{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "acb2224e",
   "metadata": {},
   "source": [
    "# CS231n Backpropagation Review Tutorial With Google Colab"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "95f0e290",
   "metadata": {},
   "source": [
    "This tutorial has been revised by Favour Nerrise for the Spring 2026 edition of [cs231n](https://cs231n.stanford.edu/). \n",
    "\n",
    "It runs Python3 by default. For compatibility with our assignments, we will use Python 3.11.13 to enforce the Python version by clicking `Runtime -> Change Runtime Type` and selecting `2025.07` You can check your Python version at the command line by running `python --version`."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b2d0ab15-c334-4f13-8952-12572f5123fc",
   "metadata": {
    "id": "b2d0ab15-c334-4f13-8952-12572f5123fc"
   },
   "source": [
    "### Imports and Plotting Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bf82d617-d639-46b8-a638-c8b9660a3eb0",
   "metadata": {
    "id": "bf82d617-d639-46b8-a638-c8b9660a3eb0"
   },
   "outputs": [],
   "source": [
    "import itertools\n",
    "import random\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import datasets\n",
    "from sklearn.inspection import DecisionBoundaryDisplay\n",
    "\n",
    "# Fix seed for reproducibility\n",
    "np.random.seed(231)\n",
    "np.set_printoptions(precision=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "58d020f1-e651-4f21-a81f-488670eb72cc",
   "metadata": {
    "id": "58d020f1-e651-4f21-a81f-488670eb72cc",
    "jupyter": {
     "source_hidden": true
    }
   },
   "outputs": [],
   "source": [
    "def plot_decision_boundary(\n",
    "    estimator,\n",
    "    X,\n",
    "    *,\n",
    "    grid_resolution=100,\n",
    "    eps=1.0,\n",
    "    ax=None,\n",
    "    **kwargs,\n",
    "):\n",
    "    \"\"\"Generates a contour plot of the estimator's prediction thresholds.\"\"\"\n",
    "    x0, x1 = X[:,0],X[:,1]\n",
    "\n",
    "    x0_min, x0_max = x0.min() - eps, x0.max() + eps\n",
    "    x1_min, x1_max = x1.min() - eps, x1.max() + eps\n",
    "\n",
    "    xx0, xx1 = np.meshgrid(\n",
    "        np.linspace(x0_min, x0_max, grid_resolution),\n",
    "        np.linspace(x1_min, x1_max, grid_resolution),\n",
    "    )\n",
    "\n",
    "    X_grid = np.c_[xx0.ravel(), xx1.ravel()]\n",
    "\n",
    "    response = estimator.forward(X_grid)\n",
    "\n",
    "    display = DecisionBoundaryDisplay(\n",
    "        xx0=xx0,\n",
    "        xx1=xx1,\n",
    "        response=response.reshape(xx0.shape),\n",
    "    )\n",
    "    display.plot(plot_method=\"contourf\", ax=ax, **kwargs)\n",
    "    return display\n",
    "\n",
    "def visualize_dataset(x, y, title=\"Visualization of dataset\", ax=None):\n",
    "    \"\"\"Generates a scatter plot of the data.\"\"\"\n",
    "    if ax is None:\n",
    "        fig, ax = plt.subplots(figsize=(6, 6))\n",
    "    scatter = ax.scatter(*x.T, c=y, edgecolors='k', linewidths=0.5, s=15)\n",
    "    ax.set_title(title)\n",
    "    ax.legend(handles=scatter.legend_elements()[0], labels=[0,1])\n",
    "    ax.grid(visible=True, which='both')\n",
    "    plt.show()\n",
    "\n",
    "def visualize_weights(mlp, gradients=True):\n",
    "    \"\"\"Visualize the first layer weights and gradients of an MLPClassifier.\"\"\"\n",
    "    fig, ax = plt.subplots(figsize=(5, 5))\n",
    "    z = np.zeros(mlp.w1.shape)\n",
    "    ax.quiver(z[0, :], z[1, :], mlp.w1[0, :], mlp.w1[1, :],\n",
    "              scale=1, width=0.005, angles='xy', scale_units='xy',\n",
    "              color='tab:blue', label='Weight vectors $\\\\mathbf{w}_i$')\n",
    "    if gradients:\n",
    "        ax.quiver(mlp.w1[0, :], mlp.w1[1, :],\n",
    "                  -mlp.lr * mlp.grad_w1[0, :], -mlp.lr * mlp.grad_w1[1, :],\n",
    "                  scale=1, width=0.01, angles='xy', scale_units='xy',\n",
    "                  color='r', label='Gradient update $-\\\\alpha \\\\nabla_{\\\\mathbf{w}_i} \\\\ell$')\n",
    "    ax.legend(loc='upper left', fontsize=9)\n",
    "    ax.set_title(\"First-layer weight vectors\")\n",
    "    ax.grid(visible=True, which='both')\n",
    "    ax.set_xlim(-3, 3)\n",
    "    ax.set_ylim(-3, 3)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08fdb5e0-774d-4fb4-ae02-df39879eb6d4",
   "metadata": {
    "id": "08fdb5e0-774d-4fb4-ae02-df39879eb6d4"
   },
   "source": [
    "### Generate Example Dataset\n",
    "\n",
    "We create a binary classification dataset of two concentric circles using `sklearn.datasets.make_circles`. The inner circle is class 1 and the outer circle is class 0. This is a classic example of a dataset that is **not linearly separable**, i.e., a single linear classifier cannot solve it, which motivates the need for a neural network with a hidden layer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7a94479f-83a7-4261-813e-88c1e6977b57",
   "metadata": {
    "id": "7a94479f-83a7-4261-813e-88c1e6977b57"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The data has dimensions (1000, 2) and the labels have dimensions (1000, 1).\n"
     ]
    }
   ],
   "source": [
    "X, y = datasets.make_circles(n_samples=1000, noise=0.05, factor=0.5)\n",
    "y = y[:, np.newaxis]\n",
    "print(f\"The data has dimensions {X.shape} and the labels have dimensions {y.shape}.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5916ac86-724f-414b-8aa7-282923592a63",
   "metadata": {
    "id": "5916ac86-724f-414b-8aa7-282923592a63"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_dataset(X, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3f4283d5-9e07-43ed-8f19-a8693b2dfeb8",
   "metadata": {
    "id": "3f4283d5-9e07-43ed-8f19-a8693b2dfeb8"
   },
   "source": [
    "### Define Activation Functions and Classifier\n",
    "\n",
    "We implement a simple two-layer MLP for binary classification. The network computes:\n",
    "\n",
    "$$f_\\theta(\\mathbf{x}) = \\sigma\\!\\Big(\\underbrace{\\max(0,\\;\\mathbf{x}\\mathbf{w}_1)\\,\\mathbf{w}_2 + b}_{\\mathbf{z}}\\Big)$$\n",
    "\n",
    "where $\\mathbf{w}_1 \\in \\mathbb{R}^{2 \\times 3}$, $\\mathbf{w}_2 \\in \\mathbb{R}^{3 \\times 1}$, and $b \\in \\mathbb{R}$.\n",
    "\n",
    "The parameters $\\theta = \\{\\mathbf{w}_1, \\mathbf{w}_2, b\\}$ are learned via gradient descent. We need the gradient $\\nabla_\\theta \\ell$ of the binary cross-entropy loss, and **backpropagation** is how we compute it efficiently, by applying the chain rule one node at a time through the computational graph:\n",
    "\n",
    "$$\\mathbf{x} \\;\\xrightarrow{\\times \\mathbf{w}_1}\\; \\xrightarrow{\\text{ReLU}}\\; \\mathbf{h} \\;\\xrightarrow{\\times \\mathbf{w}_2 + b}\\; \\mathbf{z} \\;\\xrightarrow{\\sigma}\\; \\mathbf{y}_{\\text{pred}} \\;\\xrightarrow{\\text{BCE}}\\; \\ell$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4f131369-7cde-4c5c-be9b-e40422cfbda6",
   "metadata": {
    "id": "4f131369-7cde-4c5c-be9b-e40422cfbda6"
   },
   "outputs": [],
   "source": [
    "def relu(x):\n",
    "    \"\"\"Rectified linear activation function.\"\"\"\n",
    "    return np.maximum(x, 0)\n",
    "\n",
    "def sigmoid(x):\n",
    "    \"\"\"Sigmoid activation function.\"\"\"\n",
    "    return 1 / (1 + np.exp(-x))\n",
    "\n",
    "def cross_entropy(preds, labels):\n",
    "    \"\"\"\n",
    "    Binary cross entropy loss.\n",
    "\n",
    "    Args:\n",
    "        preds:  predicted probabiltiies\n",
    "        labels: ground truth labels\n",
    "    \"\"\"\n",
    "    return -np.mean(labels * np.log(preds) + (1 - labels) * np.log(1 - preds))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6d4320fc-cfa3-49ba-8317-bf24d1b141ad",
   "metadata": {
    "id": "6d4320fc-cfa3-49ba-8317-bf24d1b141ad"
   },
   "outputs": [],
   "source": [
    "class MLPClassifier():\n",
    "    def __init__(self, lr=1e-2, in_dim=2, out_dim=1, h_dim=3):\n",
    "        \"\"\"\n",
    "        Defines the learning rate and initializes the weight matrices\n",
    "        for a simple multilayer perceptron.\n",
    "\n",
    "        Args:\n",
    "            lr:      learning rate\n",
    "            in_dim:  input dimension\n",
    "            out_dim: output dimension\n",
    "            h_dim:   hidden dimension\n",
    "        \"\"\"\n",
    "        self.lr = lr\n",
    "\n",
    "        # Randomly initialize weights from a Gaussian distribution\n",
    "        self.w1 = np.random.randn(in_dim, h_dim) * np.sqrt(2 / in_dim)\n",
    "        self.w2 = np.random.randn(h_dim, out_dim) * np.sqrt(2 / h_dim)\n",
    "        self.b = np.zeros(out_dim) + 0.1\n",
    "\n",
    "    def forward(self, x):\n",
    "        \"\"\"\n",
    "        Forward pass of the MLP.\n",
    "\n",
    "        Args:\n",
    "            x: input data with shape (dataset_size, in_dim)\n",
    "\n",
    "        Returns:\n",
    "            y_pred: predicted probabilities of being in class 1\n",
    "        \"\"\"\n",
    "        self.x = x                            # Cache inputs for gradient computation\n",
    "        self.h = relu(self.x @ self.w1)       # Cache relu output for gradient computation\n",
    "        self.z = self.h @ self.w2 + self.b    # Cache for viewing purposes (not used in backwards)\n",
    "        y_pred = sigmoid(self.z)\n",
    "        return y_pred\n",
    "\n",
    "    def backward(self, y_pred, grad_y_pred):\n",
    "        \"\"\"\n",
    "        Backwards pass of the MLP. We trace gradients right-to-left through\n",
    "        the computational graph, applying the core pattern at each node:\n",
    "\n",
    "            downstream = upstream x local\n",
    "\n",
    "        Args:\n",
    "            y_pred:      predicted probabilities of being in class 1\n",
    "            grad_y_pred: gradient of the loss w.r.t y_pred  (Step 1: BCE node)\n",
    "        \"\"\"\n",
    "        # --- Step 2 (Sigmoid node): local gradient sigma'(z) = y_pred * (1 - y_pred) ---\n",
    "        # Chain: dL/dz = dL/dy_pred * dy_pred/dz\n",
    "        grad_z = y_pred * (1 - y_pred) * grad_y_pred\n",
    "\n",
    "        # --- Step 3 (Linear layer z = h @ w2 + b): multiply gate pattern ---\n",
    "        # dL/dw2 = h^T @ dL/dz                       (R^{3x1} = R^{3xN} . R^{Nx1})\n",
    "        self.grad_w2 = self.h.T @ grad_z\n",
    "        # dL/db  = sum_i dL/dz_i                      (b is broadcast across batch)\n",
    "        self.grad_b  = np.sum(grad_z)\n",
    "        # dL/dh  = dL/dz @ w2^T  (pass upstream)      (R^{Nx3} = R^{Nx1} . R^{1x3})\n",
    "        self.grad_h  = grad_z @ self.w2.T\n",
    "\n",
    "        # --- Step 4 (ReLU node): max gate routes gradient where input > 0 ---\n",
    "        # dL/d(Xw1) = dL/dh * 1[Xw1 > 0]\n",
    "        grad_xw1 = self.grad_h * (self.h > 0)\n",
    "\n",
    "        # --- Step 5 (Linear layer Xw1): multiply gate pattern again ---\n",
    "        # dL/dw1 = X^T @ dL/d(Xw1)                   (R^{2x3} = R^{2xN} . R^{Nx3})\n",
    "        self.grad_w1 = self.x.T @ grad_xw1\n",
    "\n",
    "    def update(self):\n",
    "        \"\"\"\n",
    "        Update weights with gradients.\n",
    "        \"\"\"\n",
    "        self.w1 -= self.lr * self.grad_w1\n",
    "        self.w2 -= self.lr * self.grad_w2\n",
    "        self.b  -= self.lr * self.grad_b"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b17eb82c-9dcc-4c64-9e3c-11d2afee3ee9",
   "metadata": {
    "id": "b17eb82c-9dcc-4c64-9e3c-11d2afee3ee9"
   },
   "source": [
    "### Train MLPClassifier\n",
    "\n",
    "Each training iteration follows the same recipe:\n",
    "1. **Forward pass** — compute predictions $\\mathbf{y}_{\\text{pred}} = f_\\theta(\\mathbf{X})$\n",
    "2. **Compute loss** — binary cross-entropy between predictions and labels\n",
    "3. **Backward pass** — compute $\\nabla_\\theta \\ell$ via backpropagation (Steps 1-5 from the lecture)\n",
    "4. **Update** — $\\theta \\leftarrow \\theta - \\alpha\\,\\nabla_\\theta \\ell$\n",
    "\n",
    "We visualize the decision boundary and weight vectors periodically to watch the network learn."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b1282d43-167f-4561-a99f-197e47c33519",
   "metadata": {
    "id": "b1282d43-167f-4561-a99f-197e47c33519"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mlp = MLPClassifier(lr=5.0, h_dim=3)\n",
    "loss_history, loss = [], np.inf\n",
    "visualize_weights(mlp, gradients=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5ce26b36-0edb-443e-8928-9f965d20d16b",
   "metadata": {
    "id": "5ce26b36-0edb-443e-8928-9f965d20d16b",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAboAAAHDCAYAAABS2t+MAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAPwdJREFUeJzt3Qd4VFX+//FvSEIgSJFIJxBABVG6AtJRsKyNVVFhVRDWrruWLairgD9dxYLusv4FLGCBFRvqYllZFRAFFAVRKUrvJaEJQQLJ/J/PwYlJmEAyySQz975fzzOQmUxm7j0zcz9zzj0lLhAIBAwAAI+qUN4bAABAJBF0AABPI+gAAJ5G0AEAPI2gAwB4GkEHAPA0gg4A4GkEHQDA0wg6AICnEXQoktWrV1tcXJxNnDix3EpsxIgRbhtwuMGDB1taWlrYf3vMMcdQrPAsgg6OAkwhEuoybNiwiJTS3//+d3vrrbd4BWJEZmam+7IxY8YMi1axsI0oewnl8JyIYvfff781adIk322nnHKKNW7c2Pbt22eJiYmlGnSXXnqp9evXr9Qe06+eeeYZy8nJiXiIjBw50v3cq1cvi0axsI0oewQd8jn33HPt1FNPDVkqlSpVOmpp7d2716pUqeLLUtVBNjk5uVyeuzS/gOBwfn5fewFNlwj7HF3w3M6KFSvsN7/5jVWtWtV+97vfud/9+OOPdskll1jdunVdQDZs2NCuuOIK27Vrl/u9HksHjxdeeCG3iVSPV1wTJkywM844w2rXrm1JSUnWsmVLe/rpp/PdZ9CgQXbcccfZgQMHDvv7s846y5o3b57vtpdfftk6dOhglStXtpo1a7rtXrduXb77qLagmu5XX31lPXr0cAF39913h9zGd955x+3fokWLcm9744033G0XX3xxvvuedNJJdvnllxd7e0Kdo8vIyLCrrrrKqlWrZjVq1HDl8M033xR6rnXDhg2udq3XtFatWvanP/3JsrOzc19/3SaqMQVfMzUThjJ//nz3e72+Bf33v/91v5s2bVq+5x4yZIjVqVPHvY4nn3yyPf/884f97c8//+ye88QTT3Tvq3r16rky1HuwKNv48ccfW/fu3V1oqUwuuugiW7JkSchzwYsXL7aBAwfasccea926dXO/27x5s11zzTXu/azt1PPrMfTciF7U6JCPgig9PT3fbQqJwhw8eNDOPvtsdyB47LHH3AE/KyvL3bZ//3679dZbXdjpQKYD286dO6169er20ksv2e9//3vr2LGjXXfdde6xmjVrVuxXQ6Gmg+KFF15oCQkJ9p///Mduuukm14x38803u/voYP/iiy+6A+z555+f+7c6aOnAN3z48NzbHnzwQbv33nvtsssuc9u3bds2GzNmjAuzBQsWuINj3iBRDVjBc+WVV7qDdCgqGx04Z82aZa1bt3a3ffrpp1ahQgWbPXt27v30XEuXLrVbbrklrO3JS/t/wQUX2BdffGE33nijtWjRwt5++20XdqEo0PSaderUyb2O//vf/+zxxx93r4n+XgGistbPv/3tb3MDOrg/BalVoGnTpvbqq68e9pxTpkxx4aHnky1btljnzp1dGWnf9Vzvv/++DR061Hbv3m233XZb7jbq9fvoo49cmf/xj3+0n376yaZPn27fffed9enT54jbqH3S66XtUpipKV5l2bVrV/v6668P+6LQv39/O+GEE1wTe3A1M315+/777937WvffunWre/61a9eG3RkIZUDr0QETJkzQJznkRVatWuV+1v2CBg0a5G4bNmxYvgJcsGCBu/211147YsFWqVLFPUZRDR8+PHd7gjIzMw+739lnnx1o2rRp7vXs7OxAw4YNA5dffnm++40ePToQFxcXWLlypbu+evXqQHx8fODBBx/Md79vv/02kJCQkO/2nj17um0ZO3Zskbb95JNPDlx22WW519u3bx/o37+/e4wlS5a429588013/Ztvvin29qgcGzdunHv9jTfecI/15JNP5iuHM844o9DX8f7778/3PO3atQt06NAh9/q2bdvc/fQ6FMVdd90VSExMDGzfvj33tv379wdq1KgRGDJkSO5tQ4cODdSrVy+Qnp6e7++vuOKKQPXq1XNf4+eff949v163gnJyco66jW3btg3Url07kJGRkXubyrpChQqBq6+++rD32YABA/L9/Y4dO9ztjz76aJH2H9GDpkvk89RTT7lvqHkvR6Nv0HmpxiaqQem8VSSpOa9gbbRnz562cuXK3GZS1ZzUpKomRNUAgiZNmmRdunTJ7Xzz5ptvupqQak96nOBFNVJ9s//kk0/yPbeartSMVRRqLlMtTrQNakJUTVa15eDt+l81NDWJhrM9eX3wwQfuvN21116be5vKIVjLDeWGG244bJtVjuFSE6yai7UfQR9++KGr1QebZ1VTUjOuap/6Oe9+qsan11C1LdH9VF6qTRV0tGEnmzZtsoULF7omXjX/Bqm217dvX3vvvfeOWh56r1WsWNH16NyxY0cYJYLyQtAhHzUlqgko7+VI1Fyo8xV5KTjuuOMOe/bZZ92BSQcsBWgweI5EzZ5qUsx7CZ4nCuWzzz5z2xg856Jmr+C5srzPd/XVV7umqqlTp7rry5Ytc+fX1KwZpPOKOtgqRPQ4eS86j6NmqrwaNGjgDnxFodDQwXb58uX2+eefuwPz6aefni8A9b+a0RRI4WxPXmvWrHHnjwp2jjn++OND3l/nu4Lnt4LUvFiSA3qbNm1ck6maKoP0s94TOq8qaopV8I0fP/6wfQx+iQjup87D6Xyq3nPFpfKQgudjg+dFFaw6Z5xXwd7H+mIzatQo16yqZmo1Hz/yyCPuPYroxjk6lIg+/MEDc146v6NvzzovpG/xf/jDH+yhhx6yuXPnHhaMeSkEevfune+2VatWhTz/oQPfmWee6Q6mo0ePttTUVBc8+nb+xBNP5Otur04q6tChjh0KPf2v+6q2FKT7K4B0IIuPjz/s+QoOqs5bmzyaYGcGnadTLal9+/YunBV0//znP23Pnj3unJvOyYW7PSUR6vFLg2pu2icFiTorqVY9YMCA3LAKvkY6x1nY+cPCzgNGWqjXV+cLVfvU+E+1WOj8qd7XOtfbrl27ctlOHB1Bh4hp1aqVu/ztb39zAabaytixY+2BBx4otLlJtYCCzaVqqgtFHU/U4UUHz0aNGuXeXliTngJONU3VrCZPnmznnXeeq7UEqeOFalD6Jq9efaVJ26eLam0KOgWcqFagbXrttddczVXXS2N7NO5R5VBwyINqlOEKZ1YaBZ16QKrZUbUgdS5RR5Ig1dwUgNr3o7UeqDzmzZvnmkMLG05R2DaqPII1+YLUAUi1zKIOH9B23Hnnne6iWnfbtm3dFzt9eUJ0oukSpU4HM/XGzEuBp5qfgilIBxY1W+Wl4CnYdFrY+L1gLSTYIy7YXKkhB6GoJqEDoXrrKWxUi8hLvfT0mDow533M4HOol2VJKNz0zV89IYNBp4OkDvQPP/ywq0Go1lka26PmYgWCBpIHqfakJuRwBQOz4Gt2JGoW1GuvJktd1JyaN8y1f+rJqCBUz8mC1LQZpPupZvivf/3rsPsFy6ewbdTzqqw13CHv7/ScanHQ8Jij0ZcGDW8oGHp6/fK+rxF9qNGh1Olgrm7i6p6tmohCT8MJgge1IB3U1eVbzY7169d3NRd1by8qjYFT86Oakq6//nrX/KcDu8bUqdZWkGoP55xzjqs96XyeanQFD1qqbd51111uXJTGlOkgpqZTndtT5xGNLQuXwk0dYBS2waZMlYk6xKgZTGPz8p7zK8n26L4636pah2pxat5VzXf79u1h184UxGoCVmDpdVWnDnWcCXaeOVKt7r777nNfWDRkoGBTt0JetU+99uo8o+fQdqoTit4fwW1WjVzDRFQDDn5Z0Hk13UdDSjSe7Ujb+Oijj7rhBTo3qu0IDi9Q56nCxgPm9cMPP7imcjV36znU/KrXQcMj8tZSEYXKu9snomt4wZdffhny94UNL9AQgYLUXV/dx5s1axaoVKlSoGbNmoHevXsH/ve//+W739KlSwM9evQIVK5c2T320YYahBpe8M477wRat27tnictLS0watSo3G7o2uaCXn31Vfe76667rtDnUdf8bt26uX3TpUWLFoGbb745sGzZsnzDCzRkoDi+//5799wnnXRSvtsfeOABd/u9994b9vYUHF4Q7Go/cODAQNWqVV03/cGDBwc+++wz91yvvPLKUV/HUOX9+eefuyEHFStWLPJQgx9//DF3qMrs2bND3mfLli1un1JTU92QhLp16wbOPPPMwPjx4/PdT0MN7rnnnkCTJk1y73fppZcGVqxYUaRt1Huwa9eu7j1XrVq1wAUXXBBYvHhxyP1W+eWl4Q/aRpW/yktl2qlTJ/eeQnSL0z/lHbZAWVHnGNV21Ckk2HzoJ+pEocHUGqiuc6aAHxB08BXNrKGu+WrO8/qSP2qay9tzUB0+1Nyr6bnUJb44vUaBWMY5OvjCK6+84uaafPfdd+0f//iH50NONLBaYadzUuosoYHb6v2qKa0IOfgJNTr4goJN487UMUJDHMIZdBxrNIRC3d5Ve1VvQQ0W1yw2eefSBPwgokGnCVZ1Cc7srcl31ftKPZ8AAIj5oNOAXnWf1hRGehqNYVEXX80AodADAMBzTZca16Kw0zgWAAAircxOVKjHlwbqaoCnTo6HohPmeWcY0EwOGiyakpLii84DAIDQVCfTyh+aXCLU/LpHFOmBeosWLXKDK7WulgZYvvvuu4XeNzhQkwtlwHuA9wDvAd4DFqIM1q1bV+wcinjTpZZd0eq7moPw9ddfd0u3zJw5002hc7Qanf5GE+Fq6p28a0j5ieYr1PRImtG/sIlsvczv+y+UAWXAe8Bc656mddNcpcE1L6Om6VJz9wXXwNLchl9++aUbxzRu3LiQS77oUpBCTs2XfqQ3uCaq1f778UDv9/0XyoAy4D3wq3BOY5X56gU678ZM3wCAshLRGp1mXdeYOTU/6iSiBrBqGXrN1A4AQMwH3datW93SGloyRW2qWilYIde3b99IPi0AAGUTdM8991zEu5tqrTMNXfBy27ymq9IUTl7ez8L4ff+PVgaakEG/Y/gNULiYnfBPvTlVU9Sqv16mMK9bt66tW7fOlwczv+9/UcpAnXW0gnbeRVsBxHjQqUOLVlnWt1kNHtQH3KsHQe2rVs7WhMTFHiTpAX7f/yOVgQJQX/i2bdvmPg+aas+vZQR4Luj04daHPzU11X2b9TLtp/a3UqVKvjyI+X3/j1YGWm5Hwy7WrFmTex8A+cX0kcOvBz4gLz4HwJGRFAAATyPoAACeRtABADyNoIsxWrB22rRpRbpvWlqavfXWWxHfJgCIZjHZ67IwacPejfhzrH74vCLf97HHHnMrNsydOzf3tiuvvNLdphm4gz3k/vWvf7lJrr/99tujPub3339vpUVB+OSTT1q/fv1K7TFj4bkB+As1ugjS0jJfffWVGwMVpLk+mzZtmi/8tAzNGWecEclN8RSNH/PrLCkAio+gi6B27dq5Qb6ffvqpu/7jjz+6WtyAAQNcuAUP2rNmzXKhKArFW265xU2EXbt2bRs0aJBbly9Uc+T69evdvKHVqlVzSyD9/e9/d7/PS2v5de7c2apWrWo9e/Z0s2tI//793TqB2hZt4w033HDY9j/xxBOHBfCUKVOsRYsWIbdV85rm3dbdu3e73zdu3Nht42mnneaev7Dn3rJli1122WVWq1Yt95j33HOPm+JN9OXgoYcecvuisZOLFy+20aNHu/tp37TfWuswFC0LpQkFLr74Ynf9448/dtfbt2/vrq9YscJdr1KliptuC4C3EHSRLNwKFaxHjx6uFif6v1evXi5wgrd99913bkFB3SZDhgxx1xctWuRmu9CB9y9/+UvIxx84cKALEQXEv//975Bzi7788svud5o9Qwfye++9193+2muvuZDQ7xRYY8eODfn4s2fPzg1Heemll+yqq64qdFsVbEGDBw+25cuX25w5c1xT7fjx490A58KeW8+nwc96LH05UKA/+uijuY83ceJEe+GFF9zfaN3Cv/3tb/bhhx+6lTHmzZtnHTt2DFlOwS8R2hcJfvH45ptvXBgHr3fr1s23a94BXkbQRZgOssHam8JNgdapUyd3kN23b5+7rW3btnbssce6MHrjjTfsqaeesho1arhgGjlypE2dOvWwpjqFjw7QDz/8sAsPrbwbqlZ20003WZMmTVxN8ne/+51rSi2qOnXqWJ8+fWzSpEm5q1FMnz7dBV2obb3//vtdjU/bqvDVdivcNE2bQl813OOOOy7kc23YsMHVtFRLUy1PAa4anYIt6MYbb7TmzZu7qd90UW1Y5yxVjtpWrY4RSqtWrVwtUdu8dOlSF3iqlWrGEf0cDLq8tdcXX3zRBTSA2EfQlUHQff31167mMHPmTFejU21E4fb555+7oAvWOFavXu0OvgomhYcuCkWFxObNm/M97saNG1145Q0O1ZIK0mTAQQoj1X6KQ82RqsWJamBdunRxzxNqW9U0GdxWTUml/Qy1TaGoGVb7o8AKUnOlbg+1f82aNXMhqI48+puzzjrLFi5cGPKx1Sypchd96dD5UdU29XdqNg4VdNrv008/vVhlBSA6EXQRplqGQuD55593k09rfk5RzU4H3bzn5/Q7BYVCTE19uqhpUMHRoEGDfI+rWpKWbUlPT8+9Tee9SnvqqIsuusiFjWqCeZstQ22rLtombatqZFpJPm+z55Geu2HDhu5vVRMMUpjq9sL+RufzVIb6mzZt2uRuWyjBMh4zZoxr+lSTspoq33zzTXfuVOslBs/ZCSEHeAdBF2GqTSjURo0alVurEN2mc2oKBx10g7UvdbfXea5ggCnkQo2bU9B07drV7r77btd0p4O1mgmLQzUadcQ4EjWLXnrppa4ZUR1A1JHkSNuq5srgYysk1Zyq5ZRU+1uwYIFlZGSEfG6Fo8LoT3/6k+3du9eF9oMPPuhqVqEsW7bMNaNq3/UFQs2dWpetMMHa2pIlS9w+nXrqqda9e3dXbqLXQM2hoqWfvD5ZOOAnBF0Z0AFcIRDscBKsMai2pt6S6jWYt8NFsBlQPRX1N4U1yU2ePNlWrlzpQuOKK65wY/TUXFhUCkk1/en5dC6vMAobrQyvYDvStio48p4DVNOiAlmhovsp9BRMhT239ke/V21QIX7eeefZn//855DbpJn61bFG+56SkuLO72l7CqNze8FasXpuqtOJtjcob7OlOtfovB4Ab4gL6Ix+lNJ5LTUpqcagg1mQmrjUMy/YycLLVBNSOShIjtbUqO73OuCrpuPH/S8t6gWq95XO48VCGfjh86Aeve+995795je/8WXPWL/vv6g1SH0SNIRJn4XioEYXw9TJRb0I9V1FNSmdfwo2LSJ8qkGrsxAAb/DUFGB+o+7yag5UZwwN2L722mtt6NCh5b1ZMS/UmEIAsYugi2Fnn322a7ICABSOpksAgKcRdAAATyPoAACeRtABADyNoAMAeBpBBwDwNIIOAOBpBB0AwNMIOo/QatxpaWm5108++eSQqx7E6v7ECq3Dp+WFCrtoiaDi0oTamtpNKy8AKD6CrgxoFWtNxlqzZk03GalWA7/11lvdgS9StPL2+eefXyqPpcBR8ESraNq+Sy65xE2uXNiluGsGak0/re6gVRo0tykAvwddXFzkL8X0n//8x84991y3ArYmYA6uNK7Vs7VoaEGaoDk7O7uUCgRl7ZprrnETQut1zHt59NFHrWPHjtayZcti1+a0QKxWhtd7BoDfgy7K6AD3hz/8wa29dtttt7mJl6VevXp2++23u4NisEaiJXa0TpoW/NQCp6NHj7YTTjjBLVPUrl07e+qpp/I9tlb9Vniqhqg17fQ3hdVy1FymBVIbNWrktkHry2mpi7z3feSRR9zza705rYEXXBlcTWaqhQwYMMAtbqpJpAtbYDbvunlPPvlkvoVm9RxaSFWreGubNU+nVicv6v488cQTrjy0fc2aNXNr2R1p+462zyV5TfXcqpXrtbnzzjvdgrJak08GDhzomhi//fbbfH+ntfmCr3dxaMklLQqr2pzW9QMQhkAU27Vrl9bKC6Snp+e7fd++fYHFixe7//PR7kT6UgxLly51279ixYoj3q9x48aBE0880d3/4MGDgf379wdef/31wNq1a931d955J1CpUqXA7Nmzc/+me/fugauvvjqwd+/ewJIlSwJpaWnucfI+5tSpU93P/fv3DwwYMCCwY8eOwJ49ewJXXHFF4Morr8x331atWgVWrlzpyvTcc88NDBo0KORjFUb7uWDBgtzrTzzxRKBnz575HkPbqG3VNmvbe/fufdT9yc7Odtv96quvuvLIyckJfPzxx/nKI9T2HW2fw/XQQw8FWrduHVi3bp0rr8TERLcfH3zwQe59LrvsssCdd96Ze33+/Plue7UtxdW+ffvAmDFj3LarLEIp9PPgIVlZWYG33nrL/e9Hft9/UQ7oOKNcKC6CLoJBpwOxXpi8B6ARI0YEqlevHqhSpYo7GAcP1AqGUIIH+gsvvDDwwAMPuNt0wNfjbtmyJfd+Dz/8cMig27p1a6BChQqB7du35/7uhx9+cAdohWjwvk8//XTu719++eXAKaeccthjlTToRo0alXt98+bN7m8UGEfan+D+FzzIX3TRRbnlUXD7irLPBZ133nluGwq7rFq1KpCZmelet88++yz371JTUwM9evTI91jvvfdeoG7durnPdeutt7rQDUe1atUC559/fmDWrFkEnY8P9ARdyYKOZXoiSKvhiprogudXhg8f7i4jRozI19SnJra8Jk2aZI8//rjrsKJzdvv27ct9DD2eVpIONoVK48aNQ26D/l4rVKsjRF5aqXrz5s3WoEEDd71u3bq5v6tSpYo7J1Ta8m6jOlckJSXZhg0b3PWj7Y/KQ82Xwf3JzMw8bJ+Ku895TZ482bKysgrddnUk+vDDD13TapcuXXJv19/83//9X777qglWz6Xza3379rV///vf7lJcO3futIMHD1pCQoK1atWq2H8P4BCCLoJ0HkcH7FdffdWGDRt2xPvqwBikc06DBg2yDz74wJ2f0UFd1w9VnMzq169vP//8s23dujU3HArrzZeamuoeW+Go83/hyLtthVE4ajuDNm3aFLLrfZC2XT0KFTraryPtj84X6vyWykPn/XTg79evX255FNy+cPZZAXY0CuWGDRvmXp86dapb9Pakk07Kd7/4+Hh3TlDn5bSP2oYzzjjD/U7nahV6+jv1xNX/Wh1eQXbKKafkC0SF3IEDB9z5WwDhozNKBKmDxj/+8Q/XCeOf//ynO5AHVwZX9//CqCOFDuI66OuArZqEOiXkPZB37drVhadqesuWLbNx48aFfCzV1BQK6piRnp7ublOtRgfpolLta8WKFUe8jzqZvPTSS+7grJqqfi5I26ht1Tb/9a9/dSGu4Dja/uzduzdfebz33nuuTArbvtLY51C0reposnz5crfgrbZXAamONAUNHjzY3nnnHfe660tKMIwV1Hof/PDDDzZ37lz78ccfXajr/dC7d+98j6H9VEjqy9Lbb7/tygFA8RF0EXbRRRfZu+++6w5aquHpwNi9e3d30FZTXCjqgn7PPfe4WkCtWrXcAfqCCy44rKlNNR09jnr6DRkypNBtmDhxotWoUcP1DAw+v2oRRaVeo+ppqMfQmK5QxowZY3PmzHH3UYjp4F6QtlG9IxVMqh2pObIo+9OiRQu3DSqPlJQUmzJlil144YVH3L6S7nMoZ555ptv+Tp062emnn26jRo1yz6emzIyMjHz3bd68uestq6EkCr0ghbu+AI0dO9bVZrV9jz32mAvyYNC99tprriao98x9993nwlG9UFVrBlB8cTpRZ1FKY87UhVvfynWAC1Izl75R6xyMzu3kCmOcW7GVcXHpXJPKQQfrojQhRisNL9CQA9W0/LL/qqnpvavabl4aZ6ca6FVXXeW+yGiMnc4BqmaoyQX0N3nL6WhlUOjnwUPUhKvgV3NvYmKi+Y3f91/0ZVL9HjRMqCinGvKKrSPH0ZTFAAOgiNTBqGDIiWpoap7WQHA12aq5NjjmcN68eW48I4DSQ2cUoIypZqtLUN5GFXXiydsDFkDJEXQoE5Gc19NLdL4OQOnyVtMlAAAFEHQAAE8j6AAAnkbQAQA8jaADAHhaTAedBtICfsfnAPDg8IKKFSvmTtqrmSV0XdMqefUgphnyNftFrM0MUhr8vv9HKgONv9PtmjtVt+tzAMAjQacPtaY70uDavKtUe5EOZpo5o3Llyp4N8yPx+/4XpQw08bNmYfHrFwHAk0En+vaqD7dmy9d6bV6e427WrFluMmA/znHn9/0/WhloSSAtW+TXLwGAp4NO9OHWB9/LB0AdyBTmmqzXy/tZGL/vv1AGQMlEtK1DC0ZqGZKqVau65Vc0I7vWGgMAwBNBp7W4br75ZrfApBYOVRPMWWedxQKSAABvNF1+8MEH+a5rMUzV7LQAps43AADgqXN0WjBPtMhkKFpVWZcgLTYpqgnq4kfB/Wb//fn6i9/fA+L3MvD7/pd038tshXGNBbrwwgtt586dbhXlUEaMGGEjR4487PbJkye7LtQAAH/KzMy0gQMHhrXCeJkF3Y033mjvv/++C7mGDRsWuUaXmprqxsulpKSYX7/F6Pxm3759fdnr0O/7L5QBZcB7wCwjI8Pq1asXVtCVSdPlLbfcYtOmTXNjgQoLOUlKSnKXgrw+hKAo/F4Gft9/oQwoAz+/BxJLsN8RDTpVFm+99VabOnWqzZgxw81mAgBAWYpo0Glogc6vvf32224s3ebNm93t1atXd9MZAQAQ0+Ponn76adee2qtXL9e2GrxMmTIlkk8LAEDZNV0CAFCemO4cAOBpBB0AwNMIOgCApxF0AABPI+gAAJ5G0AEAPI2gAwB4GkEHAPA0gg4A4GkEHQDA0wg6AICnEXQAAE8j6AAAnkbQAQA8jaADAHgaQQcA8DSCDgDgaQQdAMDTCDoAgKcRdECsW7TI7LnnzAKB8t4SICoRdEAsWr/e7NFHzdq0MevUyey008zi4sp7q4ColFDeGwCgiH76yeztt81eftnsk09+rcGNH2/WujXFCBSCoAOi3fLlh/4//nizHTvy/27AALPf/75cNguIFTRdAtGuWbND/x9zTP7bTzjBbNw4miyBoyDogGgXPPeWnv7rbUlJZq+9Zla1arltFhArCDogRmy+6XazCy44dOUf/zjUEQXAUXGODogRE7pfYfed39csOdnsuuvKe3OAmEGNDogRs5dvM2vf/lAvS4YSAEVG0AFRLifn0DCCNdszbVVWvFm1auW9SUBMIeiAKLd40+7cn2cs21qu2wLEIoIOiHIfLdmS+/OMZdvKdVuAWETQAVHuo6W/htuclRm2Lyu7XLcHiDUEHRDFVmzbYyvT9+RezzqYY3NXZpTrNgGxhqADotiH32+xhAq/TtacGB/HeTqgmAg6IIqlVKlo7/2he+71j+7oZfVrVC7XbQJiDUEHRLHLTkvNF2wNjq1s1/f8Ze5LAEVC0AExJE8rJoAiIuiAGBFfIc7imBEFKDaCDogR8UZ1DggHQQfEiAp8WoGw8NEBYkQ8zZZAWAg6IMoFAocmda5ATxQgLAQdEOWyf1m9IO/AcQBFR9ABMRJ01OiA8BB0QJTLCTZdco4OCAtBB0S57F+CTuPoABQfQQdEuZycQ/9TowPCQ9ABUY4aHVAyBB0Q5Q7S6xIoEYIOiJGmS+a5BMJD0AEx0uuSmVGA8BB0QJTLYRwdUCIEHRAjA8bj+bQCYYnoR2fWrFl2wQUXWP369d35hbfeeiuSTwd4u9clw+iA6Au6vXv3Wps2beypp56K5NMAPqnRkXRAOBIsgs4991x3ARA+xtEBJUOrPxAjnVEYXgBEYY2uuPbv3+8uQbt373b/HzhwwF38KLjf7L8/X385ePDQvifFB3gf+PR94PfjQEn3PS4QXNUxwvRtdOrUqdavX79C7zNixAgbOXLkYbdPnjzZkpOTI7yFAIBolZmZaQMHDrRdu3ZZtWrVYjfoQtXoUlNTbdOmTZaSkmJ+/RYzffp069u3ryUmJprf+H3/5evV22zz4i/tve217F9XnmZ+5Pf3gd/3XzIyMqxevXphBV1UNV0mJSW5S0F6Yf364gb5vQz8vP85Fn/oh7h435ZBkJ/fB37f/8QS7HdEg27Pnj22fPny3OurVq2yhQsXWs2aNa1Ro0aRfGrAc70uWWEciMKgmz9/vvXu3Tv3+h133OH+HzRokE2cODGSTw14blJn5roEojDoevXqZWV0ChDw/KTO1OiA8DCODohyTOoMlAxBB8TIFGAJTAEGhIWgA6LcwWDTZRxzXQLhIOiAKPdLhY5leoAwEXRAlGP1AqBkCDogygV7LjOpMxAegg6IctTogJIh6IBYCTo6owBhIeiAmAm68t4SIDYRdECUY4VxoGQIOiDKMTMKUDIEHRDlOEcHlAxBB8TIgPE4pgADwkLQATGyegFzXQLhIeiAKHcw2OuSGh0QFoIOiJX16BhHB4SFoANiZmaU8t4SIDbx0QFiJOio0QHhIeiAKEfTJVAyBB0Q5VhhHCgZgg6IcsyMApQMQQdEOWZGAUqGoAOiXPYvM6NUYBwdEBaCDoiRziisRweEh6ADohzL9AAlQ9ABUY7OKEDJEHRAzMyMwhLjQDgIOiDKZecc+p+cA8JD0AFRjs4oQMkQdECUY1JnoGQIOiBmel3ycQXCwScHiHI5v4wYZ/UCIDwEHRAjNToqdEB4CDogRsbRMTMKEB6CDohyzIwClAxBB8RM0yUDxoFwEHRAjIyjSyDogLAQdECUO0ivS6BECDogygVougRKhKADohwrjAMlQ9ABsbLCeBydUYBwEHRArIyjozMKEBaCDoiRZXrodQmEh6ADYuQcHePogPAQdECsDBjnHB0QFoIOiJnhBeW9JUBs4qMDxMpcl9TogLAQdECUY4VxoGQIOiBmgo5xdEA4CDogyjEzClAyBB0QI6sX0OsSCA9BB8TIzCiMowPCQ9ABUY6mSyAGgu6pp56ytLQ0q1SpknXq1Mm++OKLsnhawBN+qdBRowOiNeimTJlid9xxhw0fPty+/vpra9OmjZ199tm2devWSD814AkHc36Z7BJAdAbd6NGj7dprr7VrrrnGWrZsaWPHjrXk5GR7/vnnI/3UgCeQc0AUB11WVpZ99dVX1qdPn1+fsEIFd33OnDmRfGrAMw4GqNEBJZFgEZSenm7Z2dlWp06dfLfr+tKlSw+7//79+90laPfu3e7/AwcOuIsfBfeb/fff679080/24pzVVjXh0EDxzJ+zLNn8ic+Bv48DJd33iAZdcT300EM2cuTIw27/5JNPXHOnn02fPt38zK/73y3JrFu7Qz/P+Ph/5nd+fR8E+Xn/MzMzozPojjvuOIuPj7ctW7bku13X69ate9j977rrLtdxJW+NLjU11Xr37m0pKSnm128xenP37dvXEhMTzW/8sv/7D2TbtEWb7MU5a2xF+h53W83kijagYyNrVCPJ4jYusudWVrXXburmy96XfnkfFMbv+y8ZGRkWlUFXsWJF69Chg3300UfWr18/d1tOTo67fssttxx2/6SkJHcpSC+sX1/cIL+XgVf3P2PPfntp7hp7ac4ay9ib5W47vnZV+323JtavXQOrlBjvznW/v3GRLUvPtBnLt9vZJx/+JdEvvPo+KCo/739iCfY74k2XqqENGjTITj31VOvYsaM9+eSTtnfvXtcLE/Cr5Vv32HOzV9mbX6+3/QcPdTbpdvxxNrR7E+t5Qq18tba4PMvz/L8ZK+yslnXy3QagnIPu8ssvt23bttl9991nmzdvtrZt29oHH3xwWAcVwA8LqM5ZkWHPzl5lHy89NI40MT7OLmnf0IZ2a2It61c74t/Xr17Zvlm30+au3G6nN/NnUz4QtZ1R1EwZqqkS8IOsgzk2bdFGe/bTVbZ406GexNUrJ9rvOjWyQV3SrE61SkV6nMFd0mz4tKX29MwVBB0Qq70uAS/ZlXnAJn+x1iZ+vsq27D40bKZxSrKrvV3aoaElVyzex+/idg3sH5+stFk/bLPvNuyyUxpUj9CWA95C0AGlbE3GXpvw2Wp7df46y8zKdrd1TKvpzr/1OalO2AuoVqoYb9d0SbPHp/9g42attDEDfhl3AOCICDqglM6/fbVmh2ue/O/izaYl5BRo57euZ7/v3tTaptYolXK++vQ0Gztzhb27aKP96awTrXFKlVJ5XMDLCDqgBA5m59gH3292Abdw3U532zFJCXbFaak2uGuaNTy2dCc6qJ6caAM7NbJnPl1l42ettAd/26pUHx/wIoIOCMNPPx+wKV+uc02UG3buc7c1qFHZrumaZpeflmpVK0VurNPQbk1t4uer7bWv1tsf+5xgtasWrTML4FcEHVAMCrWJn62yV75YZz/tP+hua9OwumuePPeUupYQH/klHutWr2S/bdfAXp2/3gXtX89pEfHnBGIZQQcUwaL1O13z5LvfbnIrfmu89tkn13EBd2rjY8t8APd1PZq5Gt3Lc9bYjb2aWbUI1iCBWEfQAYXIyQnY/5ZscQO8v1i13d1WOTHeLuvU0K7p2sTSjiu/jiDH1z7Gzm5Z150fnDR3rQs7AKERdEAB+7Ky7fWv1tnzn622Vel73W21qya5wd0a5F0juWJUlNkNvZq5oHv+s1Xu3KDmxQRwOIIO+MXW3T+71QNenrfGdmYeWvuqRd2qdm33pnZBm/pWMSHy59+KQ0MWujRLsc9XZNibX29wvTEBHI6gg+8t2bTbTbD8zsKNlpV9aILl3s1rufNvCpJonkBZTZYKunGzVrjenuEORge8jKCDbwd4z/ox3Z79dKV9+mO6u001No1/0xRdJ9SparFAKx6cXL+afb9xt73/3SY7v3X98t4kIOoQdPCVnw9ku5rbs7NX2g9bflngtEpFu6pzY7vq9MZ23DGHr4cYzVTbVK3ulskL7OkZK+y8VvWiugYKlAeCDp60ZffPtmLrHuty/HHu+va9Wfby3DX24pzVlr7n0AKnzWpVcc2TGpMWyx05zj2lnjVOWeZqdaqd9jixVnlvEhBVCDp4ztLNu23IhC/tD2eeYHW2HVrg9I2vfl3gVOfd1MGk54n5FziNVTovd32PZnb31G9drY6gA/Ij6OApWsLmpklf2579B926bcPe/NbdnlAhzi1zoxUETq7vveVtLm7fwJ743w82Z2WGm3OztCaRBrwguvpLAyXw7y/W2jUTv3QhJ2syMq1apQR3Dmv2X8+w0Ze39WTIiZpe1YlGxs5YUd6bA0QVgg6x56efzGbMMHv55dwZTEZ9sNTuevNbNz1XXue1rmd39j3RzQ/pdRpHVzUpwS0TtHzroY42AAg6RLv9h1bmtvHjzQYNMmvZ0qx6dbPevXN7Ud76yqEeh3npgH9SvWqWsSfLPlm2zfxA811eeXpjtxbe+FnU6oAgztEheumIPW2aWeXKZn/+s9m+ffl//dhjNq5uJ6teOdHN4N+oZrKl1qxsqccmW43kRF92s9dUYOp8M3XBBru974lWr3rl8t4koNwRdIheCqpLLjF77z2zefPMJkwwe+EFs+2HJliOu/pqtx4bfqW16fp3aGiT5q215z5dZX87vyXFA9/jHB1iQ4sWZqNHm23YYDZpklmPHmbNmLE/lOt6NDWNmpj8xVrbmXlozCDgZwQdYkulSmYDB5rNnGnWt295b01UapxSxc5rXd8ys7LdJNWA3xF0iF3JyeW9BVHrhp5N3f8TP1/tlh0C/IygAzxI4wU1Q4qmPnt1/rry3hygXBF0gEfd2PPQOczxs1bagV+WHwL8iKADPKpz05puKrANO/fZtEUby3tzgHJD0AEeFVzCRzSgXjPIAH5E0AEe1vekOm45Iq2998myreW9OUC5IOgAD9MyRDf8cq6u4DRpgF8QdIDHXdS2gdWrXsnmr9lhX64+NKsM4CcEHeBxFRMqsIQPfI2gA3xgQMdGbvLrj5ZudSuwA35C0AE+UCUpwQZ1SXM/j5u5srw3ByhTBB3gE4O7pFmlxAr2zjcbbd32zPLeHKDMEHSAT9SsUtGuOK2RW4X92U+p1cE/CDrAR37fvYklVIizKfPXWcaeX1ZvBzyOoAN8pOGxyXZh2/r284Ece+Hz1eW9OUCZIOgAnwkOIH9hzhrbs/9geW8OEHEEHeAzJ9apan1Oqm279h2wV75YW96bA0QcQQf4UHCy52c+XWn7D7IwK7yNoAN8qEPjmtYxraZt2b3f3l7AEj7wNoIO8HmtbuysFW7IAeBVBB3gU72a17IWdavaym17bfrizeW9OUDEEHSAjxdmzbuETyBArQ7eRNABPnZ+63rW8NjK9s36XTZnZUZ5bw4QEQQd4GMJ8RXsuh5N3c8szAqvIugAn+vfIdVSqlS0T39Mt+827CrvzQFKHUEH+FzlivF2TddDS/g8PXNFeW8OUOoIOgB2Vec0q1Ix3t7/dpOtSt9LicBTCDoAVj050X7XubFpON34WSzhA28h6AA4Q7o2scT4OHvjq/W2dffPlAo8g6AD4NStXskubtfQsrJz7PnPWMIH3hGxoHvwwQetS5culpycbDVq1IjU0wAoRdf1bGpxcWaT5q6x3T8foGzhCRELuqysLOvfv7/deOONkXoKAKWsWa1j7JyT69pP+w/ay3PXUL7whIgF3ciRI+3222+3Vq1aReopAERAcFqw52evtp8PsIQPYh/n6ADk0ya1hnU9PsXS9+y3179aT+kg5iVYFNm/f7+7BO3evdv9f+DAAXfxo+B+s//+fP3L6z1wfbc0m78q3SbOXmGXtK3rpgorT3wO/H0cKOm+xwWKMWX5sGHDbNSoUUe8z5IlS6xFixa51ydOnGi33Xab7dy586iPP2LECNfkWdDkyZNdpxYAgD9lZmbawIEDbdeuXVatWrXIBd22bdssI+PIM5w3bdrUKlasGFbQharRpaam2qZNmywlJcX8+i1m+vTp1rdvX0tMTDS/8fv+l2cZ/Pf7LXbnawutRZ1q9toNnd2yPuXF7+8Dv++/KHvq1asXVtAVq+myVq1a7hIpSUlJ7lKQXli/vrhBfi8Dv+9/eZTBua0b2GPTf7RvNv5kc1bvsp4nRu6zX1R+fx/4ef8TS7DfEWt4X7t2rS1cuND9n52d7X7WZc+ePZF6SgClKL5CnF2fuzDrcsoWMStiQXffffdZu3btbPjw4S7c9LMu8+fPj9RTAihlF7dvYLWrJtncldvt67U7KF/EpIgFnc7N6fRfwUuvXr0i9ZQASllSQrwN7dbE/Tx2Bkv4IDYxjg7AEQ3s1MiqVkqwDxdvseVbf6K0EHMIOgBHVLVSol3VubH7eexMlvBB7CHoABzVNV2bWMWECvbWgg22cec+SgwxhaADcFS1qibZZac2tIM5AXtu9ipKDDGFoANQJNd1b2YV4sz+/cVa27E3i1JDzCDoABRJo5RkO791fcvMyrYX57CED2IHQQeg2Ev4TPx8lWVmHaTkEBMIOgBF1rJ+NevVvJbtyDxgU75cR8khJhB0AMKq1T0za6UdyM6h9BD1CDoAxdKpSU1r16iGbdz1s72zcCOlh6hH0AEoFi3Xc+Mvtbpxs1ZYTk6RV/oCygVBB6DY+pxUx46vfYz9sGWPfbx0KyWIqEbQASj+gaNCXO65uv83Y7mbsB2IVgQdgLBc2Ka+1a9eyb5eu9O+XM0SPoheBB2AsGjuy6Hdm7qfWZgV0YygAxC2K05LtRrJifbJsm22ZNNuShJRiaADELYqSQk26PQ09/PYmSzMiuhE0AEokUFd0qxyYrxNW7TJ1m3PdB1T0vfsp1QRNQg6ACVSs0pFu6JjqmXnBOyZT1e6y7uLNlGqiBoEHYAS+333ppZQIc5e+WKdPfz+UluVvpdSRdRIKO8NABDbHvlgqU2at9ZyAgG3MKsQdIgm1OgAlMidZzW3rsenWN6ZwAg6RBOCDkCJxFeIs9GXtXWTPQet35FpWQdZ2QDRgaADUGKVEuNt/NWnWvM6Vd111e7Wbs+kZBEVCDoApaJ65USbOOQ0q1e90q/Nl48/bjZrlhlzYaIcEXQASk296pXthSEdrVqlBFutoKtSxaxnT7NWrcz+9S+zXbsobZQ5gg5AqTqxTlV7dtBptnP1erMffjh04/ffm916q1mDBmbXXWe2YAGljjJD0AEodR2b1LSrj8sye+KJ/L/Yu9fsmWfM2rc369zZ7IUXzPbt4xVARBF0ACKiTrVKZi1aFH6HefPMBg82a9bM7JVXOI+HiGHAOIDI6NbNrE0bs6VLf72tcmWztm3NOnQ4VKvTpWVLs8REXgVEDEEHIDJmzzbbtMns9tt/DbXmzc3i4ylxlCmCDkDkanQzZ1K6KHecowMAeBpBBwDwNIIOAOBpBB0AwNMIOgCApxF0AABPI+gAAJ5G0AEAPI2gAwB4GkEHAPA0gg4A4GkEHQDA0wg6AICnEXQAAE8j6AAAnkbQAQA8jaADAHgaQQcA8DSCDgDgaQQdAMDTCDoAgKcRdAAAT4tY0K1evdqGDh1qTZo0scqVK1uzZs1s+PDhlpWVFamnBADgMAkWIUuXLrWcnBwbN26cHX/88fbdd9/Ztddea3v37rXHHnssUk8LAEDZBN0555zjLkFNmza1ZcuW2dNPP03QAQBiP+hC2bVrl9WsWbPQ3+/fv99dgnbv3u3+P3DggLv4UXC/2X9/vv7i9/eA+L0M/L7/Jd33uEAgELAysHz5cuvQoYOrzakJM5QRI0bYyJEjD7t98uTJlpycXAZbCQCIRpmZmTZw4EBXYapWrVpkg27YsGE2atSoI95nyZIl1qJFi9zrGzZssJ49e1qvXr3s2WefLVaNLjU11TZt2mQpKSnm128x06dPt759+1piYqL5jd/3XygDyoD3gFlGRobVq1cvrKArdtPlnXfeaYMHDz7ifXQ+Lmjjxo3Wu3dv69Kli40fP/6If5eUlOQuBekA59eDXJDfy8Dv+y+UAWXg5/dAYgn2u9hBV6tWLXcpCtXkFHJqspwwYYJVqMCwPQCARzqjKOTUVNm4cWN3Xm7btm25v6tbt26knhYAgLIJOp1XUQcUXRo2bJjvd2XU/wUAgMjNjKLzeAq0UBcAAMoKJ80AAJ5G0AEAPI2gAwB4GkEHAPA0gg4A4GkEHQDA0wg6AICnEXQAAE8j6AAAnkbQAQA8jaADAHgaQQcA8DSCDgDgaQQdAMDTCDoAgKcRdAAATyPoAACeRtABADyNoAMAeBpBBwDwNIIOAOBpBB0AwNMIOgCApxF0AABPI+gAAJ5G0AEAPI2gAwB4GkEHAPA0gg4A4GkEHQDA0wg6AICnEXQAAE8j6AAAnkbQAQA8jaADAHgaQQcA8DSCDgDgaQQdAMDTCDoAgKcRdAAATyPoAACeRtABADyNoAMAeBpBBwDwNIIOAOBpBB0AwNMIOgCApxF0AABPI+gAAJ5G0AEAPI2gAwB4GkEHAPA0gg4A4GkRDboLL7zQGjVqZJUqVbJ69erZVVddZRs3bozkUwIAUHZB17t3b3v11Vdt2bJl9sYbb9iKFSvs0ksvjeRTAgCQT4JF0O233577c+PGjW3YsGHWr18/O3DggCUmJkbyqQEAiHzQ5bV9+3abNGmSdenSpdCQ279/v7sE7dq1K/dv/UpfCjIzMy0jI8OXXw78vv9CGVAGvAcsNwcCgUDxP0SBCPvLX/4SSE5O1pYFOnfuHEhPTy/0vsOHD3f340IZ8B7gPcB7gPeAhSiDFStWFDuH4vRPcYJRzY+jRo064n2WLFliLVq0cD+np6e7JF6zZo2NHDnSqlevbtOmTbO4uLij1uh27tzpmjzXrl3r/s6Pdu/ebampqbZu3TqrVq2a+Y3f918oA8qA94C5Fj51btyxY4fVqFGjWJ+hYgfdtm3bXDPSkTRt2tQqVqx42O3r1693B63PP//cTj/99CK9uAo47aCfD3J+LgO/779QBpQB7wErURkU+xxdrVq13CUcOTk57v+8tTYAAGKyM8q8efPsyy+/tG7dutmxxx7rhhbce++91qxZsyLV5gAAiOpxdMnJyfbmm2/amWeeac2bN7ehQ4da69atbebMmZaUlFSkx9D9hg8fXuT7e5Hfy8Dv+y+UAWXAe8BKVAbFPkcHAEAsYa5LAICnEXQAAE8j6AAAnkbQAQA8LaaCzs/L/qxevdr1XG3SpIlVrlzZDdNQD6SsrCzzkwcffNDNl6pevcWdHSEWPfXUU5aWlube8506dbIvvvjC/GTWrFl2wQUXWP369d1sSm+99Zb5yUMPPWSnnXaaVa1a1WrXru0mxddqMH7x9NNPu976GiCui4amvf/++94OOj8v+7N06VI34H7cuHH2/fff2xNPPGFjx461u+++2/xEwd6/f3+78cYbzeumTJlid9xxh/tC8/XXX1ubNm3s7LPPtq1bt5pf7N271+23At+PNBzr5ptvtrlz59r06dPd5M5nnXWWKxc/aNiwoT388MP21Vdf2fz58+2MM86wiy66yB0DiyUQw95+++1AXFxcICsrK+BHjzzySKBJkyYBP5owYUKgevXqAS/r2LFj4Oabb869np2dHahfv37goYceCviRDldTp04N+NnWrVtdOcycOTPgV8cee2zg2WefLdbfxFSNrrjL/nid5nyrWbNmeW8GIlRz1bfYPn365N5WoUIFd33OnDmUuU8Fly7z4+c+OzvbXnnlFVebLe7sWjEXdH/961+tSpUqlpKS4lY1ePvtt82Pli9fbmPGjLHrr7++vDcFEaBVP/TBrlOnTr7bdX3z5s2UuQ/p1MVtt91mXbt2tVNOOcX84ttvv7VjjjnGzYhyww032NSpU61ly5axFXRa9kcnmY900fmpoD//+c+2YMEC+/DDDy0+Pt6uvvrq8BbiixLF3X/ZsGGDnXPOOe5c1bXXXmuxLpwyAPxG5+q+++47V6vxk+bNm9vChQvd/Mk6Nz9o0CBbvHhxbE0BVpbL/kSj4u6/epn26tXLOnfubBMnTnTNWbEunPeA9l3fbrVmoVebLtWz9PXXX3c97YL0Idc++7ElQ1949G0+b3n4xS233OJec/VCVc9rP+vTp4/rda6OeeW+ekFR+X3Zn+Lsv2py6nnaoUMHmzBhgidCrqTvAa9SqOt1/uijj3IP7Hq/67oOevAH1UNuvfVWF/AzZszwfcgFPwfFPeaXe9AVld+X/VHIqSanFdcfe+wxVwsKqlu3rvmFzsuqI5L+1zksNWnI8ccf79rxvURDC1SDO/XUU61jx4725JNPuhPx11xzjfnFnj173PnooFWrVrnXXJ0xNKbWD82VkydPdrU5jaULnp/VAqQaT+t1d911l5177rnutf7pp59cWSjw//vf/xbvgQIxYtGiRYHevXsHatasGUhKSgqkpaUFbrjhhsD69esDfulOr5cr1MVPBg0aFLIMPvnkk4AXjRkzJtCoUaNAxYoV3XCDuXPnBvxEr2uo11vvAz8o7DOv44EfDBkyJNC4cWP3/q9Vq1bgzDPPDHz44YfFfpxyP0cHAEAkeeMkDwAAhSDoAACeRtABADyNoAMAeBpBBwDwNIIOAOBpBB0AwNMIOgCApxF0AABPI+gAAJ5G0AEAPI2gAwCYl/1/Ukdfwk8DhwIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgoAAAIQCAYAAADgjEaoAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsnQWcHOX5x7+zfrvnLrlLcrnk4k4UCZAQ3F2Ct1CkwL/QUoq30BarQAuFpkBxKdDiEBJC3N0vybn7us3/877LWZKL3kXfL59hM7OzM7Ozezu/ed7n+T2arus6CoVCoVAoFLvAsKuFCoVCoVAoFEooKBQKhUKh2C0qoqBQKBQKhaJTlFBQKBQKhULRKUooKBQKhUKh6BQlFBQKhUKhUHSKEgoKhUKhUCg6RQkFhUKhUCgUnaKEgkKhUCgUik5RQkGhUCgUCkWnKKGg6BbmzZvHI488QkNDw0E/w+Xl5fzqV7/i5JNPJiYmBk3TmDVr1m6P9fjjj8dut5Oens6dd96J0+nc7/1PmjSJwYMHc6yxfv16Tj/9dKKjo0lMTOSaa66hurp6r1579913M3LkSPk68TkMGDBAfn929Tls3ryZyy+/nB49esh1+/fvz2OPPYbb7d6vz3bx4sXcfvvtDBo0CIfDQU5ODpdeeimbNm06gLOhUBw9aKrXg6I7ePrpp7n33nvZtm0bvXr1OqgnWYgCIRL69u1LcnIy8+fPZ+bMmfICviMrVqxg/Pjx8sL0k5/8hJKSEnns4vVffPHFfu1f7KempoY1a9ZwrCDO24gRI4iLi2u9GIvzKC66ixYtwmKx7Pb14mI+atQo8vLysNlsLF++nOnTpzN69Ghmz56NwRC5pykuLmbo0KFyP7fccosUFuLzffXVVzn33HP55JNP9vmzvfjii5k7dy6XXHKJ3HZFRQXPP/+8fA8LFiw4JkWfQtEBIRQUiq7mqaeeEs3G9G3bth30k9vU1KTX1tbKf7///vvyOGbOnLnLdc844ww9IyNDb2xsbF328ssvy9d89dVX+7X/k046SR80aJB+LHHrrbfqUVFRemFhYeuyb775Rp7Hl156ab+2+fTTT8vXz58/v3XZ7373O7lszZo1HdadNm2aXF5XV7fPn+3cuXN1n8/XYXubNm3SrVarftVVV+3XsSsURxNq6EHR5YiQsYgmCHr37i1D/2Lavn37QTnbYrhB3GnuiaamJr755huuvvpqYmNjW5dPmzZNhs/fe++9bj3Ov/3tbzLcbbVayczM5LbbbttpqEaE2S+66CIZNhd32iLcLsLujY2NreuI9yDuyOPj4+Vx5+fn8+tf/5qDyYcffsjZZ58tIwgtTJ48mX79+u33eWyJRLU/J+IzE6SlpXVYNyMjQ0YdWiIX+/LZTpgwYaeIh4hGic9GDKcoFMc6pkN9AIqjjwsvvFCO77799ts899xzMvwvSElJ6fQ1Ynx5V2PMO2I0GklISOiS41y9ejXBYFCGt9sjLhrDhw+X4e/uFFOPPvqovJjeeuutbNy4kb///e9yvFyEwc1mM36/n6lTp+Lz+bjjjjukWCgtLeXTTz+VF08Rfl+7dq28QIuQuRinF6Jjy5Ytcht7QoiNQCCwx/WEQBEX184Qx1RVVbXTeRSMGTOGzz//fC/OCPKzEO9LvG8xbPOb3/xGij6xjfbDOn/4wx+48cYb5flLSkqSeQji3IkhD5Fj0BWfra7