{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyM3+Je13V4qllvM+lBzusNS"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","execution_count":2,"metadata":{"id":"irEl3diqWU0v","executionInfo":{"status":"ok","timestamp":1681499972495,"user_tz":420,"elapsed":176,"user":{"displayName":"Zane Durante","userId":"09764600543497554762"}}},"outputs":[],"source":["import numpy as np\n","from numpy.random import randn, randint, seed\n","import matplotlib.pyplot as plt\n","from sklearn.inspection import DecisionBoundaryDisplay"]},{"cell_type":"code","source":["def plot_decision_boundary(\n","    estimator,\n","        X,\n","        *,\n","        grid_resolution=100,\n","        eps=1.0,\n","        plot_method=\"contourf\",\n","        xlabel=None,\n","        ylabel=None,\n","        ax=None,\n","        **kwargs,\n","    ):\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","        xlabel=\"\",\n","        ylabel=\"\",\n","    )\n","    return display.plot(ax=ax, plot_method=plot_method, **kwargs)"],"metadata":{"id":"_HqRLVvrWXok","executionInfo":{"status":"ok","timestamp":1681499972643,"user_tz":420,"elapsed":5,"user":{"displayName":"Zane Durante","userId":"09764600543497554762"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["N, D_in, H, D_out = 64, 2, 100, 1\n","loss = 0.8005 # Used to initialize plots correctly, will be different with different seed \n","def get_weights():\n","    seed(0)\n","    w1, w2 = randn(D_in, H), randn(H, D_out)\n","    return w1, w2\n","\n","def get_label(x):\n","    rand = randn(1, 1)\n","    if rand < -1:\n","        return 0\n","    if x[0] > 0.5 or x[1] < -1:\n","        return 1\n","    return 0\n","\n","def get_labels(xs):\n","    ys = []\n","    for x in xs:\n","        ys.append(get_label(x))\n","    return np.array(ys).reshape(N, 1)\n","\n","def get_dataset(N=64, D_in=2):\n","    seed(0)\n","    x = randn(N, D_in)\n","    y = get_labels(x)\n","    return x, y\n","\n","def visualize_dataset(x, y, title=\"Visualization of dataset\"):\n","    scatter = plt.scatter(x[:,0], x[:,1], c=y)\n","    plt.title(title)\n","    plt.legend(handles=scatter.legend_elements()[0], labels=[0,1])\n","    plt.figure(figsize=(14, 10))\n","    plt.savefig(\"fig.png\")\n","    plt.show()"],"metadata":{"id":"ulqF9n2EWdh9","executionInfo":{"status":"ok","timestamp":1681499973155,"user_tz":420,"elapsed":175,"user":{"displayName":"Zane Durante","userId":"09764600543497554762"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","source":["x, y = get_dataset()\n","visualize_dataset(x, y)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":469},"id":"k644wtsHWean","executionInfo":{"status":"ok","timestamp":1681499973891,"user_tz":420,"elapsed":211,"user":{"displayName":"Zane Durante","userId":"09764600543497554762"}},"outputId":"97e039f3-449d-4c8c-fc35-8a901bc9bbf5"},"execution_count":5,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1400x1000 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"code","source":["def sigmoid(x):\n","    return 1 / (1 + np.exp(-x))\n","\n","def cross_entropy(preds, labels):\n","    return -np.mean(labels * np.log(preds) + (1 - labels) * np.log(1 - preds))"],"metadata":{"id":"mt9d1AArWfp9","executionInfo":{"status":"ok","timestamp":1681499974035,"user_tz":420,"elapsed":5,"user":{"displayName":"Zane Durante","userId":"09764600543497554762"}}},"execution_count":6,"outputs":[]},{"cell_type":"code","source":["class Classifier():\n","    def __init__(self):\n","        self.w1, self.w2 = get_weights()\n","    \n","    def forward(self, x):\n","        self.x = x\n","        z1 = self.x @ self.w1\n","        self.h = sigmoid(z1)\n","        z2 = self.h @ self.w2\n","        y_pred = sigmoid(z2)\n","        return y_pred\n","    \n","    def backward(self, y_pred, y):\n","        grad_y_pred = -(np.divide(y, y_pred) - np.divide(1-y, 1-y_pred))\n","        grad_w2 = self.h.T @ (y_pred * (1-y_pred) * grad_y_pred) \n","        grad_h = self.w2.T * (y_pred * (1-y_pred) * grad_y_pred)\n","        grad_w1 =  self.x.T @ (self.h * (1-self.h) * grad_h)\n","\n","        # Update parameters\n","        self.w1 -= 1e-4 * grad_w1\n","        self.w2 -= 1e-4 * grad_w2"],"metadata":{"id":"yeXB0N3lWghm","executionInfo":{"status":"ok","timestamp":1681499974817,"user_tz":420,"elapsed":4,"user":{"displayName":"Zane Durante","userId":"09764600543497554762"}}},"execution_count":7,"outputs":[]},{"cell_type":"code","source":["# Create model (calls __init__ to set random weights)\n","clf = Classifier()"],"metadata":{"id":"9aQm3bQLWhnb","executionInfo":{"status":"ok","timestamp":1681499975582,"user_tz":420,"elapsed":4,"user":{"displayName":"Zane Durante","userId":"09764600543497554762"}}},"execution_count":8,"outputs":[]},{"cell_type":"code","source":["for t in range(10000):\n","    \n","    # Visualize classifier\n","    if t == 5 or t == 20 or t== 100 or t % 1000 == 0:\n","        plot = plot_decision_boundary(clf, x) \n","        visualize_dataset(x, y, title=\"Loss = {}\".format(round(loss, 4)))\n","    \n","    # Predict on data (forward)\n","    y_pred = clf.forward(x)\n","    \n","    # Backpropogate errors\n","    clf.backward(y_pred, y)\n","    \n","    # Calculate loss for next plot \n","    loss = cross_entropy(y_pred, y)"],"metadata":{"id":"nEIUCtHwWlyB","executionInfo":{"status":"ok","timestamp":1681499983962,"user_tz":420,"elapsed":7637,"user":{"displayName":"Zane Durante","userId":"09764600543497554762"}},"outputId":"4d035bb6-b95c-4242-901c-3b0901fe7b1d","colab":{"base_uri":"https://localhost:8080/","height":1000}},"execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1400x1000 with 0 Axes>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1400x1000 with 0 Axes>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1400x1000 with 0 Axes>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1400x1000 with 0 Axes>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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45fWSX2+AoWNEbr31Vpx//vmYOnUq+vv78cgjj+DZZ5/FE088YeRliRyLY0ao3DCEjExof3Gb1IX2l34yR09XNzRNQ2Nz85DbG5ubsP29LSM61xmT30P2QRjDGRpE2tvbcfnll2Pfvn2ora3FwoUL8cQTT+Dss8828rJEjsYwQuWCIWTkgi21RR5n36EL50zdjES4+OMNDSI///nPjTw9UdliGCGyjpVrhcxY0oraCXXoa+vNPk5EAHUT69C6tLXk165vbICqqujq6Bhye1dHJ5rGjSvqHOdM3Tzi65o+RoSIiuN7ew/HjZBjObUaYvWCZYqq4MPf/mjmm8NXTj/w/Ye/++Fh64mUQpXbjfnHHIW1a54fvE3Xdax97nkcfcJxeX/2nKmbRxVCAAYRIttjGCGncWoIsYuFHzgGV/731aibUDfk9rqJdbhq5VU4+sKjDbv25Z/7LB59+H+w+n/+F1s3v4dv33QrYpEYLv7UpTl/5uQJ28d0Te6+S+QA7Kohp3ByCLG6GnKoYz5yFBZedCS2vrgVof0hBFuCaF06fGXVUjv/Ix9CT2cXfvLdu9HZ3oG5R83H/Y/+Ek3jmrMe73OlsnchjQCDCJFDMIwQGcdOIWRgsTJFVTBr2SzTr//Jz16FT372qoLHVVcl0F+C67FrhshB2E1DdubUaogdQ4jdBd3xkp2LQYTIYRhGyI4YQsauEkMIwCBC5EicUUN2whAydpUaQgAGESJHYxghGh2GkJEJuuOGhBCAQYTI8RhGyEpOrYbYhVNCiJEYRIjKAMMIWcGpIcQu1RCGkAwGEaIywTBCZmIIKX9mhBCAQYSorHAQK1Fudgohdq+GmBVCAAYRorLEMEJGcmI1hCGkeGaGEIBBhKhsMYyQERhCxmZEIURq8GvrEdSehl9bD0jjA4zZIQTgEu9EZY3LwlOlc2oIqdGeQ0vqJ6hCx+BtKTRjf9WN6FdPNaJ5eOfl53D/Pf+Nt9ZtQHtbO/77N/fh3AvPNuRah2JFhKjMcdwIlYoTqyF2MdIQMil1O1yHhBAAcKEDk1K3o0Z7rqRtG1gjJBqJYf5R8/CdH32zpOcvhBURogrB6giNhRNDiF2qISPtjmlJ/QQAIA67SyCz0W1L6ifoV04GhDrmth3aFXP6uafh9HNPG/M5R4oVEaIKwsoIVQpHhhAAfv0tVKFjWAgZIABUoQN+/a0xt82K8SDZMIgQVRiGERopp1VDnBpCAMCFrpIel4tdQgjAIEJUkRhGqFgMIaMj3KNrRxqNJT0uGzuFEIBBhKhicRArlRvbhBDX6NsRVY5CCs2QOe6XyMyeiSpHjer8dgshAIMIUcVjGKFcnFYNsQP/5P6xnUCo2F91IwAMCyMD3++vunFUA1XtGEIABhEiAsMIDee0EGKHakj19L6SnKdfPRV7qu5AGs1Dbk+jGXuq7hjVOiLFhJBIOIINb2zEhjc2AgB27diFDW9sxJ5de0d8vZHg9F0iAsDpveRc5RRCBvSrp6JfORl+/S240IU0GjPdMQZWQt58/S1cev6/Dn7/rVu+CwD42Kc+gh/+9Psjvm6xGESIaNBAZYSBpLI5qRpSjiFkkFARVY8Z0ylG0h2z9NQTsTOyZUzXGw12zRDRMOyqqVwMISNjWAgZo4HVUp2AQYSIsmIYITtjCMnNKQFkAIMIEeXEMFJZnFQNsRpDSOkwiBBRXlxvpDI4KYRYXQ1hCCktBhEiKgrDCNmB1SGkECklAAnIXEuSGcOqECIP+d/RYhAhoqIxjJQnp1RD7BBCClVD+vQEUroOmUyb1CLrQoiW0qFLDUmM7fqcvktEI8L1RsoLQ0jxiumSics0/hHegXM6q1CPRgi3CxC59tItQZuqEkgnDDt9TlJK9HeFsU/uQELExnQuBhEiGjGGETKTU0LIgD+F3wUAnJJOoUpRABgTRHyuFMa4oPyoSQBRvR9viefH/M9jECGiUeHiZ9Y6cuZ+fOC0zZg6oRf9UQ/+/tIMPPvKdKRSxf9Zd0o1xGojHZwqAfxf+F08FdmGWsUDYUBF5OQJ28c6NGNMJHRERQi6GHtIZBAhojFhdcRsEl+47AVcdOYmpDUBlyqh6QJLFu7Gpz74Br78/fPR1RuwupElY3U1ZCwzZOIyjbhW+rEi50zdbFklxAgcrEpEY8ZBrOb58FkbcdGZmwAALjXzkVhVMv8/sSWEOz7/NIr5qOyEaoiTQ4hRzpm62eomlByDCBGVBMOI8RSh49IL3sw5M9SlSsxv7cC81o6852EIKYwhxDwMIkRUMgwjxpo0PoRxDdG8kzDSmsDxRzr798AQMly5hhCAQYSISoxhxDiqKGJ0ogRUNfcbuROqIVZiCDEfB6sSUclxRo0x9rQHEY64UR1I5jzG5ZLYuGWcia0qLSurIXYLIeUeQAawIkJEhmF1pLRSaRWr/z4Pup69b0bTBPZ1VOOVtydnvd/u1RCGkIMqJYQADCJEZDCGkdJ6+I/HYP2m8ZAS0A9539Y0gWi8Crf9f2dBSuNW8jSK1eNC7KSSQgjArhkiMgHXGimdVMqFW/7jXJxz8hZ86Ix3MGlcCJGYG397sRV/+Nt8dOZYQ8Tu1RAr2akaUmkhBGAQISKTMIyUTlpT8Zfn5uAvz80p6ni7hxB2yWRUYggB2DVDRCZiNw0djiEko1JDCMAgQkQmYxgxl52rIQwhGZUcQgAGESKyAMMIMYRkVHoIARhEiMgiDCPGs3M1xCoMIfbDIEJElmEYqUxWVUMYQuzJ0CCyYsUKnHDCCaipqcG4ceNw8cUXY/NmPvhEdBDDiDHsWg1hCGEIOZyhQWTNmjW44YYb8NJLL+Gpp55CKpXCOeecg0gkYuRlqYxJTYMeDkMLhaCHI5CaZnWThpC6DqlpkLm2RyWqYFy0jCEkGyFN/IvZ0dGBcePGYc2aNTj11FOH3Z9IJJBIJAa/D4VCmDJlCs6acC1cij3TPZlDSgm9PwwZDg+7T6mpgagOQOTbktRgejwBPdwPJFOZG4SACPihVFdDKOwBLQbXGCkdVkOGsks1pJJCyIddz2