NG3NO6zn1qx0J5EOghTRPli6GHOT3E6bM+92FaoQ7GmDFjRA4DutfphZKeE5cvX9b5PcrrRvllKM6f2kYvaLQt1VwIlOeC8tIcOHBA5KygKky0DuUByMhraqywPUkdtiepw/Yk/aTlnk7L70/1O6r5y1LbBt3vqve6PonCP+e+TSuUf4aSz5PYRXnUqKNCnVfKR0P703bP62MnKe8O5aihvDn0zCKxZujQoSK/E90D1FnSlJONtsWkHbY/qcP2J3XY/qSf9NzTms5tZpxvTW1NbqvSyvz588X9TvkQFXk1KZ9e8ns+Pf0g+h3QNaPcfuQ8QA4D9Cyi/Hh0Takv1KVLlxTbVnVgSC/sgZaMkydP4u7du+jatav4TMnn3r17J5RbSpKoOilK5JJSTIkl9YUMFKmlf/75pzBk1OmlfSaHkvhRgkXVJIsPHjwQyS1p5OZzoFEi1QSEZARpu7RPxb4vXLig9h36rNiv4mVGVe1VTdioL7Sf5KKAj49Piv3SD6Rt27bKBInBwcF6bZ++Qz9WSvRIP7D+/ftrXZdGBeghrOu4M5vUrpMu6IWI7s2lS5eKhyKN9pARooT1+/fv1zk6TtunRPe6rgv9Nuh+TP67oIlG5LVtNzudX32P5dGjR+Klh4w1JRmlc5lejzg6B3fu3FFLLqvpnqcEtfRCSsUGqB3JR+CpXTSyowqN5tNL2aRJk8QIJr1QqCbUVEAJP6kQwNGjR4VxUSRx1ueaatovoxm2J2xPstPzju1J6tALPnVKSATIqG3Q/U6dQdUE1and759z36pC143uA/IUS34fKKBl1H7quFBHhOwFeXmooskO6Gsn6fhJSKDE39SpIq8CxT1AHhNubm4p7gEaDNK2X0YzbH/Y/rD9yVn2J71oaws9u8ljkJbT+Ve9P+lZTdfgc9pbRo9zS+2g4ge9evUSYid5rD558kRtHU3PdX36QQQtmzBhguj/lC9fHlu2bFFeUzo+TddUIZrTvZRee2LUAhq5v5IxefPmjVC1SdGmi0wjb1SpgqAwJ1I+O3fuLDqbNDJHF4k6qIoHAXlwUEUJ+kujPWQ85s6dq3Gf5CJKlZju3buHFy9eiBcIMkDU6U0O7ZtexMijhNpHNym1ix4UqbnppwbdNFRVhX5M9LJEbpD0okTVLIixY8eKttKDml5oqCITVTEkNZigNtP69KJEx0wviqT8phUqs00uydSBpx8UncP79++rrUMiAFU2of1Qe+l86DtKRg8OOjb6cdF2NIXKqULHTdeOlGz64Y0fP14YUmpnVpDadUoNcmmm0VyFcaGRZHrg0fHpMjiDBg0S153OB50HeiCpVnIiqMIY/RaGDRsmzhGtTxVP6LM2UruvsorUjoVGoOgBv2TJEvG7pYo45JKcHsj7i0Z1yJWYDDaNxCevrkT3Kj1fyM2ZfhdUSZOqN6lCoQ4kxNH1oRcwGjGl79GIP43ckKGhl1oKq1BA4RZ0TPSiS8IaGSjaruIFRp9rSvulEUB6bqanA5dbYXvC9iQ5bE9ynj2h5xuJO9Q5pYpxFL5Dz8tt27YZbBsU8kKeI1QpkZ7Tms5Hcj7nvlWFQnaoshp5WyjuA/JsUd0WdTDInijsHe135cqVKY6RRvhJbCE7QCEx+tjJqVOniutKIVf026TOr8L+0DGRkEPPzXPnzinPGwkO/v7+Wu0ew/aH7U9K2P7kPPuTXkaPHi2exfS8pXuPqhWT2KhoC90v9Dygfgd5E1N4IwlaFKJP89PLID3OLe2bvMLo/NJ9T7ZHtfqu4rlO9wU9k+i5TgM4qfWDyD7Qb4FEe+rP0DON2qKwJ2RrNmzYILzQ6HdI+6a+kepvm/ZL542enVSlNE3IjTjpJh0+Tebm5qIqHlWeoKonlNRRFUpoOXz4cJGQkSpUUGUlSrKpmgxz586dosIMVQWhxI5URUZTIk1KVkdJJSmRJyVhrF27tlpSyuQJuqmaBFXOoHUp0SQlKHz37p3ORLP0fdqONhTJX6nNVP2PKmjQsSev2LR8+XKxnI6ZEoVu2LBBbTlVvKCkmZSEkI6dkoRqSrqpmkiQkjrSPEryqICSXNI5o8okdF2oUozqMd24cUNUbrG2tpaXLFlSJLPVlTQ+OVR9g5bPmzdPnhp07alCR6FChcRxqyapTGvSzeQJETUlX1dtt6akm/pcJ10oEhNTknoF1C6aRxVTFGhKokpJTSkxJ+2Xqg3RbyP59aTkr5S4kq4d3aNUgTJ50tLkpHZfabqWdB5Uq8mkp4iArgSx+hwLVdGhCi50Pui+p8phqtvVdL9rgxKA0n1Ezwv67dA1Vt0WJfml6j903M7OzqIKz/jx49V+F1QxRtFe1WOhxKGU7JnmU6JVOi+KZM+UkPnrr78WzzDaNz3Thg0bppYkNbXzQG2neXQejNiEqMH2hO2JJtie5Ex7Qs/Dn376SSQbpt8gtZvaq+u8pmUbinNJ8+h+b9++vUiArauIwOfet6pQ4mlK4kzXonDhwuKcJd8WVfCjtlP7qFobrZP8eg0aNEjYGpqvuIdTs5NUwY+S2tN2qdIcJb+nCmuqbevTp4/4DdM26NpSou7w8HCdds+YYfvD9kcTbH9ypv1J7dxqO8YdO3aIhP7UFnquK6qWKggNDRWFH2j/iue6oiKrvsVtNLEvlXNLyf7pOU/nlarLUlEFesarFj6h4jb0/KB2KX5TqfWD6NlB1UgVNpbOG1XtVH3mHT58WFllmp5TVPlVtVIw2SdqOz03dT1nNGFC/0uf7sgwOQMayaQ8G+Q6rki8mBMgFZ/ixFVDKxiGYZisg+0JwzAMkxWw/WGY7AEXEWBytUv7+/fvRdJ0qlSTk4wNwzAMk31ge8IwDMNkBWx/GCZ7YdQ50JjcDeVxoFwMNOIxb9485DYoAalqeV7VSVMVK4ZhGCZ9sD1hGIZhsgK2PwyTveAQTobJoVDSRG0JdGl0ikr+MgzDMExqsD1hGIZhsgK2P0xOgwU0hmEYhmEYhmEYhmEYhtEBh3AyDMMwDMMwDMMwDMMwjA5YQGMYhmEYhmEYhmEYhmEYHRhVFc7ExEQEBASIWGoTE5Osbg7DMEyOh7IAREZGomDBgjA15TEZtjMMwzCGhe2MOmxnGIZhss7OGJWARsbG09Mzq5vBMAyT6/Dz84OHhweMHbYzDMMwGQPbmSTYzjAMw2SdnTEqAU1RxcNnw7+wt7XN6uYwTK5EFvQa+WpVxkVpPrzwC0GJvPZZ3SQmA4mJjkKvdnW5StJH2M7oh0XUG8jrtcC/V9+iYkEn5BTuBIQjUZKAzoXksPN/Col9oaxuEsPkeqJiYlC7z9dsZz7CdoYxJnLq+wKTe/szRiWgKdycydg42NlldXMYJlcis7GBo7097KQOsLGNh509v/AaAxxGkgTbGf2wSLSB3MEB1raROeoZUaeUA276h+FIRCJ61G4MhzuXIXFgTxCGyQxyi51ZsWKFmHx9fcXncuXKYerUqWjTpo1e32c7wxgTOfV9gcm9doYTCTAMwzAMw+hJFQ9n2FtbYMuDGNwoWAU2tjLI3iV1hBmGYVKDwoPmzJmD69ev49q1a2jatCk6deqE+/fvZ3XTGIZhmFQwKg80bcQnJGDhxvXYdfI4wqMiUaaYF8b0+RYNqlZP9bvnb17Hkn8347HvS8hkMhQr5IF+Hb9Al2Yt1NaLiI7C0n8348jFC3gb/B55nZ1Rr3JVjOzZB4Xc3DPw6BiGYZicbmuIfWdOYe2enXj08iUszM1QonARjOnTH/UqV1Guw7Ymcyjl5oAnQZG4GyQB3NxR0wuIeuELs/xFs7ppDMNkczp06KD2edasWcIjzcfHR3ijJSc+Pl5MCiIiIrRum/s0DMMwGQsLaADGLJyHg+fPon/nrihWsBC2Hz+CflMn4t85C1CjfAWt3zvmcxHf/TIVVcuUxciefUEefwfOnsFPv89BaEQ4Bn7RTVktp9fEcXj6+hV6t+8oDNKrgABs3L8XZ69fw4nV6ziHAcMwTC4nvbaGWLTpbyzeshFt6zdE9xatIJHK8OTVSwSGBCvXYVuTubCIxjDM50JC1fbt2xEdHY06depoXGf27NmYMWOGXtvjPg3DMEzGYvQC2q3Hj7D3zClMHPADfuj2pZjXpXlLtBw0AL/9bzV2L1yi9bt/790DN1dX/DP7d1hZWop5Pdt2QNPv+mHHsSNKY3Pj0UPcfvIYvwwZjr4dOiu/7+XhibGL5uP8zRtoXa9+hh8rw6gip8nEBImmhsspkhj8BrbFi+BcMPAkJAC2VhYwhcxg22cyHzlMxAQxMVlha248fCDEs8nfDVLaFY3rsa3JFiKaNNBPbR1jzpGWEXaGyX2YJsphIk+yNMbC3bt3hWAWFxcHe3t77N69G2XLltW47oQJEzBq1Cg1DzRNVTi5T8MY95sqWRyG0U6iyF72+ZbG6AW0g+fPwMzUFD3atFPOs7a0xFet2mDe+rUIeB+EgvnctFYFcrJ3UBoawtzMDK6O6hVComKixd+8zi5q88lQif1Zffo+w2QGMlMTxNhZI9HairIlGmijUpjkLYMIEzM4y4DahcxhbkbbjjHM9pnMR07/yREvM0MMrJEIs6xukVHamv/t2Yl8Lq7o36kL5HI5YuLiYGdjk2I9tjVZJ6IRVFzAtGgJVPKupFwmDQuFhZEWGsgQO8PkTuRymMbFwzY6DmaJxtEJ9vb2xq1btxAeHo4dO3agb9++OHPmjEYRzcrKSkypwX0axtigQXpbxMLKLBEmJIywqWG0IQdkiXJEym0ghQU+B6MX0O4/fybcj5NXsalUqrT4++D5M63GpnbFSlix/V/8vmEdujVvKX64e06fwJ2nj7Fs4lTlehVLesPW2hoLNq6Hs4Mjint4wDcgALPXrkalUt6oX6VaBh8lw3yCXk0jne1hZWeHPC4usDA3//zKVlIJTCwtEAszxEnlMDM1gaUZiy05HRLPpBIJPoSGwDw2GmFyEgr47SSzbc2FWzdRrWw5rPtvN5b8uwkfIiKEoDbs657o1/GTBwDbmqwvLnDTNwx3fMOV8+SJiahQsApqygIR9cLPaMI7M8TOMLkSGhSQSKUI+fABkRbmcAqNNAorY2lpiRIlSoh/V6tWDVevXsXixYuxatWqdG+T+zSMcSGHo0k07Gys4OKaB+YWFkkiGsNosTURYaFAeCQ+yEkCS/+9YvQCWlBoKNxc86SYrxhJCQwN0frdH3v0gl/gO5FIc8k/m8Q8GytrrJw8HS3r1FOu5+rkhKUTpmD84oXoMWGMcn6jajWwYtI0McLDMJmFzMwUJubmcM+XDzZ6jGjqgwndwg5OSJQCSJDAypzv6dyClZU1zM3NEe/nB1NZInuhZbKtCY+MFPlnrj24h4u3b2JED0rS7IZtxw5j2oolopgAhdkQbGuyh4imirHmSMsIO8PkXqytrISd8YuPR6KpKcwSE2FsUG4x1UIB6YH7NIwxYYpEmJuaIJ+bO6ysU3rlM0xyHJ1dEREZ9dn9GaMX0OLi42FpkdKNj1yek5YnaP2upYWlGOmhpM6t69aHLDER/xw6gJHzZ2PTrHkiEaeCPE7OKFe8BPp26IRSRYriwYvnWLl9q0j2SQaHYTIbU/YGYPTExMSUHc+yyNZEx8WKv+R1tnT8ZHRo1ER8JrvTcvBALPlns1JAI9jWZC+MvdAA2xkmrfeK3AhuGcpp1qZNGxQuXBiRkZHYsmULTp8+jSNHjnzWdrlPwxgdJh/fURlGD4QnvAFsjNELaDTqlSCRpJgfl5CQaiz/1OV/4uajhziwZCVMTZN+vO0bNkaLQf0xY9Uy/PfHMjHv9dsAfP3zaCwc87MwTASN5ni4uWP0wnk4dfUymtSolUFHyDAMw+RUW2NtmeS9QyFwCvtBkM3p0LAxFm76G2+CAlHIzZ1tTTbF2EU0hmHUCQoKQp8+ffD27Vs4OTmhYsWKQjxr0aLFZ22X+zQMwzAZj9FLtuTWHKTBpZncoAl3Da7QBBmorUcOCSOhMDSKTk7j6jVx5+kTpRHbfuwI4iUJaFaztto2WtSuK/5ee3DfoMfEMAzD5A5b4+yQlNSZcs2YJQuNyfMxiXN4VJT4y7Yme4toVQu74l5wIq45lYC9lycsItWrdTIMYxysXbsWvr6+ImSTxLTjx49/tnhGcJ+GYRgm4zF6Aa2sVwm8fOOPyOikqjIKbj1+mLS8eFKCz+R8iIyAVCYTOQuSI5EmzVcsCw77IBLXJV9XIqOEUYBMJjPY8TAMo5nNmzagcCH3z96Os7019u/ba5A2McZDem0NdWbKehVHaHhYCs+CwJBg8TePU1KVNLY1OSNHGhUZWBPkiChPbxbRchkbNm+Ge+HCn70da2cn7N2/3yBtYowH7tMwjHHAfZqsxegFNHI/pjj/LYcOKOfFJySIEZYq3mWU1WooROaZ32vlOnmdnOFob48jF8+rdWqiY2Nx4vIlFPcsLFypCcopQMZm/7nTavvee/qk+Et5BBgmq7Fydkr3ZJknn6go5WRrCTdnOzjZW6c6pZXBPwxEj6+7Iyfw16qVqFC2FNzzOKFZ4wa4fu1qVjeJyaG2hujQsIn47s7jR9VCcvacOoGShYvAPU9eMY9tTc4R0UwtrLDD38QoRbTPsTVpndLKwMGD0b1HD+QEVv71F0pVqAAndzc0aNYUV69fz+omMVkM92kYJgl9+iGGnNIK92lyNkafA61K6TJo16AR5q1fg5DwDyhaoBB2nDgK/8B3mDfyU3WZUb/Phc/d23h16IT4TKE033f5Er9v+B86/zQMXZu1hCxRJlyg3wa/xx9jJyi/271FK6zeuR0T//xDlJguVbgo7j1/in8PHxTJN1vVrZ8lx84wjOHZtWM7Jk0Yh4WLl6B69ZpYsWwJunTugGs37iCfm+by8UzuJ722hujZtj3+PXIQU5b/iRdv/EUnaPfJY6ITtHb6TOV6bGtyloh20z8MO/zj0c3TG/Z+jyFx8MzqZjE5hO27dmLcpIlYsnARalavjiUrlqNDly9w59p1uOXLl9XNY7II7tMwDGNIuE+jGaP3QCMWjhmP/p27YteJ45i+cimkUin+N2MWalWoqPN7w7/picXjJoocAX9s2YAFG9fDwdZOVKD5omlz5Xoujk7Y/+dydG7aDMcv+2DaiqU45nMJX7Zsg61zF2qsmMMwTNpYumQx6tashoJurijnXRyjR/6IqI+5oVQhV+WqlcqJkZQundrD31/d++PA/n1oWK+2WF6pfGnM+W2meCboy7Klf6Jvv/7o1bsvSpcpg0V/LoWtjS02bfzbIMfJGJ+toZH/f+b8jk6Nm2Lb0UOYvXYVTE1Mse6X39SSNbOtyZmeaDvfWkJSsZbReaLlRBYvXYpqdevAtWABFC9XFj+OHqXRzlD4ZbmqVYR3WPsuX8DP319t+b4DB1C7YQOxvHSlipg5Z06a7Myfy5ahf9++6NurF8qULo2li/6Ara0t/t600SDHyeRcuE/DMDkf7tNkb4zeA01R3nnSwB/EpI2t8xZqnN+5STMxpUb+vPkw/6exn9VOhmG0Q7mi5sxfgCJFi8L35UuM+WkEpk2eiAV//KlcJzYmBgvmz8XK1WtFyOnon0ZgQL/eOHI8KRTh4oXzGPz9ALGdunXr4eXLFxgxfKhYNn7i5FTbkJCQgFs3b+Cn0WPV2tWoSRNcuXI5Q46bMQ5bk9fZBQtG/5zqPtjW5CxIRKMKnVsexKBCwSqoKQtE1As/rtCZTaHn+YI5c1G0SBG89PXFiDGjMXHaVPy54NPvNiY2BnMX/I61K1fB0tICI0aPRu8B/XH6SFII9vmLFzFg8CCxnXp16+DFy5cYOmKEWDZ5/Hi97MyNW7cw9qdRau1q0qgxLl/h0Bpjh/s0DJPz4T5N9oY90BiGyRUMGTocDRs1RpEiRdGocRNMnjodu3ftVFtHIpFg/oJFqFmrNipXqYoVq9bgso+PMp5/7uxZGDlqDHr07I2ixbzQpGlzTJoyDev/t1avNoSEBIsEum7J3Jrd3NwRFBhowKNlGCY3Vei0t7bA3SAprpi5iwqdsne+Wd0sRgPDhwxB44YNhYDWpFEjTJ88GTt3705hZxbN/x21a9ZE1cpVsGbFSvhcvqzMUTZr7hyMGTkSvXv0gFfRYmjepCmmTZqMtevX6dWG4JAQjXbG3S0fAoPYzjAMw+R0uE+TvWEPNIZhcgWnT53Awt/n4+mTJ4ikilJSKeLi4hATEyNCWwhzc3NUrVZd+Z1S3t5wcnbG48ePUK16Ddy7exeXfS6JER0FZDySb4dhGMbQIhp5ot0NkgBu7qjpBUS98GVPtGzGidOnMH/hQjx5+hQRkZFa7Uz1qlWV3/EuVQrOTk549PgxalSrhrv37uHS5cuYu2CBch22MwzDMIwC7tNkb3KMgLZixQox+fomjcqWK1cOU6dORZs2bbK6aQzDZDGvXvniq25d0H/g95gybQZcXFxx6dIFDB8ySLgg62skoqOjMGHSFHTo2DnFMmvr1Kvs5MmTVyTjDQoKUpsfFBQIN/fPLzfNMEzuhUW07I3vq1fo8tVX+L7/AMyYMhWuLi64cOkSBg0fliY7ExUdjSkTJqBzhw7psjN58+TRaGcCg97D3Y3tDMMwTE6G+zTZnxwjoHl4eGDOnDkoWbKkKJ/8999/o1OnTrh586YQ0xiGMV5u3byJxMREzJo9V8TnE7t37UixHo3g3LxxXYzMEDSyEx4WBm/v0uJzpcqV8fTpE3gVL56udlAOAnKjPnP6FNp36CjmUbvOnj6N734Y9BlHyDCMsYhoBFXoNC1aAtW9AGmgH+KiZcp1WFDLGm7euiWe53NnzVLamR3JwjcVdub6zZvC24wgb7Ww8HCU9vYWnytXqiTmFfdKv52pWrkyTp05g47t24t51K7TZ89g0HfffcYRMgzDZE+kYaGQJyaKQSaFncytcJ8m+5NjBLQOyUbqZs2aJTzSfHx8WEBjGCMhIjwcd+7cVpvn6uoqjAPlAli1YjnatG0LH59LWLd2TYrvW1hYYNyYUZg7f4FwfR47+ifUqFlLaXzGjZ+Er7p9AQ8PT3Tq3EUYrnt37+Dhg/uYPG2GXm0cOuxHDP5hIKpUrYpq1WqIks/RMdHo2auPgc4CwzDGUFzgpm8Ybkkc0bOiJ9xM4pXLYt4FcaGBDCQ8IgK379xJYWeKe3kJO7N81Sq0bdMal3wuY826/2m0M6PGjcWCufNgbm6Gn8aORa0aNZSC2qRx4/DFV1/B08MTXTp1Enbmzr27uP/wIWZMnqJXG38cOhQDBw9G1SpVxHaXrFiO6Oho9OnZy0BngWEYJnsgcfCExZ3L6FGxlii4QwNMZCNzOtynybnkGAFNFYrf3b59u3hZqFOnjtb14uPjxaQgIiIik1rIMDmP+LBw/VeWJMDcxgoyS2uEREtga2GGzOD8ubNoWLeW2rzeffthybKVmDVnHhYvWoBfpk9B3Xr1MXXGLxj03QC1dW1sbTHip9EY2L8v3gYEoE7deliyfKVyebPmLbB1x27MmzNLbIuMU8lS3ujTt5/ebezSrTuCg4Px28xfRJLNChUrYefuvUbv7swwTDpENP8w0WGo7F1AOV9mZpKjwzvTZGuygLPnz6FWwwZq8/r17o2VS5Zi3qzfsGDxH5jyywzUr1sXv0ydhgGD1Ksd2trYYvSIkeg7cAAC3r5FvTp1xHcVtGjWHLu3bsWsefPEtsjOeJcsiX599O+QdO/SFcHBIfjlt99E4YBKFSpg785dcE+W7JlhGCY3iWhdPb2xw99E2MZqHto90cKj4pDd4T5NzsVETvGQOYS7d+8KwYyS39nb22PLli1o27at1vWnT5+OGTNSKqz3duyFg51dBreWYbInUjNTROdxQhFPT1hZWqZvI1kkoDFZQ0J8PPz8XiFUaotEqF/r6KhIdGlcEeHh4XB0dISxQwM1Tk5ObGdSwSLSD/KGbbDhor+oQJnbQzI+BwpZUSUqToIKbuaoKQvMtp5oBrEzjFERn5CAV35+sAsJh7ksUW1ZZHQ0ynfryHbmI2xnGGN+d5B89ETLa2eOqu4m8PQsAksrq6xuGmNE/ZmkwNocgre3N27duoXLly9j8ODB6Nu3Lx48eKB1/QkTJoiToJj8/Pwytb0MwzBMzmL27NmoUaMGHBwcROnuzp074/Hjx1ndrFwH5fSyeHxbCEEkCCUXiZhPkLioOpHgeDdIiitm7rD38oTsXVJxJYZhGIbJ7e8OeUzi1byyGSazyVECGiWzK1GiBKpVqyY6OZUqVcLixYu1rm9lZSUURNWJYRiGYbRx5swZDB06VOTXPHbsmMhD0bJlS5EygDEc5DVF3lPkRcUiWtogEa1qYVfcC07ENacSQkSjUXmGYRiGYRgmY8mROdAUUCUI1RxnDMNkImZmiJXmmAhwhtGLw4cPq31ev3698ES7fv06GjZsmGXtyr0imq/I5wU3d9wNShLROJwz7YUGunk6wN7vscgTwzAMwzC5FSqkI3dyRKxEltOlDCaHkmM80Cgc8+zZs/D19RW50Ojz6dOn0bNnz6xuGsMYF5IEmFpZIlIKxMRJYGaS1Q1imIyDwv8VlZE0QYM4lI9GdWLS7onWOJ+cQzLSKaKZWliJpMpRnt7sicYwDMPk6ncGaWAASsQGIlGagASper5EhskMcoyAFhQUhD59+og8aM2aNcPVq1dx5MgRtGjRIqubxjBGJ57FmFkhViKHmakJrMy5gACTOyEv55EjR6JevXooX768xnUonQAlc1ZMnp7sAcRkLiyiMQzDMMYCeVqTx3Urd4qCkSNWSp5oDJN55Bi/x7Vr12Z1ExjGuFERz2ISZLC1zDGPD4ZJF5QL7d69ezh//rzWdcgbetSoUcrP5IHGIhqTJeGc/mHY+TYRPSrWgsWdyxzOyTAMw+RKyL7ZvnsJaRFv2FiYIUYig60FD+gzmUOO8UBjGCbrMbUwB0xMOGyTyfUMGzYM+/fvx6lTp+Dh4aF1PS5Ww2QnEY0qdG55EIMbBavAxlbGFToZhmGYXInUrgAgk8HKnDslTObCAhrDMAzDfEQulwvxbPfu3Th58iSKFSuW1U1iGL2hAgwkot0NkuKKmbuo0MkiGsMwDMMwjGFgAY1hGIZhVMI2N23ahC1btsDBwQHv3r0TU2xsbFY3jWH0gkU0hmEYhmGYjIGTGDEMI7B2TkvomeVn7y8sKh6ZyeZNGzDh57F4/Sbws7bjbG+NTf9sQ/sOHQ3WNib7sGLFCvG3cePGavPXrVuHfv36ZVGrGCbtItqToEjcDZIAbu6o6QVEvfAVFcxylq35POLCMrcq7obNmzF2wgQEvn79WduxdnbCtk2b0bF9e4O1jWEYxlhwtrfK1P1xn8a4YA80hmFyBIN/GIgeX3dHdufC+XP4qnsXlC5RTBim/fv2ZnWTmDSGcGqaWDxjcqKIVrWwK+4FJ+KaUwn2RNODgYMHo3uPHsjunLtwAV2++grFSnsLsW3v/v1Z3SSGYRhGT7hPk7NhAY1hGMaAxMTEoEL5Cpi/8I+sbgrDMIwoLnDHNxxrghwhLV0WFpF+Wd0kxhB2pkJ5/DH/96xuCsMwDJNL4T6NZlhAYxgmV7B0yWLUrVkNBd1cUc67OEaP/BFRUVEp1qPRk6qVysE9jxO6dGoPf3/1zuSB/fvQsF5tsbxS+dKY89tMSKVSvdvRomUrTJ42Ax06djLIcTEMwxhCRDO1sMIOfxNEeXqziJZOFi9dimp168C1YAEUL1cWP44epdHOkEdYuapV4OTuhvZdvoCfv7/a8n0HDqB2wwZieelKFTFzzpw02ZlWLVpgxuQp6NShg0GOi2EYJqciT0gAEhMRI5Eht8B9muwNC2gMw+QKTE1NMWf+Aly6egPLV63B2TOnMW3yRLV1YmNisGD+XKxcvRZHjp9CeHg4BvTrrVx+8cJ5DP5+AAYNGYrL127ijz+XYsvmjfh93pwsOCKGYRjDwSKaYezMgjlzceOSD9YsX4HTZ89i4rSpauvExMZg7oLfsXblKpw6ckTYmd4D+iuXn794EQMGD8LQQYNx8/JlLP3jD2zcshlzfmdvMoZhmLQgNzWHiSQBLpaAraVZrhHRuE+TvWEBjWGYXMGQocPRsFFjFClSFI0aN8HkqdOxe9dOtXUkEgnmL1iEmrVqo3KVqlixag0u+/jg+rWrYvnc2bMwctQY9OjZG0WLeaFJ0+aYNGUa1v9vbRYdFcMwTMaIaJKKtVhESyPDhwxB44YNUbRIETRp1AjTJ0/Gzt27U9iZRfN/R+2aNVG1chWsWbESPpcv4+r162L5rLlzMGbkSPTu0QNeRYuheZOmmDZpMtauX5dFR8UwDJODMbOASVwcbGXxSSJagv4eVtkV7tNkb7gKJ8Poge+thyhSqTRMTEzU5r+68xie5UrA1Mwsy9rGJHH61Aks/H0+nj55gsjICOGiHBcXJ+L3bW1txTrm5uaoWq268julvL3h5OyMx48foVr1Grh39y4u+1wSIzoKZDJZiu0wDMPkZBGNKnRueRCDHhVrwSbQD1Ev1IW07FCtMzty4vQpzF+4EE+ePkVEZKRWO1O9alXld7xLlYKzkxMePX6MGtWq4e69e7h0+TLmLligXIftDMMwzGdgYYnE+ATY25sD1hbI6XCfJnvDAhrDpMKFf/fjzN+7ULtbGzTp300pot07eQn7FqxB6fo10GncdyyiZSGvXvniq25d0H/g95gybQZcXFxx6dIFDB8yCAkJCXobiejoKEyYNAUdOnZOscza2joDWs4wDJM1FToVIloFN3c0ruumXBbzLgjSQD9IHDyztI3ZDd9Xr0Tly+/7D8CMKVPh6uKCC5cuYdDwYWmyM1HR0ZgyYQI6a8hfxnaGYRjGuOE+TfaHBTSGSQUrOxvx12fHIfGXRLT7p3yEeCZPlMPK1jqFZxqTudy6eROJiYmYNXuuyBtA7N61I8V6NIJz88Z1MTJD0MhOeFgYvL1Li8+VKlfG06dP4FW8eCYfAcMwTNaIaHeDJLgb9Gm+XOaIbp4OsPd7zCKaCjdv3RJ2Zu6sWUo7syNZ+KbCzly/eVN4mxHkrRYWHo7S3t7ic+VKlcS84l5sZxiGYRh1uE+T/WEBjWFSoXqHZuLv0eWbhYhG4llkaBggl6Ny64ZoM7wPTD4+4JiMJSI8HHfu3Fab5+rqKowD5QJYtWI52rRtCx+fS1i3dk2K71tYWGDcmFGYO3+BcH0eO/on1KhZS2l8xo2fhK+6fQEPD0906txFGK57d+/g4YP7ogqNPlCVnBcvnquNJFGbXVxc4OlZ+LPPAcMwjCFFtOTc9A/DDv94dPP0NkoRLTwiArfv3ElhZ4p7eQk7s3zVKrRt0xqXfC5jzbr/abQzo8aNxYK582Buboafxo5FrRo1lILapHHj8MVXX8HTwxNdOnUSdubOvbu4//ChqKypr515/uKFmncctZnsTGFP47peDMMwORHu0+RcWEBjmDSKaJEhH8S/s0o8iw6LQPDrAFjaWCN/8cIG239cWESKeSayBMDBCSHREthaZH2I6vlzZ9Gwbi21eb379sOSZSsxa848LF60AL9Mn4K69epj6oxfMOi7AWrr2tjaYsRPozGwf1+8DQhAnbr1sGT5SuXyZs1bYOuO3Zg3Z5bYFhmnkqW80advP73bSKNBHdq2Un6eNH6c+PtNz14iwSfDMEx2z5FGItrOt4kiR5rFncsGFdE02ZrsxNnz51CrYQO1ef1698bKJUsxb9ZvWLD4D0z5ZQbq162LX6ZOw4BBP6ita2tji9EjRqLvwAEIePsW9erUEd9V0KJZc+zeuhWz5s0T2yI7412yJPr16aN3G8nDrVWH9srP4yYlVWfr9U0PrFmx4jOOnmEYJucTGBYDK/Os77fogvs0ORcTuVwuh5EQEREBJycn3NuxFw52dlndHCaHQTnP9s7/S/m5VtfWaDqge6aFb8ZGRuPo8k14cPYq5ImJYp6Te140++4rlK6XNLKtD1IzU0TncUIRT09YWVrqXDe7CWhM1pAQHw8/v1cIldoiEer3QXRUJLo0rijKZzs6OsLYYTuTdmTvfOFWtxrOSd3w7FWwRq8oJvOh8M6oOAl6lLVVFhrQt7hAWuwMwxDxCQl45ecHu5BwmMuS3nEUREZHo3y3jmxnPsJ2hmE02BlJAsztbRElN0d8gjTbC2hMzu3PsAcaY5SQbvzk4g1c338SwX5vYefkgIot66Nyq4awsLZKsb6iYIAql3ceFuKZamGBjEImkWLLhPkIeumvFM+I8MBg7Jq5DF0nD4V3GkQ0fSDxzMTCEjES9RdZhmEYxvgKDdT0AqJe+HKFToZhmM/of7y4fg93jl1AVGgY8njkR+XWjVDQu1hWNy1XkCiRAmZmkBmNexCTFbCAxhil8Tq8dANuHjwjwh9JkIoKCcOxVf8Kg9Zr7s/KwgGq4hkVDFCEbV4/cEqZE43IaBHt4bmrCHz+WuvyE2u3oVTdqgZrA4lniZbW+JAgah6z9xnDMIyRFxoAi2gMwzDpJlEmw545q/Do/DVl/+PNw2e4dfgs6vfoiIa9U1ZLZNKAhSUS4xNgS34QllaISZDBzATsicYYHM58zhgdT31uCfGMUPXmoqIA5OF1dqN6Va0kry/1ggGUE63lkJ5i+Xtff2EUMxIS0HSJY2Fv34t2GFw8MzVl8YxhGMbIRTR7awvcDZLiipk77L08RdgtwzAMoz9Xdh/FowvX1PofiR/Dlc9v2YtnV9SLlzCfIaLJ4mFjDsgS5YiXZmwfjTE+2AONMToobFMx8pMcmnfryDk06d8d5pYWSu8ycq32Jg8vlYT9JKI55nOFV9XyMDPP2J9SQkyc8JzTuU5s/OfvSJIAEytLxJtaAKbsecYwDMN8qtZJxQVMi5ZAdfZEYxiG0Rt6h7+y5xig5VWe+hdX/zuGEjUrZnbTcq2IZmcFmFgleaIxjCFhDzTG6Ajxf6dRPFMgiYtHTHik8jN5fpWuX11jtctStasohbaMJH/JojqrbZqamyGPZ36D7MvUwpwOWrg9MwzDMIxqhc47vuFYE+QIaemysIj0y+omMQzDZHvio2NFuhhtUL/k3bNXmdqmXI2FJeSSBNhYsNTBGB6+qxijw87ZEdAhDpFQpZoDLTtQtW1j0rQ0YmJqggrN6sLGwT6zm8UwDMMYoYhmamGFHf4miPL0ZhGNYRgmFWiwnd7XdWFlm736HgzDaIYFNMboqNiivk4Xau96VbOdEXMp6IaOY7+HqZmp0hNNYYgLenuh+fdfZ3ELGYZhGGOBRTSGYZi0CWgla1XWGk1C88s3rZPp7WIYJu2wgMYYHRVb1EOBUsVSGDHheWZrjcZ9uyI7UrZRTQxaMxu1u7WGV7Xy8K5XDV0mDUHv+eOzneDHMAyjL5RHK+L2LRSPeIXI6BiRZ4vJWSKapGItFtEYRk9mz56NGjVqwMHBAW5ubujcuTMeP36c1c1iMpiGvb+AmYV5Ck806n/YuzihWoemWZaf7c2j56Jgmf/DZ6nmXE4NKowQ+OI13j71hTRBYrB2Mkx2gYsIMEaHhZUles4Zi3Ob/sPNQ2eQEBsnjFfpetXQqF8XuBZ0R3bFOX8+NPm2W1Y3A1KpFE8fP8LzZ08QGxsHGxtrFC9RCiW9S8M8gwsqMAyT+5A4eMLe7zG6eXpjh3+8ENFIoGGyN3SNngRFYsuDGPSoWAs2gX6IeuEHFPIyiJ159PQJnjx/jrjYOFjbWKNU8eIoXbIU2xkmR3PmzBkMHTpUiGh0n0+cOBEtW7bEgwcPYGdnl9XNYzIIt2Ie6D3vZxxZvhkBj18o5xevXh6thvZOSjGTyZBwtm/BWoT6v1OLemk/agA8y5VM8/ZuHT6Lsxv3ICo0aSCMBvhrfNEC9b/pKKJosiPcp2HSCt8VjFFiaWONZt99hcb9uiI2MgqWtjawtLbK6mblCJ4/e4qjhw4gPj5OFFigkSr6++zpE5w+eRyt2raDV/G0G92soELZUhg8dDiGDB2u1/rnzp5Bh7at4Ov/Ds7Omdu537xpAyb8PBav3wRm6n4ZJrNgES1nkCiRIOD0eXx48AhmVlYo2LgB4JpfiGgV3NxR0wsIf/MGyOOU7n08ff4cB44eQVx8vJqdefLsGY6fPo12rVqhpFdx5ARKVaiA4YMHY/iQIXqtf+bcObTq0B7vfF9lup3ZsHkzxk6YgMDXrzN1v8bG4cOH1T6vX79eeKJdv34dDRs2TLF+fHy8mBRERERkSjsZw0MRMP3+mIzQgEBEf4iAs3teOOR1yZK2BL8OwObx8yFL5iUW9vY9tkz4Hd8uniJEP325svsojq/+V21efEwszm/Zi8jgD2g38ltkN7hPw32a9JA9pWCGySTIldre1ZnFszQYmn17dgpDQyjcvBV/af7e3TvFeobE2d5a5zR71q/p2u6pMxfQ79sBeq9fq3YdPH7uCyen9HcMM9uYLl+2JKubwTBpFtH6NiiW1U1