rVFZWSrGgUBzzHOqQhuLoZF+HHh5++GG5/p6mnj177tNx7G7ooeW52bNn7/TcJZdcoqenp+vdMfRQVVWlWywW/bTTTtNDoVDr8ueff14ez/Tp0+X88uXL5bw4zs547rnn5DrV1dX7dZx7c86vvfba3W5n8eLFcr3XX399p+fuvfde+ZzX693j8Yghhvb7zc/P3+Xn9vjjj8thjvbrPvDAA1362f773/+Wr//nP/+5x+NWKI52VERBcVggQsIifL4noqKiumyfHo9HPoq78F3dRbc839V8++238q75rrvuak3SE9x8881yyOCzzz7j+uuvlxEDwVdffcWZZ54pM/d3RAw3CEQSn3hN++3tiWeeeYb6+vo9rieGRQ7kPLass6vn2zNw4EA5XOByuWSUQJynXVU9iCGJE088UQ7JiIiCOF9PPPGEjLiI6oUD/Ww3bNggh4FEIuS1116722NWKI4FlFBQHBbk5ubK6WDSIjpEaH9HvF5vl4qS9hQWFspHkUuwY1hcnIOW50V+xz333MOzzz7Lm2++yQknnCAz+8W4e4uIuOyyy3jllVe46aabZEnoqaeeKod+RCb/nkSDqDI4GOex/Tq7Q+QSiKEYwXnnncdbb70lH5ctW8awYcPk8nfeeUdWMIihLZGvIRDvNxwO88tf/pIrrrhCiof9/WxFxcNZZ50lz+8HH3wgh7oUimMdlcyoOCwQd47iR3pP097W5e8NIgGuxXdhR8SyPd1JHwzEXf+qVatkpEHcBYtxeDFuLkr9BOKCJ8oHxd238C0Q6wrxMGXKFEKh0G63XVdXt1fnvH3i5P6cR5FYuqdowq4QAqBFHLRPABVlmC0ioQUhoESOS0vuwf58tuJ9nnHGGTJP4ssvvzwsPn+F4nBACQVFtyCqHPYFUd8uftz3NB133HFddoyiPt5kMrFkyZIOy8WwgKjBF0lv3UHPnj3lo0hg3HG/wnei5fkWhgwZIhP7hCD44YcfZPLgiy++2Pq8iByISIKIPKxbt47f/e53fPfdd9I7Yk8X4r055z//+c93u52srCyZqLrjeRQID4X9PY8iGiAiBe2Fikgw3JUAaknKFAmM+/PZiijDOeecIyMVIllUDIMoFIoIauhB0S20ZJ/vrTPjochREOFlEep+4403ePDBB2WGveDf//63jHAIA57uQOxTDDP85S9/kU6GLaLqn//8p7woitB3S4mfyEsQF7z2okEIg5aQuogK7FgK2nIR3FXYvTtyFAQiX+C1116ThkjZ2dly2YwZM+SFV7gutr+gFxQUyHPfctcvviPi+yIqPdojhlQE7SsXRLnl119/Lbcr/t2CqLAR50VUf+zrZyuEh4jCCOMmkeshchMUCkUbyplR0S2IMj9R1iaS8ETdv7gIiDu2FgHR3fz2t7+Vj6J8UISub7jhBjnmLxB35y2I8W9RRy/uIFvc+8QFVCTLiSTC9ogL+kknnbRbO+iWEj5Rfy9KGndEHMNVV13VWh552mmnybC5iC6IsLqwMW4pj/z4449lcp64qImLorhbFhc6cUcsogvjxo2TCZHi30JciEiEKFMU2xHHKkoMW3IZuhshEMSQgEiuFBEIcTF+6qmn5BCB+C60DD0ILw1xDkSSoHBTFIj3KYZURF6F8C8Qd/0icvKf//xH5lGI89HicyDe6ymnnCLzEMS5EY8iAiCcFkWexssvv7zPn604h3/+85/l91NYN++IyAlRKI5pDnXZheLoRZSxZWVl6QaD4aC7NO6u3G9HfvjhB33ChAm6zWbTU1JS9Ntuu026O7anublZvvbyyy8/oLLDU089tUM5ZP/+/XWz2aynpaVJd8P6+vrW57du3arfcMMNep8+feSxJSYm6ieffLL+7bfftq4zY8YM/bzzztMzMzNlyaV4vOKKK6Sz4MFGuCWKkk+73a7Hx8dLV8OKiooO64jvwI4ll1u2bJHOirm5ubLsUbxXUV4qSmadTudO+1m4cKF0XRQljuLc9evXTzo2BgKB/fps91QmqlAc66iIgkKxFwjTIGFstHLlShn+VygUimMFlcyoUOwFIjFQDKEokaBQKI41VERBoVAoFApFp6iIgkKhUCgUik5RQkGhUCgUisOAF154QVqUC5vxsWPHSh+SzhClxqIRXJ8+feT6wr1UGIUdyDY7QwkFhUKhUCgOMe+++660bH/44YdbbctF91hR8rwrRJn3Sy+9xF//+ldptHbLLbdwwQUXdOiMuq/b7AyVo6BQKBQKxSFm7Nix0nn2+eefl/PClVSYlwk/FtHHZVdGaA888IBsYNbe+EyY0gmjsf3Z5jHjzChORFlZmXRi21cbYYVCoVAcPghLlObmZnlR3JfOqPuCsO8WJl/ddfzaDtchYT62Y+8Tsf+lS5dy//33ty4T71e4iwrH0F0hnFdburO2IETCnDlz9nubx4xQECKhxUJWoVAoFEc+wvlzx0ZgXSUSeuREU1u9+wZq+0t0dPROrdLFMIBwZm1PTU2NtBJPS0vrsFzMi7bnu0IMIYj+LsJpVOQpCMt04Wba0gtlf7Z5zAiFFk/3SVk3YjJEbF93hcliZNrjE3j9wXkE/d3zJTmWUedXnd8jGfX9PTzObzDsZ1bpP1t/17sacdctRMJ/5/fAEd21EQuXM8y540ukyBEt1FvYn06qu0LYjt988830799fRi2EWLj++uuZPn06Xc1RJxRawjxCJJgMnX8gZqNRNtwxG61gUEKhq1Hnt3tR51ed32Pp+9vdw8hCJDhiumdoIzY2toNQ2BXJyckYjUbZHbU9Yj49PX2XrxEdW0WfFBEVqa2tlcMzIu8gNzd3v7fZGarqQaFQKBSKQ4jFYpEN0MTwQft8OzG/p26mIk9BtHoXTeM+/PBDzjvvvAPe5lEfUVAoFAqF4kjjnnvukV1VRVt10Xn3T3/6Ey6XSw4nCKZNmyYFwZNPPinnFy5cSGlpqWwrLx5F3oMQAvfdd99eb3NvUUJBoVAoFIpDzGWXXUZ1dTUPPfQQFRUVUgAIA6WWZMSioqIOlR9iyEF4KWzdulUmTZ555pmyDb1o9b6329xblFBQKBSKwxijyUB8igPNcPSUe5ssBkwmE4np0dSUNhMKhg/1IR0W3H777XLaFbNmzeowf9JJJ0mjpQPZ5t6ihIJCoVAcpsQm2rnqV5OITbBz9MgEmZ1IdIKV634zhaZ6N2/8fibNdZ5DfVSKQyEUxFiKqOsUNZvCCGLChAn84Q9/ID8/f7eve//993nwwQfZvn07ffv2la8RYRWFQqE4VhCJ/pOvGEZGdjLR9jixhKPpvSWmO6gzO3FENzLliuF89Lf56PqhPjLFQa96+P7776W95IIFC/jmm29kE4vTTjtNJlN0xrx587jiiiu48cYbpWf1+eefL6c1a9Z056EqFArFYYU9xkqfIRk4omIwamaMmunomQwmmZVvNJjl+8sdkkFUTNf4CyiOsIjCjp2sXn31VVJTU6WtpHCT6sxE4vTTT+fee++V848//rgUGcKr+sUXX+zOw1UoFIrDBpvDgsFoQNOMHM2I92c0GohyWHA3+Q714SgOdY5CY2OjfExMTOx0HeFBLUo6drSqFMYSnfldi6mFpqamVucvYerRGWarscOjomtR57d7Uef36D+/ZptRGg2JML12lDnetBgotb4/TZPvd6fzHVK/z8eUUBD1nXfddRcTJ05k8ODBna4nSjh25U0tlneWB/Hoo4/utFzYgwrnrz0h1lN0H+r8di/q/B6951dUBYiEPzGWL8L0RyPJWdHSRtkVsHLxL0ZL06D2uN1uvrwy0vlQcQwIBZGrIPIMWjpbdRWiM1b7CISIKIimUMJDXNqDdoJQri1e4wGfsnDuatT57V7U+T36z29SZgzXPTCFOrMLo+HoCsmLCIIQCTWlToKhAM56Hx88vYTasuYO6wVCR9f7PlI5KEJB1HB++umnzJ49e48dwIQH9b54U++qZadANhrZCw9x8SOghEL3oc5v96LO79F7foP+sOhTLCsB9HD3tDzuTt585zX++dpLVNdU07/fAB781WMMHTI88qRBbz0mWemg6/L97niug2F1E3fUCwXxJbjjjjv46KOPpFlE79699/ga4UEtvKjFMEULIplxX72pFQqF4ljH6/Ly3+c/Z/X36wgFQxhNRoacNJBzbz8Tm8PWbfv9/Mv/8uTTj/Pob55g2JDhvPbmP7nx1qv58pNZJCUld9t+Fd2DobuHG9544w3eeust2SZU5BmIyeNpM9YQ/tVi+KCFn//857Ja4plnnpH+C8K/esmSJQfsLKVQKBTHmkh4etpfmP3uXOrK6misapSPYl4sF893F//69ytceuEVXHT+peT16cejv3kSmy2KDz9+t9v2qThChcLf//53WekwadIkMjIyWqd33237sgj/6vLy8tZ5YcokhMU//vEPhg0bxgcffCArHnaXAKlQKBSKjohIQsW2SvRwRxcjMS+W/++FL7rllPkDftauX82Ecce3LhM9CsT88lXL1Md0BNLtQw97Ykf/asEll1wiJ4VCoVDsH2K4YUeR0PrbHNZZPWstl9x3QZef3vr6OkKh0E5DDGJ+67aCLt+fovs5yqpzFQqFQiFu0kROwu4Qz+/NzZxCoYSCQqFQHGWI6gaRuLg7DKaIoVNXk5CQiNFopLa2psNyMZ+cnNLl+1N0P0ooKBQKxVGIqG7orDW1WD500qBu2a/FbGHQgCHMXzi3g+GemB8xdGS37FPRvSihoFAoFEchogQyvXfaTmJBzIvl59x2Rrft+/prbuK9/7zNR/99n4Ktm3nkt7/G43Fz4fmXdts+FUdJrweFQqFQHByET8IvXr9TVjeIxMVWH4VJg6RI6E4fhTNPP5e6+jr+8rdnpeHSgPyBvPK3f5OcpIYejkSUUFAoFIqjFCEGRGWDmA62M+PVV1wnJ8WRjxp6UCgUimOAgykSFEcXSigoFAqFQqHoFCUUFAqFQqFQdIoSCgqFQqFQKDpFCQWFQqFQKBSdooSCQqFQKBSKTlFCQaFQKBQKRacooaBQKBQKhaJTlFBQKBQKhULRKUooKBQKhUKh6BQlFBQKheKYQD9oe1q8dCG33HE9x08eTf6wHL797quDtm9F16N6PSgUCsVRiqa5SXJMx2GdB4QAIy7fBGpdN6Dr9m7br9vjJj9/IBedfxm33/OTbtuP4uCghIJCoVAcpSKhR8IdWIyFaFpbNCEu6hOiLMspqf9rt4mFk44/WU6KowM19KBQKBRHISKSsKNIEGhaGIuxSD6vUOwNSigoFArFUYgYbthRJLQXCw7r/IN+TIojEyUUFAqF4qhD/zEnYXcED2qCo+LIRQkFhUKhOOrQZOLi7jH+uJ5CsXuUUFAoFIqjEFHdoOu7/okXy8XzCsXeoKoeFAqF4ihElECK6gaRuChyEtqLBH8oRz7fXbjcLoqKtrfOl5QWs37DWuLi4snMyOq2/Sq6ByUUFAqF4ihElD6KEsiIj8L8H3MSTLh847vdR2HN2lVMu+my1vknn35MPl5w7sX8/vFnu22/iu5BCQWFQqE4ShFioMZ5u5wiiYsHJydh7HHj2biy6KDsS9H9qBwFhUKhOCZQiYuK/UMJBYVCoVAoFJ2ihIJCoVAoFIpOUUJBoVAoFApFpyihoFAoFAqFolOUUFAoFIrDED2sHzMGy/qP71dxeKLKIxUKheIwpLneg7vZiy/RhdXk4GhC+D/5/X5C4SC+oEu+T/F+FYcnSigoFArFYYjfG+Sjvy/gglvHYY+xHV3FjZqGK2DFWe/F1eSV71O8X8XhiRIKCoVCcZhSsrmGl379JTEJUWiGo0cqmCwGLv7FaN7/4xLqK51KJBzmKKGgUCgUhzHiTru2vJmjCbPVSDAYpK6imYBvT+2wFYcalcyoUCgUCoWiU5RQUCgUCoVC0SlKKCgUCoVCoegUJRQUCoVCoVB0ihIKCoVCoVAoOkUJBYVCoVAoFJ2ihIJCoVAoFIpDIxRmz57NOeecQ2ZmJpqm8fHHH+92/VmzZsn1dpwqKiq68zAVCoVCoVAcCqHgcrkYNmwYL7zwwj69buPGjZSXl7dOqamp3XaMCoVCoVAoDpEz4xlnnCGnfUUIg/j4+G45JoVCoVAoFEe4hfPw4cPx+XwMHjyYRx55hIkTJ3a6rlhPTC00NTXJR5PFiNlo3K2FaPtHRdeizm/3os6vOr/HxPc3pH6fDwc0XdcPShNwkWvw0Ucfcf755+92yEHkKYwePVpe/F955RX+/e9/s3DhQkaOHLnL1wgh8eijj+60/K233sJut3fpe1AoFArFwcPtdnPllVfS2NhIbGxsl29f3FjGxcUxY3UOjpiuHYl3NYc5dUhRtx37MRtRyM/Pl1MLEyZMoKCggOeee04Khl1x//33c88993T44LOzs3n9wXmYjdZO9yWU7LTHJ8j1VFOSrked3+5FnV91fo+F728g1BYtVhw6DiuhsCvGjBnDnDlzOn3earXKaUeC/hAY9tyVTHxJlVDoPtT57V7U+VXn92j+/gbDqrPk4cBh76OwYsUKMjIyDvVhKBQKhUJxTNKtEQWn08mWLVta57dt2yYv/ImJieTk5Mhhg9LSUl5//XX5/J/+9Cd69+7NoEGD8Hq9Mkfhu+++4+uvv+7Ow1QoFAqFQnEohMKSJUs4+eSTW+dbcgmuvfZaXn31VemRUFRU1Pq83+/n//7v/6R4EImIQ4cO5dtvv+2wDYVCoVAoFEfJ0MOkSZMQRRU7TkIkCMSjqHJo4b777pMRCI/HQ21tLTNnzlQiQaFQKBTHBC+88AK9evXCZrMxduxYFi1atNvr666cjM8666zWda677rqdnj/99NOPvmRGhUKhUCiOdt59910ZdX/xxRelSBBD8VOnTpW2AbtyJ/7Pf/4jo/AtiJtr4YR8ySWXdFhPCIN//etfrfO7Sv4/4pMZFQqFQqE42nn22We5+eabuf766xk4cKAUDGIIfvr06btcX+T6paent07ffPONXH9HoSCEQfv1EhIS9vnYlFBQKBQKhaKbaGpq6jC1dxJuQUQGli5dyuTJk9suzgaDnJ8/f/5e7eef//wnl19+OQ6Ho8NyMbwvIhLCo+jWW2+VkYd9RQ09KBQKheKY5qWqk7C4LF26Tb9LDAv8WxoAtufhhx+WjsLtqampIRQKkZaW1mG5mN+wYcMe9yVyGdasWSPFwo7DDhdeeKGsJhTmhb/+9a9l/yUhPoy7aXGwI0ooKBQKhULRTRQXF3ewcN6fHIE9IQTCkCFDpEFhe0SEoQXxvKgk7NOnj4wynHrqqXu9fTX0oFAoFApFNxEbG9th2pVQSE5Olnf4lZWVHZaLeZFXsDtcLhfvvPMON9544x6PJTc3V+6rvb/R3qCEgkKhUCgUhxCLxcKoUaOYMWNG67JwOCznx48fv9vXvv/++zLv4eqrr97jfkpKSmSOwr66HSuhoFAoFArFIeaee+7h5Zdf5rXXXmP9+vUy8VBEC0QVhGDatGnSzXhXww6iK3NSUtJOzsj33nsvCxYsYPv27VJ0nHfeeeTl5cmyy31B5SgoFAqFQnGIueyyy6iuruahhx6ioqKC4cOH8+WXX7YmOAoXY1EJ0R7hsSCaJu6qzYEYyli1apUUHg0NDWRmZnLaaafx+OOP73OehBIKCoVCoVAcBtx+++1y2hXtXYxbECWPwu14V0RFRfHVV191yXGpoQeFQqFQKBSdooSCQqFQKBSKTlFCQaFQKBQKRacooaBQKBQKhaJTlFBQKBQKhULRKUooKBQKhUKh6BQlFBQKhUKhUHSKEgoKhUKhUCg6RQkFhUKhUCgUnaKEgkKhUCgUik5RQkGhUCgUCkWnKKGgUCgUCoWiU5RQUCgUCoVC0SlKKCgUCoVCoegUJRQUCoVCoVB0ihIKCoVCoVAoOkUJBYVCoVAoFJ2ihIJCoVAoFIpOUUJBoVAoFApFpyihoFAoFAqFolOUUFAoFAqFQtEpps6fUigUe0vzqKxdLo9ZWqpOokKhOKJRQkGh6AaBsKvnlWhQKBRHIkooKBTdJBL2tP7eCIdGXyXVrq1YTA4yo/MxGaz7fJwKhUJxICihoFAcBJGwP8KhoH4hzuZyzLqZJkopblzByIwLiDLFHPC+FQqFYm9RyYwKxSEQCZ1tt2XyhVzUObfj1V3Ek0wv8okLJ7Cy4jP1eSkUioOKiigoFIchVb00wiVh8hlOtBYnl8WSwLLQD3iDTszWyLL9xR1oZEvdPPxBN2ajjdzEscRYkrvo6BUKxdGEiigoFAc5muBurqJkzdeUb5pDwO/e5TpRMakENF+rSGghUUvDGag9oP0Hwj5WV35BT28vhofG0sfXl/VVM6QAUSgUih1RQkGhOIgioXzjHAq+m07jpuU0rVnE+m9ewN1UudN61qg4jFEOnHpjh+WNliYYNQjniEw53/K4T8fg3EhWqCcOLZLrYNPsZIZy2Fw/D39o18JFoVAcuyihoFAcJJEQDPopX/cdvUL9GMVJ9GUoJp/O9iUf7XL9vBOmsda6igq9hCa9ng2m1diyekkRseOxtZ/2RCDkxoqtdX6bvp4KirB6NNaUfymTKBUKhaIFlaOgUByk5MW60lWk6hmkapHtOYghXx/O6uYleF21WKPi0QzG1vVtjkQGTvkZ1duX0uhqICH7VGKTex9wNUWqI48C5xziw8k0UosPL8O1iZEnw7DeuYIGeznx1gxKm9dT3rwWXdeJtibRN/F4TAZLl5wPhUJxZKCEgkJxkCoc9HCIaDpGA+xEEw4FqJz1MU6jk8xhp5GQMaD1+fryDTSWrEMP65gdCcQk9UTT9hwI9LrrqdzwA35XA9b4VALOenQ9THY4l+SoHBJie7KyeQHhUIg8BnV4bWY4hypnAZ5AIw0N2xgaHoNBM1DnqmJ18EtGpJ/bZedEoVAc/iihoFAcpDLI+PT+FBjnkh7KQdM0uaycQnLoS7QvFh9NFC74kPqsfHoMO52tC94lqjbIUIagYaB4/TaKnHX0HHlup0KktnQNTeWbaK4ooH9wMGKQobp6vRzmMGBgm3kN9akh0kedTWzAQ8XM/+B1emRFRQs+PFhMdkqb1jEkPEqKBEGilkplsAx3oAG7OV59bxSKYwSVo6BQHCSvBJFbkDhwLMstCymmgLX6YsooxI+XYrYwkNGM0yeTUWJj3VfPE6itkeWRRs0kL9Y9w31wVxbKCMSOhMMhNs6eTnjZWrJLYsgIZlHIZsopYgjjsGvRMmmxf2AItQXLpKgwmaNIO+l8tlu34tKb5XbE41ZtPRmOfKE8pLhojzB/Cup+9Z1RKI4hulUozJ49m3POOYfMzEx5B/Xxxx/v8TWzZs1i5MiRWK1W8vLyePXVV7vzEBWKg2aoFPR7sEQnkH7cGbjyEmjSGuhBH+qJCAKzZpF/JzHEYw2aEf+1RB7aX6hDwY4XapE/sHXJByTUWaSYiNUS6Kn1I4EU8WxrREAgtmfVrYSCPjlvMtvQNdjGelbocylkE+laT7ZFFxMXlUmV1pbfEND9NBoaiDErvwWF4liiW4ceXC4Xw4YN44YbbuDCCy/c4/rbtm3jrLPO4pZbbuHNN99kxowZ3HTTTWRkZDB16tTuPFSFoltFQk3hCqrWfk+qPxWPyUttsJgx+iTMmpVKvRgzbT0cQgQxE0kYdOlNOLRY+W+/7sVvDmG2Ojpsu2LzXAKlJSQxuMNyIRTE0IZP9xIkgBGj3K7P6MdojpLrOBtKSQqlkKflt75O5EMsL1tG/ik/kcMfVY3LMesW3KEG+iefvFc5ErsjGA4QCHuxGaN3EkIKheIYEwpnnHGGnPaWF198kd69e/PMM8/I+QEDBjBnzhyee+45JRQUh61IEHf07qZy+eiIi0TPAj4ntUUr0YV5Umw6Jcs/wx62y7KCPH8+8cRRxBZS9SxiSJDliZn0ktsTokFEG4boY9nISmL0eDQ0qo0V9Bt74077r9++AofuYC2L5QXdgo0+DKKErXL/i5hBPEny305DEz2HXCQjCgFfMwaDkaAh2GF7YUKy+sJgNJE38Sr83maCAQ9R0clSJDTvZydMcX6EG2Sjp1yWZ3o0F3lJx5No6x5xplAojsJkxvnz5zN58uQOy0Qk4a677ur0NT6fT04tNDU1yUeTxYjZ2FZqtiNmq7HDo6JrOdLOrzAu2p+iP5+nkW0L3iXab0fTNSotTlL6jqd89bdy+EBc4BuZy0jreOzEUEUJW1hNFrmUsQUzJnSCVFMsSxVFWL/BVE+vvDMp2racRH86Xt2D36oz4vh7MFsi0QSLSWt91PCiR0UxkakYNCMe3clqFhBLIiOZKJMTi9hMP4bh03xsK5hD08a52HUHzYZmQtEh3G4nscRRSQllWiHRydkY8MuhCYtZVGpEqjVE5YSroYSqPkFiknIwGCI/IdHLy/bK6MmqhznOeoKcD+lBVrsWkxSbgUkzczhxpH1/jzT2+vyG1Pk/HNB0IfMPxo40jY8++ojzzz+/03X69evH9ddfz/3339+67PPPP5fDEW63m6ioSLi0PY888giPPvroTsvfeust7HZxB6dQKBSKIxHxu3/llVfS2NhIbGxkCK4rETeWcXFxXDrjGiyOrvUH8bv8vHfqv7vt2I/ZiML+IETFPffc0+GDz87O5vUH52E2to377ohQstMenyDXC/hCB+lojx2OlPO7txbIIvxetXEu7sZyHEnZpPWdiNFsY9M3/2CYb1SHdZfrPzCMCfLuXiDu8MUdfb42Qs5v1dcRJkieNrT1NUKvr4xeTv9TfkJdyRqqNs1DC+sYo6LpMfxMbI628kVB2cr/8off380fb/grWz0bGco4jO3uysv0bTIZMkXr0bpstb6AwYxlJXMZrh3fulxEOep72zAX15Mb7Nu6vJYKGvpGk9V/kpwvmP8OvapTZISilO3ohPEaffQ/9VYstuhOz11LtGF11Zfk+fph1tpcIYu0zcQl9SHJ1nachwNHyvf3SGVvz28g1BYtVhw6DiuhkJ6eTmVlR997MS/U2K6iCQJRHSGmHQn6Q2DY8x+4+JKqH4Lu43A+vzInIRDe43pBv5uNM/9JriuXbPpRW1HJ6sKXGXDKLbh9Hvxuf4ekPI/uIUAQgxbZtlG30EQDAS0gBYEoWbThkPOt+9CDuPQG1sz+N3pFNUN1YXJkxK07WVf/GgOm3CbzCVqGO7yV1fLfBo+ZoCfEZtbSR4sYJ4X0EAWslzbRLfsQPSPC6KzXVmDTozvs26m5cTa6yWyK6rBcrNdYXkhKn8j7cNZU4fLYKWUb/RmJSTPRoNey9rt/MnDy7Z0mJtYNTpePjsqJrF08gwH+YbISQ7y3clMpWUw4bL8jh/P392hgT+c3GFbn/nDgsBIK48ePl0MN7fnmm2/kcoXiUCUuVm1dRI47h0RNlBtCChn43D5qS1YR32Mg2wo20SsUuRMXfgghkQxI20WzgRq5rEIvlnfvKWTJaoQ6vVJ2gxRj9etZSoI3AWd5BQMRJkcRUSD8D5K9iTRWbSYhvT8Bn4vKbQshEElAjEYkOhpw42SFPgcrdhqolss3sZJMvRce3GzXNsoySOmfQCSPIY8hhAlTEVVJavqJVJXMJ5nIRV1QQwW2pLbzpBtgO5voyxApEgTxWhIxrjKc9UXEJPbc7XmMT+tLcIiL5RvnogcDBIIeLFjZWDuLPgnjsRh3fTOgUCiOYqHgdDrZsmVLh/LHFStWkJiYSE5Ojhw2KC0t5fXXX5fPi7LI559/nvvuu0+WVH733Xe89957fPbZZ915mIpjjM5Egt/bRPm6WXgaKohO6Ul6/xOlKZG3sZoMPZF2136iQ9FUN9WQNXgKWz0fsLT4e0yY5YU2k56sYSHpeg4uzUmpYTvGsAkPTjLoJS/affRB8kJcqG/Gi5ue9CNT68UqfT7GHf4sjWGDNFkSQxIVq2aQ6csEWyS50I+HwYxhM6tlpUST3kg2eeTQh3KK2WBaRUq/CRi3l2Bza3JdYeAkyi6Xaj/gSMwmb/TVVGycSxA/m/XVUgg1UU8FxaSYI0MCfk8TobAosdTZzgaZ1JjPCGoop1GvpmHhh9JNMjFz4G7PfXLP4dgT0in64T2GBCdg1WwUuNaxwPMOtphkMo25ZEUPVGWTCsWxYri0ZMkSRowYISeByCUQ/37ooYfkfHl5OUVFRa3ri9JIIQpEFEH4L4gyyVdeeUWVRiq6XSSIO/XNs/5F+nYjwxqGEL/Fw8ZZ0wmHg8Rl5VNpKu+wfoWlgtjMfvKClj14KiZrNMOZSLaWR47Wl2gSKUqqocwsQuu9ydZyqTKUU5raQMrwk6kx18g7+hHa8ViJkiJBkEYPmc/Qgog2lGrbiE3uQ/nqGYzwjiGDHHK0PPn8Opax1bKZOlMtvRnAeE6TemYJ31OT5GbgaXcSm5qLwRNodXkUCG8GsZ3U/PHYHEmE/V76MFiKHRGJqKJMei4IgSDYuvA9BrmHyNyGwdoYaTu9nDl4cMkhjpGe42hc8gNVWxfv8TOoWPc9/XwDpEgo0regE2Js+GSGNQ7F01TJBuvave6EqVAojvCIwqRJk+SYbGfsynVRvGb58uXdeViKY5T2Fx7hblhTuExGD2LS++BpqKSnpxfxWsR1UNxVe90eeReflD2UgqLVbKhbQ7w/jlprHYa0lNZQuyUqlqBFZ7FvBnF6kuzG2KQ14ghnMsI/higtUtKYHs5muXMJqb1GU2swsXyjSFgUJb5+gqGALBFMpQdbWc8ifYZ0aBR39vG5w6XnQUw4toPLosRqxj5wDNFLZ5EZypFRj17kk6P3Zbl/mUwyFOWM4u9QiID2WIRDY8Ar/52YO4LNFV9gDCMv/EJQiLyG9WXrCeSfiMHtx6HFtL42TkuSUYWWvAhh5tQ/OJRlm+eTmnvcbj+HgNeJlUikooYyRnBCawShd6gfS0sWog+aLL0c2n9m++PdoFAojrIcBYWiu2h/wQkGvGyc9QqZrjSSw3FUl66k1lBKlj56h+GFGGqaa2iq3ooeCuKK8hPKMpGedz72mNTW9VyNFfiba4nCIXMEAgSw6GZ8DTVEtatsMGpG7CG7TEZM7jlSTgKx/VWLP6W3N1cOOzTTgMVgx2sOEZ2ST86QM6RBktvg3ul9Gaw2aYQkbJY6LBeCIhwR6fa4DHy4pT2zMGJqSXgsMxUzIO18WdFRuWEO/rBLXvDF0EKuPohoLY5EfyLN9cUyl6E9u7oBEPvU23matFBbsprKdbMxiOOx2nCk9aa0sZCcUK7Mr9gxCdKkm2TvCmO7lts7foYCJRwUioODEgqKo54dLzBVBQvIdmWSpmdJYRAdiiOg+yjUtjCA4R2GF4xaT2oXfUu+f4BskLTdvYV6yyrsgybjbqqgsWIzdVWbpUhof2dcqG+iSN8skxiFQGjBa/C2mia1EJuSi+Wkq6nespBwyEdGzwukkZElKg6LLXIXL3Il7Bm92FK0gZxgbwJ6JBKQPnASNkcyTrMbv8+HRYtUANVQRVRSpPSzZtsyabbUTD0r9XnyWOuoIrHveEyWKNZ/9xL9GnKJ1iL5BSV6AUVsoif5WEImCIewJKVSUV5KWjiyTTE8IsojRf8H0aNC4NabCf9oBNV67msLqVvxAyP8I2SCpojSrPIuJyotg7V1Kwl4/Xh0V2vURdhNh6waRtOea9pVtEGhODgooaA4qtnVOLe7ppjscM8O0YOkUDJbo7ezwb+WeH8MNdY6TBkZNBdvYIR/dGvIPzmQwobNi2goXY/ZB1mBbJppJp3cDnfGwo5ZWCivs6ykr7+/jBQUmgqIzsrb5UXQ5kgke9ju7c6zh51JXdJq1m9fjiMmYuASl9oHfyBM77EXs2rhB8QEHLI0MxRjps/wK+U6nroScuhJmtZDXtj9+EgklZLaYjzN1VicIaJ/7CchEK6RK5hDD70PldZKsowWwqEghdZiisPbMZjMRCVlYSmNYWVoHil6htijrOjIGXlJh2MWfhDi/bdUcdi0KDJ8GdBjIDFDs2mqK2Tt2tnE++LQQwGqtTJMgRiqty8jpVck4rI3qGiDQtF9KKGgOGrpLBnOnpxDXU016XqP1rvYIsNWTI5EbPmD8WmQEX8Sfm8jDcVrpa2x6MlQylZZhjgsPJagMyBkgBQAWfSkmcYO+xBJfrb4dNKGTWXzhrmyc2Rsdn+ycifs9/sRQkTkS4jJYu6YqyCGFwZOuR1PcxVGkxWrPb7j+62uJp0e8u5fJCmW6tuw1xgoWvkFhl20rRZ5Fsvsi4ntMZDS+Z8QH4ojhRzqTY1YevfBZIumqWKLSPaglmq8Bg/2lF7EJnUskQwG3LI8VAxViFJPgVE3Egj5sdoTSLEnkJQ5mNVf/YlewZ7kMRjdrbNh9WJMNrssCd0flHBQKLoOJRQURyU7XijEhap07TfUbV2GHgxRLu67DQF84ciFLD2cg7uymfLKLzAnpVDHMuwNGgNCw2XOwArmypbNIzmxNXIwWB/DGhYxlPEUslkmMiaQLMsdNxhX0ee46yOOipqG0RMgsHET6wuW03PMhUQndH1Gvzgue2zaTsvT8sazseQVfE0e2RxKlDSKUsgB4VGsblqOk6YOXSqFoZJmMNHnhGls+PbvpIbSZQSigVoCQScNWxYRryUyJnACJRRIB8f88BD8lX7WffkX+p58o8ybKFzxKaH6BgJY2cYGjLpBVnqU2UrJzzir7bOqLSQ1mEa6lhN5H2j0DQxk7cZ5+y0UdkQNUygU+48SCopjIpJQuXkuhs2lsrWzuKA26HWsDs/Hqtk57sdlgli9hNLarViIIl87Tg5PxJEoKwTEuHz74QXZyEiPJPH10vtR4CjAYCjEHBVD7pBrsMeksLnsK1KqbWSE+8jXBHx+li3/kCEnCyfDbq1Oxueulx0sDUYzfY6/mg3fvkjIHyCeZHnhF+/FFo7CH5vE5sZVCEcmkbToIBZDlF2WKqaE0sjTIu2rxWtE3kVTsIC+DJBdJmupZDjHt56XuEAiGxZ9gDUmiUBxiWxK1fJcgb6WxZa59Bp1ISZLWx8W4RFhDHdMXDQIx4ZQx66WXYWKNigU+4YSCopjYrihdtsyRurHtV60xB2xQ48hRY+0hW4hlSyZyJdCxx4QSaSxRVtLWA+35iuIro5CSdTpVWyzb6fvCdd2CPnXDjTi/b6A9NDI1nwIEfpP8MdRlliJLaOtv0HSuq61qq0tXkX1qu/p4csmpIXZsnkxtrhUEqtTpZtii0dDk6mRPuOuoWDeW8R5HLLiQORn9BpzIXWFq8kga6fzINpji7t+EYkQIkpEUIQICBKQb9PZ0Ii3oZp+DO1wbkXugzvRKh0a2xOb0of1li/J8uS0dpEsMm0lsVdbYml3oqINCsXuUUJBcUygh8MdbJUFZqzSp2DH3AJhgCSGI4RoaCkDrBe2yGm9WVm/hCxfD0JakCLzNiwxCdQkmOibfz0WW2wHkSAxGuRduig7bMGvBbDv0J+kdf0uEA7C36Bi7UxG+sa0ippEbzJrrOsoiCskxlOFJWym2lxN9sizZSLlwMk/o7muSCYtDkzuJasuvM01NGzfQKxwpfwRMfwQTZw0dBrGeJqok+dmAKNkDoJf98kW1zEk4EaYNbVZQov8DssOza3kKTKa6TnmAlYs+S9RIRt+zYc9ozfZvXfvx9CdomHHHBCF4lhGCQXFUcPunPziswdSsmkr2USGALy6Gy8uggRlYl8GPaXFsnAlzGOo9BJYrM+UF3hxofdqXgYO+RmN1QVU1ZcSHZ/NwJxzMJnbOiHu6qIfM248m75eQr53oLxo11GNJ14jPjHSN6Iz2m9jX0WD8EWwhx0dzJlE2aQWCNJ/6m04G0oIBTwMSOotL9ICMQwSmxRxh2whsccQNmxegKmpkEQ9VQqCSoplZ0xhP73CuIBQyE9P+rYmKor99NWHSPtnsU60niDzNtw0s9m0lvx+t+zymGOSejLwtNuljbYoBd2b8siD1V1UVJUIlG+D4lhFCQXFEUsoHGR74xLqPaUY4uNIrzuZmMRIQtyOZA08lc31b1BWPUM2IhKtkm1ESdvljayUZkRizD0bYb8cK8WByMBP+LERVDVlbJjxD7LJJdoQprpmEXEZ+TsJhZYLvL+umqb5c9E9HhiSxpJty9FCOqaMdFLPvGaf3ue+RhvMVgcezS2jIS2hfzHMoJuMcj4mIXuv9iuiCvmTbmL78k+oLFoq+1gMZYJ0bRRVICWOKmIS07Fs13eK1IQIypbW61jCFlYRNOj0mXg11qhIj4pdIY5td88fLkJUCQbFsYYSCoojllVVn5PqS2UIo6msLmbbD2+RPnwKqT1H7bSusAPud8K1bF30AXElARJIabUkFnbHQggYDVYa0zWWNi9Bb/a2igSByFkoDm+RPRsIQaornc1LPqHfidftdEH3FG+n8cOP6Ovsi5kkCm3bMQ7vS+Lk07vkfYv9WA27bunccoFPzBvNuo0r6enPlRftrdYtZAzZ9/2LiENan3HUVTSTHYj0lxC4aMIWk0R8Zn+KSz4nJdiW6yEqIcSwjYxiYCAqoxfZQ8/skL9xJCMEgxILimMJJRQURyTN/mosAZO8y13FfJmRnxcaQPmy+TgrI5bLfmcDZnssWcOmynI9QVxWfwIVy3GE2voWCJEgKgF8ug895EELiDv2XY1Rt12cRag95Hbu8q6/4ZuvGOYc3uqSOMA3mKVrlxA6/iSMtq5tpVyXb8AX1naKNqT3nUBzUhZFBUtk1UNO38s62E7vC474LEpjobSukPRwFi6a2WTbiCkYT/3i2fiDLpbyPXF6osxhsGHHhIVNpnWYM3LoPfrCLnu/CoXi4KOEguKIxBsStr/R0v1QuCAK10FBEumsLJ1Ppt6TFG0kruZm1v/wJv1OuUmG5EUb5PWb5lNVPwMTJpmpLy5sopHSYtMcEutS6BccJ/0RGvSa1iZRVXopDtrERVgPoRu1XQ4NaB5/q0ho35Y62NTQ5UJhRzoeSy69f2xcdSCISEHf46+hcssCVpWtxxqdSErKRAKr1mIJOEhjCImkyRyPHuRJz4SC+CJsiRkEnU2UrpshvRzal0TuSCgUiDTpqq/AYItC93kJazru6iKMIQ3dbKTHiDNlLoNCoTi4qNRexRGJaewoqs1V8g5WRBXak65nE8Av/y2GF3p6c6jauqi1nbTuccvchFHaSYzgeFnet8D8vYw+5AR6y/X6M4JStrNU/57Fph8odBRjNFoJ6kHp5LjOsoq0/ifsJBIkcdG49bZog8gVEGWI5oRIWeLBRBxfy3QgiOGMjH7H03/STTJC4K2rIDWQhh+vFFqin4VoIhWl2cmkp2xPHVfoIb+qB3Ebm9k48xWC/p2bWrU06drw3UuYVxcSKNyOYWMRmdstxG3zoDk99PPk07spm8IF/yHgazuvCoXi4KCEguKIHCMWSYRpgyfhMjjZwhoK9DUyAiAQ2fk6OkE9Yk1s0+0E3BGL5eptS+jp64lViyQhWjSb7KgYE4jG31wnIwwCUc8/SBtNqiGH1KEnM+i0O7EMH8rqxPVsTNlO8tjTYOqIXR5f4plnszpuDaWGIqr1cpY7luA44XgM5kObyd9eNByocLDGpuA0NJNMBmVs7/DcNuMmUkKpZIV7yc9BeDP0cGVRsXneLrdVuXke6c3JNISqZFTCik2aPmVpvcmhr0yIFBUUIspQsu5bDvcKG4XiaEMNPSiOKNr/QDuSsmU4O86bhJ1oaT28UV8pMwlEP4M1LCRRT5PGQI6kSE1+2O/FrJs7NIQSWfoOHPQK57OBFQzXJ2LSTLKrYUVUJQOyLpTh95SeI+Uk2N2F1pKYQsZPb6Nh7QrCbg/xg07GEt/mRXC4cCDeDck9R7ChYBG9XDlSCKzQ5xKrJdJkdaE7oomtjWU5cwjgk74UIsKjlznoMWjyTttqriqggXr6MkR6NFRTKj+7ofp4OaRRQRF9tSEymrOkZA7hYUEZ4VAoFAcH9demOGLY8S6udNXXDPQOae18KIyGRERgMGPkhV2E