{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Time series classification and clustering\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Overview\n", "\n", "In this lecture we will cover the following topics:\n", "- Introduction to classification and clustering.\n", "- Similarity and dissimilarity measures and their impact in classification and clustering.\n", "- Similarity measures for time series.\n", "- Classification and clustering of time series." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "skip" }, "tags": [ "hide-input" ] }, "outputs": [], "source": [ "import sys\n", "\n", "# Install dependencies if the notebook is running in Colab\n", "if 'google.colab' in sys.modules:\n", " !pip install -U -qq reservoir_computing tsa_course tck dtaidistance" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "skip" }, "tags": [ "hide-input" ] }, "outputs": [], "source": [ "# Imports\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "import numpy as np\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import ListedColormap\n", "from sklearn import datasets\n", "from sklearn.metrics.pairwise import cosine_similarity, cosine_distances\n", "from sklearn.preprocessing import StandardScaler, OneHotEncoder\n", "from sklearn.cluster import KMeans\n", "from sklearn import svm\n", "from sklearn.linear_model import Ridge\n", "from sklearn.metrics import accuracy_score, f1_score, v_measure_score, pairwise_kernels, pairwise_distances\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.inspection import DecisionBoundaryDisplay\n", "from sklearn.decomposition import KernelPCA\n", "from sklearn.mixture import GaussianMixture\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from scipy.cluster.hierarchy import linkage, dendrogram, fcluster\n", "import scipy.spatial.distance as ssd\n", "import statsmodels.api as sm\n", "from dtaidistance import dtw, dtw_ndim\n", "from dtaidistance import dtw_visualisation as dtwvis\n", "from tck.TCK import TCK\n", "from tck.datasets import DataLoader\n", "from reservoir_computing.reservoir import Reservoir\n", "from reservoir_computing.tensorPCA import tensorPCA\n", "from reservoir_computing.modules import RC_model\n", "from reservoir_computing.utils import compute_test_scores" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Classification and clustering" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "**Classification**\n", "\n", "- Is a *supervised* task: a classifier uses external supervision to learn a task.\n", "- The supervision usually consists of class information (labels).\n", "- A classifier fits its parameters to predict the correct label. \n", "- This can be seen as learning where to put a decision boundary that separates the classes." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Generate some toy data\n", "data = datasets.make_blobs(n_samples=800, centers=[[-5,-7], [5,5], [-3,4]], cluster_std=[1.7, 2.5, 1.5], random_state=8)\n", "X, y = data\n", "X = StandardScaler().fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "skip" }, "tags": [ "hide-input" ] }, "outputs": [], "source": [ "def plot_class_example(X, y, gamma=1):\n", " _, ax = plt.subplots(figsize=(5, 5))\n", " ax.scatter(X[:, 0], X[:, 1], c=plt.cm.tab10(y), s=15, alpha=0.5)\n", " ax.set_xticks(())\n", " ax.set_yticks(())\n", " ax.spines[['right', 'left', 'top', 'bottom']].set_visible(False)\n", "\n", " clf = svm.SVC(kernel='rbf', gamma=gamma, C=1).fit(X, y)\n", "\n", " h = .01 # step size in the mesh\n", " x_min, x_max = X[:, 0].min(), X[:, 0].max() \n", " y_min, y_max = X[:, 1].min(), X[:, 1].max()\n", " xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n", "\n", " # Plot the decision boundary. For that, we will assign a color to each point in the mesh [x_min, m_max]x[y_min, y_max].\n", " Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n", " Z = Z.reshape(xx.shape)\n", " plt.contour(xx, yy, Z, colors='k', linewidths=1.5, linestyles='dashed')\n", " plt.xlim(-3, 3)\n", " plt.ylim(-3, 3)\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Most classifiers trade an accurate fit of the training data with generalization capabilities on out-of-sample data.\n", "- The behavior is controlled by hyperparameters that are set through a validation procedure (and usually some experience).\n", "- In this lecture we use [SVC](https://scikit-learn.org/stable/modules/svm.html), which is a [Support Vector Machine (SVM)](https://en.wikipedia.org/wiki/Support_vector_machine) for classification.\n", "- Try setting `gamma=20` in the example below to fit the training data better." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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wWGoakpOSta26iN1QVHmWQqEA4Ctf+Url+y9/+cs3cSXvQCxTyppmz0j507sNfwNgL4zftG2psw61S5a24oai7rBCoQDg0Ucfpb+/n0OHDi2ZUa24BIlJOPx1qT22TOn7fdsvLLU+rye2LZnRmn55Luf0HKRnwVcv2eJXQ9sdMPwaTPdIElsxK/HpdY8ot/fbgGbbN3NenEKhULyDsSxpBDJ+EGq6JJ4cG5a+5A/9m0s3QzGLksHtDl7elKyJI3D25+Jyru6EdY9C48YLrM2Enu9D/4vSvMQdlLj2lo+BcRU2WiYiYj3XJzXOnffc+DrnUl5c6+eWkt1iKKFWKBQVMpkMtm3j8XgwDOPSL7gVyURkgEV8VGqUB16Uph3zomyVRMzu+W3o2LX8MWxbsrjP/LTcSzskotv1wIUt1KkTsO8rUgftDonr2VcDe/+5lDedy/Dr8NZfyLq8tfL8THhh1rVtS3vWjruuTrhvJMUsnHkKhvdJGVjTFtj0EQiuoNa2byMr7N1RKFY22VKW/lg/BbNAR7CDBt9VuhJXKDU1NRQKBR544AFefPHFm72clUcmAq9/WbKdHW6pbY6PyuCIivWsAWX39IWY6YFDXxOr11cL0RF47g+htlsmcK15ABo3LX3N0KtyvoayBR1ogpmTMPLm8kI9fmjheQCBRun+dehrZUtYk0EYsWFx1a8kF/bxJ6H3p7LB0B3SOjU1Dff9i6vLWn+Ho4RaobhMJlITfPvMtxlLjmHZFiF3iEdXP8o9rffc7KVdN0qlEgD79++/yStZofT8UFp3aoZkOgdbxDKdOApry6ISHRJxvJhbeHS/iG7jZnFLJyekpadtSxex6ZOw5x8vFevUDDgXZW5rmszGzswtfw7bQjYNZQppOYavDurL4yPTc7IB6HoAQm1Xe1euL5kIjL0p99Bf3gh7QuUhHaduyVprlfWtUFwGlm3x1OBTDCeGWRVcRXd1N6Zl8vTg00ylp27q2gpmgUxRXNbXil6en5zJZDhw4MA1H+9dRT4JJ54QF7LuEBd3uG8hvhwbWYjf7vjFizcjKSTFbQ7SCjSXkOQsh0cs5lxcXOqLqV8P+fjCoAqzIKJet3b5c7TcJi7uTEQ2AIlJec1i69tXJ9eVvg7DNa4XhZTEphdvSgyXbDwK6Zu3rpuIsqgVissgkoswnBim2deMs1wz2uxvpi/Wx2B8kGb/29+DOlfK8eLoixyaOUTJKtFd3c17O99Lo6/xqo/52c9+lr/7u78D4F/9q3/Fc89dxoSmW4WpExIfdvmlO5emyUjsTBju+BWZSW0WZcDEpWYoN24Sl3UxsyA+ZlGsSE0T8Y+PL33N2odkEMbsKcn4ti2ZhrXq7uXPsWqPbB6GX4fUpHgBqldJR7F5slHp4e2rO//1hbSUm1klGZbxdrX0DDTLV3xMzqtpspFwB2Ve9S2IEmqF4jJw6k4MzcC0F8buWVhoaDhuUh3pz4Z+xgujLxByhXDoDt6cfJO57Bxf3P5FvA7vpQ+wDH/0R39UEep8Pn89l/vOp5iRmKlti8vY4YZiWjK9O+6+snKsVXuk1Gn8oMyALqRE4Gs6RYBzMWg/JxEt2CSJY+MH5fzBJpnJfaFNgcMFOz8n8e70nHQVG3pNYr/JSbkekCYq5wpguB8O/rUIvW3La7d/VqZ13WgcLtj6MTj4NYnBo8nGaOMHZaNxC6KEWqG4DELuEJvqNvH6+Ovomo5TdzKZnqTR18j6mvVv+3ri+TiHZw5T56mjzivWUJWriuHEMGejZ9nWsO1tX9OKYL4Rh+G8+FSpKz1mek5csd5aGZKRT4gljS1Z0xeyai+Eyw93fUmSuyIDMls6G5XxlWZeGomsfej81/lqpXb5ctE0Ebd5gdvSBHO90PdzcYP7aiU2nppZyKg2S3D02zJqsm6dbESiw3D0W2Lh+pexvq83rTtliMj0CVlnXbeEBFZSwtvbiBJqheIyeX/X+ylZJU5HTlMyS6yqWsUHuj5AyH2JWtkbQLaUpWAWqPEsDEVw6A4s2yJTyrzt67kmUjMiBE6vxGEdrqs7TnwMTn4PZntFXNruhC2PX5tgZyJw7B9g6rjEe828CIfhkH7X9etg128sjH+8EhwuyfBuu12mWY3sK9dgN4vlWtV69eu+EOFesZI7dou72yzIxKrTP4Fdvy7PSYxDbEjGas63Bq3phNnTED779gg1SHLbSklwu8kooVYoLpMqVxW/uPEXmcvOUbAKNPoacc4nBL3N1HnraPQ1Mp4aZ3XVajRNI5KL4HP6aA1c/Qd8XV0doVCIeDxOIBC4jiteBtuW5h2nfrSQoFW/QQQjcIVx9kIG9v+lWIvBVqm97f2pCNG8AF3N+o78PYy8DsE2EeN8CtCk0YlZlHahZ38uYyCvJYbr9IqVbbhk7cXs1R/rYoT7JQFtfs6zw71guRZzUvqkOySevSjMU+mEdj3DPLm4TPQqpKG6Qyzmq9nw3AIooVYorgBN05atnbZsi1wph9twYyz6sEkUEmL5umuWPH6tOHUnj61+jCd6n6A31ouOjttw80DHA7QH2q/6uD6fj1gsdt3WeVGig3DiuyIADRuhVIDpY2IV7/7NK3Nzzp4SF3L9ehE7EFGZOASpD19d68zkpJRJVXWAt7r8oCYbgJpOsYTNAozuk3Pe9Y8uveZCRo5ZSEpcuHatJGvt/0tpoqLp8vPgK7LBuN6lSPP3xrYX1moWxesw//dZ1SrJbqNvys+6Q2rFQ+3QsOH6rCM2Am/9uZSy2ciGYc2Dki2vxPo8lFArFNfIyfBJXh59mZnMDLWeWu5tv5f11et5ZvgZjs0eo2gVaQu08b6u99EVWqYxxVWyqW4T/+i2f8TpyGmKVpHOYCdrqtegXac43vj4OG1tN9D1ONcnsd7GLSIaTo+4fad7pGToUpnTiynmxAJc7OFwuOX4pau0Ts3C+ZOhshGxdoOtYgU7vWC1iUWaiVzcLZycEnEK94tF7vSIONWvh/EDUL1aJlzZtpR9nX5K5kBfT+Fq3iY9v8NnpQa8mBbLdv1jC9epaSKYti0bIMuUWPVtn5EpXteKbcOpH8vGqmGTbASyMWlq0rJdysoUS1BCrVBcAwPxAb59+ttkihlqPDWMpcb4zpnv0B5s50zkDPXeeoKuIL2xXuJn4vzWbb91XWPajb7GayrHWo6hoSF++Zd/mbGxMXp6evB4blAnKM1gSUMOWORivUJxqlktSV7JSREgbIm11nSJ+F8NVW3ikp3tlU2DWZQYsuGSpLLKdZRLpazSxY93+icS563fIMeIjcKhv5UkruS0XAOIUPobRNjz5frq60V1h5SS9fxAju/0wKYPiVAvxl8Pe/+Z3EOrJPfieo2yLGYkRBFoXnCle6vlXNEhJdTLoIRaobgGjs4cJVlI0l3djaZp1HhqOBM5w2sTr7GhZkMlI9vn9DEQG6A32suu5gv0f74W7LIwlfLyoXoNbRZ/8pOf8MorrwDwZ3/2Z/zu7/7u9VrlUpo2iwUa6YeqdrF8UzOw4QNXPoShqlXKd3p+KO05NUQItn7i6pPTDKfURg+8LBbvfKcvV0DaWbp8It6JcXGDLxdXz8Vh4CVxwQ++IvFg3SkW5NxpSYDLxqQcC02yxx1ueZ2/AZw3YBhF2+3QtFVqk13+C28ENE3c3dcbwyWeiFx84THbAuylTU4UFZRQKxTXQKKQwKk7l7ibnYaTXDG3JNFMR8fGJm/egNrkbBQOf6NcylKUxKZtn4LWHdf/XNeTqlbY+ctw4klIjIlAdd0vdb1XiqaJqDZsENey7hAxutqxjvOEB8RSd/lEkM2iWLkzPeI2drjFdb390+fHp0t5cXVPHBbBzcUgNSvu42xUupG5gmJhp6cgOiAbLG+tHKv7PVe/ybgUDteNEeHLwXDC6vvg6Dflnjp9Yt1XtYqrX3EeSqgVimugK9TF4ZnD5M08bsNN0SpSKBVYU72GmcwMAWcAXdOZy87hd/pZFbwBDRtOfBdG3pDkJMMNiVE49HWxrK9VqG407XeIZZ2YECvLWyvXMnlUPtDb7pDGH5fjCtc0aRpSu+b6rM22YfKwiGd0Utp7+uohNQXY0Ho7rH9UhHY5D8b0CelmVrtOfm+VYGy/ZDobhsTAvTVQ3SbJaWZJrqFpM3TulfrslYZlSoze6QP9GjpQr3tEjjX0srjCm7fe0tOxLoUSaoXiGri98XZOR05zKnyq8ti62nU83PEwPx36KYOJQWzbxuf08VDHQ3QEr3MLxGxURC3QvDC9qXatxEJneiDwwPU935WuLR2WsqWLlS45vdKv2rbhwF9Jj2vdCdgwdkDc4VdjZV8rWtnNnQmLdTzv2tadsqHIzInVfqFNRCYq1zQv4rVrJUkuOgi2LtZ46w6px7YtqGqB2z4Lmz584TVZltQ9R4fk9c3bF0qtbiS2LVngvc/IdQdbYMP7rj4r3XDC5g/DuveK8Huqr0343+UooVa867BtG9M235bWngFXgM9v/jynwqcI58JUu6vZXLcZv9NPZ1UnvdFecmaOjmAH7YH265aRXcGyFhKwKmjy2OI62LcTy5JZwmefkyESroC0sdz0+MXnHkcGRAyCrQvlUMlJ6H9OZihfS52ybYvYGs4rS1RbvVdizKW8lI8V0guWdSEj7TzdVdI569xrCzTIuQppiQXrhljQtWtgzUPQ8z2J01qWZJOH2s9vG3ruNZx4EvqeKddZ2+I12fWF61c2dSEmj8CBvxavgLdGNguJcbjnn0HDNXTmm8+cV1wUJdSKdw2WbXFw+iD7JvcRz8fpCnXxQPsDtAcvLxZn2zaxfAzTNqn11KJr5+/wLdvi+NxxesI9mJbJhtoN7Gjcwe1Nt5/33IArsOzj1xVfrXxIj+yTOKrhkgQlb63ETq+RQqFw5S+aOAQnvytx2dAqic32/FCSo7ruv/DrMmERv+rVC495a6WGNxO5eqEO98vGITwgXoe1D8Lq+y/Pglt9P2w5DQe+KmLqrYPqdrnHmTC8/v+K+DdsgDt/fal127hZXPejby5M23L5YctHpdd3sEm8B6lpsay73yP5BRe8jrNw9lnZGNSukc3Y7Bk4+X24/1/eWIt0+HVplDI/C9tbKx6b0TevTagVl4USasW7hoPTB/lO73fQ0PA5fOyf2s94cpwvbPtCJfv6QiQKCZ4aeIpT4VOYtllpD3quyL8w8gI/G/oZpm2ioXF45jBjyTE+2v3R628tXw6aJpnNubh8kFumtIbc8rGrThZqaFiIa//5n/85f/AHf3Bl1zZ+SNYx3wIz0CSJU2P7Ly7UvjrZbOTj4goFEUd34OpFOjUjCV3xcdkoJCakJApNrPxLYThgz2+JqJ55SsSqmJWksqpWsaTNglicPT8Q67byWqf83LQZZk6LSLffKQKuaQvtQy+FWZIEtvBZKGSl5AzEixJskeYhmfCNzUfIRGDxoBdNk01hLnb5x7Bt2ZRourwXt2jf7qtBCbXiXYFlW7w+8To6OquqJGGrzlvH2dhZToZPcn/7hQXCtm1+1P8j3pp8i0ZfI4Zu0BPuIVVI8aXbvoSvXDISz8d5dfxVfE5fpXY5lo9xYPoAu1t20xa4SX2Jq1rFoprrFRdtTdc19WP++Mc/zrZt2/D5fHzhC18gl8vh9V6Be9Iqnf8hrBsibhejpksSqAZelCEYtiWPb/nY1Qv1xGGxfhs3L4QHIgNyjtX3XZ4Vqmmw7RPQdZ8c68zP5BjhARH+2i7wN8HUMYlBL+4tno1JvXjLdlnDlV7HxGE49RMJARRSkJ4Gc91CTXMpJ7Hq5dzHxay8PjYqnoQLlZBdDk1bpPmJWZRzl3LS97z+Ml3u8XHpmR7uAzTpfLb9Mys/2XGFoIRa8a6gZJVI5BMVUQUqrut08eLD5ueyc5yOnKbZ31xpRuJ1eBlODNMf669MogrnwqSKqSUtOkOuEDOZGcLZ8M0TaignFl2fiVkOh4Njx45d/QGat4lLNBtdmDRVzIob+GLouoxlrO2CiSPlrO87ZYDE1ZJPAtrSGL7LX44Nl0C/gvKnQKMI1cQheX2gWa5xeFJixfXrlp5n6FURp2y0/PomaTZyue9TZECS6/Ipqb8u5cSyHXldkthKeTn25sfP7xhWzMJbf7FQ/23b0vnrrn90dVnxXQ+Iq3v2DNLzUxd3feeeS7+2VJCRmTOnpF4eW66hlId7f1clkV0GSqgV7wqcupPOqk4OzRyqxJezpSy6ptPku3jJR8EqULJKS+qeHZoD27YpWAsx2mp3NX6nn3ghTr1XYpHJYhKvw0u1u/qGXNc7ko67RGSGXxdL0OERl/fqey/9WodbJkmtffj6rCXUsTShy7YgPStruZoa5fGDkqTnb5TjlHLylY2IJZ2Ly3nSYTj+hIhRwybAFtf1sX8oTwhzX8a5Doswz7dY9VZLDL+UFWvW4YatH5cGMYvJJ6WuvueHUvZVvUpi5DOnoPdncPdvXfl1++tg7+/IBiobketvuU1CFZci3Cd5AnXd8rcAsp65M9LprfactrpmUaaVJcblnrbcdn27s70DUUKteFegaRoPdjzIeGqcvlgfOjqapnFbw21sqd9ywdfZtk3RLGJoBv3xfjbVbsLQDCbTk4TcITqrOivPrfXUsrt5N8+NPEeqmEJHJ2/m2d2y+6rKruL5OEdnjzKVnqLeU8/2xu2VDcDN5tOf/jRPPPEEjY2NDA4OXpnr2+GC239ZxDk9K7Hnmq6bYzm17pCNw+ibEjfHFuFa/76Lv86yymLoWerGnxf8Go/Uq9u2WP7z8dtTPxKrNToocePKDGVNNg2JCXGf16299NozYbl/w6+K+zzUJoLl7oCH/+1Ch68lr4nAvv8tSWfJCYn3p6bFm+Grk/7q8+7rK8UdFPf/lTLfM31xH3bDKbF385xkxVJBvAij+xZastZ0yT29WQ1aVgBKqBXvGlZVreKL27/IibkTpAopWgItbK3fittY3nopmAV+2P9DDk0fYjY7y3R6mnA2TLO/mRp3DY+tfuw84Xx09aPUees4NnuMklVia/1WdjXvuqxkK9u2GUuOMZYaw7Itnh16lp5IDyWrhNtws6luE7+5/Tdp9l9lb+rryMzMDLZtMz09zfT0NKtXr176hExkQYSXq+PVNLGUzrWW3k5sW0Rpxy9KEld8VDKmW3deuPbYLtdu9z0j11fVJvXC8+7qmk65NtOWDHCXv1xX3CrfT58UMTdcC3H5eet5fo61cRmWvGVKzkFsRLqX6YY0WnEGYPcXF2rmz2XwZWm0Ur2qPNikWvqIx8cATfqJvw1li0uo6RK3f2x4oZ95bFTqxqvPaQA0cVga3lS1izvfMmG2B848Dbt/4+1d9wpCCbXiHUfRLHJ45jA94R50XWdr3VZua7gNQzeo99bzYMeDl3Wcg9MHeX3idRq8DbQF2pjxzzCSHOH2xtt5f9f7afKf7zJ36A7uarmLu1qurGuUZVs8M/QMr4y9QqaUYTQ5ylhyjBpPDV6Hl1QxxVuTb7G2ei2/tOmXMC2TwfggU5kp/E4/G2o2LIm/3zQsS4ZLnP25xJ5dAbGct3zs4jXSbzfJKcnCnukRYWq/CzZ98NI9xCePwoG/FMvOWy2iFx+Bvf9crODW26Hjbjj1QxHCfELEJDsnvbODzTLJq379QuOZqnZxlycn5LWXYxnO9YlFXdsNmVl5fTEvlvvFOpbNnBLL199Q7iMeFct09oyUkK196MqyrfNJyZz3VC+foGjbIsCZsJwz1HH+8b3V0tL26DflfoAI9/ZPn+8RiA3L39h8zF03wNcg12WWVtbf2NvIrXnVincs8xnar028VkkWOz57nJnMDO/rurA7cyYzw2sTrzEQGxAXdstueuZ6cOiOSgJZk7+JTCmDjb2sSF8Lg/FBXhp9CZ/TR2ugld5ILyWrhG3b+B1+YoUY4WyY7/Z9l611W+mL9rF/ej8Fs4CmaXRWdfKLG39x2VnYN5psdtGYyPGD0PP9svt3tWQ1n/6xJFpdTrnT20ExB/u/KuMyg81i1Z76vsR27/iVi792+DVJxJqvF/bVw8xJqVOvWytdxnb9hlz7s/9+oVe1RdnSLsHQK1IrfeevwfHviOhqhtRkL9cTfDmyEbCK0Hm3WPb5FNLIxrx4CMFXK2Lo8ou7e+6sDD0Jtkidd+c9l3ULsW3ofx7O/FTE3uWTtqZbPr4Q2y/l4cjfy70ppGWD0HmPdFc717W+6i5JYps7QyXre7kMeJcfsJbOyy5mxe1/C8+pVkKteEcxkZ7g4MxB6rx1lQSu2cws+yb3sbtlN7We8//nj+VifL3n6wwnhgm5Q0ymJjkbPUvAFcC27fOeb2jX/wNhJDFC1szSUdVB0SxStIqVhLfh5DCZYoaSXWI2M8ufHvlTTNtkXc06qlxVFK0iA7EBXhx9kU9t+NR1X9tydHV18dJLLwHwwQ9+kIGBAfnFxGGx0IIt8nOgUazKsQNXJ9S2Le0wMxEp1VnOIrtSZk9J4tbipC3dKWvc+MGLt9xMh5daeZom/dPnM7dBhKqQlt9pZfd2NizNXeq7ZTOz5aNiOe/95yK0miHCdLnX5m8U6zmflOzyAOK6d/ouvv5Ve+Q9muuTeLa3SgR272+LOAIkJmXzYZmSqV7TtXRd+SSc/AEc+5Z4TOrXyUbh9E9k47LuvfK84ddEzIMtUN0pm4uzP5dNzHKx7EDDpcuxWnfC2edlsxFolPNaBfnbuoXrrpVQK95RRHNR0sU0rf7WymPVnmpGE6NEc9Flhfr43HFGk6Osq16HUd6VD8YHyRQz2LbNXHaOkCtELB8jXUwznZ7m/z7wf9MWaGNP654lCWWXg23bnI6c5kz0DLZts65mHQ5dssgHY4OMpcbIW3kZ4JEvyEhGG9CkpGwsNQY27GjcAUhGe62nljPRMxSt4pLs9BvFl7/8Zb72ta9h2zZDQ0OLLs48p10p8vOlZjEvRzEHR74Bo2/JYAZXQLKxt3/62mYfFzJlN+miWLDTC4WkCOzFhK5xo4yftEriMi/ly/XC6xaek56TYRL+RtloeKpFrK2iiFxoUdxV0y5eu1zKi3s9NSPx/uZtstbaNWKdzncum09a2/KxpXXa59K8TSznvmflmA0bYd2j8m8hLdnUR78l1wByrC0fk+EiICL+1p+LAKem5dosE1pvk9ePvLEg1OOHZRMzn5HtqxMX+OTRq0s6A+kJsPuL4qWJjYi7fe1DUvN+C6OEWvGOotpdjd/hJ1FIVFzW8Xwcn8NHIp/glfFXmEpNkSwk6Qp1cVfLXcTzMvfWWOQ6C7qCYMNdHXdxYPoAo6lRsKFoFRlLjVHlrmIsOUZftI9f3fqrV5TV/dLYSzw9+HRlpOUbE2+wq3kXFhaHZw/jd/rxO/0kC0npcGZruAwXfoefem890VwUbCiUCnjL1l3BKlDrqr3u1r5t2xydPcr+qf3E8jHW16xnb9te6gP1BAIBksnk0hc0bxNXZyYsbSRzcXEpX06HrXMZelVqe4NtCxZZ3zNika3ee/7z02GxbP31C73Al6N6FXiqRGiCzQuzukMdF2/RCdKDe+aUxHQ1AE3Kg1YtqhfOhMXSq+2S9ZSy4PBBLiKPd969/LFjoyK8kX5JPuvYLX3EJw+XM9I1mSK1+4sifjt+SUqapk+IILbthJYdF1+/pslx2+4sr8sr1/7m/5ZEt8mj0tq1c6+4khMTcPpHco3BJuh9Wq7d3yguZ5df4sbBpnJy3KIsbV1faEpTwb52F3XjRvGGFFKyabmWTdu7BCXUincUbYE2djbt5PWJ14nmo9i2XRkx+dXjX+VU5BSZYgaX4cLn9HFb/W28v+v9aGgUzAIuw4Vt20RzUbY3bOeDaz7IPW33EM1FeX3idQ5OH2Rd9To0TcP22fTF+jgwfeCSQm1aJkWrSK6U46XRl3AZrkqHtLnsHMfnjuM3/ASdQXRdx2246azqZCg+BIDP4aPJ14TH6SGSi+B3+plIT9DoayRdTJMtZdnVvGvZ/uPXwoHpAzzR+wSWbeFxeHh+5HmGEkN8YesX2LJlC/v27UNfHBPtuAsiQ1IylJoSV2zXg1dn8UwcEiGZF915i2zq2FKhNkvSz3roZfnw9oTESlz32PLx2lA7rH+/WGXTJ+Uxfz1s/dil65cDDXDvP5c2qNmIJD217lyahOZvkOzxUn4hmzkbEwt+4wekOci5JCbhjT9dyDwP90tNs23KBCynV443cUTEe8tHxcXedd/VWae6Xm7skoD9fyHnc3jk50JaapsbN4kFO3tKrsFXJ5sCf70IcHxE1mdZUg9vuGH9YwvnaLtT1puakY1FJgxoVz9R69z1e6qu/TjvEpRQK95RaJrG42sfpy3QxsnwSQzNIJqLMhgfZC47R6aUQUc+vJ26kwPTB+iu6WZj7UZORU7h1J0UrSJ1njoeaH8ATdOo9dRS66nl2eFn8Tq8lVIrTdPwOrzMZmYvuB7Ltnhr6i3emHiDZCGJz+FjKj3FprpNlefUeeroi/bh0B1srd9KlbuKVCHF8bnjGLqBjk7WzDKRnsDj8OB1ePnMxs8Qy8eYTk/jdXq5v/1+9rReRheoZSiaRXpjvURzUWo8NayvXo/TcFKySrw6/iq6plfc+w3eBgbjg/SEe3j55ZeZHhtCH3wRnv0PIjDtd4pruuu+cnlW7fkxzstFM863yGxLHl/M8Kti9XlrxK2cmZMpUoHG5budaRps+pBkOYfPikXWtFXKgS4HT0jcrRfCVysi9caXy53PyslPbbfDHb+2vAU4sk9Eer6VqW3LNRnOhZi4wy2u6OmTItTLMR/Tz0Zlk1DVevF7P30CIoPi+i5m5fhmUUS4bq3cb90ha9ANCT8kp8QrUbsWosMLIYMND8jgkHlW7ZHnDr4M0QH5+9j8kYtPAFNcFUqoFe84nIaTPa172NO6h7yZ54/f+mNqPbX0RnvR0Ai4AmRLWQzNQNM03px8syJytm1zR+MdPNz58HktPzsCHZWhHIZmYNommVJmScvQZD5JOBemxd+C2+HmwNQBnux9EofuwOfwMRAbYDw1Tp23jtaAxNFTxRRep5fu6m6OzR6j3lvPdGaanJkj6AziNJxYlkWqlCKgB/jE+k/wuc2fo2SVxK3v9OE23CQLSTwOzwXrwpcjXUzzrdPfoifcg2VbGLrBlrotfGbDZ7CxiefjBJwL7ScdugMbm0QhgTMXof2tPxSrSdflg3hsv9Tl3vZpqSm+FtrvEOs5NSNWdSYsYnGuRTa6X5LBAuVM/Ko2cU9PHFleqGfPLLjn69fL5uJina1KebmumdMiWK07xdq8mADapgh2sHXh3timJHItbqs5P4Y0NSUW6bxHpDLrOrL0uMVy17HZM7IBWtw9rZiVjmNj+xc1XlkDTZvEGm657fxWooU04o52yO+CTZIJbpfkfczHZBNTv0HW1HW/DC1JjMt9NovyPt/1m+Xe6IZcU2xINgud90iiVyYinoZcDA7+jWwOqjsklLCSpmsV0jD4inhMHC4JE6y6Z8WXfa3s1SkUl8G8BTyfsAVgY8tcastkNDlKcC5IlauKRCHBaGq0YnUvZnfLbk5FT3E2ehaX4aJgFuio6mB3y24KpQJ/dfKveH7kedLFNLWeWj6x7hMMJ4YxNKPiGq92VzOTnWEoPoRlW2iaRrqYZlfzLh7rfIxMKcNAbIDR5CiWZbGhdgN1njrCuTDhbJhdzbv4lc2/UrmeOm8dA/EBnht+jrHkGB6Hh93Nu7m/4/7LSio7MHWA43PHWRVchcfhIVvKcnT2KGur13Jv2700+5s5Gz1LtbsaTdPIlXIYmkGTpdHzZ79Ccugw61prqK2rF6FITcPgS2JxXutAhc57ITkj5UzRobJF9rHzxdcqnp/App+TwGaWRPSHXhHXse6Q440flASqe377fBEDiQ0f+luJl4OI7dCr0nN8uTj5fEOUw38LuaRYtDVd4i6e6ZHWqZ17ZD0DL5bd9Wl5XT6+kKRm21Lq5asVq99XLxZ3uF+y6ONjErff+TmxfNNzcOK70PczsXSDreJpGHpFzu+rFbG9+0tLk+VCHRJemB8T2rhVvrctuYeryzXw8xuCNQ+KOA+8IOtuux02fVhi5yCJeoe/Lve1mAF3eWzolo/Lmvd9RaxsT7W406d74J5/ujQZ72ZhmXDwa5Kt7vTLez11XDZ0Wz52s1d3UZRQK97RuA032+u389zIczT5mghnw8QLcZyak6yZpWSXaHA10F3djaZpNPma6I31cmj6EB8MfHDJsRp8Dfzqll/lyMwRpjPTNPma2Nm4kzpvHV8/+XW+2/tdDN2ouLe/evyrrK5avaS22dANWgOtrAquwqE7sGyLhzseZk/rHnxOH1/Y+gXORM/wk/6fMJQYYkvdFgzdEMGMneXO5juXJL3NZef41ulvMZudpcHbQLaU5SeDP0HXdB5adRH3bJkz0TN4DA+eco9lr8OL23DTG+nl/vb7eajjIabSU/RGeyvr3R3sYtPRJ2n4D88Sy1m4jBlSf2TjrGqSD+fU9NWNVYwMwtnnJD4abBGxv+3T8m+2bJEtV1vbdoeIYC4hceBovySWeWtE8CwTDn1NLKWZHhG6YKtYgq4OeWzi0PIjNud6xfquahVhn1/nmafkvE7P0udPHpUa7XxKhGz6hJQ6NWwSN/Z8LLv3aamhdnjEpZ2YkMS76ePSaWx+tvPqeyV7OjUtVrevFpq2i3Ub7pdNRPN2GHwRRt4U6193iDWenqMycKSuWzp49T8voYl56teL+PY/D6lJqS5oux22fVrE2eFb6m3QDenEtuZBea89oaXJYQMviKs71CFzwzNzUmtdvVrWm5xa6E1u27KmwVdWhlCH++XvoLpzIXM+OQX9L8r1nut1sW3x9hTT8vd07t/C24gSasWKYDYzSzQv5VVX2u/64VUPEy/EOTl7kjnvHJF8BJfuotpdTYO3gfZg+5K4s9twM5ebW/ZY9d563tv53iWPlawSL469KEm55faeQVeQkeQIiUICwzCo9UpGdqaYwaE7eE/ne9jZeH5Sjc/pY2fjTmo9tXy95+v0x/vxGGLprg6tPu81pyOnmcnM0F3dLYlkbphITbB/aj/3tt9bsaqn09P0x/qxsVlbvbayTp/DR9FaOl6yZJXwlwVlQ+0GvrDtCxyfPU6ykKBT97Jz4hSOmTO0hpzEcnkKJjz+l8M89U/8YhE6vSKqQLaU5Wz0LDkzR2uglVZ/6/LtVBMTYm0lJiRbfOKwiORdX5IRkPmEWLJWST7UG7csJIqtvk/Ec/AlcQkXM+IKf/VPpFxo7Xvktf4GWZvDI3HV2V5ptAEST1+O5JRkMs+LNIhFmgnL5sHZuvT5gy+LyHprxGI0i/KBnt0nGeVOn1idgy+JIIfK4RVf2eJu3yXCHWyGVeUuZRs+KBbqG38GtZ0Lgytqu2TO9fRJcUP7aiE1K4JTyoub2bbEIndXiahOHlsq1LouDUhatss9dHrF2u19WrwYULbcf2lp/3GnZ3lhGjsgm4T5Fqb+BtkwTJ+EXFSs9/n3X9Ok5WlyYvl7/3aTjch751rkWfFUi5s/E1kq1PkkHP22/J2aBQkZbPn41VU3XAeUUCtuKkWryFMDT3Fw+iDpYpqAM8DdrXfzaOejSyzLixFwBfjcps9xtvksPZEe8maeKlcVa6rXcGzuGK+MvoJlW5SsEsOJYXqjvZimyevVr7OrZdclXcimbRLPx8mVcowkRnDoDoKuIDo6Va4q2gJt9Mf6wRaLekfDDjbXbZbXWibZUhavw7vkejqrOvnVLb/KwemDzGXn6Ah2cEfTHdR4lu7qc6UcwJJs73kXdrqQZiw1xoGpAxyYPkCmmMHQDFoCLTze/Th3NN3BzsadnJg7wVhyjGp3NbF8DJfuYnvD9srxOoIddHibpL52+AVxIecSvPJPOqn7970AHB4viHURaISNHwJ/HdPpab515luMJEawbAu/08/97ffzSOcj54v16Fsi0pW50K3S1GLgRbFMD/+dCA/Ih/3GD4g7UtOkK9buL4prODUnbstieYpU78/EverwQt26cty3/JxsdCFG67vAfG5vtaynmFsQpmxUrPcj35TM47bbpXWoppXnZJsimJoBDn3Bna0h1nnztnKnrkXibzjlq2U7rHtk6RoMh5xHP3eDo0E2Lr+zirIpKKbFrV5IiwgbbrnmcJ+If91a8TCM7Rfr37Ykdt2+W9ZVKsCL/1WeX1Puwx4+K+7sB//1pbPidUM2Juei6XK8sf1yfr2cKFhIiKt+JeBvkI1ULrYgypk52XT4z/EOnfoRDDwvpYO+WpmnfehvxRN0uUmJ1xEl1IqbysHpg7w89jI1nhoavA1E81GeG3mOZn/zshbphRhJjvD9/u8zmZ7Etm2CriB+p597W+9lIDpAb6SXifQE4WyYak81tmbzRN8TRPNRPrjmgxc9dsEsgC2JWX6Hn6JVJFlM4tAc3NV6Fx9a8yFOhk+SKqZo9jWzuW4zTt3JkZkjvDT2EtFclHpvPTsadoAGmWKG1kArG2o38Hj34xc9d1ugDZfuIpFPUOWuwrRM5rJzbKnbwnd6v8OJuRMyhKSYwq27qXZXE86FMS3pbLa5bjMfW/cxXh57mXg+To2nhgfaH2Bz7ealJxp9E/qfk4StmjUwc4Lac9ti++rgnt+Blu3Yx/6Bs6MvUypF6GzbhWG4CGfnONz7Q7amorSG1kDT5gVXcHpOhGrJXOigiG9iQkRo3mWampEOV+27JCEJxG2cS8iHaiwqbndNlxh3Ngp6CrBFFHJx6Y/t8EnMuHGLJIhNHZfEtGJaksVW3SO/a94myUWekAhZ5Ky42KdPiNiMvim9qtc/Jpnko/vKNcpusX6LGbGYNV3OB/KBHhkQMU9PS/mWbYo3YfaMHLema2FzUNMl1xoZXLBso4OykUjNiOVv25LIlYvJcXWPnN8VkOvNxsSV3vN9OPXjhTacI29CdARu+4ysKTYk77FzkeUeHRZLvemcv4tz6bhL1p8uC1x6VlzoLdukp/nEYSn3MlySFFe9evmQw82gdo3Uj/c/L/cUW9a5+SNLS8EKadlw+BaFYuq6xSMyfVIJteLW4/jscRy6o9JRrN5bTyKf4OTcycsWatMyeWrgKSZSE6wJrUHXdKYz0zw7/Czratbx69t+nacHn+ZH/T9ie/12OkOdeBwe5rJz7J/az97WvVR7qi94/J5wDzWeGuKFOIlCApCyrFpfLR9Y/QFqPDXc27Z01vKp8Cm+c+Y7lOwSIXeIk3MneWrgKeq99dR6a3HoDu5supNPrP/ERS369TXrubvlbvZN7mM6Mw1Ae7CdGncNr068ittwkyvlcGpOLCzQpByrJ9LDWHKMzXWbuavlLnY07iBZSFLlqsK13PSmqWMiNN4aEYHkpHzN43DDx/9cLLvX/hdmLkZNtJfHdAdTmpfe9p3cGZuhdngfjvE+8DeLANz5BRGgmk6Jb5oF+XC0LXFF1uwUK3T+50AjBFogfEaSk/z1YjU63CL0+YRYa5oulpuGbC5ycckEDzSKO1kD6jdKy9Cu+0WkD31dEuJ0h4jvzGkZn7jrN6D2BXEzFzMQNRZimMFmiUf3PSPlSN3vkWS1uT5xP9vIc50e+dkdlA/9zR+BV/8nnPmxWOuaJm7WF/5z2W2syX3Z8Usi/k4P7Py8WLbRQTludQd4d0hM3BOSL1dAasldAcm2ToyLm9bhgY5dIviHvyHPnc+ST89K0tma+wG7LOCL3/z51njLWMrn0nW/ZIuPvAHRsJxny8elEYumwT3/TH4XHxNB67hb3MYrAU2D235BNkLTJyV80rrj/CoDyyx7Bc79/9K+ug581wEl1IqbinVeZ6MrJ5KLMJYao9nfXHEvN/ma6Iv1MZwY5q6Wu9hSv4WD0wcrSWUAQWeQqcwUiULiokKdLCQJuAI8tvoxBuIDZIoZnIaTJq80KFmOQzOHyJk51lavJZKNSJ13bo5cKYfb4aYj2MGB6QNsrd/K1vqtFzy3oRs83v04W+q3MJmexOfwsaF2A9889U28Di/ZUhbTNvE7xdIvmAWC7iDJfJJsaWGYhttw4/ZexK2pOxZqmj1VYs2OvgmUpx25A2J5PveH8rzGzcyVYrjzadpn+0l5QnRNniSq6eRqu8DfKjHok9+TjOuO3RLfnD4h57JKUqvrCojrFU3EODYqQmvbYhke+7ZYod0PywSsiSPlqVVpcavqLjlG9yPgq5Zj1a2RgRhr3yNu5VJexiTa9kK/60Iaxg/AzH3iGl73iKzrjS/Lut1VEs91+SXpy8yXp1l1wXv/g1jUI/vK984p1mygUY7j8ksCWPUquZ5Ao2yAZnpkc9B1v2wAokPiTn3o34p7v36duJ/D/XLcurWS6BRolPuVmZPrre0qN1hxioWbnJINxtZPynPyCbEA5/HVSZhhvqXocpZ7dYdYnNMnxQLPxeRedd6zdKSmww23f07aiM7Xci9OAPTXSQ37SsXhEq/D6nsv/Bx3UEI0Qy/L373hlk2rO3jTkuKUUCtuKtvqt3E6cppYPkbIFZJuY9hsrN142cdw6k4cmoPSot3ufGnUvLVa763H6/ASL8QrwzzCuTAhd4g6bx2mZaJrOiWrxPG54wzGB/EYHjbXb6bB14Cu6eiaztb6rdi2zUB8gI6qDrwO73JLIp6PV0q8ToZPkigkKmvsi/YRyUZo9DUykZq4qFADlOwS0XyUkcQITt1JNBdlOjPNdGaaBk8DLsNF3sxj2RaWbZEqpAi6gufViV+U1p3lOPKkfPCa+aV10rpjIds72IxDd9Dsb2ag2E8wl6I6MkgxG6VU1UKdt15EJNgilmc2Ksfc84/F9RwfFUu5dj3s/z8iWpmwvMYslrtj1YHbJ60s46NSVrPzc7D5o/D6n4hV6fCIdZ2NQKAO7votESzDJcfKJSAZLyd7RZbGqV3lxLjUrMR8D/yVuETjo/L8YkaeYxZg6gR0LKrFDrXBB/67WK5nnxVrvmE9bP8FqUmOjcpmJxuTTYC/XpKVijlZcykv/9aulXai4T55HsjmoHnR34OvVjKsA43y3pgFOY67SjZMkUWNRjp2y3vkKsfn5+Ou2ZhsZnx1Yrnv+JyUl0UGAVs2Rps+AsOvw/EnFuZpjx+Ua9/zT2QjsZhg86Xbsb5T0TRpOJOJQLhX/k48NfK3V7vmpixJCbXiprKreRcT6QkOzxxmNjNLwBngwY4HKwMpLodqTzVrq9fy1OBTmJaJy3Dh0B1sqtvEuhrZAbcH2tnVsovXxl5jMj2Jhobf6Wd7/XZ+2P9DBmIDBFwB8qU8U5kp8XJhsW9qHx9e+2G21W/j6OxREXO7RK27lgc7HrxgS8911es4EznDbGaWdDGNy3BV3OYGBmPJMZKFJOli+qLXZtkW3+37Lvun9qOjM5oaJZaLEXAGSBQSzGXmqHJVEcvHAKm99jg8PNjxIE2+K3A5tt0JW2ZEeGIjYkls/gj33zfIm2+9xYYNG8SycpYnOjl9dIW6oJghnx8ggkmbw0tr3Sb8znJc2iqKkM672j0hscTC/ZJ1fPL7YsE1bZYP/fhYeRBGVpLBGjbLh6a/QQR/9E1pzzl4m3hpzbKr2eGBuf5yAldA3JY9PyrXApdbjuZT8vh8LHLeBe6rFaGcPFq+Pr9YrdmIzJf21sgHdcvOpf3FffXiNs1ERdTru8V13vsUoJU/0MuCX6HsWnYsE3q4ELVr5B6c/H75fjrkq/U2cZV7q+X+BBpheJ90bJs5LecNtZcHhuSh+70Lc7Ab1osVHz4rgj5xRDZCk0clpLDmAUm6KuWknGzqmGSo30oEm+H+31+oMqjuvCmx6XmUUCtuKk7DySfWfYK9rXsr5VlNvqblS3wuQNEskiwkpdd2MUeymMRtuOkIdMjwDaQsa2fDTk7MnqA30ovL4aK7upsTcyeYTE9KZ7NIL33RPjbXb2Z9jXRTGk4M8+rYqzze/ThFq8h4apy2QBuPdj5KZ+jCnbl2t+ymL9bH/qn9pIopSqZY+07dia7pmLrEVy/WnhRgKDHE0ZmjNPmayJt5CrECbsON03CyvX47p6KncBtu2gJtuA039d561tes5xPrP3FF9xBdF5dl5z0LAzf8dbz08ieWPq/zXml9Wczi1B2stwyyGx6ncfNHqD/wNxjpMBjlvtXpWYkRL240kpiQARGJSbH8ilmpI169F9Y+LJuAsbfEApxffyEtgjt1QlzZmbCITqBLrMR8Qr6KGTnX0KsiWO6gWOTp2YXhIWZehLiYlkzuxs1SM52cEstX00X4jLJYu/ySJLX5w0vvw4G/XIh5Oz3Q93R5+td94jbuf05E0nBJopbDI9ZwKSsblZlTcpz2XUvd1IsxS+L6T07LJsO2qCTMGW6xgO/7fXnvjj8JL/03uQ+GSzYXiXE59rpHxNW7+O/B6ZVrf/X/EaH21ZWt9YzUuntC5XBISaz0eQppEfT0nNyvlh3nW9vvFhxuydJfASihVtx0NE2jJdBCS+DqdqxnY2cZTAyyt3UvNtKNLFVMMZgYJFVIEXCJ9fmd3u8QzoXZVL+JVCHFCyMvYNom97ffj8/pI2fmsLCYTk9XOnnVeesYjA/yVyf+ilQxhYZGppih3ldPR1XHBS3qkDvEr275VTbVbeKbp77JTGaGZCGJjU22lKXGXcOWui3MZmcxLfOCpWjhbJi8mSfoCjITm8G0TarcVWSKGRp8DQRdQYpWkd+5/Xek0YvuxOvwcmz2GHPZOVoCLdzWcFtl0tgl8dWe13TENE1efvllHnroIXEJequlu1N6FurX423bhTe0CnZ9QQQyPi5ise5RcakuZuxAuUyrnOFdzMDYQcm6bt4mgtyyU8ShmJVzTJ+Qnw2XZBWXciKG0SFxNZt5qO2WzQVI7Fh3SBMTELEtpCVpy1stm4Hm7WIlHvsH6fYVHZI45LybfP5eVHfApseXdvuaPQMH/kbW6q0Rccwl5LXj+8U1bRXlOlftlXOWcrLWiUMSA7dKC7OuE5MSdy7lRUDnBXWuV57vrZXzBxpk7cUMeNeJ5yMfl0zw/V+V9VSvBiyx9C1Trnlxf+7FRAYXWpU6vQuDNbLRsltbl2POSoke2Ri8+X+kwYttIY0FtsHu37z4NDPFNaOEWvGOJ1FIYFpmpfsWSN1xOBeuJIL1RnqZSE2wNrSWcC7MQHyAcC5MupjmmaFn6KjqwLakx3U8Fyeej7Omeg0hV4jZ7Cy6prO+Zj2aphHPx9k3sY/t9dtp9DUyFB9C13S6Ql34nAvWhc/p46GOhwi5QvzFsb8gUUjgd/pp9jeztW4r0XyUOm8duqZTNIskCgkCrsCSXt417hqcupN0MY1Dl/9dc8UcLsOFx+EhXUxT5a6ixltDo7+RqfQUX+v5GuPJcRlAYhc5MnOEX978yxdNmLvgvU0kuPfeezl58iSvvvoqe/bsEQvNLMp0qvBZibMOvgB3/oYkQ6WmxXW6XJex+dKieTGqK48zzMUl9tt2hySNHfmGZA9Pn5SyJn+jiJ1VEkt5PoFrdJ9YsVseX+jXXMyc37tZN0S4d31h4bHBV8olaS3QVJJ4ZDEtomUjIrfjl86vex5+QwQy0AJOtyRNp+ek5lnTJKaMLY9lZuHOX5Ua7xf/SKxsNLH8dYfExJ/+1+L+z8XEet/wfolTZ8Jyn71V5cRsu9zMJS3XXtUi93n8kDzXHSo3iSlPnkrPluPQF6CUleM7yj3I/fVSk27PZ4bb4l2Ynw429Iq4wevWyWtKebGuh15d2Qlk7wKUUCve8TR4G3AbbhKFBFUuiUFGchFq3DWVBiI5UxqHmLbJmcgZ8qU8hi6DN6L5KIm5BIVSARNJKpvLzhHOhekIdhByh2jxt1RcySF3iJnMDPsm9jGSHGE2O4uGRrO/mY+u+yjNvma8Dm9FWG9vup1/setf8L+P/G/mcnO0+lsJ58I4dRkucnT2KM+PPE8kFyHoCrK3dS/3tN1TEf+t9Vs5NHMI7HLzlUKcDbUbiOVjpIopHup4qJI098bkG4wnx1lXs66SHNcf6+fQ9CEe7nz4kvcyU8zQE+6R++epITOQ4fjx4wD8yZ/8iQh1bATO/ETEsnGzWFdzvWJN3/8vFmKhy1G9CondpiXpKjosmcpN26TBSU3Zstz9RRGz1Ixkcdu2iISvfqEOupARa3bH58Sym6d1Jxz/BxFsp082ASAZz4uZOl6OgdeJReirlc1BOaudxi0yG/vcJiBWqZwUlhGhdpQnT5WyoLsXrFJXQIQwMiCJealp2WwEmxbi9pmIxN4j/bJWxwnZ/Dz4rySj2uFe6CaWnpV7hw52UbLH50XWHSzXalvl6VymrLPuIslP1Z0S246NynU6g3I9hrtcJtcs/2aj8jVzurzG8v1wuOXn2TNKqG8wSqgV73hWh1ZzR9Md7JvYR3+0n2g+iqEbMoe6LK7tgXY8Dg+jyVEypQxew0u2mMVjeHDoDjLFDCVKODUn9d56SnaJdDGNhsaq4CqyZpYqZBNQskqUrBIHpg/g1J10VXVh2RbH547zh6//IV1VXdR4pbb6zqY70TSNtdVr+d07f5dnhp7htfHXSJVStPpbOTR1iDORM9iaTa2nlmQhyQ/6f4DP6eP2ptsxdINPrv8krYFWXht/jfW166XRlsOHQ3fw2OrHuK/9vsq9GI4PS9e0skveoTtwO9yMpkYveR8ThQTf6PkGvVFxddrYeCbPKT+bOS0Z0mP7pY+0p6ocx20V93F69uLZwO27oP8FKduabzrhCoi7+el/La91eEREGjZAdbuMtsxFRYDMgvwbaBYhDjSeP51p7UMijlPHy6LqFlE7d/zi/HAMEKE1i9LwJNAg5w+flWu97/cXWoGClDUFm8W9nCqLp2bIfcjMApaIHbaUPqVmJAbsrhKhng+XlPKy0SjlxU2NLWI7cRiGXocdvyjlV0OviPu7mJHNSdMmuP3zUn4G5YSyOtkIJKakw1khLe/PhosIqKcKtn5COrDN9EjCnSsoYYHG8qYmPlru3FUvrnEzv/QYxZyI+Gt/Iuds3i7JaPN16IrrghJqxTseXdP5aPdHyZVyPDX4FA7dQY27hkPThwhnw9zffj8dwQ7ua7uPpwafIl1Ik9Gk3WZboI2CVWCsNIZhGxWBq3ZX4zbc2Njc0XQHz408R66YI2fmiOfj1PvqKZgFqhxVHJ07SiQbIZqLoqHRFmhjJjPDk71PytCQcrvOBl8DeTOPz+kj4Aownhrnram3cGpOHuh4gKArSNAVZDA+yMHpg9zeJH2FU8UUp8KnSBQS2LaN1+FlR+MO3t/1fgKL+xaXzzGcGMa2bTRNw7ZtCmaBes+l+6cfmDrA6chpukJduAwXRbPIvjP7Fp6QjcEbfyrWXyEjCVHpWWlqYRakJOpSLSgdnnIjCU0Eej6rer4W2LYkljt1rJzg1ShZ2fNDM6LDYmmmZkQ0Nn3kfBe7JyS12zOnFuKtdesWeofP07pTXOeJSRG7mVMioo2b5Gd3lQjY5NGlQt2+SxLfhl4Vd3UhI65qfxMMlJPI3KFym9OMeAwMl/TgnjgkFqw7KFbvfAOYYPPCPOjYiHT30nW4/ZdFcKdPyr1t2gKtd4Cj3Iyj/wU4+V0RTL1cM+6pF4G/7/chcIn3fdXdsimZPSX3fvKYZK/PnZFNjOEUT4c7KH3Txw/KBsZbI96AXFxemyjnJUyflPfr7n+ykN1umZJAV0zLpst/gXauiguihFrxrqBklxhPjbOmeg1tgTZShRSHZw7TE+7h6MxRWgOtvG/1+/inO/8pf3X8rxiMD2JoBnkzTzwfx8amhFjK4VyYZDGJZVt0hbp4bPVjJAoJvtf3PZLFJH6nH1/RJ41WkmMyt7qQIVFIoKMTzobpru5mKjPFgakDFaEeiA3QF+uj2lMtbT8LKSzbIlFMcGTmCLc33U6dtw7Ltjg8c5g/3v/HVLuqiRVijCfHWRNag0N3EMlFODR9iNubbj9PqO9qvoveSC/98X4p4conaPA1VET/YgzEBvA4PJXOZU7DubROPDWNma2n0LQVdymPnotLRvJ8y8h1j1587jNIvDM2XLYwy80kUtMivLqj3Ca0SkRy7rT0FY8Oi4VsuMEbEhdzfEQafGz56PLnme+rfTHa7pCuWmeflRabVkFcxcEWceXHR8ViHnhBsuHnE6bcAbj7t6D5Njj+bUkac7ilNafTJ+cuJOVe+NdKUpxVkglND/1b2P+X4h53eCSubTgWZWTbIpjz53K4xUJd88D5609MyOhLy5TNUssO2eA0boL3/uGCmF+KqkX9q1ffL5uX6ZNyv9t2ynFBNlB3/pr0V0/PlhvTmFLSNt/qtZiVjc1MT7l8LQIH/lo2QWZeNlWbPiIbnSupSrjFUUKtWLHYts14apxsKUuLv2WJKM1kZnhz8k1Gk6M0+hpZXbWaRCFBracW27bpj/UTzUXJlXLMZGaI5qOMpcb4d3f/O37vzt/jyd4n+f7Z7zOaHMW0TWm/WaZoFbFsC6furIjsdGaa9qp2VgVkfOVocpTTkdPYtk2Lv4XZzGzlOEdmj3Bk9ghO3clYcoxHOh+hLdjG0dmj9Mf6iefixPIxmZ+NTckuEcvHmEhP4DScnI6cJugKUu+tZzI1yZnIGbqru3Ea8sFb55X51UOJIdZWLx140F3TzS9t/iXemHiDqfQUm+o2sbd1LzWeGobiQ3gcHpp8TZSsEmdjZ0kVUzT6GlkVXEW1p1r6mi8iby24OrOZMMdSo0QL09Q6DboJEkjNSpewHR+5vJm+drlVpa9OLLNSWD7csYFyG9Fwv1iRNiJ22z4lrvLjT5Zrg4MLE5sS4xJfvRoWl6Sl56S2e2QfTJ0Ul7WGrGvqpLjA7/lnC0lqrvI842JW3L3FLMTGZMMxb41rhmR/h9rKQzs0aUyy5gGJ65oF2F8OI8THFtzlvlpJkFuMZUrS2NQxQJNNSCElHoPGcr250ytx+GxMrPirqft1uCRMsFx/bk2Tpiptd4ibO5+A5//z0oxvp1fWOp85f+pHMHGw3FvcK5uL40/Ie1a39vxzKJZFCbViRZIsJPle3/c4HTlNwSxQ663lkc5H2NW8i3A2zN/2/C2jiVH8Tj990T6OzhzFtE0ZO6kbzGal0UjJKuFz+nDqTiZSE/zg7A/4g91/wI7GHRyeOUzBLEgjkvlQpaZL2NRw0eRromgWGU2OMpWeoj3Qjrvs2u2o6uDo7FEM3SCaj1K0ihhIclrezFcSucZT4/yPg/+DD3Z9kFfHXyWWjRHOh7GxKZpFNDQMzSBdTDOaGCVbzOLQHdzReAd+l596bz190T7G0+Osr12PrunYto2NfcEe4etr1lfqwAFOhk/y7cPfZjYzi9Nwsiq4ioJZYDg5TMkq4XV42d2ym2312zg2e4zB+CAhd4h4Po7HWIhRR+w8zkISl7uZGbIkHAZ31nTi2/2bsPnxy3tjq1eJqzV3XFzguelyhrEu1qgrWE6s8kt9bs1qcQnPnBZLdr5bmqdGyoQmjly9UM8zX5LmDogVfebpsvD5RPjq1kmJWLhvoQUpSCzZ4ZPXhM+Kq94qiXgaLhH7QCOsec9S69ETEsE7+5y4g20TCllwFMs12x+RGPzAi3Kcxs2SnX76J+V6ahuGX5W1FVLiji5mytdQrn9erp87SG22blybNasb4vUwXAslXfMx6XxK3ld/o4QEJo7I9/PDWaraxNqePaOE+gpQQq1425jLzhHPx6nz1MkEK9tmIj3BXHaOanc1HcGFuuTnRp7j4PRBWgOteBweptPT/Kj/R7T4WzgTOcNoYpTumm4MzcC2bc7GzuJ3+plMTzKSGCGSi5Azc9R56gi6gmhouAwX/fF+ftz/Y57oe4LRxCi5Ug5DN3DYDkxbupqZlollW8TyMd6cepOSXcKyLUzLrFyLZVlUe6rxGt6KZZwtZYnkIhiaxLodmoMGTwOnw2J5B5wBDN3AXmb4gaEb7GjcQWdVJ0dmjhArxBhLjeFxeGjwNjCRnpDOba4AM5kZ6jx1l9VmdS47x5O9T5IsJGn1t5K38jw38hymbXJv6724DBfxQpzXx19nbWgtn9nwGV4ee5mZzAydVZ3c3X03f8VfAZD2BtC8tbRkYpR0B/ncHBOtt9PdtYxb9kIYTkmSOvQ1+YDPuCWmG2oTd2piUsQun5JmKTXljO98YmFOM4jQaLo873pR1SrdvmbPyJp8deX6aU2SzHKJc67FJeuKlxP1NGNh1rFtSzKcwysegHOJj4mXwFcP698ntefJcWjaKN3IXvkfC9nq3mqxkn31Ivwgm4Kxg3Lu+ZGaiXER0dt/5fy4fWJSPAbTJ2SNXfdB14Pnl7FdCU6PlJId/jtxbeuGvHer9sgmwirK+2Sd28/fVm7vK0QJteKGU7SK/HTwpxyYOkCmlCHoDHJ3692kiikOTR8iU8zgMTxsbdjKx9d9HA2N47PHqfXUVjqLtQXa6Iv2cTZ2lpnMDC7DhY5OopAgV5Ikr7HkGAFXgFghVun1HXQFMW2TVCGF1+ElnA3z1OBTzKRniOVjlKxSRThtbKySJdnODg8t/hbWVa9jID6Az+FjPDVOi78FXdOZSE+wrW4buqZzMnySgllAszUcmqMS1/U5ffhdflLpVGWDUrJKGIhYW1jSpcw2cegOPtr9UYpWkZ8M/IThxHBl01K0iqwJrUFDI5qL0hZo47HVj9Hoa7zkve+L9hHJRVhXvQ5N03DZLkpWSVzcmjSbqXZXM5OZYTA+yOPdj7OpbhO5Ug6Pw4Ou6Xz4wx/m1NQp7vnSYxxua6QlPIQ3n+ZMqI6GDe+h+0qbXdSthQf/DfT+VLp7VbXJh3wmKsIxn8kdGxHLce1D4l4+85QIfWJCYp9WSWLW15PaNWI1Z2LldqTFhZnQ8w1U5unYJZZuPrXwXKNsTWq6dBDLJxaGnSwmfFYS0Ra3Sc11SdOVnu+JwDdsktcOvSr3omOXPNdXLxuIsf2ymfA1yHlcAXHXhzqWCmE+CW/9uWxA/A0i8oe+LlnuG95/bfdr9X2yqRk7IFZ902YRasMhX213SCmf07vg+vbWiJfgWiikpQ5+4pDE8TvukvNe5gz7dxpKqBU3nP1T+3lx9EVq3DV0BDqI5qM80fsENjZdVV20+ltJF9Psn9pPe6Cd3S27sbHPa4Fpaza2bdPkbyJn5ugJ9zCVmaJgFip9wu9pvQeX4eJ05DRHZ4+SKqYq06VsbPJmnhZ/CyOJEdyGW6znRfFpExOH5mBd9Tq21G8h5A6Rt/IEnAHWVq/lVOQUTt3JxtqNfGjNh/A4PLw69io/HvgxsXyMvJmnZJVwGk4cuoPpzDQew0Orv5VMSfo+z3chm4+DF8wCIVeIY7PHODxzmHA2DEgyl46OpmlsqN3Ar239NbKlLHWeukq8+lIsN53M0Aws28K2l1r28650XdOXNG75xje+wXNTz/HC6AuEvSESnXeSLqaZTE/ySw1bLmsd5+H0yMSrs89L+VE+AcW8uMVX7xWLMDIIgy9LEta6RyTWefY5KXEynOJuHXoN2ndfv1GK7oC0Fn3j/4WRV8VK9jdKo5Rz68NX3SM9tA99TSzuxeM4bVsEsXGjXNO5GC5AK9c9l8XFLIq7WNOl05qmQToM2bDEfMcPyjXXrpU1mUUR5do1Isa6Q5LsCud4GSaPycagYUPZE+EQ63vgRVjz0MJc6uWYz+4vpMrjSruWbgK0crz8Qol7mz4kG5Kp45I06K+X4RY1y9yTy8UyJUFt5A0JkVglOX4mImGDdyFKqBU3nKMzR3HpLuq8UpbR6GvkxNwJdE2vNCQJuAJ4815OzJ3ggY4H2Fq3lZfGXsLn8OF2uJlOTxN0BllbvZagK8iTvU9KwpbmxNAMNE1D13Vms7O0B9vZULOBcDZcyWJ2G248hod4IS7z4jWDgDNAtphFRxcrV7PxGB6q3FXsad1T2Sgk8gmG48NkS1kyxQwhd4itdVtp8jXhNJx8dN1HuaPpDl4YfYEf9/+YwcQg2aI8V9d0OoId7GzcyeHZw7gd7korUUMTy9rQDVLFFH9/+u8pmkVShRQ2Ng7dUekN/vzo8zT5m3ik85HLFul0Mc1sZpbJ1CQz6RnW166nylWF2+GWeH4+gWVbhHNhgs4gm+o2LXscTdPo1ro5rZ1mKDEEUJmnva1+27KvuSxO/1jc301bRZSTE5KpPN872ukRAbItEeK6bhnXGGgWV6+vVrKzR/ZJZ7LrQSYiSVu++nI3tHw5qUw7311rOODufyxCNHkUHN2SnZ6ehWAr1K+VzmbLDeFo3CyehLle2QCYBUiVhT06LHFr9HLSWVFi8oZL1jN1TLwSTVtkg4AmcW+rJCJ2ruWfT8pGaPyAuO+dvoXJWsXMhYU6OQVv/YWIvG1JnLn7PbDlE+eXul0IT0ju0byLPtR+7TXWc32SH1C9eqGPfGJSsvO77n9XtjNVQq244cy7oRcznxR17vPmrc33dL6HSD5CX7SPglmgxlPDe1e9l45gByfDJ5nJzEinLk3ixh7Dg1NzMpsRobYRy/v9Xe8n5A7hNtz4HD7+5uTfULSKMoLSKuB2uHEbbqrd1diaTbu/neHkMCOJERp8DUxnpjkVOUW6mJYxkpbFTHaGLx/5Mi+Ovchv3fZbhFxidX947Ye5vfF2/vv+/85cdo50KY2hGZUmJp/f/HlafC38fOTnZIoZHIaDVCGFU3fidrhx6k7C2TAlxD1eskvYlo2u6Vi2xRsTbxDJRfjiti9WSqgKZkGytwspmv3NdAQ7MG2TvkgfT/Q9wVhKwgHjyXFeG3+NjqoOdjfvpsnXxJnoGcK5MLWeWt6z6j0yDWsZ/tN/+k/88R//MYZh8A8v/QP1nfU0+hrpru6udF+7GNlSFsu2FqZqgYjH8BtiheqG1BGXsiIkqRkRm/SclHzNuzNT02LRhToWjmO4xTq8XkyfkFhx2x0L501OyaCQTR9aOmAEROT2/La45SePiRBVr4LOPbIBcS4/BhVvNdz563D8O+LWNpziOei6H174L3D25+IiTk6Idd60GXw1EBuH7JwMR1n/qGSNz5wUV3kpK1Zz+53nny86hLQWDclmJD4iJVKei4QOTv1IrOmGDZIglpmT0qzGzbJJuFw0rdyR7jqRCZcnpy16L7zVEjbIRpVQKxRXw7aGbfTF+kgUEgSdQZk9XR4SMZWeqnTkKlpFbmu4DZA2nb+25dcYSY6QLWVp9bdS7ammaBX5+fDPsbFp8DVQ46khV8oxnZ4mVUyRM3Okiimm0lO0BFrY07qnEue2bZtdzbt4beI1DN0gno9XWosmi0m6Q914HB52NOwg4AoQzoWJ5CJoaOjoOA0neTtP0SpilkxOzp3kP77+H2n0NVLlrqLaXU2zv5mQJ0TJLuEsOgm5Q+RKOeaycxycPsjv3/n7PNb1GG9MvMHxueOMJEao99ZXytDmz6WhYdqmWP+GQZWziq5QF4PxQQbiA2ys3Ug0F+Xbp79NX6wP0zbxOXzc1nAbiUKC/VP76Y/1E3QF6azq5D2d76E/1k+9t57f2Pob+Fw+EoUEqUKKOm/dkv7i52KaZuVfR9jB/XuXKd1ZhnQxzbPDz3J89jiWbbG+dj2PdD5CvbdeGnREBkQE5d0pT5fKlxuqpMSC9tXAC/8/sVqzMRGZqvZykpIJZk4s00sx37/6UpZgKV/u0rko1mk4ZTNw/DtixTdvF+ty+qSsob5bGpOY5bGey8VJzZJc3+KhGw3r4YF/JZa04RbX9Zv/WzYxpdzCiMWatdIi1eGWhiHhszINq3kb7P1tGHxVYrW6IceYOAKdexcs+Uo705JYtSDPcwUuHNMtZOT6AovanfobZLMU7r8yob5SChkRYk/18klngSbZmORi5d7pyCZivoPauxAl1Iobzu7m3Yynxjk2e4yp9BQBZ4APrfkQAWeA1ydeZzw1js/h4+GOh7mzecEaMHSjYuXFcjFeH5fnnomeoSPYwWB8kHQhjaGL69vv8BN0BYnlYqwNreUDaz5QEWkQF+6H1nyIGk8NL4++TKqQQs/rFK0ihVKBsdQY2xu284ubfpE11WuI5qI82fsk4WxYJmfZGnkzj13+L2dKjbbf6WdbwzZGEiP0RfsoWkWyxSzVnmqxhrEIuUPMZecYTgzTEeyge3M3h2YO8fen/p4qVxXjqXEKZkEyyC0bA4kj6+i4dBf13npcumSkZ0tZAF4ae4lTkVOsDq3GpUv29o8GfoRTdxJyhfA7/XgcHoYTw1S7q1kdWk26mCZv5fHho8pVVemNfiEs2yKSi1R+jmVjS36fKWbIlCQcsLhczLZtfnD2B7w5+Sa1nlp0TWffxD6iuShf3PZFnPmUfNCaeXETa5pkPrsCUjc9n9DV811Akw/m5JTEaqeOShlSISVTpzr3XPgCbFtimQMviSVW3bnQGcvfCO13LG3SUtMlIpyaEWGyTEnasopi5QIc/XZ5sIgNtiZZ3Vs+dv7wDpAY86kfimvctkXUN36wPK8acZ/Px757fyYWfcsOaNsl7uqhV2TUZCYsgpmakg3MvFDWrpHs72xU1hTul/BAbEQ2D5omwl/XvdAP3HCKK/sC5X3AQolXYdE87XkP2KW6z10tpbyUoA2/Lt/XrpGQxvy9mqd2jXRUG3xJNg62LWvd8ti7tnWpEmrFDcfj8PDZDZ/l3tZ7ieVj1HvrafY3o2kau1qkLjrkDlHrWWbaEjCZmuQbp78hXcAsk+G4CE+jr5Gz0bNkShmx2JrW83u3/x4Bd4B6b/15btnJ1CRPDT7FQHyAnrke/E4/e1v3cjZ2lpHECIlCgmQhSd7MSwJYoJXVodV4HV5s2yZrZjEx0SRoiW1LctpYcoxXx1+lZEnjEg2NglnAZbjQdI18Kc+qqlVkS1me7HuSglmg2l3NtvptFYu72ddMNBelZJckZq4b2JZN0S5iIrXZk+lJgq4grf5WTMukJ9xDtae6Yg2HXCEi2QiNvkZCnhBaQsOpO8nYGaL5KAWrQL23noAzcN49Xg7btnl68GlOzJ2oPPb00NPsCu9ifc16Xhp7iX2T+2Tsp7eeh1c9XGkQM5OZoSfcIx6Gsvck4AwwEB9gID7AhvikZCzrTkmWshEBCDSIkPnq4ef/l5T21HRKaVagUdpbNmyQeuva1ZJ1PF+ytBzDr8HBvylb04Z0BSukJIvb4ZY2ou/9j3JekNjv+sdENGd6oJgSq7ZlhwiEWZR53LYNmz4s60+Mixg3b1voc27bcoz9X11o/1nVJhuA+LgML/HXS+ez0TdFcCaPyX2Yt2A9IXGf5+LiYi8VxFLe/JEFt29qRhLuvLUL9yETkc1JwwYR7rH94vpuvV0EPpeA2R6oefDC983hkkYwx78jmwmnr9zStaE8WrQkm4jh1+X+tO6QxLpLdaa7GKd/DCe+J9fi8IiXID0LD/zLpcfVddj5OahfJzPK59/H1p1Xf+4VjhJqxduCpml0VHXQQceSxy/Hqnt57OUlddMgTTycOSe6ruN3+qlx1+DQHbw++Tqf3/z582Li2VKWb535FkPxIWxs5rJzFKwC4VwYt+Em6A7iKDlIF9M82fskfqefjmAHbsNNyB3CZbgqWds2NhpaJVs8a2YZTY7ic/jwOXw0+Zroj/czm5ul0dtIs6+ZSC5CpijDQOp99Uylp5hKT7GzaSdnImfIlrK0BduYzczi0l0ki0lKdgm3LklwfbE+koUkX9j2BZyGk9cnXmciNYFlW9R76kXY7YVM+XpPPQ3eBpmDXUxWLPnH1z5+2cloo8lRXh1/dYmlnDWzPDP0DOFcmJ8M/AS/00+Vq4qJ9ARP9D5ByB2is6qTnJmjaBWXNExxGk5My5Rwg8MrYtm4WaxkqwSWDW6/uIdnT4nIFjLiIq9qFSvb5ZdSnI0fvPQFWJZklaOJAE+fENEz5+c+G5L5fOCvZFoViAW65WPi3o4OSc/rwVfE0gYReRt5bTEHHpcI8Owpef68UE8dF5GLj4l71umG9Iy4beOj4p5u2iy906NDIvixIcglxUsw3yCklBM3967fEKveFVjqDs6ExWJebHV6ayA6APv+d7mW2RCL+8xPZWRmoTxVbPwA1HZK5vdyLub175OOayP75Dw1ndLYJtQGPT+CE0/IpsJwisBGBmHv71ydxV1Ii+h7axc6qnlC0kZ26vj5ndLmB60s10HtXYgSasVNpWTJlKr57mHnYlomZ2NnqfHUVER6fe16JlIThHNhGn2NNPma6KzqpGSV6I32MpOZocm/tFxnIDbAWHKMKlcVPeEegEpdstNwsiqwCpfhYlXVKlKFFPsm9/H8yPP0xfoAyVQvmAVypVxFqE0kdmtj49ScZEtZvA4vm+o24XXKdK6SVWIsNVaJhZesElWuKmo8NQzGB0kVU/yznf+MkeQILsOFQ3Pw/OjzPDv0LG2BNhp8DYRzYcaTEsM+Pnec50efJ11ME8vHmExPksgn2NawjUguQlugDQ2NWD5Gd6ibcDZM0SxiWiZFs8jR2aNsrN14WbOpJ9ITZEvZJWJb5apiJjPDq2Mi4M1+ESa/009frI+Tcyep89RxNnqW2cws48lxttRtocotrwu5Q7QF2qDKLW7o6KDMdTYLEmdsf0iE5ei3ykM6yk1mwmdFtDwh6cV9OVhFmbo134QkNiIbAsMlFqq/AWI5yRa+7/cXmn9omrio67slJj22X8Td4VnkNjYWYsDzE70WN2SZOi4i53AD5S5npYLUEfvrRfAHXpLrb9gsx/PXQ98zMPK6dEOLDMixGzaK4Nd3n3+NvvqySzsimwAQUc6n5N7VrJUsccMlYltIieXfsl0s66PfltctF3N2emDHL8CG94m4Bxrl+vNJ2eC4F9WW+xrEczDTc3WWbSkvX4vKAtEN2RQVs1d+vHcZSqgVNwXbtjkye4SXRl8ikotQ7a7m/vb7uaPpjiXWsK7pVLmrGEuOLTyGTtAVxOPwcFfLXRialDeliinGkmP8n2P/B5/Tx/b67ext24tLdzGTmaFoFZnOTFOySzT7m5nOTJMv5SlSZDY7S3d1N/XeevJmntPh02RKmcokqbyZ56WRl5jNzVLlrCKSj2BaZiXpq2AV0DWdanc1fqe/YpEPxAeo1+tJ5BMkCgkGk4P4XX5WVa3CbbiZS88xmZ7EbbjprOrE4/CQKCQ4NH2IWk8tLsNFLCdzp3PFHD8Z+Aklq8Tetr2sDa2lJ9LDYHyQwfgg3TXdfGr9p5hIT3Bo+hBT6SlM22Rb/TY2122mYBU4GT7Jz0d+zifXf/KS75HP4ZP3YlH+1b7v7eMX9vwCBatQyTwH8ZjMN6D5u1N/x+nIaWnlmprlpbGX6KjqoNHXyHtXvVeSyUCsxJPfFfes7pABHJs/IiIXH5NBE5NHJZvZKs91vv1XxPV6ORgusTQHXhRLOp8qNyUpf+yl5+TY+ZSIj28Zt23jZqjfIGvy1cvgDqdnYYCInpZs44aNS+ddW6YIjbdGXN3zSWSlnJy/ugOO/L3EjGdPy7kDzdLkxCrJY6UsVHWIACYnYfdvypSuxQQaYO2DkqE938nMtmSthlvuX3ICKHcI07RyUptPLP2Zk+Jyv1hymLdmqes5lxDB9y1K3DKc4oY/9HdyvNYd4pW43A5knmppBTt5VDYAuiEbC6f32lvEvgtQQq24KfRGe3mi9wlKVqnSGevJvifxOX1srlvoWqRpGne33M0/JP6B0aT09g5nwzT5m5hITvDs8LPS2tNG4sO6hs/po9ZTy08GfsL+qf24DanDHk2Mki1lK0IacAYwNINsKUutt5at9VspWSXyZh634cbv9KNrekXkq9xVpIop/E5/xbXb4G1gLjtHzsxh2iaRXIT9U/up8dSQKWYYS43h0BzkzBzpYhrTNhlPjRNyhxhPjuN2uPmL439RGY/5WNdjvD7xOiOJEYYTwzh1J9liFk3TKFpF8sU8pm3y2vhrvLfzvWyr34ahGext3cvH13+8Eq++r+0+nhl6hlfGX6ncT6/upd5bT0+4p2L9X4x1NetYXbWa8CNh+Ft5rP9gP7fV3YbD6eDnwz+vbCZShRSaplGySpyJnGF11WpchovuUDcnIido8jXxG9t+g86qRY0uajph7z9f6I09H3ct5STGG2wpx0YnJfFMd0hceLlOX8uhaSJ+M6cX3OtmUaw0e2ah7tiVkgla2z51vrA4PbD7i9L/e/IIOKvg3t8rN/E4BqWSJDZt/cTSeuTmLTD4osThcwmxpEs58SJ07pUY7+QxsfId43Le2m6xwBs2yKakfv1C85S509D3rAjquWvc/FG5VxOH5Xpad8gozaPfFLe6VRKL3yrKPZxPygs0A7r8/kqYb62ampH3zLZl4lZsRIQ1PSvd1Hb8gpSAXQ66LiGH9JxcK0h4pPsR8S7c4iihVtwUjs4eJVvM0l0j7ryQO8TZ2FkOTR9aItQAdzTdUakjThQSbKjdIHXUmmSDZ0rSWMTQDHyGj4nUBAFnAF3TeWXsFbqru2kONOM0nIynxonmo9S6a6n2VLO9cTunwqfwO/wMJYYwbZNNtZtwG24OzRxiPDUuVrhVomSWqPHW0BxopjPUyUBsgHAuTMkq4dJdleS18dQ4QWeQQ5FDRHNRWgOtVLuqsS2bSD5Cb7SXydQkJbtEW6CNTbXSaGQ4OcxXDn8FDY2uUBfjqXHC2TCZUgaX4cLn8ElCm20SyUd4evBpdjbuBBvagm1LSqxqPDU0+ZtwaI4lsev5bmjz7Ukvhtfh5bMbP0uDr4H679dTVV3Fns49PNDxAJlihtHkKP2x/soxd7fsxq3LDO95azvoDrKueh06Om3BtvNyB6Ql5jlJhDVdEr9OTknM1x0Uq1LTYN+fyb+tO6Wu+WLJS4W0TGqyLYl9WpYkrll5KCFxYG+1WLH9L0jse7mOWf56uP1zYH5WBG++xCuXKLcxrTlfPFt2wIYPyHH99XKu6g7pc966E17643IcWisn09kifO13ios5OigiPX+PvLUS27bM8/tz64YkfnXes/BYfBx6fijjNh0eZNKMXzYq+SSYpoii4Vg6aORycHrE+3H462KRF9ISn65dA213ynpjI7K56bhrId5+KerWwgN/sBA2qFktm5XLba7yLkYJteKmkCqkzktqchvStetcdE3nrpa7uLPpTgpWgeOzx/nm6W+yuW4zyUKSGruGTCkjTUksi8n0pGSCWxY5M0fIHWIoPkSulMPr8JI38+Qs6WWdL+V5dPWjrK5azZuTbxLNRZlMTdLobxQrPDmKpmmVVpy+ko8adw0Fq0B7sB2H4SBbzLKhdgM17hpM2+TY3DH6E/0UzAKmZTKZmqTeW4/f5SeSixB0BVldtZrB+CAzmRkOzRyi2d9MtauafeF9bK7bTJOviVpPLaPJUWlbqjmlIYxmkLelRCxZTLJvch9rQjKD+1zW1awj5A4xlhqjyddErpQjkovwSOcjF62bXkyjr5Ff2PgLfLT7ozg0R+U9cxtufn3rr9Mb7SVZSNLoa2RNaA1vTL4hJdGWWWlekywkZZa2dpkfN9WrRAiO/YPEPM28WKC+Wokr20hiVGZORk9eqBZ4rh/CvSLG84KeLXczC7ZKzDfULi7cmR5xty8W6vi4xKfny7o6dssGYp7F35+LboiV3XmPeAQ81bIB0XWxrlPT8jzDCXq5q1gxC6WiWKy2JY/pDhHxbEzc3pfbyzrUJhbq1BERZ3dIBDMxIa7v5ITEprsfvbqYcuceeT8mjoiwlvIiyvMbFl+9lJKl5y5fqEGOudzs7VscJdSKm0J3TTfH5o6RL+VxO9zkzTyZYmbJeMZzMXSDXCHHq+OvMpyQlp6mbWJoBg7NQd7MY1kWTsNJ0BlkNjtLwSwQyUWYyc5Uan29hhfd0Gnxt/CxdR9jXc06vn7y6yQKCVoCLZiWyZnwGWL5GAAu3YXLcBFwBkgUEjT6G/nI2o+go3Ng+gAvj73M2uq1ZEtZzkTOMJmaxGt4K61N82aeifQEPodPEtaCqyru8KJZpGgVieQi+Bw+ClaBwfggQ4khNDSqXFX4nD4yxQyapWFZVsV7gC1Wr8vhoj/Wf95s6rZAG493P84zQ88wnhrHZbi4u+VuHl71sAwHKa/vcnj2qWc5cuQIe/bs4ZFHpF7Y4/BUyrHm2Va/jbcm3+Js7CxNOGiIjnKHZXNn9W1opfzF+0rPo2ni4nX5ytaUq/yB7xPRdXjE5Tp9suwivpBrtDwSUlskbg6XWJFVzQsCVSzHjd1B+X7oVekpPn5AhDHQJKI5fhD2/OPLr9XVNEm2OrelpysAuks2Ar4a+dkypazK0GWN9eulK5g7KALuDkqd9pVMnWraLJZ9JixWr2WKtV67Bu7+kmw+qldd/SSrhg3y1bx1wbU/L8q5uKz5Xdgl7GaghFpxU7ij6Q56o72cCp+qtBjdXLeZ3S27L/iaWC7G105+jWOzx0gWkmRLWaK5qMSoNRk9mSePpmnkTLGYS1aJaC5amTddsAqsDq2mylWFoRvsbNxJb7SXocRQJa4KYsUfnj1MlauKZn9zxVWcKCSYy8zR5GvC4/AQzUd5dfxV+iJ99EZ7mc5MU7AKZItZbM2WiX5o2NhkShlsbHrCPZUBIU7diUt3EXQFmUxNVnpvN3gbMDSDkeQIIVeIGncNE6kJDN3AixdDN/AYHjwODz6Hj7PRszy6+tHz7tntTbezsXYjU5kpSQ5D46mBp+iN9uJz+rir+S5JyLuEpfYHf/AHnDlzBl3XSaVSeL3Lx7dD7hCf2/w5jvT+kLqj36E+n6HGU0Pw9DOQiki890JtNRfT/4JYkV0PlEuQEvJzfFys42JGfr7YmMvGzSJEc33istY0eY2nWn6Oj4rFmp6DlttEHA9/XRppxEbF9a47RKRr14r1OLb/8uOuF8JTJRbp4IuQt8qZzRnJnHYFZdDE3f9Y6qPnesWLsHrvlbuoGzfJdfW/IJsbh1s8Cbd//urLmgppSc4bPyglZavugo49Ehcf3Sfrn4/9b/34xVuUKi4bJdSKm4Lf6efzmz/P6chpItkINZ4aNtZuxONYanGli2nOxs5iWiZjyTEGYgOsDa3FtMWlPJ9t7dAckp2sQZ2njjWhNQScAU5HTlO0iqSK8oHe6GukPdjORGqCNaE14ko2JUFrcXmYx+HB5/RRKBWI5qKVZK5cKcep8Cn+0xv/iaA7SLFUZCY9w9n4WbKlLLYtXctKlKT9JwZoYNompi1Z4rZmY9omtm1LP+/yLGuf04dlWzT5m4jn4+TNPAFXgAZPA59c/0m+euKrjCZHKZkynStdSlO0ivTH+vE4PCQLySWd2ObxOX2sCa0hVUjxF8f/gqH4ELWeWmYzszzZ9yRFq8gDHRd3N873Zbcs6Xd+MRp9jTyaN8FdBx33iygWsyJybXeI6FyKuV6Jy2q6ZAG7AuWmIEcWSoQMN0wellIjvVwrPPqWiGygQVyx9/4uvPTfxOIDEelNHxErfPSN8qjHD8i4x8S4vD7YJjFX24R8BmYT5YQ3tzy+9mILv0y2fVKGf5z9ubi5a9dKDbnDI61FAw2w7RPXdo6ZU5CYAmzZCIDcqyuZH74Yy4KDX5P6dldA1j17ClJz0re8do1sZpweufeLY+aKa0IJteKm4Tbcld7eyzEQH+CJ3ieYSk9h2zaTqUnihTjjqXFMW8ZTzg/U2FK3RZqIZKbwODx0VHUwlZ5id8tu7mq5ix+c/QGJfIIWfwsTqQl0TZe5y2aO9kA7IVeI6cw0Tb4mbGym0lOsr1nPybmTTGemsUyLEiU0TSOaj/Lm5JtkShla/a24DbfEo20Tp+ZEt3URamRspm7rlZnXDs1B0S5KzFsDl+Zic93mSpe1VDHF7Y23kywkZVym7iReiNPgb2Bnw07i+Thz2TmShSQ+p4+gK4ihy+CPF0Ze4CPdFx7zdypyipHECGur11YS3yZSE7wx+QZ3t9592XHrS2KWRGh9DSK0sGBFx0cv7xjBpoVhGw63WLvR4XIZVZ3EXKtaxU3dfBvUrYHX/1SEw3CKAA+/Ia7qj3xZBLiYltKutjvFvbzpQyI287kSkf5yElNIYq7FrGwSzAIYHomJZyIXXvOVYDjhoX8t1zlzSs7hrpKGIvPNVa4FswgnvyfJZGseFm9Cckrel8TYlQ3JKGSkWczMabGma9cuxOdT0zD8ikzV2vQh+VJcd5RQK1YkRavIj/t/zFR6iq6qrorLOJwLs6ZqjdQb5xOYtklHsIM11WtoC7axb2IfNjbxXLzS77sr1MWm2k28Ov4q/bF+dE0nV8rxzNAzvDj6Ii3+Fmo8NZyNniWWj6FrOg3eBtoCbYQzMpgjmo9imiaGLS7nRDGBaZmVedhFqwhI85PF863nH1tMwBkgU8xQskuVGuxwLkyzv5miXWQiNYHbcJMpZYhkI6yrWccbE28wlZnigY4HODZzjIH4AE7NSb23ntWh1QAcnzvO+7ret6S+eTHpogxkWNxa1e/0kylmyJVyVy/UhYyU5HiqxC2tGzKWMTq06CZY8uW+eBe6Cl0PiDDMnQFXldTt+hvElRpqk2Qlb40I88wpOf/sKal5nm9KMtMjbt87fmX5OLZuAItc/vPZ2dnYwoCLQlq+L5W7eS1uyHGlzGdcu4OyRl+tWPzhfrF4q1ednwF/tSSnZKMz30cdJNY+e0o2PJcr1MlpeOvPpeFMek6y0SnPoNbK07jiY+JxmO+hrrjuKKFWrEim09NMpiZp9bdi6AaJfAK34capOYnlY1S5q6SXdkkjU8wQzUVJFVN0VnXyga4PsLFu45J+3y2BFj614VOciZzhb0/+LYZu4NAdHJ45zKuFV2kPtuNz+mj2NbOjYQembfLj/h9LUynDWckWNzGZSE/gMlyYtkm+mMfAQNd0TNukZJ9fk7pYqIu2uM9Ny5SZ04aDieQEd7XexSfXf5K5zBx/euRPmcqIF8FtuKnz1jGbmaUj2IHP6aO9qp1UMYWu6awJrZHfZ2cpWkXmsnM0+hqXHT/Z5GvCoctozYArgG1LK9Xu6u7L7v+99MJscYOe/ol8iDt90nt7y+Ow9iFpzRnul8Sv9JxYwG23X96xW26Du34T+l+UrOnmB2SIRjFzTgMMWwQjOrTQzhLKIlIt8enLpaYLVu2BgefLPbedgCabi9q1YBdlk7D4+mdOSXMSTSs3R1m/NDnLtmHuLPR8TzYO6JJpvv4xcQ3rhri6rxepGRFoy5aEtVJuoT7dKsp9uZLNRu/TC6MuA81y/NnT8j6UsrJJC7UtTLFS3BCUUCtWJA7dga6L+AFYSLZzyBOi2deMZVvSW9vpozPUWWk+srdtL7ubdy+bzTwQH+Avj/8lp8Kn6KzqJFVMYds2AWcAh+6gK9RFf6yfSC5CySoxmhwlmo8ScAYqgzhA2oBaloWJZJzrml6xqC+GVv4vZ+YqGd3v7Xwv6WIah+agI9hR6dLW4m/B4/AQdAbpi/WRK+Vor5IpS/PTqMK5MAenD+Jz+kgVUzR6G/nKka/Q5GvikdWPsLF245Lzr6tZx51Nd/LW1FtMpCewbbsyTONSyWSLOXbsGHv27BE36uFviPUaaBY366kfgDckAxqwpdd2LipNQTa8f6EX9mLMUrn/tm9B5OZrpVt3ljO3NWkreuhrYl1Xr5I6ZocXWraJIJuFhefatqznUuMYk9MyFCMxURbQR6XX9qkfSkzdVy8bg8wc+NqWbjTO/BR6vr8wOtIdhO2fXkg2y8bg9f8Fx5+UPt+aLl6BzJyULrl88tjIPsmSbtwMXfddXQKWZcmGqe8Zacbi9IoFn5yUHuJo8nPb7ZeflGaWpKmLv0E2QR6n1DoPvyrvqbtKjpuNQ//zcNunr3zdistCCbViRdLka6K7upsjM0do8bego1OySjg0B+tr1tMX62M8NS4lRrbG/e33c1/bfRccODEYH+TrJ79Of7yfglVgODFcGcgxbwmvr1nPdGYaj+Fhb9teNDT2Te6TEZdlodbR0TX5KlklLNsiZ+cu65rme4KjyfXd03oPtd5aQmaI8dQ4k6lJBmIDeB1e1lQvDFlo8DUwFB9iPDlOZ1Vnpa94ySqRLWWJ5WMUrAKt/laCriDDiWH+/Oif0xXqImfmWBNawz2t99ASaOHj6z7OhtoNjCXH8Dq9bKnbUunXXbSKDMWHZP53oHWh1Sfw+OOP89//+38H4MMf/jBzc3PS7rGQhMayGLp8Etcdfl1KiVbfC6vuKffXdp5fBmRZMPSyiHk+LuVCGz8o1ttiNE1i0YOviijGRsXKa9kOt/2ixJ29tTIxauYEeGolS9xTdeGa3ExE4q3Hn5TYtadaLM6xt2DPPxXPwNArUqaVi0s7zA0fWHAZp2ag96cSu24qx5Rjo3DqxzKlyhOSPto9PxB3t+4SUc4lxLsA8PL/U+5nXhJR7HtGruHh/+/lZcYvZro8BARNNhy2Lclq0WGZAGbbsunofu/SnuQXQ9NlHYW5hfch0CTXEmyWezHfX3z4VVj33uvnulcsQQm1YkWSKWUqAnI6cppqdzV7WveQK+U4MnuEuewctZ5aNtdtxrItXhh9gXU16+gIdix7vDcn3ySaj7Kueh094Z5KnHp+BnS2lOXwzGFShRQtNS3oms7a0FoG44OMpcawLem2Nd/bW0PDwKgM5rgYGhou3SUjLDWd5kAzu5t3U+uVD7WCWcCpO3E73AScgUpG+LxXwLRMSbrTxCsQzoYxdIMHOx7E6/ByYu4EqUKKrCntUbPOLK9NvMZsdpauUBcvj79Mf6yfX9/269R76tjhqmWHF6mp9ckHbTQX5R/O/ANnY2crg0MeXvUw97ffj6Zp/Lf/9t9IpVI899xzrF9fdtWaReAc8dUdCy1ANU3qoPXlY+aMvA6H/lbKfFwByRiOj8N9v7fUxZyekw5jVhHWvU9EeOaUJHyN7JNM8I7d0gt78GVxtzduhDUPLm9Rz5wWt/zoW9L4w1cvMfX6jdK+cug12PoxEfnOveLiPXdqVWIcMtGl1mmwWaZWJSelPGl0n7jQnR5Zq8MjG43UtFjVZtkLo+lijWuGWPJ13XDnr13y76qCbcumYPKICGtkQN7byIBsQmrWitejkJIRnWsflMEcl0LXZcNy5BvicXAF5JiugDw+XyNdzMrvc7ErE+p0WO6/u+ra6rlvAZRQK1YcmWKGb5z6Bj3hHpy6E49D6oU/uf6T1Hpq+S/7/gut/lY6qzpxO9zYtk1frI+B2MB5Qp0388xmZhlKDBFwBmj0NRLNRTkVOSW111h4HB5q3DVMpadwO9x4dLE4NE3c07qmY+mWZGrbYhnbto2u6Who58Wl5+um5793aA7chhuH7aDR18h9bfcxlhpD1yQbfDYzy47GHbT4W9jasJUD0wcYSgxR56kjWUyCBo91PUZ3dTf9sX7emHyDE7Mn6KzqlA5gmiGDQ0p5LNtiLD2GhUWDr4FmfzONvkb6on0cmzzAw5EpEZBCWj4gux6AbZ/guZHn6An30FnVictwMZuZ5ZmhZ1hVtYquUBeapvGVr3xl6RvVsEHKizIRSewq5cQluvbBS3/o2rZYtOgLMWdfnbSkHD+4VKgjA1JL3bBRjuuuktKpyaNUJlNNn4SNH4ZdX7j4ec0SnHhSxNLpBW+dbC7CfRBslGNFBxeebzjAWKbBiStQtjbTCw1QCilxxbsCsqmYn4Ht8IiYzSfUFcpxY4dPktTmXfbBRogNyxzr7Z8RD8XlMHVc3PSWKZ6BUl6SxvIJuVeeoNw3w5Drnjl1eUIN4sYvZmXUZy4mSXlO78JUMxC3vq9Wcgguh/lZ3Wd+Kn8vTp94IXb+0pV1MbuFUEKtWHGcDJ/kVPhUpQGJbdv0x/t5beI1PrP+MxVL1H3O3Ntz49LHZ4/zs+GfMZeZYzI1ScbMUOetY0v9FibSE5iWSZ23Dp/TJz3DixkKZkF6fKfH8Tl8jKfGWRVcRcAZ4FT41BI3t2aLCOvoSzK9FyePaWh4Hd5KP+ztDdv5/JbP8+zws5yNnkXTNO5pvYf3db2vkhz2qfWf4vnR5wlnw1S7q9nbtpcdDTvQNI0djTsA6ItK3Nrj8FDrqeV09DT1vnp0dBndqTkrc751TcehO4iO74eJXhngEFolVl3vT8lWNdET7qHOW1epY2/yN9Eb7WUgPkBX6ALlQi07xJU6+LLEXHUHtN4hgxQuxXxbzMVipGliXRbOaWJiOMtDJcojKrMRsVpdAWn56a4SARp6GbofvrhVl56RErGqVhGg9KyIW3ZOLORiZvkxmsWsJFHNnZWNQ2pW3NjJKVmDbYvorHlowfXcuEks9Hx5TGM2Jm5uzZABHLkYxOMiVMVMeZSmd8FCXW6s5XJMHS9PwyrPmnb5RbRtc2FqF8h5LXOhZO5yMJyw5aPyPhfSsiE78YQMCEnNyMbD5YeNH1hIWrsU0ydls+TwQN16CQ0MviRu9C2PX/7abiGUUCtWHHPZuSWDHTRNo8Zdw3hyHKfhZGvdVl4aewm34cZjeJjKTBFyheiuXvhgm0xN8mTfk2RKGZp8TWiaxtGZo7w5+SYhV4hoLkrJlhhzqpCSumW7hM/wkS6m6Yv24TScOHUpgYrlYhTtInp55qNDc2BhVZLdFqMjlrahGei6XjmPz/Dx+NrHafY387lNnyNRSFSs9sVsa9jGprpN9IR7ODF3ggNTBxiKD1HvrSfgCtDsb2Zb3TaOhY9VOq41eBtw6k7Oxs+KSLurqPNIuUzRLGLaJs2pWflwnO977W+ATBh96iSGZixJiJtvcGIsar/56KOPMjAwwG//9m/zO7/zO2Jt7vhFSRRLTkpctmHjQub1xdB1EbL+58QS0w0RGTSJVS+mfoNY3XN9IoKpGelI1rBxwZqdLxPKRC4u1A6PiH0pL2I91yvWp22BfmL5Rh2xEXGVT52Q58+vSXfI60p5OWf3eyUZTdPkq+teOP1jETgzL9cWaJb73rkHZnvFhV7MlBu2xOS9CTZdvjUNZUu6SsrLwmelVEo3pMMZyMZHc8hmqqpVMtuvFHdgQYi3fXqhxanhEut8uQQ1syjX7gosHSQy0yPXXFvOw/BWi1iPvSljTpUL/DyUUCtWHPPCde5gh86qTpy6k/eufi+pYorTkdPMmrPUemt53+r30RpY6Kl8Jiq9utdVr0PTNDqCHZiWjKFMF9O0+FswbZNsMctMdgbLtqj11Fb6bRuagcfhwcbmVPiUHNQWEbaR+LFtS820S3ehIxnqDt2By3BR5a5iXfU6BuODJAoJvIaX9mA7nSERIU3TCLkvnN07lhzj+2e/TzQXxcbm6aGnwYbOUCd1njr2tu1lS/0WmdTlCrK2ei3xfFxqpW14cexFzsbO4jJcFM0i62vXsz0agfTQeedyGy62123n58M/l82Pw8N0epqQK7Sk9/qLL75IsVjkD/7gD0So5UIkE7juKtp1rX9Myqpmy2MNdUNizW13LH2eyycx22PfEWsWoKqlnNhV/lBPh0WsAw0XP6evFtp3ids1PSsii7Ugrg0blg7msCwZDjLXV465O0XsU9MSv06MyfF2fWHpwAzbhtEDIoyNW+Q8ZrHsCnfJdVS1SZ1zYlw2HMEmcYe33bG8VX8hmsojNT0hWH0/pKclrl+zRpLMkhNyHVWtcP+/XBpWuBoMh0z5ar9z+d/btiQU9j0jGyd/g2T8d+xaeM55U9TKr1MsixJqxYpja/1W3pp6izPRM1i2RTwfx+vw8pG1H6lYoJ/f/Hkm0hNki1laAi34nQuxrWwpS7KQXJKQBRBwBciZOfxOP9013aQLaQbiA8QLcQpmgTp3HeF8GKfmpKSXcOgODN1gJj0j2eHlxDEDA9ta+FDxODxUu6up89TRWdXJTGaGbCnLUGIIXdMrcfFwLixlVFw6ljc/yWttaC2HZg5VLHi37sapO3lt/DX+0W3/6IK90dfWrOXIzBEiuQjtwXZ2NO4gOLIfZnrlQ9xbLf/qBrRs5+HmLaSKKU7OnSSai1LrreWx1Y8t2fxcd0Ltkjg2cVjcyFVtksl9TkgDEIv6vt8XgdR06PuZZGTPJgFL2ntu+tDllTZt/bi4rg9/XZ5fv04swmJOrOtsdMHrkJ4VUQ21L1iQniqJmWcj4nLOzJ0/1SobFes2tKiJiW2LNdmxW1zm8TEZaOGrlWMkZ2STUNd9ZVZl6w5Y/34YeEFc+w6vWPc7Py+ejtlTcu7OvZfeyFwPJg5LGZ1ty32MDcPBvxYXedNmudd9z4p7P9AklQO5GKx7VFnTF0AJtWLFEXKH+NT6T/E/D/5PTkdPS0a04eb1iddZW72WlkALmqadN9oxV8rx/MjzHJ45TDgbZiI9gcfhYVVwlXT/yobprOpkLDUGQJW7ii11W5hJzzCRniBjymjMrJmlaBaxsGj2SuZ51sxWksTM8n8gLnCP4aEj2MH66vVMZ6dpD7ZzNnaWeD5Ojbum0rPb7/JzOnyaNaE1XIqpzBR+p5+cmSNRSBBwBciWsmRKGdZ519EX62M0OXrBLPdmfzPv63rf0gdX3weJSSkBCp+V2O6mD0PbHfh1g89u+CwzHTOVcIHvChpj5M08+yb2cXjmMDY2t9Xfxp62PXgdlygz8tZc/pALXRdLGuC2XxBBmzpRjo3vuPxxjS6/uJ7H3oK6dQtxXCNXzuaOLAi17ijHx00pAUtMlBOpyhu1fFLWcS6GS15rFhY9WH5N/Tq449dk0zF+UOK1NZ3lDUBUfg61n1+mdsH7Ykjv8M49UhfurV4YqekJXt+GKpfDyD7xIDSU6/i9NbJBGdsvQt20VUZw9j4toQSnVzwB6y4jt+EWRQm1YkUymZ7EwuLhjofxODyYtsnZ6FleHn+Zz2z4zLKveWb4GZ4feZ5qdzW1nlom05P0RnrJlDK4DTcbajfw/q73881T32QkMUJ7oF3ispokXE2nZfKVhYWGRqFUYPj/z95/h9l533X+8Osup9c50/uMRr1bsiRbrrGdYjukEcAhXhICBLJsQoDf85Bk4dmFhbBcm13gWXaB7NLSe1zSY8d2bNmyitX79F5O7+euvz++Z440Klbv9+u6dFmaOeV7zozP+/609yc3gmmbYsOVJ0RWy1KxKgC4ZBcBNUBWy3I0eZR0WTimVcwK8VIcSRId4W2BNpr9zeT1fG115vnoDHYylBmizltXm9k2LIOQO1TbNuY+bexpLDvGa1OvMZGfoC3Qxl1td9EdPiWNq7pFZ+3ih0U0GGhaEGFJkkRzoPniflCIevazA8/yysQrYkOXJPHM4DPMlGZ4YtkTF7ZKs5KvzkEfERcQnZuEAci57qu4RC35Uhc/BJuEMJrayXpwMS4i7MApUac/Jmqwgy+JGrA3IiJE1Sfew8blZ19y4QmK13D0+yc7v7MT4kKjebVIH0faYfe/ClGfr8t760Tn++TeCxdqEO9TpEP8uZrYtmh2Uz3n3o1dTp85q624xddBnHX5YyKzkJ0UP4dotxNNvwmOUDvckEzmhXPWfBeyIik1P+7R7CiHEoco6AW6Ql2sbVyLbunsnd1LzBurGXXc1XoXR1NH2dq2lfWN6+mL9uFW3LxnyXt4duBZxnJjZLQMAOsa19UE17Zt/KofVRY7rkFsvyoaRVGHRsWWbDyyh4gnglk2qZgVpopTpMopWoOtdIY6GcmOYFom8XKcqcIUZbNMV7iLol7E7/JTNsocShxiKj9F2BNmed1yMlqGyfxkbWRsNDuKKqtM5aeo99UTcoUYzAzSEmjB7/JzNHmUFn8LBaPAvx3+N+KlOCFXiNHsKMdTx/nwqg/TGT4l6pYkIRbhi6iBnoeZ4gx7Z/fS5G8i6okCkK1kOTB3gPva76MjdB7xMCqw8/+KiEv1ilru2Ouw8cNijeKpzBt5jG0X4t6yWmQK5pdEXCh1vcKMZfAFEdliCzFZ+a6FjyVJwm3MMkT0HumASKcQ0bY7RH36XB7XK98tXsvELigVRfS++n1C8OfRi+KiwzLA0IQASrIYdbvRmDsOx74v+go8EWET2/tAdWf4KTSvEu+VURGvRy+L19N4WsNZoGHhe+FwThyhdrghCbqCWLa1oM5cMkrIqsw/H/hnUloKVVLZZm/jSPIIb+1+K5qpLVjzqMoiLd0d7mZF/ckPiZX1K+kJ9zCeH+drR7+GZmoE3AGx41n1IiERdAeJeCJYlsVAekCkvKsd3vNz1CYmqXKKkiHS4qZlorgVkuWkWPThqeN46ji6peNW3HgUD69NvEZLoIV3972brx/7Ovvm9gGica5klvAqXhRZQUIi6omyqWUTJaPETGGGglHAsA2inigzxRn+x67/gVf10uhrxK/6mS3OsqxuWa3R7UT6BDundy4U6iuApmkkk0liMVF7zWpZynqRpZaKvzhG0RPC8oaYKc6Q1bLnfiBTF7PQ/c+JenPTKtFQBcK05NgPheXlfBd5fhZ2/pNImcou0XA1vQ/mjsHdv3v22va5kGXRsd6wWIw3KZ5zp899dWI/dG6q2i3eLrIT58MdEAtBVvyCiEKDzQu7n0F4mu/4vzBzRMxey4rokq4/yxKRy8GyRMZiuDoP3bxGpJqDFzj7nJ2C1/632DDmDQvb0D1fFOn93vsW3rb3fmEqM3OImhd7+0aRmne4JByhdrghWd2wmtenX+dE+gT13noKegHLtjBsg4JeYGl0KZIkUTJK7J/bz9rGtbQGWhnIDBBwBZAlmWQ5iV/10xE8M6Lzu0TEfCh+iEQ5QaqcQrd0DMuo7bcOuoJkyhkkScKjeITxiW2h2ZoYwbIlJFmqzUprlgY2+FRfzSN8fhVne7AdWZbJG3lenniZBl8D++P76Qx14lW9zBXn+Pn4z+kIdbCldQumZTKQGcC0TX5zzW8iSRKZSoYfDf2IZweeFfV3xUvYHUaVVA7mD9Lkb6pd1EiShF/1M1OcuXI/k9Wr2bNnDwAf+tCHePbZZwFoVIM8ND1Ae3aaIAqay8uRSDPx5sU0+c8hBJYp0r6DL4q6amZMiGDbHcLhy18vUtGVnEg/52Zg218LkTbNk6Lcslb4Uc8cuvCFH/OobmFz2nPv+W8rSaJr+lJ4s3GxYJMYYSqnq5G1KcTvYi46TqUQF2lzLS8i/5Y14nUOvgh7vwRIIm1/7PviYui+3z854vZmHP+RmFOX1VPMYurE4/bcK94fvSSyHL4obP24+LkUE6LE0rJGOLQ5XBKOUDvckDQHmvnA8g/w4tiLjOXGaAm0sKF5A8+PPE/MG6sJkk/1YdomiVKCd/S+g68f+zr96f7a9+7vuP+sDVe2bfP8yPMosoJP9YkUdnV8S7f0Wp05VRaCe0fTHbX0ddkokyglMGwD2xQOZYqsEFJD2LaNZmlItsS0No2ERLO/mWh1u5BmasSLccZyY9i2jUtxkSglGMuN1WxNLdtCkRUafA0MZ4YpGkUCrgDpSpo9s3soGAWinig+1UdOy4nVnLK4MDFt4VRm2RYFvXD+tPNF8Nprr/H5z3+eQqHA+vXra1+vm9jDneUSxxQXU7JMUM+zaCZFe+c9C/zCa1imiIx3fF5EkIqnmiItiuaiYJPomg42iegSRCQYPwFqAHzVWehCXIwiSbIQhJsNrQATe8Qu7XlnN09IZA6m9kLHxvM+xAKSQ/D6P1Z3fksieu/aKjIHA88LK9f50bNgk3Bjm9p3/gsVyxJ+7HoBoj1Vz/KMsHsNt4qU/eAL4k8lJzIHy98p5usdrgiOUDvcsPRGeukJ96BZwgvbsi12Te9irjRHnVd05RqWgYRUmyX+nXW/w9HkUXRTpzPUWbO/PJ28nmciP8GS6BLGc+PEy/FabTrsDtfcxDoaOjBtk8V1i1leL7pY54pz7Jvbh2VbeBUvc6U5AmoA0zYJe8LES3E0S6NiVLBtm4yWQZEVXLJYplHvract0MbO6Z3smdlDspwkr+fJVDJ4lZNRR8WsEFADtaaxidwEOS1HUS+KjVuyKtZZlsXiDr/LT3+qH4/ioWJWaA+1s7nl7ONbl4LH4+HjH//4md8Y30VjpBfJGyBeEgsc2opZQvI5usYHX4BD3xG1y2Cj+HA3NSHguUmRivaEhHnIfIo5NSIaucpZIXCqR0Sg+TmItF3ZWmclB1P7hQVnqFXUXC/ExOVCKWfg8DOi43tyjxC+aPfJ2elSWpzhYrBt0biWGa824cniMUZfFeYk5ezCyHn+9ZQz53/s/LS4iFL9VWMYRTT8pYaEq9vYdtj/NWGw4gmLn9XufxWR9aXM1zucgSPUDjc082lnEJ3Z97Tfw3dOfIfhzDBe1UumkqE30svK+pWAWAG5te38ncBexYtf9ZPVsqxvWk+inKCoF0mWk3x41YdZFluGaZsEXUH+z4H/w2BmkEZfI4ZlkCqneFvP25jMT5LX8gTcAUazoyiyQsQdETVsbAJqgOPJ42QrWbKVLIqs1JZ95PU8eT3PWHaMmC+GT/FRkAtktSyj2VG8qpe8lufBjgdrG8F8Lh+zpdmapzc2FLQCRaPI4uhinlz5JMlykqnCFM3+ZjY0bzh7RHulkRUk26bR10ijr9oxbRwWblinY1mig1r1n0z1+mJCAFSvEODOLbDofuH/PE+oBSbfEG5W0weEQOv56hz4HSc3eF0uuWkRlSb6q69NFU5eGz98YXXp82HbYjXoyCsiJeyvh5mDMLYTFt0nolOjLMT2YjDK4syBxqpbWll0s1sGlBJVF7ZjInKXJHGxI8lnXzt6OpIiHlcviNE12z5pHdp1l9hsJrtOdpx7wqJzvf95ccFTTIg5+M7NF9/05wA4Qu1wk7G5ZTMu2cWO6R1kKhnuaL6D+9rvW9BEdiG4FBdbWrfwzMAzTBen8SpeSmaJBn8DeT3PdGGaZbFluBU3Tyx7gh8P/5jh7DCqrPJw98M80v0Io9lRtk9tZyo/xfqm9bT4W/CpPl4ce5FGfyNuxc1UYQrN0sSKTllFkRRGs6M8P/o8iVKCiDtCQSuIfdreRkpmiXgpzuK6xdzXcR/3d9xfO3OTrwnTMnErblyKq9aF7pW83NF0B3c03XFho1BVbNuupdkvhHQ6TX19PbZt8+d//ud85jOfEd/o3CIaugpx8UFcmBPp7Na1Zz6IZVQjxqyI+Aqz1XqsBNGIMDVZ8c4z79dzr+j2zk9DXRekx8Vzbfyw6KS+EiIKcPwnQtAaqlaolRyMbBOv5UqkcjPjonYb7hQRpzcqotX0qOh699VBx+aLHztT3KJMMLVfPL5R3e+tqEI4lz8OO6eEgEqKcALrvEs0lZ2PYJPY+V1OC2HXyyISb1wmur5HXxPPP898vfrIMyILIrtEFmViN9z97y+sJu6wAEeoHW4qJEliQ/MGNjRfZOPQWbin/R6yWpYfDf2Isl5GVVQsy+LHwz9GlmSWx5bzgeUfIOQO0RZsE7uqVS8NvgZcsotlsWUsiy2cdR3JjvDyxMu4ZBdlo4xH8dAd7iZeiqPICs2+ZvJGnnpvPcOZYTJ6hoA7UFtvaRomS6NL+eTGT9ZG0+ZRZZXucDfJcpKiXiTkDlHnqcOtuFkWW3bBIm1aJjtndvL61OvktTxL65Zyf8f9FzRDbVli+chXvvKVk0Ld+4Coq46+JtKhpiEixf7nqlabW09+OKtuYRiSHhUd3lpRRHyWJRZaLH3H2Z+4rhu2/i4MvAjpYeh7RIwHXcnUqmUJkfPVn0wNe0IiekwOXRmh1ksizT/fWKV6RMQuq7D4baIzunn1xV94yEp1teWAOLvLL2rVnpCIgCMdcM8nRapdy4v3rf3OC3seSYK1T4jsx+xhIbxNK8SGL18UWtaJ9ZmBRvF6Klnx++AJiUyHJInXPL/l60INbhxqOELtcFtg2zaHEod4ffp1EqUEiyOLMSyD7/R/h0QpQcksYVkWd7XexeK6xVSMCocSh9g+uZ2x/Bh7Z/cSdAdJlVN86/i3yFayvL337Quew7ItKkYFbLHdqiPUgSzJVMwKXtWLLMmUzBLpSpr+dD+KrJDX88S8MXwuH0W9iE/1kdEyIrV9Gg2+htqqy7WNa1EllURZNFGdy6HsbLw6+SpPDzxdc3x7ZeIVxvPj/Oaa37zozARwipHKI6Jp6fiPRfQ1WxDCMHtYjDepHiHiIITc1ETEF2gR4tKy5szxpVOJLTq5yOFKkx6DkddEZsA0RKTr9p9M87rO47B2oUTaRco7M3HyteRnINYH637l8mrtWkGkmE1N/KnrEYL5yl8L97TmVcLB7FKeI1AvOrmzE+Kxwx0nRX7J28SFzNxRhCG+S4h0bNFJExPFLVLtmYlLf323MY5QO9wW7I/v5+tHv45mavhdfn48/GOOpY7VotzZ0ixpPc3++H46Qh2iLm7Dz8Z+hmZqdIW78CpeUpUUg5lBvn7s69R569jYvBFFVigbZb5z4jvsn9tPopxgpjjDXGkOwzKomBVaA60MZ4eJF+O4FNFUlq6kazut83oen+KjJ9KDLMsU9MIZFp6KrPDookf55rFvMp4bx8Ym5A7xSNcjtAQuoNaI2KT1xsjPWJmZo8UVIu9TmAn3MJgd5WjyKJtaNp3/Qc6Frw5mDou0d6y6GlMvic7imYPVZRu2iPZa14oPcaMiUtj5uevnTJUcgtf+l5iTBkgPiQuNjjuFD3Wg4eJHv86FOwCrf1HMIM8eFl/zhoXRyuU2xGl50ZQWaa+axuwQdWVJEhdJwz8XTWWLHqw60zUKw5gLHQWbdz87nUA93PtJMSJXToumuKM/EB7j89iWyKQ4BieXhCPUDrc8tm3z6sSr6JbOoqiIYnKVHHktT0ugBY/qwaN4cCtuCnqBkewIRaPISHYEj+xBkiTqffUkSgmOpY5R1stolsYXDn2BeCnOo72PsmtmFzund9IaaKUr3MVccY7hzDAbOzdiWAbDmWE0U0OWZeq99UiSmL1WJIWeSA8xX4yAGmCyMEm9t77m8HU6iyKL+J11v8OJ1Al0S6c73E1roPWC097lxHHuPP4isXIet+zClBUmGhYxHImS0y6y0/h0KlkhAKfODbt8ImVaqI5PKS4heke+JyIul180cHmCF2eZeSUZeEGIdNMqwAZ/A0ztEVahXXeLmnm068o9X+cm0dw1e1gIWMNSEf1eLq3r4NBTIgU+X/93BcTZ/fXCavzI02KdpMsnatWt64TvdmpY9A/MZy0u9qLJ7V+4HcvURBlk7ii4Q1BOiouI9nNs3HJ4Uxyhdrju6JbOWHYM3RIjVRezDOJCMGyDRCmxIK0rV20PTUu4jQVdQdKVNLqpM5QZomiINHR3qJtjqWPsnt5da7ryuryE5TAN/gZenXyV9U3rOZw4jFtxE6zO/Tb6G8nreYKuIL+26tfYNb2Lgl5AlmSyehav4mVlbCVHU0dJVcQqy1l7lpArxENdD9U6vc9GxBPhzpZL+MCzbQIDL9GqVej3+Kjz1BEsZ+mYOkSnsvKSfL4X4AmLDu787MktVnpJpDxPtdlc9phI904fEnuavVFY+Z6TSxyuBVpRjC7NHIL+F06mti1TNKvZphCxez95bk/ryyHSfvnrJk9n8SPCxGS2ugGslBQiOXdMNH+ZhujAbl0vImO9JC5SBl4Q0bhliXG5DR8SFyeXk+FouwO2fBSGfi7Majo3idr0tdjedQviCLXDdWW6MM23jn+L0ewopm3S5G/iXX3vWmD5ebmokkpnuJO9s3tr0WyDrwGP6iGv54XJiGXhNU1Clk1DeoyAK0RrdBnh2HJM2+RQ4hCapYltWaqX1Q2rafQ10p/uZ6Y4g1t2n1FXtmwLVVaRJZllsWV0hDqwsVnrW4skSWQrWRZHF/NAxwO1xSGrGladc7uWYRkcSx5jPD+OT/WxIraCRv9FfPAZZeT4cWINy4il+olNH8Jr6ngNnV/wx+jyXqCdJNDf349pmijKKSKmusWO6T1fFJGU4hYdze0bRYPUPL4obP2EEBUtJ+qdocu8SLgYTB12/bPY8qR6hANaMSnEzSwL5zNTE9aYp4p0KSXukxoWKdzOLVc20r5c/DG45/dEmeHYj0RjmW2K1zt3XKSlvZGTtqGqWzT1ldMnF5HEU7Dt/y+6vC8nypckIdYXutHM4U1xhNrhumHZFs8MPEN/up+uUBeKrDCRm+Cp/qdoD7UTdl+ZmUtJkriv4z7GcmOcSJ1AlVUM2+AtHW9hID3ARH4CQy8RsQzuwMsaHdZWyljmCfYE2ugMd3IkeUTsbZAVFElhOj9N1BPFJbsIuUKsaVzDwcRBZouzRNyRWv15TaMYf4l4ItzTfg8/Hv4xeS0vNmLZBne13sWjvY+eN3VtWiZP9T/F9qntGJaBjU2zv5lfWfYr9EUvsPNZdoE7QLScYa1hU1G8aJ4IgUqRqG4iH3oKNv/WOe8eiUQIBAIUCgUqlQpf/epXefLJJxfeqOdekcYe2yFS4c2rxddOr4PKyrVfvzjP7GExKlTXI2rGvigcflr4hgdbhLhJsrhdOVv1tk6LOvbsEVGDNyswsl2MG91Iph5uv4iYDz8llmAU5sAoCeG0TPGzmR+lKudEx73iEUItSaBXIDsuIuErkY53uCI4Qu1w3ZgpzDCcGaYt0FYbReoMdTKYGWQwPcj6pvVX7LkWRRbxG6t/g31z+8hUMnSEOljftJ4Xxl7g60e/Tigfp7FcJOv1s13O4tZl1pWyNCeGeU4RXdvLYsuYyk/hkl0ky0kOxQ/xjt530BPpQUIiVU7x2uRrTBenCbqCPNr7KGsaTs6pvqXzLdT76jkYP4hu6ayIrWBj88YFIj1vW1rvqyfmPVnr7U/38/rU6zT6Ggm5hVXpQGaA50aeozfSiywt3GCULqc5mDhIupym0d/ImoY1oqTQ+wBs+xvcxTTuQIOIeEMtok46tV9ElufwppYkiZGREV5//XU2btxIOHyWC6nrEUlZlhAX2xLR+Zt1joMQL8sQIg0iPewJiw5vf52wwIx0irr1zEExXja+S4h0wzJRZ7dtIeQnfnp1hVqvGplYhnieC5lB1gtChOv7RDmhKNziSA2LC6TkkGj8Sw+L1+EJn9KdrQK2uL/DDYMj1A63Da3BVlqDJ9c7aqbGwbmD9EZ6aSmVwSXTqIY4YukkscmW8hTTw5ixJrpCXayuX03EHWGqMIVu67QF2/jlZb8sbDyBR7ofYXPrZtLlNHXeujNGnRRZqRmTnI5u6fxw6Ifsmt5FUS8SdAe5u/VuHul+BEVWmCpM1fZRA7X0/WR+kpyWI+KJ1B5rtjjLlw5/idHcqLgtEntie3hyxZME+x4SPtL7viI+/IPNoolLksV4T7Vmfy7q6+t57LHHLun9vypkp8SyiXi/EOq6Xlj/xMnRJ9uuWo56Twq4v14Ill6qNrsZVZFvhd4HTwpxdkpcyIAYS5LVk/PVkiTELjkobns1OtaTQ/DGv1UbvarnW/cBseXrzfCETzqR1S8VUbRWEG5lvQ+IJq9iUoyEZSdFo9+8U1k5Iy5gmq5c6cnh8nGE2uG60RxopifSw+HEYTrlTlRJZTw/TpO/qdadfTXRTI2yKUxJ8NdDKYkshXDLLroibfRZfqLL3oERaeKViVeQJImeSA9doS5OpE/wQMcDZ4hx2B2+pJT97pndvDT2EnXeOhp8DaTKKX48/GP8Lj9b27biV0WDnWmZtaa2klEioAbOMEZ5dfJVRrIjLI4uRpEVNFPjaPIoe2b3cF/HfbD+g5TnjlIoJdGjHdQpLjzp0epu5Tcfn0kmk+zfv59AIMCmTZcxynUlsExRD5/aJzqKJUmMBO3+N3jw06Jr++j3qz7h4er+5AdFd3fLWrEn2hUUaWyXT3RIz9eki3GRRo72iH8HGk4K+nz2opIVUevVEGnTgL1fFXX8WN/JSHjvV8Tomzdy7vvKykInsvnX1HU33FEtVVRy4j058n149W9FnVqSRVq8515h9+lww+AItcN1Q5Zk3tX3LnRLF81klklzoJlf6PuFK1affjMCrgDd4W72ze4jHO1EKcyRyU/hwqbHSBHp3EJkza8SsDSOp45zIH6AiDtCxarQ5G9ic+u5P8yyWpaB9ACmZdIT6Tmv5/aBuQOoskrMG8OyLfJ6nmOpY/z9vr9n/9x+7m67m45QB/3pfhp8DVTMCkWjyEOdD9W80OcZTA8Scodqgu5W3LhkVy3C3lWa4pBXYkl8kkBmkJTqp6VzK3Vr3n9e0fnpT3/KE088AQh3sg984APnfZ+vGukRsVEr2iOiRhCilhoStp/HfiDmswONohP9jS+KkaRFD4ha/NAy4ZblDgpXtOM/FIYtqk/MAi9/9GRau2MzjFS7xL1R4TPuDl09l63suHgd0a6T9f3YIrFdLH5CzHi/Ga1r4b4/ELarlXknso0nTUrUahf+yl8AX0S4yJUz4mJt6TtOvp8ONwSOUDtcV1oCLXx07UcZy41hWAadoU586hVygToPkiTxSPcjxEtxBvOT2JFmPF4fd3taWNz9NujcjO2NMDD5GhWjQlEviiUejev5wPIPnHOFZH+qn2+f+DbTxWmwIeqJ8s6+d7Kx+dxrC0/tGB/PjXM8dRzDMnDLboYyQyTKCd7d924OJg4ykB4g4onwtu63sbX9TE/omDfGROGkA5Rt2+iWTtQdJVlO8oOhH1CONKM3LCWcTzBWmsbb1M5HQ81czI6ow4cPX8StLwDbFqlYowzh9vPvL7ask9uc5pEV8bXZw2I+e97CMtAg0tSDL0Hv/aLWu/xx8Sc1IhZxWGZ1UYghxpeWPX7ywiXYKNzVBl8UKeXgavE4LavPerTLRxIRrm2f8jVbeHRfaARf13P+hjBZEZmGRQ+K55LlN7+9w5mU0mJhTCklmhHb7hDZmCuII9QO1x2X7DrnSNLVpjPUyUfXfpRjyWOUjBJtwTYWRRbVotHD8UM8M/AMqqyyrnEdmUqGRClBspykK3zmaI5u6nxv8HvMlmZZFF6EJEmM5cb44uEvkiwl6avroyfcc0bz1+qG1RxNHiVdTjORnxDLNlQvHaEOWgOtHE8fJ16O88EVH6RiVlAkpVYbP53NrZs5kT7BUGaIkDtEqpKi3lvPuqZ1jGZHSZVT9EX70CSZuDeErTcxXoozXZi+KCvSy6KUFtHhvOGHJIu07vQBMRoVahF2l2/WlBbtFH+SQyKSlmTx91CriJIlaaGoufxQyVQF+ZT37tgPRWNV63ohXFpBRLNTexf6e0fahVXqtSDSKaLgqX2i7i4p4ozhdtHQdqU5/b1yuDByM7D9f4uGP6l6cdWyFrb8zhXNSjhC7XDbE/FEzpnG3h/fj2ZpNVH2u/wMpgfZN7fvrF3p04VppgvTtAXaUGSFklFipjDDWG6MbCUrUuYtm3nX4nctENpNLZuYKkyxe2Y3c6U5VEmlO9JNS6AFSZKQkCjpJYAzUt2nsyK2gieWPcErE6+QKCVY27CW+zvupyPUQaaSQZZkTNusXSwYtlHbl31NmD4Ib3xBbMKybTHX6wkLY45Ip2j8yozB7i9AqO3cM9aqRzRXvfFvkOwXzlvBZlj3hBD7wReF6LoDQpyLcZHiPlWkTV1cMPgbT0bm87fPjF/+a9XLok6sFUSUXtd7YYIoy6KebNtCBGxTLCZZ96tOWvpGov95UYpoWiGaDY2yuMAb2y4MaK4QjlA7OJwD27aJF+OUjTKaqeGuzp+qsloTzdNxKS4UWcGwxPKJkewIc6U5/C4/3eFuPIqHV6deZXHdYtY2nlwD6Vbc/OKSX+Tutrv59vFvcyhxiL5IH7Ikk9fyKJJCZ/jCol1JkljTuIbVDasxbANVUmsjYIuii2gPtjOcGaY10Ippm0wXptnQvIFm/zUwHdHLsP9rYkSqvjpHHT8Ow9tE3dUXFV+rXyzS17OH39wMpXEZPPgZkY62bXE/X1R4iHfdBWOvV5vAEE1Yy07bziUpojHr1GURtgXYJ8e3LpX8LOz4v9WzWSKi73tYZAouJMUcboP7/59q13dVqC/Ul9vh2jB7WPy+zV90q17x98QgLL5yT+MItcNtT7wUZ8fUDkayIzT4G7iz+U5aA608O/hsrSY8U5xhad1S6r31lM3yOZ3Tmv3NLI4uZu/sXpr9zUzkJjAsg6ZAE3XeOlRZZbo4zXBmeIFQgxDY9mA7Tyx/gq8e/Soj2RFs28Ylu9jcupmV9Ssv6nVJkoRLWhgl+1Qfv7Tsl/j+wPcZy48hSzJ3ttzJLyz6hYvaZX3JpEcgMymapOYj2GiH2LJVyZ95+/OMiwEiwmw/rf6veuDO3xBNYNkJUZNuWy9Gqk5FlkV9dn4Myh0QFxHhtsufBT/6fTGH3bBUdFMXE3Dix9C0/Oy7us+GrFydOW3LFKY0U3vFBU7rOuG0dr4ZdIeFBOpF4988ti2yNPMXnFcI56ficFuTKqf4wqEvMJIbIaAGOJ46zqH4Ifqifeya3kV7sB3TMhnPjbNrZheLI4vZ0rrlnFumJEniPYvfgyqrHE8ex7ItQu4Qq2KrUGUV27axbftN09dN/iZ+c81vcjR5lIJeoNnfTF+075w16YulM9TJb639LZFil9Wareo1QVaF+FQzDuJrLhHVFhMidai4RYTrjUDDkkt/LtUNHRuBczfxAdBzH2ALz+v5zudlj4k6+aViVETqvZQSNp3RLtHQVpgR1p5nE+rEAIztPDn21XXX5Uf15+LQd8WFBDYgCdHOjMPaX3Zq1RdDz/3CCCfRL35fC/GqveyVHW9zhNrhtmb/3H5Gs6O1mWPbtunP9PPcyHN0hjpp8DUQ88boDndzIn2CTS2beHLlk28qmnXeOp5c8SSJcoLtk9t5fvR5ymYZRVeIl+JEPJHzepkHXIE37RK/XBRZueDVmKeyfPlyZFnGsqyFPt8XSl2PEN+pfaIeLUlCyHruEXPMqUER7flisOrd18ZLez6q7rlP1LZV7+WJlWnAC38phN/UQDkoXk/fwyLimrfwPJWp/bDz/wgjEsUlLDyn98OWj52/+/1iyc2Iiwhv9KTvd2FOPGfvfSKb4HBhtG+AOz8iatWFOWhbB0sfveL2q45QO9zWzJZmhX93NQ0rSRIhV4ix7Fit2UqWZLHmspygJdByQZHtvHPY23vfjkt2sWN6B6lyiiZ/Ew93PXzWjvGbgXXr1jE5OUmxWKSh4RJ2C8sKbPg12PdVsSiCatp13QeEaMSPizp2Xc+bb1qq5IRfd25GmNW0bzin9elFnU2+yNHA3IxoivNGxUWFJMHxH4mIVfWdTO8XZqH/J6KZrWXNwsewLNF5Xs6dHCfTyzCxR1zQdG25vNd1OoW5atR+ite6v14sUplP+5+OZYrSgKmJ13m1Iv2bDUkSmY+OzcI453Iv8s6BI9TXmGg0SiaTAcDlcvHss8+ydu1aWltbz3NPh6tBs78Z0zZrjl+2bZPTciyJLiFTyRByh/CrfuKlOB7Fc+ELMKq4ZBdv730797TfQ0EvUOetqzWlnYpt29cu/XyZNDdfZtNZqAXu+aTw0rYt0dk931x1uoidjVIatv+96Ka2AWwYflnMOV+rLVyWBUeerRqFpEWjWMedolN76CXxoR3rFZ3m5SxImkjrL3/szCyBXhB19EDDyQ95lxewxEXAlcZfL8xaSqmTTnSllBhp89efeftCXLi9zR09aTu79pfO7Au4nZHli7/Iuwgcob7GZLPZ2t91Xecd7xBdqK2trXziE5/gU5/61PU62m3J2oa17J7ZTX+6H5/qo2yWqfPU8b4l72PXzC6OJo9SMSuE3WEe7nqYJXWXVjMNuoO1XdWncjhxmNcmX2OmMEN3pJt72++lO9x9uS/rqvKNb3yDL3/5y6xevZq/+Iu/uLQHkaRLT7GOvrawScsyRJ1w6CVRY70WTO2BI88IcWtcLsR48EXxmmQVYViCyBL4YsJ8xRs5u7i5/OI22YmTQmnq4iJGLwvP8VDLlYvUQi1i0ciJn4iLjPnnW/yImNM+FduGA98Uhh7RnpOrMd/4EkS6nP3S1wjJthdY3zhcZbq6uhgbGzvn9+d/HL/7u79LX18ff/AHf3Ctjnbbkigl2DWzi9HsKA2+BjY2b6Qr3IVpmYzkRihoBZoDzTT5L3xf84VwNHmULx/+MiWjRNAdJF1J0+Rv4iOrP0Kdt479c/sZz40TcAVY07BmwUKR68l73vMenn76aQCOHj3KsmVXwYDjzXj170SXeP0p8y/pERGZP/L/uzZn2P0FEU2furwiNSJEsOde+NEfiVq1v0GsmSwmYPk74fHPnV1wh7fB7n8VFx2qDzIjQqQjndXVlevEfPibeXxfDKYubFYndousRPsd0H3vSYvReQoJeO4/iTPNlxZsS3iqb/6ocGdzuOo4EfU1ZnRU+C2PjIxw//33MzExgWmeOYLy+c9/HsMw+MM//EMAOjo6OHr0KF6v99KaeBzOSb2vnrf3vP2MryuyclUd016fep2CUWBxVAhOo6+RE6kT7JreRbKcZO/cXmzbxrItXp96nSeWP3HJEf3VQtO0a/+k/nqRRj51a5VeOu9CkYtifo3lzCHx96YVYrf2fIpekqnm3U+9kzjPogdhw4dg/zdE6lpxi2a5B/+/546Ku7eK2428IjreJUWkmKOdooN86CVR/9z4oSvz+hSXOOeiB89zw+prXHBuSXzZifGuGY5QXye6u7sZGRkB4Pvf/z7/9E//xObNoqW/UqlgGMaC24+PjxMMitTppz71Kf7yL//y2h7Y4YoTL8UJuE425UiShEtxcSR5hOnCNO3BdnyqT+yeTg/w4tiLLI4uvmlq2VeNri3C+WnuqIjy5lcz9t535Z7jxE/h4LdAK57898p3iT8ALatg6EVRZw80itS3Vjg5i3zPJ2DV+0RKPtgkau9vZnIiSdC5SfwZeAF2TUPjCnFB4PKLCHjyDVj1XrH16lrhrxemMqPbq6tCXZAeE/PDjdc4k3Ib4ziw3wA8/vjjfOc736nVpz0eD/fcc885b/+5z32u9vcPfvCDbN68mR07dlz1czpcWXrDvWQr2dpCDt3U0U0dt+LGtM3achJJkqj31TORn6BoFK/nkW8MYouEl3L7BiFkTSth029eWCPahVBKiU1asguaV4k/7oAQ69yMuE3LOlj5HvH3RD9oeVHjPTVCjXbA0reKkZ2LWXZhmWBLiCJ3FVkRDWyWcc67XRUkCdb8EjSvETX0+HFxobDuA5c3Z+5wUTgR9Q3KK6+8Uvv79773Pd73vveh6zoAbvfJOtJXvvIVALZs2YKqCqvIxx9/nO9+97vX9sAOF83W9q30Z/o5kT6BKqkYlsHS2FJWxFYwnBlesHu6oBdo8DWc1+f7tqFphWjisgzRvHUlswzZKSimxAXBPMFmUZfNTYrOclmGFe8UO55zU8KJKtx+Zc7RsBi8ISGM4XYxEpWbEs91urPatSDUAvf/oTBkMStidO5K1codLghHqG8C3vnOd9ZqgR//+Mfp6jr7DO58uvypp55CkiQ6OztrNXGHG4+WQAsfWf0R9s/tJ1VO0RJoYW3jWmxs9s3t40T6BHXeOspGGcu22Nq+9Yq5k90SSJJIxV5pvGFw+USUPC+MWk58zXNa2jlQL/5cSaLdIm1+5GlRJ1dUcVGy+n3XzzVMcQnrU4frgtP1fZPzhS98gd/5nd+hVDpzSYQsy7VGtf/5P/8n/+N//A8ee+wxuru7+cM//EOnKe0GZqYwwysTr3A8dZywO8yW1i1saN5wxnrM68GpXd/79+9nzZorlHK+UbBt2PXPMPAzIcySJOrg3VuFU9i12tmcmxEmIy6vEGpnIcdtiyPUtwiZTIZKpcKf/dmf8b/+1/8CoLe3l8HBQb70pS/x7/7dvzvjPk1NTfh8Pr785S+/aU3c4fpxIxqhPPfcc7zrXe/Csiz27dt37cezrgV6SYxfjW4X40gdm2HJW50Vkw7XBUeobwP+9E//lP/8n//zm97G+TVwcDgL9tnGkxwcri2OUN8mfOtb3+Kv//qvKZfLvPHGGwu+F41GSaVSAAuit8997nOsXLmSlStX0t19Y7tl3U5UzArjuXFkSaYj1IFLvgp1WgcHhxsGR6hvQzRN4/vf/z6apvHUU0/xla98pSbQ50qzNjU18e1vf5t77733Wh7V4TT6U/08PfA004VpZEmmK9TFLy79xUvahHWpPPPMM3z7299m7dq1NUMeBweHq4cj1A4LkGX5nGnwpUuXcuzYMUB4k1cqFb773e/ywAMPXMsj3rYU9AJ/t+fvmC3O0hnqxLItRnOjLK9bzm+t/a3aKNfV5tRmst27d7Nhw4Zr8rwODuellBIbx7QCRDrENjLl5p+UuP4tpA43FJZloWkaW7dupb6+HlU9+Usun9LtOj09TSqV4sEHH0SSJCRJ4pFHHiGVSjn17qvEcGaYmeIM3eFu3Iobr+qlPdjOSG6EqcLUNTvH4sUnPbYfe+yxa/a8Dg5vSnoUfv452Pl/Yd/X4JW/gTf+Tbi63eQ4Qu1wBi6Xi23bthGPx9F1nZ/85Cd8+MMf5utf//qb3u/5558nFostEHeHK4eNLeykT3Gskqq+y/YZvtNXj//yX/5L7aJtZmbmmj2vg8M5sW04+n0xztawXLjVBVvE+tPp/df7dJeNI9QO5+Wtb30r//Iv/8LatWtrXzt+/DiRyNndibxeb+3vW7duJRqNsnjxYt7//vef4WHucOH0hHtoCjQxmhtFt3QqZoWJ/AQd4Q5aA9dus5bP5yMWi12z53NwOC9GBeaOQ6BJ2K2CMK4xdRFp3+Q4Qu1wSSxZsoR0Oo1t29i2zR/90R+hKAo+n49cLgfAu971Ll577TUymQwDAwN8+9vfxuVyoaoqfr+fl19++Tq/ipuLoDvIexe/l0Z/I6PZUSbzk/REenjP4vc4jmUOtzeyKtaBGqcYP1U99HH5r8+ZriBOM5nDVePd7343zzzzzJveZv7Xb2hoiGQySSAQYPlyx6rwzSjqRcZyYyiSQne4G9fVsNE8D42NjcTjccCZwXe4QTj+E9j7ZXAFhGjnZ4Uv+33/j/jvTYwj1A5XlV27dvHKK69w7Ngx/uEf/mHB99797nfz1FNPoes6Ho+n9oEvyzK/9Eu/hCzLNDU18dnPfha//+a/Kr6VaGtrY2pKNLA5HyEONwSmIdzkhl4SPu11PbD8F6Bx6fU+2WXjCLXDNcOyLAqFAoZh8NWvfpV//+//PQANDQ0kEolz3k+SJCzLulbHdLgAtm3bxmc+8xmi0WhtVMvB4YbA0EQKfN6n/RbAEWqH686f//mf81//63/FsqyzLhdRVbW24nP16tUcOnQIgFWrVvHGG28gSRIul+PO5eDgcGviCLXDDcXU1BSf+MQnKBQK6LrOgQMHGBsbw+Vy8cEPfrC2f/t0JEli//79rF69+hqf2MHBweHq4gi1w03DQw89xAsvvHDO799xxx01H/NHH320lk7/jd/4DX77t3/7mpzxduGxxx5j+/btPPLII3zjG9+43sdxcLilcYTa4abk85//PB/72McW1K7vvffe2sjX6Z7lsiyjKAodHR0cOnQIn893Tc97q+F0fTs4XDscoXa46clms7ztbW/jT//0T3n7298OnHu5CEB7ezvj4+MAzM3NoWkaALFYzBHwC8QRageHa4fjkuBw0xMOh9m+ffuCr332s58lkUjwve99r7ZI5Gw0NTUt+Pfdd9/NPffcw7p16/jgBz/4poLv4ODgcC1wImqHW55CoUA6nWb//v08/vjjvOc97+E73/kO8OaRd3d3N8PDw9folDcXTkTt4HDtcCxEHW55AoEA7e3tPProo1iWVRNp4E2XiMzOztb+/sd//MdIkoQsy3g8Hn70ox9d9XM7ODg4gCPUDrc5iUQCXdexbZs/+7M/484776S3txeAUCgEwM9+9jP+4i/+AhDRo6ZpPProo7X1npIkOZ3PDg4OVw2nRu3gUOVP/uRP+JM/+RMAkskk2WwWgNbW82+mml/7ODc3x+bNm1mxYgUAa9as4S/+4i9uudWfiqLU/p5Kpairq7uOp3FwuLVxatQODheAbdsYhoFpmvT19TE5OVn73qc//Wk++9nPUigUCAaDZ71/IBDA7/fz/e9/n02bNl2rY181/uZv/oY//uM/5rOf/Syf+MQnrvdxHBxuaRyhdnC4QkxPT583+n7ve9/Ld77zHT70oQ/xxS9+kc997nP81m/9FiD2eN9MVqimaS6IrB0cHK4OjlA7OFxBDh06xF/+5V9imiazs7P87Gc/q30vFAqRyWSQJInu7m5GR89caH/XXXfx27/923z4wx++hqe+NAqFAgA+n6+W+ndwcLjyOELt4HAV0TSNAwcOYFkWS5YsIRqNAsLudO/evee83/z/ltu3b+cjH/kIICxU/+f//J83zGy3y+XCMAze9ra38eMf//h6H8fB4ZbFEWoHh+uAbdvcfffd7Nixo/bv078P8Ja3vIUXX3xxwffm0829vb0cOXLkujWqybKMbdtEIhHS6fR1OYODw+2Ak69ycLgOSJLE9u3bsSwLy7KwbZs///M/p6+vb0Gz2dksTU3TxDRN+vv7+dM//dPa159//nleffVVDh8+zJEjR5wd3g4OtwhORO3gcAMzPT3NP//zP7N9+3aeffbZM75vmiayLPODH/yAxx9//Izvv+997yMSifCRj3yEe++994qezYmoHRyuDY5QOzjcJBiGQS6XA+Dll1/m/e9/f22hSDgcrn3vbNTX19csPzds2MDk5CSf+9znePLJJy/5PI5QOzhcGxyhdnC4BRgfH2fLli0kk0kAyuXygu/HYrHafu6zNaNJksSTTz7JF77whQt+TkeoHRyuDY5QOzjcglQqFX73d3+XwcFBAH7v936Pd7/73cCbLyJpaWlhamoKgNdee622DhSEy9ry5ctr/3aE2sHh2uAItYPDbcaOHTt4//vfz9jY2Bnfc7vdVCoV4OyCHo1GWbVqFZ2dnTz99NOUSiWi0SipVOqqn9vB4XbFEWoHBwd+/dd/nX/913/l/vvv56WXXgLePPIGOHjwINu2baOjo4PHHnvsWhzTweG2xBFqBweHs/LQQw9x8OBBALLZbC3Snsf56HBwuDbcWit9HByuEHO5CsOJAm5FZmlzCJ/79vO0PtX+FETN+otf/CIAHR0d1+NIDg63JU5E7XDN0U0LWZJQ5BvDCvN0Xu2P8+y+SVJFHUmGrpifJ7d00xnzX++j3TCYpslDDz3E4cOH+chHPsJf/dVfXe8jOTjcsjgRtcM1I1XQeO7IDPvH07gUmU09Md6yvAmv68aJVqczZZ7eN4lhWixpDmJaNoNzeZ7aO8HvPrgY+Qa9uLjWjI2N8fOf/xwQfuQODg5XD0eoHa4Jumnxpe0jHJjIEAu4KesGT+2dJFc2+OVNndf7eDUG43kyRZ2lzUEkSUJWJFojPkbiBeL5Ck1h7wU9zlyuwrb+OP2zeeqDbrb01rOyLXyVT+/g4HAr4gi1wzXhxEyeYzM5ehsCtQjak6+weyTJwyuaqA96Lvs5ChWD7YMJjkzlCLgVNnTXsbYjclHbptTqukbLBqV6N9OykeULT9Vnijr/sm2IE7M5Qh4Xg3N5Dk1m+bW7u1nbEb3Yl3XDY5rm9T6Cg8MtjbOU4xbBtm2yZZ2yfmN+aBY0A8O08agnf+X8HpWyYZGvGJf9+Jph8cXtI3xj1xgnZnPsHEnxz9uGeHUgcVGPs6w5RGvUy2C8QKFikC5qTGfLrGqLEAu4L+gx9o6nGZjLs7Q5RGfMz5LmEGXd5MVjc7dMp/Spy0K2bdvGJz/5yTO6wh0cHK4MjlDfAowli3z+54N89vtH+MsfHOEH+6eoGDeWYLdGvAS9KomC8Ka2bZvZbJn6gJum0IWlk9+MY9M5Doxn6I4F6KkPsKQpiCJJ/OzozEVdvET8Ln51cxe9DX4ShQpFzeSuvnres779giPzVEEI1nx0DhD2upjNltHNW0Oom5ubF7iU/e3f/i2LFy++jidyAKCSh/7nYPs/wN6vQXLwep/I4QrgpL5vcjIlnS+8NsxoskhTyEtZt3hm3ySWbfPOdW3X+3g12qM+HljayHOHZ4jnK9g2RP0uHlvTekVGn5JFDdO2FzxW1O8iU9TJlvWLalhb0hzik48sZTpTxq3KNIU8F5U+bwx5kRB1eZcibDZTRY01HRFcyq3TjHbo0CFWrlzJsWPHAFi6dOl1PtFtjl6C1/8RpvaA7AJTg9FXYfNHoWX19T6dw2XgCPVNzuHJLGPJEkuaQidrqBK8PpTkoRVN+N03xo9YkiQeX9NKX2OQwXgeVZZY0Rqmuz4AQEkz2TOWYjRRJOxTWddZR3v0zF3M56I+4EaVJYqaUXvNqaJOfcBN2Ou66PO6FPmSx7HWdUbZMRTmyHQWjyqjGRYxv5uHljddlODf6MiyzNGjR9m7dy9f/OIX+e///b9f7yPd3kzuhal9EOsD1Qu2DfFjcOyH0LwKbqHfvduNG+NT3OGSmU/rntro5FVlSrpJRbfwX1hZ9ZogyxIr28JndD+XdZMvbh9mz2gaEM1br/Yn+NDWHpY0hy7osZc2h1jdHmHPaBqPKmOYNm5V4qHrMP4V9Kh85N5edg4lGYzniQXc3Nkdo6chcE3Pca1Yv34969evr/37j//4j/nrv/5rPvOZz/Af/+N/vH4Hu93ITwOWEGkQwuxvgOy4iLbdjg/AzYoj1Dc5HXU+vC6ZVFGjzu/GsmxmcxVWtoaJ+C4+krweHJrMsHc0TWfMj8+lYNs2J2bz/PTwDIubghcUhbpVmX93VzfLmkMcmcoS8Khs6KpjdfuVH4lKFjR2DiUYTZZoDLm5sydGR93CD8GIz8UjK5uB5vM+nmXZjCaLZMs6zWEvzRc4AnYj8tOf/pS/+Iu/AIRg/+xnP+P555+/zqe6TfDVgQ1YBsjVj/ZyBuq6T4q3w02JI9Q3OX2NQe5f2shLx+eYzYodxK0RH4+tbb1pzDmmMxUs28ZXjXwlSaI+4GY8VaSkmxecvg94VN6yvIm3LG+6amdNFzX+78uD9M/m8boUKobJ7pE0v3Fv7yVFzEXN4Gs7xzgwnqakWYR9KvcvaeSxNTfPz+9UNm7cSDgcJpvNAsKG9OGHH3bE+lrQdgc0LIHZI+CNglEExQ2LHwHZ6Ru+mXGE+iZHliXes76dVW0RRhIFfG6Fla3hKzKXfK0I+1RAwrTsWgo/XzFojXrxqDeOaxnA7pEU/bN5ljQFUauNYsdmcrx8Yu6ShPrnx+d4fTBBe9RHZ51KPK/xk8MzdNX7b8qZ61gsRjqd5sc//jGPPvoo4Ij1NcMbgbs+Bv0/g9nDEKiH7nuhfcP1PpnDZeII9S2ALEssawmxrOXC6rlXk5JmcmQ6S7ak0xrxsbgpeF6jkLXtUV6uj3NsJkfM76aoG0hI3L+k6YJMRkzLZi5XwaVIxALuq9qwNZku41JkVEVEKJIkEfG5GE4UL+nx3hhNE/SohKoNb40hD8mixtHp3E0p1CDek3e84x28+uqrbN26FRBi/cgjj/Dcc89d59Pd4gSbYP0T1/sUDlcYR6gdrhiJfIV/e22Y/pk8lm3jVmW2LKrnl+/sxFUVNtOyGZjLM5MtE/G5WNYSIuJ38ZF7ennx2CxHp3O0Rr3cs7iBO7vrzvucQ/ECz+ydYDRZRJUlVrdHePcd7ZfU6X0hNIXc6KaFVXUrs22bXNlg2QU2vZ2OIovm3AXYcBNmvc/g7rvvZtu2bdxzzz0A7Nmz5zqfyMHh5sQRaocrxs+OznJ0KkdfYxC3KpMt67zan2B5S5iN3XVohsXXd46yazhFxbRQJInlrSF+7a4eWiJentjchW3bFxwR58o6X94+wkS6RGvEi27avHwiDsCTd3Vflch6Q3eMHcMpjs3kCHlVihWTsN/FfUsbL+nxNnbV8a03xkkVNIJelXi+gscls6L11vAF37p1K9u2beMDH/gAx48fr319bm6OxsZLe88cHG43nA4DhyuCbdscmswS9btwV21Cw14XpmUxOJcHYO9YmtcGE8SCbpY1h+is83FgPMPPj8/VHkeSRJR6ZCrLt3aP8bUdo+weSWGY1hnPeXwmx0S6xKLGACGvi1jATUvYy4GJDMmqA9qVpjHk4Tfv6+Vtq5ppiXi5q6+e37y3l6WXGFHfu6SRB5Y2UtJNRhIiK/CudW2svEWEGoRYDw8P4/GIvonf//3fp6mpib/8y7+8zidzcLg5cCJqh8siV9bZNZJiJF5gPFVElkTXOQjxtqHmFnZiJgdQS0t7XAphr4sDk2l+Yf1JF7WXT8T57p5xSpqJJEm80j/H/Usaef/GDuRTulc1Qzy+ckrkrCoSpmZfVavO1oiP92+8Mhu/vC6FJzZ18ZZlzWTLOk0hD9Ebafj9CjGf3dB1nb/5m78B4DOf+QySJPGpT33qOp7MweHGx4moHS6ZfMXgn18Z4ms7Rtk1kiJV1Dk6nePYdJZsWWcoXiDqd7OmPQKA1yVjnRYY66a1YPwqXzF47sgMiiSzrCVM1O9iPFni718a4K9+dIzDk9nabXsa/ES8KlOZMrZto5smh6eyzOYqfHP3GC8cnaWk3Vie52dDkiRaIl6WNoduSZE+FZfLtSCS/vSnP+1E1g4O58ERaodLZt9YmiNTWRY1BOlrDHL3ohj1AQ/xfIVcSacz5udXN3fVbELXdkQJelVGEgXyFYOpTAnDstncE6s95lyuQrqo0RB0kyhU2DeWJl/R0U2b/eNp0aw2K1LprRGfmDeW4PhMntcHk8xmKygS9M/k+frOMb78+shZ0+YO149PfepTC8T5M5/5DI8//jgTExPX8VQODjcuTurb4ZKZyZQBqVaTVmSZ5a0hbBt+75ElNAQ9tW5vgMVNQX5lUyc/OTRNoqAR9Kg8sqKZLYvqa7eJ+Fz43SrZshByzbAIelzIsklfY5BEQWPncILFTUEAHljWxNIW4Ub2jZ1jdMb8tQuDQsVg31ia/rk8y1tunZrvrcB8uvvTn/40AD/4wQ/o7OwkHo8Ti8Xe7K4ODrcdjlA7XDLRgAsbe4FRSa5ssLQ5REvYe0bXtSRJbOqJsbYjQqqgE/KqBDwLfwVjATebe2P89PAMU5kymmmRLRu0RX3UBdzkKgbJgr7gPq0RH5YtauENpxi9BDwqummTzF+dxjKHy+NTn/rUghp1MBgkEolc51M5ONx4OKlvh0tmfWcdXTE/x2dyTKZL9M/m8agy9y9tfNPRKI+q0BLxniHS87xzbRu/sqmT7no/kiSxpCnImvYIpmVT0kz6Gs90AKvzuwh7XaROEfFCxcCtSjeVS9vtxh/90R8xMjLCRz/6URKJBIpyYznROTjcCEi2fYbdgoPDBTOVKfHyiTgnZnI0hjzcvaiB1e3hKzLDnCxo/NMrg/TPFhDbBsSWrN+4t/eMpivdtPjGzjF+cngGjyrjdSlopsnmnhi/dndPzUnsSmHbNmPJEgPVlZ3LWkI0hZzFB1eCXbt2cf/99/P8889z9913X+/jODhcdxyhdrihyZZ19o6mSRYq1Pk9SJLNSKKILAkXsjXtEebyFb7y+iiDc3nieQ3DsljWHOKtq1rY0hu7KmsuXzg6ww8OTJMr64BEQ8jNE5u6WN3upG4vB8uycLlcWNXxgG3bttVsSB0cblccoXa4KbBtm+/umeBnR2exbBtsUBWZx9e0MJQo8sZoit76AKoiMZ4qEXCr/P5bl9IYWpj2Ni2bvdVudQlY2RZmXUf0ojZVzWbL/PefHse2bVrCXmyElWlb1Mcfvm3pDbdI5GbjkUceWbDA49VXX3Uia4fbGqdG7fCmWJbNeKrIWLJ43jEn27Yp6yaWdWHXfkXN4I3RFNv644wkCrzZNeNkpsyr/XHq/G6WNIVY0hzC51L44aFpjkxmaYv48LoUVFmmK+YnWdBqY1yn8r19k/zrtiG29cfZ1h/nn18Z4kcHpy/ovPOMJotkinqtYU6WJNoiPmayZaYz5Yt6LIczee6553j44Ydr/966dSv/6T/9J0ql0nU8lYPD9cPp+r6F0E2LncNJ9o9nAFjbEWFTT2zBiNTFMJ0p863d4wzO5bGx6Yr5ef/GTjpj/jNue3Q6y/OHZ5lIl6gPunlwWSMbuurOWaueypT44msjDCcKWBYEPApvWdZ0zj3Mc7kKeU10f89TH3RzYjaHUrUdrWGLiwbLXnhhMZMts20gTtjnqnWHz2bL/PzEHFsWxRY0nZV1k/3jGaYyJcJeF2s7IrXve10KiiyhmRaaYZEoaOTLBh5Vru3Udrg8nnvuuQWR9Z/92Z/x3/7bf2NqasrpDHe47XCE+hbBtm2e2TfJ80dmapaa+8fTTKZL/OKGjotu7jItm6/vHOXQZJbOOj+SBMem83xlxyi/9/CSBXXf0USRf3t1mHRRJxZwM5wo8KXtJVRZZl1ndMHjlnWTw5MZvr17gqFEgXUdEVyKTKKg8dyRGZa1iGj5dKI+Fz6XQq5sEPYJC9JMSSfqc9Fe5+fwZLZ2QfLGaIpCxeSZvZPMZis8vLKZsNfFXK5CtmywpDqDDWIcbChRYC5fqQlxSTP5t9eG2TeWxrLBxuaVfj+/fk8PHXV+FjcF6W0IsGMoQbKgUTaEYLdHffTP5mkKO01lV4LTxbpUKtVq1w4OtxNO6vsWYTZX4fXBBDG/m0WNQRY1BqkPeHh9MMlMtnLRjzeWLDIUL9AV8xOszjv3NgQYTRQYihcW3Hb3aIpkQWdJU5CGoIdFDUE0w2T7YGLB7RL5Cv/7xX7+4aVBXjoxx2S6xLGZHDbQEPRQ0s1z7nXuivlZ31nHVKbMaLLIcKJAsqBxV18DT97VzdqOKHP5CtsHEyTyFTpjPkDihwen+dqOUSzLrpqpKGRLJ0e4smWDgFsl6jvZRb53LM2+sTRdMT/LW0IsawoxnirywtFZQETU772jHdsG3bSJeFXWtIfprPPx/QNTpItabbHIU3sm+O4b4xyezL5pat/h7Dz33HO8+OKL9Pb2snv3burqzr/61MHhVsOJqG8REnmNXNmgr/FktBj1uejPV0gUKrRELi7KM20byz5pZAJiR7Jli2j7VDIlDZciLYjafS71jA1W82swu+v9TGfLlDSDsWSJhqCHlmoU6lLOHvnLssQv39lJR52PvWNpFFliQ1cdd/fV41JkPvZgH7tHkvyfnw+yoiWEx6XgVmUCHh+HJrMMJwr0NgTY0FXHK/1zZKpiXdYt3rK8iebwybT3eKqIbQtBzpV1ZnMVsiWD1wYS/MqdnbhdCqZt0xT2sLYjgtul4FZkTMumfy7PeKrE7pEUz+6bpKSbSMCLx+d4fE0rb1vVclE/Bwd44IEHGBwcrP1b13Ueeughnn76acfFzOG2wBHqW4T6oJuQVyVd1Gop3FRR2HTWBy7e8KOjzkdr1MdYskRv1XhkNFmkOeylp2Gh4UhPfYDXBpJUDBOPqmBYFtmyzt19Jz9ELUuswazzu/G7VdoiXk7M5KmYJtOZMoWKQVPIy8q2c1t9+twKD69o5uEVzWd8T5ElIj5X1Xq0TMWwUGWJprAHlyqTrxhIksT7N3bQHvWxZyyFhMQdXVG29jUsuMgIe1Us22Y2W+bARIaiblLUDBIFF996Y5xf2dSFV1Vwqwo24K6m3CuGiVuRqBgWzx2ZwaMqNTvT6WyZnx2dZWN33SUbsFiWzWiySKKgUR9w1wxhbjeamppIp9O0t7czMTHhiLXDLY8j1LcIzWEvdy+q57kjs6Sr0aJl2zx0WrR4oXhUhfdv6OBrO8YYihewEbuYf3FDB8HTHMXu7IlxaCLLwckM1ckpFjUGuG9pY+02kgQ+l1KLZPsagxiWzdGpLGXDZHE4xF19sUsabRqYy7N9IMH+iQyDc3lcikxb1IduWvTP5umO+WurN70uhbcsb+Ity5vO+Xjru+p4pT/OqwMJdNPGo0pEvC76GoNsH0ywsTvGkqYgy1tC7B5J0RiykBDlhzUdETyqRKak03vKBU1T0EP/XJ6pTPmShLpimHxz1zi7R5KUNBOfW2Fjd4xfurPjthoHs20bl0v0KJTLZdra2picnHTE2uGWxhHqW4hfWNdGa9TH/vE0AGvao9zZc+7O69PRTYujUzlmsmUifhcrW8P8/tuWMjCbx7JtFjUGiVQbuU4l6FH5yL297B9PM5urEPW7WNsRXXBbSZK4q6+er+8cZTpTJuBR8LkUNvbE6Kn3M5Uu8+zeSV46NsdbljXy0PLmC5pt7p/N8U8vD5EqaqSKGpppY1omc7kKqiKhyBJet4JumTy1Z4KBuTwNQQ9399Wz9JSmtXi+wt7RNKmihs+tEPO7RNratgkGfPQ1Bmiv83FsOs9kpsSylhBPbOoi5FU5MJEBG+7sqePuRfV4VPHaChWTiE9E2/mKga+6f/tS2DGUZFt/nOawl846sbRkW3+c7no/9y1pPP8D3CJIksTY2BidnZ3Mzc1RqVQcsXa45XEMT25iLMtmKlvGsmzaor4F9eSLpaybfGXHKG+MpDBMG0mCvqYgH97as2DRxeVgmCIl/OpAQqS6wx5awj5eH0oQ9bkJ+1RSBZ2SbvIb9/ae0TF+Nv552xA7hpIsbQpyYjbPgfE0ZcMi7FXpjPnxuRQiPhcRv4vheJGgR6Wkm4S8Kh/a2kNvQ4CXT8T57hvj5MoGLkVmKFFABgzLxrBs2qNeNnTHUGWJoXiBj9zby6ZTVnOmixrPH53ljZEUhYpB1OfCQoygRbxukCBX0rm7r54Pbe25pHT13784wOGpDIsaTvYgDMbzrGyN8LEH+855P9u2yZR0LFv4od8qqXJN0+jo6GBubg4Ar9frpMEdblmciPoaMZIo8MqJOKPJIm1RH/csbqitarwUZrNlvrl7nIHZPDZUZ5w7zjrjfCHsHUuzcyhJe9RHwKOiGSY7BhOMxgssbQmzqj3MXb31+NyXnmZVZIklzSFyZYNCxWBtR5SX++OoslxzEGuJKOwfS/Ot3ePE8xUWNwXpip27FjuRKhH2qkiSRMUwyZYNNMPCtm3UdImQz01nnZ+RRJElzUFUWca2RdPXDw5MAfDSsTmRCfCpqIqMhI0kybREPCQLGhOpMj5XBq9bZUlTkJWtC+voh6ey/OzILEGvSlPIS6JQQTMsNnXHmM1VsG14y7JGHlzWdMlCqcpw+iW1bZ+7+Q7EBcTTeyc5PCU6zpc0hXjX+jaab4HxMbfbvSCyLpfL3HfffRw6dOh6H83B4YrjCPU1YDxV5J9eGWI2WyHoVRlJFDk6neW37lvEosaLF2sx4zzGgckMHVEfsiRxbDrLV14f5fceWXJJ3taDc8LFa36j1US6xFSmzFyugiRJHJzIMDCb58NbL33BxY6hJN/cPU6urCMhsXskRcWw8J8i/hPpEv1zOaayZWZzFcJelXevb+feJQ2126QKGnvH06QLGoZpkcxXiPpczGTK1WYu0HSLVFEn4HHREPYwnhZz3SDSp2Gvi13DKcJeFUWWaAi6cSkyo8kiEZ8LRZbwuRVWRyIcnMxQ0EzevrqVt65sPmPr1+6RFKZl43cpuBSJjjqxUSzkU/mt+xfVnvNyWN9Vx/7xDDPZMlG/i3RRR4JzZh2s6u/I7pEUzWEvkgQ7R5LkKjr/4S1LajvEb2Y8Hs8Cse7s7LzeR3JwuCo4Qn0N2DmUZCZbZllzCKnqonV8JsdrA4lLEurxVJGBuTxddf6aaPQ2BBlNFhicK7xp5/S5CHpULMvGtkW6d36euana5V2oGOwbSzMwV2BZy5mGJOejpJn8+NA0pmWzvEWcL1nQGJjLU9ZNYgE3bkXm4EQG04JVrSHa6/xMpsv84MAkq9rC1AXczGTL/NMrg4wkilR0i4l0iXRR4+hMjnRRF2NVqkzAo6LKEpZtEXCLLm7DtFAVEVGnihq6adXmt6ezFUJeBUWSKFQMZEnCMC1yfp2gR+H9Gzv41S3dZ7yusm6yZzTNwGyOw1OiVt0a9eFRZTTDvmKp5g1ddcRzFX5enT8PeFQeW9PKhq6zzxVPZkocm87RUecjVK2L+10Kg3MFBuP52s/gZmderNetW8e9995b+/oXvvAFnnzySWT55r8gcXBwhPoaMJOr4FWV2oe2JEn43SrT2UvzhTass8w4y2efcT6dkmYSz1eIVPc3z7OuM8qrAwkG5gr43DKpQgWXotBRJ7qlAx4V3bRJFCrAxQv1XK5CoqAtSLvW+V0EPAodUeHNHc9p5Mo6S1uCtNWJdHdrxMuJ6mxyXcDNz4/PMRwv0hXz88ZoCt2wqqJqU9FNIj4XXfUBXIpMuqiRLur01PuZyYY4Np3D61KoGCZ1fjchj4pmWnTU+UnkNZIFDVmCvGaK1LksMZ0pI0kSE6kilmWf0eD2wtFZkoVKtQ5sY9miMS3gUXlw2fmbvJIFjdcG4gzMFagPuNncGzurM5siSzy6ppW7++pJFjRiAfcZqz5PpWJY6KZVGx0DscTEtGwq+q3l7uXxeDh69Gjt348++ig/+tGP+NM//VNOnDjhiLXDTY8j1NeAzjofb1TTo4osYVk2+YpBT/2l1ZPnZ5zHkyV6Tplxbgp76Gk4+2Pats1rAwl+eniGVFEj4FHZ2lfP21e1oCoy3fUBPrilm58cnmYiVSLkdVHnd9Me9WFaNmOpIulihblchbJunpFeH0sW2TWcJF7Q6K0PsKknRsR/8kIg5FXxuRTyZaPmh102LDyqwns3tGOYFjuGUhQ0A6+qoJvie+XqbLLPLT5sj8/kCPtczOWFODaGPaSLOmGvSr5iYFg2FcNEq9p6+twqUZ+Lx9e04lZl4rkKy1pi3LO4gf7ZPN/aPU7IK7G4KcjxmRx+j0rQq+JzK1R0i7JuIcvwo0Mz9DYE+MWNnbULLqPqrd4QcDOeKqGbFpZpoZk2kmbw1J4J1nVG2dgdQzctbJsFKedsWeeftw1xfDqH361wZNJi33iaX7u755zrMqP+NxfoedqjPloiXibSJXoaAkjAZLpELOCm6xL7GG4WXnjhBQAGBwdZunQpx48fd8Ta4abGEeprwJZF9ewfz3B8JodHlakYFp0xH1sXN5z/zmdhfsb5qztGF8w4v++Ojlqa83SOzeT41u5xqN42Vzb4/oEpIj53rf67piPCyrYwubLOzqEk3zswxbGZPOPJIomiRtTn4kcHpxlNFvm1u3tq41f9s3n+ddsQc7kKblVm51CS/RNpfvO+RbWova4aLf7k8Axl3cTGJpnXaI/6+N6+SXaPpkgXdDTTYjxVYDhRYFlLmJJmsrYjSk/VOKQx5GEiXcIwReZAQrioBb0q9QF31QlMQpKgNeqlIejhyHSWncMpUkWNdEHn8FSWiXSJexc38PiaVl4fSmJZNo+sbGZZS4gfH5zG71bZP54m6FXxqjKzuQrP7p+irynEHdV0s2nbaKaFaUPEp2KakChUcEsSdX4XiYLGP708xN6xNKOJIjawvjPKI1Xv8f1jGfpn8ixpCtZS8gNzeV48NsuqtvBlpc29LoV3rWvn67tGOTGbBxuifhfvXNtGXeD8Qn8zc+zYMfr6+jBNk4GBAUesHW56HKG+BjQEPXz0/kXsGk4ykS7THPawqSd2WcsbljSH+IO3LaN/No9p2SxuDC6IYE/n4ESGomawrFqb9LvFmNKO4eSCRi1Floj63TyyspnGsJdvvzHGUDzP+o4IfU1BTNPmwHiGbf1zPLamDYAXj80SL2gsaxE1eN20ODadZ89omgdOMT15fG0rXpfMN3eNM5Eu4akKYNCrEs9pKDJ4XTLN4SDTmRJjySK/uKGdR9e01RrY7l7UwIFqY1u8au0ZC7jpifmJ5yp4VIXOmF+UAixY3hJm+2ASRZYoaybxgsgI5MoGI/EC71rfzqceXU5BM4j53eQrBtsHEhyZymJaNvVBtxi58rtwyTJvjKZrQu1RFVa3RTgxk8eyxNpOWZZwy1J1llrmxGyeiXRJ1IQl+NHBaeL5Cr957yIS+Qo2du21SZJExOdmOlNGN23c6uXVt9d0RGiNLuX4dA7Lhr6mQM345Vamu7ubgYGBBWK9ZMkSJw3ucNPiCPU1oj7o4e2rW6/oYwY9KuvP0vVr2zYFzUSVpVqKuqJbZ9RXVVmMNJ0NSZJY3xllz0iKVEGveYirsnjeQ5M5HlsjuotHEkWivpMzui5FRpbECNmpeFSFkm7hVmU2dNUxkhDNbyXdRJagMeQlWRCGI/csbsCy4Rc3di5Is/c0+Am6VTRDRNRFzUBVYP9EBkWW8HtUpjNlumJ+3rOpHcO02TeepjHoZiZXIepzY3ptTFMI5M9PzHFndx1+t1q7SHl4RTN7x9LkKwY24uJlcWMQtypTrBgLXtNbVzYzni7x44PT5KpNaH6XgiRBY9jDsek8rRFvzWs96FE5PJllJFmkPuhBQhjNuKoRdaaksaI1/KZjVxdDQ9BDw+IrMwd/M3G6WA8ODjpi7XDT4gj1LcZsrswPD0xzdDqLKsts6IrytlUtLG0J8fzRWQ5OZPC6FLwumWxJ56E3sdIE4a99eoOabloEqiNVsiwavg5OZmqNYqZl16LRU8mVdXYPJ6kPeGgMeRiKF3ApMvmygUud3yltkynqRLwqzREf6mkXFwfGM6SKOm9f1Yxp20ynSxydyZMu6jSFPdQF3JgmlA0Tw7Twu1UkJIqaiWnZuFWZQsVAkiDsdXFsJst//eFRFFmiuyHAO1a18NDyJsZTRb65e5x6v5u2qI+gR2U0VTyjo74+6OHjDy3mnr56Pv/zQY5PZ2kOe+luCGKYFjY2jadYuPpdChOGRaFisK4zwutDosnN71YoV5vh3rL80uetHU7S3d3N4OAgixYtwjRNRkdHr/eRHBwuCUeob2Js2641qM0bfnxp+whHp3I0hjzopsUPD01T1ExWtoXIl3XGUkVMS0TTG3vquG/Jm9fJ7+iqY+dwkuFEgVjATa5kgCSxufekA9T9SxsZihdEM5Zb7IzuaRBrKU9FdCLbBDwKk+kS09kSyUJF+DebihjVMiy8ikyyUOHtES+n97DP5srY2HiqUfaiphA5zeTAeAavKhHPa8iShEuR+NnRWX73wcXEAm4mUkWoRqy6YdPbGGCg6r3dEvERdrnYO5pmJlvmP7xlMb90ZyeaIaLxVFEjVzG4o6uOuxbVn/EeeVSFu/saWNwU4t9eG2ZwLk9JE9F1dyyAfUqT9UyuTJ3fRVtUjE195J5eXh9KcGI2X+v6Xtx08V31Dmenq6uLwcFBtmzZwo4dO5xo2uGmxLEQvUk5MpXlhWOzTKZLtIZ9PFAdBfr7FwfojPlqixpSBY2CZhDwqCTyFWIBN0XNpKybuFWZTz6ytLbh6WzYts2ukRQ/PTxNsiC6q+9f2sj9SxoXpNKPTmd5bSDBbK7C4sYA9y5pPMMBy7Js/u6FfvaNpZnJlihrJrmKQUETDWAVw8TvVmiL+GgIefC7FX51Szf3n1LnfvHYLF/dMcripmDNwOS5IzOMJArVuXLhsT2VKaEqMht76rAtm0zZEO9FxaAu4KY57GUwXqA17OHOnvra+Y7P5vnVLV08sLQR3bQ4PpMjkRfjUEubQ+c1CilpJoensuQrBm0RL1OZMs/snSBXMcAWZYHFTQHqg14aQ242dNfRFLr5ncJudGz75Ex7Npvl13/91/nmN7/pCLfDTYETUd+EDMzl+ddXh8mVdaI+N4emMowkC9y1qB7TthfMznpcMtNZg3zZoDMmDFJiAaqmK3kmUqU3FWpJktjUE2NdR5RMSSfkVc/qfLa8JXxeEw1Zlnjn2laOTWeZy2kEvSoRv5u+RjfJok48V+GhFY00hryossxIoiDGn4IeRhIFPC6Z9qifnvoAR6dzRLwuyrqFIkm4VRm3KpOvmMzmyhQ0E8s22Deapr3ORzTgpiXsZXNPjLwm6syyJNFUtS7NlHTGU0WG40VePDbL8pYQDUEPmZLO7qqH96r2CA8sbST2Jl3TYqvVyUzC4qYgHXU+js/kyJcN3hhNcXgqi0spoJsWO4aS/MZ9i2iP3vpNXteT2kidYdDY2IimaU43uMNNgyPUNyE7hhJkSzpLmoJIkrC/PDEjtjqFvSqzuQrNYS+2bTOdKdMa8VDSLYqaWXMy000bWQb/aXaYifn55JBnwaiXWz3px305LGoM8iubOonnKjQEPXjcCh5FRjPz5Mo6Ia+7FinLEhyezDCaKFKuNr15VaUaNRskchVWtEXY0N3Gd3aPkasYxPMVTNNGliQ8qkxTyEu2ZLC0OUQir1Ef8nBvSyOmZWFYNvvH0kiS8DrPlHRMy+bIZJb/+/IgK1rD/PTwDJmiTl4zeLk/zvaBBP/pF1ae8b6dC0mSWNQYZFFjkJ8cmiae11jSFEJVZCzL5thsjpePz/HE5q7Lfm8dzk+xWMQ0xe+SM7rlcLPgCPVNSLKg41HlBU5nXreCYdo8sqKZHx2c5th0FhuoD7j5xY2dnJjN85ND0xiWhSrLxPMVljSLncoAmmHx7P5JdgwlKWmG6H5e3sT9Sxs5NJllW3+cmWyZRY1BHljaeMnLPwA2dMdY0Rpmx3AS3bTQDZt81eikopsE3CJ9PZuroJsWbVE/PYEAxYrBc0dnwIblrSHKLoVEvsKmnjrWdEYZThQoaiaqDKmiTtjnwutWKGiGSPcbFt99Y5wfuhRshAlL0KOyeyQt3Np8LjpiPlY0hzk+m+P4dI5s2SBXNpAl0ST38xNzfHH7CL/9wLk3Vp2L8ZQYSZsfx5JlibDHxVCicMnvpcPFEQ6HzxjdcsTa4UbHEeqbkL7GAPvG0jXvasMUXcSLG4O8dWUzfU1BBucKqIrEipYwLREvS5tD+FSFHcMJdNPmviUNvH1VSy2NvW0gznOHZ4gFRJdzPKfx1N5JchWDl47NUdBMgh6Fl0/M0T+b52MP9l3yFqagR6W3McBLJ+bAFun5kM8DCMvOeF7D4xJuafPNVwBz+QoV3aSomRyazFZHmoSN54fv6eXZfRPMZkVzWmvEi2HaaIYp/NWxmUiXiAVcrG2PIklCOBvDHrpifiI+Fz31fhqCHmRZQpYkprNinjnsVWvNa+OpItsHE/zqlq5zmsuci4agB820avVSMUZnsCp8a/hu3yw4c9YONxuOUN+EbOmt5+Bklv4ZsfHKxmZJc5C7++qRJIm+xmBt7nker0vhsbWtPLKyGcu2z6gz7xpO4nUptd3T7XU+jk1n+dGBKSwkllRXcjaHvRyfzvHGSIpH11zaXLht24ynStzRWUfY50KWRHR7dCrLpt567uiqI+p3kSxofP7nAwwnClg2TKaKxPMa89NifreCIkscnsrSEHTzqUdXsKw5xM+OzmLZMJosMJEuE6nuufaqMqtaI7X0f099gNFkgb7GAP1zeRpDHiRJwrRsbIRAj6VKNFTHzDTDwqsq2Lbw6L5Yob6zp47dI0mOzeSI+FzkygYhr8rWvktzqHO4dM42Z71q1SqOHDlyvY/m4HAGjlDfhNQF3Hz0/kXsG0sTz1WoD3pY1xmtWXq+Gad2LVuWsMD0qDK6aXHayDKSJJEu6bSd0ugkSxKqIpMoaIAYlxqcK6BWd01fyBlA7FKWJWnB7SVJIhZw15qxLCvHbLZS6+BO5TU008YlQ1EzyZfFPHRT2MtEqkh3fYBf2dTFosYgu4ZTdNf78bsVehuCeFSZHx6cWvD6ZQlsxEKSTFnn2EwOn0uhqJnE/KLr/OhMnhMzecI+FZciE/G7aIt6L8hv+3Taoj4+cm+vWCySKLK0OcS9SxouaRuZw+VzulgHAuduqnRwuJ44Qn2TEva6uG/J+bcznQ3btnljNMWLx+ZIVP22G4MehhNFChUDv1shVdRRZYnVbRGGEgWaw17kqj2oYVm01/nYPpjg6T0TpEoaEsL45AObu866/elUJEliWUuI77wxDog09Vxew+NSWFq9r23b/Pz4HHV+F363TP+s6JIG0C2Q5iesbbHc4pu7xzk4mWVJc4hNPTG2nDbvrBkWe0ZTHJzI0F0vUt1jqRItYS9bFzewvCXM60MJprPlqntYhpJm0h7xMZkpkSsbdNcHaI542dpXT7ooRr1aI96LMifprg/wxGYfiiSd4RTncO2ZF+tPfepTfPWrX619/dRxLgeH640zR30bsn88zb9sG8awLMJeF6miht+l0BT2MJEqUzFEd/g9ixu4oyvKF14dYSJdwqXIGJbFspYQ79vQwedfGqCsW3TU+bBsGJwr0Nvo55OPLMWlnL3WZ9s2Lx6b5QcHpjg0mSVXFjPeixoC3Lu0gV/e2ImqyJR1kz979jDposbhqSwz2TJl3aoZoKgSSBIYNkg21AVdLGkMEfKq3NFVx0fu7cXrElu4JGDXSIqvvD7KgfE0FcMi6FXZ0FXHv7u7m1VtCzdVffeNcX50aJplzSEMy2Y8VeTIVI5FjQHetrKFE7M5pjJlVFlccLx/Y+ebjmzZtk2uYpDIV3j5RJzjMznx/vY1cM/ihgXrSh2uP3/3d3/HP/7jP7Jv3z6nZu1wQ+BE1Lchrw0k0Ayz5oBVH3BzbCbP3Q1B3rehg0xJpynkpaPOhyRJfOzBPt4YTYnou87Hhu46TszkSBZPjogpErTXeZlIlZjOlM/oCrdtm7l8haNTOZ7eM4nbJfOWZU0MJwrsH08zlSmxayhFPKfxvg3ttIS9uFWJI9NZ4f/tEk1z86uULQBbpNCl6t/j+Qoel8yB8TQ7hpLM5crsG89QrBiMp0s0hTy8fVUL09kyU5kyS5uDZ4g0wEy2XNsfrkg2pgW2ZTOVLvHjQ1NIkkxXzIdh2uwaTqFIEh+5t/esEdhYssgPD05xbDrHkakcqgzLW8MUKhW+tnMMw7R4aEXzlf0BO1wyL774Ih//+McBUBSFj370o/zjP/7jdT6Vw+2OI9S3Iamihs918kcvVS03sxXjrPaVTWEv7zhtocj84g3TspGrCyR000aVpTOi6VxZ57t7Jjg4kWFwrkCiUOHuRQ3IskSiIJrDKrpFxOfi0GSGimHyiYeX0FMf4JnSJJZlo6oKsiQh+rcF8/9WZIn6gBuvS8yQN4U8PLVnnHzFpC7gZiZbZqBaR3crMrppE/G5ODqdI18xCJ42E91R5+eN0TSaYfHqQJzBuTyaITrsB+MF1nZE8bqCyG4Jy7Y5Op0jntfOmDPPlXW+uH2YkUQRq2pf6lEVMkWd5a1hJlIlXumPc8+ShpqTnMP1ZdGiRSiKUpu1/vznP0+xWOSLX/zidT6Zw+2Mk9e5DVnaHCJT1jGqNd+KYaKbNr0NF95Ms6QpRGfMz+CcMCpJFzUm0yWWt4ZpDi8UrO/tn+SVE3G8LoWwT6WomRyczDCTLZMqaATcCi5VJuRV6W3wMzhX4MRMns29MdoiPmRZ7H6OBtwEPQqKDIokmsFkSWwIi/jceFwypYrJeKrEgYkMsgR1Phd1fjcuCQ5NZtg5nOLodJYjU+JPvqzXzmlaNnO5Cms6IvQ0+Hl9UHhwm5Z47qaQB8OyGZrLk6w208myEOvTF5cAHJnKMZYssbgxiFdV8LoU/G6FiXQJzbDwe2TGUyX+6eUh/sdPjvG9fZO1x3W4Psx7gy9evLj2tS996Us8+eST1/FUDrc7TkR9G3Lfkkb6Z/MMzAmjDUmCNe0R7uyJneeeJ/G5FZ7c0s1390wwkiigyBJ39dXz3vXtC1LA2bLO/rEMjSEPdX43lm0zkSqRyFdI5N1ohoVlw6JGH7mywYmZHCPJIv/n5QHesaqFrYvrKRw2KFRM/C4Z0xKRdV3ATUkzqhGyxXCiQMUwKWoWAY+CKkuYlli6IUuQKulUDLFis8nnxbRsNMPiq6+P4nEpZEsambKBZlj43ArLW0KMxov0z+WJBdzU+cXFR7K6oKNQNoj4XEylS6xsi9SsSE+lpJtYlk1JN8XiFMQFB4BumpyYKZAuaSiShM+tcHQ6x7GZHL/9QB9uRWbbQJxdVVOYdR1RHljWhN+lUNRNfC7lvLVtzbAoagYhr8upg18EXV1dnDhxgqeffpr3vOc9AHz5y1/mHe94hyPYDtcFp5nsNiVT0jkwniFd0mgMeljbEcXnXph+tW2bZEGr7Wk+G5ZlM5uroMjCyvT0Om2yoPFff3gEn0upPobN4FyePWNpmkJecmUdl6KwqaeuWqsuE/G5WN4SpmKYxIJu3hhJM5UuYVgiZf3BzZ08vLKZf3xpkO1DSQoVnaJmYlngdsnUB9yUdYu6gIt4XsMlQUEzq0ItEfS46Ir5mctVKGgGMhJ5zUCVJVa1hfG5VUaSRbAtkkWDhoCb+up8+WiySEkzWdUWJuJ30x3z86tbus6oyacKGv/yyhBf3jGKZduEvS4UGXJlg4jPTW+Dn+lsmfqgm3UdYhxNNy0G4wU+dHcPU5kSPz08g9eloEgS2bJOR52PkFdlNluhLuDmgaWNbO6NnfGeW5bNyyfmePlEnGxZpzns5W0rW1jTcWY93uHN+Yd/+Ac+9rGPAfCJT3yCv/3bv73OJ3K4HXGE2uGsTGVKPLN3koG5PLIkBOxd69qJ+C/c5CNfMdg7muLrO8eYSJdY3xkl6FGZypTRDIt339GGhMRLx2c5PJljJFmgKeRlZVuYlrCXw5MZ+ufybOiuI+BWyZd1MiWd997RQU9DgH94aQDDtEQKu2KiGSYel0JPvZ+heBHTsslXdFHLlkBCIuBRCXoU2qM+Dk5mcSkSdX638Ai3xPpMv1upznmLCxrDsqkPuAGJsmFyb18Dv7K5E79bpc7vYjpbRpVlljQH8btVChWD//1iPz/YP0W6qFGplhjciuisf++Gdjrr/Pz08DRhr3tBx/ix6SxvWd7EntF09eJHXCBMpIpsG4jTGvGxpDlIWRfd7B++p5f1ndEF7/uOoSRf2j6MKotyQqKgEfCofOyBPnouorzhQG2+et26dbz++uvX+zgOtylO6tvhDOb3WvfP5mkJe7FsePlEnIph8Rvn6G4+nWxZ519eGeLIVI6iZpAqarx4bI7uej9NYS/vvaOdB5Y1IkliL/ZXXh/lhaOzrO+M1lzTSrqJZlg0Bjx4XAp1fjdyulQTMd20WdoUYiJdIuR1ibR0WWcqXaKsm0iItLoqixnvVFGjpBtYto0eL2DbNlGfcCOTJAlVkShWDBRJoinswbZhdVuYnSNpLBuiPpVHl7TwsQcXE/G5eH0wwVdeHyVZ1JAl6KwT0fVMtsK+sTSyLNHbEEC3RGbCrUgsagjw2OpWOuv89M/mOTIlLhZ8bgXTErO7XpdCUTNoi/hq78OesRTJgo4MGKbN0uYgJd1kx1DiDKHePpjAhlqUH/G5ODaTZ+9Y2hHqi0RRFJLJJH7/yYzJ9u3b2bx5szO65XDNcIT6BsYwLSbSJSQk2ut816zO2D+bZzhepLchgEcVApIsVHh67wSHJjMEPSrLW8I8uLzpnOsZdw0nOTyVZVFDELcqs7I1zJ6xNKvawvy7u3sW+ISHvS7uX9LI4cmMsOl0KVi2Tbas43MrC3dA26KmPp+mt22RDp/OlPGoMhkLZvMalmUL5zFb3MajyrRGfEymS5iWTWPYg1yQcKkyLkXUj3XTrgq7SJV3RH30NYXQLJstvfX8yqbOmm3oXK7CU3snKOsWSxqDmLbN0FyBp/ZMsLQ5hFkdG1MUGZcqLgQ0o2rYYop58KBHpX82z4HxDD63Qn3AzX1LGtna18DukRTx6jjciZkc8ZyGKkvUV/3Cj0zn6Ir5SRa0M8w5cmUd7yld5PPjc4WKcWV+QW4z5kXatm3+6q/+ik9/+tP09fU5izwcrhmOUN+gjCWLfHP3GKOJIpIkfKnff2fnNdlbXDEsLNvGpchohsX+iTRD8QLJvMZ0pkxL2Md4qsRgvMDHHuyjIeghka8wnirhcyssaggwNFfArcg1kfW4FDrr/Jg2Z13msawlxNa+Brb1x5nMlADoiQUo6iaTmRKSBMm8Tr5icP/SLta0R3gpMkf/XIFYwMNkuky+YqBbJrqYrGG+qKObNtPZCvVBN81hLy0RLx+8q5t/3TbEcKKAz6UgS1Rfs0TZsKkPKgS9KmPJItii2e5Ub++heIFUQWdJcxBZkpCRaI16GUkWWdEaFo8pS6SLGlGfi2LFAEmio85PR52f14cS7B1Ns6QpVOuadyky9y1toDHk4a0rm/nOG+LCqH82j1tV8Ehi/M3rUpjMlDg4oZMt6/zt8ye4b0kDG7rqkCSJFa1hfnRwmsaQB5ciU6gY2IgVow6Xx2c/+1kAZ5GHwzXFEeobkIph8tUdowzOFeioE8J8ZCrH13eO8vGHlpzT9etK0R3zE/W7mEyX0E2LqXSZombgVmW8LoWxVAHLttBNi72jKdyqwg8PTpEq6rhkiaXNIaI+F5ppL4j2ippZrfWeiSJLvH9jB6vbI4wli9gSLG8OcWImx+dfHmIyXURCdHsfnc5x35JGfm1rDz88OMVIvEB71MfgnIFeDRrV6giXYQnB9qgSK1pD5Csm6zujhL0qd/bE0AyLZFGjKeylvc7HkqYQu0dSjCULTGcryBJ01QeInlabV2RR97ZssfsaqjPliDn1dFEjmdcoGyZzOY2AW2Z9Vx3v29CB16WwYyiJLEssazopnsemcwzM5lnfWce9i4Vg7x5Oki3phLwqxYrJXKGCYVok8hoRn4vGoIeB2TxD8QK2DXf2xHhgaSND8QL9s3ls20aRZTb11HFHV/SK/67cTkiSxIEDBxYs8nBWZDpcCxyhvgEZjhcZTRbpafDXjDC6Yn5Gql8/fTPWlaY+6OEX1rbx9N4JDkyIGvO8y0iuYohNVpkS2bLBrmqKFmBJY5CKYXFgIsPq9jD1ARcnZvPU+d1kyzp+t8zdffVnPF9RMxiYLWDZNg1BNwcmNA6MZ3j52Fy1uUtmc089sgSqInNsOsdLx+d4zx3tfOyBPn58aJqn9kyAJNZTmrYwRREXCDaSBDYSpgXLmkNUdJMvvDaCbUN90M2KtjDvu6OdlW0RcmWDqUypttEr4HFRqBj84MA0i5tCtfLD0uYgrREvQ3MF2qI+TMtmKlOmNeLllRPVWnzIw2iyiG7avGtdG792d0+tGa9YHS07FVmGctV6TZIklreEWd4Sxkbi58fnWNbip7Xs5cBEloBb4eEVTTQERXZiMJ7n5RNxNnbXUR/08OGtPbxwbJZcyWBNR4S1HdGFJQSHS+JsKzIdsXa42jhCfQNiWvaCSA3Eh7hl21hnMda4nOcZSRTIVwxaI74FzlpbFzfQ0xDg8z8f5PBklmShwmSmTNSjUNZtfG6ZimFVu8JlljULK1GfW6Ex5GEqU+aJTV28NphgPCU2RT2wtJGVrQt3L/fP5vnajtHq4gudsWQJ24aeBj/NYS+vDyUoVkyKFZNsWTSCaYbF03snuG9JAxGfizdGU6iyjFuR8agSWrXWbFaj+ZBX4YGlDXx4ay/xfIWv7hyjO+bH61JIFzV2jaSYTpd566oWAm6Fsm5xZ0+s9v7nywZjySIz2XJtk1jI6+JXt3Tz3T3jTKRKKLLEpp4YuYpOoqDRFRNNW8tawhyfyVEXcC/omF/TFuXZ/ZM06G48LoVc1XhlcdOZF2GPr2klV9Y5Np1DNy2aQx7qAu6aSAME3SrJguhcH08V+frOMUaTRaju4Q55Xc6WriuEI9YO1xpHqG9Aehr8tIZ9jCaLdFc7d0eTRTrq/GfM614q2bLOV14f5chUlophEfW5eHhFE4+saK6lqtuiPn5lUyf/5+VBkoUKigTZkgES+JBpCHpQJYmTqzIE8ysslzQHWdsRwbBEbfX0bnHNsPj27nEm0yVCXpXj0zmmM2VcioQsCVvRmN/FaKKIhU3Y42IuXyZTMsiVDf7kqYPIssSe0VTVAAR8bhWzomOZNpINiiJVN1Z1sao9wtd2jCIj9nPnyjr7xtOkihplzeRnR2eQJImSZiy4UNIMk1xZ59BkBqC2MWtRQ4D/8JbFYlZbkWkOe/ib50+gylLV7c3C71axbZsjU1me3TdZnZuOsnVxPduHEuwYTiJLIotxz+IG1p8lPV0XcPPb9/eJGW7dZCpd4hu7x6noYhzNsm2SRY0ti+qxgW/uHmMoUaC3PoAkwUiiwDd3jfEHb1uK3+38L38lOJtY5/N5wuHw+e/s4HCROP/X3oD43Sq/uLGDb+4aYzBeAAnawj7ev7GjNrp0uTx3eIY3RlJ0xfz43AqzuQo/ODBFVyywIPJa3hLiA5u7yJZ0chUDn0uhzi8MQ/IVkw3ddQzMFRhNFmmJeKnoFvF8hUdWNNdEwaWcvVt9LFVkIl2kM+bjwHgWzbTwuRRsbLwuhbm88O02bRvLtJnLlylpJj6XiJxf7o+jGxYuVSaR16pmJiqK4iJXEjX17voA/5+3L2dDlzAVCftUDEvUzifSYn2l3yWyAMuaQxyazGBaYhNYe9RHrqyzcySFV5X59u5xfnJohnsW1+NRZXaNpDFMi7UdER5Z0YIkSSxtCvL8kRmOTmWh2m2dKRu0RDzE8xqSBEubEkR8bjGyVd0F7lMVtvad2/NblqXaaFVPfYBjMzn2jYkLB8u2aYv6eHh5E2PJImPJIl0xfy3V3V0fYDheYHCuwOp2x/TkSjEv1qtWreLLX/6yI9IOVw1HqG9QVraF+YO3LWVwroAkQV9jkIDn4n9cRc1gLFmqjid5mcuLBqm9Y2nq/O7aY7aEvRydztI/m18g1JIkUrrtUS9//+IAU5kyfrdKSTfpjPl5dE0rM9ky39s3xUSqhFuVuWtRjHesaTnv2ZRqTVkzLXIVnZBHpawL20sxWmWTr5hEfS4CHpXpbBmvSyHqczGXr6AbFl5VoiHkIV0SHdAuxSLic9NVF+Cda1t5++oWWiMnO+XXd9bx6kCC424XLVYAAC5PSURBVDN5ZjJlyrpJ0KPSGfMjSRIRn5uAR3iH7x9Pc2ImR1E36WsI0BB0Y9kS//rqCH63TFvEjyJL/PjQDNOZCh99YBFl3UTTLcqGhSRBtqRjWTYPLm0Uo1WGxY6hJKZts7o9wtLmEJZlc2I2z08PT9PX2HfeOXWfW+HDW3vZM5ZiIlUi6nezriNCU9jLULwg7n96haS6FtThytLd3U0+n6/927Zt/uN//I/8+Z//uZMGd7hiOEJ9AxPyulh3mpnFxbBvLM3TeyeYyVYoGyaFikHM78bnVhhLFmk9fdSr6sZ1Ntqifj7+8BJ2DCaZSJdoiXjZ3BujNeKjo87P8pYwU5kSPrdKW8SLbtrsGk4ymiziVoWtZ1tU3Ha+Iasz5qe3IcDhqSyqLJOuaLgUCY8qU9BMippJW9RHT0OMbEnHsIQPd0UXRiZik5aMS5HprPMznioS9Kj8+j09lHWTZEFjW3+crX0NtdpyW9THh7f28NyRWV4+rpMpG6xqj9Aa8YoLA83g7r56ehsCHJnKYFZHtsZSJdJlg03ddczlyixqCNJe7cgXm7iyHJ3KcWAiw9qOCG5VoaSbHJ/JMp0pc3wmR4dm0ljNEGSKOuHquJcsSzSGPIwkiuQrxoIxsHPhc4sI/HQ66nx0xfycmMnRVR9Aplo2iflZ1OCMZ11turq6GB8f5xvf+IZTs3a4YjhCfYsSz1f4xq4xcmWD1oiH7YNJZnMV7AZYFgxS1k2OTudq0epMtkzQq7L0TRqOmkJe3rmuDRAjZMen8/TP5mkKeVncFKytyNRNi6/uGOX1oSS5ksZ4uiQWbzQEWN8Z5Zc3ddIaEQYuv7ypk2/sHKOsp4jnK7hkmeZ6kUJf2Rrmdx9aTMCt8PWdY8xmK8TzGg0BN36XwlzFwMYinteI+FQ0w6KsmPzNc8cp6RaBamPb7pEUn3xkaW1+e3FTiL7GII+ubuHfXh1mPFViJCHqv61hL3f31fPM3klSRR3NsDEtC1WWmMmU2TuaQjctwMYwxepLr0uszsyWxO09LoWGoAfLtjk0kSFfMRhJFkkUNMJeF6Zl4VIkTMuuXbSUNJOwT73sdZcuReaX7+ysNpOJka2uej/v39h5hpe7w5XFNE2mp6cBnAYzhyuKI9S3GGXdZM9omp8dneHQZIZ1nVGyZYOybtIc9pAr63hcCqvaI7U9yvG8Rizg5h2rW1h0ARaTmZLOF14b5th0DsOycSsiPf7LmzrxqApHp3LsHE7SFHQznSmJXaqSRKYkGrK+sRP+w0NLUGSJ1oiP//DQEkYThaq4J8gUdWJBN2s7I/Q1BvG6FH7/rct4aHkTPzk8w+BcvrYIRJJsippBpqRV3cUsKqYN2GiGiW6alDSDbd0x3rexo/YaJEk0mX30/j5eH0ownirRGvGyZVE97VHhYJYqagQ9CgVN1NkNy2AsVUKWJU7M5MhV93d7VJmgV6WnUdT3t/XHifhcJPMVkY6XZTyqEPTJTInGoJtlLSFOzOZoDHpq6f53rG6+IiNUnTE/v/fIEkYSouu7M+Z39l1fAxRFYWBggEWLFjnd4A5XFEeobyEqhskXXxvhjdEUiXyFyXQJw7RojfjEXPEpt/VVl1d8aGsPAbdKc8RLwK1yZCrHSKKAxyWzsjVCS+RMF7GXj89xYDxDb0Og1j392mCCpc0htiyqZypTwjBtKqZFtmxQF/AIAdUtmqt11IlUia560cGuyBLpks5Upsyqtij1ATF3vXc0zavNcR5aLgRsU289d/bE+JdXh9AtG9uyOTSVpaQJKzJVEf7fimTjVmQ006ZiiEh350iSNR0Rdo+kmMyU6Ij62bq4no46P+9e337Ga2wMeUTqPezFVdbJlvSqxahEX70f07KZyZSZy1VY1hLivXd00Bbx8o7VLczmygzNFaqOahKrOyJYlk1RM2kJe2iN+PidBxbz0vE5BuN5In4Xj65p4YGljVfsd8GlyGcd9XK4uszvs3bE2uFK4gj1LcTBiSx7xtJ01vlpj/ooaCaJQgW3KqPKEM9r9DYGcMmi5rqiJcSa9iiKLGFZNk/tneDFY7NUqp7UjcFZfnVLNyvbFnaz7p/IEPa6ah3oIa/YIHViNs+WRfWEvC7yFZ3BuRyTqRKpgowsS3gUlROzOSq6Rf9sns6Yr9Y4dWQqi2HZtVnuqN9Ntmzwxkiah5Y3155bkiQ8igK2WKEZ9qh4ql3fZV2kqMWqLAlZFrPiec1kx1CSN0bSeF0SPfVBjk7nODSZ4aHlTRybyTGZLtNV7+eBpY30NQZ5aHkzPzgwRbyg4VZkQl4Xti0i6zUdEbyqTDyvMZ4qsbk3xuNrWpEkieawl//wliUcnc7y6kCC7YNx1nWI99ioinvE76a3McCS6mINlyJfdbc5h2tHV1fXGaNby5Yt48SJE9f7aA43KY5Q30LMZstYll2rRa5sDbN/PMNcTqMt6sWlmLgVmeFEkc46H+9e345p2bw+lOCVE3Ns60/QHvWxrFnUmgfm8vzgwBRLm4OopwiJ360wXV3dOI9lg9clbpMuVnhjNEVJExPWRX1+zaNOprr/+pn9E/jcylmdyuYR9qNnfn1Jc4iv7BhlLq9R1ERa37LAAmzTRlXEAgzTEg5lqiLhVWVRczZlZnJlmkIe9o2nOTKVoSHoJeRzsWMwyeBsnt9+oI/V7WGe2NzF9/ZPVTMRYjGJjcT+sTSNIS/LW0NYNjSHvMindOH53Ap3dNXRUednNltmYK5AY8hDSTMp6iaP9tXXhNmZa741OX3OOpFIXO8jOdzEOJ8StxBhn+gWNiwLVZZpi/ooagZel8Jv3beIiN/FWLKESxF+3D6Xwld3jLJtIE48V2E6W65Fpb2NQZrDXqYyJZIF4YU9z+beGMemcgzM5YgFPGRLOkG3wrqOKJZl8XcvDKCbNqpc9dqev6MtLEBXtEeQkPjp4WnWd0bxuRVWtkV4bTDJbLZMfdBDuqSRKug8uDR4xnao+b3WA7M5dMsWrmSqsN+0bDFXDNR2ULdHvFQM0cCVKxkkCllmsm6SeQ23S+bOHiGczSEPx2by7BxO0hnr4Fe3dNHTEGDHYJLXhxLU+T2isUyRmEiXyFcM2qNe+s6SYi7rJjuHEiTyFabSJdIljSWNQd66sp37r2CK2+HGZV6s3/Oe97Bjx47rfRyHmxhHqG8h/t/27jxI7vq88/j7d/TdM33MfY9Go9GBkJBAIAQYhAAb2yFe2ylfaztsNsmur7hqtyqJi61KVRyc7F/O2pukNlmn7HJiJ7EXO2UH2wFZ5kYgJHSge0ajOXt6unv6Pn7X/vFrNZIlkLAF09I8r3+gqdHMd6RBn/59v9/neTb2RRhuD3Iy4fbXLhkmmqryoa39rKu37jy/png86YZSZ4ufsE8nXXR7dk+kSvTGApRqFgGPdsFtYcdxqBk2mVKNqUwJFIWYX2ddTwuPH5ojGvS4Z9ya6pY26WBZDlXLweNR3ZnSCrSHvSwWqqSKVfq9QTb1RXjvxm5+cSLJoeklFvJV/B6Vp04mSZdrfHBLH9GgO9DDq6ts6G3l8EwWTXEI+nR3y9txz5EVxak3TlEaoZ2t11mrCgS9HqIBD6lCDdO0SeQqBDwa6VKNdLHKyfk8AD5dY+faTmIBD+PJApv7IxybL7BYqGLZNovFKu/b1MMNvRc2ETEtm//15El+fHCOqmnh4NaM39ATYdf6rjccV/rLb0jEtW9oaIj9+/c3Xu/fv5/Pf/7zPP300/JnLa6YBPV1JBLw8PAdq/j5sQWOzefpifrZsbqdW4Zil/z4xfp0p0jAQ9CrEQ16SearVAyLyVQJx4EHb+y+oK73mZOLfOXxo+7oRAdy5RrFikm2YvL0yRS6plA13GYfHk3FPm/7Wlfc1qA+XXM7gnn1xi6Aqircuaadvpifv3/mDKqqMNIRwrQcXjztbhs+vGO48Zfbhp5Wgl6dfMUdfek4YDk2mqrQGw2ioNSnfMFC3u1aZpjukGi/x2GpZBAJeihWLY7P5zAst4d4seqeGb84nmLbcJxnTy/yvX3THJnLkS0bjHSEWNUeIl+pUTZs7l3XiWU77JvMcGohj9+jEfRq7D6WAMVhsN5IJZmvsPtYgt/Y3HtBbbxtO7w8meG504sslQzWdbdwz9rOS17iE9e248ePs3XrVgAee+wxPvjBDy7zisS1QoL6OtPV6uejtw5e0dNZPOTBp2kUqiZhn87mgSj7z2bIlU3iIQ93relg57rOxsc7jsO3X5xkqWzQHw2QKtZwcLd5HWB1R5BM0SDk08hVTMByt6Jtt5GKg4KuqZRr7nzk99/YS6vfQ6Fq8oP9M7x8Ju3e/l4qc9tInLDv9TcIR2dz9ZaiboDdPBRjMB7gyKyBadmo9ZGWuu72FK9Zdr3ntkPFsDCsc5fLoMXnvkEoVg1Shsl40iRabwQz2BYgFvTw+OF5ijWTx16ZwXEg6NE4my5RqJncMhjHdhTWdLbQEwnwzy9P8dzpRcD9XrPlGqlCjZ7o65flWgNeFnJu45Pzg/qF8RTffWkKcG/i7z62wMRikc/sHCUSuHzjE3HteOqppxr//rGPfYy5uTni8fgyrkhcKySor1NXsq22qj3M5oEIL05kCHhULNuhNxLgU7d38b5NPRfdRE4WqiSy7jaxrqnUTBu/rpI1DHyoeDQNr24x0h5mIlWkarhBrXsURjvCbOyLoCgQC/m4dTjO9pE4tm3zPx8/xp4TC5iWQ9kwKdVsqqbFtqE2DNumbFioilt6dU5/LEBnq4/JlE7JcAdg6IqD36NSNSxiQS+pfBVwCPncZig+j0bVsKiaFplSDceh8UbBqyus72mlPxoABabTJXYfXXB7bLeFCPo0jsxkWchVeXU6w5bBGP9hax/TmRIvTaTpavU3Oo29Mpmhatr1vuTusUHFMNE1lbbw6/O4TcvmqZNJVMXtxw3Q3uLl9EKRwzNZ7hi9uPOYuHY9/PDDPPLIIywsLFCr1ejr62NmZkbCWlyWBPUKpqkKH7t1iOH2EAens3g1la1DMbYNxy95jqqgEAl4yJRqVE0bn0elUHXHM3pUFcdxMG2H9hYv8bCXrYMxbuhtZWNfhLaw76LPB/DzYwn2nFjAsutPvvVOYNOZCpniPNGgl4rhtt6cXSrTV28FWqpZLJUMNBVCXg1N1ShUTAzLDUCPruA2uHZD0nbAMR00BQpVi5BPJx720R72cTKRx3ag1a/j82hkSjX8Ho2K8XrQ9kQCRAMeXp3Osm04zu/dPUKr38PTJ5NULbsR0gCrO8OcTuaZz5bdbmuaigJsHog0hoMAVE2bbNm44GhBr9fa5srGr/VnK5qPrutMTU3R399PMpmkUqnQ29vL7OyshLV4UxLUK1zAq3Hvuq4LapXfSHvYy+2r20jkq/UGIDamDR5dRVFhdqlCJOjBdqA97OM3NvdediznvslMPWBtTNtpTM8q1WxKhkXAtOiJ+GkP+/jxwVk29LQS8ukcn89xfD5P2bDwezRUxa11XiobmLbKbLZKe9jDfM69Ce7RFLpafJQMC9O0Wd/TilZ/Sg94NBK5ColcFdN2+3DfNdaBgsMvTizSFvaiqyq2A21hL3ev7WgEcyTgQVOUxshJgGTeHVyiqwrZele44fYgf7BrrHEhDtwyt75ogCOzOWJBT33EpoWmKnTJGfV1yev1MjU1xcDAAMlkkmq1Sl9fH/Pz80QiMtlMXJoEtbhiiqLw4VsGMGyH/ZMZSjWLDT06Ix0hziyWyJQNogEPQ21BHtzYc0FIV+rb17/cIvP0QoFyzaRqutvahmWj4NY+x4NeBuJBbhmOowCTqRLTmTJDbUH+3yuzKIqC36PhOA75ioGDW6L2nhu6SBZqpAs10iUTtf7fNU2lL+RlPlth/9kl/B4NRXHX5tNVcBxM2+Z9N/Zw3w1dZMsGk+kypxeKoDhoisotQzE29b/+F+ra7hbWdbdwYHqJqmGRzFfJlAzCPo33b+5DVRQqhsVUpsRi/Vb9+b+f92/oZi5b4dh8vrGLcW4nQlyffD7fBWFdqVSwLGu5lyWamAS1eEvawz4+c88o05kSNdNmIB5sdCjLlg2KVZO2sLfRWzpdrPGzI/Mcnsmiqgq3DMW5b0MnQa/OYqHKQqGKoyigODiOeyEMoMWnEqg/cXo1lULFPUf2e1TOpksslWt0hL1UDJulstGonzYtB1VVeOR96zm1UOTvn50AaMx9LlVNyufOzjXwaJo7atN0z8JDls6ZdKk+zCTAZ3eOcngmS75i0B0JsKGn9YI3Gz5d45O3DzHzeIkXxtP4dBVNgaphcSKRb+wAOI7DL44vUK65OwTr659nbXcLn9k5yqtTGfIVk8F4iC2DUenNfZ07F9Zbt27lm9/8pmx9izclQb2C1Uybw7NZZjJlgl6NG/sjjVvVb0ZTlcblp/NFAp4Lbiobls0/vDDJwZkl2sM+DMPhxwdnyVcMPn7bIOlijWLVIujR0BWFimnhONRbdaoo9VKuVKHKQr7KlsEoA7EgZ1JF/B6NvliQ1+ZyGLZ7Xm5aDv1xP9OZModncjxwQzezS2V+fnwB23Y4s1gkX3HPfv26imWD3wOZUo1yzaJYMxiMB1kqGSgKfPYe9+b15S51FWsWhuXwrrEOYkEPe44nmUyXODC1hO049ET8nEgUWMhXmF2qoGsKW4difPzWQff7iAYaZ+9i5fD5fBw5cqTx2jAM3vOe9/CjH/2IQEB+HsTrJKhXqHOjKPdOpDBtBxx46kSST+0YZnXHxZ22UgV3S7cj7CMSvLKyofFkkeOJPKvaw41LWT6PyoGpJe7f0EVbyD2vjdRHbRarJsWaScWw2ToUZetgnLPpEqbtcNeadt6/qRdVVRisz7E+Mpsj7NOp1CxQoDfqZ/uqdhK5Csfn8zxwQzcf2NJHi1/nG89OYNoON/ZFSBVrzOeqLJUNUoUqlXPb7qbDmcUy2ZJJNOBhZql82TN207J57tQix+bzdLf6mFtSyJZqmKZFxYZD01kOTWfx6io3DcSIBLwUqyYvT6TZ2Bvh1lXyJCVgenqa9evXUygUePTRR/nTP/3T5V6SaCIS1CvUa7M59k6k6Y4ECPt0bMfhZKLAz47M81/uXt0o7zIsm387OMdz4ylKVZMWv849azu5b33XBf2tL6VQNTFtB/95W8VBj8ZSqUahajLSEWZzf4RfnEiiqW6NdYtfp6NF57duHuCBG7rJlU1QuOBJXddUPrJtgO/tmyaZq1D0aQzGgqzvbcXv0aiZDi0B90fbo6ncsbqdZ08tsrojTE8kwNG5HOPJIrblUKuXfKmKu1MQ9KluLXeujOPwphzH4bH9M/z08DxLpRrZkkGpZhLwanRGAhQqBvGgl/l8hTXxFiIB941JyKdjA5OpogS1ANygLhQKAHz5y1/mve99L7fffvsyr0o0CwnqFWouW8ZybMI+90dAVRQ6WnycTZco1dzyJYC9E2l++to80YCX3miAicUif/v0ODNLZR7a3PuGZVfg1jq3+nUW8lW6Wv04jsN8vZf3uc5bv3/3apbKBmcWS2gqBL1uWdctw3EURXnDp/eeSIDP3jPKxr4I/7T3LF5dxXFojOgc7Qjzt0+d5sWJNKbtUKqa7nSrFh+tfrctaq5sgAOaAprqDhYBBdO28Xt0eqNvfgwwlS7z/OkUvbEAmqZwaqFAumRTs2y6PBo3D8VZ0xnmRwfnMOzXh5g4jjui89zvvRDbt2/n3nvvZffu3QDs2LGD5557TsJaABLUK5Z7wckdA3nutvG5i2Cq4vYBtx2HvRMpdNVt1PHabI6pTIlsyeBbz5/hZ0fmuXkwxo417dw8FLvoAlRXq59d67r4yZF5js3nAIgGPLzvxp7G1KiRjjD/4/0beGkiTSJfZSAW4LaRtgveAGRLBgt5t/Tr/DN0VVW4Z6yDkFdn97EE6WKNroifTX0Rvrdvmr0TaWzHccdIqgqm47B3wmGpbJAtG+5h+HmbApbjUK6ZeDSV99zQRaZkEA9537A3dyJfoWxY9McCRAIeWv06z59Oka+YjHW1MNoZpmbZdIS96JrKVLpE2KezWKzS3uJj03kdyoR48sknue+++3jyyScBN6yfffZZduzYscwrE8tNcZzLbfCJ61GmWON///wUU+kSbWEfZcOiZtrsWt/JZKrImcUStuMwu1QmEvTQ3Rrg5TNpAl6NZL6KYVmoqko04GVVe5A7Rtv5xG1DF22HO47DqYUCp5MFVMXt/nW5c9/zf+2TRxPsPrZArmIS9GrcMhTnN7f0XvSmwLBslurdxn5yeJ7v7D1LzbRpb/Fh2jZLJYNQfXb1Yq7CYrGGaTlYjk39iBufrhDy6axqD7G2q5WqZdMXDfDeG3tY291y0fpOJPJ8ffdJOlv8jR2I1+aynEwUGI4HCQc8GJbNxt4IG3pbeWHcDfG+aID7b+hiXbeUYImL3X///TzxxBON188//zzbt29fxhWJ5SZBvYJNpUv8+9EEpxcKtPh1bh9p45WzSxyfzzMYD6KqsO9MhoVCleF4kOlMmYBXYypTIhrwEgl4sByHm/qjFGomn793DaOXGPn4qzo8k+Vvnx7Hp6v4PRqnFgokchXuGG3nt3cMM3Lepbd9kxmePJpgsVDlyGyOcs1t2RmrNxhJFaqE/TqqquBVFRLZKqoKxapFvmqiKgr9MT+bB2Ok8lXawj63EUq+QlvIx+d3jV50I96yHf7vM+O8PJmhxadj2Q6pQg0Uh3LNRlPhzjUdfGr7EJGgF8OyqRgWIa9+2fN9gFLN5ESigGnZDLeHaH+TYwZxfTn/yfprX/san/vc55Z5RWI5ydb3CjYQD/Kf7lhF1bTQVZWZTJkfHJihPxZojLbcOhTlmVMplso18lUTB7eTVzzkoWraeHWVaMhDqlgjma9e9aCumjYdLT72jqdYyFepGDY/PTxHtmw03hicSOQbT9DxkBfbcbe3Ax6NFp+OpipYloPjOEQDXrJlA01TaAv7iAZtFos1Olu8jHW1oqsKsZCXrvr87bBf50Qiz2uzOTrXXhjUmqrw8duGGIgFeXV6iYphkSsbeHSN4TY/harJifk8x+bz3Dbizrz+5f7pb2QyVeQfXjzLdLqE7UAs5OGhzX3cvrrtqv3+iub1xBNP8O53v5t169ZJSAsJakFjG9nBueims66qDMSD3L+ukz0nkm4g5ypkSga6qjDSHqZq2Hg0hVjozcu2FnIVTiULaIrCWFcLsZD3TT/edhwU4GyqxNl0GcexqVkONdOdOjUQC/Lf372WVyYzFCoGa7tbcRyHwViQuaUSubKNaTk4gN+jcuuqNtZ0hvmnl6aomTaJXJlc2W1fatk2Wwfj5CoG3vPCVK3ffq8Y9iXXGPbpPHhjDw/e2MO/HZpldqnC2q4WFEUhHvIysVjkudMpbhu58oC1bIcf7J9hKlVipCOEqirMZMr864EZVneGrqjWXVz7fvrTnzb+3XEcDhw4wJYtW5ZxRWK5SFCvIGcWizx7arFeHxzgztGOC86L+6IBBtuCnJgvMNweRFMUJtMlulv9PLCxm22r2vjJkTmePrHIdKZELOhB0xSmMiVuHooxeon663P2TqR5bP80maIBCnS1+PjorYOs72klU6yxdyLFmVSJtrCXW4fbGGwLsq6nledPpzi1kKdimKiKimk7eDWVXNngx4dm+fyuUYpVs/GkemaxyMRiAV3VAHcu9uqOMB+9dZD713dhOQ7JfI1vv3iGVN5AVyDg1dEUlWS+wkhHmEMzWSIBD7qmkinW8Osaw+2XP1cvVN02qedPLgvUy9GuZOzoOQv5CpPpEj1RP3r9++qLBTi5kGciWZSgXmH27NnDgw8+SKVS4dFHH+WP//iPl3tJ4h0mQb1CTKaK/N3T4yQLVcI+ndPJAsfm8vze3asbXbF0TeXDWwf4zktnmUq7l8l6WgN86OZ+WvweWvwefveuET6ybZBD00u8Op2lalps7I1wx2h7I1R+WaZY44cHZqgYNmNdYWwHzqSKPLZ/hrawl28+d4aTiYI7scq02H92iYfvWMXm/ij3re/iyGwWw3JQFZuARyXk08lV3JvbB6ezjHa18NKZNJlSjfHFIqqq0hrwMNYVpjXgQVUUdqxua2zn//aOYV6byzKXrRDy6YS8GihwJlVipCPMYDzI+GIRx3EIeDXuWdvBWOfFl8l+2WA8iKK4Z8tBr45p26RLNXat67zikAZ3S11TFCz79e0Nd3dBecPfY3H98nq9VCoVAL70pS8BSFivMBLUK8Tzp1MkC9XGtqzjOBxP5HlxPMUHt/Y3Pm6wLcgX71vDxGIRy3ZY1R5qlFKBO0giEvBw55oO7lzTcUVfezJdIl2sMdoRRlEUNMV9ep/Lltl9dIFTCwX6Yn7ms1XyZYO5pQo/PDDDf3tgLQ/d1EsiV+arT5wExQ2qimGjqSqRgJfJVIn33tjN0bkcz55cJJmvEvJpdLb4GW4L4dFUTiYLzGcrjctYpuMQ9nvYGPKhawoHppbIlg0KFYOnTiR5cGM3u9Z1UrUc+mMBVrWFrujy100DUQ4Pxdh/NoPluN3eVneEuGdt51v6s+oI+1jf28oLp1MoioKuKswslemNBBjrunp3AMS1YceOHXzlK19phPOXvvQlFEXhj/7oj5Z5ZeKdIkG9QsxlK4S8euPJTlEUAh6N+Wzloo/16dpVLR3yaAqaqrg9uVX3qbZm2eiqSqZUw7IcXp3KslQy8GgKhYrJz44k+NDWPobaQjy0uZcfHJhlZqnceKKM+zQ6W32EvBpBr87Ddwyzuj3EN56dIBbysqothK6p5CoGQY92wbzoVr9bgrX/bIZi1SRbv3imqwp9sQAvTWbweTQKVZPXZnPc2Oe2+vzlyV+/zO9xB3TcPBQjkavQ6vdwQ1/kgq5qV0JRFD64pQ/Hdjg6n8eybVZ3hvnATX0XzK4WK8e5UD4X1uf+KWG9Mkh51grxvX1T/OxIgrXdLaj1bdUTiTwPbe7l/Zt739avXTEsvrb7JKcXivRE/FiOw3y2wtahGKMdIb6++xTZskF7iw8Fd+KWZTvc2B8hGvTWS6wcdh9zp09FAh78Xo3hthCf2Tna2Lp3HIdvvzDJM6cWafF5QIF8xeC2kTYe3jF8wfbzVLrEN56d4InXEjiOe7t7qC3I2q4W9pxYQFdVeqMBFAUsy+GusXY+um3wLW1h/7ocx2EhX6Vm2vRE/LLtLfjzP//zC7a9jx49yrp165ZxReKdIE/UK8Qdo+28Npvj+HzePQs2LIbagu9Ir2m/R+Pjtw3xw/0zjNcbn2xf3cYHbuoDIODTmMtWyFdMTMvtlGZYNgens9w20sbEYhFweP/mXhbz1UbTkAdu6L5g6pSiKHz45gE6Wny8fCaD48DOtR3cs/biM+KBeJAv3DtKMl8hUzRY3REmGvRQqlmkCjVGO8ON4SRLpRovnclcdPnu7aYoSqNMTAhwn6BfeeUV/uVf/gWAmZkZCeoVQJ6oV5BErsJLE2lms+5557ZVMfIVk0PTbr3yaGeYzQPRK671fSsKVZPdRxM8d3oRTVG5c00b96ztIuDV+M6LZ/mHFyfx1+ueURyOzOZZ19PCloEY4F4+648F+MK9a6hZ9mWbhpz7sb7cE/Duowm+t2+aoE8n6NUYTxaZSpfYubaDSL1ZiuM4nFjI81/vHmWztP0Uy2xxcZHu7m7+8A//kD/7sz9b7uWId4A8Ua8gXa3+C7a5906k+eeXpyhUTBQFnj65yB2jbXx02+AVXZ66Urbt8N29Z9k7kSYS8GA6Nj84MEuqaPCJ2wbZtaGTU8lCoxf26cUCXl1h+LyZ12GfzlLJwIErOqe90i3qd411YDsOz55OUapZ3NjfSotfb0zVAlgqG4S8OvHL1H0L8U5ob2+nXC7j8bz+/8Hjjz/Ogw8+uIyrEm8nCeoVqmJY/OzIPKZlN/pYZ8sGeyfS3Lqq7ap2GJtMlzg8k6U/FmiE7FJJ48DZDLvWd9ITCfC7d43w3OlFJlNF2sNejtXLtcB9ok0Va2wZiOI4DvvPZlgqu7Ox13a3/Fo7ALqmct+Gbu4a66Bi2LT4dP7t0Bw/OTJPrmKg4A7reNeaDvpjgct+PiHeCeeH9M6dO9mzZw+7du26oEe4uH5IUK9AC7kKPz40xzOnFokH3froeMjt3T2fq5DIVa5qUOcrhtvj+ryxjiGfzmLBPW/uiUB3xN8oE6sYFt96/gz7zy7hOG4NcXfEz/aRNv7umQmOzuVwHLfe+KaBKP9x+1Aj1H9VPl1rdGh78MYeOlv9HJxeci+19UUaYzeFaCaWZfGLX/wCcKdvHThwgJtuuml5FyWuOgnqFSZdrPF3z0xwKpGnalqczZhkKyY3DUQJ+3S0ep301dQd8RMJeEjW51IDJPNVokEvXZfosuX3aHzq9mHGulK8dCbdaFhyNl3k0HSWkfYQPo9GsWry8mSGdd2t3Lmm/aqtV1MVbl0Vf0cu2gnx69A0jc9+9rN8/etfB+Dee+9lbm4On08GuFxPpN5jhdl/NsNkqsiG3gjre1rx6QqZYo2D01kmFous62lhrOvyXbjeis4WPzvXdVI2LI7P5zg2n8OyHe5f30UkeOk3Bee24ceTRU4m8nz3pSm+v28aw7JIl2qUayYhn46uKpxM5K/qeoW4lnzlK1/B73ff8GYyGQYGBqhWq8u8KnE1yRP1CpPIVdAUtwHJ6o4wPl3l+Hwey3Z4/6Ye7h7rvGxjj1/FAxu6GYyHOJHIowDre1tZ8ybb6//+WoJTCwVGO8N4NJXZpTKHZnIoCkQDZfwejbGuFkzLJuiTH2OxcoXDYWZmZujt7aVarZJMJhkYGGBqakqerK8T8kS9wvREAliOg2nZqIrCQCzIYDzEh2/u56Gb+t7wCffXZdoOPRE/79vUw29u6WOs3sr0UmqmzbG5HO1hX/2imMNctoxl22j1lpoVw+Ll+rb4TVIyJVa4eDzO7OxsI5iTySR/8Rd/scyrEleLPIqsMFsGo7x0Js3JhQKB+hCM9rCPd41dWd/ut8pxHF6cSLP7WIKlkkE85GXX+i5uGYq9YVBrqoLfo7FUMgAoGzapQpUWv4eeSICaZVE1bCzbYetQTPpfC8HrYT0yMkJ/fz+7du1a7iWJq0SCeoWJBr3857tG2DuRYmKxSEeLj23DcYbOq1m+mg7NZPnu3rONrz23VOE7e88S8ups6L10P3FNVdg+Euf7r8wwn62gqwqFqoXfo7Gxr7XxBmMqVWZDT6vcxhaiLh6Pk06nUdXXN0tLpRLB4DvXUU9cfRLUK1A85OU9G3veka/18pkMNctpnEdHAh5OJvLsP5t5w6AGuHttJzXT4fnxFGXDYnVHiIppYztg2A6JXJWuiL9RAy6EcJ0f0rfffjsvv/wyp06dYmhoaBlXJX4dEtTibZWvGHi1C594dU0lXzHe9Nd5NJX3burh7rUdlGoWqgI/2D/Da3M5TMuhNxrgoc29tIXlsowQl/LYY4/xwgsvALBmzRqy2SyBgDTtuRZJr2/xtvrp4Tm+/8oMIx0hfLo7DORMqshHtg1w77qut/S5HMdhPlehYtj0Rv2NBiVCiIvZtk1PTw8LCwuAOxrz0UcfXeZViV+FBLV4W+UqBt987gxHZ3PYDqgqbOyL8KnbhwlLWZUQb6s9e/awc+fOxuvHHnuMD3zgA8u3IPErkaAWb7uKYfHaXI50oUZ7i4/1PS3yNCzEO+STn/wk3/72txuv9+zZw913372MKxJvlQS1EEJc5z7xiU/wj//4jwCsWrWK8fHxZV6ReCskqMV1Yz5b4YXxFNOZEr3RALeNtNEXlcszQti2ja7rOI7DX/7lX/KFL3xhuZck3gIJanFdSOQq/J+nTjOVLhP0apQNi+5WP7/7rhH6Y1JDKsS3vvUtcrkcn/vc55Z7KeItkqAW16xi1eSlM2mOz+c5nSwwlS5zy1AUVVWxHYfjiTz3r+/it24ZWO6lCtF0br31Vh566CEeeeSR5V6KuAwJanFNqpk233h2ggNnl/DoCsfn8pQMi+3nbXdPpUsMxAP8wa4xsmWDgFf7tedWC3E92Lx5MwcPHkTXdWq1mnT3a3JSHyOuScfmcxyazjLYFiTg0aiZNq9OZxlP5umJ+FGAQtVE1xS+/vNTTGdKBDwa20fauG9DV33YhxAr0+TkJACmabJ582ZeffVVCesmJn9biWvSYqGK7TgE6k/IfdEAsaCH+VyV8WSR44k8kYCHiWSRo3M5Ah733PpfX53l58cWlnn1QiyvvXv3NoL50KFDbNu2bZlXJN6MBLW4JsWCXhRFoWpYALT4PQzGg6zpCDPSHuLedV1sWxWnWLMY7QwTDXrpiQQI+XReGE9RM+1l/g6EWD5jY2McO3as8Xrfvn1SstXEJKjFNWl9TysbeloZXywymSpyaqGA36Px+3ev5r+9ey0f2TZAq18HFNTztvR8ukrZsDBtCWqxso2NjfHpT3+68XrTpk0UCoVlXJF4IxLU4prk92h8ascQH9rax1B7iC2DUR6+YxW3r25rfMxAPIhXU8iW3QEgpm2zWKgy2hFubJkLsZL99V//Na2t7hS7YrHI1NTUMq9IXIrc+hbXLct2+N6+aZ47tUjVtACFgXiAT+8YltpqIerK5TIjIyN8+ctf5nd+53eWezniEiSoxXXNsh1OLRSYzpQIenVu6Gul1e9Z7mUJ0bQSiQTJZJKNGzcu91JEnQS1eEuyJYNs2aC9xUvQK9V9QlxPEokEfX192LbNgQMH2LRp03IvSSB11OIKGZbN44fmeH48RalmEQt6uX9DFztWt0n9pRDXiUcffRTLcispdu7cSSqVWuYVCZDLZOIKvTCe4idH5gHoavWTrxh8f980xxP5ZV6ZEOJq+epXv4qmuRct0+k0f/M3f7PMKxIgQS2u0N6JNF5NpbPFT8Cj0R8LUqqZHJ7JLvfShBBXiaIo/Mmf/Enj9Re/+MXGE7ZYPrL1La5IzbLR1Au3uBVFkcYhQlxnHnnkEfL5PH/1V3/Fvn37Gk/YYvnIZTJxRX58cJYfHphlqN5bO1s2SBVqPHznMDcPxZd7eUIIcd2SJ2pxRd411sFUpsyRmSyG5RDwatw11sGm/uhyL00IIa5r8kQtrphp2ZxKFsiWDLpa/Qy1BeXGtxBCvM0kqIUQQogmJre+hRBCiCYmQS2EEEI0MQlqIYQQoolJUAshhBBNTIJaCCGEaGIS1EIIIUQTk6AWQgghmpgEtRBCCNHEJKiFEEKIJiZBLYQQQjQxCWohhBCiiUlQCyGEEE1MgloIIYRoYhLUQgghRBOToBZCCCGamAS1EEII0cQkqIUQQogmJkEthBBCNDEJaiGEEKKJSVALIYQQTUyCWgghhGhiEtRCCCFEE5OgFkIIIZqYBLUQQgjRxCSohRBCiCYmQS2EEEI0MQlqIYQQoolJUAshhBBNTIJaCCGEaGIS1EIIIUQTk6AWQgghmpgEtRBCCNHEJKiFEEKIJiZBLYQQQjQxCWohhBCiiUlQCyGEEE1MgloIIYRoYhLUQgghRBOToBZCCCGamAS1EEII0cQkqIUQQogmJkEthBBCNDEJaiGEEKKJSVALIYQQTUyCWgghhGhiEtRCCCFEE5OgFkIIIZqYBLUQQgjRxCSohRBCiCYmQS2EEEI0MQlqIYQQoolJUAshhBBNTIJaCCGEaGIS1EIIIUQTk6AWQgghmpgEtRBCCNHEJKiFEEKIJiZBLYQQQjQxCWohhBCiiUlQCyGEEE1MgloIIYRoYhLUQgghRBOToBZCCCGamAS1EEII0cQkqIUQQogmJkEthBBCNDEJaiGEEKKJSVALIYQQTUyCWgghhGhi/x8VPQGMl+n75wAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_class_example(X, y, gamma=0.1)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "**Clustering**\n", "- Is an *unsupervised* task.\n", "- It only looks at the structure of the data without using additonal information (class labels, extra data, human knowledge, etc...).\n", "- A clustering algorihtm groups data together so that each group is compact and separated from the others.\n", "- Clustering gives insights about the structure of the data.\n", "- The number of clutsers is often not given." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "skip" }, "tags": [ "hide-input" ] }, "outputs": [], "source": [ "def plot_cluster_example(X, K=2): \n", " kmeans = KMeans(n_clusters=K, random_state=0, n_init=\"auto\").fit(X)\n", " clust_lab = kmeans.labels_\n", " centers = kmeans.cluster_centers_\n", "\n", " fig, ax = plt.subplots(figsize=(5, 5))\n", " ax.scatter(X[:, 0], X[:, 1], c='gray', s=15, alpha=0.5, edgecolors='k')\n", " ax.set_xticks(())\n", " ax.set_yticks(())\n", " ax.spines['top'].set_visible(False)\n", " ax.spines['right'].set_visible(False)\n", " ax.spines['left'].set_visible(False)\n", " ax.spines['bottom'].set_visible(False)\n", "\n", " for ind,i in enumerate(centers):\n", " class_inds=np.where(clust_lab==ind)[0]\n", " max_dist=np.max(pairwise_distances(i[None, ...], X[class_inds]))\n", " plt.gca().add_artist(plt.Circle(i, max_dist*0.7, fill=False, color='tab:red', linewidth=2.0))\n", "\n", " plt.xlim(-3, 3)\n", " plt.ylim(-3, 3)\n", " plt.title(f\"{K} Clutsers\")\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Setting the hyperparameters of clustering algorithms (and unsupervised approaches in general) is more critical than in supervised models.\n", "- Differently from classification, there is not an *optimal* hyperparameter configuration.\n", "- Here, we use the popular $k$-means algorithm.\n", "- Try changing the number of clusters to `K=2` or to `K=4` in the code below." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# We use the same data (X) as before, but not the labels (y)\n", "plot_cluster_example(X, K=3)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Performance metrics\n", "\n", "- There are many metrics to evaluate the performance in classification and clustering tasks.\n", "- The best ones to use depend on the problem at hand.\n", "- Often more metrics should be considered at once.\n", "- In this lecture we only consider:\n", " - accuracy and F1 score for classification,\n", " - NMI for clustering." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Classification\n", "\n", "**Accuracy**\n", "- Classification accuracy is the simplest way to measure of how well a classification model performs. \n", "- It's the ratio of correctly predicted observations to the total observations.\n", "\n", "$$\\text{Accuracy} = \\frac{\\text{Number of Correct Predictions}}{\\text{Total Number of Predictions}} =\\frac{TP + TN}{TP + TN + FN +FP}$$\n", "\n", "- Here, $TP$ true positives, $TN$ true negative, $FP$ false positives, and $FN$ false negatives." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.99\n" ] } ], "source": [ "# Split the data in training and test set\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)\n", "\n", "# Fit the classifier\n", "clf = svm.SVC(kernel=\"linear\")\n", "clf.fit(X_train, y_train)\n", "\n", "# Compute predictions and accuracy\n", "y_pred = clf.predict(X_test)\n", "print(f\"Accuracy: {accuracy_score(y_test, y_pred):.2f}\")" ] }, { "cell_type": "markdown", "metadata": { "cell_style": "split", "slideshow": { "slide_type": "subslide" } }, "source": [ "**F1 Score**\n", "- The F1 Score is the harmonic mean of precision and recall, providing a balance between them. \n", "- It's used when the class distribution is uneven and you need a measure that takes both $FP$ and $FN$ into account.\n", "- Is defined as:\n", "\n", "$$F1 = 2 \\times \\frac{\\text{Precision} \\times \\text{Recall}}{\\text{Precision} + \\text{Recall}}$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "where \n", "\n", "$$\\text{Precision} = \\frac{TP}{TP + FP}$$ \n", "\n", "and \n", "\n", "$$\\text{Recall} = \\frac{TP}{TP + FN}$$" ] }, { "cell_type": "markdown", "metadata": { "cell_style": "split", "slideshow": { "slide_type": "subslide" } }, "source": [ "\n", "\n", "
Image: Wikipedia
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Let's create an imbalanced dataset." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "n_samples_1 = 2000 # Samples of class 0\n", "n_samples_2 = 100 # Samples of class 1\n", "\n", "X_imb, y_imb = datasets.make_blobs(\n", " n_samples=[n_samples_1, n_samples_2],\n", " centers=[[0.0, 0.0], [2.0, 2.0]],\n", " cluster_std=[1.5, 0.5],\n", " random_state=0, shuffle=False)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.96\n" ] } ], "source": [ "# Split the data in training and test set\n", "X_tr_imb, X_te_imb, y_tr_imb, y_te_imb = train_test_split(X_imb, y_imb, test_size=0.2, random_state=0)\n", "\n", "# Fit the classifier\n", "clf = svm.SVC(kernel=\"linear\", class_weight={1: 2}) # Try setting class_weight={1: 20}\n", "clf.fit(X_tr_imb, y_tr_imb)\n", "\n", "# Compute predictions and accuracy\n", "y_pred_imb = clf.predict(X_te_imb)\n", "print(f\"Accuracy: {accuracy_score(y_te_imb, y_pred_imb):.2f}\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- The accuracy score is very high... but are we doing well here?\n", "- If we look closely, the classifier simply assigned all labels to the majority class.\n", "- This is non acceptable in cases where the minority class is of interest.\n", "- For example in anomaly detection." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Predictions of class 0: 400, predictions of class 1: 20\n", "F1 score: 0.56\n" ] } ], "source": [ "print(f\"Predictions of class 0: {(y_pred_imb==0).sum()}, predictions of class 1: {(y_pred_imb==1).sum()}\")\n", "\n", "print(f\"F1 score: {f1_score(y_te_imb, y_pred_imb):.2f}\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Clustering\n", "\n", "**Normalized Mutual Information (NMI)**\n", "- NMI is a normalization of the Mutual Information (MI) score to scale the results between 0 (no mutual information) and 1 (perfect correlation). \n", "- It measures the agreement between the cluster assignments, $C$, and the class labels $Y$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "$$\\text{NMI}(C, Y) = \\frac{2 \\times I(C; Y)}{H(C) + H(Y)}$$\n", "\n", "- where $I(C; Y)$ is the MI between clusters and labels, and $H(C)$ and $H(Y)$ are the entropies of $X$ and $Y$, respectively.\n", "- Note that the class labels are not used to form clusters but only to evaluate the results.\n", "- If class labels are not available, one can still form clusters but not compute the NMI.\n", "- That is not the case for classification algorithms." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "K=2, NMI: 0.73\n", "K=3, NMI: 0.92\n", "K=4, NMI: 0.84\n" ] } ], "source": [ "# NMI for k-means with different values of k\n", "clust_lab = KMeans(n_clusters=2, random_state=0, n_init=\"auto\").fit(X).labels_\n", "print(f\"K=2, NMI: {v_measure_score(clust_lab, y):.2f}\")\n", "\n", "clust_lab = KMeans(n_clusters=3, random_state=0, n_init=\"auto\").fit(X).labels_\n", "print(f\"K=3, NMI: {v_measure_score(clust_lab, y):.2f}\")\n", "\n", "clust_lab = KMeans(n_clusters=4, random_state=0, n_init=\"auto\").fit(X).labels_\n", "print(f\"K=4, NMI: {v_measure_score(clust_lab, y):.2f}\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": { "run_control": { "marked": false }, "slideshow": { "slide_type": "slide" } }, "source": [ "## Similarity and dissimilarity measures" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Dissimilarity measures\n", "\n", "- Quantify how different two objects are: the higher their dissimilarity, the more different they are. \n", "- Dissimilarity measures are crucial to distinguish between distinct groups of data or identify outliers. \n", "- The most common linear dissimilarity measure is the Euclidean distance:\n", "\n", "$$d(\\mathbf{x}, \\mathbf{y}) = \\| \\mathbf{x} - \\mathbf{y} \\|_2$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Also important is the Mahalanobis distance:\n", "\n", "$$d(\\mathbf{x}, \\mathbf{y}) = \\sqrt{(\\mathbf{x} - \\mathbf{y})^\\top \\Sigma^{-1}(\\mathbf{x} - \\mathbf{y})}$$\n", "\n", "- which reduces to the Euclidean distance when the covariance matrix is $\\Sigma^{-1}=\\mathbf{I}$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Similarity measures\n", "\n", "- A similarity measure quantifies how similar two objects are: the higher the value, the more similar the objects. \n", "- These measures are essential in algorithms that rely on the concept of *closeness* or *similarity* to make decisions, such as recommender systems. \n", "- An example of similarity measures is the cosine similarity:\n", "\n", "$$s(\\mathbf{x}, \\mathbf{y}) = \\frac{\\mathbf{x}^\\top \\mathbf{y}}{\\|\\mathbf{x}\\| \\| \\mathbf{y}\\|}$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Another example is the Pearson correlation coefficient, used in statistics to measure the linear correlation between two variables:\n", "\n", "$$s(\\mathbf{x}, \\mathbf{y}) = \\frac{\\text{cov}(\\mathbf{x}, \\mathbf{y})}{\\sigma_\\mathbf{x}, \\sigma_\\mathbf{y}}$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Linear and non-linear measures\n", "- The measures we described so far are *linear*.\n", "- It means that their computation follows a linear relationship with respect to the data. \n", "- Some measures, instead, are *non-linear*, meaning that the relationship between the measure and the data does not follow a straight line.\n", "- **Kernels** are examples of non-linear similarity measures.\n", "- The most famous kernel is the Radial Basis Function (RBF): \n", "\n", "$$s(\\mathbf{x}, \\mathbf{y}) = \\text{exp}\\left( -\\gamma \\| \\mathbf{x} - \\mathbf{y} \\|^2 \\right)$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- The parameter $\\gamma$ is the *kernel width*, which controls the std. dev. of the Gaussian.\n", "- Setting it properly is crucial for defining distances: smaller values will account for relationshiops between distant objects." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "slideshow": { "slide_type": "subslide" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "values = np.linspace(-5, 5, 100)\n", "gamma_vals = [0.1, 1, 5]\n", "plt.figure(figsize=(10, 4))\n", "for gamma in gamma_vals:\n", " similarity = np.exp(-gamma * values**2)\n", " plt.plot(values, similarity, label=f'$\\gamma$ = {gamma}')\n", "plt.xlabel('Distance: $\\|\\mathbf{x} - \\mathbf{y}\\|^2$')\n", "plt.ylabel('Similarity: $\\exp(-\\gamma\\|\\mathbf{x} - \\mathbf{y}\\|^2)$')\n", "plt.legend()\n", "plt.grid(True);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- The choice of similarity or dissimilarity measure is critical in classification and clustering problems.\n", "- The measure directly affects how well an algorithm can identify structures in the data. \n", "- An inappropriate choice might lead to poor classification or clustering performance because the measure may not capture the actual relationships among data points." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Effect on classification\n", "\n", "- In the following we generate some toy data and compute a similarity matrix using a linear and a nonlinear measure.\n", "- As linear measure, we will use the cosine similarity.\n", "- As non-linear measure we will use an RBF kernel." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "X, y = datasets.make_circles(noise=0.2, factor=0.5, \n", " random_state=1, n_samples=200) # Create toy data\n", "X_train , X_test , y_train, y_test = train_test_split(X, y, \n", " random_state=0) #Train-test split\n", "\n", "# Cosine similarity matrix\n", "cosine_train = cosine_similarity(X_train)\n", "\n", "# RBF similarity matrix\n", "rbf_kernel_train = pairwise_kernels(X_train, metric='rbf', gamma=0.5)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "slideshow": { "slide_type": "subslide" }, "tags": [ "hide-input" ] }, "outputs": [], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(12, 3.5))\n", "cm_bright = ListedColormap([\"#FF0000\", \"#0000FF\"])\n", "axes[0].set_title(\"Input data\")\n", "axes[0].scatter(X[:, 0], X[:, 1], c=y, cmap=cm_bright, alpha=0.6, edgecolors=\"k\")\n", "axes[0].set_xticks(())\n", "axes[0].set_yticks(())\n", "\n", "# Plot the cosine matrix\n", "idx = np.argsort(y_train)\n", "axes[1].imshow(cosine_train[idx][:, idx], cmap='viridis')\n", "axes[1].set_title(\"Cosine similarity matrix (linear)\")\n", "\n", "# Plot the RBF matrix\n", "axes[2].imshow(rbf_kernel_train[idx][:, idx], cmap='viridis')\n", "axes[2].set_title(\"RBF kernel matrix (nonlinear)\");" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- We see that the two classes appear more separated when using a nonlinear similarity." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Next, we will train an SVM classifier that uses these two similarity measures.\n", "- We will look at the decision boundaries learned by the classifier and compute its performance on the test data.\n", "- For the RBF kernel, we will use both $\\gamma=0.5$ and $\\gamma=0.1$." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "slideshow": { "slide_type": "subslide" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "classifiers = [svm.SVC(kernel=\"linear\"), svm.SVC(gamma=0.5), svm.SVC(gamma=0.1)]\n", "names = [\"Linear SVM\", \"RBF SVM ($\\gamma=0.5$)\", \"RBF SVM ($\\gamma=0.1$)\"]\n", "figure = plt.figure(figsize=(11, 4))\n", "for i, (name, clf) in enumerate(zip(names, classifiers)):\n", " ax = plt.subplot(1,3,i+1)\n", " clf.fit(X_train, y_train)\n", " score = clf.score(X_test, y_test)\n", " DecisionBoundaryDisplay.from_estimator(\n", " clf, X, cmap=plt.cm.RdBu, alpha=0.8, ax=ax, eps=0.5)\n", " ax.scatter(X[:, 0], X[:, 1], c=y, cmap=cm_bright, edgecolors=\"k\", alpha=0.6)\n", " ax.set_xticks(())\n", " ax.set_yticks(())\n", " ax.set_title(name + f\" - Test acc: {score:.2f}\")\n", "plt.tight_layout();" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Also in this case, the impact in using different similarity measures is quite big." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Effect on clustering\n", "\n", "- Being clustering an unsupervised task the impact of the (dis)similarity measures is even larger.\n", "- The lack of training exacerbate the effect of choosing a bad (dis)similarity.\n", "- Samples get grouped very differently based on what makes them (dis)similar." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- In the next example, we look at *hierarchical clustering* (HC).\n", "- The idea of HC is to progressively form clusters by grouping together samples within a certain distance radius.\n", "- In the beginning, the radius is very small and many distinct clusters are formed.\n", "- As the radius increases, further points are grouped together and the number of clusters decreases." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Let us consider the following data and compute a squared Euclidean distance matrix.\n", "- As HC algorithm we will use the *Ward Linkage*, which gradually aggregate clusters by optimizing the [minimum variance criterion](https://en.wikipedia.org/wiki/Ward%27s_method#The_minimum_variance_criterion).\n", " - At each step it finds the pair of clusters that leads to minimum increase in the total within-cluster variance after merging." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "X, y = datasets.make_blobs(n_samples=1500, centers=4, \n", " cluster_std=[1.7, 2.5, 0.5, 1.5], random_state=2)\n", "X = StandardScaler().fit_transform(X) # Normalizing the data facilitates setting the radius\n", "\n", "# Compute the distance matrix\n", "Dist = pairwise_distances(X, metric=\"sqeuclidean\")\n", "distArray = ssd.squareform(Dist)\n", "\n", "# Compute the hierarchy of clusters\n", "Z = linkage(distArray, 'ward')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- By setting a different radius (threshold) we obtain different partitions.\n", "- Let's try as thresholds `t=10` and `t=30`." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Partition 1: 8 clusters\n", "Partition 1: 4 clusters\n" ] } ], "source": [ "partition_1 = fcluster(Z, t=10, criterion=\"distance\")\n", "print(\"Partition 1: %d clusters\"%len(np.unique(partition_1)))\n", "\n", "partition_2 = fcluster(Z, t=30, criterion=\"distance\")\n", "print(\"Partition 1: %d clusters\"%len(np.unique(partition_2)))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "slideshow": { "slide_type": "skip" }, "tags": [ "hide-input" ] }, "outputs": [], "source": [ "def plot_clusters(data, clusters=None, title=None, ax=None):\n", " if ax is None:\n", " _, ax = plt.subplots(figsize=(5, 5))\n", " color = 'gray' if clusters is None else plt.cm.tab10(clusters)\n", " ax.scatter(data[:, 0], data[:, 1], c=color, s=15, alpha=0.5)\n", " ax.set_xticks(())\n", " ax.set_yticks(())\n", " ax.spines[['right', 'left', 'top', 'bottom']].set_visible(False)\n", " ax.set_title(title)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, axes = plt.subplots(1,3, figsize=(14,4))\n", "plot_clusters(X, title=\"Data\", ax=axes[0])\n", "plot_clusters(X, title=\"threshold = 10\", clusters=partition_1, ax=axes[1])\n", "plot_clusters(X, title=\"threshold = 30\", clusters=partition_2, ax=axes[2])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- It is possible to visualize the hierarchy generated by HC.\n", "- It is also possible to color the branches based on the threshold value.\n", "- This is a very useful tool to examine the structure in the data at different resolutions." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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M9h06QTfXybeZTmZP95fa0z3viNLGWo6/DB+NNjNVqb8KH+gpbxQph2qu8jk0WEwVKmbyPp8ogGRZxFf+c8SL02z3Sq5uONRcdrM3H6tqpnpdJoqMpYTEsa/pREF1Nj/HSt2ecw2UpW7/iX4Gjirx+U4WI8ZO2E02KTdVyJjJ7Q813xPwU028l3OyeLpdCJU6qTqTydTfPOo346/P+utJn8N0z2+y4PWtC78VzQ3NsaR+SUnbZ6FNHNfybtDKvVunSk26H7oNx+6/eux5czk4+2zHPt3PvdHPT0tjy2H3PdHKl97B3pLf26WoxM+qQyfgp1q5Md2k00T3VemJ077tP4l/O/mUCS+b7bEvRp/HRNtiPibeTDqX31QBrdwW+uTsTKLcfHy2U9S3/Sex45S3VHsYC5bjHZVPfWNd8essy8Zt03/47PZxK0tGJ37XHLM8LvxvJ8XQYFbyBH3E1BPFYwNDlmXxzc9tj5ef7zrsehOZbgJ9bJwZa6pJ8kMn1ie6fjl3tRVR2kT6oXFispCw67nO6Ns/GI35+rKtYKjEgcynCkylrkKa6HUZ3TalbOO5rpLZ9Vxn9HYNTPhYE22/ub4+VQsjd955Z1x11VXxhS98IU4//fT40pe+FJs2bYpnnnkmjj766JndyX88FpGfwZN/8dGILb908Ps3vCXifV8bmaTL5UZODUsOXr72pIgP3DEyefj1SyJ2/+Tw+xw7Qbf2xIj33xFRVzdyXy1HRhzoixgejjjQH1HojujbG9F8xMGJuLGTn92vRMQrEdnw65fnIlpWRvS+evDrurqR+yslUhz6vCMi1p088txaV42MoefVkYnN4eGIvtcimlce3CalPl457Hwk4rWfj2y/wf6RbXagL6L1qJHXaLBv5NSycmTbthz5+vN45fU7eP21PNAX0fvawW0+dnv/n/8c0bjk9fNev37f3tf/+9rIeaO3a145ct7oe6V55ch9jz5Wy8qR8fS+Muax+w9evziWMa9/Y3PE/zph5C72vnDw8Yvvj9HX/7XX3xN1Bx9nsG/k+nV1B5/7vp0Hn9uen0Ys/6WD75fR17K4nV4defw7PjD55PRkk8+j7/P6+vH313zESAB5adssX/QZ2vnImO31WkTbGw5O9B/6uRvsi+h88eD7Z9RA78jte187uE2bXp8gb2geeU6j27jzxZHXu65u5PvR1WkREXv+v5HtGGPeE72vjky2j77mg/0jX+dyI5+3hiXjP9NjV8jkWyPql0R8+azJt+NEkXHdyRHnf37kPdI85ufE6Ge5ru71ccZISH7x/z38PkZf77UnRrz3poi6+oPv49Hxj30PjX2/FboPvtfHbv/e1yJajxzZ3r2vHvy5Mtg3v4Fyop+Bo0af71B/RGPrwc/cmOectRwZfUP9MTw8HLt6dk07KfnEnifixf0vxsolKyMiIpfLxZL6JfEf3f8xo8nZ0du3NLbEEfkjov/1x943sC/ydfkoDBdiRdOK2FvYW7zNTWffVJx8b8u3RXNDc+zt3xu5XC6a6ppiYHig+N+2praoq6uLfF0++of6o3+oP4aGhuLaB6+NZ157ZsqxTTbheuyKY2PL6Vuivr4+8vX5yOVysaJpRewb2BfDw8ORy+WK540+5oqmFVFXVxdL6pfEa/2vFe/rtb7XIpfLRXtLexSGC3FE/ojoO9AXewt7I1+Xj86BzrJPqv7LL/4lTv1/Tp308g2rNsTn3va56BrsiramtuI/uEaf08Xfvjj+5ZV/Oex2m76xKSIifnPVb8Zf/M5fjAskLY0tsaR+ybjn1j/UH7lcLvJ1+YpPHD+377loa2qLzoHO4mvU3NgcK5pWRGG4MO51G30Nxr5OhaFCrMiviCzL4sofXhlPv/r0jB9/JgFndJt3DnSOvK+b2qIwXCi+B1bkV0TESGQZ+34b+74a3bblDIijn8+IKL5W/UP90X+gP5obm2N4eDgKQ4UoDBViedPyaG1qHfdZy9eNfD72FfYV3+MTvYf+y3f/S3z+7Z+PlUtWFn8G7O7dPafn8sSeJ+LpV56O5U3LozBUKG7X0fGM/mwYHh6Ourq64us+3c+90c/PhiM3xN+e/bfjok7fgb5xr8Xw8HAMDA8UL//7d/99DAwPxPKm5cWfU10DXbG8afm4z9kR+SMiy7L48Hc/PO3PqYjJ32O/ceRvxN+e9bcxkA3E8PBwdA50FrfB6Osz+tyjf2S7D+3dGy9dfU30PznxZ/LQye4lJ5wQv3Tj5yOXy0V9S0vEkiWR9fXFgddeiyzL4qWr/msUnpn+OURENP3ar8W6T30y6o84Iob37Yu6FSuKn8vI52No79742TvOntF9TaZv27YYePHFyPr7o27FipG/ws7nY3jfvsgtWTLyHPL5g4+7ZEkcePXV+I+PXHHYNhndFktOOCHe8L9vjCzLoq6uLuqOGL89I0Ze17oVKyLr7x85L5+PoX37YqizK+rblkfdkiXF55n1j/xsHB7OXv/VPHK+SefymiqglduS44+PdZ++IYZ6+yIGRv7yv66trfg+q1uxIob27n39dR+OrL8/6ltaiu+ZrL8/Ip8vvl/H/ryoO+KIyPr6YmjvyM+csSsLBl55Jerq6orv8cZ164q3iyVLYvj124z+LBx93OHh4Rjet2/kMSNi1zWbJ/2ZMBf5446LX/rsZyK3ZEnx8YY7O6OurS2y/v4YfHlPNKxeHXV1uXHPf/Q6w52dMTycRV1dLhra2yMK43+f59raYucfXhaFp54q+9hZGPq2bYvCzp0jn5XRQPn65+HQ93zW3x9ZoVB8/41+Nkeum0VW6I/BPb+IumXLitNb9c3NUdfW9vp7L4sYKBSjweh79NDPetbfHwdee23c40ZE8ffP6OMNde4bWTWxZk3x/kd/J9StWFH83I79PRMRh32O6pqbi/c99rFHP1OjPwNGxzZ6X3VHHDFugvmeLxycH7z700/E+VedUPz+0N1tjXr5+a74+798PN75kYP/T3/JX54WucjF/tf64u//cuq5lF3PdUbXq/1R35Ab+ffu0oYYGsxiaGgo/vFzP4k9/75/hu+E0oyNM2Ot/uXlce4fHRf19fXF7dbQNBKM/vF/bY/dPxsfh0YDS0NTXfR3H4hC/2BZdy+167nOePWl7mhoGtn91ZLWhuJupEZ/n4wq9A/G4MBQLGltiLq6uqhvPDinfNTRS+MXL3SPG/vI810Wm/74+HHbfnh4OIYGsxgcGBr5/4CewWjMNxx8HzWMvNcLPYPF++vu7I/8ksaob8zFgYHh6O8ZjHxLQxR6DxRvt/SI/LjLRt/fo5+dJUtHnltf92DUN+TiW198ctLX/9Dgc9TRy+KsD/961NfXx5LWg89j9L7rG3OTvi6j23hk+zZGY74++roHx23H/u6R59E/5jn/3p+eEq0rmorXGSwMxb3/+1/iFzu7J3ycUbd89EdTXj7WmmOWx1mX/UY0NNbF0IEslrQ2lHTA+lw20Z+mzYO3vvWtcdJJJ8UXv/jF4nm//uu/Hu95z3tiy5YtU962q6sr2traovNPl8XyfG5kMrLU3T0d6pfeEvEfj87tPkY1LY0YmPpFnpXG1ojB1ydn5/qcKzXG6Yx9DuVQredRC49fymOXe5zV3u4TmeuYqv2cyv3ZKLfpts98bL953EZZRFz8y2+M7bnBSa/T0tASvQem/jnc2tAaPQemHnNLfUv0Do2/n9bG1uip0HOdyZjmw3TPcabjPH7V8RERFQ0KE5nJ6z+Zcr8GE72HyqFW3iulKGXMldpuMzXVe6iUnwHlfh6zfd0PHUc53j9vPurNMZQNzc/nO8vi03c0xxt+Xp7fZbnW1sh6yv/5mcn95lpaIust73t7Ns+nrrU1hiuwDaqtEtuXuZvtZ26xvk/HaWmJmI/37Hw9Trk1N0fU+C7vqI4sIraf8X/H3oY1k16noaluVscamep2091n45L6GOyf+cRvqfdfKaWOu1zjnHJb5+viQGHmjzHXbT9Xjfn6kib9SzF2O1Viu1Ry7IfqG+iJ/3bz+dHZ2RnLly+f8rpVCSMDAwPR0tISX//61+OCCy4onv8nf/InsX379rj//vvHXb9QKERhzF98dHZ2xtFHHx07/+vSkTACAGXUG7l4+/pJVpsAsOjkB7L4689X7390AYDaMlTXFA+dPvUfbgO1p3+gN/7s9vfHvn37oq2tbcrrVmVXWq+88koMDQ3FmjXjq+uaNWti9+7dh11/y5Yt8fGPf/yw8zs+U2N/sQ7AIjKzfbMCsDj8VrUHAADUln87v9ojAGZp//79tRlGRk10gNqJDphy3XXXxdVXX138fnh4OF577bU48sgjHTwKAAAAAAASl2VZ7N+/P9a9fkyxqVQljKxatSrq6+sPWx2yZ8+ew1aRRETk8/nIv37As1ErVqyo5BABAAAAAIAFZLqVIqPqKjyOCTU1NcXJJ58c991337jz77vvvjjttNOqMSQAAAAAACABVduV1tVXXx1/8Ad/EKecckr89m//dvz1X/91vPDCC/HHf/zH1RoSAAAAAACwyFUtjLzvfe+LV199Nf7n//yfsWvXrtiwYUPce++9sX79+moNCQAAAAAAWORyWZZl1R4EAAAAAADAfKjKMUYAAAAAAACqQRgBAAAAAACSIYwAAAAAAADJEEYAAAAAAIBkCCMAAAAAAEAyhBEAAAAAACAZwggAAAAAAJAMYQQAAAAAAEiGMAIAAAAAACRDGAEAAAAAAJIhjAAAAAAAAMn4/wEcB8HdeVgg1wAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(20, 10))\n", "dn = dendrogram(Z, color_threshold=30, above_threshold_color='k', \n", " show_leaf_counts=False)\n", "plt.xticks([]);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Partitions that persist for broad ranges of values of the threshold are those that characterize the dataset the most." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Finally, let's see the effect of using different distance metrics.\n", "- We will use an RBF kernel as before and a Mahalanobis distance that weights each feature differently." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "# Compute the RBF (note that we must convert it to a distance)\n", "rbf_kernel = pairwise_kernels(X, metric='rbf', gamma=1.0) # compute the rbf similarity\n", "rbf_kernel = rbf_kernel + rbf_kernel.T # make symmetric\n", "rbf_kernel /= rbf_kernel.max() # normalize to [0, 1]\n", "rbf_dist = 1.0 - rbf_kernel # convert to distance\n", "np.fill_diagonal(rbf_dist, 0) # due to numerical errors, the diagonal might not be 0\n", "\n", "# Compute the partition\n", "distArray = ssd.squareform(rbf_dist)\n", "Z = linkage(distArray, 'ward')\n", "partition_3 = fcluster(Z, t=3, criterion=\"distance\")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "# Mahalanobis distance that assigns different weights to the features\n", "weights = np.array([1, 0.1])\n", "Dist = pairwise_distances(X, metric=\"mahalanobis\", VI=np.diag(1/weights**2))\n", "\n", "# Compute the partition\n", "distArray = ssd.squareform(Dist)\n", "Z = linkage(distArray, 'ward')\n", "partition_4 = fcluster(Z, t=30, criterion=\"distance\")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, axes = plt.subplots(1,3, figsize=(14,4))\n", "plot_clusters(X, title=\"Data\", ax=axes[0])\n", "plot_clusters(X, title=\"RBF-based distance\", clusters=partition_3, ax=axes[1])\n", "plot_clusters(X, title=\"Weighted Mahalanobis distance\", clusters=partition_4, ax=axes[2])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- It should be clear by now how great is the impact of the (dis)similarity measure in classification and clustering.\n", "- But how to measure the distance between time series? \n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": { "run_control": { "marked": false }, "slideshow": { "slide_type": "slide" } }, "source": [ "## Time series similarity" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- We will look at 3 families of approaches to compute a distance between time series:\n", " - Alignment-based metrics.\n", " - Time series kernels.\n", " - Vector distance on time series embeddings.\n", "- Each approach comes with pros and cons.\n", "- In the following, we will look at one representative for each faimily." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Multivariate Time Series (MTS)\n", "\n", "- The approaches we discuss in the following can be applied to datasets of MTS.\n", "- An MTS is represented by a matrix $\\mathbf{X} \\in \\mathbb{R}^{T \\times V}$, where $T$ is the number of time steps and $V$ is the variables.\n", "- The whole datatset can be represented by a 3-dimensional array `X` of size `[N, T, V]`.\n", "- In a classification setting, the $i$-th MTS `X[i,:,:]` is associated with with a class label `y[i]`." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "**Example:** \n", "- Consider the [uWave](https://ieeexplore.ieee.org/document/4912759) MTS dataset.\n", "- Each MTS represents the $(x,y,z)$ measurements of an accelerometer wore when doing one of the following gestures.\n", "- The dot is the starting point, the arrow the end point.\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "slideshow": { "slide_type": "skip" }, "tags": [ "hide-input" ] }, "outputs": [], "source": [ "def plot_uwave():\n", " X, Y, _, _ = DataLoader().get_data('UWAVE')\n", " _, axes = plt.subplots(3, 8, figsize=(15, 5), subplot_kw={'projection': '3d'})\n", " for i in range(len(np.unique(Y))):\n", " idx = np.where(Y == i+1)[0][:3]\n", " for j, id in enumerate(idx):\n", " axes[j,i].plot(X[id, :, 0], X[id, :, 1], X[id, :, 2], color=plt.cm.tab10(i))\n", " axes[j,i].set_xticks(())\n", " axes[j,i].set_yticks(())\n", " axes[j,i].set_zticks(())\n", " axes[j,i].spines[['right', 'left', 'top', 'bottom']].set_visible(False)\n", " if j == 0:\n", " axes[j,i].set_title(f\"Class {i+1}\")\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded UWAVE dataset.\n", "Number of classes: 8\n", "Data shapes:\n", " Xtr: (200, 315, 3)\n", " Ytr: (200, 1)\n", " Xte: (428, 315, 3)\n", " Yte: (428, 1)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_uwave()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Alignment-based metric: Dynamic Time Warping (DTW)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- An alignment-based metric relies on a temporal alignment of two time series to assess their similarity.\n", "- One of the most prominent representatives of this class is Dynamic Time Warping (DTW).\n", "- The idea of DTW is to first align two time series and then compute an Euclidean distance between the matched elements." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Let's first consider a naïve approach.\n", "- We compute a distance between all the time steps of two time series $\\boldsymbol{x}$ and $\\boldsymbol{y}$ of length $T_x$ and $T_y$, respectively: \n", "\n", "$$d(\\boldsymbol{x}, \\boldsymbol{y}) = \\sum \\limits_{t=1}^{\\min(T_x, T_y)} \\|x(t) - y(t)\\|_2$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- If the two time series are very similar but slightly disaligned, it will produce a large distance.\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- DTW disregards the exact timestamps at which the observations occur.\n", "- DTW seeks for the *temporal alignment* (a matching between time indexes of the two time series) that minimizes Euclidean distance between the aligned series.\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### DTW algorithm\n", "\n", "- DTW solves the following optimization problem:\n", "\n", "$$\\text{DTW}(\\boldsymbol{x}, \\boldsymbol{y}) = \\min \\limits_{\\pi \\in \\mathcal{P}(\\boldsymbol{x}, \\boldsymbol{y})} \\left( \\sum \\limits_{(i,j) \\in \\pi} d(x(i), y(j)) \\right)$$\n", "\n", "- $\\pi$ is an *alignment path* of length $K$, i.e., a sequence of index pairs.\n", "- $\\mathcal{P}(\\boldsymbol{x}, \\boldsymbol{y})$ is the set of all admissible paths." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "An admissible path should satisfy the following conditions:\n", "\n", "1. The beginning and the end of the two time series are matched together.\n", " - $\\pi_{1} = (1,1)$\n", " - $\\pi_{K} = (T_x, T_y)$\n", " \n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "2. The sequence is monotonically increasing in both $i$ and $j$ and all time series indexes should appear at least once.\n", " - $i_{k-1} \\leq i_k \\leq i_{k-1}+1$\n", " - $j_{k-1} \\leq j_k \\leq j_{k-1}+1$\n", " \n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- The DTW path can be represented by a binary matrix $\\mathbf{P}_\\pi$ whose non-zero entries are those corresponding to a matching between time series elements: \n", "\n", "$$(\\mathbf{P}_\\pi)_{i,j} = \\begin{cases}1 &= \\text{if}\\; (i,j)\\in \\pi \\\\ 0 &= \\text{otherwise}\\end{cases}$$\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Using the matrix notation, DTW can be rewritten as \n", "\n", "$$\\text{DTW}(\\boldsymbol{x}, \\boldsymbol{y}) = \\min \\limits_{\\pi \\in \\mathcal{P}(\\boldsymbol{x}, \\boldsymbol{y})} \\langle \\mathbf{P}_\\pi, \\mathbf{D}_{\\boldsymbol{x}, \\boldsymbol{y}} \\rangle$$\n", "\n", "- where the $(i,j)^{th}$ element of $\\mathbf{D}_{\\boldsymbol{x}, \\boldsymbol{y}} \\in \\mathbb{R}^{T_x \\times T_y}$ stores the distance $d(x(i), y(j))$.\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Finding the optimal path\n", "\n", "- First, we fill-up the cost matrix $\\mathbf{D}_{\\boldsymbol{x}, \\boldsymbol{y}}$.\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Then, we start traversing the matrix from the top-left corner $(1,1)$ to the bottom-right one $(T_x, T_y)$.\n", "- Excluding the borders, at each step we have three options to decide where to go.\n", "- Each path results in a different cost.\n", "- The optimal path is the one with minimum cost... 🤔 But how to find it?\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- We need to compute the cost for each possible path.\n", "- When $T_x=T_y$, the total number of paths is $\\mathcal{O}\\left(\\frac{(3+2\\sqrt{2})^{T_x}}{\\sqrt{T_x}}\\right)$.\n", "- That is a big number: looking at all of them is intractable." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- There are many paths that share the same sections.\n", "- To make the problem tractable, we must avoid recomputing the same paths over and over.\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- We can use *recursion*, a dynamic programming technique that breaks down a complex problem into simpler sub-problems.\n", "- Each sub-problem is solved just once and the solution is stored in memory. \n", "- When a sub-problem is encountered again, its solution is retrieved instead of being recomputed.\n", "- This significantly reduces the number of computations cutting the redundancies." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- The recursive algorithm has complexity $\\mathcal{O}(T_x T_y)$ and is formulated as follow:" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "```python\n", "def DTWDistance(x, y):\n", " for i in range(len(x)):\n", " for j in range(len(y)):\n", " DTW[i, j] = d(x[i], y[j])\n", " if i > 0 or j > 0:\n", " DTW[i, j] += min(\n", " DTW[i-1, j ] if i > 0 else inf,\n", " DTW[i , j-1] if j > 0 else inf,\n", " DTW[i-1, j-1] if (i > 0 and j > 0) else inf\n", " )\n", " return DTW[-1, -1]\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- The idea is that each block $(i,j)$ recursively ask to its predecessors $(i-1, j)$, $(i, j-1)$, and $(i-1, j-1)$ the cost to reach them.\n", "- The request is propagated back to the origin $(1,1)$ wich returns the first answer.\n", "- The answer is then propagated forward to all the requesters, which update the answer with their own cost.\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### DTW properties" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "- The example below show how the DTW changes when two curves are translated and stretched/squeezed at the same time.