hNBD+7AUOd/oGVybMwLN/duDxus042es7hC6YD1tTOe4GSXHFzB22HvlhkigFZBKYyBLElBbxbOe+vUI802RnaP7OvXvFeobE2tlJ5/Tr7Nnp2u6FU6cwoF8/vdevU6sWfB8/yTF2hgTCJcuXZ3UzcjTh4eHir6urq9aQT7ofFJOnp2cmt5AxNBTtQh5eWSWeEZe2H0KiVJoiZJM+J8pkuLTtQJqqjJ5ev0vzQjlw+8g5vH/1BpmJPBEwiYuFjTkQkyBFvFSmtpz7NNynSS/sgcYwjN4uzjRKow+03neDhxnM9Zke8Ap27diB2bN+wdWbd5Tz7Ow+VSAlwyeTyfTad958+dLUDktLS7i750/TdxiGYXID0pgYnB8yGglhSZ19uUpnJODkOVg5O8N+wHe4GySBRbEiKGgeB9Cz2doaifHxME2Ig9zMUvc+pFLheaYPtN6w7743mJ0h0UrBjl278Mvs33Dn6jXlPHuV0Lq02Jl8efOm2c7kd8++qSQYw5KYmIiRI0eiXr16KF++vMZ1JkyYgFGjRql5oLGIxnwujy9cF/nKNCFPTMSjCzfQSc9tPbt6B9IE7QMllCrn4dmryNe7EDINC0skxifAjnwkLMwRK5ELEc3K3Iz7NNyn+SzYA41hjBx6OCdIJJ+mhARIaJJ8/PtxenT/nnKUJjVovUcP7ql9X9Okb6JSesArJkcnR8DERPn5yePH8MifF8eOHkGj+nXg5uqISxcv4OWL5/jmq24oWawwCrnnQZOG9XD61Amdoxk08rNh/f/Q8+svUSCfC6pWKoeDB/aruTvTOmFhYUoX5MKF3HHi+DHUrFpJ7Kdr5w549+6t8jtkpMeNGSXWK1a4IKZNmYRB3w9Aj6+76zxm2nb50iVEO6g9oaGhastTO752rVvA7/VrTPx5rHJUiwgNCcGAfr1RpqSX2HbdmtWwY9tWva4DwzDGy+tDxxEf+kF0rFIgl8P3v4MoYimDvbUFHr+JRFS8DGGxUoRES/AhAUi0sYUkLlrd3iSb7j16qPQ8Sw1a796jRzq3R5O+doZEK8Xk6OgIE5goPz9+8gR5PQrhyLFjqNOoIRzd8uHCpUt4/vIFun3zDQqXLIE8hQqiXpPGOHH6lE4PLfJm+9+Gv/Flz55wKZAf5apWwf6DB9VCOGkdhZ2hsEr3woVx7MRxVKpZQ+ynQ9cuePvunZqdGTVunFivYLGimDRtKgYMGoTuPXroPGbadony5UQ7qD3J7Uxqx9eiXTu89nuNsRMnKD31iJDQUPQe0B9eZUqLbVerWwdbd+zQ6zoYG5QL7d69e/j3X/XQN1WsrKzEPak6McznIpNIdS5PlKX0TtNGQkyszuUUFhkfHYNM79PABHFR0bBIiIU5JMJuRMXGcp+G+zSfBXugMYyRI5FKsXDZUoNv9/jRw2LSxdAfR8HCUrdHgr5MnzoZM3+bjaJFi8HZ2QX+b/zRsmUrTJk6Q7x8/rNlE77u3lWM8nh6Fta6nbmzZ2HGr7/h11mzsWrlcnw/oB/uPngCFy2hFbExMViyeBFWrfmfGGH7YcC3mDJxPP76399i+R8Lf8f2bf9i2YrV8PYujZXLl+Lg/n2o37CR1jZcu3oFw4cMwrQZv6Jd+444fuwoZv+m7tIdFR2t8/g2bdmK+nVqoO+3A9D32/7K78XFx6FylaoYMWoMHB0ccOTwYfzwXX8U8/JCteo10nHmGYZJCyJkRiYT+cNyEsE3bgNUvVqTgCY80qQIvfcQperXgSlksDSPgY25GSwtzBAvBYIi47Fu5WqDtunw8WNi0sWoocNgaWFhkP1Nnj4ds2f+imJFi8LF2Rn+/m/QqmULzJgyRTyHN/3zD7p+/bXwXCusw0No1ty5+G3GL5j96y9Yvmo1+n3/HZ7cvQtXF812JiY2BouWLMH/Vq2CqYkpvv3he4yfMhl//7VGLP/9j0X4d/s2rF62DKW9vbF05QrsO3gAjeo30NqGK9euYdDwYfh12jR0bNceR48fx6+zf1NbJzoqWufxbd20ETXq18eAvv3Qv29f5ffi4uJQtXJljBkxEg6ODjh85Cj6//A9vIoVQ41q1dJx5nMnw4YNw/79+3H27Fl4eOifa4phDEHB0sXg/+AZ5IkphR+qFFqgZDEhfOlDvlRypVFIqFuxjPea5D6NOtynyRhYQGMYJlcwcfJUNGnaXPmZjEOFChWVnydPnY4D+/bi0IED+H7QYK3b+aZnb3T78ivx76nTf8GqFctw/fo1NG/RUuP6EokEixYvQbGPCa2/+2Ew5s351AlZvXIFRo0eiw4dkxzh5y/8A0dTMcJkkGh/I34aLT6XKFkSVy774Pjxo8p16Nh0HR8dv6mZGewdHNRctAsWLIThI35Sfv5h8BCcPHEMu3ftZAGNYXRAnlfvr95AoA+F9cmRr3pVuNepIV4y9SHk9j08WrMBgT5XhceWYwkvePfrAc/Wn55b2Rk6TupL6Rpj13YuKGRGItGvI5admTpxIpo3aar8TIJXxQoVlJ+nT56MvQf248ChQxj8/fdat9P7mx74qltSRe1fpk7FslUrce36DbRs3lyrnVmyaBGKF0uqbjr4u+/w27x5yuUrVq/G2FGj0KlDB/H5j/m/4/BR3cIiiWy0v9EjRorPJUuUgM+Vyzh6/NOoPx2bruOj4zczNYODvb1a2GmhggXx0/AflZ+H/PADjp08gZ27d7GA9tFLZvjw4di9ezdOnz6NYsU452NuI8T/HWwc7GDr5KA2P+pDOCSx8aLSpS5kUimeXLopwiwl8QkoULIoKrduKPI2G4paXVvD757mnFIkqtFyfSlUurgoOPD+VUAKL2US4ahYW5lGNT+7zcYC92mmZ+s+DQtoDGPkWJok4qcff0QYpS4wNYGtuZnG9Q4d2IsXL56Ljl+qmJjAy6s42rTrqHM1cwN5BRBVqlZV+xwVFYU5v83E0cOH8C7wnXgZiY2Nhb+/n87tlC//qbNA5eQpVOL9+yCt69va2ioNDeGeP79yfUoMHBQUiKrVqiuXm5mZoXLlqkik7KZaePz4Mdp3UD93NWrWUjM26T0+yqWwYP5c7Nm1EwFvA4TbOVX3srGx1fk9hjFm4j+E4cKPPyPs4WOYfHxGPt24FY7Fi6HeknmwcdOde+TdeR9cGjUx6cPHZ2jE85e4Onkmol77o8z3+ieZzyry16sNv0PaRRkzayvkrfzp+ZkcO2trDBw6ArJEOWwsTGCTKEXQizcfc/AknZOzN6/CL+hTaKIuSI4r7uWFjm3a6lzPwkB5a4iqVaqofabn8Mw5s3Ho6FG8excIqSzpOeyXynO4QvlyKexM0Pv3Ou2MQjwj8rvnV65PdiYwKAjVq1ZTszNVK1dCogbPElU707F9kuCmoFaNmmoCWnqPj+zM3AULsHPPbgQEBIhQKrIztjY2Or9nTGGbW7ZswX///QcHBwe8+xiOS8m8bfgc5XhC/N9i07h5QjzrOWesUkQj8WzL+Pki4X7PeeNEIQFNxEZG459JC/Duqa/wBCMx69mV27jw7wF0mzIUxWt8Eho+h1K1q6Dxt11xet1OtcEPEsAa9OqMMg0+vbumBolkXSYNxaZxc8RxKkZaaLvmFuboPm14phRso+c9eR2nQJIAczsbRMvNES+R4uThA9yn0QD3afSDBTSGMXLI6Fnb28MiWgJbC83iGVGyVGm8eP5Mv43K5SjpXdpgrsz6YGv7KcEzQS7Hp06dwK+z5gjDRy+lfXp9I3K8pckAmpiIJL/6rq8og53RpPf4/vxjIVYuX4bZ8+ajbLnysLO1w4SfxyBBon+VPIYxNnzGTkH4k2cpkudH+r7GxZET0HTzX1pDXShk8/qv85KeC6rPho//fvjXeni2bQF7j0xMrpwOCjVriIerPRD95q0IQU1Oyd5fw9xW+0srnR97GxuRxFmaKEdMXDzMTExgpjJoU7RAIb0FNDp7pUuWMlh4pj7YJTs+CqM8ceoU5vw6U4h5NjbW+KZPXyQkSHRux8I8md2AbjuTYv1MsjPpPb6Ffy7GspUrMH/2HJQvWxZ2drYYM2FCqt8zFlasWCH+Nm7cWG3+unXr0C8NFVuZ7M17X39sHj9fiGj0+ybxLPh1ABzy6K68eXjpBgQ+fy3+rQivpL8yuRQ7fl2GoX/Pg72LYSon1v2yHUrXq447x84j4n2oqApasUU95PEokOZtuRZyx/erZ+HOsQt46nNLiCBFK5VBlbaNUj1mQyG83TTaBLkIfzc3NYUk0QJFS5TiPo0e63OfRjMsoDEMoxdkPE6fPK5X0k0rK2shuGUll30uoUfP3ko3YxrdeP36Vaa2gUaT3dzccePGddT7mIuGRktu376JChUraf2et7c3rl+7qjbv2tXLaT4+qrBD+1PFx+cS2rZvj6++TkouTYb02bOn8C5d5jOPlmFyJx8ePELIrbsal5GQRMJa8PVbyFdd3TtJwftrNxEfop4wVxUaoX994CjK/vAtsjOmFhZosHIRLv88DaF3H4gXcepYmJiZoWSvL1Hmu085sHRB4ZwkopEXRpIf2aeX8yIFCuHy/TtIkKYutFhbWaF0yZLISi5dvozePXoqQyfpOfzqdVLHNzPtjLubG67fuIEG9eqJefTcv3n7DiqphF9qsjNXr3+qMkpcTmZ39Dk+S0uLFHbmks9ltG/bFj2++kppZ54+e4Yy3ln7XpBdyIwOKZN1kPjUa9444YVGItpfg6eI8ZKYsAghJOnyPosM+YBH565pvkfkcjEgc/vIOdT7ur3B2kvCV+N+XQ2yLWs7W9Ts3EJM2YpkFTmLFi8FK6sTwlspNbhPkwT3aT7BVTgZhtELKqHcqm07vdal9QxV7jm9eBUvgX17/8OdO7dx9+4dDOzfV3P1uAyGYvcX/T4fB/bvw9MnTzB+7GiEh4UJjwNt/DB4qEiySYk8nz97JnIOHE+WKFuf4ytcuAguXjiPgIA3CAkOFvOKFy+B0ydPCGP1+NEjjPxxKN4HaXfnZhhjJ/jGnaTk+VogAUkk2NdCXHCI7h2YmKS+TjaBQlUbr1uOJhtXofLPI1Ft2s9oc2gHyg//Qe9ccAoRjTwBkmNuZoYGlfXLkdWuVasstzMlvLzw3769uH3nDu7cvYu+AwfqDGXJKCgf2fxFC7HvwAE8efoUo8f/jLDwMJ0JwIf+MEgUDli05E88e/5c5FE7dvx4mo+vSOHCOH/xIt4EBCA4JOk+LlG8OE6cPi0EuEePH2PoyBE6Q1QZJreKaBSCGf0hQohnZhbmOsUzIuiFn06BVQ453j3LXOEk10AiWiJgmxADNwdLNG6hO/xfAfdpPsF9miRYQGMYRm+8ipdEh85dxWgMoXg5V/yl+R2/6CrWy2pmzZkLZ2dntGrWGN9074JmzVqgYqXKmd6OkaPGoGv3LzH4+wFo0awR7Ozt0bRZC1jryAVBuQEWL10uEm9S1ZmTJ49jzLjxaT4+SkL6+tUrVKlQFsWLJlVIGjtuPCpWriJKU7dv01KMJrVNlgeHYZhPiJxnOj1GkrywtGFXUHcoDIXmpLZOdsOljDe8unVCkQ5tYO2avtAcC3sKUUl5Xj3dC6Bp9drKMJzkr+VUoatrx44oqZKnJauYO+s38Rxu3KolunzzNVo0a4bKOkbiM4oxI3/Cl127YcDgQWjUojns7ezQomlTWOmwM7Vq1MDyxX9i6cqVqFG/Ho6fPInxY8am+fimTpwkvNLKVqkMj+JJedrGjx2DKhUroUPXLmjZvh3c3dzRQc8BOIbJLVjZ2ao9wUxNTYWHli4sUskTZmJiCgvrzAslzI3IzSxhEhONqhXLoGWHL7hPkwa4T5OEiTyH+BHPnj0bu3btwqNHj0RcbN26dTF37lzhFqgvERERwv3w3o69cLBTjy1mGGNBamaK6DxOKOLpCStLS5jIEgAHJ4SkkgNNbRtSKZ4+eYTnT58gLjYO1jbWKF6ylHBxzupRmuwOuRfXrFYJnb/oKqrM5AQS4uPh5/cKoVJbJEL9HomOikSXxhVFclFKTmrssJ35fCwi/SBv2AYbfQJQxcNwFcfSCyX5P9qll851KAeas7fml2waRaXvRwe8owdAiuXkudX6wDbY5MuL3IIpZHA1j4GnZxFYWml7sZYj8sUryOIpV0nKV1ErRzv4BrwRHkzxCQnCXhV2L4BinoXhXrgQzCxTz30WExaJ+JhYuBTIlxRy+pH46BhEhYYLTxATM9NcaWcq1ayBrp2/EJUzcwJ0jV/5+cEuJBzmorDEJyKjo1G+W0e2Mx9hO5P9URQMoJxnquQr6qFWWCA5lDdsSe/R4tmlje7TfkTJ2pkvnmT3/kxaUO37WJrIuU9jJH2aBAP1Z3LMXXHmzBlRtaZGjRqi8z5x4kS0bNkSDx48EFUlGIbJPMiglClbXkyMbiiG/9SJ46hXv6HItfDXqhV45euL7l9+ndVNYxhGD+wLe8CjZVP4Hz+dQgAj8cu9bk2t4plinRozJ+PcoFFIlEiUCfhJuJHLElF5wqhcJZ7pjwnsi3gi2j8A0pgYtfl2TrawsLFFAXsXFKhWCzYO9iK5deibQEgTEhDy5h3yFMqvU0RLlMoQGRwqwqE+vH2vFNFIPKPP5FUYHRYB+zxZL9J+LuQBdvzUSTSsV1/YmRV/rYbvq1f4unv3rG4awxi1eKbIeUYDKYqcaIrCAppENDNzczT5thsOLFqn0ZYU9C5msCqcTBLcp9Ef7tPkMAHt8OHDap/Xr18PN0qaev06GjZsqPE7dGFVkwPSiA3DMOojMImW1vgQGa8zxw+Tfshlf8vmjZgyaYLoyJUpWw579h2Ed2lOpswwOQXK9WVibg6/Q8fUwjkLNmkglqWGa/myaLZlDZ5u2Y6Ak2eFkJa3aiWU7Pml+JsWpFIZzFUqV6Y23xCEhkXi4o1HonJmMQ93VC1fHGYGsBkU+koimiwuHtLYWEjlgImNDRxszfH+qa/wTCPxzMk9r4iEcvVwR6h/kogWGRoG5/z5tG7b1NwMLgXd8SEgUCma2TjaI+xdknhmbW8He9ecL54p7MzGLVswYQolK5ejXJkyOLjnP5ROQ5QGwzCGIfxdMMKDQlIUDFAUFggPDBaTNi+0Si0biFDNU+t2IPpDuFI8K9ekNloN6QnTXOg1y+QMuE+TwwS05JB7HeHq6qoz7HPGjBmZ2CqGyUHIJEi0ccAHip4xNdU7fJNJGx4enjhCnisMw+RYzKysUOOXiSg3uD+CrtwQAkze6pVh71EoTZ5sVcb/JKb0cvryXWw7cB4zR/WCq/OnztedR75YvH4vpv34DQoX1C4qpRV6Qd6w+yR2Hr4o/k2dOgrZcMvjhCnDvkYxT+3JsNOCmbWVmCjYkyp0hsbLYetZCPIPH2DnZKdMI2RqZiZEtKiQMDjk1f7+p8DS1lpNRKOJIPFMiG/a8x7nKDw9PHD6yNGsbgbDMAAKlSmOr2eOgp2Lo1rBAEVhgbjIGBQoVUznNiq2qIfyTWsj4MlLSOIS4FbMA3bOHL7MZC3cp0kiR0rY9PI2cuRI1KtXD+XLa3e3nDBhghDaFJOfn1+mtpNhsismiVLILSxZPGMYhkkDtgXyo2intijauV2axDNDkCCRYuPuU3gd8B4Tf98gvMIU4tmMP/9BYHAYth+6YNB97j7qg+0HLyAxUS4c7+j9iwj+ECHaEBGlGnqZRFx8Ai5cvY/IqFiEhkciNu5TJIC+FTrNTE0Qb2IOM3c3IV5CQsbqk4jm6JZHVLfTBxLRbJJ5eig82hiGYTICz3IlNVbbJBGNBDZ9oGedR5kSKFalLItnDJONyJEeaJQL7d69ezh//rzO9ahSE02M8UAj5M+u3MbNg2cQGhAIhzzOwhW6bKOawhAxQGLwG5i4l0eCmQXMTExFZ4VhGIbJ3lhamGPW6N6YMP9v+L8LEQLWNx0b4c/1+xCfIEG18sUxvE97g+1PIpVh+0HN71kkqEXFxOHouZvo1qaecv5T3wBMXbQZrg5WqF2qC6Ki4xAVK4GNlSUKursqq5ulBtkl8kSLlchhY2MBE0mChjID+kFeZzHh6gm5KYwzeWEBhmEYxniQy6TCm5xsDfeFmFztgTZs2DDs378fp06dgodHUglTJnshTZDg/mkfnP9nH24eOoPYyOhME88OLf4b26f/iefX7iLU/x1e332MvfP/wtapf4h2MQzDMExOJX8+F8we2xf5XB2FiDZ/9S6leDZp6FdCZDMUr/wDERkdq9Pm3rj/XPk5JjYeUxZtQnRMXNJylXVj4xMQFBKWpv2LDo2JCUzM0n9MqgUDKGzTtZC7EPFU5zMMwzDGhTwRMImJhquNKWSJSSIaw+Q6DzR6URs+fDh2796N06dPo1gx3bHjTNZAwtV/c1chLipGJLlMlCXi6IrNaP79N6jWvkmG7vvBmSu4deSs+DdVu0n6m/Ry7HvzAS7vPIx633TI0DYwDMMwTEaLaD06NhY5zxQM7tlWb/Hs+eu3OHHxjggBpVxmLepXgWeBdFYBVdGfTvncER5n2oiMjoONdQzsbKxglgke4VSFM0xFPFPkPKOcaOShTiJaZGi48FRXII1PEIN+VPGTYRiGyaVYWArzRSKaCxVTS5AjRg5OacPkLg80CtvctGkTtmzZAgcHB7x7905MsbHaR0eZzCXI1x/bZ/yJuI8j1iSeETKJFEeWbcTjizcydP/X953QmhOFBNhre0+IvwzDMAyTU6GcZyu3HFKbN33xFmVONG2Q/Vuz9ShG/PIXDpy8igvXH2LPMR8MnrIcOzTkTitSyA0OdjZat0eeXFXKeSk/P3ruD9NU8pIFhYTjpX+QyNeWqKc9jpUkwsTCUi0Pmj5QFU7KlWbtoF4wwIw82z7uWrW9JJ6F+L8TVe9iwrhqO8Mw+hP6JlA4DCTK1D2ZosMicHDxesTHcH81OyI3s4RpQhxcbckusCcak8sEtBUrVohCAI0bN0aBAgWU09atW7O6acxHruw+mhQOoeGlmF60L/y7P0P3H/w6QOlxpgkyYgmx2kfHGd1cunAOly/pl6Ca1qP1GYZhGP2Ii5fglA9V2TyH4xduIUZD8n1FwQBF2ObyXwYrwzlVCwto4sTF20IwI2SJiUJQo1xmxPqdJ3Dt7lO19S0szNG1dV2N2yLhiTzJWjaoqpxnbm4GEz0z81No6NvA0FTtjJkJEBMvRbSJOUyt1EW0C5d9cO7SJZ37sXG0T1Ft08zSAvauTkntCP4g3g0U4hl5r1tYW4nvMQzD6AM5Cvw7eYEYqP9v3mqliEbPli0Tfsetw2dxYNG6rG4mowLZDrIhinBOc8hha22hcV3u0zA5VkCjFz1NU79+/bK6acxHXly7q/Q6Sw5dq3dPfTN0BIZCNHRhZm4OC3oBZ9KFqampXiKawtDQ+rmZV6984WxvjTt3bmd1UxiGyeH43HyMPqMXYsGa3dj83xn8sW4veo9aiJOX7qhV4fx9zW61nGeFC+ZTy4n219ajWvex68glrTnzSRCjipvJ6dKqLrq0qiO+RwNhZh+f6y6O9pg1pjecHGyV69aq5C2EOX2hvGjJK3QmtzOKipyxUiDGzEopoinEs9Q83rRhn8cZ9q5JoZuR70M/DsAliWciT1o2sV++r17B2tkJt+98ug8YhslemFmYo8UPPYTX68OzV4WIFhUaJsSz977+sHNxQqO+X2R1MxkVyHaoimja4D4No4ncfTcwRkXFFvW0hnDSy3DZxrX0rsQpiYtHTESUMpcaA9SqUw916jXQKaIpDA2tR+sbCnqo65pmz/r1s7a9f9+nXEIZyeAfBqLH190zZV8Mw+QMqHLlbyu2KT3OFCIUCWUL1+7BrYcvxGfKcTZpyJdoUKOcWsEARWGBWpVLYUjPtlorar4OeK81Zz55oj158UZjJ6N/9xb439wRGPhlC3zdoQEmD/1KfC5euIDaujUqlkTxwvnTJGpRJc/U7AyJaJSXJiZBhmCJKc7fvCk6Pg3q1EG9WrWRXkhEs1IJUS1aoxIKVSgNG1cXIVoln36dPTvd+6Lv792fsV74CgYOHozuPXpkyr4YhkmiZO3K6DppqFJE+7PnKKV41mveOOTxUH9e6iIuOgY3DpzCsVX/4MI/+/DhbVCGtt0YIdtBNkSIaFevalyH+zS6GWzEfZocU0SAyf4Ur14Rd09c0OiFRiPX7iWKwMpWez6Vz6Vah2a4c/wCwgND1IQvEs9ovw16dkx1G4HPX+Psxt14euWOCEWlEeqaX7RAzS9a6i2+5WYUBkThyqxqUDLK0BCPn/sq/71rxw7MnvULrt78NCJvZ8fhNgzDfB6y+HiYWVmlmJ8okcDEzCzDvJJ2Hr74MfQxpbpFYtS2A+dRuUxSrjFvr0L4+YeuKdYjEW3KsK+17oM8x2hbipBNTVDIpjbyuTqhUwvdYpWZmSl+HdVLiH7v3wdDHzTlJdVmZ0hEO3/+Iq75XET9unVRv1oVDWdMfyhsMyH2kwfclUMnhKhm6+SAHbt24ZfZv+HO1WvK5fZ2ur3cGYYxbkhEazO8j1q4Zo/ZY9Iknj31uYU9c1ZCkiARxdgoNc2ZDbtR58u2aNyvq+hPMYZBMQAjvJktLVClbkPlMu7TMLpgDzTGYNTs0lKUnNcUI0IvyfUzuAKmjYMd+i6chPJN64gRIIIMTclaldBv8eSkPCg6CHj8Aut/moVnV+8q87iRC/bJ/23Hf3NX59oCBHRckoQEvaeq1WqgZu26wrBcPH9WzKO/9JnmFytZFnHxcSm+FxwahpjYGLV5+p5Td/f8ysnRyVHcY6rzdu3YhppVK8E9jxNqVKmINatXKb+bkJCAsaNGwrt4UbG8fJmSWPj7PLGsQtlS4m+vb74UozaKz5q4fu0qGtStJbbRuEFd3Lmt7uYsk8kwbMgPqFjOG/nzOqN6lQpYsWypcjmNKP2zeRMO7t+nHGU6d/aMWDZtyiRUq1weBfK5oFL50pj5y3RIJJI0XkmGYdJLQkQkzgwcjkdrN6rNlyUkwGfcVNyY9XuGeSTfuPdca+gjCV6U9ywtoZGaIPGMQix1UbdqaXwujva2mD6iB34Z2RP2ttZqy+h5L5VK1CYKz0yLnbnmcwFVatZGyYrVEWdiBklcNBIkEp2TJjtDXuYhfkk5z0gYNbeyhFvevLA1MYeDlQ0cHR2FqJnf3V05bdu1E5Vq1oCTuxsq1qiOVWv+UrMzI8eOQVHvUmJ5yfLlMW/hArGsVIUK4u+XvXoKTzTFZ01cvX4dtRrUF9uo27hRitBNsjM/DBsK74oV4JzfHRWqV8PSFSuUy8lLbtM/W7Dv4AGl59yZc0lC5KRpU1G+WlW4FMiP0pUqYvrMmWxnGMaAUM6zK7uPqc07v2VvisIC2nj/6g12zlwmnnfUD6FKwgq7c2nbQdw8eDpD2p2boOd9ajZBdapRtRrqVq+OM+cv4OK5M5BI1Ps0ZIv07R9xn+aM0fRp2AONMRj5ihRC92k/4r+5qxAXFSNGTsgbjXIDNP/+G5SqUyXD22Dn7IgOoweg5eAeiAoNh62TPWwc9FPyDy/bhESZNGUhAjnw8NxVVGrVAF7VyiOnY2ljiliYIDZeCmtrc0glEiz7c2G6tnXF56KYtH1OjaE/joKF5eflpdu29R/8NvNXzFuwCBUrVRJGYMTwIbC1s0WPnr2xasUyHDq4H+s2bIKHpyfe+PuLiTh15gJKFPPEspWr0bxFS5iZavYyjIqKwlfduqBJ06ZYvWadyBUwftxotXUSExNRsGAh/L1xC1xcXXHlsg9GDh+K/Pnz44uu3TB8xE948vgxIiMjxP4IFxdX8dfe3h7LV/6F/AUK4MH9+xgxbIioNjziJ/V9MAxjeOil1//EGYQ9fCImovSA3kni2dgpCLxwWeTeKvFNNziV8MqyNuqChLbwyGg8efkGr94ECW8yEswKuic9Y4hSxQri0s1H6d5HWsiX1xm25jGwsrZAXMLHitwyKQ7v3pLmbSW3Kzev+IhJX0YNHQZLi0/JoUXBAL93So8/6qDSPAWUE00Spx5a+s+2bfj1t9+waN58VKpYUQhbQ0b8CFtbO/Tu0QPLVq3E/kOHsGndenh6eMD/zRsxERdOnYJnieJYvWw5WjZvDjMz7Xamy1dfommTJli3+i+R/2z0+J9T2JlCBQthy99/w9XFFT5XrmDoyBHIn98d3b7ogp+GD8fjJ48RERkp9ke4uriIv/b2Dvhr+QoUyJ8f9x88EO13cLDH6BEj9T6XDMNoRlEwQBG2WatLK5z+e6cI5yQ6jfs+1UgWKkIgnsNaHsUXtx1ElTaNEOz3VvS5NAlweQsXNGovNYlUioUqQk9auHLpopiUn7lPw30aLbCAxhiU4tUr4MfNi/D44nV8ePse9i5O8K5XTXiHZSYUspmWcFGqvkVFDrRBI9R3T1zM8QKaRaQfwj29ES1JhJOJicgtI0nI2SWbaRRk5m9z0LFTZ/G5aNFiePzoIdb/b60wNn5+fvAqXgJ16tYTLxWFCxdRfjdvviSvRCcnZzHqo40d2/4VxmTJ8lWwtrZGmbJlEfDmDUaNHK5cx8LCAhMnT1V+pnZcvXwZu3ftFMaGDIq1jTXiE+JT7GvszxOU/y5SpCiejRiJnTu25ypjwzD6Ehctg/3j26hYtARuvAiFvbUFSrk5ZMi+qLNye95iRAe8Q5kfvsXDVevwYMVaJEqleHP8NCJfvoKJpQXqLpqdYeJZlXJeuHjjkU4B67TPXTSvV1mjcLbv5BXsOHgBHyKilPOp/7R22zE0r1cJw3q3FxUyr919Jp6B2vZz7toDDOnVToRiGoo8Lo4I/hCF+AQpsgvRHyI0hsuqFhwyT9YJ+nX2b5gzcxY6d0xKBVGsaFE8fPwYa9evEwKan58/Snh5oV4dKrhggiKFCyu/my9vXvHX2clJeLJp498d24WdWbVkqbAzZcuUwZuANxg+apSanZk6caLyM7Xj8tUr2Ll7txDQhJ2xtkF8fEKKfU0YO1b576JFimDks+HYvnMnC2gMY4AqnP9M/D1FzrM8Hvmxc9YyIaJZWFmh/aj+Orfje+uBTk/niKAQXNlzDCfWbEPT/t1Ru1tr5bIX1+9hxy9LULFlfbQa0suoRbScDPdpcgYsoDEGx9zSAuUapz+xb1aNHOmCDFr0h3DkdPEsytMbRwJNUMvDBDYfw1zNLSzEqElauXrFR4zMmJqaITFRJlyda9SsjQSpFAGBoSlCjlydHODiqC6k0r4/h+joaLx88QLDhw4SIzSiSySXC9djR0cnsU6PXr3xRYd2qFKxHFq2aoXWbdqiabMWadrP48ePUa58eWFoFNSoVSvFen+tWolNG/+Gv58f4uJihat1hYqVUt3+rh3bsWrlMrx88RLR0VGQSqVwcHBMUxsZJrdglr8ool74oroXkOjmjrtBEjwJiswQES3q1Wu82ntI5D8jFCLao7/+Vq7j1bUT3GpWQ0ZBlS4vXH+odTl1g/47dlmjgLZ0434cPXczxXyFRnbi4m3YWlvh+29a4w3lB9Uh0sXExiMqJhZOBhzwMjMxhWeBfIiOiRPb7t6zvxD9opNV3zQ3M0X+fK6wSpaHTZudURAvk0GWKIeNhQls5TIkkieZhbr4ZWH+aZvkFR8bGa2zzVZ2tmr57sjOvHj5EoOGDxNeWwroOe3kmPScJhGt3RedRUhly2bN0aZ1K7Ro2ixN5+rx4ycoX66cmp2pVaNmivVW/vUX/t60EX7+/oiNixN2ppKOsFAF23ftxLJVq/Dy5UtERUeL9js6ZIwwzTDGBEXaVG7TCBf/3Y+ecz8VDFAUFti/cC0qtayf6nb0ybVMqWXoAX9y7TbxmUQ0hXgmTZAg8v0HETJKAwGGhAoZXNp+CA/OXBYeu27FPEV+6HJNamcrsY6e9+R1nFZ8rl7FxSuXRb5Q6r9QqoC6teumaRuG7tMoEM9q1T5Nx3YipLJZ85Zo3aYN92myABbQmGwHGYDLOw+jdrc2wiipiliXdhxC1bZNYG1va9B9OrsnjRBrg8JRXQpqHznOCeKZpGIt7HwQAztLE1iaf+ockOFLq8sxJdekTo0iuaYi2SaFptDnIh6WouKbAmdHO+R1MfzDMzoqyeNi8dLlqFq1Ot4EhopRFQd7G+R1TTI25StUxP7j53Dm1EncuuaDfn16oXHjptiw+R+DtmXn9m2YMmk8Zv42VxgiB3sH/PnHQly7prm6jwJyi/5uQD9MmDQFzZq3EEZy545tWLpksUHbxzA5UUSr6QWYepXA7RcfMkREcyhaBHUXz8HFEeMReMGHXLrUltsWzI9Ko9P+Mp4WqDCALs8wmvsqIGUVNgrX1CSeqX1XDhw8fR1fd2gonsMU5qlNQyMRy8Y6ZREFQ2Bnay2miMgYBIWGw9w8ZUcjKCQCRQq5KT3gUrMzBG0lXiqDNFEOiaUl7CwsNIpoCmQJlIdFd6iqlPIPqUBiE7F88Z+oWT1JSJVJZOJdxdzCTJzkKpUr49HtOzhy/BhOnj6NXv2+RdPGjfDPBvWcep/Ltp07MH7KZMydOVOIaxSCufDPP3H12nWd36NQz37ffYcpEyagRbNmcHJ0wradO7F4afpCnRiGUad6h2ao0LSuWmVfhYg2ZN28FPM1Uap2Zfi8CdTqheacP68Q50i0un/KR4hoL2/eh9+9J+J5VLJWZXSZNMTg4lmQrz82jp6NhPh4yD8WiqOia3vn/4W3T33R4odvkF0gW6oasq8PFy77CPGMqnLWr14V52/exrnz50UIZP36DZBZqPZpqlevmaIfSlSuXAW37z3C8aNHcPr0Se7TZBEsoDHZDqo+8+TSTQQ8eYkuE4cIEY2MycHF63H76HlRoabP7xMMWhHNMZ8rvKpXwMsb9zUaLhq1prwDORlzZ1eYmMahTH7qgMakezuaKtMkr5pWqqz6CEVsbDxkToliZMeQuLm7o0CBgvB9+RJffvUN3ArEICgkyVPQ3sEOUpkMb96FwMraFu06dML3A/vjzOmT6Nq5Az6Ehoq4fnJTJo81XXh7e2PrP1sQFxenHLG5duWy2jo+PpdQs1ZtDPz+B+W8ly9fqK1jaWGZYl+XL/vAs3BhjBk3XjnPz+/1Z5wVhsk9Ipo00A/NK1WGiYU1nr3Sr7JjWslXvconEe3SFbVlMQHvRGEByomWkVhbWSA2Tl24UcXKMmWH4OSlO8rRcl3Qc/DBUz+0qF8Fa7Ye0biOqakpGtQsD0sdlTgNQWh4pNZliXI5wqOihbeyPnZG8ZlSEZCIFiuRk/sB7KygVUQzMU3dUyL5u4W7mxsKFiiAl76++KprV4QHBiNeFgtYJ20/8IUfHPO6iGTQ3bt0FVOXTp3QoWtXhH4IFbnK9LMzpbBl679qduZyss7KJZ/LqF2zJn4Y+J1yHnnHqWJpmXJfPpcvo7CnJ8aP+RTG+ZrtDMMYFG0imT7iGVGtQzPcOHAaCXHxGvsiYe+CRV9I8SyjnM3UbyGU4lkGPMMPL9mQok2KAZ+re46hbMOaKFSmOHIiJJ5RFU4Sz6gqJx1V/SqVyCji3NmzsDAzNXgVTn37NNqgIjddunUXU6fOXbhPkwVwFU4m21G1XRMRBkpC2a7flotRFYV4RgajesfmBhXPFFDpaTsXR7UXbMV+Gvb5AvlLfIozN1Z0lXWmzzSfll+6eF7Mc7CzER28eIkUAe9CPruSnCYmTJqMRQvmY+XyZQh6+wahQW+wd/d2Mdrh6x+EdWtW4fjh/YgJD4bvyxfYs3uniNd3cnYW3y9cpAjOnj6FwMB3CPvwQeM+un35tRjV+nHYYDx6+BBHjxzGkj//UFunePESuHXzBk4cP4ZnT5+KqjM3b6h7BdC+7t+7i6dPniAkOFhUpaHvkXs0jfa8fPFcHMf+fXsNfp4Y/Th79iw6dOiAggWTEvHu2bMnq5vEZAKuFcvBPFknh8I5CcqJlrw6p6FpXKuCqJSpTdxqUrtiivnhkTFCdNKXVg2qwqtwgRT7oe072Fmjd+fGyEgkEimkH70XtBEdE69mZ6pUr6XVztB6CkhEo4qeJKLFmFmJog+QpBQkqdqmWSreCZpytk4a9zPmL1yAebPn4eGDh3j07Cm27d2DNZs3iE7lgkWLsHHjJjx+8gRPnz3Dzj17RA4yZ6ckO0M50U6dPYN3gYH4EKbZznzdrbt45gz+8Uc8fPQIh48exR9LlqitU6J4cdy4dQvHThwX+6FKmtdvqnsh0r7u3r+PJ0+fIjgkRNgZ+h6FfJIH2/OXL7Bs5Urs3b9f53lgGCZzocF8CgF1csuT6rrJC54VLO2VIeJZaEAg/B880+oVZ2JmittHkwY1crp4pkr9+vVRvXa9FLYmo1Ht01Bf4v69eyKMUuHBRX93bNsqEvjTcu7TZA0soDHZDkrU323qcKWINq/TD0rxrOPY71Gucco4bUNABmvA0umo900HuBRwg62zA7yqlcPXM0eh/jcdYOzoEs8UeJerhFLlKuPJ/Vvwf/EI7nmdUSh/HjURjUIsDUmffv3x57IV2LxpA+rWqoYvu3TA4X27UcjDUyy3s7PD5vV/oXmTBmjaqB5ev3qFbbv2iE4jQe7Jp06dQDnvEmhQT/O9Rcky/92+U1STaVivFn6dMQ3Tf5mlts63AwaifcdO+LZvLzRr0kCMBg347nu1dfr264+SJUuhScO6KF7UAz6XLqJtu/YYMuxHjB39kygpTe7Pqgk4mcyFclBUqlQJy5Yty+qmMJnIlUm/Ip5yy6gQeu/hJxFt5f8Q/kx99NWQdG9bT+QqSylumcDW2hJdW6fMxVLQzUUUC0gNczMzlC3pKbzcZo/tg07Na4l9JS0zRaOa5bBo8kC45Ul6Ac8o9JH6Ht69qbQzxUqVh9/b94hNli+NPJzJzmgS0WwtzRGTIBMimtzaGiaylCKatUtSeH9KTGBhbZUiRQTlP21XvwnmTJqGbXt3o/U33fDVD/2xY/9eeBRMqoRnZ2uHP5YuQd0mjVGvaRO8ev0ae7ZtV9qZuTNn4cSpUyhRrixqNWio1c7s/HerqJBZq2EDTPv1F8yaPkNtnYHffotO7Tug17f90aBZU+Hh9v2AAWrr9O/bD6VKlhBt8SjuhYs+Pmjfti1+HDIEP40di1oNGsDnymVMGDtO57VgGCZjiAz+gFPrdmDlwAlY/u3P2L/ofwh66SeW0WD94LWz0WP2WNTv0RGmH/MVp8aZv3fBZ8fhDGmrLiikMzwoBLlJPFNQtVZdjQM2GUnyPk27Ni2wZdNGkYyfcLC3x+I/Fop+BPdpsg4TuSHrlmdzIiIi4OTkhHs79sLBLnOrQjJph5Ji/jt5ofJzh9EDUKF55rjR5jYoB5q8YRts9AlANQ8HuJrHwNOzCCyt9M93QwaEHtC6XJkpBCkgKBR+zx/CytJcGB4iQSIVoZSUA8ctj7bOi2FQhG1KpJ/cip0d7JDXNXclsMxMKO+Fn98rhEptkQj1l7noqEh0aVwR4eHhwq08N0EjdLt370bnzknVkPSB7YzhuH3kHMqUz4ci3brjxBupCOGkHGhvTp4VFTHtC3sYZD9PN23F3T9WiH97tm2Joh3biHBOKizgXq82XCuUgW1+dxRp/6niWUbg9zYYKzYfxJ1HnypCVyxdFIN7toVngZR5Ot+9/4DvJi7VWRiABLYOTWuKIgKqyGSJIqk/5TzLiLBNU8g02pmXfoE6PZFfP3sg7AQVC6Dji46NF8dQ0M1VtPVDeBRCwpLCQGmQRtXOqBIjkYl8di6WgGlCHORmliL325sPUQiLTYClTAK7hHiYyRVtMYGNo53wAFH1cI+LjEbYu0/5PFODKvBZ29nAwuZTcmZGP+ITEvDKzw92IeEwT+apGBkdjfLdOuZKO5Me2M7kXAJfvMamcXOREPspJJLyW9HzqfP4QSjToLra+vM7D4KEQtK1QM4F9b7ugPNbkrx8mg74Uq06pyE80FYO0C6AkAdapRb10XZEP2Q2UjNTROdxQhFPT1ilMZcziWc0QKVJPBMDLw5OCImWwNbCTIhnNPivydYwxtmf4RxoTLaEjMrDs+q5aB5duI6yjWpliIsykzr6GA4ba0sUKZQPxQurlzSmDppnwbzCEyKzxDMLczPY29mIDlfYx6prLKIxhiY+Pl5Mqh0b5vO5tvcEjq7YjKuF3TGycXMadxXz/Y+exJXJM2GdxxVNNqyETT7dBWBSI9L3Fe7+uUr8u/R3fVH2o8eZamEB99rVM1w8I0gk+21MH5HHMeRDBPK4OOj0CsufzwWDe7bB8k0HtRYhaFa3Evp3T1mhixL1G7Lapr64Otnj/QfNvxE6hoaNGyvtBB2fQkSjgRlrK0tlnrg8zg4o0aSJ1v1QpydGAnxIIBHNWohogVFSIZ4RCWYWSLA2FwKaqVyORDMz5MtL4pm6S19UaNqqb5O3Gk3kQe9cwE38ZRiGIegZvXv2SjXxTJFnmdg7fzWKVCoNW0d7le+kvs0GPTuKcs3nN+/Fw3NXUaNTc4P1lVwLuov8ZgGPX2oM4yQPtEotc56wRJ5n+pJZOdCYnAOHcDLZDtWCAfQyS6WfVXOiySTSrG4iowNtIllGi2c0OqQqnhVyzyM6WQqPNxLRFJ4LDGMoZs+eLTwBFJOnZ1LoMPN5FKtaFvauTgh6HYilHYcgPvQDws+cE+IZeRa5164hRDRDVOGsPn08ynzfTymeqRYWKNa1I4p/+QUyE3pmlSnhqVdIZdvG1TF//LeoV60MXJ3t4ersgAreRdCjYyP89dswjPy2E8z1DAHKDJwc7eDilFK4ozD/Qu6uanaCBDUS0exsrEQnUlU8c3H61MHUJaJRIugPCYDUwgoh0XHqK5iYQGZqBomZOWQwQWhMXIp3keQVOfVFmiBFqP87JKaSzJlhGOPB//5T8VzQlk8sUSrDvZOX1OYVKJUUuqcJ6iMV8i4uvGYb9uqMNj/2xTezRhvc0YC2a2ltJbzNlPv+mD+geqfmObaAAMOkF3blYbIdh5ZsSJHzrEzDmtjxyxKliNZtyrAMKSSQW8M3ozy9sePcS5ha6B+ymdOg8FLyOIuKjhXimaLT6Pgxnw15dNjbclgNY1gmTJiAUaNGqXmgsYj2+eTxKCCSKW8eNwcBD54hoEFb5bIiHdqg6pSxBrMBhdu2VPscFhGN1wFBqFi9ihDSFMTFS3Dn0UvUrFQK2QkS22jKKeRxdhTeb/SsTkyUCw9lCttUdMhUoXlUgZS80BRQLjd9IREtXgq8j0lAspzbKYiOlyJfkqOjAZAL8SwmPEoIwQzDMKFvAnUuJ5sW+uad8nPE+1B8CAjSWUigzpefbGOVNo2QEbgV9UD/JdNwaftBPDhzRYSUuhXzQK0urVCuieb8YfT8IzHw5qEzIkca5Zmm9pVvWgemGTygbggSKbIgkdIBfByMYRgVWEBjsh00knHn+AV0GD1QWTBAUViARDSPMiVYPEuDeCapWAs77oYL8ayKB3k05N4RceGZ4GinTKapgEQ0Es+Sz2eYz8XKykpMTMaIaH2n9cOykZ8qEeZvUNeg4llyIqJiMPH3DXgbFIrJw75CtfIllOLZL0v+EfnJRvTriBb1K2fI/o0F8jRzVglT0gaF4IeGR6nNo3BORU40faDiAvF63C/R8RK8DolEXgcbUYwgIpXk2foQHxXNAhrDMAKbVDxnKRzT1jFJxScvtW3TFyMqNAw2jvaIjYz+WDTGROnBRgXPStX5NMiTkbgUdBN5zvTJdSaTSkV/7fnVu8r0AtGh4Xjz8LkIMaX+nJl59pUgKGcmhf1T+D+lAWARjUlO9r17GaOFYumLVioDJ3f13DYkov2welaK+UxKZO98Ye/lidhitbDlQQwc7GxF8m0l8iRDrYpEIkVUTBwS5XJYW1qIsBm9SrxlM7SJZCyepR9xrxhNuRkmO/HO99NoPBHzJgAJ4RGwcsmYipEkypAH6+uA95i5dKsQ0cqVLKIUz2ysLOGRP0+G7DvXocHOpAXVggE0OOLsaKeWEy0tIpqjjSWCTU2Ex5uO5iIiTiImD2dbqrSQ7rYrt8nPTb0xoppmjJHiVbW8qPIbFxWjcTkJYwqPLhokajmoB44s34wvZ4wQhQbunbgkvLno31RojYoOZEeu7zuJ59fuqf2uFX9pPi2v+YW653d2e3awiJY7kYsXk8/fDgtoTLZEm0jG4pn+2OZ3w3WpE+ytJWrimZxGr+RyxMfHwso6KaQxKCQMEVGxat83NzMVHRRLToJs9NC9QvdMohGkzYyKisKzZ8+Un1++fIlbt27B1dUVhQsXztK2GRsUKvLf4h3i365VKiLC9zUiXvji3OBRaLBiYYaIaJQ/cdwPXTFv1U5cuvkI0/7YolxG4tkvP/XMUeGSWYUmO5Om78vlYkAnec4z1cICtFxfAY0Gg2g770P1K/LxJiwG3vnpfSNYY2eXOrfk/UEVOrXnOTOBJacN0JvY+KTE6qY6qrQyTE6G8jm3GtoL/81dnTRAnUz4oZDIPB6finAVruCNAUunC8GMUA3XpMIDivnZDRLItI4eyOW4vt8wAho9K+iZQc8O6wyIBFCIaO6OToiUyBGfIBUezUzORSqRCBGN3lE+BxbQGMbIkMMUMYnmCAkOFp/jEmSIiIpL+ZBJlMH/bRAKurvC1CR7GmkmY1F0gOleoXtGlHnK5Vy7dg1NVKr7KfKb9e3bF+vXr8/ClhkXD85ewX/zVol7sHbPDnAfPx4PLt2B38TJiHj2IklEW7kQVs4ZJ6L9uuRf3Lj/XDmfxbP02xkrKxuNOc50kc/FDjGx8bCzthCl5xW4OtrC0twEDnbWavNTw8bSHPa2VoiKjkl1BJoWB0dGw8XVCZJEGeJVCgxY29nCIY8L5CaAhaOdqLqpERPA3M4K8eksRGAs0G+cOsDBwcGwiImDKTuiMbmYco1rw8rWFmc37cG7p75inqNbHtTp3gZV26WsLKxNJMuu4hkRFvhe9/J3upfrCz0r6JlBzw7CxsoqzXYmVWQSmMfFIUEqh0Qig4mMBbScilyeiA+hIYiXmbGAxjBM2omFDSCJheRdYKqVKWMiQmFD4ZyM0YZgUUdY3DNGQOPGjTmUKBvg4OoMc0tLlKtdFt8smYxTbxNh5eGBBisX4dygn0QFTnPrjLsnZbJExCdI1ObFxOkv1jCf7IwsMCipU5PO99UPIZrnh4WmfVtSWaKo+BkbE4OoOPXrqwo1NTbMHBG2VoiPjkEciW4fsZM4IjT2U1622OhoJMSSB7fiAOXieG2dHBDzVj0EmdEMeZFQR9g2hn9jTO6nRM2KYooOixAerPYuTrkqt7O1vR1iI6J0LjcU9Mygp3OQTJYh59AkUQpTGxvEyQCpVCaic5gcipycQ+SIAd1/LKAxDJNmTBALW1x77Iulf/8HUy0jNjS3QumiGNyrXaa3kMkeJIVt5n7PMyZ74Vm+FL79cyryOyZ8zF+YFNblULQwGq1dKgQ0M33D99KIomDA/aevhTcaVYikypyKnGiKwgKMfnYmNpH80bJHWJ5vSDRi4hOQEPIeq7ae1LoeCWB963qjdMhbXNl9VG2ZmbkZWg3pCc8K3uIzvYqHvQ/Hsyu3hKeaS4F8KFGzEiwjSVRTT43AaA/FYs8zxtiwc3ZEbqRSy/q4vOuostiBKiRyUa5rQ0Fvp3Yx8UiMjUdiBgho5tFv4VKvEXwCpXgVHIaieWwNvg8m5/VpWEBjGCOGXFj9AsN1pY1BgQJxSAS7LDMMk7nk9SwAk0i/FPPtChXIsH2qVttU5DwrUbSgMicai2jpwSTb2JDCeRzxJCgScfbu+BAZj8joWI3RnGT78t27i2Nb94nPjfp8gdrd22DPnFV4fOE6tv08H92mDkPxGhXF8rz5XJG3XVP1jciyh2jIMAyTmdTu1gYPz11DxPtQNRGNxDPHfK6o3a21wfdJArxpBjxzLSQJorCazNQEcbLsY8uYrIX9EBnGiClZtCBsrC21LqdItmrli2dqmxiGYbIKmUwmQjdVCwYocqLVqVIaMkpYHMc5rXIyVFTH2c4a7SjfkIkJzFQ8sBX/HNm0PALvPFCKZ/W+6QAzc3N0Hv8DvOtVg0wqxdMrt7PqEBiGYbItFL7ed9Ek4YlmZpFUiIz+0meaT8sZJifDHmgMkwuxtjNDiNwKtx6/hb219iqaVpYW6Na6HjbuOZVimampCVwc7dGoVoUMbi3DMEz2gMI1fxnZE2+DQoXnmQKFiPbk5RuUK8nVWHODiFaqZXXY2trg2pUbuP3gZdJ8d2dUL+oGH9/3CC1QBmWc8kNevbrIi0hhnQoR7fbR86jSumFWHwbDMEy2hPK6tR3RDy0H90RcVLTIe0ZVSHMiYbdvQe5UAtEJ2iouM8YGC2gMk4uQvfMV4pmkYi1seRAjxDPqKOiie9v6iI2Lx66jl5CYmNRJoM6Ch3teEaqky0ONYRgmN4poquKZqojG4lnu4ov65VC0aCF0jI1B63wJGPPnf9js8wSmJkCiHHhmao09/zuBb+uVxsR21ZQiWtW2jbO66QzDMNkeCnn3KFsihXj24vo94YmWv0QRZGckDp5AoB9KWDrglsQEN/3DUMXD8NW/mZwFC2gMk4vEM3svT1wxc8ddPcUzhadZv27N0alFbVy+9VjkACpeJD/Klypi+HLQDMMwDJONoM7QTX9gwu4buOwXIeaReEbIPv5j3YVHqOXljuZlPT97fzRA9eDMFZRpUAOmySq6UWezWLXysMygAhkMwzCZxf3TPvhv3mo458+LnnPGwck9r5j//Npd7PhlCSysrERIZx6P/MjuIpq932MMdC+Ia04lcNOXRTRjh3OgMUwugTzPYt09cTdIqrd4poqLkz1aN6qGzi1ro4J3URbPGIZhGKOgYgFHXL3xAImU+FMDlCdt46XHBtnX6fU78d/cVdj3+xokqiS9vr7/JHbOXIZt0xZDmiAxyL4YhmGyCs9ypeBS0A1h74Kxefw8hAcGK8UzmUSKwhW9hbiWEyARLeqFHxraRKBSSXdRjIYxXtgDjWFyEebOrjAxjUuzeMYwDMMwxgpV44yNjdO6XCaX44mOitVpoUCpYjA1MxPeGUSHMQNx89BpHFm2KWl5yaIws+DXc4ZhcjZUcZM8z0g8+xAQhGX9ximXlapbFV9MGCRC4hkmp8EeaIzRQFWzXt64jwdnryDI1z+rm8MwDMNkMFKpDOevPcD8v3Zh1rJt2HHoAsIjo7O6WUw2w9rKUqQz0IWzjWHygZauVw2dJwxSimhz2g9Uimce5Uqi7tft2AM8l3P27Fl06NABBQsWFNd6z549Wd0khslQEU2V/CWLsHjG5Gj4zmWMgvunL+PYyi2ICf/kcluodHF0HPcdXAq4ZWnbGIZhGMMTGRWLyQs34vnrd0IckSfK4XPrMf7ZdxbTfvwaFUsXy+omMtkEaysL1KlSGpduPhLFdJJDclaXal4G25933aooUtEbL28+UJvv/+Ap1o+Yib4LJ4oE20zuJDo6GpUqVUL//v3RpUuXrG4Ow6TI00gYSsh//+qN2ufoDxGICglT5kRjmJwGe6AxuZ4nPjdFvhFV8YwIePISG8fMRmxkVJa1jWEYhskY/vx7L176B4p/kygi/9gxSJBI8cuSf4XAxjAKenVuAitLixSeaPTZy80BXxYxXGL/Z5dvpxDPBHIg7N17nPrfDoPti8l+tGnTBjNnzsQXX3yR1U1hGLXKmJt+nou5Hb7DvI4/iFxlAY9ffNY2FTnPiILexeDklgeRwR+UOdEYJifCAhqTq6HOEiXshYZRFHliohgFuXX4XJa0jWEYhskYgkLCcenmY43eRGQX4hOkOH7xVpa0jcmeeBbIiwUTB6BK2U+eZmZmpqhUsTSmT/0e+csUE9WuDcGp9doFMno3uXfqEhJ05GRjjIv4+HhERESoTQxjSG4cOIV/Jy+E370norgJpb15evk2/h71G55duZ1uQU5RMIBynvX+fYKYVAsLRLwPNfixGAv0fhP8IQIfwqOUXoNM5sAhnEyuJiIoBMGvArQupwfOo/PXUKd7m0xtF8MwDJNxvHj9TudyGlJ55vs209rD5AwKF8yHGSN7ijx5EVGxyOPsAFsbK9z0D8O1oiVQorQDrP0ei4ps6YWqbep6LyGowxn1IRyuNtbp3g+Te5g9ezZmzJiR1c1gcinRYRE4umKL+DelOlAV88kBYd+Ctfhx08I0Fzexd3WCpY01PGuUUuY8Uy0sYOvoACtbG4MfT26H+q5Hzt3E9oPnERgcprRdPTo2Qv3qZbO6eUYBe6AxuRqpJPVS8NL4hExpC8MwDJM5WFnqftGn3C4UrscwmnBysBMeaSSeEVU8nHHHNxw7/E0Q5ekNi0i/dG9bJpXptR51LhmGmDBhAsLDw5WTn1/67z8mY4UNEr9zmjfQ/VM+SWKZJuRyxEZE4fn1u2nerlsxT/RbNDlFwQAS0XrN/RlfzxwFKzsW0NLKlr1nsHTDfqV4Rvi9fY85K3fg0JnrWdo2Y4E90JhcjbN7Plg72CFOS9U1UzNTeFYolentYhiGYTKOcqWKwM7WGtExmsPgZImJqFe9TKa3i8m5kIhGnmg7/OPRzdMb9un0RKvZuQViwiJwcesBzSuYmKBU7cqwtrf9/EYzuQIrKysxMdmTmIgoXNy6H7cPn0N8TCxsnR1QtV0T1O7WBpbW2f+6RQSHwsTMFHId4n56Qy0pXFMTDnld0rU9Y+d9aDj+3X82xXyFZrtm61E0qlUetjngvsvJ5CgPNC77zKQVcjeu+UXLpHgdDdADp3qHZpndLCabIJXKEBuXkONGCxnGWIiLliEhUHe4myYsLczR54smGpeZmpigXMnCqFK2uAFayBibiGZqYfXZnmgNenVC0cplUlS5MzE1hbWdLZoO/NJALWYYJiOhAmXrR/6Kq3uOC/FMzAuLxIV/9mHL+PmQxMUju+OY1xVyWaLudfK5IrsSHx2Ld89eIfRNYK5/nz975T5MtHVq6VwkSHD51pNMbZMxkqM80LjsM5Me6n7ZFqH+73Dv5CXhcSaerXK5GG1pM7wv8hYumOI7VJnTxsEeOQV6iZdUrIUtF/3FCzijm9cB74UL9KUbj4QnSj5XR3RqXhsdmteEGZ8/hslWxLwLgszMBFFxUjwJikQpN92hbfQCTb/tto2rw9TUFBt2n1RW3CTBomGt8hjSq22KaosMow0KlaGR/R/7dlB6otkVK4iwJ/cw9r8zmNiuGjxc9H9noHCmL2eMxKXtB3F930nRCTc1N0PZRjXRoGcnuBTQ7LXB5A6ioqLw7Nkz5eeXL1/i1q1bcHV1ReHChbO0bTkBesYnF591zc9ISCgLDwxJEQJJucQCnrzEjYOnUatLK2RnyjWpjZNrt0Mu0+CBZmICW0d7FK9eAdmNhLh4nFy7DbePnBOhs0TeIgXR/Luv4VWtPHIjEVEx4t0lUaZZKKT7PzIqJtPbZWyY57SyzzQxTFqgESGKwy9UOghRoWGwdXZE8RoVRCnl46v+EaMqxap8Srr45uFzbJ26CC1++AYVmtdDdoYqgtl7eeKKQxXcfRADe2uLVDuXxg4lFx83dx0SJFJlhb73oRFYs+0onrx8g7Hfd8n0FzCGYdShzgh1Pij83vn9HVQtmhcVaJDgQUyqItrKLYdx4NRVdGpRCwO/bInm9Srj8Qt/nLh4G8fO30JCgoTznzF6Q51yyi3z1DdAVHedNbqXmB8WGYNe/9zBvXdReBceg51DWqfJdphbWgixrP43HRAfGwcLK0u1PEFM7uXatWto0uSTh+yoUaPE3759+2L9+vVZ2LLsj/+DZzi++l90mzYc9i5Oyvkh/u/w37xV6Dj2e+T1LJBpdur20fM684fdOnQm2wtods6OaDW0Fw79+bcYhFccD/2bHmkdxgzMds+mRJkMW6cshP+D52rnP/j1W/w7ZRG+nD4CJWpWRG6jUP48kOrwFiR7ReswGUv2+jVkQNlnmhRw2Wfjg1x6t0z4HXHRMcoA8fD3IQgPChaiGolr26cvRvfpI4SIRuLZP5MWiPLxd09cRPmmdbKtR5dSPDNzx90gKYtnerJi80E18UyVs1fvo1m9SqhWvkSWtI1hGODp5Vs4snyzqKKsoFjVcuj8fQR6NG6hJqKFR8bg9OW7CAoOg4uTPRrXroBiHkneO/8duyz+koj2+MUbIZ4RRT3c2dOU0RsSxUZ82xGTft+A56/fYtKCTejYuQV6TdgpxDNXOyvM6VYn3QMvirBNxnho3Lhxrg81ywgSZYk48Mc6hPi9xeaf56Hn3HFCRCPxjKo6RoWE4eiKzejx25jP3heJMpre/1XnSxIkor+gi8jQcOQEqrRpBOf8eeGz4zBe330sjrFkzUqo3b0NCpQsiuzGE59b8Lv3NOUC+l2ZmOD46n+Es4ShB8TJI17u5IjoBP2KwRiaBtXL4a9/jyAuntLPpExP4erigMplvbKkbcZErhbQuOyzcSOTSrFt+uKknASqTxk5EBsRjfDAYDE68ezKHSGi1fu6PS5tPySMYeGKpdFt2o/ZVjxTYJvfDWbSfLCPCGbxTA/evf+Ah8/9tS4nt+jjF26zgMYwWcTLG/exfcaSpAe1Cr63HuJ/k99g3JHq6Nu0EjacfoJTl+5g8d/7IJMlwoxCGhLl+HvXSfTr2gzDerfD0o0HhIimENIIKvNOE8OkhaKF3DBrTB+liLbozw1ifh5bC2z8rgVKuTtndRMZJtdDaVi6T/9RiGcKEa3tj32xe85KIZ7lK1oIncZ9/9n7oUH3bVP/QPVOzVG2YU3lfAoT3D17BTzKlkTtbq2F1ygV+4jTFjJnAhHtklMoVqWcmD6XwOevcXXvcfjffwpzS0uUaVAdVdo2hq2T4fopD077wMTURITKpkAuF/nQ3vv6C2cJQ2GWvyikgX4oYemAWxITEcpPIf2ZiY21JcYP6oZfl2xFolyOxI/ed9R/Ic/6iYO78wBhJpCrzzCXfTZunvrcEgZVk2s1zfsQEISq7ZuiRM1KkCZIcGbDbqV49uWMETmicg6TNj5EROlcTh3w0LDITGsPwzDqnFq3I+kf8pTP7PCQMFzZcVx8fv36LRb+b48oBEKeHBTSQC+T9O91O47Dwd5WiGiqsHjGfK6INmFwd7V5q7qWY/GMYTIR14LuwvOMqjiSiLZx7ByleNZj9lgRjvi5UF5CChX9b+5qPDh7RU08e3LpJs5s2CUG4cm7iTy3dA22V23XGMYERe+sHT4D905cFCJW0Es/nN24B38Nnir6XYZAEp/wMXRTtxdnXHRS7lNDQpWXqQJzNw85EiXxQkTLbGiQf+mMH9CmUVUUdHOFR/48+KJlHSybMRilihXK9PYYI7laQKOSz46OjmoTYzwEPHqhczmNXIS8DkCtrq3V5tf8ogWLZ7kUtzy6Ozo0akPGiGGYzCfifagIu08Rl6BADtw8eE788/zFGzA10fwKQ52abQfPIzpWvfpZdGwch00x6YYKUfz171G1edOPPUN4svuMYZiMF9HI80yVTj//YBDxjKjTva3IgUwDNySiUREyhXhmZmGO7tN+hJN7XrFu3a/aC/FOLVSQ/m2S5NFVuVVDGJMNP7Dof8KGU7itArK7VChl7+9/GWQ/x1ZuETmtdWJigjwe+ZERqIpoFYs6ZYmI5pE/Lwb3bIvVvw3DyplD8W235nDL8yknIJOx5GoBjTFuAn21h+oRNHIRHR4pwjdV2TN7JV7efJDBrcsdxMTG4+Cpa1i28YDw+nj26i2yM3mcHVC9Qgmt1feoImerhlUzvV0Mw9CocupCREJMUr6Zl77+4veqCXpZf/7qrXgmEXlcksJGKJSTioWwiMakRzybvHCTCN90crDFl91aw87WWuRA67v6EItoDJOJUM6zA4vViy3s/m0Foj6EGyxUtN3Ib5Ui2t75f6mJZ6oVHq3sbNDn9wlo2OcLIapRyCIJNy1+6CES2dN3jIU7x85rH/9KTBR5pt+/evPZ+6nfo6MoAKcVExMRemsoQVWXiFYpv12G7YPJvpjmtLLPVOaZJtWyz69fv87qpjHZkODXAXq5aSvCNn/atkQZzkmiGotourn98CX6jl2E5ZsP4uj5m9hz1Acjf/0L81fvEmFV2ZUhvdrC2cFOTURT/Lt723ooXdwjC1vHMMaLk1te0RnRBoXJFKnsLf6tTQRPDoVs/j3/J2U4J4tojD5cuP5QFJyhsH66V35d9q8Qz0g0K16kAL5pVhXf9u2qFNEGr+N7imEyA9WCAeT51WfhRGU4J+VEM6SI1mZ4H7V5VFhMVTxTYGljLfIoD10/D+P+W4kfVs9CjU7NleIZ5WQmAe7yzsMixFHkZs6FhPi9S5l/Ifk6/rRO2oiNjBbfi4+OFX02Es/6LJioNadaviKF0GpozzTvh2H0JUfJ4lz2mUkL9KBNDUlcvFrOsy6ThmDXrOV4duU2Tq/bgaKVJmdZIQFyT7627yQeX7guRL3CFbyFQc5fogiymuAPEZix5B9IJElCGSXxVnD26j245XVC3y7NkF3DOBdP/R77TlzBKZ+7iI2Lh1fh/OjYrBZqV0nqnDMMk/mYW1qgWodmuLT1gEYxQi5PRP1eSUJYaW8v3L79SKsXWvKcZ60bVRN/qbBAdDSFciZF2TBMcoJDIzD/r6SBIFmiHEN6tkXPjo3x+5rdiImJw417z0WIcM9OlNuoKzZt2YvhfVvDMspfeCUwDJMxUFjgjl+WpMh5RjnRFIUFyFvMEFU43z1/hX3z16jNu3PsgqgIrVpYIDVe3XmMPbNXIDosQpn0nooPtBzcE5VaNUBuwsbRToSyynWIaDYO9npv78PbIJz4a6vIaU3vBHT+zC0s8M3ssfAoUxzf/jkVy/qOVa5PQmrD3p1RrnFt8T7BMBlFjhLQuOxz5oo3wX5vRWl19+KFDV4GODNwKeiGQMqnowVrBzuUa1IbTb7tpsx5Rg9cEtFO/W876nzVLsvEM3Jx3jR2jkiAqSiCcD84VCTl7DjuO5QunR/2Xp44/d4Ed4Pewt46cw3F4TPXlcm7k0Oz9p24iq/aNYS1VfY0YC5O9ujTpamYGIbJPjTo0RHBvm/wxOem8ACgDpPiOdzm2w4oWLoYIgDUq1sVd+8+hop2rwaFYicvGEAiWkF3V5QrVURvDzbG+Mjr6ogRfTuIIhVk64gmtSsgNjYe8RIpKpYuiq6t64n5rasVR+EC38KpuDsczfMj6OJ1UamNYRjDQzah/U/9cWLNVnSdMkwZoqcoLLB33mq0GtLrs/ZBHk6UyuXZ1Ttq8+1cnRAdGi5yohH6iGjkNfXv5IVIlErFZ0XSe0qCf+CPdbB1dkDJWpWRWyAPvWt7T2hd7pDHGZ7lSuq1LSrSsH7kTFHhVNHXoPNH527jmNnCA+3WodMpHCeKVi7L4hmT4eQoAY3JeGiE5PDSDXhy8abygeVcIB9aDuohwhtzEtXbNxUGShMkCFbv2AwNe3VOsYwevC0G9UBWQef9v7mr1MQzQpGQc9/va1B6x3xcMXPH3SCpEM9KuRmuNLQ+3HvyWoS2aCMuPgGvA4K4GgzDMGmCQl66Th2GV7cf4f6pS4iNikFezwKo3KYRHOSfqui65XPF9JE9MO2PLRpDxo+eu4Halb1Ro6L6y3rF0sUy5TiYnE2TOhXFX4WIphDSSDybOvwbtcEhc3OzLGsnwxgbhcoUR+/fJ6QY2CcRre+iyZ894P/fvNV4du1uivnRHyJg5+Io/pKXWyFvL2UhAW1c3XMMiTLNg83UzvNb9uUqAa1AqWIo36yuGOxXJckrDWg5pJcQQfXh/D/7ksQzDV7mNI9ENDq3CiysrYT4ufnnueg592c4ueUxwBExTC7IgcZkLBTOuGncXDy5lOQqqyDs3Xtsm/4nXly/h5wEJf8s3aC6+De5/Sb9I+lvobIlRJWd7Mi7p74Ieumv0WgQdG32HrmTZeIZYaFHh4E7FUnX6uEzP5y9ch8Pnr5mD1qG0QCNKFOoRmxklPJlu2jlMmj3U390mzIMjft1hbOGjkpCgkRnvsVV/xzm3xzzWSJam0ZJ7xAKpgz7Ott6VjOMsaBNJPtc8YyiPyhcUGMmfLlciGfkTNBmWJ9UxTPi6eVbOt/l3z55ibjoGOQW6PyTh2Djb7sK7zoF+UsWxTczR8G7rn5Fuuic3Tvpo/XcEariWZmGNfDdyl/gUsANYe+ChYiWW/PMMdkD9kBjlFCZZsofkIKPuWJOrNkmYv9zSjgnjXJ0/nkQHtS+jBsHTyPsbRDs8ziLktIVW9TPti6+qSXYNDExRXRQCByzSDwjalX2xs0HL3RWuyxSyA3GzMPnfli09j8EBIUq5+XP54Kf+ndCuZKFs7RtDJMdoBfcM3/vwu0j54SIRnhVr4Cm/bvDrVjqxTzOXL4vQjE1ecNS/+fd+w94/vodShQpkCHtZ3I3NPhx6pJ6GNfa7cdETrTkIcC3Hr9F2bK2sLYzgyST28kwjGGg4mHCW0rLwAulEyhQqqjeucsUIZufu05Ogvpedb9sh9pdWyMi+IPIWWbv6pSmbUglUsgk+j9JKe+Zs3s+ZS68Sq0bwMpWe0EiQyB75wsbL09cexedofthsicsoDFKHpy9kqSUacxrJcd7X3/hjUYKf056kFNMPk05BW1VZZSYAFYuLshKmtatiB2HLyA0LAqJGkaIenZuDLMsyh+XHXgd8B6Tft+YwjsmMDgMkxdsxKLJA1HUwz3L2scwWQ0VRtk8fj4Cn79WG2V+eeM+/r73BH0XTkpVRIuKidMZSk5Ex8QZrM2McYlnUxdtRmx8ggjbbFijHJZtOqAM5VQV0Wgg60lQJLY8iEGPirVgE+iHqBd+nAuNYTIZqtZ46/BZPDx3BZK4BHiUKSHStVAuZ73Qy2NZfycCr2rlhHOCIgWL+mZMkK9IQVjb2yI743vroagyWtBbPf1BkK8/IoJCtKb3MTUz0+g5rg/k4EAebDFhkXqtv2XC7+g192eR+3rAsumivRmJRaQf4kuXxTUbd9zxDUcVD+cM3R+T/TDeHi6TgnjqaKRiPCjMk8lYilQqrVNES5TK4NmxNbISW2srzB3XL4Vnh7WVJX7o0Rot61f57H1ERcfi+IVb+O+YD27cf55qRzk7sf3QBUhliUhM9nsiIZqqum0/eCHL2sYw2YG7xy+IcPXkIRr0mcS1k//bnuo2ChfMq7MYAI0HFcrPeVCYtFfhVBXPKOcZFaAY1b+zuKdIRNt+8Lzad0hEo5QKJKJRflIq8kMeCtreo8jr8uDi9TiyfJMQjXWFKjEMkzrhQSFYO3QaTq/bgXdPX4mImrsnLmDt8BmieqY+UOoAXWH/9DstWqm03m2q+UXLpH9oMlNyOep93SFbR/W8efgc26Yvxj+TfkfA45dq4hl5eu34dakQ2DKC1Iq45S9RBMM3LkAezwKIDP6ATT/PxYeAoEwRz6I8vbHD3yRTxTO6L289fIGt+89h15FLePMuJFP2y2iGPdAYJQVLFUPQi9eaR0rooWFlCecM8D4jg0SGj4yIo1uebG1MMgMzc3O0Gtobu2evEDY3uTGv/m03OJUqgaCXQchK3PM6Y+GkAXj26i18/QOFqFa1fHEhon0uu49ewoZdJyGRypTu9G55nDB56FfwKpwf2Z1LNx5p9MwjaP7Fm48yvU0Mk524c/yCdo/nxES8uHYXMRFRsHXUXvK+dcNq2H3UR+MyEtZqViqFvC5JVdoYJi1VOLu2qYs7j3zVCgYoCgvsPHJJVHlNjsITzcwlL2LNLGEdGJAinPPds1eiKl9MeKQymfb1fSfhUbYEvvxlpKh8zjBM2tm/cC0iQ8LU3pkV/RkqKEaD06kllncr5gmvauVFKGdyUZsEHeoneehZRVKxva6Th+G/eauQEBsvvLJou5SXuXG/bijbKPVKnhkJDUxrGoRSzM9XtJAQqvzvPxUi2jezxsDcykKIZ7ERUchfsoj+3n1p4O0TX1HxVBeU98whrwt6zhmHzePnCcH09N+78MWEQcjosM1nNu4wtcg88YyiV2b8+Y+IbqHrQrf4/7YfQ9M6FTG8bwe98lIzhoU90BglVds30erlQyJG5dYNYWltZbD9kZG7vv8UlvUbh+Xf/iz+rhw4Ubg7GztlGlTH17/+JCraKCBD0bpfG7T5bWyG7puuC010L4RFqMf2K15MPoR/qoZHXmjN61VG3WplDCKekdfZ2m3HhHimus/gDxGY8PsGtX2rou3ezQrPNenHkuXal2uuysQwxgIJCKl5PMdHaU+uHB4eiTwuDvixL43gI0XIeIF8rhjaq53B2ssYF1+3b4hfRvZMUTCARLQ/Jg+Es6Od1u9SR9vc2TXF/IS4ePwzaYEIM1N07hUd/DePXuDgH+sNfhwMYwyEvgkUlZt1eXJSaKc+dB4/CIUreCt/ywpPKBLPuk0bnuZB/pK1K+PHzYvQbuS3qN2tNZp9/zWGbVwg/p2VBEXEoPOyg7j4TD33dXS8BL3WHMPuGy+ENxf1RUg0jI+OxfqRv2LN4KlK8YwENRsH7c/C9BLiF6BzOV0T8jYjKL8aiWiU27pym4YIDwzWeH/Q4IUhsM3vBhMLa9hZZo5oRX0hSgnj/9HjjPo0iv7DKZ+7+OvfI5nSDkYd9kBjlLgV9RDVUw4s+p/wDEgaJTEVfwtXLI3G33Yz6P7ObtyNC//sV5v3ISBQlIemamw1OrVI8kS4fg+Pzl9DQlyCGAmp2KIe7Jxzv1cBjYLRRB1NmVQKexcnWEa/gVwY74wRX+ihvHH3KURGxyJBIsW9J68we2wfuOVxxuGzN3Dl9hN4ebpj/8mrmDm6t8GTc5Nh2LL3jNZlsbHxOHz2Or7p0EhtWURUjBid6dGxEaqVL6GcT8cwa9lW1K1aRqPHQEbh7eUhcugkD+EkTE1MULJYQaP3tGSMm3xFColqWdo6POTxTEVfNOH/LhRr1u3EiUJ5hVdqyaIFsP/UNTx89hqBweGws7HCLz/1hIuTdu81hklvJen