/EWiYzNNJDqSZE8BZ30xLs3JcD2pdZ1itsg711gtnmjiWR61WDZ7Mtod9Bl51U41/XtzN26wWIkbMZYjiX3xbhDnJH/SjVRs/AFXLVjj+mBJy5M5ET53HZtnvUYG2aSRLSskZFtqtwefp3GnEkhh8iREQpwWEVPp5ODSRYeNGlmxIcSDQIi3VD1DGkPFJed2yzlQKBQ7o4SC4ohgV6Fev7OeaC2SUyCoppye9Gst0xOPvfR8iimgeMVnWHwGBvoHyqZIS5iFXY+R+Qlp9CBW+9Ex0Gyi9/hLccR1tHBu4UBD9kcKexNtENGcHkOm7rTc56knjgR6awPkvIj2mHQzxaECGso3kJbbUUCJ6IDwrmiPEAdlFEqnTOEA2YIwympcOxNfdg3JvUaqyIJCcRBQOQqKw57OxoN1Ddn1sAUx3CDaI7fHh49YEgk7mxnoH4pNs9ND6yO7QHrNAZlNL/oXiMhCOcV4YzjmRcKu2JfcBtFMascE0ziS8OGWDbN2JC4zn0qtrMOycgplt05RmWL48WeqTq/EHWpkYG0fDKu2svmH11stthUKRfehIgqKw5rdJY3JbHmWk63nycx7J40ysS5Gj5OCQOQYFLOZIYyjQi+SDZlaEFn6ItRtGTqYLcXrCXibic3oR9/8847pSEJXRBuiE7IptywhLdDmAClaUQfNkJCWv9P2ROnkpvLXcDevJzoQLW2ipXum5sOim1nNQtlDQnzGolpFJJpmhnOoqV/Ium+eJyo+g4yBk1q9Mg4WynhJcayghILisGVPmeVmTNKVcROraKZORhRChFhmnIs1JC41UfRnpMw3CBpDNIRqWzsnii6QDcZ6BmQNJSUnkqDYGUok7KtwSMOYkc760lWkBzNoooEyUxH5J/9EOmTuiDCEyj/pRprrtuNpqiYmnAWhIO4tSxnkGyPXWaMvJJ8RUiSIKIJIdkwP9yDN2QOXs4lNNW/S+8SrDrpYUCiOBdTQg+KwZK/Kz6wWGqlFJ8xYpjBKm8Q4pmAKGWSnQrfmZIthLctsC8gecQ4FsdsoMG2kWNvGMttCMoZOxmDcvVZWImHfEecs+uoLMV19OrX9rBhGD2LoWfft9iIu8klik3qT1nsMGX3Gk9HvBGlOJSIJLUMXokRS0EidNL/K0HJk46sYLZ5+3v6Ur5u1H0erUBw+vPDCC/Tq1QubzcbYsWNZtCji/9IZDQ0N3HbbbWRkZGC1WunXrx+ff/75AW1zV6iIguKIFAnirjKkh2S3x2FMbEtglHWPGn0Y3NrxsNRSRWLWIJKyh9BUu10a/+SnnCe7FO4OJRL2H/F5RPXoBZdGOlLW70cJZtbwM1i94COyvdkyWlTAeryaB5/ulnkn7RG+C36nyGtQKI5M3n33Xe655x5efPFFeUH/05/+xNSpU9m4cSOpqTvbr/v9fqZMmSKf++CDD8jKyqKwsJD4+Pj93mZnqIiC4rBib41snPUlxHnsxCD+KNoS2sT4trB0ztR6YtOiyCCHNFcStcUrZStlUVaXlDlYiYQjwPRJdAJ1ZPVhi7aGCkowGsxUWqpwGl3SW6F9ImOlVkpMRl8ONsp4SdFVPPvss9x8881cf/31DBw4UF7c7XY706dP3+X6YnldXR0ff/wxEydOlFGDk046iWHDhu33NjtDCQXFYUP7H12fu56KLfOoLVkl6+x3VYJn8Rtl+dxW1sucA7kNGoino1VyXCgeT335Xh+HiiQcPHYnGqqLV9BUsJpx+mSGaxMYGz4Zh9dMXqj/j83AFlCmF7LBuJrS2CrS+k6UrwsFfXhdddJXQ6E41DQ1NXWYfL7IcNqO0YGlS5cyeXKbIZnBYJDz8+fP3+V2//vf/zJ+/Hg59JCWlsbgwYN54oknCIVC+73NzlBDD4rDTiSIvgz16xeR4cvEb/SxzjaLvide28GoJzaxFxuMn5MbGkCYMEuZhaYbpAOgBVurSY+g1lRNdNruExZb11XVDYeMHc992ZczyKUfBs3YOpzRRx9EAWtJIUt+xoVsxKZHY3NZ2TDj70QlZBGoqcCmR+Eyuugx4gzi0g5+pEFxZLGgoDcGe8TWvasIuyOl2tnZbdU/gocffphHHnmkw7Kamhp5gRcX/PaI+Q0bNuxy+1u3buW7777jqquuknkJW7Zs4Wc/+xmBQEDuY3+22RlKKCgOK5EgSh5rNixgpC/irkgY4l2JFK78gj7jLm9dzxIVizUhFWONiRQtVZomNel1FLGFMkMRIYNOYjCJOnMdrnjomxEx/zkcRIK3f0evhxZsG7r2h+pIw7VlA00zvwN/EENivHTZDIkvQPt1cMoyWGHt7KKRPAaTEo6YY/lcHpa6ZjOe0+R3J6QHWb70MxxTbpG9QRSKQ0FxcTGxsW2GYiLpsCsIh8Myz+Af//gHRqORUaNGUVpaylNPPSWFQleihILikLLjGK+nuZKEUGJrcqJAZLX7mwp2em3OyHMomvUO8f7kSPY7CegWE/0m3kDQ76KutgRHcn8yU/I6bO9wFAk7PnesiQZPaSGe/37NCPcwWQLprG9ilbVYWj8n6WmybbdIXt3MKoYzAbsWQ5VeQorW5qBp1aKI0eNlVUScnohRM5Huz6ChciPJPdrGbRWKg0lsbGwHobArkpOT5cW+srKyw3Ixn57e0bysBVHpYDab5etaGDBgABUVFXLYYX+22RkqR0FxyNhVIpjVnoDT2NxhmU/3YLTuXKEQFZ1C0pDjWWZfxDrrKpZGLSJ24CiiE7KIT+tH1sBTiE/te1iIBCECdicSOlt/X193pNL0w2zy3QOkSBCI/h0ZejbBxCiWGn5gMbNYaJiBwWyVIqGFltyUFkQTqi2sZgVzWabPlm6ORlPX3MF1hkpoVBwoFotFRgRmzJjRIWIg5kUewq4QCYxiuEGs18KmTZukgBDb259tdoaKKCgOCZ39uFpssZjT0tlaupGsYE98eNhi20T20As67WKYlD0Uv8+J2RqNYReGPoearrjQH+3RhrDXK0sg22MJmkg46RRsWb0IuZ3Y0jKpePUVAuV+6bIp8hS2sZ5cfaAUgzV6hUxuFfbcUZpDVkVs0lfgba4RnaYUisOae+65h2uvvZbRo0czZswYWcrocrlkxYJg2rRpsgTyySeflPO33norzz//PD//+c+544472Lx5s0xmvPPOO/d6m3uLEgqKg86e7sB6jjyfutTVrN+6mFAoSGKvMTji214jLgCN1VtoriggKj6NxB5DOiQ6iufrytbQULQWiz2W1L4TsNrbaosPZjShO6IBYpv6j8FAbz8f2oaOF9gjEceIERRVrSE30E/Oh/UQZY4KUnPPxxhlhx/bdMdNOY0Vb75L/9Aw2aNjPctYyLdYdCsBAiSTIUWCQIiHPH0IC9fOJD1vgiyPVSgOVy677DKqq6t56KGH5PDB8OHD+fLLL1uTEYuKimTVQgsiSfKrr77i7rvvZujQoVJECNHwy1/+cq+3ubcooaA4pCIhHA5Stu47msq3SJfE1PyJ0hzJ01CBsTlAlj+N+tVrWL5hFrFJvdADAXy+ZuJcUaQF02gybmTDpvmy5XFLiHn7kv9gLXfSJ5iNBzdbyl4j9/griYpJOeJFwt7s50iMOMQMHUVtcTHLCpZiD9lpNDcSN2VqRCS0w56TS/Cc01j3vy+xhawy4VGYbLlxyWqXHaMSwnzLFDZKYRmfGhEhCsXhyu233y6nXTFr1s7Oo2IIYcGCBfu9zb1FCQXFIY0kbF3wLslVNvLCIwkRZNPyufjcjXiKtjDEP1I6L/pDPsyhMFmlDunAV0EhTpowidZBIQspTfFUbllAZv+TpP9CqKqaPqER4hpBFA5snigKVn9N3oSrjokyyCNxmELc/SeffQEhj5ugs4nMxBS0dkla7YkdPIqwL4Drq28YHp6IVbPh1ptZyxLqqCJLz5XLBNvZKMsoAz5Xp/sWPh0NVZul74LIbTEaI3kS+4JqEKU4mlFCQXHIRILf0wQNzWToefKibsJMvn8wS7cspIcvS9ovGzBixUZP+hGrJcjX9SSfdfoSClhNEhk0UI13W4UUCh5nNbHBjhnGdi2agKvpoCcvHg4cadEGEUHYMYqwK0LV1eSHh7UKApHgKASCyGlZxxKMuhEvHiksPdYAPTqJJribKtk6723SfMLOVmO95Rt6jbuYxNScLn9vCsWRihq0UxwyAn43Vr1jRrpo/2xAo9nilEJB+COIBk8Rq+Y24kkmjWyytN4M1cYR5bfgaizDEZdJvbmug71vo16HLT7lmBMJu6KlisKd24wrq44jlbDLLVtRt0cISh2dEdrxZNOXICGcMQHSh56C2RrJW9iRwiUfM9Q9gpxwH3LCuQz3jKJoyX8P0rtQKI4MVERBcciSF+2xqWw3NhHUA61lcXVUY0/Oxut1Yqxx4tSbiCORWipkoloLopNgX4a0zmeFcqgTlRIDTyam92DWbF1Opi8Tj9FLua2SfkOuO+ZFgkAXpVQf/4+kyq0kxWsUVJnxXXIJlszUwz7a0B77iOFs3/ANA4k4bgphWEIBTq2ZmtgmDMlJOHqfhAED1lDHBlItiNdoXn9rVEIgqilMAWED7T9o70WhONxRQkHRrThHZEJg1577Igs9Z/T5LF/8kXRRDBj8eOxh8oZfjcFooWLzXArWfYdDj6aKUpx6oxxvLjUWYQ6ZWrPbxQ9+tVaFv9lNc10hGWIIImsADWXrMUdlM6DHhTQMsR31kQRxHvzbywh7fNj65aCZdv7zDs+ay23Di7j35kiEpqIqyAnXv03orjuOqGEKR24+RZYPWOmbJ78TTdRhw44RN1a/CdfWAowFlWTQi2LjYkIOE7ljL8PeLqFVujca9Ihg+NFrQ/w7oAX32H5coTiWUH8NikNKTHJPBk69A2d9sezoaI+NlO2EwyEaStaSxyASibSL3qStIS1vLGnpZ1Oy5H80exrkGPQK5mHXo8kotVFXNYPKJBt9xl+BvX/aUTPcoAeC6F9+g237FkKakdD4E+Ck/q3Ph5xuDP96jTOGBEhNhA//EsJ97oWY83p22I513SrufrQtDJ+eauL08RofbSvF2if7iEqKtPXOJWuDVQ5BJJJCKdsZq5+K5tVkeeVK5lHEJlJCWdiboimZ9Q7ReUPIHDCpdRvJecexYf1q+gTyZfXEVvNmEnoP269SSpXQqDhaUUJB0X2RhL1AJJNVrPteJjbGZw8kKjoZzWCUXSMtTUHK9e2yysGGg1y9H8VFq0jvO5E+J02jaM23OGvXkOJNIpdIL4fkYAZbajfQWLWJ+LT8o0IkSN56l99eVM+V5zrwenXuenKuqJJufdrwyf946yEYNzLiWvirm8OMuuwjgnfdidau9lrXDAQCOiZTm1ulRxy+affn6XCMNiSdfT5bm14jutGA21tP/9DQ1siAaCTVQ+9DHZX01CKJjMmBDFZuW4K/90hp7CVIyxtPvSOe9ZsXyGhCSt4YErMGH9L3pVAcbiihoOhyxJ3V3lgAuRpKKZr3IfneAdjoQVljEQWVW8mbeDW125YTq9vJ5Tj549+g17CNDcT47BQv/4zccZeT1HsknuYa7B6HTGJruUikBlIpL99C6OSBR4xI8K/bjO2H79H8Pvy5eRhOOxXNHPnzDDU6yTNVc9V5EVOpqCiN5+6PYcaqttc7GioYN7Kt2iMm2sD4fn4WPvMMRqsZd+98tLOm4u4/mDOunk1KPIw/LoqTxkUxc5URy6SMA3rfh0I4GG1RZN5wC76aSjzffUN4U8chrhAh7LSdE/H9SPIn4awvITGj7buRkDFATgqFYteoqgfFQUlcFMZKdeXrqS1dLRPFRM160dL/MtA7BIcWK6sdsvXeGBs8ssQx6G6kNxFrXkG8liwqKGW5pLuhks1zXqd5wQ/0asyUTYDWs7S10qHJ2ERo0N5FNA4HkRBYu4mhq//Hwpdgw3+ieOLEzej/fK31+bDHS3pyxz/VlvYV3k2FeL5fSLNTx+vteKFsqg8w580E1nwcy13DtxD8z6c4Vizh8fsS+PcL6WRlmLj4tloCV1+1x34Ye+JQ9qWwJqcRf/Jktji2yMZRgoDuly2oY9q1Gxc0m53YopMP+jEqFEcySigoul0kiAv/uq9fILhoOfriNaz/5m+snfF3go0NWOnY7MkRdOBz1WMwmOWYsUAIgM26uH3W5A9/2OMipgb6BgeQrKWTrw3HjFUmPFZopZQm1hI9aHi3frJdeUG0zp7JW0/HkphgxGDQuPJ8ByNjK/H/43VZpWBKS2LhWp26+shF8LX3mjjnmjL579RP3+YG+2yOy3FzwnklNDaFCAZ1Xnytkcx0E8lJRikC7rzWgWXdap7/lZUTxkZhsxm47LwYrrs8jlBxOcGGZvzFFeihyD4OhEPR0Mqako79zCksjl3IYn2mbAolclsKWEujXotf91FoKCCU4MAeIzwTugfVIEpxNKKGHhTd/gNZuPgThriHYtMiRjoZnmyWeGYRRxI1lJNCZqsgqDXX0DchG3tKNhWuYjLIoZ4q+fxwbaJ89Ogu0vRMadLUQipZbIxaT9SY0WSMPRfDLjL+u4oDufiFml0E3vkIe2URIZMF15QzSGhuIjYmqcN6wwdZ6FFXwSe/exr9pBPwp2Zy2uXrSEs2UF4ZYvTwyJ3yzA+zuOwn2/nr71J4+I+1jD2jCH/YSLRNJyvdxB2/ruL/bonnvf86MQQCVNcE0HVbawRh7CCNV/74LflZIXpmGZn9fhDP2edh7pdLV3Gwhimi8wfiqSgm8MNisuhNmBAN1FLKNhosTWQNnkKfnpFySoVCsfcooaDoVpHQVLuNkLOxVSQInDTKnAKdsMw7KNYLpHlSuaGIlP4nUVe8isaS9TQTZru+AQ0Dgzmu9fV2YmiiXlY8tO7H2Ej05FOIHTaqWz/RAxEJejCE/qcXOCE/yP0PJuIP6PzikQ8pbwryxQwbZ06OpqQswIefOvnwf04+eyuTwuJq+kcv5pMSN7ffGMc337t56ak0wrqNlSVIAXDb9XF89LmTaZfFMm+Jh1/9LI6br46VYuDb2S7OvrqMpx9J5rM3MvjnW00sXVnDM49GygT/+b6H6yYbefwXEddLlzvM6Es+xnfHna05El1Nd1VTiOEs/+q1jOZEjFrk2FP0TFaziNiTJpEaM7rL9qVQHEsclKGHF154gV69emGz2Rg7diyLFi3qdN1XX31V/sC1n8TrFEeWSGgxrHEuWkA44CesR8bPg3pQhoPHcAoDtdGM0U4hniTKKSJh4DhMtmjc61YxNjiJMdqpDGeiFBRumlu3LaIMxWyhihIZUq6ghLLEOqIHDevW93qgYXTP8nWk2jy89fd0hg2yctxwG1+9k4XdpnHfYzWcfnkJV/2sgl45Zn7+03jOuqoMnz/Mk7+Ixhjw8cYHzTK3oEemmYy0yIXwvf82y4u7xaKxZr2PaIehVSQIJp/ooE8vMxPH2Omba+H3v0lma1GQF/5Vz7k/a2Tp+hCP3N3meumwG7hkihnv5kIOBl05TBF0NmMP2ltFgkAI1LAJ4o4b3wVHq1Acm3R7ROHdd9+VPbFffPFFKRJEP+ypU6eyceNGUlN3PVYYGxsrn2/hQBOtFAc/klC5ZR4wgNxgX8wY2cAy+uiDZdMeMdTQ/sdc9HGoMJaR3mc8m394jUGB/q2fuTBVStGzKGQTNt0h+z2IhlCa3U5DVgwVjYUYBvUi47jzDtvhhha02jpys80yD6EFkSsQZTdw8dnRfPS5i5n/6YHZHHl+6iQHp15cwrxFHrzeEF6f1uG1Lfz1lXquuTSOD/7nkkmOu/p7CYXaLK2Pn+jgN9/3xpLXE1vRHJqawxSXBflqpksKkKIKMPTtmDtysDjQaIPbU9NhXghULS5altx6misI+F2YbTGyqiYc9JHUawSO+O5PfFUojmS6PaLw7LPPcvPNN3P99dczcOBAKRjsdjvTp0/v9DXihy49Pb112tfe2YruZ09JW82VW1v/na5lk04Oa1gou/kFCXZYV8w7EjKlG54IHwvb3faYMGE0WNkQtY5lMcspzfbQ76QbyB5yGok/uY74iZMwWDr6/h8KkRBqbCZQ1bHPRHuMwwezeqMfn6+tOkEkHzY3hzlxXBR5vUxsLw7ICIFAJCMmxBl4+sUGPnsjiyibRn1Dx2TDhsYwjU1hGhpD3HhVjPz3N9+3dUpcs8HHxgI/T/+tnnseqmbeYg///shDSuEartZnMD7Xy9gzi3n6hTpGD7fh8+vMmd2IMS6aQ82+irPqD94hLpQoE19FpMmru1mpzSd6/AQqXnuZsnmfUDvnKzZ/9RKJm9ykb9Uon/OJ7DzalaiERsXRRrdGFPx+P0uXLuX+++9vXWYwGJg8eTLz58/v9HVOp5OePXsSDocZOXIkTzzxBIMGDdrluj6fT04tNDVFugSaLEbMnbSpFZitxg6Pin0zU9qTT0JsUnrk/EZFvmJpZNGoV5NCFptZSZDeRGkx6HqITYaN5Aw7DYvZQGb+GMrXbqB3qK98XVD302iqpdfoC4hNye1wt1yXb9ihLVDX4+3nw7oHPa37/fDuh+Ra64mLMbBym0bgootltYJ8PhyWpkfGJifR8dFcfHM9118eQ2FxkLc/ambimHi+mR1mzUYjL73hpWBbUAqH6y6PxeO18tbfs6VB0pO/sXDFrbVceJYDi0kjqTc8cHcG9/+2lDf+E8JpsJLdN4UPPg3yypv1mC0a4RAkJ0Vz+qlJUnQ8+dd6wm5Y+HGOHKYQzJgTx/dz3Rw/NoHjx0JqSjT3vvAuhp6Z+AYNxxBlwfLtN9j8bry2GAKnTcUk7B8PAtZdRFB2hTjH1oZmhthPolYvp5ANPwrOIKGCTeTXZZKop7LGspBxnIJJi3yDk/Q0VpYsxdRvTAfbZnF+2x73/X5K/a7s3fnZ43kKqd/nwwFN7+z2pwsoKysjKyuLefPmMX582xjhfffdx/fff8/ChQt3eo0QEJs3b2bo0KE0Njby9NNPM3v2bNauXUuPHj12Wv+RRx7h0Ucf3Wn5W2+9JSMXCoVCoTgycbvdXHnllfJaIIakuxpxYxkXF0fOPx7CYO/aXLiw20vRTx7rtmM/pqsehKBoLyomTJjAgAEDeOmll3j88cd3Wl9EK0QORPsPPjs7m9cfnIfZ2Pn9plCy0x6fINcL+A68dvxYYG9tmVvuxG69JJf7H3yBpppKYjP7ktxzJBtm/J2R/gnSYreFKr0E9+B0ablstcfLqIEwaBIJkaL/w45j7iKSwEGIJOwttn/8nYVvRqyTW7jwtnoCLj//eTlV5hyIaoQ77q+WiYqVVUGuuDCGWfM8ssJzyzY/j/0ymbOntPVgKCwJcOlN5cTGGHj/lQzi44yUVQT45eO1VFaFCGPhF796iWVz7+armfX88cFkxo60cdrlZTQGLdx5hUVu+y+vNHDROdHkZJl568Nmbrk2lunvNPP+y21OjB5PmJMuKGHkUCvbi4K89tc00lIiPw2iNuWC68p5/a9pGI0an3zlYs4CD9/qw4k665QuOdd7PL+b9hw3kt0jn/s9vUP5pGqRG4pqXRRGrgeziVGB42VezBp9IfkMx6xZW1+3Mmop/U69CYPBtNP39+/vb8Uf3Pd7qejlEZ8LxYH9/gZCe/93qDhChUJycjJGo5HKysoOy8W8yD3YG8xmMyNGjGDLli27fN5qtcppR4L+EBj2LADEl1QJhb0cd+2kC+SuiVzM0weeTuKPrxP/N8dlU19UK5MSBcJJb4u2HvPKQhq1VbgtXnqPvSTSHEqzEZA/0m0/1LJ3Q7jbgmD7NTYe9vrQMHfon1C4tZ5Xn0nCHuWntDzIw38oZ+aHmSQlGqmpDXHGlaW893I6vXMsPP23OmpqnZjbJWM6nT4am900NOiccpFbeiH849+NvP58Onm9LQSCVr5cCmnJQb5+J4nzry3lq3ezyEj2s63MxC+fqiHB6ufbD3rQIyPSwvucKfGcfVUp1XVhPvifmcvOi8blFiWa1Wh4ue7SGO55qIkeGeLvpu1vZ+iAMIuXN/LUC/VyOOSy88wU/WMBm2aZMEw6nu7G18+zV4mNljET2PTd92xlQ6uFs2Y0YzluBCsXL2eAexDp9GIx39OL/pgxU2QtJC5nNMGQAULhnb6/QiT49+l7H0H9puz9edrduQqKsTPFIadbb80sFgujRo1ixowZrctE3oGYbx812B2hUIjVq1eTkbFvXvSKwzM5K2PAJDZFbaRZb5AZ6etYTI7eh+GBMQz0D2FI8xC2LXhvlwmBh0uDJyEM/KWVBJtdhFxuPEY7488u4bxppdLP4POZHpr8ptYKBZGH8Ks7E6VIEAi3xMd+mSirHAS3XBsvnRSLSgJyvqk5xCNP18oKhM/e6sEPn/Rg8QqvFAhias+XM90y10BEA76f72HFWh+n5LrJjAuQmW5uFQmCuFgjTa4wwwZaWL/Jx7nXlHHWVaVUVQflNp55sYHsHiYKiyPHIRCfw8y5Xt79uJnnn0zlmktimXyinS//nUrShsUyvHq4ED/hRBxnTsZnCeI3Bgg6jDimnkzSiZMxn30SyzPWszF5G9E9+9OQ76Aqz0DWCReSmjumy49FJTQqjia6fehBDAtce+21jB49mjFjxsjySJfLJasgBNOmTZN5DE8++aScf+yxxxg3bhx5eXk0NDTw1FNPUVhYyE033dTdh6rowh+8YMAjH+vK1mFP7IPBGLlg2RyJ9DnxaorXzsTn3I7f5SM10JZ7YtVsxAQceJqrWltOH1Yi4dtZxK1fisnnwWrSqWsM8+gvErnknB54PDo/va+a78uS8Z19Hjf/33tM/1MaTleYhLiOxx8fa8TpioRVxUX63KkObrqnUpY31tSFeOaRFB5+qpb8vEg55a3XxfPC9MZOj2vtRj9LVvr4w2+S+eML9Sz8Ikf6MITDeqtgESWSwSAyKmG1tt0jTL2shOqaIOec5uD4MTZuvLuSW6+LIyXJxJN/qaO6EeqXehnQr02kiOGgU8eaeKO0ClvfHA4X4keOl5OonmnfKjo6f5CcBEnrdr5L9XubqN62FD0YkCWTlkRVaaVQHDShcNlll1FdXc1DDz1ERUUFw4cP58svv2wteSwqKpKVEC3U19fLckqxbkJCgoxIiGRIUVqpODJEQmNVATVrv4FpzxBevpZ14S/pc/xVREVH3ABtjiR6j7lY/lv0fdADemtfB0FQC2I0WQ47kSBMiE7wLCeqp58brkiQ4/4P/bGWS8+NlBLa7Rr/eCqFYRc0kDj3C84/K5Yn/1wnowGLlnv59I1MedEWF+/fPltHfVOI+Uu8ZGea2FTg539vZMmuj1MuKeHJFxq45pKY1ov8oHwLq9b5KNjup0+vtnMz5cQoXnu3keQEI6/+NU1GJu6+JR6LxSCHCYT4eOCuSIXCLx6tITnR2EEkCEQ+whUXxJAQb+ShP9bx67sS2FgQ4F9vN8lyya/fTOOeR+v4+Itmzj+jLRfju/k+bIavsX/jwWN24DvjTCw99m5IsbtpLxL2RHNdEcULPiLH21OW4hYVvUdw5AlAn249RoXiSOGgJDPefvvtctoVs2bN6jD/3HPPyUlxZIoEmVS2/DPGhsfJ+R7h3sS5E1m/5BP6T4pEhcKhIPXl6wh4ncRmD6Bg80b6BPIxaAbqqCHgMGG1JxxWIkFgW7mUGy43c89DDdQ3hmWuwdCBHfNjoqIMWH0uln7WQyb/QTxvvN8knRBHTi5i/GgbS1f66J9n5tM3M+Wd+Q8L3Pz+L/VSJAiPhZI6Da1/Fu/8t0T2dbj20lh6ZJrAbuWCX3qIowGfy8iDD8JLrzdyzcUWXnkuTW5L+CZYLZHx/KsuiqV3jpkH/1DLqrU+YmMN5OdapHARrpAtwxxlFUGmXRorRcnxY6K48Z5KPnglg48+c3LccKv0ZnjukSTOmFZJQryJzDQjT7zowtXgY+ZrYXJ6RMs8jNN/+hZN196MKT6mWz6j7uoRUbL8c4Z6R2L+sWQyzpfEuo2ifPuibtmfQnGkcdhVPSgOPQcyvhrwNRMViuqQQS5sdHVv5GLs9zSxafarpHtTcISslFpKMaWksLxpqcxZtCWk02fElRws9iVxMWS18/s/1/H+y5kyDC9C+ePPKpamSWL8X/DlLDc5WcYfRUKEyy+I4ffP10mPhe9+cKEZDbz2fHprNccJ4+zygr+tMMAfX6jD7w0zKbaWe+9Kobo2xBW3VtAcNpFy9lBsoTCOVRu57/8SqNdBt5h59X2nXG/DlgBud4g16/1MOclOdpaZwf0tlJSHePUv6dz5QBWrN/i46zdV0lxJDHn87ysXLz+b1hq5EHkUwgDq3GllXHtZrIwq/O7+ZCkE9JDOC9MbqG3UWbs1zGN3x5KdFfmcRcvqP9xl5dYvFsHpp3I4I8Rnh+GHQLBVJAiEYLXr9i75O4pZWnrA21EoDjVKKCi6NAnLZLbj0zpefEXSov5jJLh45Rf0d+UTo8XL7o8p/kyW1S2i35SfYDJ3vGPs7mjCvlY3+Pv1J65pWetYvRADL/w+hXFnFnPqpBjK6w0sWeLk1HFtCYQCccc+ZoSNl59J445fV/PDEt9OJZ8ij+Fnv6qUF+d1mwP888nIcEH/vvCf6RmcfreX9FP6svk3/+Xb95IIhmyy6uGr11M5854GFucMpHp7AYG6GoLeIJOnVZOQbMXlh/5ZVjn0cfctCUydZOc/nzvlUEdxSYAYhyajBi00O8OUVwY5cbyNV95o4okHkhC+Zb98vIa/P5HESROi+MUjNeghH/MXupj+RgOXnBvD1RfHkJ5swOh2RqpALGZpMnU4InqPVBYswlNXTnR6LrrRQFAPYNLMrVExtxbJsVEoFEooKLo4U1u428XmDKCgPFKi5tPdrLOsJq2/GPMFf3MtFtJYoy8igF/W6Vv8NtxNFVij4miqLZQJj76Jvdp3kT6kIiHY0Izp/feJb6wmlNKxGmP0MBu6xcJHlX3JKl9DUoy4s9f539dO6YuwYKmX2+6vkm2ghbB4+uFkhp9VzgefOTn7VDtWq8aWbQFElsYXb2exYo2PkUOsO+UQWMIBXBVOhg8wdxAZIuHQFg6Qc3JvOe107N4gmx74RCY73jc5gdgYI9ddFmlR/cMCDy+93sClN5fzm7uTpHX0r55z0uTSWb/ZT119mJ/8X6XMUxBFKP3mm1m0wsPgARae+HUSV99WwcnH24mPM8j16pwGAg1u+rr/TmWNjnv4aAyTIp/74ULY76N8+ktk16WSEo6npmwdukNnpWUJGf5M2WjMhxe7oWPbb4XiWEZFFBRdXs6VNWgyztSIUChILSc55zR8rno2//A6fr+LlcxnIKOJ1mJltGF9eCmVG+agNzaR4k2mPspNU0GYtKuu79ZGT3uDuLs0vf5vrhznYsXagMwZWL3ex5ABkYv5X1934R0+moQtawn5AjjsRj5/K1P2VnjgyVr65Zo58xQHjzxVx203hKV40KxmHvhjPX99uZ7a+jAauhQJAosFvl/g7VCtsK0oQMgehSM9mhXrAx1KR6vrgvjbJX7uiMlmIu60wcz7aBmffeviZ9e3dYr88juXNGN64Ilazr2unKSxOfS+fTzGhYVkbttAXYNHGjmtXOtnyQovH3zqlFbJa2b35tkX67nqohguOjuSj3DDFbGyRPTOi6zUNwQYd7mND2csYcbqVKxD8jlcaFqygJ716aTrPWREyxGOxd+0mkqq2EYjIzlBNiLTXZF+JD53A5r5yHbVUygOFCUUFF0iEhqrC6jZvEiGm1P6jScpM1KlkjvuMtbNfpPYKp3+oV54SGEDy1urHMR4cI7ej81VqxmhT4zcLXuhtKyIusXzSBh/4qGNJlTUMjDJQ2FpkP/+O1MmMN71YLW8eDeFbLj6DESfPJG0+nXUFQmfEJ2YaKOMAtz1k3huuCJy9x4I6Jx9dRnLNwSICvv54bNIhYPIc7jw+nJOubKK9CwrTdiIPnkgZ/9kG/93rZ3ymhBPveol9xeT5UU/+sR8LrxtE7+8KXLHe8nPG+hx/djdvoesqflE56fxpye+paymjlMn2Ph6lksmPs5e4OHRe5PQNY2n/lWLv96DIz+VFZ+s5NZpsTz2TB0P3J0okx3f/18zf3m5Aa83zA8LvdxzSyThVCA+t+suiWHtJj83Xx3HFzNc+Bq8WIvnQRcJhQNNaNTDIVwrlpMXGiJFQgtJpFFBEXkMlCJBYNEi3TMrN80hOmsYjriMfaqkUCiOJpRQUBwwFZvn4dm4hj7+PHTCFNR8hjZaXOD74HHWYKhz0jM8VP44W7AyRB/DdjYxkFHy9U3UkqX37BBSTw9lUrJqZZcLhX3NSxB30E31Ph65LWItLS7uA/tZqagKUl3uJZTXF6Mjig2bPCSYRBTAwLffu/hqlltWDrQgbJzPmergj28E+P1tsXI7AjEc8dTDyZxzYxU9HzsfgymyvKkol0fmbMUQbWXgE3lYoiNRg+xzB1HXP537Py3mnqnQ8/+mYE7ZU4suiOsVz7gXL2LRwhI+fXUT9avc2Iw6y77NwWGP7PP0SVGccP0CNKuR1ESNj79wM250FH/+RwOTJkYxb7GXtFQjE84ukf4OWwsD9M1t2/e6TX6uvzxWVoKI6YEnavhhrofuqVXYd2r++x8c9aKyppJMerUur6aMBFKwtDvSsB5JdvSXltCwrZrtpgZ6Hnc+MUk992mfKqFRcTSgJPIxzoFEE4SpTfGqL6hY8x1efxOFbMJCFAP8QylbP1Ou43XWEhPs2LI4imh8uFvnmwxNNJkiXT9bcNFMuL4Bb1XZIRMJAnNmCkXVGqVlkVD0T++tol+eSVojL/kyi9FbvkD/60vcfrmNL97K4oG7E7j74RrpbijERHu2VkDiqMx2htQRxEiC2aijtauUiM2JI/fKEfQ6d2CrSGghsV8SudeMlv+OStr77HzNoJExPht7qoPf/TKR/n0tzJzrZu3GiPGTyF+It4XwVTs5aXwUMz7owXOPpfD73yQzc45H9oeY92mOHCZZu8HP5T8tZ8NmP8GgzuvvNVFcFmREu/wKIS7S+jk4Pq+AwyE3QS8sZ4A+nEpKKNELaNLr2Kyvxo2TnuQjOkO0DOuIduiCweHR9A30Z4R7FIWLP5ZRCYXiWEMJhWOYAx1yKF3zDVHbGhmnT2akdgKpZLGWRaxkLgneSMi9fO1Mak3VHcbV66nGZfCw1rqK5bbFeIekUxvrpEIvkjkLwt55C6vpFxxC0/cdfTYOpkgQ0QRfQTG+U07jwT/W8vAfq2Wy4RsfOKXroShHvPsaK6fkNXP/HQmyHPH0k6N56alUhgyw8LNfVknHQ/Hev5vj5psVGv2uHs4fXmiQ/gUCMfTw2+fq8JmsO1VCdBe+TRV43CE5jFJcGox4MdxWgdsdpsGloQd17vpJ27DCGx808+ffpWD/MfKQmW7i/36WIIdTRK7CRTeU8c5HTfTsYZRlmi18OtNH6kmHh2lR2OfDpJtlY6hhTMCEhTUsxk0zuQwkRosjkRRWMIfN+ipq6ChQRUVEQjAeZ6Nq9qQ49lBDD8coXZGX0FS6kbzQmNYLXKKWyjZ9Pf0ZSbz2Y3mfqx/LjStYYVpIVjAHD05qKCfemIy1d1+iz54gx34b1yyn5vMFVFBMFA4GMEoOU2x1Vh0SkRCorMXy5htcPEFDt8B/XLBwmZ8lX+fIYQThnXDxjeVcdHY0p50UGc9uQZRC/vLxIHX1IU68ppaoWAvWXikMfni0jA5ETxnMuLNW06uHiabmMM1+I31/OpGDhTB1+vxbL3P+16P1s3vljUZOvKSctEvHUDO7gNr6kHRqFLg9YaJ/FAktiHmnW+cvv0th2h2V9Otjok8vM1fdWsEJ46IIGkzMLnEw5LqIU6OIKszZcuhEgzE6Bq8tgN/pxaLZiNUTMGGWVTcFrGGEfgJZWi6pejbLmY2djlEwgU+LdDNVKI41lFA4Bum6Cgdtp7tgA0bMtIXK7VosJt2I3+THF/TIH+ARnIAW0Ji/7XtM/1iJOWTBbwqg23yM9Z7Qus1C01bsQ4YedJEgMH/wPrNejqJHZqS23lvv4u6fJkqRIBAGSzddHcdXs1zUNsDl57e5EX76jYsmZwi/ycy45y9qzTtooe+Vw2k+KZfKbzeJW1X6npovKxoOFuHUBC463dXhsxM+CH/+KEzGpD5YM+L46f0z+OjlVDkcIdwkRd+Jf/054v4ohIboZCnaN4uIwgVnRksLaMFPp8VxwoXlGKcOYsgDfbs8SrK/CY3iOJIuvITl77+L3WXCG2gkXx8uv6tFbGYh3xKvJ1NPFdHEkf2jfXNYj0SEarUqAtFGoqKT93nfKk9BcaSjhMIxRleWQUYlZVJTWkmyHunb4dKb8eDCorWNU4sf2bBBxxK0kK213VE26LU4fFaGesfKH/GQHmSJbT6LoueTHEjBZXYR7JFAysgxB10k6IEg6VYPPTLbSgltNoM0HmqPuATOXmsgpk8SV95azk1XxclKgn+91YTTDfkPnLyTSGghJiuWmGsjeQYHm+wz81m1YVGHZQWFARw5kfebmJ+M56wxHHfGHHpmGmUOhbBtPvPKMnJ7mqVZk6hseOJdnX+9V8f62T07Vj9cGs0bXmG4dHCGUvYWa2oGmT+7k/J/vMDw6gmt39P+jGCxPhM/PiliRa6N8cefxmWmeYSizdiTs8kbevUhfgcKxaFBCYVjiK5ufZsz4hy2Bd6npKFYRhKCVg2D38F2z0by9Eh5ZIF5A1ZHCs0VWwjo/lar3DK201cf3HrHKcaOe/p6U318OqHMHsTEJWCOaxsnP1giIXIwBprcEZHTcnzijvn+39bw/j8zpL+BMCf63Z/qiBvXD+faCvqfaGb5ai+5PS0s+iqH2x+pp9RyeP55pY3I4It3jBz/jYtzJttl9cKNv2ki487JreskDUmnMtZGr2zYWhSgriHMf6anU1MXljkKz77SjLspQM8sEwXbA+TntUWRVmwI4RgTKTM83BDDXFpQ7yBmBaLqIY0e0m68h96HKork8t4TLsPsUC3uFcc2KpnxGKGrRYJAdHjMm3AVfabcSM4pVxEO+envGSA78K1igVxH692DQH0Ng/TRLGcOxfoWOYmERjE+3B5d0zGYLdhzcg+dSJDVAQZcfQfxm+ecNDeL3glePp/hIjrawOmXl3LhDWUcf06xOGK0JZt44qcmDEaN2Qu8nH6yXQ5PjBpowlXu5HBE3OkPeWQqf5iTxMgrmrjiDxppt50iKy1aKJ+5hUdud/CPZ9L49v0esnfEpTdX8MnXbq6+q4aX/xtg6hgD55/ukG2pN2/1y8TMD/7XzFffNBHbuy0a08LhUP3gLSvC72zArbd9NkIQNlGHncjwiXAMbTRFWno74rv+70ahONJQQuEYoDtEQntEjwZnXSEpniTitSR6aH0Ypk2Qz7lrS0j1p0jxYMEiE8hEvXpfhrJJWy2rHAQi2lDsKCV64KHJSdiJKafw+uoM6Tb49N8b+GG+h1FDrXz5ThZDB1iIj9V44K4krr44lhdfbZTDDqLd9PS3m+SF560v/KQMjQzJHCi3p8+gqzE7LOTdMIahfziHAb86lfjeHYWZ7g8RHdU2dHDnzQmyV4Q4F2MGm8hL8HHaODNzFnl55tFknvl7PRdcXy6NqG6/MZ7yhSV0F/v7GYseD7UffMCQwCjWs5QyfTs1ejlLmUUS6Rg1I37dJ5MbHSl79ksQn3NzXTFV25fgbqrcr2NSKI4EDs/YqOKII+Bpxh6ydnC8EwSDPqpooIJCkkknnZzWcH6DXsOiqDmYTVGEbEYSzroIY5T9kIoE2dfhvfeI89QTa/Aw87scaYokLgq3/aqar2e5+d/XLhZ9GVkuEI2SHn+2jj88mMx508r4YGYQw9h8opKiukwY7LjsxbKpdCepJ/bhyRcKOOX4SIREOE7+9Z8NvPpcinyMc2i890kz5RVB5i3yyg6TovOkOE9P/6MZo+Pw+2lxb99MuieFWC2BYfpEqinFSRM+/DTTwAp9