PZgr3o6+tDMBjMe6ypfyH7+jJPhoaGhqz3r1ixArW1tYNfU6ZMMbN5ZGMyHMkaQgBA7++HjEZNbtEh149GoXd3HwwhACAlZDgCrasLUh/7H18pZabSUsbVFnbRlDeGkMoIIZfVv4DL6l8Y0c+YVhHRdR0f+tCH0Nvbi+effz7rMayIUDZS16HtbwfyPVUVAbWlxfSqiNR0aPv35z1GVFdDDdaM7vwHAo0eiRzcWMTlglIdgPD5LK0CGYWVkbGxuhoyIdiPqQ19iCSrsHFfM3SpMIRUUAgZEO7Xi66ImLbE+w033IC33347ZwgBAI/HA4/HY1aTyCFkIpk/hACALiGTSQiTnz8yVrgSIyMRyJrqEYcGKSW07h7gkHAOAEinoff2QaS1UQccO+NS8M40pb4Pt5zzHE6asXvwtvZ+P+7ZdDx+t32e6e1hCDHXSKsghzKla+bGG2/En/70JzzzzDOYPDn79tREOckiP02VoAtkpGQ6XcRBEtBHXniUsdjwEHLo/eEwZCqV834nYzfN6FhVDZlYG8LDlz+GxdOG/t6aq6P47gnP4TNz1pvaHoYQc40lhAAGBxEpJW688UasWrUKf//73zF9+nQjL0dlSriKK9wVe1xJFVvlGEUPih4pXG0p5pixkFJCj8eh9/dnBguXafApB1Z2yXzu1JdR7UnCpQwN3AMvjy8f9TIaPDFT2sIQYq6xhhDA4K6ZG264AY888ghWr16NmpoatLW1AQBqa2vh8/mMvDSVk6oqQFWBfFN1q6ogqqrMa9MBitcLrVAY8LhHN3OmiGqLkcFAplKZrqFDH/f+fsDthlpfD6EaW1BlF40z+N1JnDNvK1xq7qqfIiQ+NPU9rHxvoaFtYQgxTykCyABD/5Lcd9996Ovrw/LlyzFhwoTBr9/+9rdGXpbKjBACan1dvgOg1tWa1p4h3O5MUMpDrR7lOI5iqi0GTQ2W6TS0zq7s4S+ZzMwGMmGcO7toimNlNaTBH0OVmr9bVNcVTApkn/VWbhhCRs7Qiki5TjMk8wm3G2pTE7T+/qHjJjweqMEaS6ohwIGQ1NgA7fDpuwAgAKWuDsIzujcJ4fNCFqi2KD7vqM5diB6J5h8gnE5DxuMQJlQ2WRmxt764F7oElDy5WRES3QljnqsD7FANYQgZHQs61YlGR7ir4GpsyKymquuAqtpisTChKFAbG4FUCnosDkgJUeXKTK8dQ/uUQABaNJY7EKgqhNeYIFDUbKBYHDA4iEgpIWNxqOu2AJoGGfBBn9wE1PgNva6TWD1dtz/uwT+3TsXSGbuGjREZIITE/+2caVgbGELMYUQIARhEyIGEqmbGjNiIECIzdsJdujcF4XJBbThQbTk8jLhUqA0NEPk+ho5FEbN8SrFQW97za9pg99BAnJM9/VB3tUObMQH6TFZJ7OK+fyzGkmm7oQkJ9bCnpC6BR7bOx+5I/rUkRoshxBxGhRCAu+8S2ZrwuKGOb8l08QT8EIEAlIYGqM3Nxs4SKiLoGXl9KSW0ru5hY1TEgXykbtsHsbfLsOs7hdXVkAHvtDXjiuc+gH3RagAHc2xKV/DzzQvx7XUnG3JdhhBzGBlCAFZEiGxPCAHh9wEwb6aZEghAD4XyH+M3rntEJpN5Zw1JAOr2fUhPaCh+CjUZ6pXOiTj9z5/E0nF70BrsRThVhWf2HYHepDFjQxhCjGd0ABnAIEJEw4iAH4jFgBzTg0XAD+E2boCwjOdeyA04sCxLJJ4ZIDzKwcBUOgNLuEsIvNA+GS+0G7twJUOI8cwKIQC7Zogoi4HZQCIQGFpxUBQowSCUAntHmGYUK9aWC7t0y1i1j4yVGEJKixURIspKKArU2iBkTQ2gHegmcblM2WhPVFWhUMSQbherIRazIoRYXQ1hCCk9BhEiyksoAlDMXadF+LxASMm5f5AEoE8Zl3/xijJml2qI2RhCjGVFCAHYNUNENpRZTbc+50BU4XFDnz7e5FbRocyuhjCEGMuqEAKwIkJENiU8bqjNTdDDkcxOxFICLheUQADC70PKBovZWcEO1RCGkPJhZQAZwCBCRLYlXK7MPkJZ9hLi0u+VgSHEOHYIIQC7ZoiIHKMSqyFWYggxB4MIETkWd+c1VyV1yTCEmIdBhIjIAayuhjCElAe7hRCAQYSIHI5VkfJj9biQcmXHEAIwiBAR2V4lVUOsDiHlWg2xawgBGESIiCgPhhDns3MIARhEiKgMlHP3jNXVkErBEGIdriNCRERZOa0aMt/fjbMbdqJaTeH9eA3+1DUdvWlPwZ9jCLEWgwgRlY+BvWnKZNVVK6shYw0hS8ftxhWz3sYJzfsgpcBzbZPxi/eOwhvdLcOOHWsI8SkpfL/1BZxStw9pKSAloAqJL0x+A3ftXITHOmbm/NlyDCFOCSADGESIyNGklJDxOKqeeQNIpQAAejAAfVoL5PgGi1tXmT4373XcdNQrSOsCLiWzj/IFU7bhg1O34v+9eip+t33e4LGlqISsmPEiTqptAwC4hAQObFEkIHHbtFfRlfLi2d7Jw36OIcQeyuNjAxFVLD3UD72ndzCEAIAIReB6cxuU93Zb1zAHG0s1ZHHzXtx01CsAMBhCBv5bEcB3jn8O02t6AZQmhLT6erG8fi9UIYfdJwSgSeDaiRuG3ccQYh8MIkTkWHoiARmJDLt9YM9edXsbRE+/uY0qEau6ZcbaJXP5zLeR1rPvmgwAuhT4ZOvwYDBaZ9TtRlrmvp4qgHmBHrS4Dz5PGELshUGEiBxLzxJCDiUFoOzqMKk1BACLmtuGVEIO51IkTmhuK9lUXZ+qQea+3MHjFA0AQ4gdcYwIETlXKp33biEBhPKHFTtyajUEyFQ8CpFVpZuNsy0WzIwLySOuqWhL+hlCbIoVESJyrsLveZBlMoPGaKWaqvvM3ql5u2Y0KfB838SSXAsA/tYzBWGtCnqOLJKWAn/smo5TJ28t2TXtohxCCMAgQkQOJrzevPdLALKl3pzGlIjTFzB7eMsCCCBrMNAkkNQVPNbRWrLrxXUX/t/2EyEhho0VSUuB3fFqbISvZNezi3IJIQCDCBE5mBIIZKZGZCEBQFWgT24efmc8CbG7A8r7+yG6QyhqkEEZK+XCZe/2NeJLL50JTSqDlREpM5WQpK7i3947FZ2p0gaDNb2T8OlNZ+KlvpbBABTWXHhk/2xc/s5ZiMryGoVQTiEE4BgRInIwoapQGxqgdXcPCRMSAFwqtONmAZ6qgz+g6VA3vg+xr+vgOQBIvwfphTOAYMC0tmdjRTXEiNVT/7K7Fev/Mg6fmPEOTmjeB00KvJJswqqOVnSn81exRuuNcBNufG85/EoKfjWN3rQHaamU3biQcgshAIMIETmc8LihtoyDjMUgk0kAQHr6gcXMXOrBA6WE+uZWiI6+4UNLogm4XtmM9InzgYAxb5SVZm+0Bj98ezEAczezi+pViOqZ8MkQ4gzsmiEixxOKAiUQgFpfD7W+HnJy89AQAkD0RaBkCyE4MOZV16Fu32dGc23DjL1krNpRlyHEORhEiKgiiLZu5JtZKmTmGKvGi5jdLcMQ4hzlHEIABhEiqhAimT4weCTPMboENPN2nKXSYwhxHo4RIaKiSCmBVApSSgiXC0JVC/+QjUifOzPBJk8YkS4VUM3/fMZqSGkwhDgTgwgR5SWlhIxEoYfDgH7IG5jXA7W21jGBRJ/YBHV7W877JZCZ6ptjOnC5yB5CJKpdKUgAkfTYQxFDyNhVSggBGESIqAC9vx8ynGWZ9HgCWrITanOT7cKI7+09iC2YNPTGgBfatPFQdwwPI1IA8LihT2sxp4GHsHYBM4lLZ2zCp2e/gdZgJjy83dOIn206Bn/a1Yqilq49jFXjQspJJYUQgEGEiPKQ6XT2EDJA16GHI1Brg+Y1agz0WZMATxWU7fsyY0ZwYPXVcfXQ5k4F3FX5T+BwQ6shEt89fg0+PmPzkFVQ59V24Z6lT2NOXRf+460lprdxNMqpGlJpIQRgECGiPPRotOAxMhqFDNZAOKFLQwjoR7RAn9IMEYoCug4Z8A1d9MxEZlZDDu+SOXPi+/j4jMwbuHLIr25giMz189bj6T3TsL67+CoRu2TGphJDCMBZM0SUj6YVPkZK5y2RriiQddWQDUHLQojVPjVzQ97N6dK6wCdbNxZ9PoaQsanUEAIwiBBRPsXuXOuEakgFyzZAdV5dF1xK7gDpUiTm1XcWdX6GkLGp5BACMIgQUR6Kr/DmZMLnc0a3jM1YvctuLJ2/Z15KIJq2Z7WIIaS8MIgQUU7C7Qa8njwHCCg11eY1iEYs15ohj++ekbdrRgJ4YveMguc3uxrCEFJ+GESIKC+1vh4iW2VEVaE2NkK4OOZ9pMyqhuRbuOxXW45EQlehZQkjaV2gJ+HFYztm5z0/p+qOHkPIQQwiRCaR6TT0eBwymcysUuoQQgio9XVQW8ZBqa2FEgxCbWyAOq4Zosynu5azfdEaXLnmAwil3JASSOkCqQOhpDPux2VrPoi+ZO6diDkuhEqFH2WIDCZTKWh9fUAydfBGRYESrIHi91vXsBESqgoRcE577coO1ZAB67rGY9mf/hUfmLIVxze1QZfAC+2T8NSe6Ujp9lqkrpxCCKshQzGIEBlIptLQOruGT2/Vdei9fYAuoVQHrGkcla2R7CWT0Fz4/Y45+P2OOUX/DMeFjB5DyHDsmiEykNYfyrvGhh4KQerc7bVSWD1TphQYQkaPISQ7BhEig0hdB+KJwsfFYia0hiqFGTvr0sgxhORmaBB57rnncOGFF2LixIkQQuAPf/iDkZcjMpyUEjKZygw4LVTJKGZVUgCyyONohKJxKO/thvrGVigbd0B05a9OUWGshowOQ0h+ho4RiUQiOProo/HpT38aH/nIR4y8FJGhpJSQkQj0cAQ4JIAInw9KbRAi2wqkRa5KmvVnaUz0/n64nt+X2TxWZhZ+Fbs7oddVQzt2JlBl/vA4M7pljKyGMISMDkNIYYa+Gs8//3ycf/75Rl6CyBR6qB8yMnwXWhmLQUuloDY1DgsUQlUBtxtIJvOeO+saHTRqejQKvT+c2cB+oABy4P9FbxjqW9uhHTfLotYZhyHEfhhCimOrWTOJRAKJxME+9VAoZGFriDJkKpU1hAxKpyEjEYiammF3qcGazKyZHEQgkAksVBJSSuj9YUhkiiGHEwBEZx+0cAyoNiYANjeEsfio3ahy6Xjv/UZs2DIOPXPyrE5LQ5RLCKHi2SqIrFixAnfccYfVzSAaQo9GCx8TiUKpqcksVDYw5kNVIdxuKI0N0Ht6h3TpAICoruby6KWmaYCmZQ0hAyQApaMXeomDiNedwpeu/CfOPHErhMgMR1EUYNuuetz817OxtbOxpNc7VDlVQ0Yi1S7R9yygRwDPNCC4DBBV9tj3iNWQ4tkqiNx666246aabBr8PhUKYMmWKhS0iQnGDTnUd6d4+IBY7OCDS5YJSXQ3F74NoGQeZTALpNCAUCK+HY0OMUMxgVCEArdRv3BLf/PzTWHTk3sGhQQP7AE6d2IsH/3U1Ln3wErSFhlfN7MyuXTJ6SmLP9yS6V+FAsgSgAa5GYOq3gZql1oYRhpCRsdVfQo/Hg2AwOOSLyHKiyJdJNDr0jTCdht7bmxmvIAQUjwdKIJAJJgwhxiiim0tICRks7Qqxx8zdh8VH7YGqDA9CLlXC70nissVvlPSaA8pluu5IumR2f1ui+/cAdGSCyIHPCuluYNvnJSJvWjc7iiFk5PjXkKiAsQ4m1fv7IdPpErWG8hGKAuH3I9fbkAQg3S7IprqSXvfMpVuR1nJ/CncpEhceVfqxD+XSJTOSEBLfIdHzf0DWX7LMfLXdb00QYQgZHUO7ZsLhMLZs2TL4/fbt27F+/Xo0NDRg6tSpRl6aqGSExw24q4buFTNCejQGNeissrxTKcEa6EKHjMSHjBWRAoAQ0I5uBZTSlu5ra+JZqyGHqvEmISAh845gsQc7jwvpfQKAisEqyDA6EH4JSPdJuGrNe6wZQkbP0CDy6quv4vTTTx/8fmD8xxVXXIGVK1caeWmikhFCQG1ogNbbO3ylVFUtbgwJKyKmiS+cAqQnQnl/P5Rd7RDJNKQQkOMboE0fb8hsmfauami6gEvNHUY6w76ShpBK7JIBAC0ks0+JOpQEtH7AVTv6dpF5DA0iy5cvd9R250S5CEWBq6EBMp2GjCcASKCqCqiqgt62v/AJSvwJ3M6krmcG5gIQVVXWTE92qdBbJ0KfMQHQZebxF8b9Dh7/x2x85OyNOe/XdIFH1x1p2PVLya5dMgPckwSg5X9fEVWZgatmYTVkbDhGhGgEhMsFpTqQmQ3j8UBRFAivt/DPVcCiZVLXofX2QmvbD727B3p3D7T97dB6eqzb2E8IQFUMDSEAsHVnI1Y/PTfrpJ20LrCnN4hHXl1YsusZVQ2xewgBgPrzAZEv26pA3QWA6jMn/DOEjB2DCNEISCmhR6JId3Qivb8d6a6uTGUkn6oqCLfzd13NR0oJrbsHMjp8Az8Zi0Pr6ir76uj/96uT8LNHj0cofPB3ndYF/vZOK6785cXoj5dmUbNy6ZIZLVe9wIQv5QgZKuCqA8ZfzxDiJLZaR4TIzqSmQ+vqGjreQ9MgE0nA5cqMFTn8zdbthtpQD2HwJ3KryXg8/1L2qTRkNAYRKO20WTuRUuB//nw0Hn1iASac2gu3S8OWjgb0RJ3xb3ZCNWRA8ycFXPVA239JJHcfuFEBak8HJt4k4G4p79dbuWEQISqS1tube9BpOg34fFC8HshUCoCA4vVCuAtUS8qEnqUSMvyYKBSDg0hswSRDz1+M9lYf2vcY0xVXyV0yh6s/X6DuPCC+NbOyqnsKUNXAWTJOxCBCVASZTgOJRP6DYjGI2iCUChgPMkwxM4eKOYbKWqn3kRFCwDezpKcsCkNIaTGIEBVBJvLvoDt4XDIF4a3ADc6KWSnWzqvJ9keh7OvKTPX1uqFPbAL8I/899swxbixQOVRDygFDSOkxiBDRmCl+H/R8Y0QAw7tlRkXXob69A0pbd2bBMwBCAsq2fdCnj4c+c5LhM26s5MQuGSo/Nv6IQmQfwlPcJ91KGRNyOOHz5Z89pKqGT2EezfgQZdMuiLZuAJkAIg6slSUAqNvboOxsL/pcTqyGmKVcQgirIcZgEHEoKSVkIgG9Pww9HD4wQJKMIlwuoMAUXFHBm9kJIaA2NmRfU8XjgdrUaL/HJpGCsqcj7yKdyrZ9gFVroBzALhl7YAgxDrtmHEim0tB6eg6bwdGfmSpaX2fNSpYVQK2vg9bZlX3QZVUVlArfLVooCtSGesi0BpnMDOwVbncmxNmQ6OyDKLC0iUilIUJRyLrqvMcZWQ0xArtkyE7s+ReCcpKallnLItuntGQSWlc31Oamsl+3wgpCVaE2N0HGYpnpqpoGqCqUgB/C5+NjfoBwqRAuc8eDjKZbRmg6JApvWwLNuooIu2TsgdUQYzGIOIweieYvFafTkPF4RSwpbgWhKBCBAJRAwOqm0BjJal8xe6dBBvIv4c9qSHljCDGezTptqRAZK2bhqMLHEFU6WV8N6fcgV++MFIBsrgW81gQNVkOoUjCIOE0xA+csHlxHZKZRr6YqBLSjZgCKMjh1d4AUANxV0OZOzXsKVkOyK5cQwmqIORhEnKaIgajCxcGqRMWQtQGkT5wHOb4B8sAYH6ko0CePQ/rEeYDPmsXpjKiGsEuG7IpjRBxGCfih94XyH+O34cJRRHZV7ctURo7UgbQGuNSiVoE1qhrCLhl7YDXEPKyIOIzw+/MuHCV83oLrXRCVi5JucqcogLvK3kvRjxK7ZEaGIcRc5feKK3ODC0cF/EOXnhYCSk0NlLo6TiMlMhirIUSlw64ZBxKKArW2FrKm5sCiZgKocjGAUEUpaTWkjLEaMjKshpiPQcTBhKKwG+YAKeWBhadkZl8ThjIyiJOqIRygSk7AIEKOJqWEjEShh8MHpy0rCpTqaoiAn4GEyASshtBYMIiQY0kpoff2DV/kTdehh0IQqSTHzDiYlDITLhVl2O/Qqm4ZVkOGK5cQQtZhECHHkolE3pVmZSwO6Utk3xGWbEXKzPqmQgjIdBp6fz9kLD54v/D5oNRU23YDvbHgAFV7YDXEOuX3qqaKoUeiRR2jMIjYlh6LQQ9HgFQqc4PLddiu0hkyFoMWj0NtbkL8mCOG3qnpEO09EOEYoKrQx9UB1aXfa8lJq6iWTzVEYnpVBC2uGJJSweZEEBGZe/kCciYGEXKuLG9YozrGpmQyBT0Wy3RPqCoUv6+sKgJaKAQZjgy9Md/vS0povUPfYEVHL9S3tkOktczKqFJC3bIHelMttIUzMouT2ZiTu2SMNtkVwb/Uvo9mVwJSZlYr0CTwUqwJ/9c/GXrhfZOLxmqItcrnrxpVnmLGfjhwfIiUEnpPL2Q8PuR2LRyGqA5Aqalx/LgXmUgODyHFSCaBSBwIeCF6w1DXbRm8S8iD29cpnX0Qz70J7agZmY3rxshJ1RCzGFkNGafGcF3DFriQCWoDT3dVAEt9nfAIDb8LTTPs+mQuLmhGjqX4CpffiznGbvS+vmEhZIAMRyCL6JKyOz0yihBygIhkxgUpW/dmvs91XFqDa917ELs7Rn0tI7EaktuZgf1QoUPJ8stVBHC8rwctaml2GWc1xHoMIuRYIuDPvxy3omSWxHcQqWmQ0fx/YPVweHBwp1PJgTEho6EqQFqD6AoVLM5LAOo7O4HEKK8nJSKeCPyv7YHvjX1QQtkD4kg5fYCqkdUQF3Qs9PZAzfPL1SRwrK/HsDaQudg1Q44lFAVqYwO07h5A04beqapQG+ohVGdlbRlPFD5I1zODO528mN0ou5akS4WsqwFS6aJGCAhkurqUvZ3Qp08YWRN7wxAbt6EunIQUACRQ/dx2JGY3IXRGK1Blr/En5VIN8QgtbwgZUK04d/wXDcUgQo4mqqqgjmvOTOVNJDO3edwQHo8zx1EUWemQUpZwqJ75FJ8Xen94xD+nTx8PEY5B7OuCFIAo5uESgIiMsJIRjkF9dfPg7