0Vph+cPqy6Hhqgn4Hjy5cF50/far7MQzzCY0F0JK926a2jgLKSdZzzlgRsvjixj0x0FOkUhnhJZre9zYSovQtPJBZrDh9Hw8CPuD7Daexuk9j1C1RQIhnA9afxDXf93jyLgzNynjA8aOItrTPGMSpDGpllHhG2OjwPCfoMqjum0S0Km0b4Z+JC2DrZC8ENcVzlMQzCu+UxkvQc+5YuHvlrCJeF288xLvgD1rv6yNnb6Bnp0ZwyqBrwWiGBTRGDRKnPMqVwK1DZxD00h/WDnYo16gWiteoqAw3MAQR70Nx4d8DWpef+t8OlK5XHXvmroLfvSdi31Sp5tG5qzi3+T90nzpcVAQ1BhT50Mh12PxjxReKu8+I0Y8Xfu+w/dB54Rhia2OFmNh4TJi/Aa0bVsXfu06KdUhEI+4/fW1wAe3t+1AEhWh32yZB6sqtJ2jTqDri4hNEVUti1+GLePziDWYu3YqBX7VEuyY1hHhGnyl/2oOnfqJyqC6vAUPSpVUd/Pr0tdZj6Nqqbqa0g2GyK9U6NMWTSzc1LqOBm4otGwgRTRNv339ATHQsbt5/gZnLtgoRrV+XppiyaLN4LlhamIu/itCHfK5OKcJUQsIi4WBnI9ZlmMzgzcNn4l1GW5oMMrwBT16ygMYwekL5BC2srVIVXOj5T/2ZtEBJ85Mnzs9NjG9bFX6hkTj9OECIaIu+ro+15x4I8czB2gL/+7YpHG2SbHBYYLCojKkKeYDZZND5KVq5LKzt7RAXpbnCJT1DyyUrDueQx0U4V3x4GyRCOklEk0llQjyLCglD3sIFYe/6eSGXVGU5RG4lqi5TzsvM4PaDl8LDXqZlsJHm33/yWkQBMZkHh3AyKXAt6I6mA77E1zNHofPPPwj3Y0OKZ8SDM1fECII2KIn07jkr4f/gmfJhqQgtpGXbZ/yJqFTi43MTJJ5RUmJKTnz7xQchnlG+FUNTvHABjOzXSVwbEs9IRKMOqEI8U9CvazN0al7L4PvXJ6wxQSrFhPl/Y8zs/+FtUKiY16tzE5HviFydV2w+hB2HLijFMytLC0wb8U2miWcEiXV9uzRVvrgppqS2NmZDxxg9xaqUQ50v26onC/5oFNy9PNG4bxet361RoTh69+wowutIRKPnwbi56/HUNwCO9rb4bUxvFCnkJgYERv76F5Zu2K8Wyv0+NBzj564XzwgS2hnG0Jy4/BCzTjxXs2mm5uZ4b+OAc55lINPyAkQ5UBmGSZ2zm/bg79G/iVyZhUp7wTGfq9YCmdSHKJ9McDF2rMzNsKxXIzT2Log4iQyDN55Rimd/92+Gip551QoGSOMT4OqRX+RFI5IXFjAkVIWz5eAeSR80PCurtG0soqZUoevfc+44uBRwE97tSWmBJijFM1r2OdFLiuIBm++Gi3eWjOiDMTkHFtCYLIFCNHVVWCE36TcPnmkO76FKhhIpbh/RL59BbhLP7gZJxahHRj64m9WrpCaiJYfEs25t6qVr25S/jDq14ZGacxtR3iIXHSOJJEKVL1kYYZHRIj/bTzPXCBFNKpMhVqVC7PqdJ5Ti2YyRPVC+VBFkNt3b1sfqWcPQvU09NK5VAd1a18OqWUNFbh2GYYAm33bDN7+NRslalUT5+ULeXmg9vA96/z4BVnY2Or9btGghTB+R9IL95GWASK5rY2UpxLOiHu5iPlWpio6Jw9HzN5UiGolnE+dvEF5sAUGhIlydYQxJSGg4Bs/cjNWX/TFr//VPIpp3KRwqWhFP8xTAbfeiKb5nbmmJIhX/z955gEVxtVH40HuvIihiQxREQbH33nuvMYk1iUZjLImaP1FjolGjSTSx9957711RVARURAHpvff/+S7Osgu7S1v6fZN5YGfbLODcued+3zkFT/jjcKoqCdGxcD9zDaG+/tgz/3ckxSei27TR0t1NlJTQoG0z2BTC/L+i8yEyDqvOP8VXe25g8fEHcP8QJnWBmkS034dKXs9P6dBIJJ6FvQ+UCAwY/8dCtgmeaCSiBfmUjIhGgid5zpHdg4COkQEr8OgxfYzU5wgimjjqWhoKE88oeVNZTaPUwgMIZwc7mdVnBFWnNSyDOU5Vhy91ccoEU5tqyPxkEl+USqSsT60OVUE8o5LhtPqN8eLexxIXz8RFtPM3n8DzjX+e+9o1L3zrLE1k/913Ho9fvBEJpG7O9fDliB4sXVNARUUZQ3q1lmmKSfcrKasgLj570hufmIxvl26GlqY6a/2kipTklJzcs35dmpeJeCZgZWGMsQOzK9E4HI70SjTaioJtdclUaDoPVDPPMW9v26whE81WbTrKRDQKIgkMiWBVtdT+vWzOOJgY8lVkjmLxD0vE/6b1w7y1R7DtTnbicv8mtbDw7nukqqrBIiEGjqF5W/ypIjM/4ZjD4YCJIUL6oiCiNerYMrsCTWz6QG2AzQZ0QesRfaqM7+ze+z5YdPwBlKGETGQx393d93wwxKU2lg1qIWFnQJ5nU3ddk3j+ussecKxuzDzRyGeM2mMNLEwkPM/IE23fj6sRFx4FrU82MyVBvRZNUNfNmVWRkRc0CWSUZCoP6lISh6aTVD1XHPFMv7EznqWbQ08nvNQrz1o2tUc1MyOERETnCUWjP+ke7V1goMfTm0sbXoFWxYmPjMbbR8/x4YUPOzmVFvZtXKGhoy11QKN45/xWCugxtFpbFdCvnbNSXVonbgoMkCaeEeSJFhoRXeDXCg6Lwuxlm+Hu+VZCACUvtTnLNudJ1ezXuTmG9GjFBgb66xD/EzE10sepKw/Y96P6tmfeRlRBIvim1bCSnFAfu3BPJNoVhTQZ7V2y9nM4nNIhKSmZeZ6JExkTzzzRUsQuoNu7NcLszwey76kqlcQzC1NDJp6Ji/ccjiKgMZosFlINrDBtVBe2j0S0gX+dRWxyGppYm2CaSSbUMjMk2pXajumPNqP6luGRczgVC9aW9+tc6BjpMxHtyuYDTDwjf80ZO1Ziyubl+GbParQd3T9f0aWy8OR9GH489oCJRhnM9oY8srJFl0OP32Lr7Veix4oHBlDb5r7J3UTtnOSJRumc5Bk2ZsXcPIEBQjrn2N/nwbCEPRtpnqhnagRDS7N8f49CYABBixF0nOSTR0KrtHTOgqJuYYWyQk1VBUvnjEWNambsNgmgwty5U8vGzPeZU/rwCrQqCiWpnFu/A69uPBRVe2kb6qHTZ0NZFHBJQ6afgxZOw4HFa5GZkSFq1SRhjO6jsl3yOUuMjpP6fAoUqN9a8amKdKJ9duEWnl+6zdIvTWtWh2vfTrBzdawyq1cknlG7kzQETzQS0YR0zvw4cOYWEpNT86yc0G1qxTx28R4mDsmeaBD0c54wpAt6dXTFzYeeiI1PwHPv96xNKyg0O4nm82Hd0KN9U9x89FLiNX3eBbK2zR+/Go7TVx7hrrsX8zn6YcZwiXTOgnD84j1cueuBX74dCz3dnKqA249fYduhS/j52zGiEAMOh1N6UAv49p3HEPgxVOR5RtWoS9bukQgWoHMB4VDXJk9lKInxHE5JiWg+oXGwrGOPbq1DcOH2c9F9Wz/vAl2Nnszo+qO3L1TV1FDTuQE0dXgFAYdTFBHNsXNr3Dt0VrSPBDMhfKsgkCUM+TzLs5WpKGy/4wUVZSWRaJabLbdeYWLrBkyEWXHWPY/nGXmiTd91nQULTN99A9fnDoS+DON9EqdoK2uo+CMpLgGpickSgQGjfv0OcWGROPbrRolggYoY0kJzrXVLJrO5kJdvANRVVZnvM13LcMqGin+24BTpZEN9669uPpJolSSx6tQfW+Bx8XapHEetJg74cuPPaNa/C0xrWsHM1hoth/XG5I1LUd2+NjpOGCL1eTTImdvZoH5LSQGNhDhpyNqfm+SERGZIeuGf3Qh67YeY0Aj4Pn6B/YvW4Mrmg6jMfAyJxNZDlzDvt20i8UxIpyPPs1kTczzRqFSYRLSLt57m+7r093Xt3nNkyujfJxGNRCrh+0QxHzMaMAb3aIUJg7ugQW3JCbCpsT7+t24f/IPyrih9Pb4PnBvY4fvJg9GyiT0LFlj290HmmVZQ4hOScPDMbbz9EIwf/tgpahkl8ey3fw8z/6TTVx8W+PU4HI7ieOL5Dh+DwkTiGXmeUas2eaJRGzclUvkFhLLHCp5n4pDIljtYgMNRtIgWFR6BG4+zU6sF1lx4xsZFMrpu2KEF6rd2ySOe3dp7El63HuV5Tbo2e3D0QokfO4dTUXh24SbuHT4nsW/PgpUsWEAetGj/5PRVZjK/ot+XWNF/Mo6t2IjwDx9R0SvQZIlnREhsEiISktn3s7s3RqvalhKBAUKwQLeGNlg5rLUohbM8z2ePLt+AnXOWswozEkMF8ezu/tOszbTHjLHsfEutnelpku2dBSUsOYslb5YlVFzgZG+LYb3aYEC3Flw8K2N4BVoV5PW9pwjy8ZN5/9Wth9CoU4tSKXmmk1qXL0dIva9x97ZMeLm27TAzsGQoKbFU0F7fTIDKJ4GHeHHlLruwpORQ8ZUnv2evcG79Tgz/aSYzqZbHta2HEeYXKLFPqIy7f/gc7Jo2RK2mRfPqKc+cvf4Yf+86zU7ONKGkr3SBb1/bmq1wDOjaQvTYBx4+mDi0C67e9cDw3u1YS9QL7/cYO7CjRIUeBQWcufYYXwzrlm/KHYly9L7rd57C2/fBWDp7DHQ/+cDQcdDk97nPe4nnrNh4iJWmk+fR/2aNhoGuNr766V/WukUBAvVqVWdeSCSirdx0lHkIFCaFk96fSqYXrtwpEtF6dnDFP7vPICMjk4UCUJUch8MpfTq6NcSwIT3QtmENUWAAIYho6ekZqG9XXSIwQPA8e/XGX+SJRswY10fCE4bDKQ5k9vzkxRvcdfdmi0c0/rk61MRARzMs3P9I5Im2sI+L1Kp27ztPcGPHUbZQOHD+FGZ3IYhnp1ZvYYY+lIJXVN9ADqcyiWen12xj/yaobbNp747MC03wRBu1/Dto6+si9F0A3M9eQ/iHINZp06hjC/bvzOPCLdFrkSczdeTQ/IjaEi3rVExTdk21/OdtJJIRBloa2D6pc57zEBPRRrerEF031CkU8vYDE8/O/bUTA+dNgaltdSaePTx+iT0mLiKKhQikpaTCxNqy0P5naU5u2HMngCdvciTgAloVxOv2Y3YikJpwSX3xUTEsmtjaoXAtbyVBk57t4dSlNfxfvmbtlVR5ZmBuIvGY1OQUXNlykJXt0srTqGVzmIhG4hm1iJJ55J0Dp9F75kSZ70Ov7XHxlsyfCf28Hp+6UukENG/fQPy18zT7XqhGFL4+9/aDY31biWCBTq2c2KA6sm97Zsi9lPkNpbMUTGrDpPtIPPth1U7ExifBSF8HlqaGCA6X7plGj69hZYaI6Fjcf+rNWrMWrtrFRDQdbU0J8YxEsO+/HIyf1+8X+ZpRoqVQnfbfshlYsHIngsIiWSIfCWiqqipMRCvKhUDN6uYSIppQmUfi2axJ/VnyDYfDKRsaNawLWylJWOKhIQ+fvZYQz8jzTPA9IxGNWryH9W7DW7E5CiEgOBxL1u5lvp/iWJkb4otODZAVHo0fLr9hIpqJniamdmiU5zXIMJvS52hRkCorSERLTUoRiWckEtg2blCKn4rDKXtSEpPw9Ox1eFy6jaTYBLYgztIfP4ln3aaOZtd54sECdw+cgZ6JIS79u4+1aGZmZLJr+VfXs310c0PX/1SlRIvuE9b8gIpIbydb/H31BTKlBLFRmECzWuYSVWWyro0rgnhG6JkYMXGMkkKjPobi7PodsLCrIarg7fn1+CLZElGAm66dDR7oNcFzz8RSC3DjVBy4gFYFIUFJllAkkJaS00pX1lClma2z7AtGdU0NJpqJ0ngWrETrEX1xctUm9llruzqi+zTpkccCcZHReZJbxKGfF61elQm6hngWXPD2w8JAhvwkBEmLSKbx98Tl+xjaszUTonIPquQh9NnQrvhn91kcOX+X7evQwlEkntW1tUKPdi7Q09FiCZzSILGOQgMoDGDpnHFYuHIH3n4IYiJao/o1ROKZq2MdLJw2jH3/44zhrH2Tqt/EAwiMDfWYLxs939WxrkIuBEhE692pGXYfz0kp+mJENy6ecThlRGJwKLIMqhXoseSjSLg61ZUIDKBgAao6oxYILp5xFAGlP9MCTrSU1rGT1z2wWFsJMxtZQsnABJtvvsKgpnZSX4cm+n2+ncS+JxHtyNK/RfeReNZ92uhK4dXE4RSUpLh47JzzKyL8g0QLvAnRsey63KJOTXSdMkp0nScEC9w/ch61mzlhz7zf2H4Sz4j85j50P3kTkhm9cfWc6uaKwpgW9bD3/mtEJ6XkaeVk19vOOYvilQUKMWAi2twVTESjTRDPqAijKGjqqCDJwoaLZxyZ8FG4CkKlyWTWLwvmMVZL0nOqoqXxHF32t0g8G/zjDJZyJQ+KupaLkhIr/S5NhBWQa2FKeOYbxZK9FI3X2wCp4pkAeX9FyAhyIHp3bIapo3uy70lE+/qnf5l4Rq2Vr/0+Yvx3q3Hxljvs7aqzxwitUsqfJgA92jVlohthyyq+xjGPNRLBjl+8z/a3bdaQtWUJkJi36KsRmDmxHyYN6ypxPEYGuhLiWXEhz7N9p25I7Fu0erfIE43D4ZQeKpa2SA/5iIR3vshMS4F7QHSBRDRpaZt0Xqldo2BCHIeTH9fvP0dkdJxUXz2auP534TkyLC0wxEYNJ7/uDQt92aEB4iKagLahPhfPOFWSq1sOISIgWMKzWRDCQt68x7snL/PMB6jjxP3MNSipFO3fS1whkubLE6Z6Wtg/pRucrCU7dQjSGBceuY+JWy4jPqVoXmDlFepMsqhdQ2JfnWZOxXpNVUNj3rbJkQkfiasgzj3aQVlFNftsmgs6WTi0d4OOYcVLKKNBs82ofhL7yCstP/GMIJ8ElrQp6+I0KwtOXVujtMWzRwZ18Dw0vcRWQEjoyg8hyU6eiNajvYvEvuTkVNH3foFh8PINRKeWTmjuVA+1a1iiZZP6zLts+tjeEhViJKJRAIA408f0yvOeJKJ1ae1comXmQmCA4Hm2bvFkGOrp5AkW4HA4pUeang10/b0xxDoLTrYGBRLROJySxsPLj7VIyYJ8+faFqbNxXTXcP9/Xo+ozcZJi45hvE4dTlSCLlueX78i1V3E/ndMhIE7Q63fI+lR5VlgMLExE1W83dh7D+vHfYeWgadg28xf2bzO/SrayxNZUH/smd4ONkQ7EayUEbf/2m2B8f/AOE/uve3/E3IN3MHXnday+8BSBUfLDF8ojJKxe2rgXPnezfU0FKJEzLlyynZ7DURRcQKuC6BobYsiP06GiqioSIAThqFo9W/SYLr/dsbxCnmeXNx2Q2Ld/8RpmMlkQOn8+jIltuUU0um1lb4dGHVuitMUzD78YNK1hXGIrIFSFIc8DoUEdm3zN98nz7M5jT4l94mvwwqrh1XvPMWVUT6xd9CXmTx2Kpg1r53nv/adu4vqDFxL7qJ2TUjFLE3q/P7edEIln5HlWy8aCeaIJItousbZODodTuiKaqpcnXGPecBGNUz4owFqOX0gCG9dpfKdxXhaiwABa8OzZHg07tkBWZhbzRJOWzsnhVFbI25iSFeXaqwRIt1fR0M4OoyoMdL1fs7E9awuMj4rBlq/+h9v7TiE2NAKpScnMd+3E7/+x8ALxirjyxjXvj/CPShCJZuKQP9r5l/4Y/d9FTNp2BcefvsNFT3/8c+0lOq08jpNP36GiiWdCYAC1bU7b9hsMLExZK2dRRDQ6N6taWJWYdQ6ncsAFtCoKeQNM3/Yb2o0biHqtmqJhBzcMWfwVxq2cD41PCYgVCfHAAGrbnLR+iaidk0VaF0BEM6tZnRmH1mnuJKrOU9fSRLMBXZjHWkEq2RSFtqU5lNQ0S6RtUxzyKDMx0suTQkcfn7ZxAzvKfb54YICVufxIZXqHa/efy7yfxLOdx66y78cN6oT1P00RtXMKIhoNlrTSv3rLcSxctRPrdpxiQQiKhlI4F04fju7tmkoEBgjBAm1dHTBxSGeFvy+Hw8nLde/APK1x1M557d5L1DfOv4qWwylpmjrUlmrcLaCupsqSrWlcp/FdFm8fekgEBvScMRZ9Z3/OggVILCAR7cNz7xL6FBxO+UJTT0dqt4wALcLqGuVt0ScadmiRb5eCuJ0NiWeautro+dV4dvvK5gOIDYuUqDYTRDMKHXt9/2mhP09pce9tMFTzSZd+5JftFSZ4pdH5i76ffeAO3obGoCJAv5/nl+9KeJ4JnmiCiPbq5sPChweoWJSYdQ6ncsBDBKowusYGaD2iDypDifex5RvyeJ6Jp/Fc/m8/+s75vEAi2tDFXyM5IREpCUmslbU0hbOSggZ9MtynYdLYQFd0UaGnq4Xfvp+IddtPwt3TV/R4MtamajHxFM7cUAonJVTGJSTB1Fgf9WtXx8fQSJmPJ5EuUsz0X5zQiGgcOHNTJJ4N65WdmiMeLHDm2mOWsHnx1lPmoZaZmYkX3u9x/sYTDOnZGuMHdVJoS6eTvS3bckMi2vdThijsfTgcjmw2Xn+J38+5Y1izOvhlgJtI7D/x9B3mHPBAG59kdOzZpawPk1PFadPMAbtPXGPjYm6xl/5i+3Vxg6amRr6vU8OxPmo61YeJdTWR5xk9X/BES45PhFV96QEEHE5lg+xV6Lre9/ELqW2TWXLsVZx7tsOT01cRExoh8Vy6TqR/V23HDoDvQw+E+H6AmqYGE9yaD+wGfTNjdv3vef2B/NbRM9dRr0UTlEdyL4pLQ5bcT5fRe+774Me+zVARvM9GLZ/DfoeNu7UV7ScRbcyKuaxit9kASa/kgohnJWmdw6kccAGNU+GhFM5BC6fh0YnL6PfdFyLBSwgWIPGsy+QRhXpNTR1ttlUGrt9/gb0nryMgOILdpkqx4X3aonOrxuw2GWz//O0YBIdFITAkAvq62qhTs1q+YhSJV4nJ2WmtEVGxuHpXdnUZQStblqaGUu8zNzHEoq9G4s37IAzu0Uq0XwgWuHLnGXS0NZh4RpB4lv2a2V8Pnb2NerZWaOUiO62Vwykof/31F37//XcEBwejcePGWLduHZo3b17Wh1XuoclMwMvXzLOGqn4pxaxx93YwsbYs8mtWM9Bm3lIHHr5ht0lEO+XhhzkH7rD2FCszAygr81ViTtlCXqHL5ozDL+v3wy8wlE1ghWoV8gkdO7Aj3obn3xJEE/nh/5sFFVUVCTsJIViAJvSUTM7hVBXIXsX/pQ/SklMlhTBlJVg71GXClzToGn7cqvk4t34nfO49zY6Wp7lBzepMnCaxuvXw3lKfSymfmekZMo+JjiMqKLuCqzzSrp4VS/stCnSt7v4hHBUpGI+23FAFmtvgHgV6DS6ecQoLH4U5lQIaCGnLDYlow3+eharKiUv38e++8xL2LFQlRi2QlBg29FOll1B1RltB8PB6h1WbjwrXI6Kv8lBRURYlbkqjcYNabMsNiWifDe2KLxesZytj0t6LJtjHL93nAhqn2Ozfvx/ffvstNmzYADc3N6xZswbdu3eHt7c3zM1lt15VdTIzMnHqj83MYJkm+3SbBIB7h86h65RRaNa/aFVi/ZyzzwkkmJGIduqZHxJTsz1xRjhbYtnXA7H7QbBCPwuHUxRo/Fy3ZDJe+LxnKdTp6ZlsQcrIQAcp+aTepaWkwvPafTh1ayNR9U4T9afnb6JxtzZQVlEBipgqyOFUVOg6fuLaH3F9+xF433Fn/yao1ZJanFuP7CtXUGaez4u+QlxEFKKCwqClp8NeL78FYi397E4NWT5nJN7pmRTserksaGlnCcfqJvD8GIGMXB+BPrm8S3a6X1clA2pxkmEnyQkZzDqhskKt9SrpZtCNDefiGSdfuIDGKXftmEmx8axsm1ZiOUWHPMO2HMo21pQ2WO48do0lWRoZ6Bb6tfefviX34kIc8g/LzMrENxP6sclEUUhLz5DbHkreDWTsz+EUlz/++ANffPEFJk6cyG6TkHb69Gls2bIF8+bNK+vDK7c8OHpBlBxI4hkhVAtc3LAHlrVrwKZRvWKJaN/uvy0Sz4a61sbyrtVlJydzOGUAjYt1bavj8p1nuHLXQ9TOSR5o7du4YPpneW0z6N/Jof+tw7snLxEZGIwOE4dkj6+ZmcysnPyW/F/4sAp7DqcqQi3NgxZOR1pyClKSktkcgQnKBYTErsIIXiS01W3hjNf3n0lvHc3MgnOPnJbB8gZVwP7buw6+vaKCu29CPwmGWez/AZ2c4eETCN/AMKkL0rSrd7+OyGrnJrFf1/sZ4n39KrWIxuEUFC6gccqNEeS1bYfheeMBK5umFSVKnuo4cQjzIeMUnjtPvJAurwQ9Kwu3Hnmib+fCtaZR2+SzV/JTelRVVKCrrckeSz5iA7u1ZAbKRYVEOFUVZaTLiSTX1Kj4XnWcsiU1NRWPHz/G/PnzRfvIb69Lly64ezdbHMpNSkoK2wRiY2NR1aAJBglosqCKtIfHLxZZQJPFrXdRcGic11eRqn90tDRhZSE/2ITDUTQ0rq7YeAiPn7+RCBVITUvHxav3oaejjvZjm0o8h0Tgum7OTEC7e/As29d+/GCcWZstntH9dZpnWy5wOFUZWlgvrcX1zp8Ph//L18x3UEJEU1KCnUsjNGhbfj3CqCWxRkM7zHVqiQvPguD34SMiImOgqamOTB19NGlujrdHLkjt5jAyNkCyniV23vsocZ+TbR3UsdeDpr83S8LmcKoyhRLQnj17hpMnT8LY2BjDhg2DqampxKRh5syZbJWewykM8ZHR2DbrFyRExYoGKYqtfn7pDt4/88LEPxex1SZO4YiNTxSZ7ctaoaLHFJoCtGvSavuu1bOhKOhYW7s64ObDl3kMmoX7O7jJbg/lVCzKaqwJDw9HRkYGLCwsJPbTbS8vL6nPWb58OX766SdUZRJi4th5XBZUkRbolRNSUliyAwPusO+11VVZFdrBR29x+DFQ914YBg7tS7bB7H6fd4H48Y9dbKKwYu6EArelcziKwOfdRzz0eC3z/mNnbmNAt2bobGcjUc3h2i871fnCP7uZiCYIaSSe9Z/7JRzacw9GRcPnNBx5GFmZ47M/F+HW3pN4ceUeMtLSoGtiiGb9urCwgcJUwJU0udsttcT8vHQ01eD++AWCw6OYQEbCPlmqtGveEJ6v/VnwiYCrU118Na6P1M4Ud79oPE1TwhCb+tD1V3wScEJMKl54+MP9U/ADtd8692yPpr06lGiYm+B/di1MCc9Dg5j/GYejMAHtwoUL6Nu3L+rWrYu4uDgsWrQIBw8eRMeOHdn9SUlJ2L59Ox9sOIXmzv7TEuKZAN2myjSqbOgwflCZHV9FpbqliUzxjMjIyGSPKSw08DrUsYHX2wCJFXYBEu2cHRSfEjaiTzvcf+rNVvLFRTQSz3S1tTCgm3QjWU7FoqKNNVStRp5p4hMvG5uqtTqrJOGyKB01DfUivbYgntG5RkjipBCB2ftvsxABb79gbN1+BI7zJyIkPIqJZwlJKahpbQ59vcoRBMOpONx76sUqpoWAm9zQmHzsynMYDGgBVzsgPcRfVM1BIlpWViYubtgrejwXz0qGijbOcMoGMqLvPXMien09Hulp6UzIUWTau6LEszQnN6ga5lRcPwpOwAu/GCAjHRu3HEZCUjLbL1yz0/X/jQcvMWVUD9S1tUJ8YjJsqpmxUDFZNLE2hHtANA4FpGB8u54K/QxUNHF8yJd4ff9FdgxoVhar/Lv07z68uvEAo5bNKZHKQ0E8e2RQh/28eHgAR+EC2pIlSzBnzhwsXbqUlahTQlm/fv3YgNOjR8FSLjgcaXhcui0zKpr2e1y4xQW0ItDMsS4M9XUQE5eYx6uMLgB0tDTQqmnRTPcpfOCnP3Mu8sWh9xrUvSUUjU01U6z4fgL+3nUG3r6Bov2N6tXE9LG9YWrEW30rA2U51lAFgoqKCkJCQiT2021LS+lJkhoaGmyryvjcc8/3MQ4dJP1UCkpQTKKEeEaCueCJRiKamqoKQkIjMHrWypz3qmuDJd+Mgjb30eSUIAHB4SwB+tajV0hLT0fdmlbQ09XKduGWg5WeOjz8YvA0TR9DbPRYNQeJaHS9E/JWspIk5O17NGjXrNxN2is6fE7DKQxUCVrURaCSQhB/kmq5YY9nIpSUs0UyccHr4JlbTByT5VdMfsbbfpvJFsYLgiCi5W7vLC6xp08jgsQzQvxYs7Lw0csX9w6fR9vR/RQuPKbYO2BTgBKUo2LYZ+NwFC6gvXz5Ejt37mTf00A+d+5cWFtbY8iQIdi3bx+aNSu/veCc8gu19qQmSp70c5MUl3/0e2HJSE9n5dfl7aJUkaXEqqoqmD91KBat3s0u7oWqLZqA0go53UetlkWhmVNdJlpt3HuOtbxR1RmtaGmoq2LmxP7F8juTR+0a1bBqwSQEhkQgKiYeZsYGsDCVHPToQiEyJp6t9JsY6rPPy6k4lOVYo66uDhcXF1y+fBkDBgxg++jviG7PmDGjxN63okOLHPnh2LlVkV57cvuGsLc0RNu6VhL/lklEs1COg1HbDug17U/RfmtLUy6ecUoc8tmb99t2FnAjVHpT+7C0quzc1LezRq1PE1GdWlaAv7dEYABN1q0d6rDgAKGVUwgW4CgGPqfhVGSEuQJr0/RMlFk59ej5G7lhX3Qd7R8UBltrSdsKeZSE0HTxkmwPVTr+JycvolVnp2K/T+4ABJ1adlAO+cjFM06hKfDsmVbYo6MlPU5GjRrFJs7Dhw/HqlWrCv/unCoPmUvrm5sgNjRC+gPI0NLKXGElwtQO+ujkZcSFR7FyYMcurdB6RJ9yEUctMSCGpiuklLhh3Rr466cpOHXlIR56+LCFHZdGdVhwgLjBdlBoJM7deIL3gWHQ0dZA++aN4OpYV6741LO9C1q7NGC+ZJHRcTA3MUTbZg2hrVXyE9fqFiZsyw2FIuw5fh0fgsLYbSpHH9arDbq3a8onHxWEsh5rqB1z/PjxcHV1RfPmzbFmzRokJCSIUjk5eZHnfyZQHL+Y9vWrS93fppYRnqZJBqXQYkEa7dMs8ttxOHKhCd2arceRRnYCYpNT8e8FryFx6BxG9ge1bCQnq7nFM6Ft89GJyyJPNKLjZ0NL/LNVFcp6nOFwSmOuUBBBvyCPKWkSPwbLvT8hJgEmzRqzgLkiv0dwqETLPIdTHAr8l+js7IyrV6+y1XlxRowYwS4maMLB4RQF176dcXXLQemrJFlZInPd4lacHViyFu/cPUXlwRSH7X7mOnzuPMGENT9C36zsEtuolFhLrA+/aQ3FHQuZaH8+vBvbpHH5zjOs2XqC2Q5QlRqJZtfvv4CzQy38OGMENOSYd+rraqN3x7JZqaXJy+mrj3Dm2iOERkSz4yTvI3FCI2KwfudphEXFYuyAbG8TTvmmrMcamjyFhYUxT5zg4GB2POfOncsTLMDJwdjaErHhUTJb8VU11EskTfnZx1iMWbuZfW+gp43U1HSEhEdj4codWDpnHNvH4SgaX/9gttgkCxLP1NRUkZKaxsZT+o880awtTfD95MF5n6CkBE097TyBAeLBAlo8SKlSjTMcTmkstDdxsIO3DL9i4RqevM8KwtsPQbhw0x1BoVEwNtBFp1aN4Vi/pkIWpzWMDZEYJGmdIY6Stjb+8qZTpeSCWWHIypBsmedwSkVAmzp1Km7cuCH1vpEjR7IB57///ivWwXCqJs36d4Hfs1fwffScnYjpb0lJWQlZmVmwb+MK5+7tiv0eL6/eYxHxuaEJX0J0HK5tO4x+332BsiStfmN43CuZUmIy/D934zECQyJhpK+LLq0bswozKt2mlXQaW4XxVWj1fPbKDzuOXsEXw7ujvEFtM0v+3AsPr3ei407PJZ6Jc+D0TXRv21SuQSqnfFAexhpq1+QtmwWnae+OUs+vBIkCTl1bKzxFy8M/HBP2eiAuJQM1a1jh97ljWSXs/N93wC8wlItonBIjPDIntU4aNCQ1bVibWR288HnP/IXIk9TNuX4er6HtN99hSA179BgONOrYEpZ1akrcTyIatXPm3s+p+OMM8ddffzH/NVqsady4MdatW8cqnzkcQTATp7CG9z3aNcWR83eQnJIm9X5LM0Pcc/di3SPy2HPiOtuEgBRaGLh05xk6tXLCzAn9i22VYtu/Nzz/3UYTkDz3Kakoo/aA3nCqWfjQM3GEAAQhRTTepj4O3XwHZTVu98ApPAVzDQQwcOBArF69mq3YSINKn2nlpjQGG1tbW2hqasLNzQ0PHjwo8ffklCxUkjtsydfoO3sSu1A0MDdBDcf66P/9ZAyYN4W1eRaXp+duyFwlIRHN8/oDpCbLFmAUAV2QJUTHsnYneZ4EimbnsauYs3wLrt59jldv/FlK2P/W7cOyfw7g1JUHUFaS/vOlYzx3/QmSU1JR3jh/4wk8XuWIZ/lBFQA3HnwyKOWUa8rLWMMpOPVaNhEtdNDihwCdc01rVEP7cYoPgUnNyER6ZhaaNbTF2NH9mOcZ+Z8t/24cjAx0mchO/owcjqIxySewhv7uyZuzW9sm+HbSAHwzoR9auTTII57RYhlN3g4FKCGhhj1sLKSPxVw8q5zjzP79+5llwOLFi/HkyRMmoHXv3h2hoaEl+r6ciiGcaWlnwLyVi2hTadkKm0L1WQAJnTsKYvFibKiH1i4OotskdFGFLFHDygw+7z7ij83HEBEdJ/M1yP6FxDN2XJ8ELmGh/codD5y++rDYn7f2yCHQr1WTLbjlFs+0LCxQ/7PRxX4P8fMtpZbuvReImENHoLx/J94dO4X0xMRivwen6lBoZYLSab777jukpeWo2eHh4SwOet68eShJ+GBTeSF/HMcurTF25XxM3/47Rv86Fw07uClEPCNYe5EctSUzIwNJsfEoKXzuumPzjCVYO3Im/hz9Lf75bB7cz14vcSGNBr79p25KHfjuP/XGg2evRfulQS0oVK5d3qBqusJAFw1xCUkldjwcxVOWYw2ncJBg0POb8Ri4YCpsGtZj7ZqmNazQadJQjP9jIbT0dBT+nq625jgwxhlbf54IDbF0NEFEo40mDxyOoqldw5JNPoWJaG4oVKBLG+dCT+qoIoLsHDhVY5z5448/8MUXXzB/TQcHB2zYsAHa2trYsmVLib4vp+K0ad5MNxdtlLRJ54rCdqlMHd0Lje2zzfPpnEWewORf/OFjGLs2JpHfRM5YeezifbkVZscu3iv2XEZNRxvtN69DndFDoaqbfb2goqWJWoP7o8O2v6FhqJjOHPrZ6Wpq4M+v/8DHWbMRc+gQfA8eh/svK3Gm5xCEPnyikPfhVH4KrU7Qas3Ro0dZQo2npydOnz6NRo0aISYmBk+fPkVJwgcbTlExtDSVqIzIjYqaGrQNSmay9ez8TRz63zqEvQsQ7YsODsPZP7fjxs5jKClIKNt2+IrM+2m8i4nLf8VFU0OxrVeKICwihrXJFJT0jExUtyxe+TendCnLsYZTNBGtQdtmGPPb9/hm7xp8ufEXuA3uAXWtknHzpxbO3e5B+GLJdhw8fB7uL9+KLuJJROPiGack/9apqkxVTYWZzovvJ4b3aQvb6gUPPxJEtLf6NaHf2DlP2xan8o0zqampePz4Mbp06SLaR39LdPvu3bt5Hp+SkoLY2FiJjVP5Pc7evA8XbdSyWRSLF7qG//GrkXBuUItdC5+9/hi3H79ioth3XwzKt33z7fsg0cK7NMh3lBbbi4uari4cv5mKvpdPoO+10+h37TSc534DTWPFhrxlnT2F+AvZqZ9ZGRnISk9n36cnJuHOzHlIDJbtxcbhFFlAa9WqFRtUaIBp2rQpK4OeNWsWrl+/jpo1a5abwYbgAw5HoEnPDsxTTRpUMuzYuSXUxKoYFAW1hV7YsId9L22F5va+U4gJCVf4+9Jgt3rrMbwPlF+dmS6nxYnmAjQJoBCC8thCU1DfUnqclqY62uVzkcApX5TVWMMpOajSN+pjKGLDIou1Yr3m4jMM+vscDjwLwl0PX7x44YMfV+/Gyv+Oyq2o5XAURX276lj7wxfo4NYI6uqqrLKjbs1qLCSgKIE1OupFT6nlVLxxhqrcqMU8dzgN3SY/tNwsX74cBgYGos3GhpugF5eooFBc+m8f/pu6iHWI3Nh1DPGRMeUuIEB8Kyokoi2cPlxiX+8OzfIVz7KfK39uREKcajFStnOjpKICNV0d9lXRZKSm4vWu/dLvzMpCZmoafA8dR3kmIyOzUPs5JUOR+uN8fHzw6NEjWFtbQ1VVFd7e3kgs4d7hwg42BB9wOAIO7ZrBvq1r9g0x5YWq0gwsTNB+vOI9eog395+xtE9Z0Ir1y+v3Ff6+d929mOdZURF+QhOHdlFIwo6iIWPUgkAiu4qyCuZNGZLvRQCn/FEWYw1H8WRmZOLOgdPZ7euT5mH9uDnYPH0xXt8vfIXHlVcBWH8l+9yWIQSffBLjrj94gZOXuC8qp3SwsTJj7U9H/l6A4//+gD9++LxAE1JO+aIijDPz589nVXHC5u/PW32