jhxCy2MIpc2le/QQ2TL3TawNAeL9sVRYlmHITKPXyPN2ub5KaFQcyRx+f82KIyqa0EJCxgC2b1hKqi+rQ6Z7yN1MVjiHGBLkD/NaFjNIP06uE68l4xs/gPjxJ+AtL8W1bCmejeuJGT12n4ceuiqSYHrjDT79g4GvZxnIz0toFQPieO+8KV56Blx8TkyHNtIjhtjYsq2GZat9VEUnM+Dnx++TEdL+RA9+kjaLqqoz5KPB6OP5iq5t7RydGUPz1BEcd+kK8nsZ2bTFT26GUQ7BiH4RFrPGLx6tljbO4ZDOWVdHLqzxsUYKSkIMeWr/h466DYORsBYZ7jJpJjLoKSMIFVoJg2lLmg3qQTBU7HZTNcUrias10jPcT4rjtEA2G8pW09yrmJjE7G5/KwrFwUQJhaOY7hIJoaBP9nYQNeXC0lYkiFnt8ST0P45lGxeSEEokZA0Al5Eb6EfMj54Kwv1OmNk0Uifr2IscxSQNnkzj/Dno81eT6+lFAC9bV/+L+EsuJior56CKhEBVHcf18DGgXxxzF3tobI4Mi7TQ0BTi9FPsbN7m77C8sjoofQfu+L2T/g+e0e0iYU+v3V/REPKH2P72clxrSsFkJOWMQQx55ny89V5y/SF8r85g7UaPjJycfnkZ333Yo9X++awpDi7/aQWfv5XFxi1+Lrl/JsOfOmen8shD6afg6NWXMvsXZDRkyqRFEf3YbNuA0RpPRVMJaXoWIYKsYymxiQPka7Yv/hBfUCe173jZ76GF5rJN9AlldIigpfrTqCvfpISC4qhDCQXFPtFQvoHS5V+SGkjDYwhQEvU5fU+4DrPVQWqfsSTmDMPVWEZsXKTeXPjdtb/cxpHMJss6iLIQO3myHGrwLFnGaE8kyiCIccax8qvPibrhli4VCaFGJ9q3MzCVlRJKSyM0ZQqmhLbOgPr3cwh6XGzcEsWFZzq45KYKjh8TRVaGiYbGkHRQ/NPjKbz4WiNP/LmWn1wdT3lVkF88UkOtz8xxvz80ImFP29pb4bDhmVncPdXHFb+Jx+3Rue2RlZSFwmSeHLmwl9gTobhYlkeKRM4WkSAQfgtiiMLpDDH9rUY8JS4W3fERva4aTdr4vRN83Y1mNJJy5dWs/uQ/aM0ewkaIHjeBnt40ts9+g/LQNjn0IPpAlBevl6/pWZ6E1+NlS+WHpI6cTEJGf7ncEptMc7lo4dX2eTtNTqyxh8d7VSi6EiUUjmJilpZ2aVQhHA5RuvIrRnjHyMQvoQAam+ooXvEZuWMvxe91UrV5Lt6malzjBgOjZHVDHCmt26iiFMfZpxHbf5isLvDVVhEdiu5w5ylK1zSPiEh0nUgIe/2YXvknrz1iZsJxNpasrOKqB6bj/+lPZVMn75Yi0ratwhOv8/z0BtnD4JZpsVxxSznNLl3aG//9D6nk9bbwx4eSOO/acuYtqpBuhDXNMPy3h4dI2F/h4Kl1k0EzV10Qif5EOzReejye8deubRUK+XeewNq/z+eC6zeTlGCSVQ4tQzCi34PHE+bMq8uwmjVuvTZWtqde868f0EPHk378vjVT6i7jJUtiChnX/7TDsvIv/kd+aChxWlJrQ6jKUKQ8MkqLxoiFwb7hrFzzXatQSOszjk1Fr2B0G4kniRqtkmp7Hf2zxPd+16g8BcWRihIKir3G01RJXDAuIhJ+JE5LpKChAL+niU3f/4tcd2+iyaZhZgFcD4VsJkFvJIZ4qiijwdRAdGEx5fPmY83qQcyEE3Aamzt4Fvh0L7q9Y537gQ43BBct5zfXGpk4JpJgeNxwG0/cFuLur2YTHDgQ/e33ufOWaK67PFIiKCyax51ZTFqKkY+mp/PtbA+3/bqavgMdFBf7aa4P0K+3mbUb/eT1slDyzQZib9x9u+dDIRL2tM8W0eBr9JGZ2rEISppM/ViV0lJWmTKhN8MSqxnWz8gNd1Xy658nEg7DA0/WSAG2aJmPz97KbP0sn/xzLa+8PL/LhUJXopmNhGkTpn78RP0YKRClvGUUYsCAz+XB66rD5kiUEbS+k66nYv1sChvWEJ3Sm375N2Iw7ODKpVAcBSihoNhrzLYYPAZPh2VBPYBmNlO+fhZ93XkyQVHQI9hbPtpwSHMlachkMWAwW8leGiaRYdRX1LB566s4jhvNyvnL6OnOIWAIsj26kMQzLuvaLpCNtQzK63ghHNDHRNrGxeT5lrE65GXapW0XM2HRfPYUB+ef4SA5ycTF50Rz1hQ7p9/txRBnZsnbacTFGloviCdPK8Pf7MMSs3uBc6hFQmfHEE7V+cULzTQ2xcj3Lpg5z40xO3KX3YK/yUdOhpErL4ylTy8Lf3u1QUYWlq7ysmyVl78+mdohOiSE16vvdl+pZFcQPWosW5e9Rqy/gmbq5TLRLl0QJBCxHNc0PGEXa+e+ycApt8m8HIstlpwRZx/io1couh8lFBR7jcUWgzEpiaKKrfQIicRDHxst60gfcAoVG34glkE7vSaJVPppw1hnXIGnfzIZa3WStFT5nOjW17PJR42mETPtUopXLMcQFUfq8KmYHNFdmrjoyx/Ii+9vYtyotpLFNz9s5ne/jGfqyQ7OuqpUjsuLkHsLIpnxjl9Xk5pkpNkVRl7/jHYsUQbi4zreOQ7MM1FS7d5roXA4iIT2CLfJm+5L4Kzryjh5fBTVdSEWFDkY8EDHKEnaqExefXAJN18Rw9iRNjlNuaSE6y6Lw+MN/Zi/0EZRaVB2mVz1wOfEDO9BzrkDD3mDqB2xJCRhTU7DWhYij4hbqIuI4VJP+hHSIqIhSnMQ74vFWV9CTKLKRVAcOyjDpWMgT6Er6T3mYkIDc1gZv5oNKYWkjTuD+Iz+xKTlUr2LkjJxhyaGFXKCuQRLymQ+QnscoWiCNdXyhzpx8unET5zU5SJBYO3bk++bcznzJ4289GYz519fjsejc9oke2szI9EWWjQ8Esxd5Ka0PIjBgHRk/MXPEjn/jGjqippp8BnZuMXXum1xIZy/wk9Mj7bEyCNJJLQwcJiVp/6dRu4JNk69OpqXp1uxONqsmQWi+6X1+AGMP7uYn91XycATtlFZEyQ708QFZ8bw8htNLFgaiTptLw5wx/1VREdrzH/Fzk29S1j1yNcdWo4fFuZaQkg2VMlGUC3RkJbI2M7dKoSnRsdqGIXiaEdFFBT7hAi5pvedKKf2WOzxFOjz8OhOYoijThei4TIcxLKdDcSShDE1hQp3BbG+thr7CmsFUf0jLo7dasusaWgXnsuaqjqWFZYTXfoFH01PJBSCx5+tZcFSL0WlfiacLfISTMTHGYiJNtDYpHHbDXGsWOPns29dnHuaA5/fy1nX1HPlxbEM6mvm+be9JJ8/AqPFeMSKhBZMJo3BI6wdjnfH5MekERmsfncp381xy+6ad/00nrr6ML98vAaLGd76TzMP/r6WpAQjf3womdt+VcW515ZxwtgoJg82sm5FBSE9Hc1mRfcFCHu8mFISurzT5L4Qtmhonp33LzqYZtFL/ture2iwNpB5ANEEldCoOBJRQkFxwIg7xKqNcxmjnyLb9Lpopgd58rkMerGQGVTHNJI85XoaZ37L6i3LSfYmUq2V4zT5SU+ODEUcjDtHc2qinEK1Zfz2hfV4m33k9zHzyL2RBLwvZrj4+AsnLz2dxugphTKr/4cFXgb3t5KVbiIj1chv7kmiuDTAlJvqSbXmk3Fvz72qeDjcRUJntBcLzSVNrH/kC7LTDZjNBmlpLcSFYPKJdqbdXiF9FIQ5VV1DSCY5vv9KBgP6WXjlzSYWf9XM9u/nkJ+9hO2bm8nKMJOcEcWyLQZ8l1yKJatrbK/3hqCziaYFcwjW1BKOtlLZUEqaFqkScutN8jHUM5WlBQsx6gbCNjO5Y66UYlmhOJZQQkFxwOjhIOaQSbrdpZApl5k1c8uzBIwhUq64AktcAvZRo6he+y+COLHoNiyuEJWvv0LWz+7BYDJ1q0hojzZ1Mv/8zkLsgln87v62O8QzTnXwl1ca+O2ztZRXBnnigWSuvSxSCXHhWdFce0eFbIDUN9dCZnyY9FP6yL4JR6tIaE/QE2DT77+mV6pGXJxJCqcWkSAQXSUDQZ3i8jB3/t5JjDHAnI+ypMeC4LrLYnj6b/XM/V8GL/yrgZ+cH8dFZ0caMVXVBBl/yb/wX38jlqy2ctruItBYT9Vr/yKvOZdoPVNWNogeDyX6FhF+whYbSeLMGnQqyX1PQg+HMBhbvtMKxbGFksaKA0ZHw4eHkB5qXSZq0QV1hmqsA/tjTY242tV98D7D9YmM0E5gkHYcgxmLscmPc+Oag/pJiOjBST/tgS1550iA6GswepiV3j0t0q65PedOdTBnUWQMvsmpYzgKhhv2lrLvt3P75TZ0DZqdITZt9XfIN2hqDiFmV32XzYM/iSI9SWsVCYIFS32cf6aoIjGycJlXCq8WUpNNnD1BI/t//yI8a063v5fGWTMY0JQvk22tWhS9tf4kkSaTGQfoIzrkJogIghIJimMZJRSOAbo6obE9oq58w7d/I9rnYDk/UKNXyI58oqW0oMC2maQzz21d3+ANEq21Jf0JK10LVoKNjQctmiAYYl7K1rdX4AqbmTm/reRz9XqfrGg4/dRoThofxap1bUmLAjHfO9vMsy/V4zLZ2P7Wchq3NRz1IkG8j6DbR3qigdHDbFTXhrBakPkHotJhyQov504r4zd3JzJ7gUcKrbKKIPMXe7j1vkrOvrqU+x6rZsOWiF+BSBIN7OCp5fHqvPlMHMkbFhFydSzD7Yz9/Y74q6qkt0d7xHwdVdi1GDR/ROgGAx4aqjbjcdbs134UiqMBNfSgOCCKln7CQNcg7Fo0XtyUU0gFxYwgkuxoM0SjBwNgjoTndasJ3d1mriTwaV5S+u9cWtld5Kz5hMCaTTx0dRSb0uHme6rI6WPHGA5CMMSbf0uX64nmR1f/rJzf/TqZIQOsvPtJM2982My7/3US1A0893Ai8bG1PPFyEWXjBpN5Wr+jUiS0kHZ8b57700beeTaeFau9XHpeLC+93sDVt1XIPA+nK8xTL9Rz1mQHn34TQA/rTLujgjf/ns6YEVHSufGa2yukxfNl58Xw8FM1PP7LZDl8MXu+h4amML1zLJw+0c/04gqM/SNeHN2BtVcvaqoqSCES6XLpTZRQQBidaD2OkCFS2VAw8zUczdHUGZ2EE6LpM+4ytAM0VVIJjYojDSUUFAdEyO2SIqElOtCbAXh1NxYiwiAcDFD5+nQMfp2w1Yg5L5cta9fRJzQADY0itqBlp2NJjJSjdTdj0tdT+PImvns7SYqVKSfByeNtXHprJU7dwg1nR8kwuED0eLjm0lim/bKe2Ow4oof2ZOTfTmXz0zOY8UK0bKss+PQ4G2MuXUPayX0wmo9eZz5HqoOmycOYcv0yhvc2ccUFMXJqYcQphXz2ZhYWS0QEPvO3OgoKg1IkCKKiDLz8TBpjzigmMdtBTXWY/3xZQq9Mjfw8C688G0lqnb8qhOnMjkZPXU38CSezec2fcboa5bCZELl9GIwHF5tYSWZ6ROgO9Y4iGApCCIqqCqjcuoj0vPHdemwKxeGGEgqKA0I3aIT1MIZ2meDih9f8o1AI+l2MqD8Os2aRLo4r3MtwTxzCknXL0IMhooYMIeOEUw7KsIMw+qleXc8pY80dIhoD860kxoC/2sO7H3tlaeQFZ0SzeIWXP/+jgYRoE6FmD9b4KOzJdqIItooEgaiMGNjHhLvGTXRGzFEZTWgh45Q8Uib2Yvn/fUJNbUjmGwjmLfYQH29oFQmCYYOtOF0dPROiHQZMFgP9n7pIzs/4zk7J+2/wy9Pt1DeEefR5F1utvTo06+oOfJVlWDwaDVQTJsxITmz9TsTq8ZTUlcl/t/+eZIV7snDNDBKyBmKNiiS4KhTHAipH4Rihu/IU0gYczzrLStmfQQiBzdoavOYg66PXyed76/2lSBCYNDO9nb3RAkEyb7mTrNvvJvGkybI5VHcjRIIgJiuWhauDHcySfv+XWhqbdJZ+3ZNFX+awbpOPqZeV8tjTtZx7uh2LHubP99kxzFlNY2GDlEGim2T75Mf1W4NE/ZgYebSKhJb3ZbKa6HPXJE6+sZ47f9vINffWc92vGkhM6FgV0K+PmXc+aZZDEi1Mf7uRsD0SYaheWor9g3fJzzXziycbOfknbt4xTYaLztun49ofUdk8by4DwyPw4SWZjA6CIFZLJOCOlEe2x4ObmHAshUs+2uf9KRRHMiqioDggkrKHYbJFs3HDHMKhIJbjR5Oel4/1x99do97xK2bChO7vaPO7K0RnwO6IKtgSo6ixJzLl0lKmXRLNv99vIjnRyK9/niDtm6+8tYITx0XxyC+SZeLib5+t45ZrY3ngiRoe/1UyD3y7hR5XH8fpN83hd3c6iI0x8LsXXcSdOkAOOxytImFHEvKSiH/uArZuqsUUZWL87fGsevgr3vmomUvPi5bJjr94uIb4OI3RpxUxcYyNopKgLC2NzUti7bPfE95exYr3U7DLdtVx3PFoEx+JGpqDYbwUCmPERA59qaREWjW34NadhIKR7169Xo1Dj5NRsg0sI5Ue1DjrDnj3Kk9BcSShhILigIlL6SMnQe3ASCjaZIj82Bc5iujvifjni1K67fbtOEZeeFDPeks0QbD5lYX0NdZz9Y1xMoGupDwkownT327ixdcbyc0xc+t1kWz4jz53Yrdrcp2EeCPPvdQA/dNIGpyG7d6pPPzVBnRfkKSLR9Gjb9IxIxLad5NM6t+WW5IwuT9vfbKANz5skg2z7vppAjPnuvl+npspJ9qxWjT+/EoDD95mYvGKepKOs/0oEiI8coeDL25bhD6y81bNXYVjzBgKSmcxIDCMJurZoq8mi1yZo7CZ1fQMRwzDhKtogABmrMSSKLtK6oYDFwoKxZGEEgqKLiVpXahVLAj0vj1Y5JmHQ4vFbXQTPWECtrSIKdPBpmFbPVmN5bz3l0Q5L6IB4s73X39Ok02R6upDsjmUyx2WfR5Emd8Xb2e13uH+6nc1zI2JhM0dadH0mTa6ddvHmkjYFXpI9M5wcPt1kfyCT7928t4nTpZ9myPzOASnnmjnqp9VcNNVcRSVdKyPFOcds+2gHGt0v4E0TKxi0YIfMHk13DRTaarAHrYzLDyBmB9LeIUdeRyp2LCzhoXoJgOJuaMOyjEqFIcLKkdB0S00LV8sH1NXeogPJuK0+0m76afEjop0Iwy6nLJi4mBSv7qCq89sc1F8/b0mnvh1shQJgsQEI9MujZU9Hb753s20S2I7hMFvvz4O//qdcz2USIiQMSaL6R/7ZE6CiB499bd6xoy0tYoEgTBgEud76iQ7H33uahULohnXrY858Uw4gYNF/PGTyLznXpL/7w56PfA49r79yQ8Pw6a1dRhNJpP1hmUsM8yFGAf24aNI77vn3iQKxdGEiigcYwmNYmy0uxECwLNgCdx4KRn0JNkfoLKqhILnn8OSlUXY48HaLCrWIZgURcolV2C0tf04dxe6xcTc5QHOOz0yHwxKt94OiHlh4TxpfNSProOODi2TTQlxx7RI2FWTqBbMdjPp109gwlXz6R3nE30WKSwOEArprWKhsSlEOKRjsxm46NwYpt5cR1S0DafPiO+EKdj69tyv4xL5LCKvZV8RngjGqEgSqiklGefGBux6m2Oky+gkc8SZhHxu6revpGr9HNx1pfQYMhWDUf18Ko4NVERB0eW4S7aT4u1YB59KFnafGePWSgaW92KYawTDXSPIK0qh5pMPdrmd/fnh3xXhYJg1T84gfe0aZs128sqbDbJqwe8P8+Dva1ptiMWy6W810buniQ9XRfH8e35ZIinYVhTg5793knHO4GNWJOwNKcMzMOalkZQQaRp13WWxXHFLBXMWevhqpotTLixh/HE2fvVELX/6l5Pet51I4y13Efr5HZhGDjmkxx573Di2xRZRp1e3tpKuiqol6GqEDdsY4RzJSNdo4rf72bbo/QPe38EQ7QpFV6AksWK/ED+kpWu/pal0o2j2QFRSJjkjzsFosmCOS8Bl6WjBKwxthLdCEGHh3HZXHk8S4Yq2ZMPuoOi/a7lxopefXZOE15sgExdPPK+ExHgD50y1yVLIuFijDJnffHUc9Y0hVlUHyX/ybG5/fTGB3zdgiLPT445TcaRH7jaVSOgc5+pytIERf42/v9bIT66OldUlS1d6aXLrzJjn5Y5r47jukmhu/+1cAmNSMfePJA8eSoxRDtKuu4niH2ZSWRYp7+17wjTWfPUPRgaPax2GStMzqahfIu2dTebuj4QpFIcaJRQU+4UQCdaCOkaGIj+gNaWVbPO/T97Eq8iqTaMgydAqKFx6s3S768NAthL5AW6PrnU05elqGhcVctNrESMkEfIW1szCGGjFGq80APrq3Sx8vkg4/OE/1tKnlwlrcjRRSVH0//mJ3XpsRyNGdEIhOPV4B0lJRorLQvTKNnPf7Ql8+Z2Lz75xUdsQokemnQ//msCkWz6jqf/PD/Vhy8iS0RFN0hnnkrE58p0UQkB8PXcs2TRilq6jKKGgOAZQQuEYo6vyFJpKNjAyNKb1BzRZT6O0saT1Livlkivl8qUxiwh63eTrw2QzKKseRYVeTLqWLX+Yy0zFWPNy6U6c5iTKKt3yYtVCSVmQnCwTL74qhiHCTJpolxextRt8fDrTTfavDl5S3dFEOBTGatJlJcmzLzbIctOfXhPJ87jnoWqMBqQfxYYtfs6/toy3X0zHLHpsHMpjDgao/d9HBItLZXTMmJVO6qC2El5LfAr1nhoSiJSCCotynyWEJap73SMVisMFJRQU+4m2012WAQN6OIzf68S1aTscl0f6T26j7OMP2Vy4hahQFI0mP65kD0V1i+RrrH37kjjlx+zCbjJe8k46hevvf4O3n00gLcXIV9+7ZIMnYbQksvDf+28zb3/UhNujEwzpeDUz/XbRflqx54TGoDdIZrpJfjdEG+m7Hqxm0gQ7WwsDNDvDvPxsmlxv1DCb7KXx2DN1hGM7dnHc7895HxMahVAN1NdQ/+1XZG+2Ua9baaCW0IZNrK74E1zzEsVrvsbbWMUmbRs6Og5TAn5rmNzxl3fJMSvjJcWRgBIKiv3ClphObWkVSUQa+bj1ZoJRBhrKN1Czbi49DTlwFVS89gqJl14lf5RDLidZSSkH3H1vX7H2zMRx5Qmc9ctl6G4/3qDOnT9N5NZrYuVxnX9dGWdPcXDVhbFsLPBz/c8rWfbTd4kdmU3Pq0ZTu7KcsD9I+sRe0tlRsXOyaNATwBxtkZUP27f7pCjonWPmhitiZQ5IfUOIG6/uWDEi2njffG8Nw54dR73z4J5VX1U5NR+8R7QvCs3dwFbdQzZ96McwKXLqfZVyvcDWrYz0HCd7mQjHxjWmVQw65Q5V8aA4plBVD4p9RlxcE3sNZ1tMESssi1ltXc7G+AJyRp1P9bo5jPCOIZ0cuW6fmmzqv/kKkz0aa0r6QRcJglCzm5oZG8HtQ4uyYAoE+elVkZyFZat85PexcPPV8dIlcMQQG2/8LZ2pJ0Vx10lO1t77MVfGbOJnOVspfOJzKhcUHvTjP5zZ/s5y1v/yY5r/+gUr/u8T6jfUELTbOeHcYv72rwZef7+R4rIAeblmPv/WxbV3VESMlYAfFniwZMYR8rf1zTgYiLyZmg/eZUTdUAa5BzNCnyjtnLO03NYoWarWQz72YVBrwzPRJTXFn0JT7baDeryKY4cXXniBXr16YbPZGDt2LIsWRSKve+Kdd96R393zzz+/w/LrrrtOLm8/nX565xHcQyoU9vXNv//++/Tv31+uP2TIED7//PODcZiKvUD0c9g4ezrORXPJakoVv7pYeuTQ/5SfEvA1kxRMop5qVurz5PpFbMSzbcsutyWGKVzbN9O8cTUhX9f3dWjZh+GV6Tx9mZul7ybw+VMW9CaPOGzJ1qIAg/pbO7xmQF8LhSVBPv7CxYz3Mrn5ihguOzeG799IovydpXIcXgGl329juL+Ixe8n8elLicyeHsfGP36HVUSOMoy8ML2B8ooQMz7owfuvZPL5W1lccWEMd9xfxavvNHHj3ZVM7e/DPf1beq795KCdUn9NFbHeaCyatUMPkl0hhtPaY9SNhEMdHSUViq7g3Xff5Z577uHhhx9m2bJlDBs2jKlTp1JVVbXb123fvp1f/OIXnHDCrvOqhDAoLy9vnd5+++3DTyjs65ufN28eV1xxBTfeeCPLly+XCklMa9as6e5DPWY4kE6SlVvmkVYfS9/AADK0HIb5j8NXvB2vqw6rPYFGQwOFbGIIEQfGgYxGd7ppXL20tTZdEHQ2U/aPv2J8fy7R/1lJ5Yt/w7V5A12Nd91Wrjw1zPFjIkMGaSkmLjjDLl0DRWRkwugoPvqsudVLQXDfY9WUVwala+DdD1WzvThyYbBaDQzqY8RT6+l0jP5YylOom7GBx37e5l4ZE23A6Pfx8F3xTBpv566fxEsRltOjLYn09JMdLF3l46//rOf/bk1g0AArwWYftV+tI+w+cLG4N/ksBrOFoNZ2sRfHL3o5NOi1rcuceoN8LGV76zLRHbXSUklcyqEv5VQcfTz77LPcfPPNXH/99QwcOJAXX3wRu93O9OnTO31NKBTiqquu4tFHHyU3d9dJ4VarlfT09NYpISHh8BMK+/rm//znP0sFdO+99zJgwAAef/xxRo4cyfPPP9/dh6rYCxrLN5EWzurwI5vqS6WpugCbIxGfOUQOeRi0yBDDWhaTpffC8ulSSl94jkBT5Ae47vP/MrCmL3n+fmSHcxnVfBwNX36OLurqutB4KdzkJG+HIo97b0vglTcamXxxKTf/XyVllUFOu7SUdz9u4upby6muDTPv02wWfpnD73+TzM33VEp3QSEmCgqD2OI6RiCOVUR78EC7m+svZ7q56qIYLjk3hjUb/Zw0wd46zNC+Jbdo7S16aNxybTw3XhnHf6ZnYPT78ZVE8gK6G3N8Ir4kM7VadeSY9DAGs5W12mJW6PNYps9mM6vkc83Us0j/jnX6EhZpM+kx8mzpFdKVKOOlo5umpqYOk8/n22kdv9/P0qVLmTx5cusyg8Eg5+fPn9/pth977DFSU1PljXVnzJo1S66Tn5/PrbfeSm1tmyA+LJIZW978/fffv9dvXiwXEYj2iAjExx9/3J2HqthLbNFJuOqaiKVNlTrNbqKjI06MCVkD0Db5Wu/QhzKOkChED0NGQyMr//ZnUq++jlB1LTFa79ZtGDUjcYE4fLWV2FK7rmmUbVAef3trBtdc1GYj/NLrjdxwZSy//nmSPE4hdkQb6UXLvaxc72P2x9mYTJF1RULepAlRvP/fZmYv8OKxOjBaVQ6wIPmMQdz95BL+9ft4lq7y89yLdVI4LFzmZd1GH0tXOWTHSFF2evop/9/eeUBHVaZv/LnTSzIz6T0hhTQg9CpdBHtHEVexYXdVLH91raura11X1752xd7WhgpI74QAgSSEkN6TyUym1/s/3zekAaEmJMD7O2fOZO7cmblzZzL3uW95Xi0XCU++ZOSnJ5HhHfuQmV2xDpQmQ4d1clvaiHlq98bY6cg5V6Hi1x+xp2oTRAmgHT0GcdlXwbxpHQS7A+6yYr5eNC9xHMLHTNu1xTBEUTThZERZrIJU2bMDyXx79UBCQkKX5Sy6/vjjj3dZ1tTUxKMDUVGBrqA22O3CwgNHWletWoV3330XeXl53W4DO+m++OKLkZycjJKSEjz00EM466yz+HFWKj38erFe/cU7mjdfV1d3wPXZ8gPB1FlnhcYUG0OmkEJ+kB0hV0q7XJ9qKORHF0xKzJmOUuvnGOhQQAsdGoVauPUiwqNT+Q96bPpYVDR8iVBJQEgoNSp4hECfPOtDDxUNsP/6M5Q6DSROAVKh4ysoav3Q6g3tI6o7Ix5t8EuvQ+uYmZhw/iJccraGdzUUFHvx/fsx8Hg7XjtnsB5Ol4jKGjmkUhU83o7XUyrV+Ox7J26eF4bcj/2Q+QOP8/v6LrLQ9tp9uQ3xowegqtmFoTPzMHigDJERQXjnxUgoFBLccE89PvzSjQvONODbn5145pVG2OwicgYpEBWuhdOtgHTv58zaDlvsamjDwyBAAp+xFdIfvkeIaIHDCTgGZgMzph62YFAe4PuzLy6LCQqPBzKtGrLoKBgG50Cm0UI79YzACqbAWZcYJMIorUeDognpoy856v+bQ3Gq/Q4d9u+v78TfL5WVldDpdF1SAceKxWLBVVddhXfeeQfh4R2j3vdlzpyONl5W75eTk4PU1FQeZTj99MNPnwpi5+RsD1NTU4O4uDhedzB+/Pj25ffffz+WL1+O9evX7/cYhUKBDz/8kNcptPH666/zHEx9/f6hSabM2H37snDhQp7iIAiCIE5M7HY75s6dC7PZ3OVg21OwE0u9Xo+B9z3dCxEFJ4qff+iwtp1F39nx6uuvv+7SuTBv3jyYTCb88EPXYl8WRRg+fHiXqICfReD2Ru2Lioq4IDgQEREReOqpp3DTTTf1j4gCUzrsjex7gGe3WVHFgWDLj2R9ltbonKpgHzwL9Xz0yBrIpd0rN6Zkr35yAl/P4zq+7Vn9Bevwow/x1+5aBXF3BZK97MsoQY20HLZYFRKHn4uK7YugqTPhyff+hsevewb1jhoewmURiAZUo0VqRPj118NnbYVl1Wr43U5oBg9G8LBREPa2oh0IZ/r+ub3DxWc0Q7rwM1w23Y8gpciHP2VnqzA0XYbfltp46JudsCYlsDC4DJu2uiCTADUNXjxydxgkEuCR1x1Iu+90qMM7JkreGLUMfQGLJDTt/DvCsx+FRHr0++VY+ettLix9TYMb723Eq0+HIzgo8MO1Yp0DX/1gwSvPRDBrLjgcfsy8vBr/+ygWGrWAcXOaoU/SQ/SJCJ2egahRgUKSFSs1mFbyHV57pCMNwWoaxl3jhPfG+Ye9XapdygOOPvevzoPU4UcsBiBY6EifVcj2wHlODoJY9GJvVOKhYQPwdF4ZtAW9//sQtKUGpxKH+/vraYvfn+QoFAqMHDkSS5YsaRcK7MDPbt9+++37rc+6Ardv395l2cMPP8wjDazOb990RxtVVVW8RiEmJuaItk/Wn948g0Ue2P133XVX+7I//vijS0SiMyyMc6BQjpf1ZksO/Q/OvqSnqlBwe46+za9u1yaMtI2BV2DP4efTIXMrN0Kf1ID6wk0YowzMSDA6mhHlSEKYEBB6iciAWdgAh8MOVUwi9LMTO7aHxbYOEuBysUKHo4AFzbxuN3DFZVhqWo/Gb7fgzJlKWKxevP2xEZ+8GoFQgwy3P9SAx+6JxLDBSpRXyXHx9XVwpSfhwfcs8AlSRM8eCnmkkg+2aqMvD9Jtr9+X2yCEKrC71IoLz5LilXfq8fh9gVqVcSOAOx4w4pwrLNypsbzKw6d13nxfBaqaRQSPy4BjVz0EpxuNa4qgTddDZVDB6fVC9Dshl3V0SrBx1S63E94j+PwFv7hfvUPzipUYbR6DndgECeTwdOp8kIgCbM1GyFO7Ps7lFyE/hv+Tw8U4OPqYupFOVA71++v1nzq/zQsWLOARhFGjRmHMmDF4+eWXYbPZeCMA4+qrr+YR+meeeYZbBwwe3DHJlmEwBBxO25ZbrVYebb/kkkv4iTarUWDR/LS0NF73dyTI+tObZ9x5552YMmUKXnzxRZxzzjncSGLTpk14++23e3tTiSNA4t+/yEwuytBUsQUqvwpOBKZHivAjdK97YxuR/hg01Vb3aNFid3jqmiD//DNMSBfRahWxu6gVHzwfil+X2KFQi/jmnWjc8kADNv+eiM/fisGjzzZhXZ4b8vhQxN45E9XfbMXkDC9mjAW+X7YJW5cXI/veKb1SYHciEnvJUNzw6B9498lgFBS5udFSXLQMBcVuPPDXUMy9WIfySg9uvK8Bj90bhpE5Sny7yI7X39+BFd/GIjJCi7WbnZj/+CIMf/F8yBOjsfRbgT8mae9sjufescKVPRzHkq32u5yQOwPf2TAxGjUowwBktAvJKmEPQtKmw+ewQ6JirbT0+RLHl8svvxyNjY149NFHeU3esGHDsGjRovaavYqKCp5WOFxYNH/btm08lc/SF7GxsZg5cybvJDzSOglZf3vzEyZM4PUFLIzCKjQHDhzIOx72VU9E3yIN0sHqMLePjHaJDrjlPtgrtkMDOXYjEBYLgp4bMIWho0C1SWOCMvrYB1MdCnYAUHzxOVa8o+JntazqfvRMIx56uhl33GDgg6Gu+WsdBLkEoy5pREykFOUNCgy4fxpCsyJQtXQPLh3hxN9uCyj182YCdz5pQmFuLaJH9r7IOREIjtMhYcEZmP/OFrjq3HDZJPjo4TAseLQB0ZEy3j3yzc9W7plw9umBlM1fr9PD2OxFfpEH0yPkGD9ShUunurBmUy0mjZXgz7/8BdPv/BIxajNabSIsiemQnHfaMW0nO/g7vGb4RB+iEI8i5CFf3AANgmBCE1xSN5o+/RhKnxIuuRtRZ58LjOjoyiGI4wGLtHcXbWcFiAfjgw8+6HJbrVbjt99+65HtkvXHNz979mx+IfrvJMkBoy/CrtWfQutUQiJKYFZYIFVqMdCShCDoIOwNEzegCnbYkSwMQrBfhzplHVyJOuijev9A62s2YdgAPxcJjPpGL3yigKXfxEOytzKeDSy64uY6JN0/E3K1AjlaGerWV2PP19tRv6YcNQNdePZVI/5yqY4PMZpzlhL3/1wN7BUKzHiJmQ+dygTH65B51xSIfhHlj3yHhFg5TGbg+ddaUNfgxWffWbB4btc5D+NGqril87/fMfHHmVr9sI1qRMzYOMgjQoDbbkK12wNBJj2is6juBkRx+9rgIGw1rUY8UnkHTjmK4YELoYhCnb+KpyXYekxMFPz+BzB7Zo/sH4I40aGGcOKoUKh0yJx+M+yt9RD9XsQER2L7z8+jEmbumy/bGyjWCHrIzzkdRrcbDY2NUGWMR0Ra5lG95pFOkhSUCpgsAcHidou45LpazJikaRcJjKGDlAgLkcC4swkx4+Kx9YFfcPlUoKHZhYZwH264MgTNLX5cd1c9nn0kHBvyvZDHHbmz2amAIBFgckm5IIuMkOLCM4Pw5ocmTBqrwq9LbVxstfHRl61oMvrw5TsxMOilaGjy4vTL8tEwLAbQBKq1JYqOOoWeQDd2PORLd8LtcfICy2yMxDZhPeyqOgx2DG9PJzFPjwRrQAia1q2Cc9Q4hPe8aeh+0CRJor9CQoE4atgPq1YfKFIs3/I/pPgyECUEqm19cPNrUSlFcHZOj7ceHQ7SYC3KPGH47jcLfG4vzp2pxYq1XYUGO6g5PUBUTBAqvt+Ox6+VYtYUDS6/0YqfPoltP3gMyVJg7i11qHEoMfLfFJLujoRrx+P8W1dC7vTgmVeMmD5JjZhIGZ56yYjqWi/GjFDh0x/sWJ/vxYcvhnORwGAGTH+/NwT3/nMpxL+N5ZGEnkY3ajyMLSaYC3dBJspQrWpB2Jl/QfOXn+8308G/NyJmWFuLyoovEZ59WY9vD0GcKJBQII4Zm6kaLWXbkIEO+1GVEMhHC3oDIkvkaA50nR13xCvnYMH/foV0xw6894weZRVePPSPJtx1kwG19T4seKwRrYogZGWGo/qTDTj/3iBuyjQ0W9mlYJHNiGBRidAgEZaqVhiSKarAqF1TgeY/CvioacO0DCROT0Hwk+diy2O/46V7pDh7RqDN8Y7r9Zh4fhW25DuxvjUMMROioAu2d/msdMFSZKdIsLmwFOrBPe+AyAsZZ54NccYsiF4vJAolWtYsh9Ilww5sgkJUQIdQJCANVdjDHxPrS0J11Qa4UyxQqAITRwniVIPGTBPHhOj3oXTd11CIB66ijR+81+muj2Dha8nF58Mx50p88D833nohEjFRUpx/dQ2uuLkW1YpQjH7+HFirLbDXWbF5mxMpiXJsye+woWZU1XgQHyvDW0/oUf+/rv3LpyrffdyKxG25+O15BRa9qETMxk1Yf9u33HZZI/PjrL3FiwyNRooLztRizUYnDAk6qAbH4fEXje37mM3SYGOpU1OUGBzbu54CbNQ5EwkM68b1SMRAjBNmYIQwGWoEYTNWQIsOUcAKHJurtqGhbBPcTkuvbhtB9EdIKJziHGvvtqWlAiFuPSIQw6dGtv3wm8Qmfl26/ks4LE1w1lfDawnYax8LRzsgSpmWgCVVkZhzcz3iYuS8mM7jlyDl8qEQpBIUP78YnzxvwMPPNGNdrgOzpmp4TcOq9Q58/4sF1/y1Ho/cHYqocCm8FicfNd02bvpUnCTJDuyrf3PgnadDEB4m5RGXj1+NQoTEgd2vrWIe4TCZ/V1SPF/8YMUd1xvw2LQmSP7YhEKzBuPPqcKdf2vAWVdU48zpGizd7EfUiCMzg+mOQ9Wz+D1uyDwSRAgdrxcnDIAUUkQgUOTLBkQ1O8rQvG0V7LmbsHvxe2gqz+2R7SOIEwVKPRDHiACP14FUDEcFirEeiyEXFQhFwH883hqNgiVvIlQVD5vECV+sHhGXXAHhCAaS9AR8lLDDinnzgvD1j1Y0t/hwzaUaLPzvGnjnjcMl0+QYPVyNT9+Ixjsfm7GrxI11W1yYd2cdosIk3HHwoWeaodZK4TCrsfuB78FMJN0GPdL/euA58CczbpcIVbCqS3qGDd0y6CWob2xByDnDccWtG/DxK5EIDZHyKZ0fvRqNUcMCQu/8WUE47bJGCGPTsWR9GcJClfjPTwJS7p4OCbPEPB6IYmAS5D5+Vcz7o3pv6sEPHx9spoIWtSgH3H407FyJkLjBPT5FkkEFjUR/hIQCcdi47CbU71oNj90MfUI2wuJz4Pd5YYYRNrTyEK4R9RguTIJcCFSsV6MUY/zTIHUEvmrVe8phXL0MIZOP/1m4TrTi7U8cPATOevpXb3Cg9aNGtL68EpMuUXKb4chwKR5eEAarzY95d9ThkQVh+OtDDfjmvVjuw3DauZV49mEtzj0jIISWr3Ngwb9XAK+cWgY9/zXPQFXDtzCZfe0FiY1NXm5TxCZIGv8swoKLtPjrw418X9Y3+NpFAoN1nswcJ8P6tHikXT2K1zgMUBxf8cjSD/5QDVqtJuiEgFdGs9gAv0yADVZ+ezDGQCoEBEES0rFD3AStVwt7ay2CQ5OO6/YSRF9BqQfisHBYG7F7+YeI3AOk1cXCu2U7Sjd8zQu8ghWsJ30X8rCaOzJ2zu2zHvXOEyJjvAlwdjM5tLdpavJh3AgVrp2jR12DD489Z8Ql5wZhcIKIT7+24C+31WHWnGr8udrOPQAuuyCY2znfNE+PL/9nQXCQBFGRMpx7Rsccginj1NBaW/kZ9qkCS7XY622w+6UYObMCr7/fwusLLruxFplpCni0GhhEB66arcdnb8bgx4/jkDlQwes8OrN+swNKnQotu5pQ+M8l2P5//8Out9bCbXVjYlrJcXkv4ZfOwa6EamzR5iI3aBPKUsyIu/t+yCQBoatE18FywdDDilYo1VTMSpw6UESBOCzjpZpti5HlGAStECjySvalI795KyRSGdxBMsS3RCNcjMIe7OSXDDGHr+dC18p2LzwQFD0fsj0cxIQ4jBrWwiMDLEqw/Pt4VFR78ex/jMhfnsRdBO12P6ZeXIWZUzS47PyAIEiKl2PluoAltbQbaf1G/TTcmdg3A6KOt0go/3obFPm78cx8JQqKg/Hae2bIZUBEuAytVj/0Q6LhzCvt8rh7bw3BRdfU4o3nIpEQJ8O7C80I1Uuw+bklCFV58cMbkYiN1mPJSjPufvw3DH/u3OPyfmSaIETPmw+f08GLMNvaePdOEocZzdAiYBbFBHADaqCKSIRC3fOTDAmiv0JCgTgs3HYTNOjqH6DzBMNhacTAiVehatsilFQvg+jz8apyq3w1gCv4D22L2IgQIQJe0YsCxTYoMobCvH0TNImpkOtDet14qQ1x0iR8+tNXiI+RYUi2kufOn/1PCx64I5SLBIZGI8HDd4WissaLymovFv1pxzc/WfDEfWEB1z4f8Mtia3vbH0s92IJ0kB7nsHmfRRKa7JBu3Y3fPgzsD