+PQ63je60RtSkPfB+aOKlCxGpJfXKpISgF3nl+uANCrjX32DLtl7IFBhBxPCJFZK6QcpulWFfeSdPrsGeH3A+FI8cELgD5lHERPGOp7ewYrFBK5x4gM+fkRVsbUbfsAKbMGHSEBz/YeuPaHkR5fM6LzGqVcqiEAoEHBa7FGLPZ15q2MvBprNK9RZChn1a2JypxwuwG1QMnf64EodIzNCVWF2tiQvaIgRGZF3OpqCL8P2owJSC87CiKZgujMvOEKmQkgRXXPSEC21BffOF2H2N+Tt9oihYD33c7iz3mA0weomrWK6tORFkR1F7Qcv4NnIi3o1R3cNUlDOPtjFVGZEUJAra+D1tWdvVpwYOflciDcbqgt4zIr4CYTg7cJny+zoSMOWco9GoeyP/fgxFyVESkAGQxA1o+gcqHpQ6YC57qiiHOMglFCuhs/6Z6Ni4O7MdcdGsyrYc2FpyMt+GeseczXYLeMfTCIENmMcLuhNjVBDx+yzLkQEH5fZjM/h1dDDiUUJTP7KZB/dpPS3pu3G2bgdnnIDUICsrYa2jEzRzSWo2e+D03/VKEktbzH6UFP0ecEWA0ZqR7dg4d6W1GnJNHsiiMlFexMBUq6kBnZA4MIkQ2JKhfU+nrIOomBZSUdOfh2DIZsbKfpB6bA5P8Zffp4IK0BigI5rg6yrnrkA0oVgdiRLfCv35u7e0YCsfnjij6l0weoWqlXd6M3yW6YcsYgQmRjQghHrg5barLaV3CGjBQC+rTxRQ/4zWZgBdXooknwbu2C0p8Yct2Bqkxk8RToQWsHR5dzNcRo7JaxFw5WJSLbGVINASCbayHdrpwFESkAOaFhTCFkyPl8Vei+5CgkZjdBHrK8p17tRuj0GYgunlz0uVgNIcqPFREispXDQwgAQFGgHTUD6uvvQUIOq1LA64Y2q/hwkM3h+8lIvxuhc2ZDnJKC2hsHXArSTX5bVKhYDaFywiBCRCMm02no4UhmTxwpAZcLSnUAwus1bCyLbAwivWRuZo2P9t7MkBFVgT65ObNqqnvsXTJZr+urQto3usWzWA0hKoxBhIhGRE8koHd1D70xlYLe0wvh9UKprxt1GMlaDTlUMJCZBaPpmWX9XS5k3RnNBnKHEIkF9Z0Y74ugI+7DG93jUNyKKBmshlC5YRAhoqJJXYfenWc9j3gcMhqFCARGfO6CIeRQqpL5KoF81ZBSW9ayC7cd+0+0Bg+GibQu0J3wYvX7s/DrrUdidyRoWnsqEQeq2g8HqxJR0WQsXnBZdj0ccczuwEaFkGzVkFNaduHnpz6O6TVDKxouRWKcL4ZPz34Tfz33d1g6bnfO85bTUu5EAxhEiKhoMpUsfJCmFb2HzIARVUMcSeL2456HgMzZk6QqQJWi4f6Tn0BNVRG7MBuM3TJkFgYRIhqB0o/HsCqEmFkNOaahHdNqQgWHs6gK4HOl8dFpw0MAqyFUrhhEiGxGSgmZSELr6UW6swtaTw/0eNwW3R3CU8SbtxBA2t77sJgZQgBgvD8yovMc39xWiuYQOQIHqxLZiJQSek9vZlrswG04MDbD7YbaUD+4IZwVhNeb2R1Yy7MPi5TQOrug1NVC8effQ6b8u2QyOuO+oo+VEsOWsje7GsJuGTITKyJENqL39w8JIUMkk9D7rC3PCyGgNjYARYQhvbcPMk9gqYQumQGvdY7H3mgAehFFLSGAlzomlrBlRPbGIEJkE1LXISPR/MfE4nnf3M0gXC6o45qLmj6rF/j3mM3MqbqHkhBYsX4pFJF/HK+mA/0pN/6wY/bgbRwbQuXOlCBy7733Ytq0afB6vViyZAlefvllMy5L5CgylSpqtolMWD+jQihK5l2zAJlKZb293LpkillB9fHdrfjCi2eiK5G9m0aTAnGtCp/5x/kIp63bbZbdMmQ2w8eI/Pa3v8VNN92E+++/H0uWLME999yDc889F5s3b8a4ccVvo01U9oodjGr9mNUxqaQumcP9eddMPLF7Ok5q2YPjmtpwTMN+jPdFkNBdeGrPdPxm2zx0xg+Oq2E1hCqB4UHkhz/8Ia655hpcddVVAID7778ff/7zn/Hggw/illtuMfryRI4hqorbz0S4R7fvSakJrzf3eJYDFK/XpNbkZ1WXTDZpqeK5tql4rm2q1U0hsgVDu2aSySRee+01nHXWWQcvqCg466yz8OKLLw47PpFIIBQKDfkiqhRCVTOzUvKpqio6sBhNqS6wjLuiQPiG/nsqsUtmtKyohrBbhqxgaBDp7OyEpmloaWkZcntLSwva2obPk1+xYgVqa2sHv6ZMmWJk84hsR6mtzUyPzXqnArW+ztT25CPcbih1tdnvVBSojQ1DphqXW5cMEZWGrWbN3Hrrrejr6xv82rVrl9VNIjKVUBWozU1QamoOBhJFgaiuhtrcBOGy19I/it8PtWUcRHU14PEAHg+U2lqo45ptUbkxMoSUWzWEyCqG/lVramqCqqrYv3//kNv379+P8ePHDzve4/HA4/EY2SQi2xOKAlFTDaWm2uqmFEWoKtRgTd5j2CVDRLkYWhFxu91YtGgRnn766cHbdF3H008/jaVLlxp5aSKyCXbJjIxV1ZBKGR/yy56TrG4CHcbwOu9NN92EK664AscffzwWL16Me+65B5FIZHAWDRGVltQ0yGgUeiKzU65wu6EE/BC5xp6UIad2yRRjaroXR7+9C95IEq4JKt6aNwlvJ5pgxIaERGYwPIhceuml6OjowDe+8Q20tbXhmGOOwV//+tdhA1iJaOz0eAJ6d/eQ22QyCS0chtJQb/p0WiuqIU4OIXmrIVLHWY9vwKaVCl5OuCAUFVIXqG3ch+u+sRUPTT8eCWmvMURExRDSDlt65hAKhVBbW4uzJlwLl+LMMiuRWWRag9benvcYdVyzaQNeSx5CdB2iow8iFAUUAb25FggOn0JcrkFk6R/fwbafZ7lDSAgAH7g3ip9POr7gNWZ4+/Cv4zfjrPpdcCs63ovW4jfts5AOJCArpKpyWf0LVjeh7IX7dSxbsBd9fX0IBoN5j2V8prIykKuFqIw/qIfSo4W3mtcjEai1OabcllCpQ4jo6Yf6xlaIZBpSCAAS6ta90OtroB3dCrgzf8rKNYRUhVPY+bCOrMP6pACExDv/JTDu+1G0p3LveHxScB/umfUPKJBwKZnXyvxAN+6csRZvxOvwSN+0MYeRJjWO2e5+uISO3Sk/tqWqYbduo1/2nMQwYiMMIlQWBrofED+wD4vLlRkX4fdXTCiR8cJ70Mh4AjA+h5RWJA71tXcxsHWtOKSIK3r7ob7+LrQl89Azt3xn3E17vQ2hdO7nsZQCW9/2Y1HfXjzun5n1mICSwt0z/wmX0KEccir1wH8v9PRim68TL8aaR9VGr9BwafB9HOntG9xlWBFAe9qDX/VNR1s6+x47RLZaR4RoNPRYDFpn18EQAgDpNPS+ELTuHti499F8JjwWpa6GqNv3ATL753QhASUUheg0dqaJpWNDAIg+rZjNjoFQ7p2ZP9C4A14lPSSEHEoCWObvwGg2MxKQuKpuK+Z6Mv8ORWDwOo1qAtfVv4daJTni81JlYBAhR5OaDr2nN/cBiQRk1F5b0RtFuAt3SxRzjN2Ith6IPO+NUgCpqHFBxOpZMgDQ3RCAphWu7O2tzd0Xv6C6C7rMfQ5FAM2uBNxi5P/eOe4Qprsjg9WVQ6kC8AgNp/jzj18yG6fx2geDCDmajBUOGXq48NiJcqAEco8NGDym0P4wY1TyAapSQugF3hgloCRzVwLsrph1QzqPb4Q7oCNXtUJRJeadHMUbvuELRQ5IS6WoWke+sJLLsd4eaHlOrgpgka879wFU0RhEyNFkKlX4IE2riO4ZUVUFJc8nYqWmxtCKiCFTdYWA9Lrzv4EKIF1nzLRkO1RDAAAeBbFrxwHIDEw9lKJIVHkkdl8+BfkGhb7QNwFVSu5HUpfA9mQA6VG8LfiVdNZqyKF8wrlhkYzFIEIOVxkDUYulBAJQGxsBrwcQIvPl8UBpbBjzkvFSSujxBLSeXmjd3dD6QsUFwTHSp+QfPCkkED+y/Ncl6jytGamvt6D6sL1AW47VoN09HlvGj8v788/2TsKeRADpHBUPRQDPRkb3OHZrnrwVESmBXs1+3YLsnrEHzpohRxNeD2Qslv8gj6diZs4AgPC44fI0lPScUtehdXUDQ4JHAlokAlEdQHLp3JJe71D61HEQ+3uAUHRI7JTIxNDICZOh1Zd+RoYZ1ZCRLufevaQB3Yvr4doehyeSQrzZg/3ji5stlJYKrt98Gn465xm0uGOQyIQPTWY+kf45PBHvJEc3perlWCOW+jtz3i8BvBRrGtW5qfwxiJCjCa83s0utlrvsa/S4iEqg9fQeFkIOkuEIlN0d0Kfk/0Q+aqoK7fg5ULbuhbK7A0LLBASt1ovoCZMRnzu66ab52KZLJhshkJ7hQxojD187E0Fc/PYHcF7D+zi9bg+8ahoJVWJtrAkd2ui7t/ak/Xgh2oilvi4cnvk1CbSnvXjBpkGEa4pYj0GEHE0IAbWxIfNpPUsYUepqoVTwjs4ynYZMpyEUBVJ1QUACijKiCpFMpYBE7jVKJABl2z7ok5sx7F2oVFwq9DlToM+cBMQSCM30QAt6jLueCaza3C6uu/CHzlb8obMVQOk2u1vdPwU9mgenBfajWsm8FtNS4PV4Pf7UPwlJWTl7HdHIMIiQ4wmXC+q4Zsh4HDIez8y0qKrKLGZWQRu9HUomU9D6+nJWMYTfD6WmuqjHR+YJIcCBUTqJFBCOAzUGL1qlKkC1D1qtc1dQLVcSAmuiLfhHdBwmuqJQhUR72ouYA/a/YVXEWvZ/hhAVQQgB4fMBPq7eKFMpaF2dedelktEotHgcanNT4TBS7Iwjac4buJHLuJvFqmqIGXQI7E6zO5SKxyBCVGa0UKi4xTF1HVpfH1wNBQa2VlUVPJVUBOA3d2ffrDQdnq3d8G5qhxJLQQt6ET+yBckptUV147AaUrlYFbEOgwhRGZGaBiRGsJR2PAGpaXmrIsLjARQFyLGwmASgT2wCXMZ3g+Wrhoh4CnV/2IiqjsjAPnBwdUTg3dKFeGsDQufORnHrpBORmfiqJConeWYP5ZROAzjQpRMKZdYJCfVDHrhdCAG1oX5YRUEe+EK1D/osAxYzO0yhLpngU+/B1ZlZRXdgza+B//ds7UZg7a68P29WNaScu2WcjuuKWINBhKicKCN/SUuITPjo6IQMRyBjMchwGFp7R2bRMikh3O7MeBK/H3KgquCpgj5zItKL5wJV1hZX1d4YPDt6c+5JIwD43twHpLi6J+XHMGI+ds0QlRHhcmXGdBS74qmiQI9FgRyLwslIBFJRIGqqM7OT6mqRXDA/M4DVxKmzhaohVbv6Bhc4y0VJ6ahqjyA1afgy+BwbQmQdVkSIyowSrCn6WFEdAKL5V6bVw+HBvXoG95Ox2fodouiZPdbuOcRuGWdgVcRcDCJEZUbxeKA01BfsplFqqovrypESMpE0ZlO7IhQzXTc1vqbgrkNSFUg3DZ9WymoIZcMwYh4GEaIypHi9UFvGQWlogFIbhKipAQJ+CL8PSk1N5r6awm/eg2y+e3F6XDVSLdXItYO9FEB8TjOkl73RVDyGEXPwVUlUpoQQEF4PgNxL3AtXcX8CEkfatxoyoO/c2ah/7G0o0SQgM+NFBuJTujmA8CnThv2MmdUQdssQZceKCFElq6oCCoURt9sei5UVoNd60f0vRyOyZCq0Wi90t4p0kx/h5TPQ89EFkG5+7qKRY1XEeHxlEtmclBJIpTLTaF2uku6fI4SAWl8HrbMre/eLoiC1eHbJrjcSo1nKXfqqED1hMqInTDagRVSpuOqqsVgRIbIpKSX0cATa/nZonV3Qu7qh7W9Hurs7s4JqiYiqqswaIYft0yP8fqjNTY6ohowGB6nSSLAyYhwGESKb0vv7oYdCw5dWjycyi4+VMoy4XFDr66BOGA91fEvm/+tqET96asmuMRLlsLHdoew8PuTJnXOsboJjMIwYg0GEyIZkOg0ZjuQ+QNeh57t/lIQQEIoCYbN1QoiofDGIENmQXmCRMQCQ0ejgQmNGsGrdEDOwW4ZGi1WR0mMQIbKjYrpdpLT9+h6jUW7dMlR+GEZKi0GEyI6K3bzOoC6Ucq6GEJUCw0jpcPoukQ0pPi+0SP4xIMLnLbuxHGZUQ/J2y+gSNa90IPiPNrjbYpBVCiJHN6B3+QSkxvtHdT07D1Qd8OTOOThn6marm+E4nNZbGqyIENmQcLsBb+4VUSEElJriN7cbiYqthmgSLQ++i+b/2QbPniiUtIQa01Dzcgcm3/0WfJt7rW4h2RArI2PHIEJkU2p9/bC1PTJ3qFAbG4penp2KU/uPNgTe7oEAIA4ZeiN0QGgSLQ+9B5Eo3ZRpKh8MI2PDv2RENjWw6qkM1kDGE5mBqVUuCLfbsC6ZvNWQSAwikYb0ugF/nmrNKFk6SFVK1K7Zl/NuIQElrqH69U70L20xpUnqngS8z4cgwjq08VWIn1YLWV26VXWptNhNM3oMIkQ2J1QVIjC68QkluX5XCMq7u6D0H5xSrNdVQ58zBbI2YFm7SkmJaqjqSRY4SMC7M4L+pQY3JqUjeO8++J4JQSrI7N6nAzUPtaP/6hbEzq835LIcJzJ2DCOjw64ZIgKQvRoiOnqhvvYuRP/QdU1EbxjqK5sgesNmNa8kcg1UlUUVGiSkavzg4OB9bfA+GwIw0C2UqciIlETw/jZ4/hkyvA00euymGTkGESLKTkqoG98HkPlQfigBALqEsmlnSS5l9doh0utCfGoAMk/OEDoQnVtnaDuUjhS8f+8bMkblUFIA1Y90lOX6MeXklz0nMZCMAIMIEWWvhnSFIBKpYSFk8H4ASigK9BdeBdYJes+alDsAKECy2Yvo/DpD2+B5qT/v/UICrt1JqHsKdCONEvedKS2GkeIwiBBRdvEkivncLeIJw5tihsjCBnRdmNnkTx74yzhQIUnXurHv2rmAYmzXjBLTi/qrLGJcot4pGEYK42BVogqXc6ZMlStnNeTw48pF75kTEVlQj+AL++HeF4XuVhFZ2IDIMY2QbuM/t6UnuSEKzBCWCqC1VBnWBg5aLT0OYs2vfP6CEFFJyaYgpKpAaDkGeAKA1z3mmTNWjA9RexOo/cd+VL/eCSWpI9niQ2hZC8LHNCLV4kPXh6eZ3iYASCyugV6jQoS1rN1EUgHiJwchg/zT7TQMI7mxa4aoguVdN0RVobdOzHqXRGaMiDZrsmH73RjFszOMKXe9ibq/70VVTxJqJA3v9n60PLwFLSvfBTQLB4JWCfR9cQIgDnYPDZAKoNe6EL5ynDVtozFjN012DCJElJN+RAu0WZMgFQEJHBwzoipIHzkNckKDha0bBU3H+J9thpIYWnEY+O/Amz15FzYbjfD22hEdnzy+Bj13HoHkgoNrx8gqgfgZtej+j2nQm4zrlhnAQavG4Yya4VjfI6pQRe0pIwT06ROgTxkH0d4DkUxDetyQ4+oA1XmfYwJv9cAVSuU9pm7NPvQtn2D4wNR8UvP96P32ERChNJSIDq3eBXid93hTbuyqOYjPbCIqzKVCTmyCPm18pgriwBACAN7t/ZB5AoYA4OpLQe0zZnrsSMmgC9oEtyUhhFUR47EykuHMvyZEVBZMH6habJXDwmoIVRaGEQYRoopUVLdMGYrNCkLouQejSmQWLtOCxo/DcAJWRcxR6WGEQYSIKkZ0bh2Szd5hM1IGCGTWEin1TKCRDli1EzuHkSmuCC6o3oOLa3bhZF87fCJtdZNGrZIHsXKwKlGFqdRqCABAEdh37VxM/MlGuHoz40AEMlNjhQ70njYe/UuarW0jFeQRGv61djvmePqhyUwlSwFwQc1e/D40Ba/FG61u4qhV4iBWVkSIqKKkm7zYdevR6PzYNMRn1iAx2Y/+RU3Y/YUjMwuZOWxdFDPYrSryqdrtmOXO7MujCsAlMsN6XJD4eHAnZrudvUNxpVVGDKuI3Hnnnfjzn/+M9evXw+12o7e316hLEVGRKroacgjpURFaNh6hZeNNu2Z4ey2qp/eZdr1yNckVxVxP9s0BhQB0CZwV2Id3k0GTW1ZaA2GkEqojhlVEkskkLrnkElx//fVGXYKIHMyKpd1p9OxSFVng6c27+K0igGnuKAIi/3oxTlEJ1RHDgsgdd9yBL33pSzjqqKOMugQRjQCrITRWdggjbqEXtSu0W5TPDsXlHkZsNUYkkUggFAoN+SIiKpWardb+yXPy7Bm7aNe8UAsck9AV9OvlNQW7nMOIrYLIihUrUFtbO/g1ZcoUq5tERBVkkr8f503ehjMn7kCwKmF1c2zJ6qrI+ng9UlJBruVgNAm8HGtE2l5vbyVRrlN8R/SbuuWWWyCEyPu1adOmUTfm1ltvRV9f3+DXrl27Rn0uIjqI3TL5jfNG8NNlj+OZDzyCn5z0FB5Y9gRe/NDD+H/H/BNuRSvptcqhKmJlGElIFb8NTQUwfKNkXQKdmgd/i5g3CNkK5RZGRjRr5stf/jKuvPLKvMfMmDFj1I3xeDzweDyj/nkiopGqdcfx2zNWY4I/PGRld4+q4/JZb2NyoB/X/fNcZFYcoQFP7pyDc6ZutuTabyXq8dMeF84MtGGWJwwAiOkKXo414elIC+Ky/JfIKqdZNSP6bTU3N6O5mYv9EDkJqyFD1WxV0N96cCDjZTM3YKI/DFUZXutXBHDWpPdxYvNevNRRuseRU3nHbluqBtt6a+AVGtxCR1h3Qa/AsFgOC6AZ1om2c+dOrF+/Hjt37oSmaVi/fj3Wr1+PcDhs1CWJiEbs49PfyRpCBqR1gY9Mf9fEFjmH1eNFACAuVYT0qooMIQOc3lVjWP3qG9/4Bn7xi18Mfn/ssccCAJ555hksX77cqMsS0SFGUg1pqovgtMXbURNIoK2jBmtenYZYvPzX+mjyxvLe71IkxvtK/wGqXKoiVnbR0EFO7qoxLIisXLkSK1euNOr0RFQiitBx/b+sxYfPegeAhKYrcKk6Pn/Zi/jxL5fir8/PtrqJhupK+DDBH8l5f1oX2B8LmNgi52EYsQ8ndtWU3/wmIgJQfDXks5e+jA+fvRGKIqEoQJVLhxCA153GzZ/5B05ZtMPYhlrg0PVEHt0+B5qeu6zvUiRW7TAmjJXDDJoBduimoQynddUwiBBVsPpgDB85e+OQ2SIDhAB0Hfj0R18FilrL0pkefm8B9sf8SGcJI5oEnt03BS+2l8GAX02ialMU7lfDUHcbs0YKw4h9OGnNEQYRogp28nHvQ8kzUFNRgCMm9mHaxF7zGmWSgapIT9KHj//9YqztmDjk/pQu8Ltt8/C5f54DaeBASDOqIt6/96Lpmi1o+Nr7qP/2LjTdsA31X9sB1/Z4ya/FMGIvTggj5T/ZmqgCFdstU+1PQOoCUPNXPAL+ZCmaZVttsWpcseaDmFbdiwX1nUhLBWvbJ6An6TPl+kYOXPX9pRvBB/YPq2lVvRtD/S070P39adCO8BpybbIHuw9kZUWEqILtaQ9CLRBCdB1o66w2qUXW2hGuw592zcRfd88wLYQYSUQ11DzUnvnvw+/TAZGUqPlFe8mvy6qIPdm1OsIgQlRmRjJl98V1U9HX74GeY6PStCaw9s0p6Ootz1kjVm+Cdygjumg8L/QDydxBU+iA+7UIlJ50ya/NMGJPdgwj9nkVEpHp0pqKHzx4CgABTROH3ScQjVXhv/5niTWNq0ClDiNqRwqFtqoVAJSuVEmvO4BhxJ7sNpCVQYSowr2w7gh89QfnYdO2g9s3aJrAP18/Ap+74yLs2V8+U0yzsVNVBChtGNFrVSBHtWvoccYNF2QYsS+7hBEOViUqI6PdV2bdOxPx+TsnYlxDGDXVCXR0BxAKcwCj08VPDqLmZ/uBHBsISwVIzfVBb64ytB1GLnjWpMZxrLcHASWNHs2N1+MN6NeN/feUEzsMZLXXRwEislR7dzW27mysuBBSrlURWetC5KNN2e870BMXvmxcSa5VSKkrIwokPhZ8Hzc3vYMzAm1Y7OvE+dV78e9Nb+OMQBvKee0bI1hZHbHXq4+IRo277JaXUoWRyCebEP5UM6Q7kzwG3p71Rhd6b5+C1Hx/Sa5TjFKGkQ/W7MYJ3m4AgCoAl8jslqwI4LzqfVji6yrZtSqFVWNH2DVDRJao35xEzxz7bKpXs1VBf2sRAypMVJL1RYRA5ONNiH6wPjNDJqJBG+9GcqEfWZfUNVgpumkCIoWlvk6IHM2XEjg7sA8vxxoNXYyuXJm9Xw0rIkQmklJCJpLQ43HIdOmmTLIaQoVIv4rEKUHEzqtH8piAJSFkwFgrI/M8obxvXkIAQTWNya7omK5TycysjDCIEJlASgk9EoG2vx1aVxf07h5o7R1Id3aVNJDQ2NhtrAhQXhvjHWosYcQt9KJGgHgUe1W4nMasrhr7veqIypAMR6D3hTBs5bBkElpHJ8OIjTCMmOfJnXNGFUjaNU/Bgo6UQEfaM8qW5Zd4XyL8qkR8e2UMiDU6jNjvFUdUZqSmQe/vz3OAhB7Kc38B7JapDOUaRoCRV0e2JmvQnXZDz5EDNAlsSgbRp5d2DFJkvcR7l+nYdLHE1mskNn9E4t1/0RF+pfwDiZHVEQYRIoPJWKzwMfE4ZK511sl0dqyKAAwjAyQEfhM6AhoEtMMygCaBmO7CH0KTS9q+8OuZ8BHdOPT22GZg63US/S+WfxgBjKmO2PPVRlRGpFZkwBhFEHF6NaR+s3139WUYMd9IwsiOVDV+0j0b7yRqBysjKSnwWrwB/9k9Bz166bplpJTY810JqWP4SrUy87XrOxIyV4mmzJS6OsLpu0QGE4pS3NJKij3f+Mh+SjKt16ZGMr13X9qPh/tmwCM0eIWGiO5C2oDP17F3gPjWPAdIILUXiLwOVB9f8svbVqmm+fIvH5HBhK+IVUo9HogRBhGnV0OcYKAq4lVTOHvSdnxs+iYsad4LYYNVO1kZOSghVfTpbkNCCAAk9xZ53D5DLm9rpaiOsCJCZDDhckH4/ZDR3GsaqMEaE1tExZP4XOOb+Oypr6K66uAOtbsi1fj3V07DC+2lHYcwUqyMmMNVV9rjytFYqiOsiBCZQKkNQlQHht+hqlAbGyGqRrZJVzlVQ+w8TuTTS9fhpjNfHBJCAGCiL4wHT/0Ljm+y/iMwKyPGCxwDuLJv2TNIDQLVS0xpjm2NtjrCIEJkAiEE1GAQ6vgWKHV1UGqDUBoboI5rhvDYZ5lzOqjGm8C1y17Jep+qAALAzQvXmtuoHBhGjCVcAhP+Lf/CJeNvEFDcXE4eGPnMGgYRIhMJRYHi90EJBKB4PBC5Nssgy505extcau6ZTKoicVzTfkwOhExsVW7lHkasDiQNFwpMvk1AGShsHnj3VHzAxK8KNH2cr+VD/aa3+PIQx4gQOUw5dcsMsNsGeADQEIhC1wUUNf/A1CZPDLsjQZNalV85jxkBrB830vgRgfrzgb41QKodqGoCgssB1c8QMhYMIkREWXSEA1CVwrNj9sf9JrSmeAwjxlJ8AvXnWXb5ssSuGSIHKcdqiF09vXkG4qncn9XSusCL+ydiX9R+M57KuZsGsMe4ESodBhEisgW7zZ6JJt340TNLAWQ2UDuUpgukpYK73jzRgpYVh2GEnIJBhMghWA0x3/++vgDf+NPp6AwP7X7ZvL8Rn/nlRdjQ02xRy4pTCWGEgcT5OEaEiCiP/3trLv7y9mwcPbkNQW8Ce3qDeK+jEQBQA6C/1d6bFZb7mBHA+nEjNDasiBA5kMedRn1tFC5Vs7opJWW37pkBmlTw+q6JePa96YMhZIBdN8c7VLlXRgB21TgZKyJEDjDQLTNjcjcuu2gdlh33PlRVIp5Q8cTzs/DLPx6L7j57zd6oJDVbFVZGbICVEWeyf5QnIgDAkTP3495v/BEnHwghAOD1aPjA8s24/5ur0dwQtriFpWHXqkghrIzYAysjzmP/Vw5RhYstmAQhJP79umfhUnW4Dltgy6VK1AVjuOGTL1nUQhrAMGIPHMTqLPZ/1RARFs3fg/FN4cFKyOFcqsSy43aivjb3Dr9O4tSqCMAwYicMI85g/1cMUQUbGBsybVIvND3/MtKKIjFlfHmPAXAKhhH7YBixP/u/WogIsYQLiii83Hg8UT7jz51cFQEYRuyEYcTe7P9KIapQhy5g9tIbU6DnqYhICXR0+7Hl/cacx5D5GEbsg+NG7Mv+rxIiQldvAH95bjb0HDNEhQAeXn0sdFleL2mnV0UAhhG7YRixH/u/QogqULbl3H/8q6X4+9oZAIC0JpBOC2iagKYLPPjYcfjzGv6BtSunhJFKCSQMI/YipDx8Oyf7CIVCqK2txVkTroVLcVvdHCLT5NtXZtqkbpx54jbU1sTR1lmNJ5+fhc7egImtM1/PnPJ4/dt90bMB5b7w2QAufmacRDiFnyxbhb6+PgSDwbzHls/INqIKsWNPA37+WIPVzTBV/eZkWYQRJ6zAClTGKqzAwcoIA4m17F8vJKow3GW3vDmhmwbguBEyjzNeEURU8cph4OoAhhH7YRixjjNeDUQVgtWQ/BhGzMcwQkZzxiuBiOgAhhHzVVoYYSAxFwerEtnE4dWQJQt34WPnvo2jZrdBSoH170zA/z6xAK9vZNWknHAAqz09uXMOB7GaxBlxnKjCXH7R61hx05M4Zu4+uKt0eNwaFi3Yg7tv/is+ft5bVjfPcuVUFQGcVRmptOoIGc+wZ/+OHTtw9dVXY/r06fD5fGhtbcXtt9+OZLK8/oAQlcKh1ZCjZrfhyg+vA4Ahu+26Dvz3dZ94GbOO6DS3gTbEMGIdhhEqJcOe+Zs2bYKu63jggQewYcMG/OhHP8L999+Pr3/960ZdkqgsXHzmRqS13PvKpDWBD53xjoktsi+GEetUWhhhIDGOYWNEzjvvPJx33nmD38+YMQObN2/Gfffdh7vvvtuoyxI5zuFjQ46c2T5Y/cjGpUosmLXf6GaRRZwyZgTguBEqDVPjd19fHxoacq8ImUgkEAqFhnwRVZpUuvDLMpVSTWiJM5RbVQTIhBGnVEcqqTICsKvGCKY907ds2YIf//jHuPbaa3Mes2LFCtTW1g5+TZkyxazmEVki27ohL6ybCi1P14ymCbywfqqRzXKccgwjgHO6ahhGaCxG/Cy/5ZZbIITI+7Vp06YhP7Nnzx6cd955uOSSS3DNNdfkPPett96Kvr6+wa9du3aN/F9E5HCrn54PTRfQs1TnNR1IplX86Zm55jfM5hhGrFWJM2oYSEpjxLvvdnR0oKurK+8xM2bMgNud2aBq7969WL58OU488USsXLkSilL8i4q771I5y7eK6glH7ca3Pv83VLk0iAPFESmBeMKFr99zDt7cPMGkVjpPOWyOl41Txo0AlbN77wCOGxluJLvvjjiIjMSePXtw+umnY9GiRfjVr34FVR1ZvzaDCJWzQsu519bEcP4p72Lh7DZICKx7ZwKeeH42+iMek1roXAwj1mMYqWy2CCJ79uzB8uXLccQRR+AXv/jFkBAyfvz4os7BIELlinvKGI9hxHoMI5VrJEHEsOm7Tz31FLZs2YItW7Zg8uTJQ+4zsAhDRAQgM2akHMMIp/fa18CYEQaSkTFsFNSVV14JKWXWL6JKxmqIeTiA1XqVNIB1AAexjoxzns1ERKPAMGK9SptRAzCMjIRznslEZYDVEGswjNhDJYYRBpLCnPUsJnIwhhBrlXMYcVIgqbQwArA6Uohznr1ERGNUrmEEcFZ1hGGEDuWcZy6Rg7EaYh8MI/bAMEIDnPOsJSIqEYYRe6jUMMJAMpRznrFEDsVqiD0xjNhDJc6oAVgdOZRznq1ERCXGMGIfDCOVy1nPVCKHYTXE/hhG7INhpDI561lKRGSA+s3Jsg0kDCP2V+njRpz1DCVyEFZDnIdhxB4qMYwAlVsdcdazk8ghGEKcq5zDiJMCCcNI5XDOs5KIyCTlGkYAZ1VHOKOmMjjnGUnkEKyGlAeGEfuo1DBSKYHEWc9GIiITMYzYRyWGEaAyqiPOeiYS2RyrIeWHM2rsg2GkPDnrWUhkYwwh5Y1hxB4qOYyUayBx1jOQiMhCDCP2UKlhBCjP6oiznn1ENsVqSOVgGLGHSp1RA5RfGHHWM4+IyAbKddyI08IIULnVkXIKI8571hHZDKshlatcw4jTAkklh5FyCCTOerYR2QxDCJVjGAGcVx2p1DACOL864qxnGhGRDTGM2APDiDM561lGZCOshtChGEbsgWHEeZz1DCOyCYYQyoaDWO2h0mfUOC2QOOvZRUTkAAwj9lCpYQRwVnXEec8sIouxGkLFYBixB4YR+3Pes4rIQgwhNBIMI/bAMGJvzntGERE5SDmOG2EYcRa7jxtx3rOJyCKshtBYMIxYr5LDCGDf6ojznklEFmAIoVJgGLEew4j9wojznkVERA7GMGK9Sp7eC9gvjDjvGURkMlZDqNTKMYw4NZBUKjuNG3HeM4fIRAwhZBQOYrWHSg4jgD2qI8571hARlRGGEesxjFgbRpz3jCEyCashZBaGEesxjFgXRpz3bCEyAUMImY1hxHoMI9aMG3HeM4WIqEwxjFiv0mfUAOZXR5z3LCEyGKshZKVyG8TqxDACsDpiZhhx5jOEyCAMIWQXDCPWYxgxJ4w489lBZACGELIbhhHrMYwYP27Emc8MIqIKwTBivUoPI4Cx1RFnPiuISozVELIzhhHrMYwYF0ac+YwgKiGGEHIChhHrMYwYE0ac+WwgKhGGEHIShhHrMYyUPow485lARFShyml6r5PDSKUHklIOYnXms4CoBFgNISdjGLFepYcRoDTVEec+A4jGgCGEygHDiPUYRsYeRpz72ycaJYYQKicMI9ZjGBlbGHHub56IiAAwjNgBw8jox424DGhLyUgpAQBpvTxeZGS92PwJQDpudTOISq5mQxy9M91WN2PM/BuB8Azd6maMSugdDwJHhKxuhuUe3zQNy+o3Ajj4Pp6PkMUcZZHdu3djypQpVjeDiIiIRmHXrl2YPHly3mNsHUR0XcfevXtRU1MDIYTVzRkmFAphypQp2LVrF4LBoNXNsSU+RoXxMSqMj1F+fHwK42NUWCkfIykl+vv7MXHiRChK/i43W3fNKIpSMEnZQTAY5BO7AD5GhfExKoyPUX58fArjY1RYqR6j2trixs04d2QQEREROR6DCBEREVmGQWQMPB4Pbr/9dng8HqubYlt8jArjY1QYH6P8+PgUxseoMKseI1sPViUiIqLyxooIERERWYZBhIiIiCzDIEJERESWYRAhIiIiyzCIEBERkWUYREroQx/6EKZOnQqv14sJEybgsssuw969e61uli3s2LEDV199NaZPnw6fz4fW1lbcfvvtSCa5oeGh7rzzTpx00knw+/2oq6uzujm2cO+992LatGnwer1YsmQJXn75ZaubZBvPPfccLrzwQkycOBFCCPzhD3+wukm2s2LFCpxwwgmoqanBuHHjcPHFF2Pz5s1WN8s27rvvPixcuHBwNdWlS5fi8ccfN7UNDCIldPrpp+N3v/sdNm/ejMceewxbt27Fxz72MaubZQubNm2Crut44IEHsGHDBvzoRz/C/fffj69//etWN81WkskkLrnkElx//fVWN8UWfvvb3+Kmm27C7bffjtdffx1HH300zj33XLS3t1vdNFuIRCI4+uijce+991rdFNtas2YNbrjhBrz00kt46qmnkEqlcM455yASiVjdNFuYPHky7rrrLrz22mt49dVXccYZZ+Ciiy7Chg0bzGuEJMOsXr1aCiFkMpm0uim29P3vf19Onz7d6mbY0kMPPSRra2utboblFi9eLG+44YbB7zVNkxMnTpQrVqywsFX2BECuWrXK6mbYXnt7uwQg16xZY3VTbKu+vl7+7Gc/M+16rIgYpLu7G7/+9a9x0kknoaqqyurm2FJfXx8aGhqsbgbZVDKZxGuvvYazzjpr8DZFUXDWWWfhxRdftLBl5GR9fX0AwL89WWiaht/85jeIRCJYunSpaddlECmxr33tawgEAmhsbMTOnTuxevVqq5tkS1u2bMGPf/xjXHvttVY3hWyqs7MTmqahpaVlyO0tLS1oa2uzqFXkZLqu44tf/CJOPvlkLFiwwOrm2MZbb72F6upqeDweXHfddVi1ahXmz59v2vUZRAq45ZZbIITI+7Vp06bB47/61a9i3bp1ePLJJ6GqKi6//HLIMl5Ff6SPDwDs2bMH5513Hi655BJcc801FrXcPKN5jIio9G644Qa8/fbb+M1vfmN1U2xlzpw5WL9+PdauXYvrr78eV1xxBTZu3Gja9bnXTAEdHR3o6urKe8yMGTPgdruH3b57925MmTIFL7zwgqllLjON9PHZu3cvli9fjhNPPBErV66EopR/Fh7Nc2jlypX44he/iN7eXoNbZ1/JZBJ+vx+PPvooLr744sHbr7jiCvT29rLaeBghBFatWjXksaKDbrzxRqxevRrPPfccpk+fbnVzbO2ss85Ca2srHnjgAVOu5zLlKg7W3NyM5ubmUf2srusAgEQiUcom2cpIHp89e/bg9NNPx6JFi/DQQw9VRAgBxvYcqmRutxuLFi3C008/Pfjmqus6nn76adx4443WNo4cQ0qJz3/+81i1ahWeffZZhpAi6Lpu6vsWg0iJrF27Fq+88gqWLVuG+vp6bN26FbfddhtaW1vLthoyEnv27MHy5ctxxBFH4O6770ZHR8fgfePHj7ewZfayc+dOdHd3Y+fOndA0DevXrwcAzJw5E9XV1dY2zgI33XQTrrjiChx//PFYvHgx7rnnHkQiEVx11VVWN80WwuEwtmzZMvj99u3bsX79ejQ0NGDq1KkWtsw+brjhBjzyyCNYvXo1ampqBscX1dbWwufzWdw669166604//zzMXXqVPT39+ORRx7Bs88+iyeeeMK8Rpg2P6fMvfnmm/L000+XDQ0N0uPxyGnTpsnrrrtO7t692+qm2cJDDz0kAWT9ooOuuOKKrI/RM888Y3XTLPPjH/9YTp06Vbrdbrl48WL50ksvWd0k23jmmWeyPl+uuOIKq5tmG7n+7jz00ENWN80WPv3pT8sjjjhCut1u2dzcLM8880z55JNPmtoGjhEhIiIiy1RGJz0RERHZEoMIERERWYZBhIiIiCzDIEJERESWYRAhIiIiyzCIEBERkWUYRIiIiMgyDCJERERkGQYRIiIisgyDCBEREVmGQYSIiIgs8/8DVw5yl+dfzd0AAAAASUVORK5CYII=\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1400x1000 with 0 Axes>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1400x1000 with 0 Axes>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1400x1000 with 0 Axes>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1400x1000 with 0 Axes>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1400x1000 with 0 Axes>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1400x1000 with 0 Axes>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1400x1000 with 0 Axes>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1400x1000 with 0 Axes>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1400x1000 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"code","source":[],"metadata":{"id":"v7hLDgHQWnCZ"},"execution_count":null,"outputs":[]}]}