\n", "\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Note that the distance influenced only by the \"stretching/squeezing\" part.\n", "- In fact, the DTW is invariant to translation.\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Note that is possible to add constraints that generate a cost if translation exceeds a certain limit.\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### DTW example\n", "\n", "- Let's see DTW in action starting with a simple example.\n", "- We generate two groups of time series using two different AR(1) processes." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "T = 100 # Length of the time series\n", "N = 30 # Time series per set\n", "\n", "# Generate the first set of time series\n", "Y1 = np.zeros((T, N))\n", "for i in range(N):\n", " Y1[:,i] = sm.tsa.arma_generate_sample(ar=[1, -.9], ma=[1], nsample=T, scale=1) \n", "\n", "# Generate the second set of time series\n", "Y2 = np.zeros((T, N))\n", "for i in range(N):\n", " Y2[:,i] = sm.tsa.arma_generate_sample(ar=[1, .9], ma=[1], nsample=T, scale=1)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Let's see how the mean and std of the two groups look like." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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k1KmxpdMOq4HW6ZDiO7iI3i3z2Yxa1Jt1UBiDKCsQ5Zl/JQWCrEBhDHajFo0WPZqseph0qYMdjDEcnQyVLU2z0apHi02PRos+rwEEWWGYjvBwh/iKBzfzmfRqrG+15b1uSpIVxESZzieE5FCqWeVaZdKr0W43oq3OAL1m+QU8hcQGFOSsUGFewpAnewpHk1WPje22nDcXoqxgKhjHdFiALyosWC8wV6NVjzXNFpiLNFNUSvtH/fAU2C9DreKwoc2GVnvuhdNxUcZpdxiMAS02AxrMOhrpJWm5QnEcGA2U/XVNOjUarYkgw27U4uhkEM5A+fPeOQ6oM+nQbE0EX3NHKkNxEd6IAE9YQCAmFLT+pxJa7QasbrZkHG0NREWM+2OYCiYGnvRaFZqsejRZ9HCY6BxByFySrOCVU56s9x0rlUoFNFkMaK8z1NQAcy4U5JCMRFnB0ckgXMH8bt71WhU2t9vhmDf6yBiDJyxgMhCDJ8wXdGOhUgEddSb0N5mrNr3LHxWwe8i36Of3NJiwOsM6HVFWMDwdwYg3mvJ706g5NFsNaLHpUW/WZUzv4yUZcUGBUaemErUrgCgr2Hl6GkKJF8rnolKhagIIm1ELk04NX1QAL1bJThVAreawqtGCrnojOI6DKCfK04/7YwhnaWSoUXPJWbYGsy5ZopuQlWp4OoKTU+FK70bVM+nUaK8zor3OWPP3DRTkkLTioox9I35E+MIqF3Ec0NNgxqomM8K8hMlAHM5AfMk3XRo1h/5GC+wmLVQcoOI4qDgO3Mz/1SoOjDHIjEFWEh+KguTnOo0KNkNp1vrsHvLCH11aQz+HWYezOuzJE4qiMIz5YhicjuSs7KTTqGYWjasQE2XEBBkxUQYvKsm0QpNeja3dDsq/XeYOjQcqMntCSs9i0MBq0MAV5AtuMqxSAQ1mPVrtBjRa9FDTDA9ZYRSF4U+nPTU50FEpHJe4v9CqEx86tWrmcy7xuUYFjYqDRp14TKNK/FtNa6opyCELRHgJ+0b8iIuZm/HlotWoSl52tVAaNQeHSYd6sw4NFt2CNQSL4Q7xeHPUv/SdA2DQqrGly46YIOOUK4xYlmaIi2HSqbG1hwKd5aqYxyJZvmZ7a7TY9GiggIesEBP+GI5MBCu9GyuCRs3hinXNld4NAIXFBtW/MIIsWSAqYv+Yf8kBSrUFOECi3Kw7xCfL6hq0ajjMWvQ0mBdVIY4xhlOu4k19x0UZbwx4i/b95osKMvYM+7C121G0ylmkOkyHeRxz0gWc5CYrDFPBOKaC8WQqXHcDla0my9vQNBUbKJdaXfNU24l5JCdPmMfeEV9VBiilEBdlTPrjeHPUv6h0uslAvOB0vkqLzQQ6pWigSJbOHxUw6InkfTwG4yL2jviwb8RPaRikYLLMMOAJQ5Tp2CHLlysUR5QvbmYEWX4oyFnGJgMxvDnqLzjXezmICTIOjvtRSDZmICri+FRtdiiPi4lAp9YCtJXgpCuM064wXjnlxqHxAAIZ1nrFBBmHxgN4Y8ALb5g6XpPFk+TE+j9ClqNQXMSxydq8VpPyonS1ZYoqjgC+iIgTU2Gsa7Xm3DYUF7Fv1Ae5RqdkAYAXlUTqWo+jaM1cydK4gvFkUKMogHOmaIfVoEFXvQmtNgMkhWHQE8G4P1o11ctI7RvxRtFdb6L1OWRZ8UUEvDnmr9n0KVJedCe0DJ2YCmFkunTdyGvJqDcKi0GDjjpjxm0ivIS9I8vjpClIiUBne4+jJnoRLWfZ1neF4hKOTARx0hWGwlhNB9ekOomSgnFfjNbmkGXDHeJxcNxPg0Ekb5SutowoCsOh8QAFOPMcdwazpggttzVLoqTgtHtlz+JVgzFfDNEc1fRESaEAh5TMsDcCZQWmK5PlZzIQw4ExCnBIYSjIWSYkWcG+UT/100hDUYA3xxaWz46LiQBnOS7udgV5hGl9TsVIsoJBD1X+IZXFiwomg3RNILVtZDqKw+NBVG/DE1KtKMhZBngpsejcF6HFypkIkoIDY4HkqCYvydg77Ct635pqMkQ32RUz4o0uuVkuIcUw7IkUVICFkGpyyhXGiRotCEQqj4KcGhcVJOwe8iEUp1H7XIIxEUcmgxBlBftG/DlTiWrdVLD2ymEvB7wkY9hLKaOkOkQFGVNBvtK7QUhBJFnBkYkgDdaRJaGVyTUsEBOxf3TpTT5XEmcgDl9UWJYpavMxBgx6ItjcYa/0rqwog54IrbMhVWXQE0Gr3VDp3SAkL85AHCddoRVxnSalRTM5NSrMS8tuwXy5rKQT51QwTk1CyygqSBin/iSkykR4Ca4Qrc0h1S3MS9gz7MWh8cCKuk6T0qGZnBo0W0WNRotJLrOzOZvaaTanHE67IrQ4llSlIU8UzVaazSHloygMI94opiM87EYt7EYd7EYtdJrU8XVJVjDgiWDUG6XzJykqCnJq0Cl3GGFag0Py5AzE0d9ogVGnrvSu1DTGGDguc2PFQEzEFFWyIlUqGBMxHebRYNGX9XXH/THEBAmrm3M3ZSbLhzci4JgziCifWPvqi4gAEmsVTXo16ow62E1aAMBpV5gKtZCSoCCnxkyHeeqDQwrCGDA0HcGGNluld6VmOQNxnJgKgeMAm0ELm1ELm0EDm1ELrToxKnnKRRWASHUbmo6UNcjxRQQcdwahKIDCgLUtFOgsd7wk4+RUOGs7iygvI8rHMOGn1F5SWhTk1BBBUnBkMljp3SA1aDIQQ1+jGQYtzeYUIsJLOOYMpZRnd4s83KEz1aqMOjVMOvXMSCUh1csXEeGPCqgz6ZKPMcYgKQyyMvOvzCCzxOeykvi/ojAojKGjzgiNOr+lvFFBwoHxQLJ548h0FApjWN9Kgy3LEWMMo94YTnvClEpPqgYFOTXk6GSQFuORRVGUxCgu3WDkR1YYBj0RjHgjOTtsxwR5WfdbIsvLgbEANCouGdjISv43pBP+OM7pqsuZ+irKStrKn2PeGBQF2NBmzZr6SWpLXJSxf9RPafSk6pS0utqOHTtw3nnnwWq1orm5GTfffDOOHz9eypdctsb9sZTRY0IKNeGPIS5W1814TJCrbp88YR6vDUxjyJM7wCGk1giSgqggQ5CUggIcIDGz+caQF/5o5sbTjDEcHA8k12LMN+GP4fBEMGeDUkVhEGV6A1Y7aSagpQCHVKOSzuS8+OKLuP3223HeeedBkiR8+ctfxnXXXYcjR47AbDaX8qWXlagg4YST8v3J0igKMOKNVk1e/OzFUWEM53bXwaQrz8TykYkgYjOB1exgMgeA4zhIsgJ/lNLOCMlElBTsHfFhfasN7XXGBV8/PhWCN5w5CAISa9wYAzZ32FJmdHhJhicswBPi4Y0IsBk12NZTX/SfgRQHYwwHxgMU4JCqVdK7iieeeCLl8wcffBDNzc3Ys2cPLrvsslK+9LKRKBcdLHjEjZB0xn0x9DSYoNcUd22OJCt55+oDZ0Z7I3zi4rh7yIetPQ5Y9KUNdMZ8UVrsSsgSKUpisCA6r2raqDeKMW9+76+pYBwMDL2NZkyHBXjCPALzBhh8EREj01F0N5iKuv+kOI45cwe0hFRSWZuBBgIBAEB9PY3M5GvAE0EwRiPLpDhkhWHAHSn6931zLICTU/nPNp50hTE95+IoSAp2D3kX3OQUU1yUccoVLtn3J2SlGfJE8eaoH7LCMB3mcaKAcwAAuII83hjw4rQrnPG9f8odSg6GkOoxPB2hxsek6pUtyGGM4e6778all16KzZs3p92G53kEg8GUj5Vs1BvF8HTxb0jJyjbui2XNqS+UMxCHLyJgeDqKQ+MBKDlmHcf9sbRl0CWZYe+oD95IaUYGjzlDkKjqDyFF5Q7x2DXkxcHxQEkaOSoK8lrDQ8rHFYzj5BQNGJHqV7Yg54477sCBAwfw8MMPZ9xmx44dsNvtyY+urq5y7V5ViYsy9o34cNwZou6/pCSOToZyBiP5EGUlZfTWGYhj36gv44Lh2b4Zmcgyw/5RH1yh4jbVdAbi8FDhDkJKIhyXSjqAEIyJGPTQgF81CERFHJ5Y2QPQpHaUJci588478dvf/hbPP/88Ojs7M273xS9+EYFAIPkxOjpajt2rKq5QHK8PelNSeQgptggvYdi79Kayp90LO1X7IiJ2D/kWVE2LCXJK34xMFAU4OBbI2kyuEIKk4HiBaTSEkOoy6IkgGKfU7UqKCTLeHPPTGmFSM0q6ypcxhjvvvBO//vWv8cILL6Cvry/r9nq9Hnp9+boxVxNJTtyITfqLO4JNSCaDnjBabPpFVzULxMSMOdkRXsKuIS/O6aqD1aBNVlKb3zcjE8aAwxMBeMI8Oh3GlOaFhToxFcr7dQkh1Ykx4NB4ABf2NUCloh47xRbmJRweDyAmytBr1NBrVdBrVIn/a1TQa1U45Vo4qEVINStpkHP77bfjF7/4BX7zm9/AarXC6XQCAOx2O4zGhaUnVyp/VMDhiSA1FCRlpSiJtLVtPY6Cn8sYw7HJYNZ0Sl5UsHvYh7M67Bj1RgtePMxYIs3MGYjDrNeg02FEq90AbQFV3NwhvmgzQoSQyoryMk65w1VTBn85YIxhxBvFaXc4OcsuyRIilN1LlgGOlXA1X6aOxg8++CA+8pGP5Hx+MBiE3W5HIBCAzbY8O7UPT0dwyhWmtTekYjZ12NBmL2zQYdQbxfEK9G5Sqzi02AzocBhhN2qzbivJCnYOTIMXaeSRkOVkW48DDvPC2V1FYQjxEuKijCaLnmZ8cogJMg5PBKg3GMnLNRtbKr0LAAqLDUqerkYyOzEVSltlipByOjEVRoNZD50mvxmSuJgYTa0EWWGY8Mcw4Y/BpFej2apHo0UPu1G7YFDlpCtMAQ4hy9CRySAu6KuHzBgCMRGBqIhATEQwLiZnI/RaFXrqzeh0GPMKdiRZgScswG7Uwqgrbh+xcvKEeUwF4zBo1agzamEzatPOfo/5ojjpCkOmipNkGStPi3GSQlEYjkwGKY2GVAVRUnDSFcKmdnte25+cqo4LY5SXMcRHMeSJQqtRocGsQ5NVjwazDqG4RD0cCFmmYoKMV055slZ048VE5cdhbwQ99WZ0OIxQzwt2GGPwhAU4A3G4w3EoCsBxQJNVj556M+ym7LPF1UKQFEz4Yxj3x9KmvZv0atiNWtiNWlj0Ggx6IlTciKwIFOSUmSQrODAeoC7BpKpM+uNosxtRnyYFZK7pmVHCaiNKSnL9jkoFqDKkyhJClod8S1bPBjtD0xH0NiSCnTAvJc4XwfiCoiSMJZqUuoI86kxadDeY0GTRZ0y/ryRfRMC4PwZXKJ61amWUlxHlZSpsRFYcCnLKiJdk7B/xIxSn7s2k+hybDOLC/syVixSFVWQdTqEUBVBQ+ZkmQkj1EKREsHPKHcpZxn6WPyrCHw3ApFOju8GEToeptDuZg6ww+KICvBEBnjCPKE/FigjJhoKcMokKEvaP+BGlCmqkSkVn+tgYtWowMCgKwMCSRTHiokzHLyGkpuUb4MwVFWQcm0wM8JQz0GGMIRiX4I0kAptATFjU/hOyUlGQUwZhXsLeYR/VlydVzxOiuqGEEJLOiakQ7EYtrIbSr9WJCTL2DC9sqkwIyV/+DSfIojDGcGg8QAEOIYQQUsMUBTg4HoCslDYdlpdk7BuhAIeQpaIgp8SGpqMI0xocQgghpOZFeRlHJ4Ml+/6irGAfpbYTUhQU5JRQVJAw6KlMPxFCCCGEFJ8zEMeEv/gl6hWF4cCYnwZGCSkSCnJK6OhkkBYJEkIIIcvMcWcIEb54wQhjDAfHA/BFxKJ9T0JWOgpySmTcH6OTFSGEELIMyQrDgbHc63MYY3mt4Tk6GYKbCr8QUlRUXa0EeEnGyanq7ydCCCGEkMWJ8BKOO0PY2G5b8DVfRMBUKI6pIA9ZUVBn0qHRrEeDRQezPvXW65QrVJL0N0JWOgpySuC4M5R3N2ZCCCGE1KYJfwz1Zh1a7QYEYiKmgnFMBePgxdRcdW9YgDcsAFOAUadGg0WHBrMeEV7CkCdaob0nZHmjIKfIXKE4XEGaciaEEEJWgqPOIAbc4bwrosUEGWPeGMa8NHtDSClRkFNEkqzguJPS1AghhJCVQpYZojKVfCak2lDhgSI66QovmKImhBBS22SF4fWBaUwGaOSdEEJqBc3kFIk/KmDcRxdAQghZTgIxET946TROTIWhUXH44AXdeMuapkrvFiGEkBwoyCmCQFTE/lF/pXeDEEJIEZ2cCuGBlwYQiIngOEBSGH66cxgnXWF88IJu6DXqSu8iIWQZYowhzEuwGrSV3pWaRkHOEk2H+bxq5RNCCKkNjDE8c9SF/90zBpkxtNsN+NTlq7B/1I9f7x/Hq6enMTwdxaevWIVWm6HSu0sIWUZGvFE89NowBjwRXLOhGe/d1gWViqv0btUkCnKWwBWK49B4AAotwyGEkGUhLsr4yatD2D3sAwCc31uPP7+oBwatGu11RvQ3mfHDlwYw7o/hn/5wBB+5qBfbe+srvNeEkFoXF2U8vn8czx5zgc2Mmz9z1AVXiMdfvqUfBi3NHBeKY4xV7RREMBiE3W5HIBCAzbaw2VYlTQZiODIRRPX+9gghhBRiwh/D9188jclAHGqOw3u3d+Kq9c3guNRRVH9UwA9fHsCJqTAA4JoNzbhlayc0aqrlQwgpDGMMe4Z9eGTXKPwxEQCwvceBDW02PLJrBKLM0OUw4s6r1qDerKvYfl6zsaVirz1XIbEBBTmLMOqNLrtS0dNhHk8cduKUK4x3be3EWR32Su9SzQjFRZx0hdFdb0KjRV/p3SGELMKJqRD+7dmT4CUFdUYtPnX5KqxutmTcXlYYfr1vHE8cdgIA2uwGXLuxBRf1N0BLwQ4hKxZjDFMhHiecIRyfCiEYE9Fo0aPJqkezVY9mqwFNVj2MOjVcoTh+/voIDk8EAQBNVj0+eH43Ns/cgw24w/je86cQjEuwG7W488rV6G00V+TnoiCnyKoxyBn0RHDaFa70bmSlKAwyY3ldaD1hHn88OIk/nZ5OriviOODW7V24ekN1HNDVSJQVHBgLYOfANA6OBSAzBrWKwxVrm3DjljZaLEhIDZkKxvH1Px5FRJCxtsWCT162CnZjfu/h/aN+/PhPg8lGkFaDBlesbcIV65rz/h6EkNrFGIMzGMdxZwgnpsI4PhVCYGZGJhuLXoO4KENSGDQqDjdsbsUNm9ug06Teu02Hefz7c6cw7o9Bp1bh45f2YVuPo1Q/zgK8JGPcH0N7nRE3bmkv2+tmQkFOidTCDI4gKfj208cx4Imgy2HC2hYL1jRbsabZAtucC64rFMcfDzqx8/Q05JlDYH2rFTaDFm8MeQEAV65rwq3ndUNNC94AJE5kg54IXj09jTeGvCndrevNOngjAgDAoFXhrZtace2GFugph5aQqhbmJez441FMhXj0NZrxt9etW3CTkUtUkPDySQ+ePeZKngc0Kg4X9NXj2o0t6HSYSrHrhJAKigoS/nRqGs8dd8Ed4lO+plFx6G8yY12LFY1WPTwhHu4wD3eIhyvEIxSXkttuaLPigxf0ZC1iEhNk/ODl0zg0npjxede5HbhmQ0vB56pcgjERo74oRrxRjHpjGPVF4QzGwVjiZzr8tesrXlWSgpwSOTEVwsh0tNK7kRFjDD96eTAZpMzXajNgTbMFksLw+uA0ZgvCbWyz4cYtbVjbYgVjDE8cduKxveNgADa32/CXl/XDpEtfo8IT5vH8cRf2DPugU6vgMOvQYNbBYdah3qRD/cz/G826ms1XlxWGnaen8cRhJ5zBePLxOqMWF/Y34KJVDeioM+LwRAC/2juOEW/iGLEbtfizs9tx6epGChQJqUKSrOA7z5zAiakw6s06fPltG5Y0+yIrDHtHfHj6yBQGPJHk4+tbrbh6fTO2dNbRuYCQEmKMYSrIo8GiK1naqDMQx7PHpvDq6WnwUqLylFbNYVWTBetarFjbYkV/kznr68dFGa4QD4Ux9NSbFqz7S0dWGB7dPYrnjrmSj+k1KtgMWlgNmjP/GrVY12LFulZrXuebQEzEn0558PIpz4JgbZbVoME5XXX49nvORnOFK0pSkFMi1R7k/N+hSfxq7zjUHIe/vKwfssJwYiqEk64wxv0LG5Vu7rDhpi3tWNW0MO9874gP//XKIARJQXudAXdeuQZN1sR6E8YYjk+F8OwxF/aP+vMqvqDmOLTY9GivM858GNBuN6LFZijooh8TZBx1BnFoPACjTo23n9WWMQBbKkVh2DXkxW/fnMDUzBtfp1Fha3cdLupvwIZW24Kyjgpj2DXoxa/3j8MTTozottoN2N7jgFWvgcWggVWvhcWggUWvgdWgofx9QiqAMYafvDqEP52ehkGrwhfeur6oMy6n3WE8fWQKe0d8yQGlerMOV6xtwlvWNFJKKyFFxksyfrZzGK8PeqHXqHBWhx1bux3Y0mlfcmUyhTEcngji2aNTODSzfgYA2usMuHp9Cy7sqy9b5sbzx1x4bN84YqKcdTurQYPtPQ6c11uP1c0WqOYEUowxHHOG8OIJN/aN+JMZPRyAZpseXQ4TuutN6Ko3octhhN2oxbWbWkv5Y+WNgpwSqeYg580xP7733CkwAB+8oBtXrmtO+XqYl3DKFcZJVwgxQcZb1jShL8fiteHpCP7juVPwx0RYDRr85Vv64Q7xePaYKyVo2thmwxXrmmDQqOGNCPBGhcS/c/4vSOnrbKtVHFptBnQ6jOioM6Jj5t8Gsw4cx4ExhslAHAfHAzg4HsDJqXDyzQgADWYd/vKy/rSB2mIxxrB3xI/fvDmOCX9i5sai1+BtZ7XisjVNeZ0sRVnBC8fd+MPBSYR5Keu2q5rM+NAFPeiqp5QWsnxEBQkvHHfj+eMuiDLD6iYLVjdbsKbFgp56U8Vndv94cBKP7RsHxwGfuWpNyYqtTId5vHDCjZdPepLnAo2Kw/l99bhqXTN6GkwIxSVMheKYCvKYCsZnPngwMFzY14BLVzempBsTQlK5Qzzuf+EURn0LB3Q1Kg4b22zY2u3A2V32rAMMoqzAHeKT70FXKA5nMI7JQDyZYsYB2NJpxzUbWrC+1ZrXLEyxMcYQFxUE4yKCcRGhuIRQXEIwLsIdSvRvnHvv4TBpsb2nHud212HQE8FLJ92YCp6ZtVnVZMbla5uwtduR8R6HCg8UGQU5+Znwx/D1/zuKuKjg8rVN+PCFPUX73r6ogP947lQyBWuWTqPCxf0NuGp9M9rrjFm/B2MM3oiAiUAcE/4Yxv0xTPhjmAjEMwY/Bq0K7XYjAjER0zM57rNarHpsarfj4HgA7jAPNcfh5nPbcf2m1pSRikIxxnBoIohf7zuTcmbSqXH9plZcvb55USNBs7n6rhCPMC8hHJcS/878fzZgU3Mc3rq5FTduaSt4ZkdREoseR71RDHsTubSirOC2i3pz/m3I8hMXZTiDcXTUGfM+lqKChH2jfpxwhnDluuYlVe8JxkQ8c3QKzx93Zxxp1Ko59DWasbrZgs3tdqxptpT1RmH3sBcPvDgAAPjA+d24an1zjmcsnSgreGPIi+eOuTA85zqi16iSKS+ZaFQctvU4cOW6ZqxqMlfkpoqQanVoPIAfvjyAqCDDatDgk5f1Q6dRYd+IH3tHfCk38xwHGDRqzL6FOAAcxyU/D/NSxuwUo1aNS1Yn7nuardXdBFhSFBybDOGNIS/2jfjTnosNWhUu7GvA5Wub8hpkpSCnyCjIyS3CS/jnPx6FK8RjbYsFd1+ztugjpLwo479eGcS+UT8aLTpctb4Zl65uXHKamMIYpsMCJgIxjPsSwc+YLwZnMJ6s9AYkLvDrWq04q8OOszrsaJnJB40JMv7fa8PJNUib2mz42KV9i8qpVxjD/9s5jJdPeQAkbjyu3dCC6za1lCwdbjb4e3T3KPaO+AEkUttuu7AHa1qsGZ8X5iUcmQjipCuUWBzoi6UNFs06NT57zRr0NxZvlotUr1BcxDNHXXj+uAtRQYZOo8KGOe+bhnnlzQVJwYExP14f8uLgWADSzHvOotfg79++oeBy6J4wjycPO/HKKQ9EOfG92uwG3LC5FS02A065wjOzyeEFs5s9DSa8dVMrtnY7Sr5mZcATxjefPA5RZrhqfTM+cH53SV9vvtkCJs8dd2HXkA+ywsAhkcrWYjOgxaaf+deAYEzECyfcGJyzvqfLYcQV65pxQV89NQckK5rCGP54cBK/2T8BBqC/0YxPXb4qpZfMbDbI3hEf9o74FwzYpmPQqhLvQWvi/dg8877sqDNWfNH9YoiygsMTQbwx6MWhiQAaLXpcsbYJ5xd4DqEgp8goyMlOVhj+7dmTODIZRINZh79/+4aS5XkzxuAK8Wiy6BesQyk2SVHgCvIY98eg16iwrsWaMdeVMYZXTnnw8BujEGQFdqMWH7+kDxvb8z9eFMbws53DeOWUBxwHXLuhBTdsbi1rzvyeYR9+8cZIsuzkleua8O6tnTBo1WCMYdwfw4GxRMreKXd4wUiTTqNCl8OYzKF9+aQHg54I9BoV7rhyNTa0Vf79Q0rDGxHw5GEnXj7pgSAngl2dRrUg8O2oM+KsDju66o04OB7AvhF/ygxCm90AxgBnMI5OhxFfeOv6vC6AcVHGw2+MYOfAmWImfY1mvG1zK87uqlswuzq7MPikK1Fudc+wL7nfTRY9rtvYgotXNxT9ZoIxhtPuCO5/IdFz4qwOO+64cnVFCwGEZ9JLGi36rFWShjwRvHDCjdcHp5MBpF6jwtoWa3KBcXe9iYoakBUjKkj48Z+GsH/UDwC4bE0j3n9+d87Z60BMRFyUwZA4JzAGMABgAAOD1aCFzaCh2dI0KMgpMgpysnt01yiePjoFnUaFL751/Ype0zHhj+EHLw1g3B8DB+CGza246ez2nCe8+QHOJy7tx/l99eXZ6XkivIT/2TOGV2Zmk+pNOmxqt+HwZDBZlnZWe50Bm9rs6G1IBDWtNkNK8BkXZfzn86dw1BmCRsXhE2/pL2tdfVJ6zkAc/3doEq8NeJNpj70NJrztrDac01mHcX8MB8cDODAWwGnPwsAYSKxpO6+3Hhf01aPTYYQvKuKf/nAEwbiEbd0OfPLy/qwpoBFewr89ezJZSWxDmxVv29xWUJ56KC7i+eNuPHfMlZzhseg1uHp9M65c1wyLYWkzqYKkYNeQF88ecyVHcTvqjPjiDfkFcdUkzEt49bQHLx53J4uhzDJoVVjTnAh6NrQlgh66USPL0YQ/hv984RSmgjw0Kg4fuKAbl61pqvRuLXsU5BQZBTmZ/emUBw++OgQA+PTlq+gGFombmUd2jeClk4kgoc1uwJ9nSf2qpgBnrqOTQfxs5zDc4TM3MVo1h/WtNmzpsGNL58LUo3REWcF/vTyIPSM+cBzw5xf24C10Iah5jDH8cvcYnjk6hdmT9/pWK27Y3IqNbba0N7azKY4Hxv0Y88WwttmK8/vq067vOOUK45tPHYesMLzj7HbcdHb65m+BmIh/feYExnwxmHRq3H7FaqxrzZxmmQsvyfjTqWk8dcSZrEyo5hJrd9a3WbG+1YpVTZa81xlNh3k8f9yNV04tXPD/rnM7UGfS5fgO1UthDGPeGI5NBXHCmWg+OD/n/qL+Bnz4wp6i99EgpJLeGPTipzuHwEsKHCYtPn3FKkrJLhMKcoqMgpz09o348MCLA5AZw01b2vCOczoqvUtVZc+wDw+9PpyshHLZmka8e2snzPozI8IKY/jpTPnYagpwZvGijGePuRCIidjUbsO6Vuui0ncUheFnrw0nZ4du2dqJt26ujjKQpHCMJfokPHM00SfhnM463HBWa1GrCwLAKyc9+MnOIQDpB1Gmwzy+/fQJuEI87EYt7r5mLTocxSlyISsMe4Z9eOKwc0H+vFbNYXWTBRvabOhpMEFWEhWGBEkBL8ngpcT/x/wxvDl2prx9vVmHK9c14dLVy7N0s6IwjPqiOD4VwjFnCIfGA1AY0F1vwu1XrMprUKQURn1RvHTCDaNOjXee00EzS2TRJFnB/+4dS5771rda8Zdv6aeqg2VEQU6RUZCz0Jtjftz/wmnICsMFffX4+KV9S6ootlxFeAm/2juWnNWxGTS49bxunNfrAAOqOsApNsYYfrV3HE8cdgIA3rqpFe/eSjcctejxfeP4/cFJAMBHLu7FpasbS/Zaj+wawTNHXdBrVPjiDWd6yDgDcXzn6RPwRgU0WnS4+9q1Jas05A7xOO4M4agziGPOUHLNWr42tFpx1fpmnN1ZV/K1hNXk6GQQP3hpAGFegkWvwacu78f61vJcQ2WFYf+oH88em8KJqXDy8Y9f2oeL+hvKsg9kefFFBTzw4mmcdifSYt+2uRU3n9Oxot7T1YCCnCKjICfVwfEA/vP5U5AUhu09DnziLf200DSHE1Mh/Oy1YTgDiX43mztsMOs0eH3QCxUH/MUyD3Dmmm0WCwBXr2/Gred1UaBTQ2b7ugDlKXssKwzfffYEjk6G0GjR4ctv2wBfRMS/PnsCobiEVrsBd1+zNqWSUSnNVkk65gzhmDMIZzAOnVoFnUYFvUYNvUY186GGWa/Geb31K7qE+nSYx3++cBoj3ihUHHDLtk5cu6GlZO/5MC/h5ZNuPH/cnVxDqOKATocJI94obAYN/unmzSWrVkmWp2PORMAeikswatX42CW9OLeb0vMrgYKcIqMg54zDEwH8x3OJAGdbtwOfuKwPGhXlWudDlBU8cciJPxycTJbJXWkBzqyXTrjxs9eGAQDXbWzBe7Z1UqBTA549OoWHd40CAN69tQM3bG4ry+uGZ0rUu0M8ehtMmAryiIkyuutN+Otr1izL1K/lRJAU/L/XhrFzYBoAcEFfPf78op6iVK5TFIaJQAyn3RGcdIWwd9ifrJJn0Wtw2dpGXLG2GTaDBvf87gicwTiu2dCMW88rb8luUpsUxvDU4Sk8tm8MCgM6HUZ8+vJVyRYSpPwoyCkyCnISjk4G8e/PnYQoM5zbXYdPXtZPAc4iOANxPPT6MAY8EXz04l6c17uyApxZL55w4//NBDqUulY6gqTg0EQAB8cCaLLqce3GloIbvQKp62Nu3NKGm8u8Bm9us2EAWNNswZ1XraYR+RrBGMOzx1z45e5RKCzRZ2djuw3CzPolQT7zrygxmHRq2Ixa1Bm1sBm1sBu1sBk1sBm0cIV4nHaHcdodxqAnkjwmZnU5jLh6QwvO761PKXhweCKAf33mJFQc8JUbNyZTH8nKJSsMvCQjzEtwh3i4Zj4S/4/DExKSQfNF/Q340IXdNdmjZjmhIKfIKMhJTNX++7OnIMgKzu6049OXryp6s8+VRlKUFR8kPn/MhZ+/MQIAuPGsNtx8bnlvnEVZgTMQx4Q/hha7Ab0N5rK+fqmIsoJD4wHsHvZh/2hqH5p2uwEfuaS3oEpAbwx68aOXB8AAXLuxBe+t0Mzbm2N+/PClAWxos+ETb+mjm40adNwZwgMvnU4WZCkGvUaFvkYz+pvMOKvdjtXNlozH5/dfOI09Iz6sabbg765fRwMrK8CEP4Znjk5haDoKXpJnCoQkgmpJyX3rqdeo8N7tXbhsTSMdL1WAgpwiW8lBDmMMx5wh/MfzpyBICrZ02PHpK1YtaiSYkHSeOTqFR2ZSoLKVCl6qQEzE0HQEY74Yxn0xjPmjmArwyd4uGhWHL92wAd0N1Tu66wzG8eCfBqEwwKxTw6zXJD50alj0Gug1ahybCmL/qD9ldLverMPZnXbsGfYhGJfAccD1G1vxjnOy93CSZAWvD3rxs53DkBnD5Wub8KELuit6oRdlhc4/Nc4bEfDCCRckmUGnUSXXNOk0KujVKmjUKkQFCYGYmPIRjCWaltqNWqxqsqC/yYxVTRZ01BnzXhc6HebxD789DEFS8BeX9uHCHEUIvBEBE/4YNrbbqLhODZm9d3nyiBOHxoM5t9eoODRb9Wia+Wi2GpKfN1h0K35AsppQkJPB/fffj29+85uYnJzEpk2b8N3vfhdvectbcj5vpQQ5oqxg0h/HqC+KUV8UY74YRr1RRIRE34PN7TbcfuVqusEgRffUESd+uXsMAPDOczvw9rOKt9YjLsr43YEJPHPElQxo5jJq1TBq1fBGBTRZ9fiHt2+oyhQoxhjue/I4TrrCuTcG4DBpsb2nHuf1OtDXmOhDE45LeHjXCF4f9AIAWu0GfPTi3pTSz7LCcMwZxK4hH/aO+BCdef9f1N+Aj17SSzd6pObNFs+wG7X4p3dshlGXfkZw74gPD/5pCDFRxpXrmvCB8ysb4JPcJFnBriEfnjrixKgvBgDgAJzTXYeL+xtg1mtmioQkioPM/l+j4uhvWyNqMcgp+R3Fo48+irvuugv3338/LrnkEvzgBz/ADTfcgCNHjqC7e+UuQGSMYd+oH08ccmJ4Opr2JlDFAVu7HfjYJX0U4JCSuG5jK2QlUWL61/vGoeKw5EXtjDG8MejFL/eMJUv+ttsN6Ko3oaPOiE6HEZ0OExwmLSKCjK/9/gjcIR4/3TmMT13WX3UXvFdPT+OkKwydRoWPXNQLUVYQ5iVEBAkRXkaElxAVZLTXGbC9px79TeYFAYnFoMEn3tKP7T0OPPT6CJyBOL7xxDFct6EFZ83M9Owe9qWkEtmNWly6uhF/dnY7BThkWbh2Ywv+dMqDqRCP3745gfed15XydVlh+PW+M+XuAeD5426oVRzet52qQVarl0+68Zv9E/DPnO91GhUuXdWIqzc0U6EAUlEln8m54IILsHXrVnz/+99PPrZhwwbcfPPN2LFjR9bnLseZHMYYDo4H8Pj+iZRGdyadGp0OI7ocJnQ5TOisN6KjzkjBDSmL3x+YwOP7JwAA129swTvP7VjU2q9RXxS/eH0kOevRZNXj/ed1YUtnXcbnnHaHcd8TxyEzVpbSyIUIxyX8/W8OIcxLRWukGuYlPLprNFnxai6LXoNtPQ6c31uPNc0W6gNBlp1D4wF899lEEYKv3rgp2UQ2GBPxw5cHcMwZAgBcs6EZrTYDHno9sXaQiqRUpxNTIdz35HEAiYGZq9c347K1TbDoq29WniwNzeTMIwgC9uzZgy984Qspj1933XV49dVXF2zP8zx4nk9+HgzmzuesJUcng3h8/3iyoZVeo8K1G1rwljWNqDfr6ORNKubGLe1gDPjNmxN48sgUjk+F8JeX9efd5DEqSHh8/wSeP+4CY4mRvLef1Ybr8qgotqrJgndv68Avd4/h0d2j6G80o7exOgoRPLZvDGFeQnudAddsLE7wZdFr8PFL+7C914GH3xhBhJdxbncdzu+tx/o2K+Wgk2Vtc4cdW7vrsHfEj5+/MYy/vW4dBjwRPPDiafiiIvQaFT4yp/olA/Dz10fwxGEnNGquZNUFZYVh1BtFXJLBgQPHIfEx838Vx6HLYaTCP3NIioKHXk9U6ryovwG3XdRDvx9SVUoa5Hg8HsiyjJaW1OivpaUFTqdzwfY7duzAvffeW8pdqoiTrhB+s38iOUKlVXO4al0z3rq5lfpMkKpx09nt6HAY8ZNXhzA0HcXXfn8EH7qgJ+sC4UBMxAvHXXj+uBthPpFqtb3Hgfdu7yqoSeS1G1pwciqMfaN+PPDSaXzlxo0VX59z2h3GSyc9AIAPXdBT9ODj7M46nN1ZB8YYDXCQFeV927twaDyIE1Nh/Ncrg9g97IOsMLTaDfiry1elNHG9cl0zZIXhkV2j+P2BSahVHG7akrlIijMYx2l3GPUmHTrqjLAZM19jQ3ERh8aDODgewKGJQHIdXCatNgM+/9Z1dN2e8exRFyb8cVj0GrzvvC4KcEjVKctdxPwLeKaL+he/+EXcfffdyc+DwSC6uroWbFcLJFnB7mEfnjvmwoAnMXOjVnG4fE0T3nZWK+pM5ekSTkghtnY70FNvwn+9MoiTrsQNyOGJID54QTcM2jOLhAc9ETx7bAq7hhI3J0Bi3c37z+/GhrbCU0s5jsNHLu7F6B+OwBMW8OCrQ/iry1dV7OZfVhgemukldPGqBqxtsZbstSjAIStNg0WPt53Visf3TySLcWzrceCjF/emnGdmXbOhBbLC8D97xvCb/RPQqLjk2kHGGMb8Mewd9mHviB/j/ljKc60GDTrqjGivS6SAN1p0GHBHcHA8gEFPBHPz9U06NexGLdjM92UMyf+H4hKcwTj+47lT+Nx161L6AK1EvqiA376ZSHG+ZWsnpaeRqlTSo7KxsRFqtXrBrI3L5VowuwMAer0eer2+lLtUcv6ogBdPuPHiCTeCM4uI1SoOF/U34KYtbWiw1PbPR5a/Bosen7tuHf5wcBK/OzCBnQPTGHCH8fFL++AJC3j22FQy5RIAVjWZcc2GFpzbXbek2Q6zXoNPXrYK33jiGPaN+PHsMReu2VCZHOBnj01h1BeDSafGe7Z1VmQfCFnOrt/Uil1DPkwGYrhlWyeu3dCSNeC/flMrpJnCBL/aOw5eTPRa2Tvigyt0Js1dzXHobTQhFE80mQzFJRxzhpKZFPN1OYw4q9OOszrs6G+0ZCyJPeGP4RtPHMOAJ4L/emUAn7ps1YpeM/forlHwkoJVTWZcvDp7OXBCKqWkQY5Op8O2bdvw9NNP453vfGfy8aeffhrveMc7SvnSRffLXaP446FJcABMOg3MejXMOg1MMz0zZIXh5ZMe7Bn2JSul2Y1aXLGuCZetaYI9y5Q5IdVGreLwZ2e3Y32rFf/18iCmQjy+/n/HUr5+fm89rl7fXNT1M32NZrx3Wyce3jWK/9kzhv4mc0HNM4vBFxXwm/1nRigpNYWQ4tOqVfjSDeshyEre77G3n9UGSVbwuwOT+P3ByeTjGhWHze12bO1JpICaZ2YVeEnGZCCOcX8ME74Yxv0xuEI8OhxGnNWRCGwceWZVtNcZcceVq/Gdp09g74gf/7NnbEF1uJXiyEQQu4d94Djggxf0UPVHUrVKPr94991348Mf/jC2b9+Oiy66CD/84Q8xMjKCT33qU6V+6aLaO+LDC8fdeW27usmCq9Y3Y2vP0ka2Cam0tS1WfOWmjfjpziHsG/HDatDgirVNuGJdc8kC96vWN+OEK4w9wz782zMncX5fPbZ2O7CmxVKW99PcEcpL1zSW/PUIWan0WjX0adLTspktqf7ccRfWtVixrceBszrsadPc9Bo1ehvM6G0ozkDM2hYrPnpJL3708iCePjqFBouuYrPNlSLKCn7+RiKV96p1zeiur94mzoSUPMh53/veh+npaXzta1/D5OQkNm/ejD/+8Y/o6ekp9UsX1TvO6UCdSYsxXwxRXk70yBCk5P8FScHGNhuuXt9S1Z3bCSmURa/BX12+CpOBOJqs+pKXNec4Drdd1IPJQAwT/jieP+7G88fdMOnUOLuzDud212FTm62gmyOFMUR4Cf6YiLggo8GiR51Ju2AE8tB4ALuHfVBxiWIDNEJJSHXhOA43nd2Om87OXHyglC7oa8B0WMBj+8bx6K5RNJh1OLfbUZF9qYSnjkxhKsjDbtTiHedU5m9ASL5K3idnKZZjnxxCSH5EWcGRySD2jfixf9SfrN4GADq1Cn2NZug1KqjVHDQqDhqVCmoVB62ag8ISld8CMRGBqIhAXEwWSJilVXNothrQbNOjZebf/zvkhDvE49oNLSs2FYUQkh1jDA+9PoIXT7ihU6vwuevWor+peGm1gqTgicNOHJ0MosmqTzRQrjOh05G9WlypecI8vvKbwxBkBX9xaV/Wyptk+aE+OYQQUiRatSpZZllRGE65w9g34se+UR88YQHHp9IvJM7GotfAoFXBFxEhygzj/tiCakwOE41QEkIy4zgOHzi/G96IgIPjAfzH86fwxRvW591XLJv9o348smsEnrAAAMnGyrNsBg06HEZ0O0w4q9OOtc3WshVAeGTXKARZwboWKy7oqy/LaxKyFDSTUwCaySGk8hhjGJtZRCwpDLLCIMoKZIVBUhgkWQEA2Ixa1Bm1sM/5mO3jICsM0xEeriCPqWAcUyEermAcwbiEW7Z2YmN75c83hJDqFhdl3PfkcYx4o7DoNbhkdQMuWdWY0ucnX+4Qj4d3jeDAWABAYrDlhs1tCPMSxnxRjPsSRRPm37BZDRqc21WHbT0OrGstXTPhA2N+/Ptzp6DmOHzlpo3oWMTPSGpbLc7kUJBTAApyCCGEEDLLHxXwzSePY2pOGev+RjMuXd2I83rrYdRlXzsoygqeOOTEHw9NQpQZ1ByHaze24MYtbQuKKfCijPFADGO+GE65wnhz1I/InAamJp0a53TV4dyuOug0KvCSAl5UEJdk8KICXpLBS4lBIBXHQa3ioOIAlYqDmuPAcYAoM8RFGXFRRkyUERcVxEUZ4/4YooKM6ze24D3bKZV3JaIgp8goyCGEEEJINZMUBQfHAvjTqWkcGPdjdvmfTq3Cth4HNrbZILPELLM0M/M8+++uQR/c4USAtL7Vig+c3533TJCkKDjuDGHviB97R3wIxaXcT1qCerMOX/uzTWkr2ZHlj4KcIqMghxBCCCG1IhATsfP0NF457YEzEM/rOXVGLd53Xhe29ziyNkTNRlEYTs6U3j82FYSK46DXqGDQqKHXqqDXqGHQqqDTJNLZFJZ4jsIYFJZI4VUYg1atgkGrglGrhmHmI/F/FbrrTdQ3bAWrxSCHCg8QQgghhBSB3ajFWze34vpNLRjwRPDq6WlMBePQqDloVarEv2pVoiKkWoUGsw6Xr21a8uyISsVhXasV61qtRfpJCKl9FOQQQgghhBQRx3FY1WTBqiKWliaEFKb07cMJIYQQQgghpIwoyCGEEEIIIYQsKxTkEEIIIYQQQpYVCnIIIYQQQgghywoFOYQQQgghhJBlhYIcQgghhBBCyLJCQQ4hhBBCCCFkWaEghxBCCCGEELKsUJBDCCGEEEIIWVYoyCGEEEIIIYQsKxTkEEIIIYQQQpYVCnIIIYQQQgghywoFOYQQQgghhFSRtS3WSu9CzaMgZxky6zXoaTBVejcIIYQQQkiBGiw6dDeY4DBrK70rNY2CnALUmbTguErvRXYcB2xss2F1swV2E705CCGEEEJqSXd9YqB6VZOlwntS2yjIKUCz1VD104dd9SbYTVpwHIfN7Xao1VUelRFCCCGEEACASa9Gg0UPAKgz6dBo1Vd4j2oXBTkF6qo3YVVzdUbWRp06Jeo36tTY0Gqr4B4RQgghhJB8zc7izFrVZK7QntQ+CnIWoa/RjO4qXPOyoc0GtSp15qbVbkCr3VChPSKEEEIIIfnQqDm02Y0pj1kN2orex6lUqNn7SE2ld6BWrW2xQpQVTPrjld4VAEB7nRH1Zl3ar61vtSIYExEV5DLvFSGEEEIIyUenw7hgsBoA+pvMmArGwVj59kWj5tDpMKHTYYRBqy7fCxcRBTlLsLHNBklmcIf4iu6HXqvCmpbMKXQatQqbOuzYM+yFomT+Pk1WPexGLU67w2V9Iy0HahUHWaneX5pGzcFq0MJq0ECj4jDhjyMuUtBLCCGEVAOOAzod6bOETDoN2uuMGPfFSr4fJr0a3fUmtNnTB1y1hIKcJeA4Dmd12LFv1A9fRKjYfqxrtUKrzp55aDdqsarJgpNT4QVfa7DosKrZApshUY3NqFPj0HiAAp0CnNNVB6NOjemIgOkwj+mIAFmu3C+wwaKD3aiFxaCBzaBdMArT12jGVJDHiDeKYEys0F4SUhuabXqsbrbguDOE6XDlzvWEkOWr2WrIOmPS12jGZCCWdbB6KUx6NdY0W9G0jAodUJCzRCoVh7M77dg74q/IzWKzTY9ma365kj0NZkxHBHhnLtL1Fh1WNS4sNd1iM4DjgEPjgZK9mZaT9jojHDOpgh11RnTUGaEoDP6YiOkwD3eYR5Qv36xJs02PLZ11WbfhOC65XssfFTA8HYUnzFNgS8gcZr0G61qtyVTgLZ112Dfigz9KAwNzNVr1aDDr4ArF4Y+KdB4hZBG66o1Zv27QqtHlMGF4Olr0164zaXF2V13OAfNawzFWvaejYDAIu92OQCAAm626q4TJCsOJqVBZphJnadQcLlrVAL0m/1xJXpJxbDKE7npT8sY8E0+Yx4Exf16BjsWgQYSXVtzFTa9V4cL+hpwnhlFvFCddoZIHjQatGhf01y/qRBUVJJycClc8/ZKQStOoOfQ3WtBVbwQ3rzmaKCvYO+xDKC5VaO+qi0mnxnl9Z845cVGGO8RTwENIAWxGLc7vq8+5nSAp+NNpT1EzRZptemxut0NVI6lphcQGFOQUmSsUx9HJEESp9FMgG9ttaK/LHvkv1XSYx4GxQMb1JvUWHfobzagz6RAVJAx5onAGSzedCiROBqubLQjGRJxyLUy/K6ctnXY02/KbSQvzEg6NBxAu0c0RxwHbe+qX1ARWVhheH5guapEKtZqDojC62SFVj+OANrsRq5st0GkyDxQIkoLdw96yztBWI7WKw/ZeB6yG9OccXpLhCvI45Q5XNH2XkGq3ucOedwWzAXcYA+5IUV63q96EtS2WBYM51ayQ2GB5zUtVgWarARf01eecJVkKrUaFTR2lD3AAoMGixzlddQuaijZZ9Tivrx5bux2oMyV+VpNOg43tNly8qhFd9SaoshxdHAdYDRp01ZvQaNVn3XaWSafGlk47zu+rR71Zh95Gc0XLGjbb9HkHOABg0Wtwfm89ekpUfry/aWHqYaHUKg6b2u0o5vmuv9GMLZ0LjyFCqs2aZis2ttuyBjgAoNOosLXbUbMVh4plfZs1Y4ADAHqNGl31JrTVaPlZQspBr1WhuYB1MN31JmgznKNUqsRMdD5WN1uwrtVaUwFOoWhNTgkYtGps63FgeDqC0+5wUWc12uuMWNNiKWvepMOsw9YuB/aN+tBg1qO30ZT1wmbQqrGu1YreRhNGpqMY8ydS+OxGLeqMWtSZdLAZNNDM+RkkWcF0RIA7lFjDMnfUT69Voa/RjI66hakjG9tsiIkyAkXIkbcaNFjfZsORiSAifPbZFo2aw9oWa8GvoVJxWNNiRYNFj8MTAfBicQ6OeosOfY3FaRhmN2nR02DCkGfpeb9ajQoddUZo1Cps73Fg/6i/aD8zIcWk16rQ6ch/4MigVWNrTx12D/kgpJm5V6s4NFn1aLbpoeY4+GMi/FERwZhY1ZUY89VZb1zQzyPjtg4TxrzlS+UmpJZ0OkwFpYpp1Cps6bAjLsnQqlXQqlXQqVXQqrnkfVVMkOGZKYLkiwgp5xyVKtFXMd/3by2jdLUSC8ZFHBoPQJIZjDo1jFo1DFr1nP+rEI5LmAry8IT5jBc/s16DDW3W5KxJJSgKW1TOpiQrUKu4vEcLFIUlAx6jLlHKMFsZQ16SsWvQt6SSyHMX3UmygkMTQXiyrE3Z0G5DxxJn0kRZwbHJEKaCS+u1pNOocEF/fUFrs3JRFIbXB705g71