3aOPWKIEjt3ebDgZgNOn9eM2MvSUdFgwaffWTH3wkDnw/L1TtQ1+fDa+yY+pfPsGVo8+NdQ/PPVFoToFdz1kjFjsgZnrzfjk1+kUB2dL9dBHRoPBBsY5TE1Q5Ar4aypgLuyEsrBg/h9pShAkBgCNbSoRAmUcYlIGdO7ngpUp0D0N0goEIeFOiQaptZmbn3bdnZllDcj2RDPi7p8XjcG+AYiyh/HKsDQ6Au0uA3DRBRiK8rEIl4kZvc7EbW6FEFONeq0ayAfMxSG06Ycl09BkRqPZRviYXu1CnAEJkCyg9a+Ayu9PhGvvG/GD79ZcfPVesyapsX8exsQESbBiBwVfl5sw/Ovt8DmksCfEImMO0/+Ysa2zo6m7Q2Ye6aiSxHjebOC8PBzlfj4dx+iLxoKTaQWA289Da99sBEvfVoLa7MTUq+Xz9L458PhvEOijZxsJUrKAuZcbaTHS+Dbc3zaEJ111Wj++ksYXDq43K1w+G1IETPhCAlsky8iGFXNtVAmJSFs+k2IqelqRU0QpwIkFIjDIm7wGdjV/D6iHK1Q+9SoVdZCm5iJ6u2/wd5YBb/LjkGY3j50L04cwK8rsBstCLRKKqBEmjcL0b4Evl60LQFbNmyCJ2cY5MG9/wPMD25XzMaaPVWQffsNvvzRiisuCsI/Xjbi09ejIZcLvPDupTdNkMkkWPRZXLvd8+mTNJhzrwnLtrMJhFIISQlIu3Ec5Jq+SaMcTzq3fwbFBmHjCj+mlbrhcovITlegaLcHLlGCISlSONbnY+P/tkOmlECmkEI5KgUhK/Kx8odEfP2TFQu/seDum0PaxeZ7C80YPkTZpe3yrW+8UF2Z0uvvi71+87dfYbhpGBRCYBtY9KsB1RjsGs1v60+bhLDUTqGNmlNn7DFBtEFCgTgs5MogZM24BcbqHTDb2cjSCajd8Sei6pQI9Y9CPjYccDIvEwcjMRl2WLADG/nkvs4H7ih7JMyVpZBnDzsunwR7TWVqAtxz5uD+Z9+FXu6Bze7HkKnlGJgsh8fL5j/IoVFL95sJoZCI8EkCKQZdvAEyVc/OIuiP7OsRoY0OwrKVVngsLoToBWze6kJDix9vPR2BaRMDhX9/LLfhx99sePpveky8YDv+dmcIF2Gs5uPW/2vgrZKDMxX4fpEN55yuwc5dbtx0bz3SU+X45HsHWqacCamuo2C0t/C0NCHYpW0XCQyWImPRrzZce0oh6ywUCOIUhLoeiMM2XpJIZAhPGIrYjClQacPgNtYjQozhXQ1syI5N7DBUahVb+HW8kAq5oIBeCEMwQmBD15CyRW2D3BB2XD8FPn76m6/w0oPBiImS4eWnIvDiE+Ewtfpw7RXBWLLSiRVrHZh5eRXe+MDE12dTENWiBxsXGvjl7KAKlHywscvznmzGSwd6P8xM6bNXw/H+v6Pw0t8jue8EC9QwkcCKRH9dYuMmVT8vtuKy+TWwmL347ydm7oT55EtGPP9YOAbEy/Dqe61oMAv4dZkD/3d7KM6YosEbX3rQcPFVkI4d1evvze/1wtVYD7vf2nW52GESxZDHdoxHJ4hTFYooEEeJCKGTzszAcBQiFyzdL1Wq4Vfs42IDIAVZ2I71yBRH8FHU9dJaWMKB6JiOKENvFzQyvHXNmJQp4u2PW/HNezHQagLvY9oENYZMq8CPH8ViYIoCpRVuvPNJK/75qhG/L7Pj0nOD2ose/+8mHb66pBKifzSfmniy0Z3okba0YmROoE6FER8rx4B4ORoavdwzgc3ImDlVC4VcwPpcJ1KS5fjPM5FIS5bzfcjEV0SoDJt/i4cuWILflztw3vxGeAcNhfemiVCxEdO9jL2sBC3/+wHhrjD4vDJsFJdhKMbDDRcqsAvhiEK9JCCctdlD0bmpszlbirCdvZ9+oIJGoj9BQoE4Klh0QaoLhrnBCL0QCqWgQiLSUR7eiJghM1G3+Yf2db2ih9cqNKGWt0fukm6HyM7cIkMRPeeGLoVxxwNBIYPZ4odKJbSLBEZxqRfTJ2qws9iNux5pxKAMJQp3u1Fe5eGjqC2WrgcIjUqA6BdPOqFwsMiI2yvwCEvnz6zFIuJf75gwaqiKt0EyThujxtP/NkKlFLjoYrCi0Mefb8YHr0RDrwukcJhV9oTffFiSPgqKXhAJ+3Y8sNkkLT/+gFGto9r9PSqxGxuFPxEshMAtccOsciLstMBQKtb+C/+p45FBEAeCUg/EUZM8ZjbKIuqxVbkZW5WbUBnRhNRxc7g5U4wnMH56m7gGuVjJjWpGYxpyMB5Sn4Bh/vGIawxB6+rj7z0gCzOgoCUYTc0+PhGyDebM6PGK+PgrC35ZGId/PRmBXxbGYvhgJVqtIn74jYXVA74Qu0vdaBVUx89u+DhxqPSJbnwKHnmpFR6PyFMN//3cCl9yLP63XuDpg86cP0uL2novL1D88MtWXH5jLaxWP2obAh0nbSTFAD5LV7+NnuBAbZGuhloEu4JgRAMsoomnGljx4hhxOnLEsRjlm4Q4WzTs69bx9c1bN6Hxm89Rv/AjWIvye3wbCeJE4OT6lSOO64AomUKD9EnXIOWM65ByxvUYOHEeZHIVFGo9bLJAWiAM0YhALCKEWH4WqhNCkIJsbu0c502Eo6CgTz41/1+uRIU0GmfOrcGmPCdytznxxOtWLFvnwo1X6dpTDGybH70nDNMmaPD1uzG44Z4GzFvQgLOvrociMQwem/ukqVM4nG1Pmp2D1YoUjLnShJGXt+DD3VHI+OskRJ07GMs3dt0XK9c7YDT5cPuDDTCbffjvS1H44p0Y3PVwI9/fbeLsq9+9UA5M7NH30p13gr2oEDZXE1xwogZl2IJVCEEkr6NpI15MgcodKFS1/bEUAwpUGLwnDsL/1sG4eFGPbidBnAhQ6oE49i+RvOuPMvPAb9YGIgUiRB5N6IwGwahhA3YYx5B2OJY6BYlGBckdN6K4qh5//fIPbqYQNnck8NhvMLZ0LWhjaQqtRuAOjWdOVUMqE5H3Wyx+XdaMxx5dhOHPnnvCRxYOV+Aw4ZR4/iB+acNY2IjGZcV4ucQIhcSHWVO1vPPhpTdaYLf7MGaEBm88F0grZGco8dF/onHWlbWYNl2P39b4YD/zPMgUvd9BwqaXerfswChxSsA8S/ShEFv4nJLOsEFQbfU3yWIGTGhBiBCJDHc2Nu/cCF/kZEhlBx6r3pNQnQLRXyChQPQobfnrtAl/4bfrg1oguhwIFztG+dajEqGIQLliD9SDB/fpJ6CIj8LAqeP5345mB3KGqPHB563cNyE2WgZzqw/3Pt7AfRVm31CLkjIPrDYfhmapcNVlOpRWW/HrqnLET03uctC9PXoJThSOJQpS+kcJKt9ehWBW6+H3YdduN35dYkd9gxcvPhGBdZudbOJ0F9h+dXtEFJZ4IZcJkDTUA9kD0evRhPLdiLZF8u9no1jDp50aEMHdQ7eJazEYY/l6RchDMAIWzaybxwMPCsVcOGCHx+pCU+U2RCUHfBYI4lSAhALRI7idFpRt/AY+iwV+iYjwxAwAWXy4jiPYh23OzQh3h3HzJbOkBVJtEFTZWQidOLXffAJKvRIljSI+/EcErrqtjrdLWqx+BGslWPZ9LB8KxfLt7L4/VtixvdDFrZx/WGHq9uDb3wXDsYgEj9ODyrdW4R8PhuHyC4JRtNuNv/6tkftprPk5gftQTJ2gxiXX1fJ6hjZfihXr7Dh7mhovPhHKheWld2zE+t1JUKYlHPP7OZhds0xngE3phJdtN3ZjOCZBwmaFs4JGcTc2YCmUUCIKCbDAyJdXoIQPOkvDEF606/V7sHPHBqiDI6ALD5iKEcTJDgkFokcoWf0p0s0pCBL0cIsu7Cxfz5fntOag3lGN3Zrd8IxMQ5R+EpJ1MTAO6j9fvVW7U/m0QktlKyyCEhddW8OnTLJCxk++sUCrFrhIYEilgZqFK26uRXmVBL8tc0A7I+qwD8T9STgcaz3FpkcX45JzgnDWdC2++MEClVKC667UYdMWV7so0AVLMe9yHSaeV4VbrzOgqNSHP5db8MOHsfx+dnb/+G1qXPjKRuAYhcKhZjqoE5JRG7IIqCtChBjXLhIYcUhBM+oxTDgtUOAoqeTLHUoXDI5QLhIYMkGODPcgFBUsh24SCQXi1ODETqwSfV7QyGBdDgqLj4sEBpsemYSM9gNBmBCFOEcsG6IArT5Q1NifEL0+5D+9GKVP/ox7zvdjSKaS9/4rlRI+B0Ii3X97x49UYcUPCdj8eyLCy0vRXBiwqT6cg3PbpS85ktd3tbpQ9t0OlHy8GabSloAB1eYaWHY1QqkE72Zgjpb1TV68/aEZK9d17WCYOVWD2kY/7tk8Bm/lJ+H2+SEIC+0YomVu9cO/T51LT4sEBvveRV91PcxZwbALti73ueGEHIGCxippGTTjAumo0FnnQCHp2s3B1vN5jq42hiBOREgoEMeMy26G0KnXPDCat+sY3mBRB7sxIEKctmY4qsq4O96xcjgHiEPhXbEWM5OtmDFRhZuu1vMZBm3+ChedFcSdBVkKgsFSD48824RrrgiIImZN/Ow9wWj6bSdcZhf83q6FkP1RNBzJ65nLTSh85CfcmlqOp6Y3wv3f37FqzicYvHMDnn0wBN/9YsP3H8Ri3mU63DLPgI9fY8PD/NyqmbWQrtnowNW31+P26/RQ+ezQXHgmnnzHg/rGwGdvMvuw4HknfOPHHZfvgEShRNRFc2CK8LbPIPGIbm4v7oIDG8SlaEjywjA+MOhLk5yOOm0j/GKHh0aVtByGhCE4Hhxq/DtBHA/6T/yXOGFhJjZWtMIh2iCBBH4EetM7w7oclCFDUbzqI0jNLm7QVKcwQn/2OdCmBaIPfYWiYAeGXiWHwxU4y504RoW3PjLjtusM/Mz3vttCMPbMCmSlK9Bk9PEc/JjhHQcnlo5oya1CpNOImgY/gsalImn20CPahuOVojhSUVL5wXr88KoBSQmBisQp49WYfEEV/r7AgPW5DmQPVPDR3G0kxMkRHCxFSpIMr/zXhBC9FG88FwmlQsCbD9TCH6xB68VXYOKtPyEIrbD6FHDNuhjyyEBo/3gIxUBk4TqU/fYzCncuhkpUIRnZ0IDNlxCxtSW/vRtHqlAifvAs5Ob9Br3PAIfEDml4OJLTjl7YEMSJBgkF4pjRGuIgU2qxxbWKV4kzsdDWclYvVqBWrIZZakKYzYzIRi2i96YlfE4fNv/8M9S3JkMi77spjKIuGInxXrz4hgXXXK7D/beHYsSMCvz4uxUDEuS80+GDV6MxbJASW/KduO6uej5IikUdWJHe/z3VhLf+EYqpp2l4WP7mR0pRuiYEMRO6egP4fX5U/LAD5g1lkKrkiDwvB5EjA7n6gx3Qe0o0HE3kQuZwIikhpMtBdtQwJe7/eyMflFXf1NWt0uXyw2bz846G/74Y2fHaH1nhHDCUB/cViTHw3zy/vSlR3gfRJHdTA9yVlZCKUgwXJna5T+tRwWsNbF1okR/umEzoo9Jgb61HpEoHhSr4qF+XIE5EKPVAHDMKVRB8ciAIem6mxAxs2LRIRrPQCKvSjuRxl8HWUIoosSOUKhWk3G/fUb3XU6GPcE+ZhntfcPJxx3NuqsPfnmmCRAJ43CJWrHPgy3eieQSBiYJnX23hYfYRMytx+uxqDJlagagIKaZMUPOq/10lHjx5ZzCaFxfu9zpFL6/ApaHl2PiRDoueV0C1eD3q1pQflxTF0T7Wo1DwgVhtMCGUX+DGhWcFYclKOzdUuu+JRjQ0eVFW6cGVt9YhJ1sOtRK46+EG/L7Mhgeeb8WL36sgHz8CPcWxiAQWATN+/y1GmkdCJsr2GwTlkrggVan3sywPMsSRSCBOSSiiQBywoPFIcqPWlipo7XIMEkby22yUdD0q+N/eMC0GjbgGUqkc9QUr4IGbj55uwylzQ6k5tpHCx2K8hL1nuJUzLsN3a39Ec6ENNXVebFiUyOsPVm+wY/IF1dDrJJBKgYlj1fjwBycuPT8YD91uwK331yM+Wopz/1KD1AFyHrHeWeSGV9M1lO40OhBqb8Ed8wKTMiPCZfjkhRBMvH4boickHfEBX+aX4cIjfMyRwkSBdnwqps3ZhDlnqXHeLC3e+cSMs07X4owpWu41MfKMcnz1kxWrN7ngcPphafXxSENGqgLDBinw02IbPs6LgPKWeRCY+uojkeD3uOGoLINUo+W1MaGuEN7BECcm82FmaeIQSCHl3h6y9BSE75Fhr60CQZzykFAgjhlzbTFi/PE8d99GBAIGS0GhCVwkMKKzJqNo42JkugdDBjmaJQ2whfihi+wwY+orFCkJUNeEYpzSjBuu0HGRwDhtjAYfvhqFNz80o7jCh0WmWEiD6/DEghBs3uaCQiHgs++t+O79WGSkBdInxXvcOOeGJmx98GdoBoQi/tKhcJmcSEno+u/GUhcy/7FNIny7fiq8Eu8BUxTHEoGwN9iQ/9gijMvw46mnQrFxm5sbTr31fCRmTNHydVgLJHNaXLXFA+ewdNhXFeHmeXo+Q6OoxIXFK2y8e+TrB+UQ+1Ak2IoLYf7lZ0S4IrgwNQXZESwJfFZRQjxkopw7NFphgjQsCkMSAmZhJ2oXEkH0NCQUiGNGpQ+HRVqLUH+Hn0BbjUJE8kg+epqhjxoIcbSIHTuX8zM8TUQiomZf028+Adu2Sgw6TQ67o2so2uEUUdvkgyk4FENuGYvt//cjd2y8+5EGTBitQly0rF0kMNi0xOQIEd++o0Xejlbc8vdFSLl7Gn5dYsOqWXKcNlbNc/3rcp0Qogw9tv091T1Rv7UOu55bimmjZHj3X4HhXlMmaJCSIMXqjc52ocBSMWWVXtw6V4v3vtiJ1EQ5Fw9XXKzD2k0OrNnowp1PmOAcMrFTDOk4RxK8Xph//QUjLWN4qovNjG52NqBIXYgmsQ5hiIIBYWhAFQYiBw3GRjhtTVAquvfGOF6QSCD6CyQUiGMmNCYbBdqVUFmqES5G8/bICmkxv0+uDILb03HgNUSl80sbzYqOfnqGz+mAx2SEIjSct7IdLzy79sDeYEfxHjl++NWKyePUMOilvGjxvqeMsGWnIOPyHL6udkQSJpy7lbf8pSXL8edqxwGfU60W+Ljlc8ZYsfTF33DPdVp88q0V9z7ZjFFjgrF8O5D9yGT0Jwr/vRJBtTWYMU6GmVMDgqCNs0/X4sF/NGPcSBXfN6/+twWRYVLe6eBx+fk+W3BzoPCRpR9YN8jD/xWhnZ3VZzUJrroqhLpDAyJhLwZ/GESvl0cRtAji5bexSOaDy1weNy9a1If0vVAgiP4CCQXimOsUBIkUGVOvR92uVahtKIDaEIWMITd1yXUba3bAuGczJDIlojInIigkfr/naVn2B9xbdyLYF4x6qRmasWOgH3dar39CfocLwT9/jw2/xfN0wIYtTsy8vJo7MlY3+CEoJFBvLEZzyR7UW2UQdWo+2GjsiMDBa32uEy+8ZsTdew+Sr79v4gdTdnbdYvJhc54La76L4wdOBsvpP/N7EIa/MKlfmU817WzEYJURGacpoQuWYEOuE5ee21Hhz+Y2sCFf6zaxa/DukLQBcsy5qZabU7GCzs5Mn6iG7r/NcNY0QhHX0QFxPAsXpUE62KQOWMVWGFEPKWR81kiQSw0ZghGLAQgRItrXN8qNSDT0vXcBRROI/gQJBeKY8fu8qN+9Dpa63ZBrDAhPHQNxbyV50dL/wmZrhdatQoY3CyY0YU/9pwjNHIO4jI45D/aKEkg3l2CEYxQ/eDJxsW1NLlxpaVCGR/VqQaMjvxj3zJa1myyxDoclX8dj+JlVmDReA3OzB1+8HcPrFtxuESNmVmDsiI4CRGbpfNn8WgybXg63V0BUtAzLvgq0Pa7d7MRZM7TtIoFxydlaPP2Juc9FgmlPC2q/2QKP0Y7gEYncLOrOmQpERcjw73dawPyw/vVmCy46Jwh5O1x47lUjbpir57UZ2ekKyKQBw6naBh8UKil+WWLH+FEdYoF1jNx+pQqvff4pvHfeAUEmO+6GWgpDKBrkdu4WygaRVWMPdw1lBbWVKOEDoBLENO6hUKuohSo+CUpNRztoX0AigehvkFAgjpni1R8j0hiEZH8OHCYbCpsXQq5VANeNwFDbMJjtLSjAZhRjG/+BTvVnoHlnMYobyxGadQ2PSNi35CHNkdR+8GTXCfYEVG3bCuX0mb36KQkKOUzWrstYykGulCHaIGD+5SHtxY2Fu90Q/SJ3HUxLDtQlsMgBExk/fRLH0w0TLqzBZXe24NLT5fjqdxdsZheWrrTznL7TKUImE2CvA2pWlCJ2csfUyd6itcKMxiW7eLFp5IwMBMfr0FLcDON/l+HTp/UYkBCMj7+txDOfeLFKKeDvd2th0EmwMc8JqQT47DsLnC4/j6As+tOOv90VAo1agideNPL329wqcC+KVeutePrfzTh/VhBWb3Dif79Z8c27MbC4bXhtxx5ohnaknI6b66alFUqPHEMwEtuxHkMxAUohIGYMYjhysZLPiNwl3YGksZdCH5GKvoREAtEfIaFAHBM2Uw1UrSJixUR+INIiGGGuUGilHS2PGiEIA8RMlKMIg4UxfFk4YlBuLAF+3wKcOQoSrZb77XfGLXFDog3v9U9IPSgNH/z7V1x5ngfJiXL8ucqGux9rhkQUsHqTA6eNCRywvF4Rdz/SiPf+FcUtiieMVnN3wmajn4+efuz5Jlw/14CxOQpUDc/B63U++AeLCFqViy/eiuZuj41GHx66M5SLhnv/sQXFRhsSL+y9Udt1q8rg+z0X/7xVC78feOifP6EkIhIy+PHN8wZuKMW47vJgrNjSgk+/akViJJC73YV3XoxGdZ0XGaly3h562jmV+OKdWO5Q2RZ5GXxGLVw334yc1Z/hx9fjMO3iKrSY/Bg2WIlv34vhKQkWeeBDM46zSGA46yq5VwcTnsyGuU0kMNgynWjg4lWpDyeRQBDdQEKBOCacdiO03q5DcxhqsWshnBpayPepfY/wRaGstgQ6jELwmHEo2fEetBYdt3dmdtDlwZWIHnper39CgkwK91VXY8Z930NubkK01oWlX8chNETKfRRuWNDA8+1b8t18bPLYkWrMmKxBXYOPt0WyaMMHX7RiQ64D739uRkWVG+4UBzJnD8LOZxZj4XMRUCoF/PqnDb99HtceNXnz6TCMuHhXrwkFPrzp6y3Y+EUYb+NkLP4ilhtFNZgBlTIa//iXEeVVHkw9TY2sJAGrpAJee9cMNlgxc6CCX5h3wrc/W3H6ZC3ueKgBrVY/oiNlXDiFRyphttoQGynhkZJ7bgnh8x3mXhzM3ydrlXz/Rx/Ud6Qed5HAUIRFokVuQoIP8DIXD9EFhaBs3z8taITF4EfquLnoSyiSQPRnSCgQx1TQqAsbgN2KPxHvHNB+AGQWztXSro6DFSiGbJ+vW6vEBNXe6nK5zoCQyy7D9t8WAXYHEKxFxNlX7eeQ11t1CnzWwI3XwfvBx/joGQcXCW0+CufODELWpHKEhUjbc/BLVjr4GOq22oPr5+rx0+82vP/vKJx2biWUVg9f7nN4YNCr4HKJMOikXeoSWMpCBQ+MRU0IzejZyAlLj5T/UoRwecDroQ2VSoKIMClCwgScf3UtnvlbOK6bq+Pphbc/MPGR0Uw4FBa7UV7p4SmYZWvs/L221Y7c+kAD/nKJDiOGKDHrihpINCqs2OLjhZvMsbGy2svnQbCUTo1bB9elc6CQy467SAggwOpuwg5xAxeq+ViPAWIGZFCgVChESPoYxA+agb6ERALR3yGhQBwTrP0xNH0U8oo2IsodBZvMDkuQC+HxgXkOZWIRGsQaPkzHDxF1YiXCxCiYhGaUKfZAXlEP8bVtEEL0CD3nfERfc0PffiI2Oy/m60xqsgIRsWqs+y4SE8+vxlP/auYuhJ0LFBlMXDhdIh+SZMgMHPhDpgzEP9/aiafvNfCDbmOTl7syMqprvVDBi9DFq1HwiwGZd01uFxLMybHi81w4ypqhjNEj4YqR0EZ3pHPaplTu+Ptv8KsFRF00FKHpAddHxq7XVuPsRCOW+/28ALNNLDgcfjgcIjx+Ea/9MxKjhwUOzKytsbLag6sv0+HvLxrx3svRfKZFbIwUN/5F36V25LZrDfjoy1be+vni4+G4/J2NcF50KcZe+TWmj5agvlmCKmUc/HMvh0wXtHd4c1+IBKB15XIM8o1EMbZjGCbAASuqUQYJ82GUKqGP6duBZCQSiBMBmvVAHDNRaeORcvo8+EZnQDdhKjKn3oiQvWN4dQhBFkZivP8MaP1alKpKsTO8BPUJPqj9agxtHYpRplHI3BONhk8+gOg7NqfCY8U9aAhe+8TeftvjEfHWN140GgZg8oW1mDpBg0EZSkSGS3H9grr29djYZGb9zKYPsjPrxt938oO5YXA0Pv/ByqMMYQYpplxUhWdfNeK5/xgxY3YV/vNMBD58LgRjDGY05AWez+v0Ysfji/DipVZs+VyPt+e7Ufz0b6hcWQ5zqYmvs+u1Vfx68X80+Pz/RNg+Woam/Pp2kWFoacSjfzVwATB7fi2PCixdZed/Xz9Xh4pKD0bmdE0FjRqmQlGJBx6viEnj1Pj+w1go5ALqG7t+Jg1NPj4VkqFWCRC8HiiS4+G966/4KeFSbJ5wFSQ3X89FAvpQJDC8ZhOvm2H2zHtQgFIU8ZoE5sLIZj74fW70FSQSiBMFiigQPYJCpUN4fMdo5ZbyPADjECpEwiMEwvDJYhbKHUVQxUfB3WpEnDseRdgCj+iGnjWvWUJhKylEUPqgPvtUZJPH4T8LK/D7ujoMSpPit9UeWCbPhM/mwOy4Btx9g56vd9HZQZh7az3OvrYRyVEi915IT5Vh0vlVUCkF+EvrkffIr4DHh8ggH1wu4ME7Q5AUL8fqjQ5e28c6CgZlBg7Ws2cp8OCvFfBZXaj/YRsGhrkRHanjZ/DMvOip29R469P1MMQosaFEgsFxgSJEViyYkiTH5/8KwbR5K6F//nzYGmzITg38a58zQ4vMNDm+/MGKdz8zY/p0He79exOGZSvwyxIbzj2j42D+2592PH5fGN5baObFlsFBErzwWAQuvaEWY0aoeOFjbb0X/3zFiPf/Hc3X+dvLDrhGjuXVJ2yWg3LAgadh9oVIYKgHDUJN7W6oPGqeEssRAuOhWQplk38ZaguWQaOLhlzZtaamtyGRQJxIUESB6J0fNNn+w4NrUQ43XHDtLkZrQwnKsYtPm2Qta1ro0Oytgs959MOdegJ2sBP+MgcFZ1yLzw0XwHbLHZANHwL1nl24/NyuB5NrLw/CVnU2PrOOhkIB7Cnz4u0XIrH2l0RceGYQUmQW+JtbERkhg1otwcP/bObtlRFhMrz0VgvCw6SoqfPhomtq8Mg/m2FcUoQhxZvx88taPHhHCO+syMt38ddiQ5YSowTEBvugNJqQHt3VZjoyXAax1Y7Vt3yH4NhgLFlh48WGjNQBCj7IKTlJgcVr3RicrsCMKRo8+FQzj2ywCY+XXl/DWx2Z6LjwLC1PO7DICBuElRArxaXX1WDMrApcdG0tiitF3PykHUMuNGNrzHgoU/c3z+oPIoGhGz4a5jA/WgUzEpDWvpwJsEQMhK+pGcUrP+LC4XhBIoE40aCIAtErhCcO49c+MRBNYLUJLMs9WpjGb+8QN3KRoBYCB99IxKFZrIckWNenkyTbkIXp+aUNT3gU8nbuQmx0x7/M2u0ixORkBG3ejNgoGS49Lxg/LLLj02+tXDCce2UN1FKR1wiwLoAXXm/BuwvNCA6S4pmHwvmZ+8XXVuOT12O4E+KdDzfipScCLoHMFvm9l6Nw398b8enrMfj0m1ZsK3DjyQfC8NBdIbhsvgljA7uSwwYwsZkT9Y0ubLn/R3ilSpw9t5rXHLBUAZszwTo3ond58PFrgQLVW+YZMHt+DRZ+a4HV5odPp0X8yDJEhAhQK4BZl1cjPlbGhYNaJcGyNQ64VMHw3T0f2+VSSLRqSJmS6KcigRFeCIRPuBI7/vgP3BYnlOh4TdaOy257bS5UbPsF9qYqyJRqRGdPRVjUgF7ZHhIJxIkICQWiV1BqAsOONktWwS/64YIDozCl/X42blqFrm2VQdCh4qfv4EjJgGHa6ZAd4/jpHmXSBNz14g6olXbuH/DD7w68/7sMmKnGzFQj/vuPQMj98guCeWj+f7/ZEBkh5d4SoQbW7QBcNVvHQ/ttPP03BSaeV4GV6x34/U97l8FSDCZKKqq8uOT6WjgdPl4XUbTbjcEZClx/ZUBQsaLCunobFn7XikcXhHKxwook/7KgGfEJSv66WQMV+OsNBl4f8cJjHd0VrK3zmYci8Nr7LdwgKT7aA2WCAgW73TCZ/CjZkMw7Mxhs22fNqcaT/6fB3Ke/BG6Zf0y783iIhLCdgdoKr8cBv9OJndiERHEgIhALB2xoQDVyMB65vhUILq3HMH8OFw9F5v9BMZG15fas+RKJBOJEhVIPRK+SPesO+DQyiPDDi8A4ZEYIIlCHivbbLPTbiBqMNo9C4hag/sP/8sl//QVpsBbu66/HdV8kY+h1wINrBwM3XQ/Vnl247sKuB/iLzwniof9tO124+rJgvPbPCHz1Pwu8vq7hba/XD6td5PUKD/w1hBccsrx/G9sLXGhs8SO3QgpTq4h5l+t4iuHK2+oQExXQ+C+/3YKYaCnOmKzB5RfqeCdGYrwcC18Ow5p1Nrz4pgkff92K2TfUQB8soGBX1+K93WVurFrvxLv/isKPH8fh6/dieQSDRT2KdgeiQW2heq1awgs5syPt8DabTwiRwDA3lUL0uPl3jgmBTViGrVjLTb8YzF8h1Z8NiSCBStAgy5WDugLm2NhzkEggTmR6VSgYjUZceeWV0Ol0MBgMuP7662G17uOVuw9Tp07lP0qdLzfffHNvbibRi8jkKu6foIAKJciHTwz8gEcgBiXYiUJxCyrEXcjFCsRgABSCCqFCBGLNEbAWbOtXn41UHwzJBWdDnH89ZDOnQqJSwB0SgS2FXbsCthe6eKh/5jQN5lyog14nxYJbQvHlbx5uQNTGNXfW475bQ7gHw7DBKi4Ezv1LDX76w4o3PzThrocbcdd8HVSCD4u/isMFZwZxEfL1f2Pw7H9a+HO4XSIvQmTjnov3uLtEIwamyLH59wTeAsn0x1f/jcWHX7ZyQyQmzHK3OfGvN03wePx4+t9GnHdVNV55pwWDMxWIjpTiu18s7c/H6hXKKj34+KtW3gkhMpvHE0AkMFrK8pCBoUgXhiJJyMAYTIcaGj53ZAc2Qo2AOVQbcijg9wRqQ3oCEgnEiU6vph6YSKitrcUff/wBj8eDa6+9FjfeeCMWLlx40MfNnz8ff//739tvazT7O/8R/XOS5IEQBfCWNCYOtmEtBJEpVBkzzkUMEvlgnkyMgE7oGMaj9WphMhr7tE7hcJCPysGL/1mDpBg7zpyqxqoNDtz/khNefSjOnaHkB+SNW5y45XEL7ENGYMxfipAWJ6Kp3Mxtjaed1vHdvu4KPU9TMJvoJ+4Pw0+fxOKBp5sRHynhxZCMqhoPvvnJyj0PGCOGqvDw3RpYbSIWPNaI+24NxeTxavz4uw3jR6r5AfCuGw344PNWPmeC1T3c+3gj8os8ECQCbrkqGBvzXHjjuUg+r4IJibsfbYTdIXKxotVKIJcJ+PpHK4863PtEE8q8YZCfH3JCiASGx9ICg9CRRpAIUujFMC5e2Uh0N2w8PcYiCgzm1qgOCUQbjhUSCcTJQK8JhYKCAixatAgbN27EqFGj+LJXX30VZ599Nl544QXExnbfRsWEQXR0dG9tGnGcCUkaCkfhTtT4y5GIdH7GVoYiHkHQIRR++NEg1HDPhTZqNLVQZ57P//ZaW+FqrIcyIhqyoI6xxwx2ILbtLoRz5w5IQ0OgGzkOUs3xa3WTKOTwjBuHBU8vxuMvtsDkksNx0aVQxEfhqg8Ww/9oOdQuCx64SQelvBj/qvJie8oMDPb/CUutmRchdq5NYOkKdm47NFuJhd9ZkF/ghNEkwucT8edqO158owV33GDAI3cH6jc+/E8UFDI3L5gcPliJ2x6o52f8SpWAP74IiDsmFoK0Eh6p+OhLC3dinP8XCf7vaSPe+rgVW5cm8jZLBotunH9VNUxmH09hsMFX7LV//jSWixVmd+254NLDNlHqTZHgczr4Ra4P4e+xs0hg3wuHpR6CIIUgk8MreiATOjpxnLDx72E4olEtq0KudB2iPNFwSd1o1TgwaNC1x7x9JBKIk4VeEwpr167l6YY2kcCYMWMGJBIJ1q9fj4suuqjbx3766af45JNPuFg477zz8Mgjj1BU4QQmOmMSGmRy2Es2othdwI1utIIe8AvIk29EePIEOC2NyDdtg94ZjGaVEZIhaVBFxaH595/h37kHBrcBLQoTpINSEXrG2e3P3fTD19AWt2KgKw42iQmleW8h8mr2I3/41s/HgqukAjkVK/H9oijuftjQ5MXkq3+A7YqrIJk2DfK6z7DyU027G+Nl5/oxYs5ylELA+aNV+O4XG1xuZhWt5hMmf1hkxYN3huKCeTVIjJMhPlYOc6sLk86rgMkiYvPvifyAvadcgh11rFYyEDJn0QT2HCwSwTyrmHvke59ZuKj48XcrN1F6d2Er3nwuEtkZSlxxcy1efDQM/37H1C4SOjtMXnZBEB57yYzRw5i5VGDbWy0+lLdqII8NdGb0lUhgaQ/2uYsV9VD6lWhUOpAy9AIgJIHf77QZsWfNZwhyq7kI9chsyJflIsubw22ca1DK12tAFYJlkdDGpSI+ZybMjXsQrNQiNjQJMsXRd3MwSCQQJxO9JhTq6uoQGRnZ9cVkMoSGhvL7umPu3LlISkriEYdt27bh//7v/1BUVIRvv/32gOu7XC5+aaO1tTXwWgop5Adp3ZIrpV2uiYOjkB9ZOYtCJnS6liIh6zR+acNuruMDpTJD4rlZE8NhaUKjvhmR0bGQB+vhqCqDbncj0v3jAt9UP1CQvxkWxW8ImzoTHlMLguosyJbmgDVQGBAGnTsYpatXIDzkQjjTey7P3B2qTRvx8oOhECQKeLxAiEGJu67w4ZMfFyI6VoVa0QaDIYbfx9dXAekRVhQOPQeLly6C3CnCZJbh25/dMLZIMHaEHrnbgX/8LQ4Xnx2InjAvBRYpGDpIAZlczZ8rIkIB1AFOt4K3NjY2y3HpeeHw7j2pfvCuWIw7qxI/LGriqR+rNgKi34WBqTrsKfdArVZj2sRQ/Pi7F+u3gM9tYFisPuTulGK9LQ5CmAZzbzHhsguC+QTIz7+zQCLXQSEc/v+MapeyxyuhTOtXI65CgjhfwDzJ63Bj27afkTn9JkgkUpTm/YDh3qFQSgNpHZvfjO3KjSiR58MNB1/GUl9ypQaRI6ZDF57CIxKapICb6P7f3yN7A0FbagD6XTkoh/3766Pf5/6AIB6h08gDDzyAZ5999pBpB3Zg//DDD/lBvjNMPDzxxBO45ZZbDuv1li5ditNPPx27d+9Gaur+7UqPP/44f759YXUQVNtAEARx4mK32/nJo9ls5kXxPQ07sdTr9Rh439OQKns28uVzOVH8/EO9tu39OqJwzz334JprrjnoOikpKTxt0NDQ0GW51+vlnRBHUn8wduxYft2dUHjwwQexYMGCLh98QkICPnpkDeTSrl72nWFK9uonJ/D1PK6+nS9womAdfvj2vOxM7JbZKXjjqz1we0X4vC5U5v0Mp6kRIkToYzMQkzUFwt4CsjaMGR23TetWIXJ1M8LFjsKyRrGauzs2BZkRfOkFsH/9IwbbOqyjzaIRFUM8CDuzYzx1b0YW3AUlmFS9CG89qeNpALvDj7m31OGDf0fBoJfiu1+t+Op/Vjz7cBj3LXjxzRY+unnpFgnyxsyBLCIEvu0FUC5fijSDHS6PiFaLH398FQfpXg8D5pWg1Qg8RcCKCllxotevRJPnKTTuuQ/vfNyAVpsfvy6Ma2+b3JjnxCdftaK82ovvPwh8bk1GL2ZdUYtp4xXYusODL96O4WkG9nm8/p4ZL38lQn3vLRBkMp7jV73xOtZ/EXhfbYyfa4Zt/i3cwfKQkYReou7j9zC0LhNSoePnq0ReCMP46VAHRaB46XsY6hzZfh+3axb+hFoMwkAMhlLQtJuBbdNuQ+b0G7t0PRzo+3vYkQTisDjc31+Pr/ejgkQvCIWIiAh+ORTjx4+HyWTC5s2bMXLkyPbogN/vbz/4Hw55eWxmABATc+AqZKVSyS/74nX7AMmhBQD7kpJQODzcniNpiQscSNiPLHvcrpULkdAUhlDk8B/uCtMelHmWIi57epdHufwdP9iKIcNQuP4tDDYroBV0sIpmlKCAm+Q0SyxwQ4AzKQpbd+Qi1hELm9SGKl0toibcAFcnPwKhMFB61yudEFnJWFY/GCMv2YS4KAlKd5rwzvMRiAhjuQYvLjtPjoeeMuGfr7i5j8Lci3WYMVmFPXVWrG4xQRWhB4ZkwOT2wfO/z/Hev6OQu9WNV96uw323BYr0oiI8+NvTzVj+fTwGJqvxyddNWLNJxH0PAlMmSPDqfx3459/CMH9BBbLTFVysrFrv4F0Tt/xfI+SywI9tTCQQk6zA17kq/G028JdbyzAkS4kmow8Wqx8YOAhuGfvc/NwoypmWjodeyMdTdwUKJ5983QZjQgYC2s5/0JoEF3reEtmyPRfWjRvgtVuR785Fpm8o71RoFVtQLSuHt2o3IlNCIQSHo9RcjDhfEhdBpZJdsEiccHvdkAhyeNDhDwG/HzarBQpV0EG/v4dTk9DpWYnD5FC/v14/ncSd1DUKWVlZOPPMM3mr45tvvsnbI2+//XbMmTOnveOhurqapxU++ugjjBkzBiUlJTxlwDojwsLCeI3C3XffjcmTJyMnJ6e3NpXoZTwuGwSLHaHI7PDZ96Ugt3LjfkKBVa43ZwfyklK1FhF/mYdtH7wDpY2VJwYhG6P4cJ9WWStiQ8J55MAxuAwVBTshDR2AmCEXQaJQHlZRXU8JB8nUSbBNnIBChwuQ/YH8olJMGhd4rQ+/tPBhShedo8VZ0wMHI5fLj59XeKC4NRae+mYovv4auqZ6vt51f23AVZcFobDYg6HTKsBO3O0eCS6eqeYDp5jVMzuwJyUE6hdm31DLjnU4b2YQzj1Dyx+nUglY+G0r7n+qGZfsM5+C+SRJ587GB99/iGUfxaCi2geNWsC8B63wjZuAzhlh4Yzp+HKtDj/M3cRjCs6hYyA7a2yftEC2rFgK5fpSjHBl89v5wmZsVKyE6PVCISow2Dsc1p11KKr4LzKmXo861SrkVm+G1+eG19mKKG8MzDB2aYNkWF2NKFjyBjKnzW93Ez1SqHCRONnpVR8F1r3AxAETA6zb4ZJLLsErr7zSfj8TD6yGgeWhGAqFAosXL8bLL78Mm83GUwjsMQ8//HBvbibRy/j9Xki6HIICYuFwTjr9bhdkegPcjkZ4RTOqhDK0aFthOOe89vC3On4AvxwpnQ9qxyoaWNugNFgD8cJz8cJzL+P7X6q5S+KksWp89d8YzJxTgy8WeZGWJMVnv3pgOeMcyGRSKD79BH++rcZtD0oRGSbBkCwFvv3Jxq2T2VCnRkUY3vg/AZeeG4R/PhIIozN3xStuDoybvuFKHX7+PTDimpksZaUHoidL17hQiASEFxtht/shkwl44V0rjFFpkMeEo27yeRh62SJEG3xoMEngnHoGFHGR+31G8gmj4Z8wmt+WH8H+7El4q+PWrRjsGtOeIsgRx2CduAzxQgoShGS+LFgMgd/mR3PFVsQNOp1ftv76AmLFJCQLWagXK1GAzUgTB/PvI2vRjUYCglx6FCx+HcPOf+iIt41EAnEq0KtCgXU4HMxcacCAAV2mtjFhsHz58t7cJKIPjJeUaj3cSj/sTis0QuCsulGogybi4FMHmX+C8fPPMdQyFEohB07RjjzVZkTNmw+5IRQ9SU+JBkEqhfuCC6At/BGfv6TjdQW7StwwSg1YnHEJfrfYobw1CXKlAs7iCsw+TeADoEbmKDFupAqFxW7ExnihUQPVJjlaYgbB4yvoeH5B4C6LGk3ggDkgQYGwUAkuvrYGr/0zktcovPyRHaVhg6C69EL8vGELFl+1nofY3YNHQnrBeP44+aB0+LIHopr1UrLuIBZq+HghlBYj3Bod3DPPOqI2yF41UxL9kPokXeoIuGurD9D7DTxN0obeF4LKlkCtgM/rhuDytls1RwkJUIgqFGILnz0yAJmIFALf53pvFSzGSgSHBlosDwcSCcSpAg2FIo4LKePnoHDdF7wd0A8fJIYQJA+bfdDHtG5ajxTrACiFgCcC8+FPcaWiYcc2GE6b2mvbeqwpCkV2GnKdpyPn8hVQS32wKPTwzrscyrB9QtssqLJXJ99xvQGX31iLKy4KxgN3hODtbzyokiRBOXU8nnkvD2dPU3EraI9HxP1PNGHS+EAV9RlTNDj79BjcsKAOF93rgiImGM5B46C4ZDC/Xz5mOPxjhh/wn50feGUy+B0uKD98H9/9S41BGVrsKXfivNs/hvWa+ZAZgo94f/U0giRgmuQSHe3fBfY3VHI0exqh83UYdTVLGxEUOYj/LZHKIEqBVn8LghHY9yFCBKxiK6SQtosE/h6ggccTiGweDiQSiFMJEgrEcYHlf7Om3wS30wqJVMr9AA6Gs6EGjuJdUIgDupwxKvwK+GyH/4PeV9EG2YgceEfkwHKAfzS/2wPPpm1QNtbimzwX7pmnRGK8Aj98GIMr/tqEJ34wwDttOpRpCZAIAlrOvhSjzvkImQMEuNwi3x03zNWhqBFd7J8Xu+IhXnw+jrTfwLtxCx6/TsYHPjFSkuR46R4lbvppHXDWGf3Cllk9+iJsW/MZwl2BSFKTwoi0CVeieusilJiKEOoJRYu8Ba06D9LjAiKJddQwV9DK3bmQijKEIgJGNKACu3g0oQ02f6RRUoch4SmHtT0kEohTDRIKxHFl3+pyp60Z1dt+h9tmgjI4DHE5s+D6Ng/2sgLE2XWoQDGixATUoZy77LnlfhhyruyzT+1YUxTs7F148x08cJmIcefJ8OnPcky5ohmRsSpY7QLsmaMgnXM6ZJ3C7Iq0JLjOPhfxjmV47XE93vzQjC3b3dB06jJeneuBNz5pn0qQw0NmbUVyXNdHJsbK+HKxn8xu0ARHYtAZt8PcHHBVzDIkwFizA2p9NBCtQZPLDW34aERHpXdpuU0YciYUWgPKilah1FsMhS4UEZGTUblnI5rcddAIWjRJGpE4+nxIpIeqwiCRQJyakFAg+gyPy4qSFZ8gy5ENrZCC1tYWFLW8D6lPwHDXWB4aZ74I9ajkQ6NYt8MefxEsG9ZCefaFkMj69ut7NCkK/8q1eO4m4PLzAoJp1DAVWu0CFsVfCOXARB5BOBAshbBomQ3ZF2yCUuKHx9KKZ58JTHX8Y6UVr/8sh+K2QMj9SPEOHoKXPt7BOzXa6gD+9ZETjuyhUPWjAU8sBWGISONdNNt/fxkyl8i/ExKpAqq4JIREd0QJ2h8jCIhOHc8vnUnIng6HtQkepxWxIfE8TXEoKJJAnKqQUCCO6yRJBpv1UFO4HI17NiLNncE9EhhsemS8Iw4NQm37AYsVnQ3HJH7bJ3rh93ng2paPqu35UGZlIvKiy/czy+nP0QZFVRlmTup6kL1kuhS/L62CkJ500OeXTJ0ID7sw4WAPeCNMv08OS/RQSG4ax42SjgZFYgy27hqGCXPzMGOsDCu3+FCuS4Ny6v4GZ305BbKNXSs/RKwrDglI5T4Ju33b0VyxDRKlGgmDZx3290EdFM4vhwOJBOJUhoQCcdwp3fQdDLV+hPlCoIQKFWIxH/erQRCfIOmU2NtbJwV0VLsXIBcxSEKGMIx3y+zemY+W0MXQjR4Pj6mZT5fszkOhv0Qb3LEJWL6uABee2eFv8NMqP/zxRya+JKwtgkUo/jIXsoOYHx32882YhlrLWLxXXQ/5BeGQ6oP7pUhgQtFvNSNJ6HBeTBeHIhetkO2pR410GeKyp/Xo9pBIIE51SCgQxxWvxwl3cz3i/KPQBCV2YhMGIANZGAULWlCEPKgjk1HUlI84TwKvS3CItnYfhjAhil8z8cD64deuWwJfXiGCfcGol7VAO2E8dKMDw4L6E20HWF/0dNzz6g6YrVaMyVHgs19c+LXQAOVpB48mHA+YD4Q0M+BJ0B9FAsPn80DBOh86FU+w74JElCDFl7HXxKvnhAKzZSbHReJUh4QCcVxhMx8UYkfRWARiES0k8r9DEIGBYg6aNXLoxg3EblM+PC165FataO+F7ww/QHhFDLcFzi5ZlCFv1Xq4B6ZD0cM+Cz2FVKWGMONO/P2PDZB9WwPbsBQorhvUb9In/VUksM+2rng1TOXb4BSt2CPuRDKy+H6z7W13bGXOi14vmqvz0VqzCypdOCJSxkAm7/1tJ4iTmR4eAEucChxLKJaNlHbKPXCLTjhh46mGLs8NA5ytjdBHpCE97XzAbMUYnI5wRMMBG5ysf34vDWINdAjlXv+FYi6PTuhsGtgK8tGfYekRVc4kyE67HHrtaKh3afiB+HgcjE9EkcCo2bEYQmEZhlmGY7x/BqSQYTOWY5e4FfnYCA/caEIdPC4LnOvXI6kyGJqCJhQtfZsXPx4pNOCJIDqgiAJxXGFngAPGXIxt676C2qWE39vEowptNEhrERwzkP/tdrQiSNRBLigQhmg+/a8Am3hPvA9e2OQunp4oRxFSMYgfPEpRCFdlBdC1yP2EoSdtpU8WkcAwVe3ESG+gE4aRhHQ0yBvQKDFB4ZRgBCbDAhO88CBNCPgoaNl3xyZDXeEKJAw968iEsPJoGk0J4uSEIgrEcUejj0H2zNsRMelsCPExyFfkoUGsxm5ZIRoNFkSmBGYLyJRauH0dEQRm/zwE42GBGVrooc0ZhlpJObIxGhohmLv2ZWAYxNpG+L0nfma5LcrQV5GGvhQJNnMNdq/+FAVL3kTljsUQfX7swEZsEVchV1yBcnEX5IIScoUK8UjlAsIKMwzo2sXAbtv3WjofDlS4SPQlr732Gh9toFKp+JTlDRs2dLvut99+i1GjRsFgMECr1WLYsGH4+OOP90vZPfroo3z6slqtxowZM1BcXHzE20URBaJPYKY4wSEJCB6TAHtrPSxNZQjSRSA2LLn9rFEqlSM4PgNFJduR7E/n1s/F2I5IxAUiCnmboVBqIXV2nP2xx6pFDXx2GyS6o5sG2B/Z96AtZrqP6+sdT5FgNVagfM3XyHbnQI1U1Jmr0IBWZGE8ggQ9//ErRQGcsENml8ENZ3vaqhp7EIWOGSLMiVEbfnjzG0gkEH3JF198gQULFvBpy0wksOGIs2bN4oMTIyO7Dmxrm6X0t7/9DZmZmXyg4k8//YRrr72Wr8sex3juuef4IMYPP/wQycnJeOSRR/h9O3fu5GLkcKGIAtHnaHRRiEoZC314SpeiPpZ6sJvr0CxpwBasxB7shBsuKKBEIgYi1ZfJ12HDojrb8dpkdsiCAt4MJyuqXcou1yeLSGgoWY+SFZ9C41by4U0NqIYOeoQgjIuE9vQVMiERZLwAtgm1vE4lWDBwX4UCMRdmsRmV4m6UBVUgOmPSIbeHRALR17z00kuYP38+P9hnZ2dzwaDRaPDee+8dcP2pU6fioosuQlZWFlJTU3HnnXciJycHq1at4vczQc3EBpu+fMEFF/D7PvroI9TU1OD7778/om0joUAcFb39wyqKfhSv+gipDdEY750OLXS8VZIVPyYJ6TwNwULNoYjEdqxHlViCGrEcmzXrYZh1VvsI6lOBnkxR9GkkwVSN1oJcjPVP40JQDS0Xh9Uo5V0NnREgwOeyo8FfwVtra1CGPHEV7LDBhGYUSrfBFCdB9um3HHKuCIkEojdpbW3tcnG5AmZpnXG73di8eTNPDbQhkUj47bVr1x7yNZgoWLJkCY8+TJ48mS8rLS1FXV1dl+fU6/U8WnE4z9kZSj0Q/ZLWplKEOHXtZ5GDxNHYhGWIRiCMzLofnHBgiDCWOzayinfWFSFRqCDdVoVWlwPBWUMgHIY178nEsUy+7OvCxeY9m5HkTuZtjqwodSByMJAZcqEYtajhkSM2QZRRg1LEikmQQYFt0vVI9KdCIQ1Ck6IR0ekTERKTzcebHwoSCQQjtNAHmfzQRbVHgtcTeL6EhK6pr8ceewyPP/54l2VNTU3w+XyIigr4xLTBbhcWFnb7GmazGXFxcVx8SKVSvP766zjjjMAgNyYS2p5j3+dsu+9wObV+RYkTBp/XDbm/4+vJws2J4kDUo4p7KthhaW+tlAoynpcuFQshN7sRYrLAvqsetX/8CW1ILOzOJghqFfSnnwF1fN8bG/XHLoq+FgkMiUzOa08qUYJsjIJC2DvNEtlokbRgqzyXjymXQOARpjQM4cZLNYo62FIioA6OwOCY7C5DoQ4GiQTieFBZWQmdriMVqlT2XLowODgYeXl5sFqtPKLAahxSUlJ4WqInIaFA9Ev0EakoVPyGWEcSZELga+qQOtHia0KRuAVhiOG5aSYemIhgZ5vsTHQoJvCx1KE+EXW2MsTYVAjBcF7bsPOz7yBcPRuqqGObVXGi0pc+DYfTAhmROhalVZ9AcDL3xa4/pnohDM3eOiigQRZGQioEUhF1YgV8TivE3eVoFHbAaaxF3OCDj8ZmkEggjhc6na6LUDgQ4eHhPCJQX1/fZTm7HR3daUzsPrD0RFpaGv+bdT0UFBTgmWee4UKh7XHsOVjXQ+fnZOseCadOIpfocXrzx1YqUyBh1HnI025CoSIfeapNcMRrIdeE8FoFFo6WQ4kd2IBmsR5lwi6EIBKNYg137StDIb8dKkRyIaEUVMhwZcP541J+0Gq7EL3P4e5nlTYUcaPPgVPmQatobF/uF/1o8tdgiHcU90lg0SSGXbTy2oSx4ulId2dhuGs0fKUVMNXvOujrkEgg+hsKhQIjR47kUYE2/H4/vz1+/OGbwrDHtNVAsC4HJhY6PyerkVi/fv0RPSeDIgpEv0UXkYrsmXfAaTNCrtSiqWwLnDXl3HyJ1SOwugStoMee4EroYzNQXbQesWICv78Z9WhBA/xiFiR7Q9EqqPloa1b4w2LWLETd+SDWnE0mOz3NkYox9pmnT70OBas+RqQnCiq/CrWqWghQQO3U8pTELmyFR3TxwsV05HTplEnwDMC2tV+jNjgM8cPPQnBowB68DRIJRH9lwYIFmDdvHvdGGDNmDO9YsNlsvAuCcfXVV/N6BBYxYLBrti7reGDi4JdffuE+Cm+88Qa/n/1f3HXXXXjqqacwcODA9vbI2NhYXHjhhUe0bSQUiH4NO5izUcAetx0txZsx3NPhzqcTQ1BqqMGgqbeguXIbYpCAJCGD36dHKCsFRiNq2vvqq4RyQJCgYNGrEEQ2BEmH5DGXQq4M4veTaOh9kcBEWsOe9WjYvRY+l4N3JBgSBiE2azokUhmayvPQuGMF4pzxMEmMqFXWIGPStWjcvR4NZdX8sxyMMTzKsF62DB6ft8vzMyvncH8kkswZ2LbuO6RNuxYKdSDsSyKB6M9cfvnlaGxs5AZJrNiQpQcWLVrUXoxYUVHBUw1tMBFx6623oqqqipspMT+FTz75hD9PG/fffz9f78Ybb4TJZMLEiRP5cx6JhwKDhAJxQmAzVSHME9bl7JG78Hkr+d/NZVuQJsbx+oQ2mDX0Dkku7FInbFIb7FI7Ys0xiPcP4fdbnWYUr/kMmdPmH/IgR9GGnokkVOT9BH9ZNdSiFBmYCLlXgbriKpSYFiJl3Bw07FyO4c4xPAoULyajxdmEirxf4Wk1wiK60YAa3jZpUpgQO/gMVBeuRog9DGpBC4/o5u2UGRjKbb+TnAPQWLoJcdnTSSQQJwS33347vxyIZcuWdbnNIgXscjDY7+Xf//53fjkWSCgQJwQqbTiaZRagkyEhd+ZTa1G86mNIm61oQROC0NES1yJtQXTO6VAFh8OgNmDP6oWI8yW1iwnWeqlwiHDZTVBqDu7iSNGGYxcJrJPFUVcOiehFNkbygzmDRYKM5m1oqduJEG9Ye6qIESKEo7B5Cwb5R2E3tkMCCR9H7va7EJ44DMHhA7Ar9ye4TA2QeQU+84PZeTNkkMHvdZNIIIhjhIoZiWPieIVzWaEbwgwok+yGW3RxJ76dqu3Qx2dBYxIxSBzJuyCqxVLYRQtvsWsKNiEiaQR3fOSPZ6UJ+yIy1XCgO7qHiiEPvm+6w+txQCEquBW3DPKun69fBUGQwi7tOumRTRmFHyjGNp5yGCSMwnBhIgZ401Cdv5inpdInX4OUKX+BTBnEp4nyj1UUUa4sQ6L91OxwIYiehIQCccKQMnY2JEMzURhRhuokJz84uB0WhHgMkAhS5GA8BEhQgd2o1TYhY8oNkEg6gma62IGolQZSFQyb2AqX2g+lpuuo66MVDad6F8Wh3j8bMe6QuaBBMIyo72K73SJrhkITAo9WikrJHr6MdTXsVG6DXy5BMEKgEDryqjFIhLWupP22Vh8LfdZIbFavR4Ein19HazMQJA8IB4Igjh5KPRAnVGFjxICR/MKoL14L4+5N8EHHTZhYb32YGAmHYIMhLo0Xx3UmbtAMlLt/RG3DekhECQStGqljrujRbTxVUxSHI5K4adaoC1C27muYnc2oF6v5xE+j0ghRKoNx9e/Q+5SoEspQH9QEVVAY4rIvhqmmEI7C/C7PJbIwwz423ZEpYxA+YAQ8TitCd7Zy8UgQxLFDQoE4IWmsyEXN9sVQQMFbIdeLS6CBFj74+BRBa/lOVIo+xGRMbvf6FyRSDBh5IUS/j4em9xUSPc2pIhqOJJLC2hUHzforWpv2wO1shUKth6tiOyIq2ICnUEghQxJSkevbgORxl/H6EXPVDvhgQ4vYxGsWWMdDibwIYSkBwdgZFkEKL7ABJBIIoscgoUD0SJ2CZeTxywWzA0xd3mKMwTTIBDn8og9bsZYXuY3FGfxgIzpF5O1ajV1lBdDEJCFpxAXt1r5MMHRqjjgunKhdFD6XE/bSXRBkcmiT0yFIu2730aRbmEAzRKW33y5f/x2cEFAPJXfQZAWJId5Q2Ey1qM77BYOtOXwo1G7ko1TcCZfEjejMaYhIHr3fc1MLJEH0PCQUiBMOZrzEitmYSGCwEHOKmI0yFKEOlYhDMg9zJ4ipsLutEKscqNevR3Taod3IWGV+zY7FsDSUQSpXIjprMnSRaWiqzINxTy5fFpU5EcFhAw75XG6nFVVbf4HL3ASJQoGYQadDF5F8wkQb7GUlMP3wPWLs0fBJ/KjRLkLElVdDERIGv8cNyfJCGCUSGCIHdqkFcdlbYGmphLVuD+xNVbzLRBeTjrhBp3OR1hljzU7ovEHIwgj+mXlFD7ZiDeQSHUIUKghOL1RCICLE1mFsUWxAVNq4Lq2yDBIJBNE7kFAgTkBEXrS479hhOeRwwNq+zAUHFFAh0heLrRXbDkso7F79CWJbQjHQP4LbBRds/AONoRugbfJhsDeDL9vV8gu8I6YiJDb74GOyV36AgZZU6IUkuK0u7NzwEySnXYwgQ1y/jzaw7W/5+X8YaRkdmLXhB6JM0djx43cwzJiJls++QpQrkjeN7FT+hpTT5kITHImKvJ/hrmHzF5wIRzQyMYo/X82eClR4fkbi8PPQ2lSC1ppdUOrC0VKxA9ni4PaDPhN/kWIcahVGqLVh8AmBNFHb/exvn+Dnn3hnSCQQRO9BXQ9Ej3A8f6jDEoehQh6ojG9vhcMuPgOCTRVkWEQTjy4w0yUvvBCkXdvxDoS9tR5Kqx+RYgw/MLE+/zR3BpwNVUjxZfCDGBtzPMg9FHU7lx/0ucwNuxHmMEAvBKru2ZCjdFc26gtWHPr99YMuCq+lFVqPun0gF4OZGsFsg/mr7zHMMRKJYiqS/KnIsQ9DxabvYTFWwF9Vi8HO4bwFMl5I4fuRXeL8SbDVl6F04zdoXbcSUSUCZNvKYDfVBAoTOyFC5JEblirSJ2ShVLaLf9bsskdWBENSh7BgkEggiN6FIgrECVerwMyRYkaehQ0bv4PKp+S2vXKpGkKoAfWiHWXGxQgWdbzvnlGs2ImozOldnoPNj6grXAGP3Qx9fDZC44egbtcq2FyNvGc/AWlcFLCDllrUdnksG2sN7/4HcaetGX6fF+rgSHjcNih9iq7bDRU8rq4+AYeir1IUUrUGTknXsdSsiBA+EXKvjIsoVhtiQnPA2MjhhLmqADHuGL7PmDHSvvg9HrRW74JW1MIMBeJ8A+CGA0XYiiFiwJrbJTq57bbMpuGpm9hBM9Co2YCtpVt41Cg0ZQQiBgSiFAwSCQTR+5BQIE5IsWCIyYTh/AfR2lwGp6UR2pC49pA+K3as2Pw/7LDkQ5RKEJV5WpfiObulAWUrP0OaMx1qJKO0KQ/btv6KFH8WMjEFVpiwDev4wcsEI6xSK3xeX/toY5togUwbcP9jsDkUJas/hdIOXnRnkdt4G2ClcgWinQntToNV0nKEJuYc9XvuLBoUcgn2pux7BYlcAUVWOoq3FCLZncq7SYoVBYhMn4jGgpUwiU0owQ4+gMsDF5wuE1Q+B+wSNwxiOKSiFFbRzN0vGfViFVzeVkQjkc9raIUJuViBHEzAJizHFqzkLasspZCB4agTa+B2mKBQBSEyZSy/7AuJBII4PpBQIHoc9gMuV0qBK1J7/LmbK7eibucKSH2AXyFFwvBzEJUciBx0NvZJO+0v/G92hm9qKEZz9XYuFqQyJWq3L0GWcxA/+G3HOihEJSLFWMQIgUmDzPmRnSWzA5kUCohSOXIl6xDriYNX4kWDqhkDR17V/nrlm75HSkt8e5rB5XIgP/dnRA2eitwdyxDiC4FdYockPAzJyR1nwz1BaJEfbo+/V6INITPOgiUmD1s2bYLSJUNk5hnQR6TCZTOioGgNYjEALWjk4ihRTEF96S6YBRc0ohYDMRQ7sBEyke1JOZ/kGY5YpAmD+XOzFlalqEQJ8iHX6JBmz4ROCGmPXJikJsToAsNwDgSJBII4fpBQIHqVoC018LgCZ8LHGmmwtlTBuHU1RrhH8bN0j9ONrRu+R/rp8yFXaPZb32FtRMmqhYh0RUAiCihULkHimAvhtpugwgB+FsvcHOtRyesYmsU6uOHkUQS2XAIpalAGk6sJNpUb3hFpfNx1Nq/y7zgwe1qboRc6RBEzEVK6JQiOTIEhLht2cy3C1Yb2KYa9QW+kKFgqQDd4OJIlXaMgoYlD0LJrI48AsP3ECjxZusYPL0aJk5GL1exwz4d2MQdFH7w8RRGKyC7PE4JI7JJsR/r4+di1/iuEO0Mg80pRKStDcMRAeN0OKNT715aQSCCI4wsVMxLHDfYD33Y5GhqL1yHFPbA9lM/y5HHOOBgrtx1w/fKNP2CIPYcX3CWIKRjmGIWKzT9CExqPWpTzAVIs712Paj5gygYLylHMq/VZ4SKfYCik8O4JOB1wmOsREp3ZRSTwKny/l193xgMPJFI5pFI5NxliIoGlKGoKl6M89weYG3fv95ieQrFyD0z//QTGt9+HZMn2Y3quAxVUsn3GUgsJQhrfR6xQMxMjeISG3ZuCLChComBWWlGM7VxsMW8LIxq6PA+7HZo8Alp9NLJn3ApxyEBUKyqR6E9FRIUEJX9+AGNV1+0nkUAQxx+KKBB9Qucf/MONNLCWPXaQ6gxrk2TLD7i+08kLEtvgXQteBSIHjkNJ00LIrX6UogDJyESoEDjbjRdTsAWrECZGtVsAs06KeKSiuHwnHCmNUAdFtKc1ild/DKlb5Pl65uXAto+JEKfbjKayzYgeeBpf12lvwe4VHyLJkQS1qEFV1Z+o0S2FQqGFOjSe+wKwtMix0ly1Hca8lRjozuQRkbKWtZC21PFRy0cabQjd4YWpcTfsxhoERw5AUEggNeOwNkEl0XaZpcXqN1iEoRBbeNGm29KC+BFno37bn8h2jkIDqnlnym4xH5GIgwUmVCoqMCgrMFKX+SuYy/Mx1D2af2asYwVOFyo3/ojmsjwkjboAYTssx7x/CII4ckgoEH3OvmeJ3QmHiLQxKG1chEHuYTws7hO9qFZVYmDCzAOuL0pEnu/uPLbYLbih1IZg0IzbUbDsHZhNRgwUOkLrTBzoxTB+INMjjBsAsb9ZekL0uFG26TsMPO1qyOQq1JesRYRRi1h/FgqwBZvwJ+RQ8JD7GP805O/aAkNsFp9cWb3tN2TZs3lxnx1WWLyNiDOmIhxRaGloQmHlO8icdiOksq6dEkdK/c4VGO4e3i5y0j2DkFu+gVtZM0fEw01RhOS7sWvVhwgyy6DzBKGpuAg1IQp47RYEuTWwiEa+/3kHCMCnebJahBxhHL/t83qxZdtSPuY7N38pNH4tRJ8cDZJmGCVmBMcMxODBd3V5v36ng4uEJrGW1z4Mw0TePWFtMKP4j/cQGnPpfiZLBEH0PiQUiBMm2sDcEB3ZI7B51zoo/HK4ZV7EDz0bcmXQAZ8nIuM0FORvRBo/u5agTL4busSsdhfBzCnXI3/Ry/C43DyN0YZVaIVDtEMqlsGERr6MeTSwCn2jsR67lr+LzOk3wVxdhBx/Nj94+UUvP7CxMHwb0a4YmOqKEJ06Hm5rC4KEZD4GuxqlvPo/Tgi4O0aL8fDb/Ggo3YiYvRGIo0Xwi+0igaU2WBEhs2Gu3L4IMZmTeaHnoYye2PLGyq0IMarg9FtQgybIPHLYGmqQjdF83oJJjObFnuGIg1fmR72nDKMwpf25mICI9ERCkMmQPesOuB2tiPQ4ULfjT7jtZoheD3fB7CKMZFJ4RS9PVWQjUIfCYOIq2KeH2V0HgzLmmPYPQRBHDgkF4oQSDWxCYETyKPh9rAZAcdAzzIgBI6DQ6FBUtBp+vw/hqaMRFj+kPW3ADJZihpyBgm1rkOEexKMBdZIqSCIioAyJgrUwDyMwmS+vRAlKsZNHH1w2N4zV+VAGhcDeYglU8EPF6xwU6BAKTqmzvYBRkCtQJObxM+Ug6GBAWJdt1fsNKM9fztMVURkTER43hNc4HCmCUgWnnZ2Zq7EHO3kh4SD/cDj2OFBc+x5SJl4JdXAgdbIvnYWDpW43FH4bH++cIQwLvB/RgZ3YCIM4CQYhHCPEKdioWMWHN9nyl0LS3LXkyS3xIliuCszYEASUrfkSWY5B0AqpMLU2o9j4PrJOv6V9OFfM4NORv/l3+FwenjbpDOudYLUgBEEcf6iYkThhaCuE1OXWwrC16bDC0PrINAycNA8ZU65rFwkttQUo+P0/MK9eCnP+OniDFCgM24M83VbYM8KROv4KWGtLeEU/C4Wzs+MBQgYcsMEjuhHkC4LT3IiY7KkoUhVyv4BYJGMXtsIh2viZvFFsRKPGyIsfndZmOIzVPCUxBGNhg5Xn7DtTgRJIRSDGEg5s3omdv7/GhcyRkjjqfGzX5KEUu3jKJF0YCq2gQ7gQhWzHEJ4CYRird6Bw6dvY+cfrqNr+GxdOnVEbonmnAutaaPOOYK2MrMMhH+vhFO08SsMiGD6PE1FZk1Ck2MnTEQyz2AKz2oLg0CR+u37XaqQ4UqEVAv4TBiEMUY4IGKs7ihUN0emIn3gpREMQKoTd7ctZ+qdZaECIKvaI9wdBEMcORRSIU6og0utxoibvd4xwjGkP0Vd5yuDOikVM+qROK3rbh061oYaWd0DUSauhDRkPS3M5onKmoayqAG5bC+TaJGxt3ADBK0KUCYgdeAYv0ivf8iMGiaOgF8J4zQSbSeGCkxf2sZZBVv1vRB3G4PT2FEi0IwE7N33PUxyHahltqtoFlT6SixI2byHrjNtQXbQMumKRz2hoQyMEwWO3cC+K1rx1GOIZxLsR6m3V2GP5AmkTrmxfNyJlDOoKlkP0i3CLThRhC7Iwkts4W8VW5GIl3x8GjwGuDRth0rsQMWwSthat4q6VCl0Y0obPa5/Y6bGZoUF0l23X+NQw2c1dlvEOiGk3oeb3z7DVuY7P6nAIdmSETW3/vAiCOL6QUCBOKdHQ2rQHke7ILgedWF8i8iq3tgsFdibvdJi6OAsyu+IWNMENNyy+Fjg2/IEYMREWhQ1enR8DJ1+DwqVvIcczmh+QfR4fduSvhyo4DI7WBpTDDJ9YAB1CeCqD5eBNaNpbNBkCM4xd6iSUggqi091lINKBaFm/BAazHhZZFQqDViJ9ynW8JTMmdQJKyt7n47bbHs/eD2QyNBStwVDP0HanSVYj0WjawusI2lIlrFgzKnMK9hQWQOqXIhHpgVkPvGZAh2Qxk3d3sChJlC8eFaY98PvcyDr95gNupyFxEGqatiLFF3DIZO+rRlmL2Lj9B3WxiJEufCq8fhc8fhdU0mAqYiSIPoSEAnFKdVHIFBo4JO4uZ9psVoRUERhlzCjf+C0G+0ejCHkIE6N5fpy167GDYigiIMKHwRjLBxjGeIBqYxnKt/6MKGcEFwkMdhBOd2dhx9ZFUHnkyMRwLhDqUcUvLIQfIkQgBBGwi1Zug7zvlES/tHuRYDPXAEjFQM8geAQPwnxRUJgrsGvF+wgOT0J46hgEDxiEHXu2IM6dwOsnqrAHwa1hMAtmbixVKhbwaynkELwKPp+isylUTMYk1Ih+1BSuwDCxa9hfBQ30CEcdKrglc7gvEmX1exCRdGBf6dC4ISitKUJ+Yx50Xh2M8ma+fSwC0t1nJ5Mo+YUgiL6FhAJx0tP54COOSEKVxo4WcxOv3mc1B0WKfERnnc3v9/k8kLr80AkGDBcn8a4B5g3QlhZgXQsR6BqxiPLHoda4BSH+rgc9FtZ3W40Y5Z/UkVJAAhrEaqwXliJekga/4EedWA7R50UBNiNNHMKHKpUoihAxMNBqeCAsTWUAOqVKWLpAjEZDSxXCWtworfwYcWPOh9VYjoqGYl5fwcL4dp+ZFzhux3oMwmheM+ASHcjzrYEgkfHZGV6PA/rwlICvg+jnEzhZp0Y6hnZEA1DGB2dZ0MKXmSUtUId0X0PABE/KmNl8GBdzzEzWx/E5Dt19TgRBnAJC4R//+Ad+/vln5OXlQaFQwGQyHfIx7AfosccewzvvvMPXP+200/DGG29g4MCBvbWZxCmGLrcGw4NnYrdnNcrduyEGaRA96AzowpP5/cx10Sv4+HeRteexoUcyUc7PvFlEgOXlWcqgMza0QqrSotJdjih3fPto5nJZCe9ckHn3r3UIH38WIIiwNJUjeI8V6b5s/rxbsRZ+pRSJoy+AIXL/7z2bqNjaVMKHMTP2iDvgF0VEI6k9jcHMo3TOEGzbugher4v3YTChw94PKzZch8WIQ1p7YSGznM4Qh6Jg2buIQAzcXjvKha+h0ITA63VgjDiRG1NtE9dCh1A0oRZ6hPLaCta9UYcqVGvrkJl8/iH3P/OUYJd9IZFAEKdg14Pb7cbs2bNxyy23HPZjnnvuObzyyit48803sX79emi1WsyaNQtOZ9dxtwRxLCikKmRHnI5RcZditP5sJFRp2w9UrPhOnzgIJbJCflBlff0szL4Va1AqFnJRwHLzdWIFL0xkRkM7hVwYmmUI9YdhvWQJdsi3IVe1Af4B0fxw3oja9tdmtQ7NqONn1iFRGbDW7Ea2ZyivSYgS4jFamAq5KEdQSPx+292wZyNKlr4HycYiWHZu4cuYyyFzjtyGNdiDHYhDCl/OCjEFj4+fyTPnyTZPAitaubelCuqu+wQqBHk0UHkUkIoSjPZPxTDrMBicwajEbqQKg/hURyYM2LomhQUtoS5YohWwZ0cgc9r8ozaLIpFAEKdoROGJJ57g1x988MFhrc/O4F5++WU8/PDDuOCCC/iyjz76CFFRUfj+++8xZ86c3tpUguhywMoQM1A6NAQbty+G4PbyFkE2F4Ll+GVyNVSaaLSEqlBj3AqXxYih/vGB2gQfG3QUjsYYP9KHnsMPnE0VeajALrSIDfzg3IQ6JCEddZXbEZM6DqLH1V5U2IbcLYHD0shnRLTBBiQ1Fa7FCOcYPpPCKNbsLSw0QClooRV1fK5Cm+ETm4AJhRyaoCjmIMWX+bEDhTQAABu7SURBVEQfH97E6ivKUIRQMaq9BoJtI3ufzGaZeUe0Lc8Qh2EDliJBTONihnVAeHQy6KOyuNeCx2uGNCbtqO2nSSQQRP+n39QolJaWoq6uDjNmzGhfptfrMXbsWKxdu5aEAnHc4Pn0pigkR89Fk6McjbY9EOLikZN2aZdiv5b6InjWbW4vYGSEi1GobMltP7tmdtHRbh23g2bpCzYzglk4KzSBA7HX7+nSXcGiGDaYUZ2/GJmTr2t/XktLBcI94Ty9sB1rudhg1IuVqBBL9qZALGgW6/lAqiplJRKHXczNjMoavsNg9whu9sTqDdg4ZzbLIg+roBND0SI0wasQkeJm7ZLSLgWU7G82AIrZU0tFGTyCFxJ/ELR7TBjoGwERfpTk70Cd190+1+JwIZFAECcG/UYoMJHAYBGEzrDbbfcdCJfLxS9ttLa28muZQgq5tPu+a7lS2uWa6FlOlv0bq0pFbMjeEdIldtY8CevwQNFesC4MTcE+yN0dNQisMDBIHwaFPBDqzzhtDoqXvo0oMY4XT3pFN8plu5GUM4evExI9ALsa8xCJeF4D0YQa5GAs9riLIRW87YIjWB+Oeq0LpZ4d0CIYHjXbFsCn9mAkJvFhVCwaUC4phFqig1Khhkx0Qx8+AP6RU7CzeA3g8ULnCeY+DgOQjgQxmTtOsi1VQYoC9QbuLCnCC4UQSE14RBfUUGOYMLE98rfFtxLxikTI9hZoZolDsLU2F4rsrsWVbTCrZubJYG0q590l0VmTEF0uA/rxd+Nk+f6e8PvXR/u/PyCIRzDr9oEHHsCzzz570HUKCgqQmZnZfpulHu66665DFjOuWbOGFy/W1NQgJqbDz/2yyy7jZzVffPHFAR/3+OOPt6c5OrNw4UJoNB2TAwmCIIgTC7vdjrlz58JsNkOn64jm9RTsxJJHrs97knuH9CRejxPrf3yk17a930YU7rnnHlxzzTUHXSclJVBMdaRERwdc2+rr67sIBXZ72LCA1/yBePDBB7FgwYIuH3xCQgI+emQN5NLu86ZMyV795AS+nsfVdTgOceycKvvXDx8qzdvR4qyEQqJG+NgzoNF3P7jIZTfBWJXPUwKhCTmQKzQoWPoWMq0ZUO9NYbABU1u1ecicfmO7s2H5lv8hslLOvRcYEhUw/73L8d7138Dj6LBf3iFuQCZGcNtpo1gPU0YwYjMmd3n9yryf4bNb4Xa2Yrj/tPbIAKNEzOd1FiWaUijcEsi9UqQgC6q9ZksM5srIuiSYNTTDIragMrIFKeMuO6DfQ8vaJUjzZHVsg+hAqXI3BkfOQn/lVPn+9vf96/F1RIuJE0QoRERE8EtvkJyczMXCkiVL2oUBO+iz7oeDdU4olUp+2Rev2wdIDv0Pzr6k9EPQe5wK+zdWNYRfOAXsoF15QIdIJhAati5FvCsRPsGP/B1rkDTuEsSNvBS5y99HuCOMpwXqlPVIyDyPZQq4FGGYasqR4hzF6w8YbD1Gq90EmVPZfgC2wwa/wCoHPHCKLrjdarg9He5SglyHkJQJqMr7lQ+P8okiRCHwnPzVRMCEFrjhQqZjOHzwIW9vTYQSalRISyGLT8K2pm3Qe3TwCT7Y1V6kDf5Ll9dpw9LaAsEqwOPveA1BlMLiNZ8Q34tT4fvbn/ev10/7/qSuUaioqIDRaOTXPp+P+ykw0tLSEBQUOHNiKYpnnnkGF110EU8vsBTFU089xX0TmHB45JFHEBsbiwsvvLC3NpMgeo3OxXqtI2JQs30xRrrGtrcqhjrCkb/lFxjiBkHtZTUFUjjhaHeQ7Iwgk/PhSPvOn2BmUCox8P/EBk2x+oa2osgKVTlSk6Z1Wd/ttKBy/ffIcY7gpkms1TMOye2PYR4JYOI7KByiQ+ReC0PEsahFBapRBlVaFhIHzYIo+mEz1XCfCI0uCh6XDaaGXVBpw7v4JOjCkrFL/jvincnt77teqEKopqOjgyCIU1QoPProo/jwww/bbw8fPpxf//nnn5g6dSr/u6ioiOdv2rj//vths9lw44038pqGiRMnYtGiRVCpejZ3RBDHG+n6nVA4AiZObfBWRqcLpj25GO4Zw8Uymz7pd+7G7pUfB0yXojL48uisKdi5eQky3YMhgxw1Yil/jmGYyI2PmJujQ3Bgp2oH5KICfhkQN+wcKNWBboo2mspykeBK5E6RrOWRDXtqEmu5NwLrflDqIzBg1EW8HbPE/Cuy3cOgEFSIEZPQoG5GSvoU/jwsJdLm9VBbtArmki0I9YShWWaBEB6C5DGX8nVY3jdJOxR5nrUI80fyAU9euR9D9Gcd1/1PEEQ/FAqsiPFQHgr71lGyH8S///3v/EIQJxNGeyUP53ee58DO4D0uK0IUsXyZRTRxn4MUZCPBk4qqjWthSShB4rBzYIjJgDBGih07l8FhqgNruGR44YZOCEWL2AR3sASDT7+LL2cHaW61XLgMpop8buSojUiERKHi7Y7MdYmJFjYRskmsQ02sDcPG3MinXbZto3vIWOQWrg5k8JQyDBhx6X4FX05bMyy7t2KYa3TgfbmBsrpiNFVuRUTi8MBo8KCBCNckweSqQ5RUiyBFWB98AgRBnPDtkQRxMuPy23mR4E5sRpKYDj+8KMFOqOUG2LwmfnBmJkhs/gKzVGake7OxtWYzPFk2yJVa6CPT0FpbjPiWcMQKgdD9LmyFEc0Iik3FwBHXtBc/MmoK/oRsdw1GeEfx242OWtSG1aJC2YoQVwQXCux1axU1iMk8nw+FKtvwDXxWC69z0MdnIXvm7fyx3Q2naqkpRKwrIHTaiPUloLAiHymNHbMvZBIFwtWUbiCIExESCgRxHIjQJKPC2oh4fzKqsYcbGymhQYw+Bw6PCTtbN8Ptd7WLhDaC/MH8rJ0JBQbzIhgodnQBDRLGoFTYBSQO5h0UnTFX7sAI794zfWb3LMai1lKD0OzxyC1aDbVfw1MBERnjodXHonDpm8gwsxkQOi4gyktLUKdYxadIdodCo4dDVsFdKdtgJZVau4wNtSAI4iSAhAJBHAf0yiiogyJQbi1BiBiGVkkLlKoQhKuTIGgGwKCOxc6GxbD5WtvbDtnButXXhNQSH2Sl1byLQqE1wG62QIGO8L1VbkO4Nnz/FxX3jwSwiZYsjRExYAQvQGTigqUb7JYGaJyK9tdmj0v0pmBLxZaDCoWQmCwUqP5EsFXHDaVYjUWJtACDdWf23M4jCKJPIaFAEMeJtJBxcAZbYfE0IVo+HGpZhwmLThGJodHnYlv9L4jxJUApKlEjqUC0LpOH7Rks3z8Qg7FD+juyxcDI52qhDG69HFp9wIekM6qQKBgdjQhFoKWZHcTdShEKVWBqZNs1h9Ul8HFRHbDbwiH82Ni0zfQp16J6+x8oNeVC5ZYjO2QGNPKuRZQEQZy4kFAgiOOIShbELweCCYeRMZeg3lYMu8+BdO10aOWGLuto5SEYHH0m6l07+W2ZTo9h8tGwHeD5Ekecjz2uz1FtreKpDofCi5TxBx6upg6OhFXhgMNlg3qvuVKVtAy6+A6jpO6QK4N4pwTNbiCIkxMSCgTRj5BJ5IgLzj7oOhqZHunawOyFuOBB3LCm80G6zeiJdSikT76GOzD6/T6oNCHdPidLNaSeNheF67+C4PBwIyVt1AAkZgVamQ8FiQSCOHkhoUAQJxn7HrT3dYjsDqUmBJnTbuRDnFjdAksrHM3rEQRxckFCgSBOcg4UbTgYbRMrj/S5CYI4OSGhQBCnEEcqGg73uQiCOHkhoUAQpyhHm6I40GMJgjh5IaFAEMQRRRtIJBDEqQUJBYIg9oPEAEEQbXQYwxMEQRAEQewDCQWCIAiCILqFhAJBEARBEN1CQoEgCIIgiG4hoUAQBEEQRLeQUCAIgiAIoltIKBAEQRAE0S0kFAiCIAiC6BYSCgRBEARBdAsJBYIgCIIguoWEAkEQBEEQ3UJCgSAIgiCIbiGhQBAEQRBEt5BQIAiCIAiiW0goEARBEATRLSQUCIIgCILoFhIKBEEQBEF0CwkFgiAIgiC6hYQCQRAEQRDdQkKBIAiCIIhuIaFAEARBEP2A1157DQMGDIBKpcLYsWOxYcOGbtfdsWMHLrnkEr6+IAh4+eWX91vn8ccf5/d1vmRmZh7xdpFQIAiCIIg+5osvvsCCBQvw2GOPITc3F0OHDsWsWbPQ0NBwwPXtdjtSUlLwz3/+E9HR0d0+76BBg1BbW9t+WbVq1RFvGwkFgiAIguhjXnrpJcyfPx/XXnstsrOz8eabb0Kj0eC999474PqjR4/G888/jzlz5kCpVHb7vDKZjAuJtkt4ePgRbxsJBYIgCILoJVpbW7tcXC7Xfuu43W5s3rwZM2bM6Dg4SyT89tq1a4/p9YuLixEbG8ujD1deeSUqKiqO+Dlkx7QFBEEQBHGCE5xXA5mk+7Pyo8HrDwiChISELstZaoHVDnSmqakJPp8PUVFRXZaz24WFhThaWJ3DBx98gIyMDJ52eOKJJzBp0iTk5+cjODj4sJ+HhAJBEARB9BKVlZXQ6XTttw+WJuhpzjrrrPa/c3JyuHBISkrCl19+ieuvv/6wn4eEAkEQBEH0EjqdrotQOBCsbkAqlaK+vr7Lcnb7YIWKR4rBYEB6ejp27959RI+jGgWCIAiC6EMUCgVGjhyJJUuWtC/z+/389vjx43vsdaxWK0pKShATE3NEj6OIAkEQBEH0MQsWLMC8efMwatQojBkzhvsi2Gw23gXBuPrqqxEXF4dnnnmmvQBy586d7X9XV1cjLy8PQUFBSEtL48vvvfdenHfeeTzdUFNTw+sjWOTiiiuuOKJtI6FAEARBEH3M5ZdfjsbGRjz66KOoq6vDsGHDsGjRovYCR9atwDoh2mAH/uHDh7fffuGFF/hlypQpWLZsGV9WVVXFRUFzczMiIiIwceJErFu3jv99JJBQIAiCIIh+wO23384vB6Lt4N8Gc2QURfGgz/f555/3yHZRjQJBEARBEN1CQoEgCIIgiOMvFP7xj39gwoQJ3IKStWQcDtdcc81+AyzOPPPM3tpEgiAIgiD6qkaBVWHOnj2bt3a8++67h/04Jgzef//9PjGnIAiCIAjiOAkFZhXJYPaRRwITBj1pMEEQBEEQxNHT77oeWGVnZGQkQkJCMH36dDz11FMICwvrdn02YKPzkA02dIMhU0ghl0q7fZxcKe1yTfQstH97F9q/tH9Pie+vj36f+wOCeKj+imOERRTuuusumEymQ67LWjlYTUNycjJ3j3rooYe4eQSbnsVMIg4EG67RFr3ozMKFC/lzEQRBECcmdrsdc+fOhdlsPqQN8tHATiz1ej1mJNzSK0OhFle+0Wvb3m8jCg888ACeffbZg65TUFCAzMzMo9oYNle7jSFDhvAhFqmpqTzKcPrppx/wMQ8++CB3tOr8wbNpXR89sgZyafcfPFOyVz85ga/ncfmOanuJ7qH927vQ/qX9eyp8fz2+/UcyE/1cKNxzzz28M+FgsJnXPQV7LjYsgw2w6E4osJqGAxU8et0+QHJoAcC+pCQUeg/av70L7V/avyfz99frp5O4E04oMNvHI7V+PBaY/SSznjzSARYEQRAEQfRzHwXmS80GVLBrn8/H/2YXNr2qDZai+O677/jfbPl9993HfajLysr41KwLLriAD7eYNWtWb20mQRAEQRB90fXABlt8+OGH7bfbhlf8+eefmDp1Kv+7qKiIF3owWLHitm3b+GNY4WNsbCxmzpyJJ598krwUCIIgCOJkEwqs2+FQHgqdGy7UajV+++233tocgiAIgiCOApr1QBAEQRBEt5BQIAiCIAiiW0goEARBEATRLSQUCIIgCILoFhIKBEEQBEF0CwkFgiAIgiC6hYQCQRAEQRDdQkKBIAiCIIhuIaFAEARBEES3kFAgCIIgCKJbSCgQBEEQBNEtJBQIgiAIgugWEgoEQRAEQXQLCQWCIAiCILqFhAJBEARBEN1CQoEgCIIgiG4hoUAQBEEQRLeQUCAIgiAIoltIKBAEQRAE0S0kFAiCIAiC6BYSCgRBEARBdAsJBYIgCIIguoWEAkEQBEEQ3UJCgSAIgiCIbiGhQBAEQRBEt5BQIAiCIAiiW0goEARBEATRLSQUCIIgCILoFhIKBEEQBEF0CwkFgiAIgiC6hYQCQRAEQRDdQkKBIAiCIIhuIaFAEARBEES3kFAgCIIgCKJbSCgQBEEQBNEtJBQIgiAIgugWEgoEQRAEQXQLCQWCIAiCILqFhAJBEARBEN1CQoEgCIIgiG4hoUAQBEEQRLeQUCAIgiAIoltIKBAEQRAE0S0kFAiCIAiCOP5CoaysDNdffz2Sk5OhVquRmpqKxx57DG63+6CPczqduO222xAWFoagoCBccsklqK+v763NJAiCIAiiL4RCYWEh/H4/3nrrLezYsQP/+te/8Oabb+Khhx466OPuvvtu/Pjjj/jqq6+wfPly1NTU4OKLL+6tzSQIgiAI4iDI0EuceeaZ/NJGSkoKioqK8MYbb+CFF1444GPMZjPeffddLFy4ENOnT+fL3n//fWRlZWHdunUYN25cb20uQRAEQRDHUyh0JwRCQ0O7vX/z5s3weDyYMWNG+7LMzEwkJiZi7dq1BxQKLpeLX9pobW3l1zKFFHKptNvXkiulXa6JnoX2b+9C+5f27ynx/fXR7/MpJRR2796NV199tdtoAqOurg4KhQIGg6HL8qioKH7fgXjmmWfwxBNP7Lf86icnQKPRHHK72HpE70H7t3eh/Uv792T+/trtdiya+5/jtj1EDwmFBx54AM8+++xB1ykoKOCRgDaqq6t5GmL27NmYP38+epIHH3wQCxYs6BJRSEhIwEePrIFcquz2cUzJsi8pW8/j8vXoNhG0f3sb+v7S/j0Vvr8eX0e0mDiBhMI999yDa6655qDrsHqENlgx4rRp0zBhwgS8/fbbB31cdHQ074owmUxdogqs64HddyCUSiW/7IvX7QMkhxYA7EtKQqH3oP3bu9D+pf17Mn9/vX46iTshhUJERAS/HA4sksBEwsiRI3lRokRy8CYLtp5cLseSJUt4WySDFUBWVFRg/PjxR7qpBEEQBEH01/ZIJhKmTp3KCxFZXUJjYyOvM+hca8DWYSmKDRs28Nt6vZ57L7BUwp9//smLG6+99louEqjjgSAIgiBOIqHwxx9/8AJGFh2Ij49HTExM+6UN1uHAIgasYKUN5rdw7rnn8ojC5MmTecrh22+/7a3NJAiCIIh+wWuvvYYBAwZApVJh7Nix7SfR3cH8htjJNlt/yJAh+OWXX7rcL4oiHn30UX7cZcaHrKOwuLi4/wgFVsfANvJAlzbYDmG3WeShDfaG2c4yGo2w2WxcJHRXn0AQBEEQJwNffPEFj6YzB+Pc3FwMHToUs2bNQkNDwwHXX7NmDa644goehd+yZQsuvPBCfsnPz29f57nnnsMrr7zCzQ7Xr18PrVbLn5M5IB8JNOuBIAiCIPqYl156iXcFsnR7dnY2P7izFv/33nvvgOv/+9//5t2E9913HzclfPLJJzFixAj85z+BdlJ2Ev7yyy/j4YcfxgUXXICcnBx89NFHvMHg+++/77+GS8eDtoiF1+8+pJEHS3mw9huqrO0FaP/2LrR/af+eAt/ftt/xzpHo3uCQx4tjeM42E8CDdeqxbj9Wk8fa/dtgxf8sVcDMBg8EW97ZGoDBogVtIqC0tJTXBHY2MGR1gCylwR47Z86cU1coWCwWfr2s+t1DrktGHr0L7V/avycy9P3tP/uX/a6zg1xPwwz+WGr7cI4XRwMbbMh8fTrDUguPP/54l2VNTU3w+XzcXLAz7Dabm3QgmAg40PptDQNt1wdb55QVCrGxsaisrERwcDAEQeh2vTZjJrauTqc7rtt4KkD7l/bviQx9f/vH/mWRBCYS2O96b8Bq4tiZ96GmGh8tbPv3PQ4dyPenv3PSCQUWrmFdFocL+5KSUOg9aP/2LrR/af+e7N/f3ogk7CsW2KUvCQ8Ph1Qq5eaCnTmY2SBbfrD1267Zss7dhuz2sGHDjmj7qJiRIAiCIPoQhULBDQeZnUAbfr+f3+7ObJAt77x+my1B2/rJyclcLHReh0VyWPfDkRoYnnQRBYIgCII40ViwYAHmzZuHUaNGYcyYMbxjgVkEsC4IxtVXX424uDg+CJFx5513YsqUKXjxxRdxzjnn4PPPP8emTZvaRyWwlMddd92Fp556CgMHDuTC4ZFHHuFpHNZGeSScskKB5YlYUcmJmC86EaD9S/v3RIa+v7R/jzeXX345dzBmBkms2JClBxYtWtRejMhGGXQeg8DmJy1cuJC3Pz700ENcDLCOh8GDB7evc//993OxceONN/IZShMnTuTPeaSpFkHs7b4TgiAIgiBOWKhGgSAIgiCIbiGhQBAEQRBEt5BQIAiCIAiiW0goEARBEATRLae8UCgrK+PTt1jrCBvDmZqayrshesup61TkH//4B6/QZQNODAZDX2/OKTeKljh8VqxYgfPOO4+3kLH2siMdnkN0D2vrGz16NHfNjYyM5C16RUVFtMtOAE55ocB8tJmxxVtvvYUdO3bgX//6F5/axdpNiJ6Bia7Zs2fjlltuoV16nEfREkcGayVj+5SJMaJnWb58OW677TasW7eOGwN5PB7MnDmT73Oif0PtkQfg+eefxxtvvIE9e/Yc/0/kJOaDDz7gBiCsn5c4OlgEgZ2VtY2SZSKXeebfcccdeOCBB2i39iAsovDdd98dsTkNcXgwzwAWWWACYvLkybTb+jGnfEThQJjNZoSGhh73D4MgDkbbKNrOY2MPNYqWIPrz7yyDfmv7PyQU9mH37t149dVXcdNNN/XNJ0IQ3XCwUbRHOjaWIPoSFglj0cXTTjuti5Mg0T85aYUCC8Oy0OHBLvvO+a6ursaZZ57J8+nz58/vs20/WfcvQRAEg9Uq5Ofn8/kERP/npJ31cM899+Caa6456DopKSntf9fU1GDatGm8Or9tqAbRc/uX6JtRtATR37j99tvx008/8Q6T+Pj4vt4c4lQWChEREfxyOLBIAhMJbMzn+++/32XwBnHs+5fo+VG0bQV2baNo2Y8vQfRn2FghVnTLCkSXLVvGW9KJE4OTVigcLkwkTJ06FUlJSXjhhRd4JW4bdJbWM7CpZ0ajkV+zHHteXh5fnpaWhqCgoB56lVODQ42iJY4Nq9XK65TaKC0t5d9XVnCXmJhIu/cY0w1s2uEPP/zAvRTa6mr0ej33sCH6MeIpzvvvv8+mZx7wQvQM8+bNO+D+/fPPP2kXHwWvvvqqmJiYKCoUCnHMmDHiunXraD/2EOw7eaDvKvsOE8dGd7+z7DeY6N+QjwJBEARBEN1CyXiCIAiCILqFhAJBEARBEN1CQoEgCIIgiG4hoUAQBEEQRLeQUCAIgiAIoltIKBAEQRAE0S0kFAiCIAiC6BYSCgRBEARBdAsJBYIgCIIguoWEAkEQBEEQ3UJCgSAIgiCIbiGhQBAEQRAEuuP/AdBUZ3Xnd6ziAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "epochs = 10+1\n",
    "N = X.shape[0]\n",
    "\n",
    "for t in range(epochs):\n",
    "\n",
    "    # Predict on data (forward pass)\n",
    "    y_pred = mlp.forward(X)\n",
    "\n",
    "    # Calculate and store loss\n",
    "    loss = cross_entropy(y_pred, y)\n",
    "    loss_history.append(loss)\n",
    "\n",
    "    # Step 1 (BCE node): compute dL/dy_pred  (note the 1/N from the mean)\n",
    "    grad_y_pred = (1 / N) * (-(np.divide(y, y_pred) - np.divide(1-y, 1-y_pred)))\n",
    "\n",
    "    # Steps 2-5: backpropagate through sigmoid, linear, ReLU, linear\n",
    "    mlp.backward(y_pred, grad_y_pred)\n",
    "\n",
    "    # Visualize decision boundary with data overlay, and weight vectors\n",
    "    if t % (epochs // 10) == 0:\n",
    "        fig, ax = plt.subplots(figsize=(6, 6))\n",
    "        display = plot_decision_boundary(mlp, X, ax=ax)\n",
    "        plt.colorbar(display.ax_.collections[0], ax=ax)\n",
    "        visualize_dataset(X, y, title=f\"t = {t}, Loss = {round(loss, 4)}\", ax=ax)\n",
    "        visualize_weights(mlp)\n",
    "\n",
    "    mlp.update()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e2ba685c-751b-4c3d-b41f-83217a1fe68f",
   "metadata": {
    "id": "e2ba685c-751b-4c3d-b41f-83217a1fe68f"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(loss_history)\n",
    "plt.title(\"Training Loss\")\n",
    "plt.xlabel(\"Epoch\")\n",
    "plt.ylabel(\"Binary Cross-Entropy\")\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "01e8cc66-66f6-49c8-bac1-280e2abeb689",
   "metadata": {
    "id": "01e8cc66-66f6-49c8-bac1-280e2abeb689"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy = 0.998\n"
     ]
    }
   ],
   "source": [
    "threshold = 0.5\n",
    "acc = np.sum((y_pred > threshold) == y) / X.shape[0]\n",
    "print(f\"Accuracy = {acc}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6fe25de",
   "metadata": {},
   "source": [
    "### Gradient Checking\n",
    "\n",
    "How do we know our `backward()` implementation is correct? We can verify it with **numerical gradient checking**. Recall from the lecture that the derivative is defined as:\n",
    "\n",
    "$$\\frac{df}{dx} \\approx \\frac{f(x+h) - f(x-h)}{2h}$$\n",
    "\n",
    "We perturb each weight element by a small $h$, compute the loss twice, and compare the finite-difference gradient to our analytic gradient. If the relative error is small ($< 10^{-5}$), our backprop is correct."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d7e545a8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gradient check (analytic vs. numerical):\n",
      "  w1: relative error = 4.68e-11  [OK]\n",
      "  w2: relative error = 3.42e-11  [OK]\n",
      "  b: relative error = 1.69e-11  [OK]\n"
     ]
    }
   ],
   "source": [
    "def numerical_gradient(param, forward_fn, h=1e-5):\n",
    "    \"\"\"Compute numerical gradient of loss w.r.t. each element of param.\"\"\"\n",
    "    grad = np.zeros_like(param)\n",
    "    it = np.nditer(param, flags=['multi_index'])\n",
    "    while not it.finished:\n",
    "        ix = it.multi_index\n",
    "        old_val = param[ix]\n",
    "\n",
    "        param[ix] = old_val + h\n",
    "        loss_plus = forward_fn()\n",
    "        param[ix] = old_val - h\n",
    "        loss_minus = forward_fn()\n",
    "\n",
    "        grad[ix] = (loss_plus - loss_minus) / (2 * h)\n",
    "        param[ix] = old_val\n",
    "        it.iternext()\n",
    "    return grad\n",
    "\n",
    "def check_gradient(name, param, analytic_grad, forward_fn):\n",
    "    \"\"\"Compare analytic gradient to numerical gradient and print relative error.\"\"\"\n",
    "    num_grad = numerical_gradient(param, forward_fn)\n",
    "    diff = np.linalg.norm(analytic_grad - num_grad)\n",
    "    norm_sum = np.linalg.norm(analytic_grad) + np.linalg.norm(num_grad)\n",
    "    rel_error = diff / max(norm_sum, 1e-8)\n",
    "    status = \"OK\" if rel_error < 1e-5 else \"FAIL\"\n",
    "    print(f\"  {name}: relative error = {rel_error:.2e}  [{status}]\")\n",
    "\n",
    "# Run a fresh forward + backward pass to get current analytic gradients\n",
    "y_pred = mlp.forward(X)\n",
    "N = X.shape[0]\n",
    "grad_y_pred = (1 / N) * (-(np.divide(y, y_pred) - np.divide(1 - y, 1 - y_pred)))\n",
    "mlp.backward(y_pred, grad_y_pred)\n",
    "\n",
    "# Define a helper that computes the loss from the current weights\n",
    "def compute_loss():\n",
    "    preds = mlp.forward(X)\n",
    "    return cross_entropy(preds, y)\n",
    "\n",
    "print(\"Gradient check (analytic vs. numerical):\")\n",
    "check_gradient(\"w1\", mlp.w1, mlp.grad_w1, compute_loss)\n",
    "check_gradient(\"w2\", mlp.w2, mlp.grad_w2, compute_loss)\n",
    "check_gradient(\"b\",  mlp.b,  mlp.grad_b,  compute_loss)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ff1d412",
   "metadata": {},
   "source": [
    "### Geometric Interpretation of Learned Weights\n",
    "\n",
    "Each column of $\\mathbf{w}_1 \\in \\mathbb{R}^{2 \\times 3}$ is a 2D vector that defines a half-plane (via the ReLU). Together, the three hidden neurons partition the input space into regions. For the concentric circles dataset, we'd expect the network to learn weight vectors that are roughly **evenly spaced** around the origin (~120 degrees apart), so that their intersection carves out a triangular approximation of the circular decision boundary.\n",
    "\n",
    "Let's measure the angles between each pair of weight vectors to verify this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8696ed7b-03ef-4ae9-8b36-92a4a8f544b6",
   "metadata": {
    "id": "8696ed7b-03ef-4ae9-8b36-92a4a8f544b6"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Angle between weight 0 and 1 is 118.31 degrees.\n",
      "Angle between weight 0 and 2 is 126.05 degrees.\n",
      "Angle between weight 1 and 2 is 115.64 degrees.\n"
     ]
    }
   ],
   "source": [
    "idx = [0, 1, 2]\n",
    "for i, j in itertools.combinations(idx, 2):\n",
    "    wi, wj = mlp.w1[:, i], mlp.w1[:, j]\n",
    "    print(f\"Angle between weight {i} and {j} is {np.degrees(np.arccos((wi @ wj) / (np.linalg.norm(wi) * np.linalg.norm(wj)))):.2f} degrees.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "776381d6-ca4f-4ffd-9394-7466406bc5fd",
   "metadata": {
    "id": "776381d6-ca4f-4ffd-9394-7466406bc5fd"
   },
   "source": [
    "### Exercise: Implement the Backward Pass Yourself\n",
    "\n",
    "Now it's your turn! The class below has the same `forward()` method, but `backward()` has blanks for you to fill in. Use the lecture slides (Steps 1-5) and the **upstream $\\times$ local** pattern to derive each gradient.\n",
    "\n",
    "**Hints:**\n",
    "- The **shape rule** is your best friend: $\\frac{\\partial \\ell}{\\partial \\mathbf{x}}$ always has the same shape as $\\mathbf{x}$.\n",
    "- For a linear layer $Y = XW$: $\\frac{\\partial \\ell}{\\partial W} = X^\\top \\frac{\\partial \\ell}{\\partial Y}$ and $\\frac{\\partial \\ell}{\\partial X} = \\frac{\\partial \\ell}{\\partial Y} W^\\top$ (multiply gate pattern).\n",
    "- ReLU is a max gate: it **routes** the gradient where the input was positive and **kills** it elsewhere."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e33ef511",
   "metadata": {},
   "outputs": [],
   "source": [
    "class MLPClassifierExercise():\n",
    "    def __init__(self, lr=1e-2, in_dim=2, out_dim=1, h_dim=3):\n",
    "        self.lr = lr\n",
    "        self.w1 = np.random.randn(in_dim, h_dim) * np.sqrt(2 / in_dim)\n",
    "        self.w2 = np.random.randn(h_dim, out_dim) * np.sqrt(2 / h_dim)\n",
    "        self.b = np.zeros(out_dim) + 0.1\n",
    "\n",
    "    def forward(self, x):\n",
    "        self.x = x\n",
    "        self.h = relu(self.x @ self.w1)\n",
    "        self.z = self.h @ self.w2 + self.b\n",
    "        y_pred = sigmoid(self.z)\n",
    "        return y_pred\n",
    "\n",
    "    def backward(self, y_pred, grad_y_pred):\n",
    "        \"\"\"\n",
    "        TODO: Implement the backward pass. Fill in each gradient below.\n",
    "        grad_y_pred is dL/dy_pred (already computed for you; this is Step 1).\n",
    "        \"\"\"\n",
    "        # Step 2 (Sigmoid): dL/dz = dL/dy_pred * sigma'(z)\n",
    "        # Hint: sigma'(z) = y_pred * (1 - y_pred)   (the \"sigmoid trick\")\n",
    "        grad_z = None  # TODO\n",
    "\n",
    "        # Step 3 (Linear layer z = h @ w2 + b):\n",
    "        self.grad_w2 = None  # TODO: dL/dw2\n",
    "        self.grad_b  = None  # TODO: dL/db (remember b is broadcast across batch)\n",
    "        self.grad_h  = None  # TODO: dL/dh (to pass upstream)\n",
    "\n",
    "        # Step 4 (ReLU): dL/d(Xw1) = dL/dh * 1[Xw1 > 0]\n",
    "        grad_xw1 = None  # TODO\n",
    "\n",
    "        # Step 5 (Linear layer Xw1):\n",
    "        self.grad_w1 = None  # TODO: dL/dw1\n",
    "\n",
    "    def update(self):\n",
    "        self.w1 -= self.lr * self.grad_w1\n",
    "        self.w2 -= self.lr * self.grad_w2\n",
    "        self.b  -= self.lr * self.grad_b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2ed0c4fa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gradient check for your implementation:\n"
     ]
    },
    {
     "ename": "TypeError",
     "evalue": "unsupported operand type(s) for -: 'NoneType' and 'float'",
     "output_type": "error",
     "traceback": [
      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
      "\u001b[31mTypeError\u001b[39m                                 Traceback (most recent call last)",
      "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[14]\u001b[39m\u001b[32m, line 14\u001b[39m\n\u001b[32m     10\u001b[39m     preds = mlp_ex.forward(X)\n\u001b[32m     11\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m cross_entropy(preds, y)\n\u001b[32m     12\u001b[39m \n\u001b[32m     13\u001b[39m print(\u001b[33m\"Gradient check for your implementation:\"\u001b[39m)\n\u001b[32m---> \u001b[39m\u001b[32m14\u001b[39m check_gradient(\u001b[33m\"w1\"\u001b[39m, mlp_ex.w1, mlp_ex.grad_w1, compute_loss_ex)\n\u001b[32m     15\u001b[39m check_gradient(\u001b[33m\"w2\"\u001b[39m, mlp_ex.w2, mlp_ex.grad_w2, compute_loss_ex)\n\u001b[32m     16\u001b[39m check_gradient(\u001b[33m\"b\"\u001b[39m,  mlp_ex.b,  mlp_ex.grad_b,  compute_loss_ex)\n",
      "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[11]\u001b[39m\u001b[32m, line 22\u001b[39m, in \u001b[36mcheck_gradient\u001b[39m\u001b[34m(name, param, analytic_grad, forward_fn)\u001b[39m\n\u001b[32m     19\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m check_gradient(name, param, analytic_grad, forward_fn):\n\u001b[32m     20\u001b[39m     \u001b[33m\"\"\"Compare analytic gradient to numerical gradient and print relative error.\"\"\"\u001b[39m\n\u001b[32m     21\u001b[39m     num_grad = numerical_gradient(param, forward_fn)\n\u001b[32m---> \u001b[39m\u001b[32m22\u001b[39m     diff = np.linalg.norm(analytic_grad - num_grad)\n\u001b[32m     23\u001b[39m     norm_sum = np.linalg.norm(analytic_grad) + np.linalg.norm(num_grad)\n\u001b[32m     24\u001b[39m     rel_error = diff / max(norm_sum, \u001b[32m1e-8\u001b[39m)\n\u001b[32m     25\u001b[39m     status = \u001b[33m\"OK\"\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m rel_error < \u001b[32m1e-5\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m \u001b[33m\"FAIL\"\u001b[39m\n",
      "\u001b[31mTypeError\u001b[39m: unsupported operand type(s) for -: 'NoneType' and 'float'"
     ]
    }
   ],
   "source": [
    "# Verify your exercise implementation with gradient checking\n",
    "np.random.seed(231)\n",
    "mlp_ex = MLPClassifierExercise(lr=5.0, h_dim=3)\n",
    "y_pred_ex = mlp_ex.forward(X)\n",
    "N = X.shape[0]\n",
    "grad_y_pred_ex = (1 / N) * (-(np.divide(y, y_pred_ex) - np.divide(1 - y, 1 - y_pred_ex)))\n",
    "mlp_ex.backward(y_pred_ex, grad_y_pred_ex)\n",
    "\n",
    "def compute_loss_ex():\n",
    "    preds = mlp_ex.forward(X)\n",
    "    return cross_entropy(preds, y)\n",
    "\n",
    "print(\"Gradient check for your implementation:\")\n",
    "check_gradient(\"w1\", mlp_ex.w1, mlp_ex.grad_w1, compute_loss_ex)\n",
    "check_gradient(\"w2\", mlp_ex.w2, mlp_ex.grad_w2, compute_loss_ex)\n",
    "check_gradient(\"b\",  mlp_ex.b,  mlp_ex.grad_b,  compute_loss_ex)"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "provenance": []
  },
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