Lwzv3l/h38g94eOwSwvwCEPL2A27vPYl/Jy9EiO+HMhPPWEBAeGaBAgIK9fqZmdi456zEvou33fHydf6ftb1bI5ktnLS/ZRN7qKpWjAWA+Pf+SIuV7fdGIlrAucsorzz39sPURX8jMDhCYj+140758W/mc80ppwLar7/+ipYtW6Jr16548eIFM/F3d3eHk5OTzEqwsoIPOBzxKrMB309Bz6/Hw9zWGqoa6tAzNUKr4X0wce2PzLOnJEikE7UcAYoEvISPgVC1sMKz4ASFve+Za4+KlYpjYWqEH2eMgEujOigLKE2PJsO5SUxOwbkbT5iHQ4PaNnnEPaoC0NHWhJWFMWvZ7NXBBX/9NKXMPgen6FSksYYjn7N/bsO1rYeRGJNz4RrqF4iDS/7Ey2uFW0DYfscLKnLOqccvFd+PhcMpLMVZaIoPCETgn+tZdYQ49O/l5KrNSIpT3LUBp3yMM6amplBRUUFIiGS7GN22tLTM83gNDQ3o6+tLbJyikZqUjMO//IWM9AwWIiZAXSopidn3ie8vCbFMfCPfw3R7h0IHBBT4/TIzsW7bSZaaSfOCWRP7s3ZOSuZcvGZ3viJa/y5u0NPRkmhXF663qfJsZN/sAKGKQEGq2pLCwpEp5olYXqDrmm2HL+NjSCTmr9whEtFIPFuwcgeCQiPZ/fz6p3RQLewT1q5di2PHjqFnz57sNpU904CzYMECdOjQgbVNlofBRhhwaONwCAokaNKzPdsUCZ2spF08036T6pbZZmMyyEzPQLVGddiqEw2cimrjoBOpPM8CedCAuObHz6Gro4WyID4xGfN/34HAkAgkJaeKqs1IPFuydg88X/sjOjYeP387Bscv3sPpa48QERXHBnhKPRvSozX0dMvm2DmKo6zGGo5iCXrth2cXbuW949N58cI/u2HfxgUqqgW7HHkZGIkMOefUsMhYdt7Q1uJjP6f8k5mejjtfz0P8B388SIpHm/WzROLZngUrEerrj6TYOAz7aWZZH2qlpKzGGXV1dbi4uODy5csYMGCAKHyCbs+YMaNE3pOTjeeNB0hNTJZ6Hwln0UFheO/hDVvnBiVWaaZtmeORGJGlgUPPY4oUEFAQKEhMEM8Ez7PWrg74Zf0+PH31DkvW7MGGpdNlBgmQn+jv8z7D+p2n4OGV489Yq4Ylpo3uBVtryc6w8oyebQ0oa2ggU86/a/JFi/L0hknjRihP0DyTChtILCPRjEQ0+vnT7yU6NgG1bCywcPqwctk1VBkptID2/PlzJmaJo6amht9//x19+vRBScEHG055JDU9A7P23UJPx5ro0zg75UYQz3468RCWBtrQNzdBXHikVA82VU0NuDt1huqnVSdFQQMhTSSLshJBvmg+fh/RtGHtIr+/8L5FOZHraGnA1bEOE9DW7zjF9rVr3lAkntH9VFGmoa6GYb3bso3EwuJU3HHKH2U11nAUi+e1+2zxgto4pUHpx++fecHOpWAXqzoaaohOkqzUEYfOA2pqhb604XDKBGVVVTjPm4nbM+cj5PptbP86FR36tsGhn7cy8UzHSB+dPpf0LuJUjnHm22+/xfjx4+Hq6ormzZtjzZo1SEhIYEFpnJIj4kMQlFVUmCenVJSUEO7/UeECmrjHmUq6mWj/U++gEhPPiN4dXXH/qTeG9GwtajEnT7QfZoxgIlrTRrXlpnAS1NWxbM44FhgQEh4FIwM92FST/HdTUbqRdGtUR+xr33wXNkqaqJh4nLvxGHefeLFwByd7W/Tp1IyFIMnCUF+H/R4EEe2Xv7L93Eg8Wzp7LPR1tUv8uDnZFPoqM/dAI0779oqt7MkNH2w45Y0DD9/g/Et/XPTMTtgkEU0Qz3bd82Hdm1umjsf93/5GWkqqqCycTuJ0n8uKRQg1MFL4wNm1bRO8epuT+llYqDS7KFCyz+Fzd/Da7yPzRGjVxB5De7Uu1AoViW6fD+/Gvj9+6T4T0QQhjcSzX2aPRV1bK8nj5eJZpaMsxxqO4kiKiy/AYwreotbPuRb+vf5SahWa4MeiVkH8WDgcwry5C2ouWYT3S/4Hz6sP2UaQeDZ6xfcwtalW1odYaSnLcWb48OEICwvDokWLmJezs7Mzzp07l8frmaNYNPV05C8uZ2VBS1enZAMCYnPCw+T5nR06e5u1Tg7q3lJi/40HL/HqrT++HNE934VqAz0d/LHwc6ioSLZgkoj208zRefbLw8LUkG0VGZvuXfDy9b8y71dWV4dh/ZK1faGAt3m/bUdCYrLIwzUgOBznrj/GgmnD0LxxPbki2tTRPVmnjsD0Mb25eFYRQgTKChpsVq5cyQYbGmgoOYcPNpyyZJRbPQxxqc1OgN/uv42TT99JiGfLBrVA2xaN8MWGn+E2qBuMrCxgaGkGp7bOmH18Lap16VQi6VsdWzjBsX7NvB5hysoskVIemupqqG9nXej33HvyBpb/cxBv/D6yi5O0tHTcfOSJWb9shmcBjEqliWjUkimONPGMw+GUX0xsrGQmIBdFAB/fqj6MdTWhkus5JPqTcDayHxdXORWPpt3awPTrryX2jfjlWy6eVXKog+b9+/esVfT+/ftwc3Mr60Oq9Di0by7X44w8kuu4NS7xgID80jXpupk8rbYcvIgj5+9KiGcr/zuCk5cfSPUKloYskaww4lllwXZAL6hqa+ekpYmjpIRag/tCTVe3xN6f5ke/bjiEhKQc8YygThpK0lyx8RCzspEFVZ6t2HhYYt+yfw7mCRbglCwV7l8OH2w45Qma+JFIJohos/bflhDPhrpmr2IYmJug06RhmLp5OaZtXYEeE/rAsm6NEjsumkjSytKofu3Y6pOwr0vrxlj9wxcwNzGQOWkd2L1lviJbbmjlZPfxa+x7yQEhk7WErt56otDtpEkpqQgIylmlI95+kJ64y+FwyidOXVuzilupKClB20APJ37fVOBETlM9LRyY0h2ta1eTuP6lKtcVcyfAtnqOtwxdjAaHRRX3I3A4JU5KdDRSTxyV2Hdz8x6kp5Y/M2sOpyJjVM0cboN7yLy/06Sh0NBWjI9ucQICHOrWEBn0CyKaIJ7RdXaX1s5o16x8+XRVBDQMDdF63W8ikUxJVUUULmDVsS0afTW5RN+fkjL9g8Kl+lTTntTUdFy7l500Lk08+37FNuZ5RuKnhakBDPS0WfCaeLAAp+ThRiEcTjEhIWrpIDccevxWtK91nWoi8awkoJNkcmoqateQXJ2OiUtgpcFO9rWgrqaKkX3bY0SfdixtR11dFSqfJrLUQ//L+v3wCwxllRssCEFZCf06u7HnFJZLt8mgVJkJZrmh16ZQAy/fAJacWRBEgQFvsj3PalqbM/8zoZVTCBbgcDjlG0o47j1rIk6u3JTnPlV11exkTiUl5oVWUGyMdbHls04ID3yD+8pm+O3QfcQmJsPQIGfVODI6HpsOnMdTz3fMG4Q8Qjic8iqe3Zo2GzE+b6FhYgTjYcMRvHkLfJ744NhPqzBg8WyoqquV9WFyOJUGEsn0zYxw98BZxEdGs33UIdJuTH807NhCYeJZvE19HApQKrLH2ej+HUQdHiSiCZB49vX4vty+pIhQQEDPMwcRcP4Kor1fQ1VLC1ad28O4oX2JvzeJZ/Igz1hpj6G5FKWmxiUkiRYIQ8Jj2EIi/R2QiPbHlmNYOf8zHiRQCnABjcMpJnRS+/nkI4l9d94E49QzP4lgAUVBYhStNKSmpmHpnLEiEY3EswUrd+JjSAR+/GqEKASATqS5K8oszYywbslkFl9NfmWaGupwa1yPpe0UhYio2E9rJ/IeE1eg16IEPfHAAGrbrFOzGjbtvyDyRKOhoTsX0TicCoFj51YwtrbEoZ/+REJULBPrdY0NERcexcSz3jMnwKlrm0K/bkR0KpYcOY+UTBLdUzHn121YOW8Caxmdtvgfdi6hRYPQiGguoHHKJWRWfWv6dyLxrN3GNdCzrYk7ltUQvnwZE9FOrtqMgfOnlPWhcjiVBroubta/K1z6dEZ0SBhbADawMC2y8EBtmpo6knYsxRXPxEW0mw89WaeHABfPig+JZrYDepf6++rl41VGc0o9Hc08+ykYLpzNtXI9PvtJLHl8zucDuXhWSlS4Fk4OpzyROzCAKtHEPdFIRFM0ZBRpZqzPeuQXrtyJtx+CROIZVZ/p6WjBwiT/wZpOso3q1cTAbi3Rs71LkcUzwtRYP9/H0DEXBGo1NdTTkQgMEDzR+ndxg6qKMozEKk04HE75p3p9O0zZtBzWDnWYwMXEM0oImzkBjbu1LdJreiSpIyoxlYln2prqCI+IxsxfNmPyD38x8YyYNrYX3JzrK/SzcDiKTOGsM3IINM1MReIZodW4MUbsXAVtPW249OlY1ofJ4VRKqNrH+JM3cXHEM/I4S3NyQ1a7nqJNEeIZQW2btDAuzrGL94r1mpyyw6VRbWhrasi8n1o7O7RwzLP/4i13mX+j5JCTmJSCFN7yX2rwCjROhSQ5PpG1C2rp6ZSp2r7n/us8nmdDXbJbN6mlk0S0uhYGqG9ppLD31NHWxP9mjsaiNbvh7RuIb/73n+g+YwNdLP9uPKpbmqA0oXLyg2duS72Pfj9W5saoV6t6gV6L0jvnfjkYQWFREjHZgohGCaPiPkccDqdioK6lyfxnAjzfiPaZ2xY+sESAzrfJaRlsEYNENC0NVURTS+gnpo/phe5teaUqp3xTs093VO/cjlVEiGPXtjm++WsmlMxKNhGOw+EUPyDAwysGwEfRfXo62gX2O5NFbs8zUyM97Dt1U9TOmTudk1P+0VBXw+cjuuHPbSfZ3DG3PXSfTs1gbZk3HfhjaGR+jT44ePY2Zk8ayKsTSwEuoHHKLeSNc+bP7eg2ZRT0zYzZPjKavrnzGILfZqc6mthUQ6vhvVmLUFkw2MUOl18FoKdjDZHnmRAsQFgaaKOehWEeX4QUewfcSCJT0ZAirU4JItrMn/9jQpNAWYhnRHULE4wb1Ak7jlxhnmpCkAC1T6moKmPWZ/0LJXSSiCYungnQa3DxjMOpmNW65//eheeX70js37twFUYunY1q9WoV6XXHtsyuLiMRLSklXeK+ZnKi4Dmc8kRu8YzSuXfcCcCo5u2gFeKPeF9/qFgq3hKCw+EUDeFafhNVmkVlBwQokldv/SXEM6Ftk66DBU80CgRr4+qg0PfllDzd2jSBjpYmdh27KvI7M9LXxeAerdCvi5vM7iM2j5ITyHb9/gtWSDFpWLcSO3ZONlxA45RbSDzzufMEob7+GPPb9/B76olTf2yReEyEfxAzp44Ni0TrEX0UfgzxkTF4ceUuYsMjoW9qhEadWjLvHgFNNVVsntAxjzhEg9zywdkimvh9kqaixRtwKd0yPUPStJ+CBcqKYb3aoKaVGUsK8vYNgKqqKlq7NMCQHq1gY2VWZsfF4XDKh3j25NRVkeeZfRtX7P9xNatGK66I1rlBdSag5Wb+7zuw/LtxMDUqWPs4h1NeoMoVn9A47PFMhKO5BZrbAfG+flxE43DKAYoICMgP6tro2NKJzSHEPc+EYAGvtwFo5lS3SK+dmpbOTOhz+yNzSg+aH7Vqas+8zTIyMmBuYsiSNWXRqaUTTl5+kO/rHrt4H/27tCiQtQ6n6HABjVNuocozEs+ig8Ow87tfkRBF5dHSubHjKJy6tIaeqeJaJR+fuoKLG/Ywvx4lFWVkZWTi6tbD6Dp5JFz7dRY9TlZlVe79ihxwBc+zsMgYaGqoQU1VlSWzkCeaeLBAaUNeQ7n9hsj0cs3WE5gyqgcLKxBP2vx3zzmMH9xZrqcZ+brdeeKF1LQ01K1pxV5f3iDD4XDKX8u9n7unSDwTPM+G/zxLJKK9e+pZJAHtY3Q8eq3JTucVhwx1WeAKF9E4FVxEex6aBnARjcOpMuKZ0MHx9YS+UIJSnpY8EtHS0zNYt0ZhoOCwPSeu49mrd+w2dXoM6dmaiTOF6RKhRTFf/2AEhUbBUF8HDnVqlFnbYNgjd4TceYCGX30p8Rli377Dm72H4Pz9TCirlc8UYzpeqiIsCOQH3a1tE1y46Z7vY+88eSWzko2jGLiAxim3UNsmVZ7tmruCiWhyUQJeXruPFkN6KOS9fR+/wPm/doluZ6VnfPomCxf+2Q0jK3PUds1r8pgfOrXsoBzyUSHiGQlLgucZDWCCJ1pZi2i5B9mlfx1gSZ/BYVFY8s1IJqKReLZ49W68ehvA+vpXfD8hz+Cdlp6BtdtO4Nq956KydVoxo1WVJd+M4q2cHE4FgbwqR6+Yy4SyBm2bifZraGsxEc3r5iM07l74IIHQ2ESM/u8S4j+1bv7xeUd4p+li4/aTzFBXENGeevqyFhgOp6KKaCpGptBWzWKtnBwOp3SQlq5JYQGHnseUqHgmLqLJorDi2YNnPvjlr/0SPlqU7Ll6y3EWUjB2YKcCvY5fYCj+2HQUvv4hon0kAs0Y1wdNG9ZGaZIcEYk7s+YjIykZGWmpcPp2BpsrkHh2c8ospERFQ93QAI1mfInKwIyxfRARFYfHL3J8ZHNDNjpCiBKn5OBlHJxyL6KN+OXbfB+npKzMPNMUxd2DZ9lrynqvuwfPoKxIS8tAamqaRGCA4IlW3646E5lSUspHEgsNZJNH9mBl4i983mPJ2r2IiokXiWd03F+O6C515WvroUu4fv+5KJWGPhcRGR2HH1buZCIch8OpGOiZGEmIZ+IiWlHEM+LEUz/4R8bDVFcTP3WqjYldndC7WwsM6pudWkjVwxOHdOHiGYfD4XCKFBAgnqxJG7VVU0BASYtnioSun9dtP8XGRMGjmBC+3X/6FgJzJX1Kg7pe5v66Fe8CcsQzIjQihl3fk29baaJpYgyn2TPY92/3HobHH+sR88ZXJJ4Z2tdDvbEjUFmgYoI+nVzlPiYjMxN2NSxK7ZiqKrwCjVOuSUtJZd45+ZGZngGjaorz2fJ/6YOsTEl/MQHaH/DyNcoKqsAi4YziisUDA0iM+nnWGDYIUqlvecG+tjU7rh9X72Ii2tjZf4iOd+m3Y1BHyrHGJyTh7LVHUr0ySUyLjkvAtbvP0auj/IGEw+FUPhJj4/H03HUo33mC9kp66Gxlhq5mOe3hbVo6w8pQG7VsLNmiAodTklXW0haAaD9RnJTwzPR0KKvmvUzPSE+HipT9HE5lIi05BT73nqJhB8lWtMyMTLy8eheNOrcq1r+vggcE5CRrErqaasVO1yxtnnm9Q1RsvFxh5spdD4wdkL34JAtq/6TqbmlkZWViz/Hr+PnbMShNag3I9r92/2UlE9FoI0g8a/PXSqgbVC77hqaN6rCKP7LHoflQ7t8j2VXQYzglC69AqwTEhUfB8/oDvLr5EAnRsahM4tmh/63DuycvoaapAQ1dbZmPVdNQh0N7xfV7K8spmyaUlAtXOl0SIpq0tE1qWSpP4pm4iLZg6lCJfT/OGC5VPCN8/D6yFk5Z0EUTXRBwOJyqRWRgCP6b8gOubzuCYO93qO3lgffnrmLzD//g5ZUcg90e7V24eMYp8aqOlf8dxfGL9/KIZ9uPXMG/e8+LhLTCEnTjDi6P+AyJwZKVHkG+gdj4xUIEv3lfrGPncMozJBIfWLIWx1dsxL1DZyXEs1N/bMbJVZtxcePeUvM4E98qmnhGRMcmyL2frqmpO0QedC4jkU32/YC7py+Sy6ADhkS0OiOHSOyrjOKZ0Na76KsR0NXWIltZEfQ97Vv09Ui5rb8cxcB/whVcYDq5ahPWj5uDY79uwNFl/2DdmG+ZRxcNPiUJnUhpIiONiIBghbzH6dVbROLZ8P/NxPCfZkJVXdIIUom8sZSV0f/7ydDQkYyBLw513BrLbeGs6+aksPeqClC7Ja1cibPr2DUkp6TK7OGXS1YWnnv7yVwJ43A4lQ8ad2isS4yJlxAmqCqYJlY7Z/6O1GjZYTMcjiK56+6F6w9e4L/9F0QimiCeHTp7GyevPGBV17KIeuWNjJS8Y1jM67d4vvYfxPl9wI3JM5EaGsr2f/B4jf0rdzFP2Ft7TpTgJ+NwyhaqsLRpVI99f2XzQSaiCeLZiyt32XV4jU/3V8SAgNLGwlT+56DWTksz+SFsdM0tWKnIIz1D9uJ3SUGeZ/7nLknse7Vpe5EXMMo7ttYW+HfpdHw2tCtcGtVm26Sh3dg+7g9dOnABrQJDKzMvLt+VOEHQAPPo5BUmopUU9H6UTrl5+mJ8eO4tcd+Doxfw7+Qf8PKa5IpsUWg5rBcMzE2YeFbDsT6sHergi39+hlO3NlBWUYamng4cO7fCpPWLUa9lEyiSVsN6M3FOQt4nlLLN7FsO653nOfSzD33nz1aG01PLhweZoqAyYVmrU/mtWokHBlDb5pRRPSU80aSJaPXtrKGmJrtFhf7iY+OTcPFW/mk0HA6nckDnVtpktdenpqRi9RfzsGXnCTx6/rrSXjxzygetXRpgeJ9s/z5BRBPEM2LyqB5wrG8rMznuxudf4953P0qIaDQRvDVtNpRUVKBdzRKJgUF4N28BAi9cxcbPFiMlKQXWDeui33dflNKn5HDKhnZjBqDN6H4iEe3XPp+LxLOB86fAvo2rwsUzFhBQycQzwqGODazMjWUuTtO8pkurxnJfg0LK8kNXWxM6WhooTcQDA6hts9FXkyU80SrrdYCujhYGdmuJn2aOZtuAbi3YPk7pwE0UKig0ifC5K0M8yMqC+9kbaD2iLzPhVzTkN0bVZ1QBt//H1SxFjQQuEs8u/buPPSbCv2hVaElx8Xh47BI8Lt5i3xtVM0fkxxBYO9RlohmlX/aZ9Rl6zhgHFTkCS3GxrFMTw5Z8w8rEE6JyKhp0DPTQd87nqFZX8qLY/ex13Nx1HPGR0ew2VcM1H9gdrUf0YcddkGTN4xfv4/KdZ0hISkENKzP07dwcHdwalZjHQ2HEs792ncaTF2+x/LtxEqtUB07fxOFzd/DL7LFSW0dp4Pp53T6ReCZ4ntWpWU3kibb07wMsAEH8c5LANqRHK+w9eUPmcfXs4MJjmjmcKkT4e/kX8JkUxxwSipdevnjx6i001FRhbKSHDm6O6N2xGUsr5nAUBY1ZY/p3YN/vP3WTiWgCJJ717dQ839cIufOAiWgtfv8ZCQEfRRNBTXMzNFu2CPfn/MD2P5y1gD2+pmMdDJo2GOpamiX4yTic8iOiUXXU7b0nRfsULZ4JYQFJtdxEAQEVsU0zv3PVd18OwvzfdyA1LU3knUWCGoUKTB/bG8aG2Z85PT0DL16/h3MDO4nXUFdTZTUF8vQoJ3vbUp2zUAqnuHgmtG2qGeiJPNHUDQzQ4PNxpXZMnKoBr0CroLy+/0xmi2E2WXjz4FmJvDcJV0MWfQU7l0YiEe3Qz+tF4lnrkX3Qdkz/Qr8u+bdt/eZn3N53ErFhkUhLTkWoXyDOrNmGE7//K1F1UJLimQB9vq92rsSwn2aix1fj2Nevdq1i+8W5f+Q8zv65XSSeESkJSbi56xjO/7Uz3/eJiI7DNz//h0PnbrPvqSLrtd9HrNp0FOt3nC6R1RMaIO88foWdR6/g4Bn56TsJicl44f2epe/Q4BscFsX27zt1AzuOXmWCH4lkv244hKevfCWOlwbSvp3dYKinIxEYIAQL6Otqs0mGtAF3ZN/2GNS9ZZ4iQKJzKydMG92rzMVFDodTelDVsTzobJCioio6B6WkpSMoNIqJG1/9tFF07uJwSkJEE6hmZpSveGbm2gSt1v4KFQ0NJqJdGDQW1z6bwSaCNAHUMDLE+2OnYTdsoMTzas2dCWOH2mzSz+FUdqizIyYkXGIftTArWjx7oGLBxLOKGBBQUGiRe/2SyejVwRVG+jrMJ4tGys+HdUO3tk1Ec4Pf/juCH//YhUu3n0o83825vlzxjBg/uDNKEw1jI9gO7JMnMIA80Zr8MAfaVpao0bNrqR4Tp2rABbQKCnmcyRMPlKBUoj5o5EUmLqL53HkiEs/ajR1YJGHj2rbDiAmJYKtNIj6drVlIwq1HKG2UVVRQp7kTmvbqwL7SbXGSExJxffsRmc+nyrTwD5IJPrnZtP88IqPjJNJUhAng+ZtP8OTlWygSX/9gTJr3J5b9cxCHzt3BzqNXMXnhX1i/4xSLP86Nnq4WqzyrbmEiEtHWbjvBPMwI+lVHxsTjzhMv/LBqF/7bJ2mc3KqpPf5b/lWewAAS0Tb/+jWaN64n1fA0MzOT9ffvWPktatesJnH/jHF9uXjG4VQxajVpCE05YTI0HfA1yhvfTivsMXGJ+HN7ThUDh6MIBM8zcYLCovIEC8gT0YikkFCkJ2QbfafGxSP03kO8PXAUz//4S+I5t+b8jGthymzSz0U0TmUmt+eZma21hCeaIsWz56HplVo8E6AOErJR2fLbTLg41mHnrx1Hr8D95VuReEaL6yoqKjDItWBFz+3axlnqojbt6tyqMZsnlCY0D3CYOgntNv2ZJzCARLQuB7ZBp7rk/IHDUQRcQKugWDeojUw5Ro10UrRuULIxtiSi1XCqn2eCUxRhg+KqaZCU5W1DfmTuZyRN6MsDbx94yPU7o0Gf0lHJW0HVwgrPgiWTcOITknD7sVeeKGLxSOKz1x8r7Hjp/Rau3CnyLSNDUJpcEudvPMlj9C9Apd3iItrFWzkrU4JWRoIXceLyA9x94iXxfGrJlIa0/RTN/N2vW/H7f0fYgP7w+Wv4fgiSeMzyvw+w+zgcTtWBxpwuX47IvpFrmKHTkLdxNURqSZ8A0fnJw8uPV6FxFIZ4YIDQtpnbEy0/qNIsD8J1kNj1kPPC2dCxtkJ6SAiuT1+AcB0LaOqUbRo4h1Na4hm1bX7xz/8kPNEKK6KRYCa+VTXxTBw1VRXMnzqULWCnpqVj8do9GD1rJRPPVFVVsHDaMDRzqpvnedPH9GZdJapixQT0fZ/OzfHVuD4oE7KyWNEIh1OacAGtgmLn4ggjKwupbZy0r3qD2qhWr1aJHgN5nl3belhiH7Vz5g4WKAiJMXHISJNdMUdVadFB2UlUxbnYjQ4JZ/5t8sTHwpCSmCT3fhL+0qJCWarPplB9ePjFSBiTUsumIDxJg4Q1akFSFJduP0N8YpJINBOH9pAPW25Tf6rcoFZPWo1q0lDSE0GW6EciWlHx/xjGRLrbj19hzvIt+HPbSSbSUcm5wAOP11ix8TAX0TicKoZT1zYYuGAaTMRWlZNV1PC4mh3u2Njn+/yg0MgSPkJOVeHWI08J8YzaNqmdU1xEo+S6/Myv80VZCR8v30DbjWtEItrpudmVaxxOZSA+Kga7vv8NoX4Bon3kH0zzGfNaNtDU1ckTLJC7I0QetIht3spFYntkUAcvwjOrnHiWW0RzaVSHzTXIjoWQJZ4RJK59OaI7dq76Fj/OGM62HatmYfLIHuy+0oaKLtyXrcKdmfOQniQ5H/PavBPXxk1BcmTVXjRLS89g41RcvOTPhzqOzlx7xBcViwgPEaig0MAy4udZ2LNgJfMHyDaqV2LCkImNJQb/ML1E3188MIDaNlsN74PDP6+H7+MXEsECBUVLX5cNhrKELapq0ytGIILnjQe4seMoE88IHUN9uA3uAbdB3fLxkpOPUFIuL3DBwLmxzFQfMrWWZ8pJYpSZsWRZcnF45vVOrocBiWdv3gehUb2a2cefmYUla/cwT7Z7T33wPjB/EZOe8/5j0cXOJg1rY8HUoVj29wF2LASJd1GxCSzhZ1T/9thy8BLuunvhxOX7GNS9VZHfi8PhVDwatHWFfRsXNvYtPf4AJ99HIj2rYCvQudtSOJyi0sqlATq2dEK9WlYizzNxTzQaT4WxVF5ynEHd2oh5LceqgVKwPb2gbWHORLTri39D39U/AN4PS+aDcTilzOX/9uODhxf2zPsdo379Dua21ugyeRRC3gUg5M17HP/tX0zb8ivUNDWYiFbbxZEVChQmIOBmuoFo/1PvICgpSy5oV0Vo1FTJFXSmWoDgM7J2IU+0soYCVgIuXkV6QiLuzlqAlquXQVVLi4lnnv9sZo8Jun4btQYqpjouJDyadevQHEdbSxPtmjVkAiTN1cobJJBdvOXObHqoEOLmw5f45dux0NXRZJWGf+06g9j4RJgZG2DdkslsfsUpOFxAq8BQIuWU/5bB6/ZjvPfwYhdutZs5ok6zvF5dioRaFj0u3c7jeUaeaIf+t46JaC+u3iuUgEaJUjQp8rzxUGobJ1WPOXdvV6TjfXruBs6s3SbR8kOBBVc2H0BMaDi6TxuDomLtUAdmNasj3D8oz3HTz0RDRxOqffpDOSRF6kBNkzlXx7p4/OKN1DZO2te1Tba5pyKgY6IfgzwfUGpzik9IZmk62loaGN67LROzBPFsWO+2LH1THjrFTAijsvIF04bhf+v2iVJKtTTUWdonJXhSHPflOx6slJzD4VQ96FxmaGmGGUPa4fL6s0hISUVGlvzHW1uaoJZNXo80DqcokAn3t5/1z2NbIS6iybK0iPX1Q0pMLAzq10Xrtb/iTK+hEi2buVHVzB5TSUSz/OEH+GZpwdXCCsm+flCxlEwF53AqGt2mjkaEfxCC37xnItqwn77BlS2HmHhG84MhP85g4plAYcQz1qbJAgJy7FYqatUZzYVoYfljSCQM9LThWN82jwBWUATPswfPfNhteh2ydfl5/X5WWUaL2eUd3RrWaL3ud9z+6juEPXJnIpqxY0N4b93F7m84/QuFiWdX7z3H6i3HRHMzEs2u3vVAEwc7/DBjODTU1VCexLPVm4/j+oMX7G+G0lbffgjGwlU7ULO6OfssAuRrx8WzwsMFtAoOpVE27ODGttL0oRm1/Dt4Xr8Plz6dRBeIQrDA45OX0WxAt0K/bsfPhsLvmRdr55QQo5SUUKuJAxp2dCuSt5pQKSdNNXp88gpc+naGqU3RTCbpsw/6YTp2zV3BRDmhvItaN1VUVdHu55nwDY2DSqbsAe7z4d3w6o0/EpNTJdo56cfavHF9tGiiuFUel0a1RYOlLAQfNIqsHta7DXq0c2FeZUJ5d37iGZ2oKSWzuOReuTfQ14FtdXP2PYmOtHE4nKpNTRM9HJ7WA8vOPMY1r0CpiwNs4UBJCdPG8ORejmKR9feU39+ZddeOLIHTpHEjZn5drW0rBN+6g6yMvCKakooyrLvnpNvpqKvgmW8UYFcHrnZAPBfROBUcLT0djFw2B3sXrGQi2raZv7D9JJ6NXDq7QIKZOJXR44wWsVf+dxTvArI7aYQulmljerOwrsIgHhggeJ45O9hh+T8H2RyhIoloJk4NJUQ02gTxrP7E0Qp5D/+gcPyx+ZhEQJpQ9PD01TsWxPDF8O4oL6SlpSM0MpodLw1FZNtDI5KvfwjbBIb2ao1R/dqX6bFWVLgHGkckNCXFSRrcC0ae8ZExefZr6+vCtW/nPBeJJKJRa2R2S2nh0Dczxmd/LkKTXu2hppFtLq9nYogOEwZh2JJvmCBVWN4+foHUpGSZ91P75sur+Rv9ysPE2hKT/12KLl8MR83G9rBpVBfqvXriVPNOGLH9Pr5bvAGLlm3Ehj1nkSIlcICM+df8+AUTndTUsj8jtW1OHNKVtTLSKreioHYTYwPdApUbk7EoJW2eu/EYv82biE4tJUUxDTW1PGk82S2nBujTMbudpagkJqVg0ZrdEvuoT18IFuBwOByBWmb6+G98Rzz4YShOjW6Cub0cYWmU3apJp6g2jjUxaVx/pOtU7XYdTvmiWrtWouS4Bl+Oh5KKKg2iecQzNT091Bk1RLSPhICmNYyZpyr5OKXbOzCPJw6noototAgvDoXGcPEs2y/5+xXb8tijUGL98n8O4Kmnb6Fej67vwyJiJAIDcgcLhETknfuVZxHNtGljiX21RwxS2OufufpIavooQSLVuetPkJQs6R9dlmhqqOOnb0bDoa4Nq+tgVkG5HtOzvQvGD8pZmOEUDl6BxmHi2cGf/kRyfCJbAaJBTBDPTq/ewkIBRv/2PQwtTEv8WPRMjdBj+ljWVkmhAiTIFYdkKaKgOCQA0ucuLpq62mg+sBvbTj59h5/2Z7e4CpDoQydgWsX4edaYPAIWxUN/M6EfvhrXFxkZGSIhjXjo8RqHz93Bq7f+TEyjirQhPVvDzsay0MepramB5XPH45f1+9mxULWYtEABcQ6euY0e7V3YQC1Oo/o12bHS6guhrKyMNq4N2CoM+SMUVzzzehvAyoqpbTMyOg7L/jnIggWAI/jui0FlYljK4XDKL0Y6GjBq1BB1g/0wsY4zopPSoaGqDBMjdcTbmOFQQArcA6JZBY84FX1yxan4GNavi7YbVsN96UrmjyZg7NQITX/4Dlpmea+/yBbC3S8asLWAq0Ucb+fkVGhSk1NwYuUmiX3Xth2Glb0d80STJ5iJQ+IZCwjwi6kU4hlx6soDJCanSLV6IWOW3cevsQqygkL2LD9/Owa+H4KZXYuAIKI9e+Vbobo8yPMs+OZdiX3inmjFfn3fAKk/ewEqjqCAIrsahZ+XlRTUOUQi2uK1u+H5Ou8Ci8+7QBYsUJz5WlWGC2gcxIZHIfRdAGudpPJpEtE0tLWYePb88h1WpRX6zr9UBDRxYau44hlhkk9rJoUWmNYoWvumNNIzMrHszBPp75WVhWev3sHd8y0znZQGCWvKyjn/LI9fvMeSvGg/nbzJn+D2o1e489gLP80chcYNCp+0ShVvf/9vKp57v8fbD0G45+7NWkhlCWk0MCxevZv1z1OPP61a0GBOvm1tmzXEtt9mIi4hCaZG+go5Ebt7+kqIZ+R5hprVsoMF/jmI+8984OsfjHq1qhf7vTgcTuWDRASSyMw+3aa6X11/bwyxqY83WgZQUtOUMJP2CY1jkyw6x5KnCaUI+weFQUdLA51aNcbAbi1ZqwyHUxCSU9KQmpYGXW2tQplLUxVF531bEPvGF8kRkdCxqsY8fuRBYjD9PWtbmiPel1ehcSqueHZg8VoWJEBtmwPnT8H1HUdFnmhCsIC0SjPtVi6ifRFZGtj0PAbKUZUrIIAWj2UJOHTt/uptQKHFELrGFhfPxEW0iiaeCYEB1LZp6uIs4YmmCBGNxCh5gW+Ehkb58UAT0NRQY11BgOTYIHii/fDHThYswEW0wsMFNA5rQaTBiQYpYbCidsrX958y8WzAvCmo10JxRvalCZn8m9awQkRAcN5wAiUlqKmroWHHFgp7v6f+4QiLk4wKFocqyG4+eClTQBMnLDIGmw5cZN+LD5xkDkkC4+otx7F5xddFavGk59PASZtfQCgbfOWNDIJ4RqIdeZPR9uuGgyzVhd5/zhcDoShauzTA1+P7spUcJp6JBwtMHcqOnYtnHE7lhiqgX167h0adWkpYBVC7BLXdN2jbjHmAFpQ0PRuoennC1S6OiQ0CDg7a2OOZCO+QWJw7ew0Xbz1l70fvQ20sRy/cxbV7z7FqwSSYKjARmVP5oIUdsj2gqnH6+zEy0EX/Lm5MgC2o0Tf97VEqJ20cTlXh3PodIvFM8Dyzsq8t8kTb98MfmLppuShIQLxNUyXdTGJBRFrifUWHPK3yfUx6/o+pbMT5fcCrf7fl8TwT90TzO3oKdUYNZefkrYcusRAy6qoR59SVh4iIjsW4gTm+3uJQsQAFrEmDHm5jacZeVxx6PypOeOHznnXouDrWga114UKMqErs0u1n7NjMTQzRrU0TURASvTZ5VDSobSPxnMDgCAQEh7M507rtp3D9/os8x0uiq7iItvy78awqkVNwuIDGYdDKDolou+euQIjvB7YRJJ5ROmZFhU6EAxdMZSb/yfEJyPokRJEwSCe0gQumQVNHu1jvkZKWARVlJRb9HJ+c1+NMnMysTFaGXRCu3PGQmZhJJ+bwqFg89/IrVNm2NOztquPynWdyHyMunhHURjpvylD89u9h5p2gaLq1lS7Y0oDA4XAqN3R+O7V6M15cvouP3u/Qbeookah1ffsR3Nl/Gl63HmHwD9PZubwwlWlkuC5eqaOpo4JRTm5YfPQ5E8+E9xegxYuo2HhWCTx/ao4PFad8k5CYjEu3n+KuuzfSMzLY2NWrgwubhJQE3r6BmP/7dvZewt9PVEw8th+5jNd+HzFvyhAeYMHhyKDd2IEI9fVHz6/GizzPhGCBA4vWoMWQHlLFM+ZxFhsuep3K0rKZGzp/3Xjwki2gS4N8kw31dWU+nyxYXvsFopmT5DV0ckoqHjx7jXbNG6IiomdbA82XL0b8hwDUnzAqT7BA4KVrqD1iMNtH4QhHzue0eQoiGoln5FEt/JylFTh0bOGEYxfvISg0SiLsjaDT/cShkp7gdO7/37p97NzPqpCzgG2HL7M5zNwvBzGPMnnQGLJx7zl2bFSkQL93+nry8gOM7NuOzcEWrd7NBDSyBbKvbS0Sz+av3IGYuAS0atqAFTkIDOzWAt7vAlk7pyCiqaqooJaNZb7Hw8kLF9A4IkxtrGBgaSoRJmDr3AAVHbOa1fHlxl/gfvY6fO48QUpSMhMMmw/oCptG9Yotnk3ddR26Gmr4Y3hr1MbCloAAAGUjSURBVLM0lCl6CV4FwupBfoRFxbI0T2TIrgwLi4yFItpO5dGwbg128U+r6eLQCXzzr1/n2c/hcDjFgS5Eazra48WVeyzVmSARTRDPiBpO9oUSzwRye0TRkoeax30EefmJWuVzQ/vuur/ifiEVBAqcIcNt8s7MElvJP37pPkuWayqWLEdVhtS2e/Xec8TGJ8LW2hy9OzZj415aegZCwqNYIjW1wcgTwP7ZfYZ5nea2QqCb1H715KVs6wYOp6pDFjGT1i/Jc04nEW3cqvmi/ZUxIKAgUCXrtfvPZd4/qEcrme3i8QlJWLByB6tKmvvlYLRxdRCJZyTyUGVVdGw8+nVxQ0Wkeqd2UveTiEabAIlX/bu64fjF+1i/87Ro/iOIZ0N6tJIYG3K3Qq6YOwHrdpzCg2feooYdcxMDfDGiu4QwSdcLi9fsgV9gduCD+DXFI4/XWLP1BJtTyePi7adMPCME0VT4uvfkDdSwMkMd22rMiufH1buYiKano8XEMxr3bKqZ4o3fR/Z4+v77KUNgW92cBR0InmgWpoaYO3kw6ta0KpTVACcbLqBxJAIDgl+/l9gveKIJwQIVFR1Dfdg0rAvP6/cRFRjCNu87T1C3uRN6fDUOeiZGRXrdF4ERuPs2GGmfRCgS0TraV8dVr0CpIhqdpLq1bVqg1zYz0hdVzMl8TDFbililx5UHch9DrSeyRDIunnE4nJKgcfe27OvptduYiCYIaUSXySPZAoiioPbOjx8fyTUJpvsiYuK4gFYBWLHxEKJiEyTGYPr9ZWWlY9nfB7D991nQ0dZkgTU0sXzzPkjkbxMQHMEqPRrb27L2lvjE7BRvmnyMH9wpTwWHsOpPryELGvepopwLaByObGQtiOQWz4SAAEqirSrUsbXCrM8GYO3WE+y6PTtVkRZ8MtGnUzP06dhM5nO1tDRQ19YKHz6Gsa4RgtoJBfGM/L3q1rJCeYE+X9TLV4h87gllNTVYtm0JbYsc24WiQgsgnw/rxr4XF9EE8Wz8YMkqstyQDyotwIRHxmZ7pGproo4U8YkCGKidXxq0wHLrkScLHKhmbsxaczfuO49hvVpLVEcfOXdH5nHQ+52++ghLvhmJn/7cy0S0Ocu3iO6vWd0cS2ePZX8bj1+8Rdc2znmCBag6m/5ueFV00Sn88i2n0opnQmAAtTV+/s//oG2gx7wHSEQTr0qriAR4vsHeBasQ/kHsIjcrC28ePseO2cuLnMTpYmuO9aPbQU1FGWeev8es/begpa4qunBXEjvhkRA1d/IQmBgWbLWsUysn2ZVsSkrMtN9RigFoYUhJTUdgSKTcx7x9L30g4HA4nJIW0Xp9M15iX5cvRyhUPBOwNDaAipxrSbrONOJBAuUeErJe+wXlabMhSCAjg3+hkoNaaoSJjlBRIDzvmZefSDwj3n8MxU9/7mOTn9xE53N9ROJdZEx88T4Yh1OFUYvzR7q9AzaF6sPDr3IFBBSUTi2dsPW3bzBmYEfWUjigqxvWL5mMKaN6yhVCqPXv6wl90blVY3Yu+nXDIQyZ/qtIPPvfrNF5fLTKiqTQMFybMI1tHn/8hacr1uBcn2G49tl0ZObyeIsPCMTLvzbl9bcugIimqqoiEaaQn3gmDnmhNmlYm3kxS6vcevrqXb6elzS+EJsOXMC5648x//cdCI2IZvtSU9PZQo4s6HdIraHUdrn465EwMZKcU5J4RmKfsaGehHgmQL/zvp2bc/GsmHABjYPwDx/x6tYjUWAAeZ4JnmiCiPbmgXyPrPLO1a2HkJWVmccon068saEReHruRpFfu3MDayaiqSor4ezzDzjtkV3FN7yRBbo0sUVDe1u0b+OCjb9MR6um9gV+XWoZmTQ0e6IofpKmwZC2WZ/1L3SAAJ14xassyLctv5OohjovVOVwOGWzEh0dFCaxLyooTMKjTFEMda0js1uePC7r1bXF26gUPPkQyTb3gOyLXU754n1AdtuMLGhiQ8E51Mpy8Za73KpDcYQ/uY17zrE0bHGoFUbueyoro7qlCUoCal979joEN5L0WXUOCQ0cTkWGKs3o71h8i7epj0MBSgUOCAh9+ARv9hzMsz/mjW+26FICY0hpQKLIsF5tMPOz/vhsaNcCm9ILIprQvilQnsQzEshuTpuNaC+f7B30O2IbEOnxEjenzJIQz25OngXvrbtYCmdhoOotarcXvVZiMs7feAKFUsA/r6G92rBKtJDwaCai0dd/953L93nkXfb3rjP4+qeNiIqOz2NhwCl5+MyYA/Na1hi25BtWZSYeGCCIaP4vfODYuRUqKokxcewzyIKlul27x0xKi0rH+tVhqK2B8PicFetFHevAqo0rbqab4837cFiaFd6nYUC3FqhuaYxD5+7A600Au/h3c66HoT3bsJTKwkAThb92nWZtoTPG9WGiHK3CNHeqiwcePlJDOClogdJnOBwOpzQRDwwQxqlQv0AJTzRFrqB2dbBB94Y2uPAyW4DIEhPP9DVUsGd6e9hZ5qxak2DxxDeyynjwVBS0tfNJEssCdLQ0WMo1eZwVFgqUePn6PZzsa4n2UTV4M8e6ePzyrdTKN/Ku6dGuYNYNRYEEBXe/aDxN08cQGz3o+nuztmQOp6IhtGkmWdhA1TCnRfPQzXcFFs8SAoNwd+Z8ZKSksEXyumOGi8SzW1O/RUpUNNT0dVFv7AhUJahdkLzOxImIiiv2634MiWSJkMoqymja0A4GRbT8Cbp2C/F+2QF20oh4+hyeG7agRp/uTDxLCgllIQK1BvYp8HuIBwYM7tGKhb6It3PmTucsCk0c7HBYTgsm4dyglmjsWP7dOCaeUVvnpHl/ih4jBCflhvYnJiWzyjVxz00hbEDwRBOCBTglAxfQOHLDAkhEo60ik1qA1MvUxGQmtFHFXWEhYeqHY/clxDNizjlv7GhZ/Itm8lyR5rtSWCiB5+JNd9EJVxDRqBxZunimBG1NdfTv2qLY783hcDhFFc8Ez7Nn52+KPNEULaLR+W7tyLbYdc8H2+94wT8yHppqKhjQpBamdmgEXd+3CPXNebyrnQ0yzcnIOg0+oXFcRCsnNHGozVpUqMJMGjTBaNe8EWvbKSrxCZJjPTFtbC98t3wrM3AWxlghlGJ0/w6oU7MaShImogVE41BACobY1OciGqfCIREQ4JkIJeWcf2cFFc8InerVUHfcCHj9tx3P1/zD9pm3aCYSzwzt68G2f29UJVhgwJ/78MLnA9RUVaCnq83OVYInWu7KtIJAlVt/bD7G0i3FRRzy1qLquPzaGHMTfPcBlFRUkJUhe2HDa9MOthEknrXdsBqapgWr7n3o8VoiMIDaNgUEEY2qiak9szjQ4krtmtXwzj8kz4KKspISWrs6wNIsx3ebiWhzxmHC3DWifX07NcP5W+5IT5MMpsn26sy+nVtcy8zKhLaWBvP2JBHtl2/HoL6d4ubvZH9w4+ELPPN8x247O9ix9FYNdTVURbiAxqn06JkYQlNXW6bPGa2a6Bgb4O+JczFw/lTUbuZUaPHswMM37MS4clgr6GioYcbuGzj7OhxfrjuHcVPHojxAJ9JvPx+APzYdw4Vb7mwfDRZUzkzo62ohNj5J9PjaNaph5sR+LGWGw+FwShPBOFo8MEA8WKAkUqOopX1Ca3u2UTAMteXnCHSSgSnxvn5obkczs2wRTV5Lp466ChfYSglKS5s4pAtrb5FGhxaN2AQyNiEJDnVs4PU2IE9yZn5Qqpk0y4W1i77E6asPWaJnUnIKE83Ia6a0wgMEEU2HDMH9vUvlPTkcRaDogACHyRPZ1xwRLVtII/Gszd+roK6vV6XEMwpL8XmXncpIlbckntF4RymURRHRSLwhA3tv34A8CxQnLt1n31M6ZaEoYDu9QGHEM6EyrJVLA1iZGUl4ngnBAlEx8RKVxUWFrk1++mYUflm/H16+Aex2djdqFtya1EdbVwdRiIAwj9x3+qbEazzweI3vvhiE3cevwy8gRLTfxFAfEZQuLWXMol0knlFgRERULHS1FRd4FBgSgYUrdyI8Kjb72isLuP7gBXafuMbEP+GzVCW4gMap9KioqsK1Xxfc2nNCZohC4Ku3rNTb69ajQglo99+FSIhn/ZyzT77kiTZj13UcvfsaDVp4w9Ss+AkyiqCDmyP7Ki6iEWMHdMSw3m2YATMNrBZmRix1jMPhcEoburBtN3YAajdzhHUDSfGBRDTTGlawsrfLt/qM/Dufnr+BmJAI6JkaoXHXNqjeoGCryxQMIw8VS1uRiOboINluJM6z4AQ8843iVWqlSK8OrsxgedexqwiNiGH7aGXesX5NVoFx7V72ZFpbU4Ml/ShTml0BRDSyNGhQ2xo2VmZS7zfQ08aofu3ZxuFwCgZ5nKVQQAB5nEUpLiCARLTYt+/w8UqOx3FVE8+I6NgEliicGxLPBGgOUxgogIDaNqWR9alVkvy9yMy+oJi5NsH7k9kVYgXh/alzqD9hdIEfT5Y1308ezD6r+LWDECxAY0BhfaVlQZ/79/kT4e0biBc+75no5OpYl1kH/LxuH4wMdLFszjhYmBrh791nWDsmQYs7Bvo6zAtt0/4LWDZnLKumJtHM3NgA+0/fYlVg8oYrWrShxSHxKrfiQALf//7ci8iY7HZfcd/QyOg4lub69/+mVrlQggojoC1duhSnT5/G06dPoa6ujuhobuDLKTitR/RByNv3eH0/bxiCEq0OZGaiYYcW6PHVeCa01W3hDAu7Gvm+bsvalvipf3PoaaqJxDMhWODP3vYI0TNGU1cH5oFWljx95cu8DiiFh0S0g2du431gjtkyDXR08qOVCw6Hwylr6HyUWzwTyE8EE28BpQpjWiShr0/PXodLv87oNkUxrZ+CiKYZkr2yLw1XCyve6llGiXU01gUEhzPDaBoDtxy8JPGYxE/2DsaGuoj8ZMSsrqaKhnVrsMcrK2V7yhD092JsoItvJw0og0/D4VROihIQUFDI8yzC3UNi3/sTZ0SeaFWFK3c92BgoC+oyaVmIgDOCfJMFzy1p0H53T190bJG9aF8Qqndpj5d/b0JyeDiyZBwvtW2aNXeB74GjeLn+P7avMCKaLIGMzu8qChaA6DXJh0zci0xPRwuWZsZsXKKqwKaN6kgEGNS3q87sdSjxmarUFqzciT8XfSkKiyD/zvzWekwM9RQmnhHunm8RGBIp9b7MzCz4B4Xjmdc7ODegkvyqQ4UR0FJTUzF06FC0bNkSmzdvLuvD4ZQSNBGSNtERylcLOglSUVPFkEVfwffJS+aj8/reU2R8ikQmU337tq6o2bg+9sz7Df4vX+Ph8UuYsmkZtPQk23akMbqFdH+yTnYmMG/lgpuSyculjv/HMLbikZqWzpaGIqJjJcQzYt5v2/Dr3Akl0hZVXGLiEpl/G6XO2Ne2YS06HA6HIwvv249F/mnCxEH4+vjEZVjWroHG3bLbQRUhoqXJuT/Z1w9NdT7C0ckNezwT87R6KnLCWJWhawLy4mneuJ7ouoDGsxpWZrj10BM7j16V+VwSz377fgLzBTIz1mfVazRGkr3By9cfmMcLtTd1a+MMXR3FtcWUFNtvvuM+aJxy2aapqZMTxEKUpHgm7nlm4uyIt/sOizzRqpKIdveJl9xQyOCwaLbATn7IBYUlEeczXciQ42UmDRUNDbT95w/c/nouEgI+QklVhRU3CK2dujVtRG2bmsZGLFCARDRVTS3UHjEIFQGqPBNCA0hEExfPGtWrgcVfj2IensJjaCFI55NfZ0JiMhOq5CXIUuVbo3o1FXrMr/0+yhVLlZWVWHswF9DKKT/99BP7um3btrI+FE4pkZmRgRMrN6Gmkz2a9MxpiaCTx9Uth1hFQfvxgwosopGnTm1XR7bdP3welzftF93nc9cdXjezvcCI1KRkvH/mBfs2OamkFZXqlqbo3MoZZ649wuqtx0X7aVKQkpo99fN844/1O06JggXKA3Rs/+49j0u3n4pO3DSwUIT3kJ6tq1y5MIfDKRj3j5z/VFks5UJTSQkPjlxQmIBWUIFNzeM+BtvUh04tO4n2Tp7kqRio3eX4pfsY2K0FM7AWxgfa99++83KfS2MeTUxG9s25zqhZ3RzTxvRCRYOHCXAqa7pmQUkMCpYQz4S2TTU9XZEnmqq2NmoN6ouqACVNKuIx4lCVLrVpysOhTv5dPLnRrWGNbod3IvjOfUR6eEJJXQ0x3q9ZOqe455n95+PY17cHj8KsecklHJekiDZ29h8SQQKCeCbcXrvoi2ybgU9sOXiReZHJg/w/1+88hTEDOrJKNHHB87/959GzvQsb2wqDupqaXIuDrCxAQ63CyEkKo1J/4pSUFLYJxMbGlunxcArHy2v34flpI0hEE8Sze4ey++TrujkX2NNGvDrh6tZDEvsyc8XZZ6Rn4OiyfzBu1YJCv355gyYHU0b1ZAaZd929JAQqCgro2aEp/t55hnmiNapfk614lDX0e/51wyE8ev5GYrWFvAC2H7nCvBtG9m1XpsfI4XDKJyFvP0gXz4isLIS9DxS1dZYWJGKQmCFu7s7bOxVHdcvsidXRC/fYVxLRTlx+kK94RpDYRolylQVBRDsclIlRTm5MvOUiGqcs2zS1PgUEeHiRJ2FOy7uejrbCz3ta5mawaO2G2DfvJDzPhGCBD6fOwbxFxV8cLyhO9rasBS93IqS4oEMhKIWhRRN79hzqaBH3xCIEvy8ri6IZy1MSZ7W2rdhGUBVaWlw81A0kK+RIRKs1pB80DCteFbfgzSke9BAdGw8tzZyfmbh4RtVn1Iorr32zaUM7PPX0ZSE2nq/9mUhnbKjHxLM/thzD9fsv2Bzw36UzCpWc2bJJfSbeySIrK4v9PVQ1Su/qsQxYvnw5DAwMRJuNDb+AqEg06tQSzT6lr539czvcz16XEM+6TRtdJPHs6PINrLqNPM+q1ZdRckqto8pKovfKD9+wGPhHZnuoiBManYC3ftL9cSI8XmaXJ+ciytMLGWLCryKgAW3+1KF5EjWXzh6DHu1cWDpnj/YuopCBsoaSayhyWlap8oHTN9mAwuEo2muzVatW0NbWhmEFvCjjZKOqkb2KK6+ln87vpQ2JGOJbvK8/mmeEwNFcFfHJ2Ume4hsnrx3BnhPXWbXZ5dvPRBXUQnCAUDFGItqAKUtF4ll+Pjw0wSjsqnxFENGostEzwwD6jZ1ZBRCHU1YeZ5tC9eHhlx0QIL6VxKIBCTAuP85lFUu5AwNIROu0ZxN0rKqhqtCnYzO53ZaDureESiEXk8js/udvR7NUSIKeL/iL2dtZK9QrkrqHcotnAhVRPKNggR9X72LfV7cwYbYBtIBDnmjkeyaN4PAolp4qj7iEZIzu34EJm1SpRi2gFFogiGf0O5o8smehxDOCEja7tW1CxftS6dHeBRamFe/3UKEFtHnz5rGVP3mbl1dOxUxhmT9/PmJiYkSbv7/0xBBO+YR+/12+HCEhoomLZ659Oxfq9cjz7Nr2IyLxrPe3nyHI21fm46lCgTzTCiKejf7vItvERbTwhFT0//kIfli6Gf4Bkgk4H05fwPVJM+C+fLWEiBb64DFufPEN7s1drHAR7UNQGJJTJN167j/1YV9JOJsxtne5ad8kzwZ5aTg0kDx5+bZUj4lT+RG8NqdOnVrWh8IpBg7tm7OLbmnQ/gZtm5VKC/hVrwCJpDOBO2+CkJCS9imEIFtEG+WgjbEtrERbZloKF9E+QS38f24/iamL/sG+Uzdw8soDZkcw/rvV8Hz9QaqIxjx6WEBOa8z6rD9sqplKHd/o74ASOts1a1iKn4hT1akKizUlGRBQEBFNTVd6AqS6XtWq9KXUYFpAp4AUGvZISKFEYUFc69+lRZFe19rSFP8um8GSLak1sE/nZmxRftFXI6D7ybdLHL7onSOeJSalMM+zNT9+gT8Wfs5+lmGRsUxECw6LyvM8Ha28P8/c41h2QIERqzwTRLSJc9eKxLPvJw9Bq0KGRQhMH9MbA7u1ZMKpgLqaKgb3aIWpo3qiKlKmLZyzZ8/GhAkT5D7Gzq7opnQaGhps41R8Ee3hsZzyUUrHLKx4RqioqmLk0tl4dOIy8067vuOIQo5RR0MNuhpqeBcex0S03V90hZaaCsYfeYE3kYkwMdKHplgpLoOu45WU4Hf0JLvZZP4shD1yx91ZC5hwxuZ2Cpzg+QWGYuHKHYiNT0TtGpas3eXGg5dYsy3bE61z68YoT6SkpudrUCpefcDhKALutVm+ifwYguDX76GmoQ5b5wZQy3VepUWPqKBQtBjSk7X+pyQmSyxQkHimqq6GViP6lPixbrvthV9OPUJvp5pYNaw1VD+t8J978QHf7L2JJjVMsWViZ2jLSPIk/6o3WgZw94uu8kED+07ewIWb7uz77Hah7MrkhMQULFqzB/8tm8HakIjcq/SUwEnXEQumDsW837cjNj5JVNlMgpqqqgp+mD6MBQdwOKVFZQ9GK0vxjJOXFk3qY/vvs3D1ngcCgiOgp6OJ9m6OLGSlOJCg0rZZQ7bRefXffeexce95LJ09VnROFrwoD5+9jWXfjWNiUVVFW1OdCU92NhYizzPx0ABCWoUYCWN1albD2w/BUjtzaF+HT5XW9Fj6+X+5cL3o/i9HdC+yeEaQAEe2CMN6t4XX2+xipAa1bUQBB1WRMhXQzMzM2MbhyELwPBMnxPcDa+ckT7S3j56jhmN9NqEqCPpmxug0aShu7TmBewc/tWeSUCXlhEQtPrWa5r8qbaGvjV1fdMWY/y4yEa3H6pPsJZPTMmBlrItFCychMVcxWY1e3djXR0t+ZSJa2KMnSAoJRWZqGizbtIDbb/+DirpiLug/hkQy8YzSLMnzjFaItLU0oautxYIFSERTU1NFu+blZwW+nq0VTl+Vb1Ba19aq1I6Hw5EF99oseRKiY3Fy1Wb4Pnou2kfiWbuxA9B8YDcmkJB4dnLVJrx58Awjl87B2JXzcWbtNgS+yqlUNbAwxaAFU2FqU/LtO9ZGOlBTUcZpj/fsNolol14FMPEsIzML1ka60FBVlpnkqerlCVe7OMC2DgsaEK+o01FXqTJ+abRQQpMvWdcHqalpOHfjMQsAEA8MoNX4uIQkCU+0f36exoS4+898WEJc4wa10LO9q4S1wftT55GekIDawyVT3ag6nLaG07/gATacYlOZFmtytwdT0maakxsOeyZCWU2Zi2flBD1dLfTr4lZirx8dm4A7T16xRM+Fq3aKRDTx8zJ1l1ClMAkyVXHRgqoBf/t+Ivu5CIEB4sECwvfSmDSsKxauym79FBfRaCGI5nZtXR1E1de7T1yTeO6JSw/Qsok980QrDlRZSP52nAoUIvDhwwdERkayr3Th8/TpU7a/Tp060NWV/sfGqdjkDgywsreDVX07PDp+ibVzBrx6g+eX7qCWswOGLvmaVRYUFAofeHj8Ehp2dMOj45elv39mFloOKVhpqiCi9Vx9CrHJqaL9JxYNwkczU7x5H57nOSIRbdEyJPgHZr9Oa8WKZwT119erVR2R0fFMPNPV0WL7KViAvf/z16hvVx3liTbNHLD54EXEJyTlSX+hwYISgCqbZw2n4nptCpMhjuLJSEvHnvkrEf5BskIrLTkFl//bD2UVFTTr3wXpaWmICY1ASkIS9i5cyUQ0CoE5t34n3M9kX0w2698ZlnUUG/Euiy4ONlg3qi2+2nOTiWjnX3xA+iez5QFNamHFkJZy29Sz2zv94GoHNHSQTK7bfvMd3AMyqsTE9MPHMNbuIgsaHzy8/NiikDBJo6TmsQM74uz1x/h71xkJEY0SnGmTRpSXDx7/9Gv2gpqSEmoPG8j2k3B2Z9Z8ZKakQtfGGrb9K146J6diU14XaoSAAG3LnOuxiCwN7PFM5OnCVQwSfpbNGcfaEOm8TSJaC+f6OHDmFru/mVNdXLzlzoLACMf6thjdvz0a1SudMbm8ICtcQZZwJkA/L5rDbT5wEW/eB4kqADu1aoxJQ7uyQgjxwAASKScO7sIETMETTQgW4FShEIFFixahSZMmWLx4MeLj49n3tD169KisD43zKTHzyadJijh+z7xwYcOePCWndJtabeS+5tV7OSb+Skr46OWL1MQkuPbvwnY9v3ibXegaWZkzU+jCYFG7BqZsWoZuU0aj33dfiEynhVQ2uj1wwbRChRSoSFmVFtp2ZCFEMgtoGBlAWVWxujadVKl9ZemcsSLxTBCipo7uyfrvcxtARj5/Ca/NO/P83uL9A+Cx+m9kFTLyurBQCfP/Zo6CtrbGp25XJZF/DZluzv1ycIm+P6fywL02Kzbed54gzC9AauAKcXPXMaSnpkFdUwMjfp4F64Z1RSLavh/+EIlnXSaPRLP+2X6apYUgohGCeNa3sa2EeHbfNwRJ1LKei+cBEYjWtWQeaZSiqHTjrGgbYp1VZTzSCuLLSX4+UdFxEuIZ/bsW90SLjInPsxiTG8P6dVFv3Aj2/bPf1uLtgaMS4pll25aw6Zl9/cHhVPVQNPGAgHUvM0QbF8+qLnR9TiKaiZEeE9EE8axBbWsWDBYUmuPv9fL1eybq3H+ak0wtDj0+OiYeHl7vJPbTbap2e+iR7eFcFGhuQ9XNsoLKyiskopFv2qblX+HPRV9i9+o5+GpcH+bjSWzYc1bC82xAtxYSnmgkbnL7mypWgUZlzpWh1LkyEvzmPU78/i+r2CKa9uogEs/2LljJJj7aBnpoM7Iv208nrBs7j+L+kQsY/r+ZqOkkvS+7QbtmbPJUs7E9tPX1cPy3jfC4eFsiPa1J7w7oPn1MkVoqtPR0RWmfVJHmdesR4iKiYGBugvptXNmErKCExyVhzKZLrPqMDkUJSuxivfeiA1i84DMkpCrDJzRO4oKCLszJ80ycD6fOQ1lNnXmiyTLBLqqIRltu6OdmqC9ptJocEYlbM+ayNpbMtDQ0mDyRPY7Es5tTZiEpJAwqGupoOO1zhcU533n8ConJKahlY4HmTvXYyb+OrRU2L/8aV+55wNPnA1RUVNC8cT20bGovYWTJ4ciDe21WbHzuubNzoSwBLTk+EYFevqjpVB/qWppMRNv342oEvHyNd59CYEg8a/4pjKa0EYSznNuZIseAiy/98dWeG2heywIbx3WAlnr2Odr9QxgmbrkCK0Md7PqiC1R0JH1GdP29mUfaoYBsEY1aOsWpTBNX2+oWbIyiCZM0aOSncaFf5+ZwtLdF04a1Ja4HSESzMjdm98mr+GOvpaSEhjO+ZN/7bN/LRDQBEs/cVvyk0Orw0uCpdxAcHLSz2+rK+mCqwGLNihUr5D7m1atXsLe3L9JCzbfffitRgVaWIhr3OOPIE9GoXfDUlRwblldvA9hX8dGQ/CzpTL1uxynWFiieBHru+mOs33maeWylpKRiwbRh7Dz/4JkPlv59AJrq6khISmYLJHSOz4/UtHQWYkCL8yTq0etT8iW1UVKAzITBXViLa0WBfM6kQWmZ1EY7fWwfkeeZECxA4hn9rAqbwsmp4AIap/xC1VyUlPngyAWcW5dtgkgeMwcWrxFNeqhdsn6rpjCtYcXEs9t7T7H9oe8CZApoZPo/aOE0iYvhY79uEAl15IHWY/pYhfiRaOhooXH37EqBwiKIZ29CY1gr5+4vurCJkOCJ9tOyLfjxm+EITdYRiWiCeEaBAYLnWeClayJPNPb58hHRfN4FMjNKW2sLif2U4BIaEQ0n+1pF+jyaJsZo8OUEPF/9F7w2Zf8+a/TuJhLP9GrVzOMPUxRo8Nx66CKOXaT2GiUoKymxtDUTQz0s+noE6+mnwbNvp+Zs43CKAvfarPgtnPmtEmekpUl4o1WrU5MJaALWDeqgLBACAwh9TXXEp6Th7PMPUFa6zTzRjHQ0oKGqgjtvgzF5xzUmonkFRzHxjB5rqK0OTSkLH2l6NkxE+9zCCo8MJD/bM9+oPIs1FRmaVI3q2x5/7z4jtTrNQE8HXVo1ZtcBLo2k/56dHQoukAsiWujDJ4j2zKmMqIjiGf0NkMC6+3kMRju5sUpG+tvhVLzFmvK0UMPFM448qGVQXDyTB43stDjyzOsdW/wQINGHFsqF5M5lfx9grfcHz95mbYokntH8R5aQlFs8W/rXfuYHraKqzL5mh9EAScmpOH/THe4vffHn4i8lunQqIuQNvWn51xL+agT9nP76aWqe/Zwq0MLJKb/QBWfnz4ej+aBsTy8S0XbNXYH0lFRWPWZeywZJMXHYPe93HP7lL5F4Ruma5F2T32sLUJuOOBnp6VLN/0ub6KRURCYki8QzW1N9kSdaLVM9RCekoHpMABzNVRGfnMYmN9GvfCTEM7owJ0801yXzaFaAaC9vpCfJjnz2/RCMH//YhQUrd8IvIERCPKOS6CVr9+K5t6Sxa2GoO3ooHGdNZ9+TiHZh4BiReNZ2w2omshWXI+fvMG8a+hXSBJnEMyIqNh4LV+5koQccTmlCHpvkrynutUkb2QZwyobq9vLb6KntnhZxCDqPXN9xlC3YiEPtnB+9JdtASks8o8AA8jx7+OMQ/D2mnShYYPaB23C2McXmiZ2go67KRLQWSw9h5MYLTDxrXsscmyZ0gvanqrTckBBC7Z3OPjcktlEO2mycqUztnT07uGDC4M55Ko9tqpni17njFZ4EFvbwCWLfSv69+B07jYoIiRt6OtqsrY6M3bW0M/KYvnMUAy3UUHWZvE29gomw0sQzFhAQpM7FM04exAMDhvdug41Lpxeo4ikqJj7Posfir0eKzvnpGZnYd+omE88IEs9+mDFcQnSTRWxcIkseDQqLQkBQhEg8EycsKgaHzt5GZUCWSMbFM8XCK9A4ChXR/J/7IOh1zsXZ8P/NQlpKCvbMW8nSM33uPGH7O00axtLTCgq1bp5avYV9r6Wng+SERLaPKpd6z5yg0HbHwlLH3ICJZeoqykw8ExBEtOCYRNTLjIdWWhCijKrhbUgiWo4fCe1qFqjWoY3EqjaJaGq6ujBxdoSajrbM96TUMCsLE7z2+8hEtGVzxrJEGxLPwiJjYG1pwsqoiwOJaAkBgfA9eEy0T1HiWVpauszBiga3hKQUXLj5BEN7tSn2e3E4hfHa3L59u+g2+WwSV69eRYcO2a3pnNLFqVsblppMoQG5K9Gond+xS2voGOqLxLM7+z4t0EweCefubUXtnEKwgFX9olXmFqUyWRDPBM8z8WCBiPhkpGVkwtXWnIloIzZeQMInLzR7S0PUNjPAwPVnoKKshM4NbDC6RT1YGkiOCdLSO6nKaPCn6hBp7Z3iVJQqNbq+oOqD5s71sPXAJbg0qg27GpZoUMeG3Uft/7uPX8OY/h2LPUnI7Xmma10db/YeErVzCsECApnp6fh47Rb8z15EakwsDOrWRq1BfdnX8gL9nmnhzjPDAA4WgGbIR97OWcZUtGA0El117WzwQK8JnnOPM44MEYzOw4J4NmaA4EXpIgpykUU1KZVkgoj2wx/ZyZPiFFQ8I0yN9Zkv2xcL1kkVzwi6tKBKtAlDuMclp2BwAY2jMPxf+ORJSvO4dJu1WlZ3qM0ENIErmw/g8akrrALNtV9nlqSWr3iWlYWmvTsyz7NXNx5+8kTLNqgsaxGtnoX0VTgS0Ux0NLHxRhC2/XcEkYnZl62NG9TCuIGdpLaEVGvXKt/3ozLjn2eNxo+rdzMRbcaSjaL7SDyjwaK4SSvkeRZ0Q1LkIjFN8EQrDu8DQ5n/gCxoMuzu6csFNE6pwr02yx/a+roY/vMsZglA4QB0nqfTT2ZGJmo6NUC3KaPY41ITk5mPZW7PM3FPNJ+7TwoloKUkJiHML5CF1FjY1RCFzBSEMS3rswWVlrUtJLy3SETbPqkzHKubiDzPSCQTxzs4Gj4h0RCu9d+ExmLXXW/s/KILGlWXvzAitHeSR9obLQMoqWnK9MYiga2iVJBQ5cGKDYfZ2KGlpY6eHVxF4tmSNXvg+cYfIWHRbGJVVKJ93kiIZ9S2qaymBmV1NZEnmrqBPmy6d2aPT09Oxu2v5iLC3YNVjiMzE5HPPdk42fi7rxVidaBI6N+OeJorp+yoSIs1IvFMxQLPQ9O5eMaRmSL508xReOr5DiP6tBXNEwZ2a4njF+9LDXGhNvxqZsZsMURW+6U00tMLF2RGQWnkTS3pwiZJXEISE9gKElzD4XABjaMQPjz3xv4fVyMtJRW1mjZkyZhPTl1l7Zyv77nj7cPneZ4TExKOS//tg/9LHwxaME2mAJYYEychntFJ2aF9ticWiWhJsfFsMpWfQXBZQEIQtfFceOkvcdqm9srvV2zFL7PHFjnCWRDRvly4HrHxSaL9ihLPxD3PSNSjCYTgiaYIES0/Svr1ORxOxcCmYV3M2L4SL67eRZCPH9Q01WHfxhU1HOuLzhPkYzlmxVz4Pn4Bp645wrsQLEALMS59OxXo/cgu4Nq2w3hy+qrIOkDX2BDtxw9E424F98psU7ea1P0UGiAgBAYQqspKLHSAxgrxuQZNPKg6bcbuG7gyZ0C+F/iCiOZqEQdtS3OpjyFjefLGqigiGnmhjR3QEb9uOIgbD7LDIaaN6Y3//bmXiWfUxjm8T9F8TAX07Wxh1b4N0pOSJDzPhGABqk6zaJnjx/nyr/8Q8exF9o1PFgRCQvWz3/+EsaMDjBwKbxjPqfxUlMUaLp5xCkOD2jZsE4fmI1+N74u1206wxOTMT+dKGseovfO7LwZKvd4XAgOkQZ5oQrBAQTEz0UdwmGxrA2NDXS6ecQoMF9A4xYaCAATxzM6lEYYs+oqt2KuqqeHB0Qs54hmdIHOvQGQB3refwOfeUxYyII0WQ3rAws4Gtk0cJE6yJKLpGOkzjxx6v/LIrddBOP/SP89+WuXIUgI27D6LdUsmF1ksoiqutFwrMbHxicUS0JIjoyTEM6FtU8PYWBQsoKqlhXrjRxb5PWpaW0BPR4ut+EiDfh4FLc/mcDiVHxLIXPrIF8BI5BIXz8RFNKp0Luiix7HlG/D6/lOJltH4yGicXr0V6anpcOnTEYpAEM8Ez7NejjWx5IR082US0QKiEnDXNxit60gX5nKLaMm+fswnTRqUyigtyZNW/MlfJvckOSU1rczTu1o0qY95U4aKRDRBSCPx7JdvxzAD5eKgrKoK1/8tYOFH4tXhQrCAfUoKVDU1RdVnfkdPiYSz3CipqODtwWNwXTwP5QWqOnRsYSUSRqgFmMMRJ7c/HhfPOIqgaxtnWFczwbEL9/HC5z3zNmvl0gD9u7ix6jBZ4pm459nIvu2w58R1NuchT7TCiGg059LX1ZEpoNE5vmf7/NM8ORyB8qk6cCoUJjaWqN3MCalJyUw8U/10kd1qRB88PXeD7WfIMPynyjOPCzdlCmgEVbVJQ1aCZ3nhmPs71p5DXji5ocmZX2Ao3n8Mg2116VUC8hACAyhFxlBfh63QR0TFiTzRcqdzFhQNI0NYdWjLVtvFPc/IE43w2bEX1drn32YqDxo8qT1zy8GLee6jFSBdbU024HI4HE5pEuD5Bj733GXef23rITh1bQ01jeIb8obEJiEpLV0UGPDnpWcsZIC80aRB6yxvQ2PzCGg0llzxCsSBh28QGBUPa2NdDHOtg472NWUuzlBdnXiSJ7V6PnvxFqv/OYghg3uQGYBoskzj1OI1uzFtdC+4Odcv9uemycyzV754+irbqL+Jgx2zNSjIQhKJaN9M7I9Vm46K9v1v5qhii2fiIpo06NgE8YxI/BiMjOQUma9DlWjRXjlJsOXFB23HnQA4WjVB84wQxPtyEY0jGRBg0spFYt+NJH288ItB0xq89bcqQILV/afeeOLpy+ZsTva10LKpfZ4AlyJXp00tWAowLa7TsejraiE5JU3keUbn+Z/+3Mu8LukxBQkbo/Fm/c5T8HkXKPMxtWwsWKsph1NQuIDGKTYqqqro//2XyMrMEolngnfNZ+sX49m5G7h78KzM59Nqb2xYFCojEQnJUsUzcWLjEoosngmBAdS2SSs0gidacUQ0mig4zfkK6QkJLNBAHBLRavbrAXW94q9CDuzWAvEJSTh07jabANL70kBnaqSPRV+NgL6u7BAFDofDKQle3XzIvM7IFkCWL5rfU0/UdSu+wN+jUQ1sndgJzjXMWNqmobaG3PGC1qCMtCWFO0ov/u7AHZx45gcVJSVkZGXhdUgMLnkGoL9zLfw+tJXMthShSs3VDtCyMMPaM5cRGR2HvXtPYOTIfkhIrQYjpVQs+H0Hq2w+ePY2mjnVK1abCxlNL1m7B28/BLNFH+LwuTuoXbMafvpmFFsMkgd5np29lu11J578NnuSlej1SgIKCHh/8izC3T1YdZmxUyP5T1BSgrqu/M9SViLa89A0wNwCze3ARTSORECASrqZRMWiknJMhWjx5hSf8KhY/LBqJ0usFM6l5248gaWZEavwpa+lRedWjWFmrI9a1hbseASPNAoWWPbdOFhbmuLthyA4N7DL97VCI6Jx+/ErKCsp4esJfZGYlIKz1x8jJCIaGemZbAzt0qoxNDXKtsKaU7HgAhpHYSKaNIytLOA2pCfuHTqXJ0FNvALNyCpn0K5M2Jnq4+7bYLmTomrmhV/ZI7GJJjG5AwOEYIGwiJhieYjRc3OLZwKKEM+E9xg3qBP6dm6OO09esUGNVoGaNKxdLv3sOBxO5YfCCGQMVTmPEaqqFUArsWqyPo1tsep8dhqfNLTUVNCpgbXEvv0P3zDxjCDxTPzr8afvUN/SEK+CorCkfzMYaGmInkdto4uO3sfs7s6w9PVnrZ6/t7LCl2FRePQxFnv3HEenTi1x8ep9JCYmw9rKHGNG9cWb8PgCtXG98w/BwbO38M2EfqLWT7oGWLRmD975B2cfp5hISft++Ws/fp8n219TPDCA2jb7dmrG0pyFVs7ZkwaWiIgW+eIVbs2Yg/SExGwVU0kJH6/cYAEDmelp0n2ps7Jg0zM7yKKsILFMGtSKRyKao4MNT+Ss4uTxOIsNF93HWzarDnRuXvrXfnwMjcpzbiYBihY9vhjRHc+937NKaKoadqxvW6JexVT9RjSoI7mYLnisFUQ8I0j4W/rtGASGRqJ98+yFj35d3NjXkPBoPPR4jT6dmin46DmVHS6gcUocqkSr16opfO66s2qz3NA+5x7tURkZ0bwudtz1lnofmWk2bWgHM2ODQr8ueQYs/24cVGklXMzvTAgWiIpNgE01U1SU5J7eHfngxeFwyh6L2jbwuCRfQTOvVbA2lMJibaSLyR0aYsO1bEFIQMgOm9/bBTq5Vsm33/aSmy3252UPJKdlwC88FtsmdWYiGolnk7ZeweP3YXgTFoPjM3qxiZA+gM1f1sDn267ioV8ojp++zl6jtq0Vfl7wGRtfqCqFhBl5E2vyqCExjCYnsXGJ+PGrEUxEu/vESySe5Yaqj73eBsDbNxD2tSVFQmFCR5M4QTwTPM/q1LQSeaKpqapi1mf9oUjI6+zON/OQnpiUY0Px6WsmBQZk5fV3VVJRhp5tTdj0KjsBjXztGteVXYGelZYMrZA3iE/IgArXSKokPCCAI+DlG4DXfkEyz81UBbZ4zZ7sBYos4OCZ26hXqzoWfz0CBnrlq9JWGnVorJDS5k9zKS6ecYoCL/PglApdJ4+ErpGBRNKmsHLRpGd7mR5nFZ16loaY1yvb24280MQ/OyW+TB/bu8ivbW5iKDUsgCY5FUU843A4nPJEo06tsv3NpKyskzBSw6k+zGpWL7H3n93NGUv6NUM1g5xVdzszfawd2Raj3PKaJb8Lj5MpnhGp6Rkw0tHA88BITNh8GR+jE0TimZ6mGpYObCFRRUAC3dyeTSReY8XI5uhpEIe2qqFwNFdFfHKazOomgvxySMiilhjyOft53T58DInEuh2n5H52qqomg2lp0MStXbNGzB9TPDBACBbQ0lBHa5cGUDSBl64hNSZGeljAp326Njl/D9Tead2tM9r9u1bCM620oN/Lkw+RcLI1YL8vWZtrzBtWdcjbN6smXDzjiPPqTQBrccwPWsiglkfizfuPWPb3wVI4Og6n/MEr0Dilgr6ZMfNDo1TO55fuICUxEaY1qqNZ/y5o2FHyAr6y8XlbBzhZm2DXDXc8i0xHWpYyerRpzBJf9HS1yvrwOBwOh/MJLT0dDFk0AweX/ImM9HTm7SlUGBmYm6D/d1+W6PvTWDimZX0mlgXFJDBRyVJfW+YYqaOhirhk2U14eprq2DmpC8ZuvsREtHYrss33STzbMakLHK1NJB7vExyNL3dck9g3cdVJbBnYCE6WemhuZ8P8s6gFUF4lWqN6NbHkm1GsaoxEtC8Xrs/3s1MRlzx/NaoUaNusIQz0JFt6SETb9OvXefYrguhXPlBSVUFWrrRrceqOGwHTJo2RFhcHHevq0DAsfFW5IqDfB4mbJHKSQBbqLj2BVYCLZ1U3LEDLzoaFh/CAAA6hpqaCLLlLMdIr016+/sDM+akajcOpSnABjVNq6Bjqo+PEIWyrajSvZYHWpg2R1a4ndt77yE1ZS9DHwefdRwQEh7MQAjIcVUR6EIfDqTrUatIQUzf/Cvdz1xHw8jVU1NRQv3VTNGzvBjXNHB+xkoSEpOpG0n0oxRnQxA577vtI9dmkqueBTexgX80IG8d2wLAN50X3rRvVTqp4NnrTRUQlpKChlTH+Gdses/ffZu2cnx33xLbPOqNxogqaxrnD0ckNezwTWbWTAFWY66iriEQ1EtG+Gt8Xv/97pMDnb1fHunIfI0skKwnxjFDR0pTdH/sJVS0t6NW0KbFWTGnWF7Ig8Sw7YZNXl3GyK800dSSvgeJt6uNQgBKUo3hAACebZo51sXHPuUI/j6rWqGqYC2icqgYX0DgcTqXgw8cw/LbxMPwCQ0X79HS0MGVUT7R3yycxjcPhcMTQMzVCuzEDUN6Z3L4hzni8R3RSioSIRuKZkbYGvmjvwDzPVpx9IvG8Vefd4WhtLAoWIPFq8YkHIvFsx+fZfmmbJnQUeaL9cPQ+80uj9E41j/uYZGEFbUtz0WteC1OSqEwLj4zFrmOS1Wy0sBEXn5hHk6KJmJtzPdQoZ4FC1Tu3h8+2PTLvV1ZXh2XrbEPqkhDPMtNSMNrRACZKKQV6TmIwF884km2aSRY2UDXMqTI7dPMdlNU0uHjGkTDa79LGGZdvP803REcceqiykuLdoKhN9O9dZ5iwRxXG4uw5cZ117/Tt1Dzf10lKTsW1+8+Zt6a6mip7LQofKE6SNIdDcAGNwykGmRmZiAkNZ4EA+uYmlboVtTwTFROP73/bhoREyXS8uIQk/P7fEWhrqaOZU17/IA6Hw6nIWBpo49C0Hlh6+hEuvwrIboNUAjraV8cPfVyZp5m459mC3i747Zy7yBNNCBagsWvtiDZYfuaJRGInPZ9EtB+P3ce33ZxFEw8S0ZJ9/ZhYIyDe3vng9Uf8t/UIgkIjmVHzmP4d8Neu04iNT4Shng6i4xIkPkdrVweW2FneMGpQn4logVduSAQFCNhPGiszsVoR4tkQ6ywmVoYmyG4hzQ0XzzgSHmeeiVBSzrk24uIZRxrTx/SGhpoazl1/LPI5o3GBFldkQfe5ONZR+LFcvPUU5288waXbTzF/ylCRiLb7+DXsPXmDfe9Qxwa1a+SkWOeGWksXrdmN+IRkqHzy3z5z7REa1q2BxV+PhLZYKjWHU1i4gMbhFAEaNB6fvIK7B04jLiKa7TOuboG2Y/qjYYcWZX14VQ4aFBMSkpEpZaCnCwCqguACGofDqYzYGOtiw9gOiExIRlhcEsz0tGCso8nGqQlbcsQzwfPMsbqJyBPti+3XsH9yN3aeNNfXxuoRbfK8Polofwxvk69QE+/rh+Z2QJqxKab9chjh4VEwNNTHmDED2NfRo/ph564TTDxrUM8Wnd2yw4Oo1Z4qIMorzX75AVp/boTv4RPITE1l+9T09WD/2VjUGT20yAKZPCgEoE5SCHT9vZlYyZMyOQWFBwRwigLZnUwd3RMj+7ZjbZk0fpDYtHbbSbh7vmWeZ7mrhls2tS+R0LKurZ3x3MsP1x+8wPINB5mI9vZDkEg8+2xoF7niWWJSChPPEhOzK3cFQZB49dYf63ecwtzJg1EZSU5Jw0MPHzbOWpkbs/FVEBA5ioMLaBxOEbi29RDuHjwrsS8yMATHV/yL5PhEuPTpVGbHVhW588RLqnhG0EXA2w/BrErNyEDxlQIcDodTHiDRjDYBEsW+bO+A1yHR2Diug8jzjDzRKFhg0rYrmNK+odzKaQoy8A2Lhb6mOmvtlNf6QoIaiWit7YAfR7XB6kN3sGv557C2+CSOtbBC94ammLZsL9q3bw67WtUrxMReWU0NTrNnwP7L8Yj2eg1lVVUYNbSHirp6kcUzEsgaW+rIfIya9zNW3ZfGq8k4hYAHBHCKi6G+Dtq4Oohuz5syBH9sOYa7T7wUXjVM1+fPvN7hnrs3UtPSYW9njXbNG7EE528nZVsokIj2y1/7Rc8h8WxQ91ZyX/fqPQ9WeSYNEgJvPvLEZ8O6wtRIH5WJy3eeYcOes6x19VP2EfuM308ZjAa1S8ans6rCBTQOp5BEB4flEc/EubzpABp1agkNbZ6wqWhosKUB4vjF+8zrjAbZ9s0bISk5f3+YNDkpahwOh1MZaV2nGq581x+aapKXeySiXZ6Td79AeFwSFh69jyte2W2hRHUjHSzq2wydG1jLFdGSEoEBurHoOcYBGt73AO+c+8kt7MHCHsisbstCCOQleZY31PX0YN6sqcJSMtN9Psp8bHxCBm/F5BRaPOMBARxFo6WpjoXThiEwOAIe3n6gJZTGDWqhmnn+4uwbv484fP4OHr94ywzTmjS0Y+JXfbvqrErsp3V78dLng6hC6sJNd2w7fBn/mzUadWpWYyIaCWgCDnVt8hXPCK+3AWyxJ3fVXO7AscokoD30eI3VW46LbgvjdmR0HH5YtQvrl0wu0O+MUzC4gMbhFBLPGw9Y2pisZKz0lFS8uf8MDTvyVk5FQgPeP7vPsnZNYWWFVlku3HrKSslpk1WFZmyoBxOjijFJ43A4HEUiSySTtT8xNR0jNl6Af1S8hO3Xx6gETNl5DZvGd0T7+vJT16jtkKZEadLuTAXz9Rrl5Ibdz2PgHiC5uCGe5ClrLAh/8gyBl64hPTEJBvXqoGaf7lA3KP3JUH6tmOLQNUNBUzJ5yyanIKjFB0ItM3uxViSecY8zTiFITklFZHQ89HW1oKsje+G/uqUJ2wrK/afeWPr3QfZ95qf50l13b9x198LcLwfj9uNXePXGP0+LZXxiEhat3oXNv36DI+fvSLwmhQFQtVruYIHcqKmqQolJfbL929TVJNNpKzoUriDNs47mRWnp6Thx+QEmj+xRZsdX2eACGodTSJJiE6CkrIQsWcnySkpIymWQzCk+L19/YOIZIT4+sIFZjnhGDO7eknsAcDgchUEXqVEfQ5GRng6jauZQVVdDZeHI47d4HxGXZ+pBt2lKQiEE7epZFSs0R0jyHGJTHzq1rET7nwUn4JlvlMzKtIyUFNz/fjGCb92DkgpNgLLw4cwFeP6zGS1W/gKLFq4oLQSj//FtaxXo8enRkdAK8ecpmRyFkdW6K7L0sv+d8HRNTmGIi0/CtsOXcOWuB+vQoNM5eQVTi6S1ZfF8zVJS07Bq8zG2aCA+jghC2uotx1jLprTLdqoai41Pwm//HmZVVcSEwZ3xzj9EwhNNnohGic4XbrnLvF9TQx2N6tVEZYEC1F77ya5opp8pCZpcQFMcXEDjcAqJqU01ZMprB8zKgomNZWkeUpWAUnlIBBNfqRIQxDMVFWU2UDCfnqzsVa0+HZuhb2dqHOJwOJzi43n9Aa7vOMIENEJTVxvNB3ZDq+F9oKxS8YX608/fy7yPTrXewdGsOq2GcfHKpEhEI5N80PYJVwsrZH5K8pQmor1Y9y+C79zPPpaMDAlh7e7sBeh+dDe0zM1Q0oinZCrdkG3pIA5JrLw1k6NI9j0MgqZ2HPuei2ecgpKYnIK5K7YiMCRC1OZI5/ZHz1/jpc97/PHD56huUfBqs9xQlRi1aMoiJTVd7vNJzBPEM8HzLCMj+9pfENFWL/wcdjWkz7Vcneqirq0VCx6Q1sY5ok9bJqJVFmS1qoojbe7EKTpcQONwCkmD9s1x8d+9SKXBIdfyCbV2GpibwLZxgzI7vspKaERMvgPAwmlDERAcyS4K9HS00LGFI2pWNy+1Y+RwOJWbZ+dv4vSarRL7KDjmxq5jzB+zz7eTUNFJTEmT0/iSTVI+E6DCiGjiJH9K8sQnEU28RTIzMRH+R07SikneF8rKQmZaOt4dPQWHyRNLvDVTEM+ElMyCwlszOYrEycoAOrr8j4pTOM5ee4yA4Ii87X6ZWUhKScOuY1fx/eQhRX790IhomQvehDx/MoLaLw0NdDCwWwuR5xktkAvBAro6mqhlYyHz+WTpQiLZpgMXEBQaJdqvoa6G4b3bYHCP/H3UKhL087C2NGE+ddJ+qvS7aOJAAytHUXABjcMpJOqaGhi8cDoOLFmLzIxMkRcatXWqa2lg8A/TmZDGUSwWJgbwlDMgEzWrW6B5Y/neCBwOh1MU0lPTcOm/fdLvzAI8Lt5Gs/5dYVG7BioyjW3M4BUcjQwZExxtddViV5/ll+RJIpqjgw1UDXNMjzf+dxaZqamyn5yZiUiPHMPpkmzNpJTMdP+PhRLPOBwOpzxAYVy5xTPxNss7j71YGyYJTkWBfIflXauTeKaqooJ0sSpiifuzsjBjbC+4OdtL7Gci2ucDmEAmy0IgNj4RP/25l/mlkXAkCHlmxvr4cfpwXL7nwarjdLRzEqvp/p1Hr6J3R1eYGRugokE/i2G92+KPzcek3k+/6X5deCeOIuECGodTBGo1bYgvN/yCRycv4537Sygrq6BuC2e49OkIXWNeQl8SdGnjjEt3nslczWpYtwYsTPnPnsPhlAzvnrxESkKSzPupffPltXsVXkAb07Ie9j3wkXofdcePdKsLLfWSu3wUkjzJI02cgRZp2CDviRQmo65R5PelltGE1Aw42Rpkp2TKac3krZgcDqeiQiKTPEhQonABWQIaiW9vPwQjOjYe1cyM84QLtGraAH/vOsNEOGmoqamy6rIDp29JvZ6vXaMaXJ3qSX1ufn7Gv244JPIDExfxIqLjMG/lDiaeUUrn/2aOZiIaPWbt1hPMC+6euxfWLZkCNdWKFzDQqaUTq/zbffw68yqlog5qe9VQV8XszwfBjlsLKRQuoHE4RcTIyhxdJ48s1HPIRJhWtmmFm3tVFA4SyPp0aoZTVx5KJM3QYKutqYFpY3qX9SFyOJxKTHKC/EkHNZ5QO2dFp56FIVYMaYXvD91lF+IZWVlQoYvxzCy0rlMN33Z1LpXjyF3dpRfnCz0TQ8RFyGivzMqCVce2UkWxwqRkknjGUzI5HE5lpYaVGRPRZLVR6mprQldbeiLnc28/rN95mrULCjjUscE3E/uJfNO0NNUxY1wfrNp0VKJdkyrHqLps6uie6NramQlVB8/cZoECAq6OdTFrYv8iBX/5fgiGh5ef1PvoGEg8o2Oj6rRFa3bjp29G4d9955l4Rsc5ZkDHCimeCYzo0w5dWjkzn7iYuARUMzdGu2YNJartOIqBC2gcTikhnjp2KICLaIWFRDNKkKlfqzqOXryH9wGh0NBQQwc3R+ZnwKvPOBxOSWJWs7rc+6n1xTSfx1QUBja1g4utGfY/eIPXIdHQ11JH38a2aFvXKjukpYgtsN63H8OhgxvSklPw/PJdeN9+hNTkFGjq6rAFKRNr2avkalZ2aDugHc5sPpH3TmVlqFpawqZbJ9EunpLJ4XA4eaFwLVlCE4lc1MpI7ZK58XkXiB//2JWnvd/LNwBzf92K9UumwMhAl+0jD2IjAx1WZSa8l0NdGwzt1QYujeqw2yP7tkf/Li3w1NMXqenp7PqeRJ+i8sLnvcQCe25IlGvbrCHuPvFiItqIb37P/szKSpj75WC0cXVARcfUWL/SebyVR7iAxuGUIkLqGBfRigYNjB1bOrGNw+FwShPLOjVhWdcWIW8/iLwvRSgBqmqqcOxceS5cyefsux5NFPJa9PM6uuwfvL7/FB993sHnrjtiQsIlHrPx8QvmIVq/VVOZr+M8ZAAy0jJw/fBlJCcki/bXdG2IjM9nwCM8CU2sNXhKJofD4cigZVN7JqKduvpQVCEmCE8kcpGfljSoPZAqyKSFD8QlJOHk5QcYNyhnEcO5gR3bhFZKaVVl2loaaOWimOA1Zfb6ssMJ6B4TQz38/O0YzPz5P9H+GWP7VArxjFN6cAGNI5PEmDjEhEZA20CPJUtyFCuijXZywx7PRNZiUs+c94NwOBxOeWfAvMnY9d2viI+KFaUwU2gMXbgPWjgNWno6qEq8c/dEbGgEGneXnHCF+gXgzf1naDmsF5uY0c+ohmM9JqA9PHZR+otlZeHY8g2YvuN36BrJNnJ2GTkYjQf3w3sPL6QmJcO8lg0sDdIQb2OAN1oGcPfLEc94SiaHw+FI6egY1QMujnVw9vpj1o5JlWNdWjdGezdHqW2MySlpePzijczXJBGNWgfFBTSBorRjFgWXRrWFYVlmlTg95sQlSX/N8zefoLVLA97qyCkwXEDj5CE+MgYXN+yB1+3HolV264Z10W3KKLYCzyk+yQkZMFdKgXP9anjzXnIVnsPhcDjlE2MrC3yx4Rd4XLgJ7ztPWFtiTSd7NO3dkfliViXC/YNwcMla9jPIQhacu7cTiWe7v/8NSbHx0NDRZuE6hNvgHkiMicfdg2dkvmZmRgY8LtxCq+HyPS1V1dVQ29VRdJusqlW9POFqF4fGLRoj4Z1vocUzDofDqUoiWjOnumwrCOnpOT5lspAVGlBaUPsn2bqQkJe7So4q7Rzr2+LMtcciz7OhPVuz24InmhAswOHkBxfQOBKQAfKO2ctY5Zl4i0rgq7fYMWc5JqxeyFZ7ORwOh8OpilCVGYlBtFVlyK/MuWd7PDp+CWfWbGP7rOrbicQzy7o14dC+ucRzrOrn40emBIT5BRbpeKj1Mt7XD5ohH6GakIE03orJ4XA4CoGEJTNjfYRFxkq9n6qwycOsrPl6Ql8mjl295yFRjdbcqR50dTRx6fYzCc+z1i4OWLhqp0hE+3XuhAodJMApHbiAxpHgyemriA4Oy7OfxDRaZb6+4yiGLv66TI6Nw+FwOBxOyREXHoWooFBm3WBawyrfCgYhiVpcRCNIPBu5dE6ellZ1Gclu4q+pXowKABLRqAaCt2JyOByO4qBz84BuLfHfvvMy2yP7d3VDWaOupopvJw3AmAEd8NTzHfNsc6xXE9UtTVgL6u1Hr1hiqOB5ZlfDEktnj2UiGolpXDzjFAQuoHEkeHbhpuw7s7Lw+t5TlpilrqlRmofF4XA4HA6nhIgNi8TZdTvw9qGHaJ+FXQ10nz4G1g7ZiWnyRLQg73cI9Horcd8795do0LYZewxBLTVeNx/KPY7MjEw07FD2kzAOh8PhSNK3U3P4BYTg4q2nzNeMwgGo8ozEs0nDusLJvmCJx6WBuYkhurWVDMGh9M9Nv34NAz1tif0kom34ZXqe/RyOLLiAxpEgNiwq38ckxsZzAY3D4XA4nEpAUlw8s26Ii4iW2B/6zp+1Y45bNR/V6smeGHndfpRHPAt+/Z4FAoT6+qPDhMFMPDv/1y64n70u91jqtnCGTaN6xfxEHA6Hw1E01Pr49fi+6NamCS7f9UB0bDyszI3RtU0T2FQzRUVAlkjGxTNOYeACGkcCm0Z14Of+Sub9Gjpa0DcxKtVj4nA4HA6HUzI8OXWVtW7mNl2m21RZQNYNI375VupzKTDg2K8bZb72nf2nYd/GFRa1a0BJWYlK1tBn1kSoaWri2rZDiPoYKnps9Qa1MWjBNFHFGofD4XDKF3R+blDHhm0cTlWFC2gcCdwG9ZAroDUf2B3KKqUTR8zhcDgcDqdkeXntfh7xTNz/1PfxC6QkJLEFNHFI/Nr13a/IysgJHJI22Xp24Ra6TxuNblNHo1HHlkwoI+zbuCDCP4j5q1KAka1zAwV/Mg6Hw+FwOBzFUiGUED8/P0yaNAm1atWClpYWateujcWLFyM1NbWsD63SQbHwrUf2lX5fM0e0Gtar1I+Jw+FwOBxOyZCSmJTvY9JS8l5v6ZsZw8SmmtznkTAXGxYhEtME8Uy4TUEFlnVqcvGMw+FwOBxOhaBCCGheXl6sjWDjxo14+fIlVq9ejQ0bNmDBggVlfWiVErdB3fOkb2loa6HDhCFQUeNFixwOh8PhVBaq1bWFkpzKcm1DPZbKmRu6Hug2bbTc16aKdT1TbvvA4XA4HA6nclAhBLQePXpg69at6NatG+zs7NCvXz/MmTMHR44cKetDq3RQG8W+H1Yh/MNHaOnrYvSKuWx1mFao9y5YibD3gWV9iBwOh8PhcBREswFdZbdhKimhWb8uMq0bqtWx/eRvpiwzVbNxt7aKPFwOh8PhcDicMqNCCGjSiImJgbGxsdzHpKSkIDY2VmLjyOfM2m346P2OiWejls9BTSd7jFw2m4loiTFx2L9oDfMr4XA4HA6HU/Ghcb7jZ0PZ94JQJghi9Vo2QYuhPeU+v/fMiVBVV5MQ0YQgALfBPViFG4fD4XA4HE5loEL247158wbr1q3DypUr5T5u+fLl+Omnn0rtuCoDnT4fhuiQMHZBbGFXg+3T0tNlItrBJX+izah+7EKZw+FwOBxO5aDl0J6wc2kI97PXERkQDB1DAzh2aYVaTRxkVpcJ0ALbZ+sW4c7+M3h18yEyUtNgbmfD7CAadmxRap+Bw+FwOBwOp6RRypIVvVQKzJs3DytWrJD7mFevXsHe3l50OzAwEO3bt0eHDh2wadOmfCvQaBOgCjQbGxu8OHQCejo6CvgElRP6k5AWIy9rf3mFjvfl1Xt4cPQCQnz9oaahjgbtmqHVsN4wsjIv68ODWpw/0pzcsMczkU1QmlgblvUhcTiFJiE+DoM6OLGqYH19fVR1aJwxMDDg4wynylLRrhU45Z+4hAQ0GtKPjzO5xpkj1zygo5vXn5DD4eSQmpaOzQcuYFjvtjAxzPn3kpmZhe1HLqNTSyfUrF7280JOxZnPlGkF2uzZszFhwgS5jyHPM4GPHz+iY8eOaNWqFf799998X19DQ4NtnMIh68K3ol0QX960Hw+OXGDHTRf0qUnJ8Lh0m62Qj1s5H+a1bMr0+NL0bKDmcR+DberjUIAS3AOiuYjG4XA4nApNRbtW4HA4HE7lZcOes7hw0x1PPd9h+XfjYGyox8Szv3edxrkbT3Dlrgf+XToDWprqZX2onApCmQpoZmZmbCsIVHlG4pmLiwsLFFDOp6WAU7UJ9HrLxDNCvMiSjJLTklNx5s/tmLD6B5Q1JKLp+ntjCBPRUriIxuFwOBwOh8PhcDgKYFivNnB/6YvAkAjM/30Hls4Zi30nbzDxTFlJCZ8N6cLFM06hqBAqFIln1LJZo0YN5nsWFhaG4OBgtnE40nh24ZbM1LCszEx89PJFREAQygMiEc06C5lp2SIah8PhcDgcDofD4XCKjqWZEas8MzM2YCLahO/WiMSzWZ/1R8eWTmV9iJwKRoUQ0C5evMiCAy5fvgxra2tUq1ZNtHE40ogLi0RmRqbcx8SGRaG8IIhon5vHwsnWgItoHA6Hw+FwOP9v726Ao6z2O47/NyEJIS9rAgkhzXu4SaFArgWxROokohG9FZl7YbxF3gS5QEGLRkqCUq61Gq5lipixvFwLnc7gKAjIDKMjDG92qiAqXN6GUIMpgUgSJ0NeJQnZp3MeJikRsi6wybPPeb6fmWOym41zzu7m+fP89jznCAD4J0S70azfTCA8g74BmlonTV2Gd6sGZ+i4du227o+OH9jjDLSux8TFSiBRIVrT+UoZU/+tGaJ9c6FOztU0Wt0tAAAA+EFFRYXMnTtX0tPTJTw8XDIzM2XlypXS1tZmddcAbak1zz785L+73afWRau7wnkWNA3Q4Gx1VdXyxwUr5PzXp7rd31LfKP/x9/8sf9rzXzf9Tk7B+B5noKkdLxP/PEMGJiVIoAlOSDNDtAfDG+SX2cywBAAA0MXZs2fF4/HIhg0b5PTp07JmzRpZv369LF++3OquAVq6ccMAddnm9Ml5XZdzqjXRCNFwuwjQEPCObP9U6i5Vy4f/VNoVoqnw7L3if5Hq8xfk0H/uNHfYvFFidoaM/XXBTTuCuYKDJKR/qDz+vPfdXwEAAAB/mjhxorkZWkFBgWRkZMikSZPkpZdekh07dljdNUBLm7bt7bbm2W//5sFua6KpEO3Hq8wAhe8I0BDwChZMk1/81S/lWlu7GaKdPnjYDM9qvrsoETFumVayVELD+9/0exOefUomLZ0ng4emmJdzqsfkPDJe5pb+XuLTkywZCwAAANCpvr5eYmN7XlaktbVVGhoaujUAvnlw7F9IVER4tw0DbtxYIH/cSHbhxG3pd3sPB/pecEg/+fXyv5Mdb/yb/M/h47LrDxvN+1V49vQf/kEGJd/6Ukc182zEQ+PMZjctl2vEcEdL09V2cx20rPgoq7sEAAAAP1KbpJWWlsrq1at7fExJSYm8+uqrfdovQBdZ6X8mfyx5TiIHdJ9soUK00t/Pv+l+4OcwAw22CdEmLp7R7b7cp37VY3hmZ53roKnNBEbG9+sK0QAAABB4ioqKzA9uvTW1/tmNLl26ZF7SOXXqVJk3b16P/+/i4mJzllpnq6ys7IMRAfroKSQjPMOdYAYabEGtefbBijXd7juwaZu5EUDG6BGiZ4hWIWMzRCR+sJysYSYaAABAICosLJTZs72vr6vWPOtUVVUl+fn5kpubKxs3Xr+yoidhYWFmAwBYjwANAa9zw4DONc/+9vUXzY0D1OWcak20Kf/4nNYhWl5uvARFxsiJinqruwQAAICfiIuLM5sv1MwzFZ6NHj3a3FAgKIgLggDALjhiI+Dt//dtXeGZWvMsPj3ZXBOtc2OBXW9uvGkXTq00XZGchAirewEAAIC7oMKzvLw8SUlJMdc9q62tlcuXL5sNABD4mIGGgPfw734rPzY2Sf6cqV1rnnVuLLD7XzfJvb/Ku+UunADgq4qKCnnttddk//795olMYmKiTJ8+XV5++WUJDWV3JgDA3du7d6+5cYBqSUndd4Q3DMOyfgEAfEOAhoDXP3KATF35/E33qxDtyWW/E901lFfItYjBYng8rIMG9BK1uLPH45ENGzbI0KFD5dSpU+aizs3NzV53RwMAwFdqnbSfWysNABC4CNCAAF8H7erlComsrpSRbCYA9Bq1E5pqNy72XFZWJuvWrfMaoLW2tpqtU0NDQ6/3FQAAAEDfYw00wBabCVTKX1Ydk2nDB0jT1eshGoDeVV9fL7GxsV4fU1JSIm63u6slJyf3Wf8AAAAA9B0CNMAmIVp7VLKEnDgivxnSJo3NLXLs4hWruwVoS61PU1paKvPnz/f6uOLiYjNo62yVlZV91kcAAAAAfYcADbARFaJFVpbJlCRDPO2thGjAzygqKhKXy+W1qfXPfrpLmrqcc+rUqeY6aN6EhYVJdHR0twYAAABAP6yBBtg1REvOlg8vXg/R7k26x+puAQGpsLDwZxdsVuuddaqqqpL8/HzJzc2VjRs39kEPAQAAANgBARpg4xDt6VH3y5kOt5z73x/YWAC4hbi4OLP5Qs08U+HZ6NGjZfPmzRIUxCRtAAAAANcRoAE2dbW5Q+Jd/7/7H4A7p8KzvLw8SU1NNXfdrK2t7fpZQkKCpX0DAAAAYD0CNACA4+3du9fcOEC1pKSkbj8zDMOyfgEAAAAIDFyfAthYy+UaMdqvSnNbh9VdAWxNrZOmgrJbNQAAAAAgQANsKjghTa5VV8nQH6tlVJqbHTkBAAAAAOglXMIJ2HwzgX5nz8iYjEaRtKFyrOKKRIQGs6EAAAAAAAB+xAw0QIOZaE3nK2VM/bfmTDQu5wQAAAAAwL8I0ACNLufMSYiwuisAAAAAAGiHAA0AAAAAAADwggAN0NC5mkaruwAAAAAAgDYI0ABNXG3ukJCyP8mIQUHSdLWdEA0AAAAAAD8hQAM020xgbEe1jIzvR4gGAAAAAICfEKABGiFEAwAAAADA/wjQAI1DtGnDBxCiAQAAAABwlwjQAE1DtB9bgiXkxBEzRGtsbpFjF69Y3S0AAAAAAGyJAA3QWHtUshmiTUkyxNPeSogGAAAAAMAdIEADHBCiRVaWyay/Tre6KwAAAAAA2BIBGgAAAAAAAOAFARoAAAAAAACgQ4A2adIkSUlJkf79+8uQIUNkxowZUlVVZXW3ANto/u4866ABAAAAAKBzgJafny9bt26VsrIy2b59u5SXl8uUKVOs7hZgq3XQ2EwAAAAAAIDb109s4oUXXuj6PjU1VYqKimTy5MnS3t4uISEhlvYNsFWIlpwtH168HqLdm3SP1d0CAAAAACDg2WYG2o3q6upky5Ytkpub6zU8a21tlYaGhm4NcHqI1u/sGXl+VH/J+cVgOVfTaHWXAAAAAAAIeLYK0JYtWyYREREycOBAuXDhguzatcvr40tKSsTtdne15OTkPusrAAAAAAAA9GBpgKYuw3S5XF7b2bNnux6/dOlSOXbsmOzZs0eCg4Nl5syZYhhGj///4uJiqa+v72qVlZV9NDIAAAAAAADowtI10AoLC2X27NleH5ORkdH1/aBBg8yWlZUlw4YNM2eUHT58WMaNG3fL3w0LCzMbgO5aLteI4Y6W5rYOq7sCAAAAAEDAszRAi4uLM9ud8Hg8XeucAfBdcEKaXKuulDHqRtpQOVbBZgIAAAAAANh+F84jR47I0aNHZfz48RITEyPl5eWyYsUKyczM7HH2GQDvmwlcPV8hYzJEPIMGyzcX6iSyf4hkxUdZ3TUAAAAAAAKOLTYRGDBggOzYsUMmTJgg2dnZMnfuXBk1apQcOnSISzSBu5iJ1nS+UsZ2VEtORgyXcwIAAAAAYOcZaCNHjpT9+/db3Q1A28s5c7Jz5ERFvdXdAQAAAAAgINliBhoAAAAAAABgFQI0AHLtSp0YHo+cq2m0uisAAAAAAAQcAjTA4a42d0h4daWMjO8nTVfbCdEAAAAAAPgJAjTA4W7cTIAQDQAAAAAAm24i4C+GYZhfm1parO4KEFii4qTx9DkZltYsLRHxcrq2SX5saZKhgyKt7hkCXEtzU7fjq9NRZwDAvzqPp9QZ6fY8dNZfAEDfnc+4DAdVo4sXL0pycrLV3QAA7VRWVkpSUpI4HXUGAHoHdeY66gwAWFdnHBWgeTweqaqqkqioKHG5XOZ9DQ0NZhFST1Z0dLTohLHZk85j0318ThybKiGNjY2SmJgoQUGsCnCrOmMnOr+HfeX058Dp41ec/hwE2vipMz3XGfW8BNJrpfP70N90Hh9jsy+dx9fgZWy3U2ccdQmnejJ6ShTVk6jbm6QTY7Mnncem+/icNja3221Zf+xUZ+xE5/ewr5z+HDh9/IrTn4NAGj915tZ1pvODmkB6rfxN57HpPj7GZl86jy+6h7H5Wmf4GAcAAAAAAADwggANAAAAAAAA8MLxAVpYWJisXLnS/KobxmZPOo9N9/ExNtgdrzPPgdPHrzj9OXD6+O1E59dK57HpPj7GZl86jy/MT2Nz1CYCAAAAAAAAwO1y/Aw0AAAAAAAAwBsCNAAAAAAAAMALAjQAAAAAAADACwI0AAAAAAAAwAsCtBtMmjRJUlJSpH///jJkyBCZMWOGVFVVid1VVFTI3LlzJT09XcLDwyUzM9PcgaKtrU108Prrr0tubq4MGDBA7rnnHrG7d955R9LS0sz34f333y9ffvml6OCzzz6TJ554QhITE8XlcslHH30kOigpKZH77rtPoqKiJD4+XiZPnixlZWWii3Xr1smoUaMkOjrabOPGjZNPPvnE6m6hD+heO5xYX5xcg5xcp3ylez3Tna7nMU6oRzrVGl1riM71Qfdj/zo/n8sQoN0gPz9ftm7dar5htm/fLuXl5TJlyhSxu7Nnz4rH45ENGzbI6dOnZc2aNbJ+/XpZvny56EAVz6lTp8rChQvF7j744AN58cUXzX8UfPPNN5KTkyOPPvqo1NTUiN01Nzeb41GFVSeHDh2SRYsWyeHDh2Xv3r3S3t4uBQUF5nh1kJSUJKtWrZKvv/5avvrqK3nooYfkySefNI8l0JvutcNp9cXpNcjJdcpXutcz3el6HuOEeqRLrdG5huhcH3Q/9if5+1zGQI927dpluFwuo62tzdDNm2++aaSnpxs62bx5s+F2uw07Gzt2rLFo0aKu2x0dHUZiYqJRUlJi6EQdenbu3GnoqKamxhzfoUOHDF3FxMQY7777rtXdgAV0rB1OqS++cEoNcnqd8pUT6pnOdD6P0bUe2b3WOKWG6F4fnHDsj7mLcxlmoPWgrq5OtmzZYk6nDQkJEd3U19dLbGys1d3ATz59Usn4ww8/3HVfUFCQefuLL76wtG+4vb8tRce/r46ODnn//ffNT6TU9Gc4D7VDX9QgOKme6U738xiFehRYqCH60PnY3+GHcxkCtJ9YtmyZREREyMCBA+XChQuya9cu0c2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}, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 29 }, { "metadata": {}, "cell_type": "markdown", "source": "Train SVM with wanted kernel type and show the decision boundary.", "id": "330faa158a37c0f5" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T19:05:41.519938Z", "start_time": "2025-06-05T19:05:41.153394Z" } }, "cell_type": "code", "source": [ "# SVM\n", "kernel_type = \"lin\" # [\"lin\", \"rbf\"]\n", "svm_results = train_svm_multiple_runs(args, kernel_type=kernel_type)" ], "id": "4e27285b75e52924", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Linear training set: 60 samples, 2 features\n", "Linear test set: 40 samples, 2 features\n", "Circular training set: 60 samples, 2 features\n", "Circular test set: 40 samples, 2 features\n", "Moon training set: 60 samples, 2 features\n", "Moon test set: 40 samples, 2 features\n", "\n", "Training SVM (linear) with dataset linear (5 runs):\n", " Run 1/5, SVM (linear)...\n", " Run 2/5, SVM (linear)...\n", " Run 3/5, SVM (linear)...\n", " Run 4/5, SVM (linear)...\n", " Run 5/5, SVM (linear)...\n", "\n", "Training SVM (linear) with dataset circular (5 runs):\n", " Run 1/5, SVM (linear)...\n", " Run 2/5, SVM (linear)...\n", " Run 3/5, SVM (linear)...\n", " Run 4/5, SVM (linear)...\n", " Run 5/5, SVM (linear)...\n", "\n", "Training SVM (linear) with dataset moon (5 runs):\n", " Run 1/5, SVM (linear)...\n", " Run 2/5, SVM (linear)...\n", " Run 3/5, SVM (linear)...\n", " Run 4/5, SVM (linear)...\n", " Run 5/5, SVM (linear)...\n" ] }, { "data": { "text/plain": [ "
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}, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 30 }, { "metadata": {}, "cell_type": "markdown", "source": "## 5. Plot training curves", "id": "fef3967b0628eb22" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T19:08:16.400649Z", "start_time": "2025-06-05T19:08:16.368366Z" } }, "cell_type": "code", "source": [ "def visualize_results(results, model_name):\n", " \"\"\"Plot training curves with average and envelope for each dataset\"\"\"\n", " fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(20, 5))\n", " datasets = [\"linear\", \"circular\", \"moon\"]\n", " datasets_maj = [\"Linear\", \"Circular\", \"Moon\"]\n", " colors = [\"red\", \"green\", \"blue\"]\n", "\n", " # Plot each metric\n", " for i, dataset in enumerate(datasets):\n", " color = colors[i]\n", " linestyle = '-'\n", "\n", " # Get data from all runs\n", " losses_runs = [run['losses'] for run in results[dataset]['runs']]\n", " train_acc_runs = [run['train_accuracies'] for run in results[dataset]['runs']]\n", " test_acc_runs = [run['test_accuracies'] for run in results[dataset]['runs']]\n", "\n", " # Calculate mean values across all runs\n", " epochs = len(losses_runs[0])\n", " mean_losses = [sum(run[i] for run in losses_runs) / len(losses_runs) for i in range(epochs)]\n", " mean_train_acc = [sum(run[i] for run in train_acc_runs) / len(train_acc_runs) for i in range(epochs)]\n", " mean_test_acc = [sum(run[i] for run in test_acc_runs) / len(test_acc_runs) for i in range(epochs)]\n", "\n", " # Calculate min and max values for the envelope\n", " min_losses = [min(run[i] for run in losses_runs) for i in range(epochs)]\n", " max_losses = [max(run[i] for run in losses_runs) for i in range(epochs)]\n", "\n", " min_train_acc = [min(run[i] for run in train_acc_runs) for i in range(epochs)]\n", " max_train_acc = [max(run[i] for run in train_acc_runs) for i in range(epochs)]\n", "\n", " min_test_acc = [min(run[i] for run in test_acc_runs) for i in range(epochs)]\n", " max_test_acc = [max(run[i] for run in test_acc_runs) for i in range(epochs)]\n", "\n", " # Plot mean lines\n", " ax1.plot(mean_losses, label=datasets_maj[i], color=color, linestyle=linestyle, linewidth=2)\n", " ax2.plot(mean_train_acc, label=datasets_maj[i], color=color, linestyle=linestyle, linewidth=2)\n", " ax3.plot(mean_test_acc, label=datasets_maj[i], color=color, linestyle=linestyle, linewidth=2)\n", "\n", " # Plot envelopes (filled area between min and max)\n", " epochs_range = range(epochs)\n", " ax1.fill_between(epochs_range, min_losses, max_losses, color=color, alpha=0.2)\n", " ax2.fill_between(epochs_range, min_train_acc, max_train_acc, color=color, alpha=0.2)\n", " ax3.fill_between(epochs_range, min_test_acc, max_test_acc, color=color, alpha=0.2)\n", "\n", " # Customize plots\n", " for ax, title in zip([ax1, ax2, ax3], ['Training Loss', 'Training Accuracy', 'Test Accuracy']):\n", " ax.set_title(title + f\" for a {model_name} \\non different datasets\", fontsize=14, pad=10)\n", " ax.set_xlabel('Epoch', fontsize=12)\n", " ax.set_ylabel(title.split()[-1], fontsize=12)\n", " ax.legend(fontsize=10, bbox_to_anchor=(1.05, 1), loc='upper left')\n", " ax.grid(True, linestyle='--', alpha=0.7)\n", " ax.spines['top'].set_visible(False)\n", " ax.spines['right'].set_visible(False)\n", "\n", " plt.tight_layout()\n", " plt.show()\n", " plt.clf()\n", " return" ], "id": "5a8668720c65a251", "outputs": [], "execution_count": 36 }, { "metadata": {}, "cell_type": "markdown", "source": "Visualize results for VQC with initial state \\[1, 0, 0].", "id": "92f35ed09041f45a" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T19:08:19.961758Z", "start_time": "2025-06-05T19:08:19.578848Z" } }, "cell_type": "code", "source": "visualize_results(vqc_100_results, \"VQC [1, 0, 0]\")", "id": "cb79ec782cde3d68", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 37 }, { "metadata": {}, "cell_type": "markdown", "source": "Visualize results for VQC with initial state \\[1, 1, 1].", "id": "e99b08a8755f3cab" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T19:08:27.196321Z", "start_time": "2025-06-05T19:08:26.692567Z" } }, "cell_type": "code", "source": "visualize_results(vqc_111_results, \"VQC [1, 1, 1]\")", "id": "993d5c9611fd054c", "outputs": [ { "data": { "text/plain": [ "
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" ] }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 38 }, { "metadata": {}, "cell_type": "markdown", "source": "Visualize results for MLP.", "id": "17b079e2c714ed6f" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T19:08:51.077841Z", "start_time": "2025-06-05T19:08:48.520618Z" } }, "cell_type": "code", "source": "visualize_results(mlp_results, \"wide MLP\")", "id": "7973d9b51a0cf5c7", "outputs": [ { "data": { "text/plain": [ "
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}, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 39 }, { "metadata": {}, "cell_type": "markdown", "source": "We won't visualize results for the SVM since we don't have direct access at the losses and accuracies during the training. This is because we used the implementation of sklearn for this model.", "id": "4b752c6d5ccb0ee6" }, { "metadata": {}, "cell_type": "markdown", "source": "## 6. Summary of results", "id": "7ae7364ec7b95fc0" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T19:08:56.304462Z", "start_time": "2025-06-05T19:08:56.285535Z" } }, "cell_type": "code", "source": [ "def write_summary_statistics(all_results, args, model):\n", " \"\"\"Print hyperparameters info and summary statistics for all datasets. Return average test accuracy and its standard deviation across several runs\"\"\"\n", " s = \"----- Hyperparameters information -----\\n\"\n", " s += f\"m = {args.m}\\ninput_size = {args.input_size}\\ninitial_state = {args.initial_state}\\n\\n\"\n", " s += (f\"activation = {args.activation}\\nno_bunching = {args.no_bunching}\\nnum_runs = {args.num_runs}\\nn_epochs = \"\n", " f\"{args.n_epochs}\\nbatch_size = {args.batch_size}\\nlr = {args.lr}\\nalpha = {args.alpha}\\nbetas = {args.betas}\"\n", " f\"\\nscale_type = {args.scale_type}\\nregu_on = {args.regu_on}\\n\")\n", " s += f\"\\n----- Model Comparison Results -----\\n\"\n", "\n", " avg_accs = []\n", " std_accs = []\n", "\n", " for dataset_name, model_data in all_results.items():\n", " # Calculate statistics across runs\n", " final_accs = [run['final_test_acc'] for run in model_data['runs']]\n", " avg_acc = sum(final_accs) / len(final_accs)\n", " min_acc = min(final_accs)\n", " max_acc = max(final_accs)\n", " std_acc = (sum((acc - avg_acc) ** 2 for acc in final_accs) / len(final_accs)) ** 0.5\n", "\n", " avg_accs.append(avg_acc)\n", " std_accs.append(std_acc)\n", "\n", " s += f\"{model} with dataset {dataset_name}:\\n\"\n", " s += f\" Final Test Accuracy: {avg_acc:.4f} ± {std_acc:.4f} (min: {min_acc:.4f}, max: {max_acc:.4f})\\n\\n\"\n", "\n", " print(s)\n", " return avg_accs, std_accs" ], "id": "7105bf5d1128062e", "outputs": [], "execution_count": 40 }, { "metadata": {}, "cell_type": "markdown", "source": "Summary statistics for VQC with initial state \\[1, 0, 0].", "id": "54a2191ee605164e" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T19:09:01.118275Z", "start_time": "2025-06-05T19:09:01.109911Z" } }, "cell_type": "code", "source": "vqc100_accs, vqc100_stds = write_summary_statistics(vqc_100_results, args, \"VQC [1, 0, 0]\")", "id": "400302c251a6efe4", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "----- Hyperparameters information -----\n", "m = 3\n", "input_size = 2\n", "initial_state = [1, 1, 1]\n", "\n", "activation = none\n", "no_bunching = False\n", "num_runs = 5\n", "n_epochs = 100\n", "batch_size = 32\n", "lr = 0.02\n", "alpha = 0.002\n", "betas = (0.85, 0.999)\n", "scale_type = /pi\n", "regu_on = linear\n", "\n", "----- Model Comparison Results -----\n", "VQC [1, 0, 0] with dataset linear:\n", " Final Test Accuracy: 0.8750 ± 0.0000 (min: 0.8750, max: 0.8750)\n", "\n", "VQC [1, 0, 0] with dataset circular:\n", " Final Test Accuracy: 0.8500 ± 0.0707 (min: 0.7250, max: 0.9250)\n", "\n", "VQC [1, 0, 0] with dataset moon:\n", " Final Test Accuracy: 0.8000 ± 0.0000 (min: 0.8000, max: 0.8000)\n", "\n", "\n" ] } ], "execution_count": 41 }, { "metadata": {}, "cell_type": "markdown", "source": "Summary statistics for VQC with initial state \\[1, 1, 1].\n", "id": "cd71a5674f9b6832" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T19:09:05.161916Z", "start_time": "2025-06-05T19:09:05.153792Z" } }, "cell_type": "code", "source": "vqc111_accs, vqc111_stds = write_summary_statistics(vqc_111_results, args, \"VQC [1, 1, 1]\")", "id": "31e9c58d94885028", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "----- Hyperparameters information -----\n", "m = 3\n", "input_size = 2\n", "initial_state = [1, 1, 1]\n", "\n", "activation = none\n", "no_bunching = False\n", "num_runs = 5\n", "n_epochs = 100\n", "batch_size = 32\n", "lr = 0.02\n", "alpha = 0.002\n", "betas = (0.85, 0.999)\n", "scale_type = /pi\n", "regu_on = linear\n", "\n", "----- Model Comparison Results -----\n", "VQC [1, 1, 1] with dataset linear:\n", " Final Test Accuracy: 0.8850 ± 0.0200 (min: 0.8750, max: 0.9250)\n", "\n", "VQC [1, 1, 1] with dataset circular:\n", " Final Test Accuracy: 0.7200 ± 0.0954 (min: 0.5750, max: 0.8750)\n", "\n", "VQC [1, 1, 1] with dataset moon:\n", " Final Test Accuracy: 0.8850 ± 0.0464 (min: 0.8250, max: 0.9500)\n", "\n", "\n" ] } ], "execution_count": 42 }, { "metadata": {}, "cell_type": "markdown", "source": "Summary statistics for MLP.\n", "id": "e89a9ecfce6a6d7c" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T19:09:07.812714Z", "start_time": "2025-06-05T19:09:07.805755Z" } }, "cell_type": "code", "source": "mlp_accs, mlp_stds = write_summary_statistics(mlp_results, args, \"MLP\")", "id": "daec0e36eb4f492d", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "----- Hyperparameters information -----\n", "m = 3\n", "input_size = 2\n", "initial_state = [1, 1, 1]\n", "\n", "activation = none\n", "no_bunching = False\n", "num_runs = 5\n", "n_epochs = 100\n", "batch_size = 32\n", "lr = 0.02\n", "alpha = 0.002\n", "betas = (0.85, 0.999)\n", "scale_type = /pi\n", "regu_on = linear\n", "\n", "----- Model Comparison Results -----\n", "MLP with dataset linear:\n", " Final Test Accuracy: 0.8750 ± 0.0000 (min: 0.8750, max: 0.8750)\n", "\n", "MLP with dataset circular:\n", " Final Test Accuracy: 0.5550 ± 0.0600 (min: 0.5250, max: 0.6750)\n", "\n", "MLP with dataset moon:\n", " Final Test Accuracy: 0.8400 ± 0.0200 (min: 0.8250, max: 0.8750)\n", "\n", "\n" ] } ], "execution_count": 43 }, { "metadata": {}, "cell_type": "markdown", "source": "Summary statistics for SVM.", "id": "4091addbb040dc87" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T19:09:10.390815Z", "start_time": "2025-06-05T19:09:10.379414Z" } }, "cell_type": "code", "source": "svm_accs, svm_stds = write_summary_statistics(svm_results, args, \"SVM\")", "id": "2468516868d0518f", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "----- Hyperparameters information -----\n", "m = 3\n", "input_size = 2\n", "initial_state = [1, 1, 1]\n", "\n", "activation = none\n", "no_bunching = False\n", "num_runs = 5\n", "n_epochs = 100\n", "batch_size = 32\n", "lr = 0.02\n", "alpha = 0.002\n", "betas = (0.85, 0.999)\n", "scale_type = /pi\n", "regu_on = linear\n", "\n", "----- Model Comparison Results -----\n", "SVM with dataset linear:\n", " Final Test Accuracy: 0.8750 ± 0.0000 (min: 0.8750, max: 0.8750)\n", "\n", "SVM with dataset circular:\n", " Final Test Accuracy: 0.3750 ± 0.0000 (min: 0.3750, max: 0.3750)\n", "\n", "SVM with dataset moon:\n", " Final Test Accuracy: 0.8000 ± 0.0000 (min: 0.8000, max: 0.8000)\n", "\n", "\n" ] } ], "execution_count": 44 }, { "metadata": {}, "cell_type": "markdown", "source": "## 7. Comparison of results", "id": "72ea1200614f3e60" }, { "metadata": {}, "cell_type": "markdown", "source": "Let's compare the obtained test accuracies for each model on each dataset.", "id": "fed97735e5380166" }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-05T19:09:13.200881Z", "start_time": "2025-06-05T19:09:12.921427Z" } }, "cell_type": "code", "source": [ "def compare_accuracies(accuracies, stds):\n", " \"\"\"Visual comparison the test accuracy of the different models used on the three datasets\"\"\"\n", " fig, axs = plt.subplots(1, 3, figsize=(20, 5), sharey=True)\n", " datasets = [\"Linear\", \"Circular\", \"Moon\"]\n", " colors = [\"red\", \"green\", \"blue\", \"orange\"]\n", " models = [\"VQC [1, 0, 0]\", \"VQC [1, 1, 1]\", \"MLP\", \"SVM\"]\n", "\n", " accuracies = np.array(accuracies)\n", " stds = np.array(stds)\n", "\n", " x = np.arange(len(models)) # X positions for bars\n", "\n", " for i, ax in enumerate(axs):\n", " accs_for_dataset = accuracies[:, i]\n", " stds_for_dataset = stds[:, i]\n", "\n", " ax.bar(x, accs_for_dataset, yerr=stds_for_dataset, capsize=5,\n", " color=colors, tick_label=models)\n", " ax.set_title(f\"{datasets[i]} Dataset\")\n", " ax.set_ylabel(\"Test Accuracy\")\n", " ax.set_ylim(0, 1.05) # accuracies range from 0 to 1\n", " ax.grid(True, axis='y')\n", "\n", " fig.suptitle(\"Model Comparison on Different Datasets\", fontsize=16)\n", " plt.tight_layout(rect=[0, 0, 1, 0.95])\n", " # plt.savefig(\"./results/test_accuracy_comparison.png\") # To save the figure locally\n", " plt.show()\n", "\n", "\n", "accuracies = [vqc100_accs, vqc111_accs, mlp_accs, svm_accs]\n", "stds = [vqc100_stds, vqc111_stds, mlp_stds, svm_stds]\n", "compare_accuracies(accuracies, stds)" ], "id": "222393eb6920e441", "outputs": [ { "data": { "text/plain": [ "
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}, "metadata": {}, "output_type": "display_data" } ], "execution_count": 45 }, { "metadata": {}, "cell_type": "markdown", "source": [ "When looking at these results and at the decision boundaries of the different models, we can come to similar conclusions from the ones in [Fock State-enhanced Expressivity of Quantum Machine Learning Models](https://arxiv.org/abs/2107.05224). First off, concerning VQCs, the classification boundaries of the VQC become more complex as the number of photon used increases. This demonstrates the increasing expressive power of quantum circuits. We see here, that this augment is only useful on the moon dataset for which the model with initial state \\[1, 0, 0] does not have enough complexity. The more expressive VQC with initial state \\[1, 1, 1] performs better on this dataset, however it performs worse on the circular dataset than its rival. This could be explained by overfitting, and it shows that more expressive power is not necessarily better.\n", "\n", "Then, we can observe that a linear model (such as linear SVM) can obtain the best (or equal to best) performance on the linear dataset, without surprise.\n", "\n", "Finally, when comparing the results from the VQCs (16 and 23 parameters for initial states \\[1, 0, 0] and \\[1, 1, 1] respectively) with the ones from the MLP (17 parameters) that has a comparable number of parameters, they are equivalent because they have the same performance on the linear dataset, the VQCs are slightly better on the circular dataset and the MLP is slightly better on the moon dataset." ], "id": "803791074227980c" } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13" } }, "nbformat": 4, "nbformat_minor": 5 }