c+pvM6G86U948Lso4MBagim6k6qxrtaKrvvBZ1lBcxJ5hHySZQa3i0GDRodVmQINFn/a8xRhDMC4hEBXhjwkIxyXwklJTgY/dpMW2bkdB14M9w76KViFdKo4DpdySolOpgEtXN+WcPV4KRWHwRYVkwLO62YIGS+1WUKM1OTVKVhimw3xKwKNWcehrNKO7vrBIf6UJxUXsHvIt6kbBYdYlUvLm/H4ZYzjlCqetYuIw67Ctx7Gk/Z3rlCuMIc/i82vP7a4ryQkrGBexeyh7b6Vs1GoOl65uXDDrKCsMhycCcAWpwAGpDgatGhevalj0OTYQFRETZTRZ0wc2+RBlBbykgBdlCLKCuKggEBOzDrZUglajwgV99QWn6rmCcRwYC5Ror0pndja602HEqDdakspWZOVqrzNiY/vyv78tpkJiA0pXqyJqFYdmmwHNNkMi4InwsOq1MOpWdt53PqwGLTa12wq+iDZZ9TirY2FVEY5LpJWZ9BocdwaTN/pqFYcNbYWnqWWzutkCjYpbVBGF3kZTyUZkbAYtehvMi17g2OUwpU2rVKs4bOmsW3JwR0ix9DYubRDJbtLCjqWth5tNO7HoUy/LgZiI0+5wsvT/UmnUHLRqFTgOUHHczAdm1uFxiPBS2vQ7ILHNWR32Ra1FarLqYdCqa6YJsVmvQXeDCW02Q/LYWNNihVrFFW3RN1nZdBpV0dLMSXoU5FQptYrLu/8NSWi2GdDfJOV9AWq1G7Cp3ZY1ja6jzgiTVo0D4wGIkoK+RjNMuuK/bXobzVCrOBx3hvJ+jt2UaPBaSn2NZnjCQsHpZWoVh+4cqT+rmy0w6dQ4MhFcyi4SsiQGrRrtVZybbjdqsbXbAV9EwGl3eNE9egxaNXobTWi3G3MGdFFBgj+aWEPkjwnJKnL9TZZkz6BCcRyHDocRpytcETOXBosO3fWZB4/6myzQqFQ4MZX/uZoUX62nD6pVHM6eaSJOSoeCHLKs9DdZEBVkOAPZ17m01xmxoS2/qiIOsw7n99bjtDtcsspoQKKUo0bN4chEMOfJu9Gqx/oyVEXhOA4b2214Y3C6oLS1Docxrxzj9joj/FERE35alFwNNGoO0gor9dvXZK6JVGCHWYft5npMh3mcdkfyHngw6tTobTSnzEjkYtJpYNJpkhU8RVlBMCYueda4o86IQU9xi/EshVrNwWbQwG7UwmbUwm7U5rW2sbvBBLWaw7HJ3OdqUlwcl6gu1t1gwqg3hhFvpGqOp3xxXKJktN24tNlfklvJgpyhoSH84z/+I5577jk4nU60t7fjQx/6EL785S9Dp6vc4nmy/G1os8GgVUNWGBSW+GAMM/9PVFErdAbEqFNjc4e9RHt8RpvdCLWKw6HxwIITt0oFtNqM6Gkwwawv3/iERZ/4fZ2cym8EVqVCzlmcuVY1m+EKxVfczXU10ag5rG62oNGix6unPUW9aVCruOR7sNoYdWq011h54waLHg0WPfxRAaG4hKggI8xLC9LMTLPBjd2w5MEQrVpVlLRYnUaFZqsh5yAUkLgRbLDoi7YmSatRwaxTw6TTwGZMBDYWvWbRv5uOOiM0Kg6HJxaeq0lp2IxabJhTtnx1swWdDiNOToWXXMCnnNa1WtFUQMlosnglu1M6duwYFEXBD37wA6xevRqHDh3CJz7xCUQiEXzrW98q1csSArUqccNWq5qtBpzdySWbsGrUHDodRnQ6TBXry9Fdb4I7xOeVKtNmNxa0n3qNGv2NFkr/qJBWuwFrWizJEew2uxHjvuLMrKlUiYa5obhU8ca96fQ1mmu2R0SdSbeg2qYoK4jwEkSZodGiq8qfravelFeQs6rJgt5GM/xRAcecobybKHNcYtbLZkjMRpl1Gpj06pK0XWixGaDiOBwc91OgUwC1mkODWYdmqwFGrRruMA9XKJ6xua5azWF1UyKgmX9MG7RqnNVpR1fUiOPOEEIlarZdLL2NJnQ6SpcRQlKVtbraN7/5TXz/+9/HwMBAXtuvtOpqhMzljwoIxMRkn5lKEyQFhyYCWRdAcxxwyerGgoMxRWF4bXB6xXeQL5a+JjNiggxfVMjYl8ikV2N9q23BGouoIGHn6eklz7zMLlKfbZh7aDyQ181tuZh0aly0qqEqA4Hl7o1Bb9Z0uxabAWd1npk5Z4xhzBfDaXc444xvogqaoSKDQd6IgDdH/TVVBrzctBoVmix6NFn1aDDr0qZOhnkJ7hAPVzCeDFaarHqsa7Xm9TdljGEiEMdpVzhj8YxSaLDo0N9owbA3AneIz3jubLUbypIRstxVbXW1QCCA+vr6jF/neR48f2ZqOhikBclk5Uo3UltJOo0K53bVYdATwaAnkvZE3mo3LOoGQ6XisK7Fin0j/qXvaIk4zFq02AzQqFSJClUqFdRqDhpVokLV/lF/VfT/6W4wpaRjRgUJvqgIX0SALypAlBX0NpjR25B+LYpJp0GTVb/kEt/r22zJAAcobuPeYuhrqt1ZnFrXVW/E4fH0x4FZr1lQUpfjOHTVm9BiM+C0O4wJfyx5/rEaNOiqN6G1gDVHxVZv1mFzhx0HxvxVmZZZKWa9Bo0WHZqsetiN2pzvN4teA4teg77GxCBNTJQLKnTBcRw66oxotOiwZ9hXlkEznUaFTe126DQqbDHVISpIGPJE4QzGUmb3HGYdNrbRYH25lW0m5/Tp09i6dSu+/e1v4y/+4i/SbnPPPffg3nvvXfA4zeQQUl28EQGHxgMpo2UcB1y0qmFJ1ef2j/qrri/IrK09jqwX3GI0pV0qk16NC/uy93uRZCXnzGAgJmLXoHfR+7GmxYKehoWlUXlJxhuD3oyzS+Vi0qtxUT/N4lSKojC8csqzYLRdo+Zwfl99znNIKC5iwh9Hq80Au6l6Fm9P+GMrulqkWsXBYdahwaxLlgyvlLgoY++wD1GhtOfjTH3qeEnGqDeGMV8UBq0a23ocJUmZXIkKmckp+Dd+zz33gOO4rB+7d+9Oec7ExATe+ta34j3veU/GAAcAvvjFLyIQCCQ/RkdHC909QkgZ1Jt1OL+vHg7zmRuMZqthyeW117ZYoKrC64BRp845oqjXqHF2lx1qdWVunFWqRMWeXKPZ+aQ+2o1aOBZZKri30Zw2wAFmf0d1i26YWSz9jRYKcCpIpeKSldtmzVacyuccYjVosa7VWlUBDpCoFrmqhteDLpZGzeGc7jpcvrYJ53TVoau+cutHZxm0amztcZR0P7obMpca12vUWN1swaWrG7G1mwKcSil4Jsfj8cDj8WTdpre3FwZDIk1hYmICV155JS644AL85Cc/gaqAOxhak0NIdWOM4bQ7guHpCM7vq09WvVmKU64QhjzV1VW8r8mcd0U+T5jHm6PlT1vpbzKjv4h9k6bDfMHpgx0OIzbkkZLhDMRxaDx7416NmoNJp0GYF4u6qNus1+DC/noKciosLsr40ylP8n2yqtmybBojHneGMOqtrnNYKRVyfiy3mCBj93DxZ48tBg3O762vifLzy01J1+Q0NjaisbExr23Hx8dx5ZVXYtu2bXjwwQcLCnAIIdWP4xKV7Fps+qIEOADQ22DGZCBe8ZSmuQppFtlo0WNti7Wgxq5LZTNqi36D2GDRw2rQ5F2tqMVmwPpWa17bttoNCPMShjypjXs5LjFL2F5nRJNFD5WKA2MMYV5CMC4hGBMRikuLCnwsBg1abIailFQmS2fQqpNrv5qs+mUT4ACJGWlBUvIua6xSJUb+DVpVyr+SwjDkiVR1QQO1ikNXFVcLM+oSqWK7h3xFK0agVnE4K49Zc1J5JSs8MDExgSuuuALd3d341re+Bbfbnfxaa2trqV6WEFIBxQpwgEQ61epmCw6PV0duu8OsK7grdVe9CVFBLstorlrFYXOHrSQ37r2NZhwcyz7jAiQqIG1qL2wfVjdbEJmppmTSq9FuN6YtXMFxHKwGLawGLTpmUpwUhSEsSAjFJYTiM4FPXFpwM2jWa9Bi06PFZihrbymSn06HCWFewqb25ZWpwXEcNrXbIMgKfJGF1ShVKqDerEeLTY96sy5rA9I2uwHHnKGqXavYXpdf4+dKMuk02NrjwJ5hH8QiBDprWix0PqkRJfsrPfXUUzh16hROnTqFzs7OlK+VsWo1IaQGtdmNGPPFqqISV3vd4ppFrm2xICbKJb85Wd1sWfJaqEyarXqYdOqsi3db7YaCA5xZm9ptiPBywWsrVCoONoMWNoMWQCLwYYwhIsgIxUXwooJGqx4WuhGpavVmHbZ2O6qiRH6xqVQczu60Y/ewD+G4lOzf02ozoMmqz3uNhkGrxjlddZgKxnHcGSpraeRcOK6wxs+VZNFrsLW7DnuGfUtqPN1s01OfmxpS1j45haI1OYSsXIGYiN1D3oLXtqjViZLOxRixU6s5XLamadEL5SVZSd7klEK9JXGTWEpjviiOTaZPvetuMGFtS34paoSsRLwkwxMW0GTRL3nGQ5QVnHKFi9asd6lqse9LhJcQESSoOQ5qVeJDo1JBpQLUHIeIIMMbEeCNCAjEhJS0WL1WhQv7G6iIQIVVbZ8cQgjJl92oxeVrmxCIiQjERPhjIoIxccEonFrNoc6oRb050VfIZtAgzEvYNeRd8oL1FqthSZXANGoVzumqK0kpU42aK0vfhXa7EQPuyIIR5GIXOiBkOdJr1Mk0y6XSqlXY0GZDu92Iw5OBijdP7mmovRkNs16TNdXMblTBPrPGUVEYfNFEfzFvRMSaZgsFODWGghxCSNXSqFVosOhTynSGeQmBmAhJVpJBzfxUKatBi7Ut1owzEPlabKraXAatGtt764vaLFSlSjTXLEeZVpUq0YjxtCucfGxdqxVdNZKmQshyYzdpsb2nHruHvRULdBosuqKuxaxGKhW34PpDaguFpISQmmLRa9BRZ0RPgzlrF+1OR6JD+mKZdGrUmRbXK2Y+nUaFrd11qLcs/fs12/S4qL8RzUv42QrV6TBCreaSvUwowCGkshLnFEfBRVGKpTdDLyxCqgkFOYSQZWtDmxWmRd4EtBUpxWSWRq3COZ11aLUvLjixGDTY1uPAls66st/YaNUqdNebsGUJ+08IKS6DVo2t3Q7oteW9lbObFt8smJByoiCHELJsadQqbO60o9AWXRyXKN1abCoVh80ddnQXkMuu1aiwvs2KC/rqK3pjsarJgiYrpW0QUk2MOjXO7XZAW8YyzrW4FoesTBTkEEKWNZtBizXNhVUAc5h1JV3vsrbFitXNmRftc1zi5qW7wYSLVzWg02GiBpaEkLQseg3O7a6DWl36c4RZr0GzlWZzSW2gwgOEkGWvq94EX1SAK5hfz5p2e3FT1dLpbTRDp1FhMhCDUauBWa+GUaeGSaeBSaumbtqEkLzZDFqc21WHfSP+BU1xAcBm1KLJqke9SYcBTxjT4YVNSvNBszikllCQQwhZETa02RCKexHLUcpZo+bQXKa0rPY6I9qLvPaHELIy1Zl02NJpx5tjfjCWmJFusujRZNWnzEyf2+3AqDeKk65QQWX29VoVWstY8ISQpaIghxCyImjVKmzusGPPcPb+OS02A82iEEJqUoNFj/N662HQqrP2dOmqN8Fh1uHQeCDvZsU99WY6N5KaQmtyCCErht2oxdmddWirM2SsSFSOVDVCCCkVq0GbV9NKi16D83vrcxZCUas4OMzaovQNI6ScaCaHELKizG3uFoqLmA4LmI7wCMREGLRq2E3Lu8EdIYTMUqk4rG2xot6sw5GJIERZgVmvgc2ghc2ogd2ohUW/sOEyIbWAghxCyIplNWhhNWjR22iGJCsQ5AIS1AkhZJlotOhx0aoGcEiU3idkOaAghxBCkLiw08WdELJS5ZPiRkgtoSOaEEIIIYQQsqxQkEMIIYQQQghZVijIIYQQQgghhCwrFOQQQgghhBBClhUKcgghhBBCCCHLSlVXV2OMAQCCwWCF94QQQgghhBBSSbMxwWyMkE1VBzmhUAgA0NXVVeE9IYQQQgghhFSDUCgEu92edRuO5RMKVYiiKJiYmIDVaq14t91gMIiuri6Mjo7CZrNVdF9IbaFjhywGHTdkMei4IYtFxw5ZjHIfN4wxhEIhtLe3Q6XKvuqmqmdyVCoVOjs7K70bKWw2G735yaLQsUMWg44bshh03JDFomOHLEY5j5tcMzizqPAAIYQQQgghZFmhIIcQQgghhBCyrFCQkye9Xo+vfvWr0Ov1ld4VUmPo2CGLQccNWQw6bshi0bFDFqOaj5uqLjxACCGEEEIIIYWimRxCCCGEEELIskJBDiGEEEIIIWRZoSCHEEIIIYQQsqxQkEMIIYQQQghZVijIydP999+Pvr4+GAwGbNu2DS+//HKld4lUkR07duC8886D1WpFc3Mzbr75Zhw/fjxlG8YY7rnnHrS3t8NoNOKKK67A4cOHK7THpBrt2LEDHMfhrrvuSj5Gxw3JZHx8HB/60IfQ0NAAk8mEc845B3v27El+nY4dMp8kSfj7v/979PX1wWg0or+/H1/72tegKEpyGzpuyEsvvYSbbroJ7e3t4DgOjz/+eMrX8zlGeJ7HnXfeicbGRpjNZvzZn/0ZxsbGyvhTUJCTl0cffRR33XUXvvzlL2Pfvn14y1veghtuuAEjIyOV3jVSJV588UXcfvvteO211/D0009DkiRcd911iEQiyW3uu+8+fOc738H3vvc97Nq1C62trbj22msRCoUquOekWuzatQs//OEPsWXLlpTH6bgh6fh8PlxyySXQarX4v//7Pxw5cgTf/va3UVdXl9yGjh0y37/8y7/ggQcewPe+9z0cPXoU9913H775zW/iP/7jP5Lb0HFDIpEIzj77bHzve99L+/V8jpG77roLv/71r/HII4/glVdeQTgcxo033ghZlsv1YwCM5HT++eezT33qUymPrV+/nn3hC1+o0B6RaudyuRgA9uKLLzLGGFMUhbW2trJvfOMbyW3i8Tiz2+3sgQceqNRukioRCoXYmjVr2NNPP80uv/xy9tnPfpYxRscNyezzn/88u/TSSzN+nY4dks7b3/529rGPfSzlsXe9613sQx/6EGOMjhuyEAD261//Ovl5PseI3+9nWq2WPfLII8ltxsfHmUqlYk888UTZ9p1mcnIQBAF79uzBddddl/L4ddddh1dffbVCe0WqXSAQAADU19cDAAYHB+F0OlOOI71ej8svv5yOI4Lbb78db3/723HNNdekPE7HDcnkt7/9LbZv3473vOc9aG5uxrnnnosf/ehHya/TsUPSufTSS/Hss8/ixIkTAIA333wTr7zyCt72trcBoOOG5JbPMbJnzx6IopiyTXt7OzZv3lzW44iCnBw8Hg9kWUZLS0vK4y0tLXA6nRXaK1LNGGO4++67cemll2Lz5s0AkDxW6Dgi8z3yyCPYu3cvduzYseBrpT5uXn/9dbzzne9Ed3c39Ho9WlpacNFFF+Fv/uZvlvy9q0Fvby8+8pGPlO31otEo7rnnHrzwwgslf62BgQF8//vfx5o1a/Dkk0/iU5/6FD7zmc/gZz/7GQA655D0Pv/5z+P9738/1q9fD61Wi3PPPRd33XUX3v/+9wOg44bkls8x4nQ6odPp4HA4Mm5TDpqyvVKN4zgu5XPG2ILHCAGAO+64AwcOHMArr7yy4Gt0HJG5RkdH8dnPfhZPPfUUDAZDxu1Kcdz84Q9/wJ/92Z/hiiuuwH333Ye2tjZMTk5i9+7deOSRR/Dtb397Sd9/JYpGo7j33nsBAFdccUVJX0tRFGzfvh1f//rXAQDnnnsuDh8+jO9///v48z//8+R2dM4hcz366KN46KGH8Itf/AKbNm3C/v37cdddd6G9vR233XZbcjs6bkguizlGyn0cUZCTQ2NjI9Rq9YLI0+VyLYhiCbnzzjvx29/+Fi+99BI6OzuTj7e2tgJIjG60tbUlH6fjaGXbs2cPXC4Xtm3blnxMlmW89NJL+N73vpes0FeK4+a+++5DX18fnnzySWg0Zy4Ft956K+67774lfW9Sem1tbdi4cWPKYxs2bMCvfvUrAHTOIen97d/+Lb7whS/g1ltvBQCcddZZGB4exo4dO3DbbbfRcUNyyucYaW1thSAI8Pl8KbM5LpcLF198cdn2ldLVctDpdNi2bRuefvrplMeffvrpsv6hSHVjjOGOO+7AY489hueeew59fX0pX+/r60Nra2vKcSQIAl588UU6jlawq6++GgcPHsT+/fuTH9u3b8cHP/hB7N+/H/39/SU7bqanp9HY2JgS4MxSqRZeGh599FFcdNFFMJvNsFgsuP7667Fv374F273++uu46aab0NDQAIPBgFWrVqWUxAaAV155BVdffTWsVitMJhMuvvhi/OEPf0jZ5ic/+Qk4jsPzzz+PT3/602hsbERDQwPe9a53YWJiImVbURTxd3/3d2htbYXJZMKll16KN954I+/fxfe//32cffbZsFgssFqtWL9+Pb70pS+lbON0OvHJT34SnZ2d0Ol06Ovrw7333gtJkgAAQ0NDaGpqAgDce++94DgOHMeVLF3ukksuWVCm/sSJE+jp6QFA5xySXjQaXfD+VqvVyRLSdNyQXPI5RrZt2watVpuyzeTkJA4dOlTe46hsJQ5q2COPPMK0Wi377//+b3bkyBF21113MbPZzIaGhiq9a6RKfPrTn2Z2u5298MILbHJyMvkRjUaT23zjG99gdrudPfbYY+zgwYPs/e9/P2tra2PBYLCCe06qzdzqaoyV7rj5i7/4CwaA3Xnnney1115jgiBk3Paf//mfGcdx7GMf+xj7/e9/zx577DF20UUXMbPZzA4fPpzc7oknnmBarZZt2bKF/eQnP2HPPfcc+/GPf8xuvfXW5DYvvPAC02q1bNu2bezRRx9ljz/+OLvuuusYx3EplXgefPBBBoD19/ezO++8kz355JPsv/7rv5jD4WBXXnllyv7ddtttjOM49rd/+7fsqaeeYt/5zndYR0cHs9ls7Lbbbsv6e3j44YeTv4ennnqKPfPMM+yBBx5gn/nMZ5LbTE5Osq6uLtbT08N+8IMfsGeeeYb94z/+I9Pr9ewjH/kIYyxRXeiJJ55gANjHP/5xtnPnTrZz50526tSpvP4ehXrjjTeYRqNh//zP/8xOnjzJfv7znzOTycQeeuih5DZ0ziHz3Xbbbayjo4P9/ve/Z4ODg+yxxx5jjY2N7O/+7u+S29BxQ0KhENu3bx/bt28fA8C+853vsH379rHh4WHGWH7HyKc+9SnW2dnJnnnmGbZ371521VVXsbPPPptJklS2n4OCnDz953/+J+vp6WE6nY5t3bo1WRqYEMYSJRbTfTz44IPJbRRFYV/96ldZa2sr0+v17LLLLmMHDx6s3E6TqjQ/yCnVcePxeNill16aPFa1Wi27+OKL2Y4dO1goFEpuNzIywjQaDbvzzjtTnh8KhVhrayt773vfm3xs1apVbNWqVSwWi2V83QsvvJA1NzenvIYkSWzz5s2ss7OTKYrCGDsT5PzVX/1VyvPvu+8+BoBNTk4yxhg7evQoA8D++q//OmW7n//85wxAziDnjjvuYHV1dVm3+eQnP8ksFkvyAj/rW9/6FgOQDPTcbjcDwL761a9m/X7F8rvf/Y5t3ryZ6fV6tn79evbDH/4w5et0ziHzBYNB9tnPfpZ1d3czg8HA+vv72Ze//GXG83xyGzpuyPPPP5/2nmb2fJrPMRKLxdgdd9zB6uvrmdFoZDfeeCMbGRkp689BQQ4hhKxgu3btYt/4xjfYLbfcwhobGxkA1tvby9xuN2OMsR/96EcMANu1axcTRTHl433vex9rbm5mjDF2/PhxBoB9/etfz/ha4XCYcRy3IHBhjLF/+Zd/YQDY0aNHGWNngpz5PRVmZ0tee+01xhhj999/PwPAdu/enbKdKIpMo9HkDHJ+9rOfMQDs1ltvZY8//njy556ro6OD3XTTTQt+/sOHDzMA7P7772eMlT/IIYQQkhkVHiCEkBVs+/bt2L59O4DE2pbPf/7z+Nd//Vfcd999uO+++zA1NQUAOO+889I+fza/3+12A0BKwY35fD4fGGMpi1Vntbe3A0isFZqroaEh5XO9Xg8AiMViKdvPLoadpdFoFjw3nQ9/+MOQJAk/+tGP8O53vxuKouC8887DP/3TP+Haa68FAExNTeF3v/sdtFpt2u/h8Xhyvg4hhJDyoiCHEEIIAECr1eKrX/0q/vVf/xWHDh0CkKgwCQD/+7//m1zUns7sovuxsbGM2zgcDqhUKkxOTi742mwxgdnXy9dsION0OtHR0ZF8XJKkBQFTJh/96Efx0Y9+FJFIBC+99BK++tWv4sYbb0wu5G9sbMSWLVvwz//8z2mfPxugEUIIqR4U5BBCyAo0OTmZdkbl6NGjAM7cuF9//fXQaDQ4ffo03v3ud2f8fmvXrsWqVavw4x//GHfffXdyxmUus9mMCy64AI899hi+9a1vwWg0Akj0fHnooYfQ2dmJtWvXFvRzzPaj+fnPf55SivuXv/xlsvJZvsxmM2644QYIgoCbb74Zhw8fRk9PD2688Ub88Y9/xKpVqxY0t5tr/iwTIYSQyqEghxBCVqDrr78enZ2duOmmm7B+/XooioL9+/fj29/+NiwWCz772c8CAHp7e/G1r30NX/7ylzEwMIC3vvWtcDgcmJqawhtvvAGz2ZxsgPmf//mfuOmmm3DhhRfir//6r9Hd3Y2RkRE8+eST+PnPfw4A2LFjB6699lpceeWV+NznPgedTof7778fhw4dwsMPP1xwo7gNGzbgQx/6EL773e9Cq9XimmuuwaFDh/Ctb30LNpst5/M/8YlPwGg04pJLLkFbWxucTid27NgBu92eTNH72te+lmwb8JnPfAbr1q1DPB7H0NAQ/vjHP+KBBx5AZ2cnrFYrenp68Jvf/AZXX3016uvr0djYiN7e3oJ+JkIIIUVQ6UVBhBBCyu/RRx9lH/jAB9iaNWuYxWJhWq2WdXd3sw9/+MPsyJEjC7Z//PHH2ZVXXslsNhvT6/Wsp6eH3XLLLeyZZ55J2W7nzp3shhtuYHa7nen1erZq1aoFlc9efvlldtVVVzGz2cyMRiO78MIL2e9+97uUbWYLD+zatSvl8dmqP88//3zyMZ7n2d/8zd+w5uZmZjAY2IUXXsh27tzJenp6chYe+OlPf8quvPJK1tLSwnQ6HWtvb2fvfe972YEDB1K2c7vd7DOf+Qzr6+tjWq2W1dfXs23btrEvf/nLLBwOJ7d75pln2Lnnnsv0en1e1d0IIYSUBscYYxWOswghhBBCCCGkaBa2tSaEEEIIIYSQGkZBDiGEEEIIIWRZoSCHEEIIIYQQsqxQkEMIIYQQQghZVijIIYQQQgghhCwrFOQQQgghhBBClpWqbgaqKAomJiZgtVoLbhBHCCGEEEIIWT4YYwiFQmhvb4dKlX2upqqDnImJCXR1dVV6NwghhBBCCCFVYnR0FJ2dnVm3qeogx2q1Akj8IDabrcJ7QwghhBBCCKmUYDCIrq6uZIyQTVUHObMpajabjYIcQgghhBBCSF7LWKjwACGEEEIIIWRZoSCHEEIIIYQQsqxQkEMIIYQQQghZVijIIYQQQgghhCwrFOQQQgghhBBClhUKcgghhCxJVJAqvQuEEEJICgpyCCGELMlkII64KFd6NwghhJAkCnIIIaRK1coMiT8qwhcVKr0bhJAKUBQGWWGV3g1CFqAghxBCqlCYlzDmi1V6N3JSFIZgTIQvIlZ6V0gVYoxBoRvgmjAVjEOUlYKfN+aL4aQrVPDzBEmBJ8wX/DxC8kVBDiGEVKFATMRkIL6oG8Ry3lQG4yJkhcFPMzkkDW9EgD9GAXC1UxSGE1MhDHoiBT1PlBUMTkcw5o0VHLAcnggU/HqEFIKCHEIIqUKBqAhRUuCJFHbjICsMA55wifZqIV80cQMbFWRal0MWmAry8EYoAK524/4YeFHBmC9aUJrs8HQEopSY/TkyEYQg5TcTNDwdwXRYQCAqIhQvPAiulVReUlkU5BBCSBXyxxI3hs5AvKDnOYNxjPliZZvNmbsWxx+lEftqF+bLd3OoKAyuUJyCnCqnKAxD05GZ/wMnp/IbJImLMka80eTngqTg6GQw5/MCURGn3Wdeo9C0XFFWsGfYV9ZBlTAv0bqjGkRBDiGElNBiLoyirCDKJy7gnjBfUJ78qDcKSWaYLsONJWMMgTmpSFR8oLpJsoIjE7lvQovFE+EhyQyhuLiotR6kPMZ8iVmcWe5QfrNvp1xhKPP+rO4Qj3F/5qBFlBUcmgikPM8ZjEMq4PiY3d+5gVKpTYf5sg4QkOKgIIdUVJiX8p7eJqQW+aICYkJhI45zAwdFyX82xxcREI4nLsRTwcJmgBYjGJcgy2eCOApyqtuYL4ZgTAQvFT4C7g4VFmwDwFQgkWrJGBY1m+MKlf4YXunkObM4c52YCoGxzAM0obiY8bx0whnKmE52dDK44HwoywyTeZ7jZIVhdGb2aNIfR3ARqW6LMR0RKMipQRTkkIoa8kRwcNyf9WRKSDENLXKh62KrAIXjEqYLXFcTmLdQO98bgFHfmdQRd5gveXrF/GIDUV6mQYsqpSgseXwsJq3QHeILSiuS5NTKWdPhwoIcf1TAhJ+CnFIb80XTvmfDcSnrjMxJV+ZZFFlhODwRXHBdH/VG4QqmPxdme625JvyxlP09OVV4VbdCKQpDIComB5BI7aAgh1QML8lwheLwRcSsJ8xa5wrFFzVySorPHxUw4AkXfCM+W3loMcK8VPAo9vyb0GBMRCTHKGJclOEOnbmBkGVW8vKsvjQ3y1RlrTpNBM6kJC1mxs0fFTDmi+a91mt+kF3oa7pCPHwRgdZBlFBiFiea8esD7kjaNDJPmIc3R9AaiIoYmDOgFIqLWctMh+NSznMHYyxlDRAA+CJiyWf8/LFEBckwT2sOaw0FOaRixn2xZF7uyHS04AXWtWLcF8t7IScprbGZY67QY80V4hHlF1c9bDbIyXe2kjGWNgVjMpB9pHPMF8X8lyjle4qx9GWj0wU+pLIYYxiZczNbaE+juCgjKsjgRQVTed5Qzj/2YoJcUEUsdygRJFHRgtIZ9UaTldHSESRlQYlnxhhO5TkoOeSJIBAVIckKDo4FFqzfmS/XTKEzGE+b+ntqKlzSQivemZn4EM3k1BwKckhFKApbMD19dDK4qFKS1UyQFHgjApyBOHx0sa4oQVKSI35j/syjl+mMz2xfaE62ojBEBQmSzBDM8wIZ5lPXucyaDMQzBkqJ99PCm8/pSOHrKPIV4hM/13yFjNhTo8jycIV4ROfcHEYKXAs5N9AYyTLyP2v2vDdfvilrwbiYvJktNNWT5EeSFQx7c/8tR33RlMBiIhDPO22LsUQvnKOToZTjLxNXKJ71uBzypN/fqCDnnUrpWsRaxdnjVpIZlcmvMRTkkKKYv4YgF3eYT6nmAiSmzg+MBZZVTr8rFE+Orh91BumGroImA2dmDqO8nHfQGeGl5Mh3oSN5EUFKvma+I9KZ3ku8mP7GEUiMcKYbkVUUpKSwFZM/w2xAhJfyDqxcIZ4aRZZBunVosyXK8zH3uAvFpZzvnalgfMGs4vzvk83cdRueUOGDQyvhPLvUn3HUF8s6i3PmdZBMM5MVhoECK5pFBTnvIiiKklhzk447xGdN2c2Vhpy4v/DjwFigoEBFkJSU8345Z3MKqThH0qMghyyZMnPyKORmajTDCFJMkHFoIpA1tUeUFYxMRwuuWFUJc0/uUV5ekE9Mymd83khfvgtd525X6MLTCH/mGPXmOSKdbVF4pgIEmd5PQCIAKoVMMzaM5T+bM+qNUkW2EpsO82lvzAopPjD/b5TrPJbpptYXzS9tc+4ai7goFzyDOrDI4iLVTJIVuEM8jjtDePW0By+ddOd9Dkv3vYbTVFTLxBVMrI8a8UYXDE4WW6afKV0FuLkkmS1IrZsVE2TsGvImg+dC0njnB+blqrDGGCv7cbwcgyoKcsiSzS5oPTEVymt0KRQXs15gvWEhbc5vMC7iyEQQr5z04MRUqGQ3b8USF+UFue+DnghNd1fAdJhfkC7hCsVzzjgoCksZWQwVuPB07kLVwMzi1VyCWWY23CF+wYXIHxWyji76IkJJCl9km4HJ5wZ69jxQ7kIFsx3WV0pFx0wLywuZyZx/Y+sJ8xnX18RFOePfX5IZgrHsN4kRXkr2iEq+XgEDaKG4iBFv+gXztSYUFzHoiWDPsBcvnXTjzVE/Rr1RRHkZksxwdCKIvSOFN8UcmemlVYhjzlDOQKMYYoKM6XkFU3wRAYE8ziljvuiC2Z7pMI/XB6dTBqjyrVYJLAxyypVS7w7zi24DMP/3l68xXyxngZtaQ0EOWZK5C1pjgozBPE6Co97co0/D01FMBeNQFAZnII5dQ168MeDFhD+WvFEsRx+QpUi3f7LCcNyZu0qXojAcmQiWpTzmSpAuX1tREn0WsnGF+JSbgZggF1TtaW7woSi5ZzgEScmauy4rDFPzbvhyvZ8YQ8ayrYsV5qWsqS75BDmz+x2IiWVLL1IUhgPjfrw+4MWLJ9zYN+LDoCcCf1RYlilOgZiYMZgJ81JegUC6FDPGMh93uc7L3hzvAVeagKaQKoET/jgUBWVphltKUUHCriEvTrvC8EXEjIv2vWEBOwemMebLL0tAlJVFZRREMqwVLIX55+t8gyvGUktbD3ki2D/qXxDQRXgp72BlwUxOmdLVJv1x8KKyqKBjaDq6qP5BE/5YydKbK0VT6R0gtW0qmDpCPjwdQZvdAJMu/aElSAqcwfym2I9MBKFWcRnzbMNxCRFegllfnYdxpilxd4iHO8SjyapP+3VeknFwLJC8UWQA1rZYi7pvisIQl2TEBBkxMVE1LCYoUKmADa02qFRcUV+vkuKinPEmacwfRXeDKeNz5984MJY47uwmbV6vPT+1wRsR0GhJ/3cH8lvbNumPoaPOCCDxs+VTPnUqGEdXfeafs1C5ZgFC8URFJY06/TiaICnJm2FFSfzcDrOuaPuXiTMYT85KSDLDdFhILipWqQCHSYfNHXZoM+x3rcmWksRYYjYu2/EIZA7MJ/wx9DeZF/yuco2SeyM8+hrNGb+ebmF4ICZClJWcfxdFYckqhO4QjxabIev21eyYM5SzGtksWWY4NhnCVJDHxjYbjDp18muKwhAWJARjIoIxCf6YUPAsTrl5wjziogyDVo1gXCyox5InxMMVisMV5LOmpTkDcVgN2c/jEV5aMEsWExMDXeoSXiN56cw1yxsRCrrHkRWGQEzAhD8GW2t+1ykgkREQFWS4wzx6s7w/a0113h2SmjE/B1ZRgOPOEM7tdqTdfsIfy//ErbCco+ZTwTj6myz5fcMyigpS1hSiE1Mh1Jt1C06UgZiIA2P+lPSQkelEaeB1rUsPdMK8hANj/gXpIHNJMsOWTjs4bnkEOhP+WNpF0EBinZQ/KqDOtPAGO8xLaWckQryYV5AjysqCNJ9cC68DeSwG90cTlaeMOjXGs/xs858ze9NQDLlmanLdQM+dkQUSN9LlCHKyjQgrSqKK0t5hH7b2OPIOdBhjOOkKwx3iwXGAiuPAAVCpOKg4gOM4aFQctGoVtGoV9BrVzP85aDUqWPWakrzXooKUc1TWH80edAOZS4LLCsO4L5ZyQxThpZwj3YFY5gA4Jshpz5uMJf42rfbsQYs7fGbm1RPmwRiryfPYZCCWsw9NOr6IgNcGp9Fdb4IoKwjGJIT5zLNA1YqxxNqcVU0WDGeoqJbNgdFAzm2cwThWN1uyHh+ZZjELGehaDGfgTOEOX1QoaIDKFxUSWQqBONY0W/MOxmbXQgWiInhJhl5TnGtFpS2P4SpSEa5QPO1U6nRYSDsaxxgrqGN2PqaKmIYjKwyj3mhR1szkWtgYE+QFAaIzEMeeYW/ahZ2j3iiOOYNL2idfRMDuIW/WAAdIjIAeGl/YrboWMbawVPl8mY7JTFV+8l14mu5mLxyXsq6PybdKYaJSHFtQTCGbYqZ35lMsINNam3TngXL01nGF4jmPfSCRYrhn2JdXlcfZipCzhVCivIxwPDHAEYiK8EVEeMMCXEEe474YhjwRHHeGcGg8gH0jfrwx4C36OXHWkGdh36T5cv3eQ3Exa1riqC+acp7IZ51kIm0z/etmm5XMJ2Vt7ntdklnBx9VsYFRJoqzgxBL6qskyw6A7gjFvDMFY7QU4syb8ifUhpWr0yYtKzsGaTCmP4QL6PS3GxJw06kKP4dnATJZZ3ud8SVZSUpqXU8paSYOcHTt24LzzzoPVakVzczNuvvlmHD9+vJQvScooU816ADg+FVowC+OemYIupggvFaXaSSgu4vXBaRx3hvCnUx4cGg8UXBZ7rnwu9iPeCKKClBgJnkrc+GS7II15YzgysbhAZyoYx75RX95pClPBOI5M5vdaobiI3UNe7Bn2YcAdLtr6Bl9EyKsnRzbpSpXPl64AwfyCA3Plm5Od6bjMNJvDWO5F2bMmA3FM5egpMV+uwDtd76p08u2xkuni7A4tPA8Ey7Aup5BjKRyXsHcke6DDSzL2DPuWfEMw6IkUtM4rH3FRzistOBTPXgwjV9NQXlRSBpqm8lzQnSlITrceZ1auACRR6CX1+xb6tznlCmfdh8XwhPmCGpqenArnVdp5ueNFBW+O+vOaqV6sbKmVjLGMx2kpiw8EYmLK4LEoKQW93tzUvkzXsPmmZhrvzqIgJ08vvvgibr/9drz22mt4+umnIUkSrrvuOkQiy6+840ozHeazVoHiRQWDntTRqHwKDizGUkeoR71R7Jozw8FY4oZw16AXu4a8Mz0fCllsLuY1YqwoiQao+0f9GM7zBmzCH8PhHCW25xuZjubVbXq+SX8cR7MEOoqS6Hz9xqAX/mhigfOAO4LdQz68eMKNvSO+RMfrRQSL/qiA/aN+nJgKYd+Ib9HVwfIZJU9XgGAqFM8YEIbyDKozpStmyi8P8VLeN7sxQcbJAkd7QzNr2NIJxES8NjiNoxPBjGVYZ+Xb1ybTDfRomgXSssIKXih7ypV/UQ5/VCioZDKQCHT2DKc/9sK8hN1DvqznwHwJ0uIWgqejKAy+iDBT6TKf7TPPuAH5NeKc3fdATMyr4SOQ/j0QF+WsFbQkmWU9l6RLSy2kYEEgJiIcl/I+F+cSF2UcGPNj/4gf+0fzC4Z9ESHvG9OVIN/jabFcoXjGwZVATMxYaKGUxQfS/f1zDTbMiotyyjneHxXzGgSe9M+fWReWRXVCoMRrcp544omUzx988EE0Nzdjz549uOyyy0r50qTE8ql2MuKNotVuhEWvQZjP3UBusaaCcaxaxLocUVZwZCKY9eITiIo4GA3AoFWjr8mcXPCda3/yle/Ja65JfyJfd1O7LWe++Ymp0JJmQ8Z9MahV3ILCB76IgKOTwYwXIVlh8IaFZF55e50R61uteRU08EcF7Bv1J2+Qp8MCXh/wYlO7DQ051g/MFRPkvPPax/2xlAIE2dLAZJkhKkgZi2vMimRIacg0OphPidS5FtM01znvvTLbi2HIE0neIA64w7AaNBnXauT7Pp4tKFA/Z61NKC5mPOZ9UTHt2qhM+zDkicKs16DNnvs9mamMci4RPhHobOtxJHPUvREBB8YWVmxaiuHpCDodxoILHihK4sbfGxXgjwozleoKe21fVEz7vmKM5RXQBmOJMuCFzIDMLuieu0YsnyDAE+YzHiMTaSolJtb4iDkXmANn3vPBmYp0i10jNpuOecodTt4kKwpwcNyPTe32jMUQFIXh6BJTkklhJJnBE+HRbF34N8lWna9UvXIUJX2KmTcqZC2Qk9wuzT5P+GNZCxdF0qw9na1OWMuFO2aVdU1OIJBYDFZfX5/26zzPIxgMpnyQ9Bhji7rJKQZ/VMjr5jxRhCDxN8y3vOViRHm54OljfzRx45zvtGxclHF0IpjXKJszUPqpXmcgjhdPuLFn2IdTrhBcwXhKCpCiMBycWSuwVCPT0WTfIlFWcHQyiD3DvoJG2Sb8Mewa8uZs4JoMcObdQAqSgn0jfpzMsxcTAIz78//ZEyf6xAUiU8GBufIZycu0DS8qaS+SS0mPzNfcC2iEl7BryIdBdyRlBJwx4NB4IGMflEKad87fNtvMWiHfdzYd9JgzlPOYCvNSQX1W5ovyibS0uChjMhDD/gLSPvMlyaygGQRFYdg/6scLJ1zYM5z4G2YrM5xNpmIXwVj+JYNnS/4XYv4NWT5BkifDoMV0llToTM+ZS5KVlP0fXuTMWiAm4o1BL447Qwt+d4qSeF/NVn+bb2g6klcGACmuTGm82VIMJZnl3YxcmVnrm4/5LQtm5dtEN90+TwYyz1YBmVPalkvKWtmqqzHGcPfdd+PSSy/F5s2b026zY8cO3HvvveXapZo2HRFwaDyAVU0WdDqMZa0gU8ioqC8iYtQbzdmPZKmmgnxeo3VAYtT0lCu8qFzfo5NB6DSqjKPc/qhQtmafkpxITZk7sq7TqGA1aCAprOCZgWyGPBEIkoLpSO41LpmE4hJeH5zG5g572t9fpgBnruHpKHxREZs7bFlnUhLrSwo75sZ8MdSZdHkt5g/GJTTbMn89KmRPPfOGBVjmlQUtR5AT5WUE4yL8ERGn3JlTmiSZ4c3RAM7vq0+pzhMT5IL+/nNToURZybouKBBNrMvJNdvHGEveEMsyw6GJALb3ODKeA4eK0DU8yst4Y9Bb0oGlUV8UXfXGvKoaHXOGlhS4zTXbp2j+7z1XP5u5FnND5I0IaJ+ZGRckJa+msOH4whkgIPvaCncoe8lqIBE0z32/ekI8wry04D2aiaIwnHCFMO7LXu2QMeDweBCywtDpODMyH+GlsjTaJAt5wvyC8uSJynQ5inLwYkqp7kx80UT6qEmnzpmJMJEhAJZnmujmquiWLsgRJQWuEJ+2MiFjLON7p5arE85VtpmcO+64AwcOHMDDDz+ccZsvfvGLCAQCyY/R0dFy7V7NGfPFIMmJxpKvDXgLWti4FKG4WPDF9bhzYRGCYktXzS0db0TAyanFBThA4iJ1cCxzUYJ8Cg6UkiApmA7n1x26UBP+2KIDnFmJm2c/TrvDKSNTgaiYM8CZFYyJeH3QixNTIYx6o5ie6b4+d7TKFeILXrzrCsWTo/W55EpXyPX1+TeQiT5F5QmO9w778lqzEeGlBYUuCpltAVIbfc4vGz2frLCsZddnTUeElL9tICritDv9DWK+fYTyUeqZcznP2ZwJf6yo6zZm0wrnK/U1Ze73d4f5vM/J89fZiLKS9W8cjIk5B57SzTAWMgt+0hXGmDe/cu4AcGwyNY34mDNYs1XQap2iLJxFTMycZH9evutyXKHEsX1oIpj1OExXOGOuXIMOwbiY8RyVqaCMO8xnfM5iqhNWo7LM5Nx555347W9/i5deegmdnZ0Zt9Pr9dDr88+5X6nioozpOSf6CC9h77APzTY91jRb8xpdWKxsFdUqKSokRqhtWWZzZIVlXUifL1lJ3Khv73WkzCYwxoreWX45YgwYdEcQjInY3GFHlJexd9RXUDdtWWYLbkI4DjBo1TBo1YuaTUvkzQfySkXKdYHL9XXfTAW62dHzYixgz1chqVZTwTisHk2yF0qhQc7sDXSdSZtXEQhvVMg5WpluNmh4OoIGs27BOooRb7Smbh7HfFF015sy9jMKxUUcd+ZfcCFf8/sUKTMNBUtJmKkaZTVo8x6kAhLpZ3NnQZyBeM6/sSfMpzxnrtmCA/M5g4lmp7l6S3nCfN7pSHOdmApBUhTotepFrc0kxeMMxFPW2+YT4OezLocxlpzlFCUFB8cD2NbtSDtbna2fG5B4j/Yh84xktvWnvoiQdh1prgwbd4hPWVNZi0o6k8MYwx133IHHHnsMzz33HPr6+kr5civGWIYpcVeQx84BD067wyUpxxoVSlezvhhyXShPucJFGy0XJAX7R/wpoyDeiFCxdVK1aLagwL4CA5xMGEukU/kiwqL/zvnOgMVFeUHZ6blyXQDleZWiypGqtlin3eHkoEqhFcqAxMXZHebz+pvkCqJkhcGdpmJWYqQ0kPI3EWWloD5C1UBRgIEMs1KirODgWKAks+LzCwz4y9RfxRtJVHEqaJ1XREj5HeRT9jxbOl2mY0RRcq8lFSRl0WX9gcTf+jgVG6i4+Wnm+RSsyWcmxx9NnV0JREWcdKWvipkt5XL2udnu67IVSgAWrr3hJTln9cHlsC6npEHO7bffjoceegi/+MUvYLVa4XQ64XQ6EYvV1oWnlMZ8hTWfzNa/I/H1xCh5Pif+QswuOK/m/pDZGoP6IsKiRtuyiQoy9s+pAlbpVLVaFBfloi/iLpdsF7l8LoBzL0rVHOQwlpjhWmzw6IuKeZePD8TErAtsPWE+Y0DMi0rKTO2oN1ryNNlSmAzE0hZ9ODKRuZrhUs2/gSpX+vN0RIAnLBQUUMnKmf4lwXj6WZj5MpXEnV9wYL5EWnjmnTs6GVzywFYtzTQuV4ydKcoSE+S83mcxUc55fklXTGPUu7BIRz7nVlnJXEJdzmPmdcKf2grDGYjnvJ+Li3LBpf2rTUmDnO9///sIBAK44oor0NbWlvx49NFHS/myNUOSFZx2RzKO3KWTLYdyrhFvNK9qHPmICTJ2D/mqfko9JshpTwLFSlNLJxgTZ8rJKsti1IPkL9P6EVlhiOUxcDF7o6YsokdMuUlyoprXYgRiQt5lp2WZIZjlpjVXQ1NXkMf4zNqf0RqbxZnF2MLZnEFPpKTnl/nroQpNS1ysQFRc1ODQ7Ah0vmuTFCVz5alsN6qSzNKWpgYSA5R0zl8+Zs8t+fSGAhLv01wBdqbMlyOTwZR+NpkKDsyXaV1OIv05+3MFSUmZBc93ILzWj/GSp6ul+/jIRz5SypetGaO+GERJwWQglrFJ33z55LUDiRv+YnRuDsRE7Bry5r1/lZYuZe20O1zSpmLTYQG7h4tfVpZUtxCfPjAJ81JeM57BmAhRVhCKSzUxmrvYWZFCf7ZMVbZEWcnrBuSEM4RTrtruGu8MxJNl8b0RAQPuwhq/LsZsYCPlUVmqWGSFLapKnCeUWNOWK+idK931MJ8bvXQDhhFeKrgZL6lus82SC5nFzHQNABIBfKZCPbLMcGAm9VSSlbzX8mYaLMp3n2dTMwPR/BqWAxTkkEUSZQXDMyUjGUOyD0k2kQIbai61dKorGMfeYV9NrTOZn7LmjxY/TS2dUnZAJtUp098830ZxjCVuLKs5Va0SMl2w3SE+r4BJLqAvRTUbcEcQF2UcGg+UJU14NsjxRcWqTksGEmk0A55wQQNLsyVxZ2UqOJDuteZeVxSF4dB4adZGkcqaDMQKCnKynetzrV+O8BKOTgYxFeLzPpaCcTHtttN5Nr32RhJrjwpZzhCOS2Wr/FkKFORUyPB0NOUE7Q7xOfsEFLrOJhQvLChK3b9IcqShlsRFObl4XFEYjlT5OiJSuyLzylYnHy9g1tMbEeAvcRWrWuPPsC5npa15c4d47B0p3yDT7O+9XKlqS1VI81QgkXo2t3BGIUUphuf0sBnwhPMqdU5qz6g3VlDgnC1IzmcGxBmI4+RU/tUSFWXhTHdclPO+5jA2syaowAJStTybQ0FOBfCSnHakMVPVDSAxOrmY3giFdm5mLLF+pZan4mffwKfdYeogTUpGURKBznyF3AB5wzSTM58sM4TmXbR5KXsPieWqnOev2d97uYoOLNViBq9m1yTkKjgwXyie+L34IkLBwRWpHYUO6s4/TyUfj4t5p8gXmuY+fxCi0PfriDdacDVTd7h2B5goyKmA4en0VX8CUTHjFOdUML6oNR+znZvzwVgiT7TWyq7O5wryCERFjCyDlBVS3dK9t/J9vwGJCn1LbbC6HPnnFTlxBfNvFkkWzxXkl3Xq7ez6n1wFB9IZ9IRxeIIyA8gZsszSpnIVYz10Jt5558ZCg5zFHL/zS2HXEgpyyiwuyllr759yhdOmauRbcCCdfDs3D5S4gk+5xEUZ+8f8dDEiJTf/hjAuyjW94L1azK8iVMioO1m80Rx9YWpdVJAR5qVFtVjwRcRFNRkmy1u64gOlbAoeiosp/cDKMfPKGHL21KlWFOSU2aAnknXxbJRfuCgsGBeXVO3GGYyBl7KfnD1hHoMFlLKudnSjScphfrpCrVQhrHb+qJAc7ImL8qKakJLCFaMpb7U77Qov69kqUl7zj6UIL5X0OjBbsAZIBDzlmmGp1QFwCnLKKCbImMyjHvqAO5IylT6WZyO9TBQFWZvxxYREBR9CSGHmr78pJFWNZCbJLPm7LKRMMCG5/P/23jtMjqtK/38rdc7dM92T82gkjXKwLctyRDhh0mJyWGBZAwYbfiywwJe0CyYshiXZwLIsLLA2wRkb23KQsy3JymmkkUaTc04d6/dHddV0qq7q0UxP0Pk8j55HmulWV3ffuveec97z3qW6WSMWJ6lz/nxK1WTkMwv1uqrNBUulVy8VCnLySHPfuC4L1FBkxl46nGODpBrtQ5n7gGIxMX6Y5fLP4BHEXBOOxJIkLOS6NHfIC/mF5qpGEMTSIbWSk+msvrlGDjgG8hh4LDWnXRkKcvLERDCSU7BybnASoUgM3bNokMyEdHJzejXnRPcYbcwI4jxIzORRJWfuGJoMYSIYIWkRQRCLlslQFJF4j8xUKJqX/dREMCIdl0HHD2hCQU6eONM3kVMjfDQq4mz/xHkZDqSSenJzx/DUrGypCYKYQV7URFHEZAZLaWJ2DE+F0UVSNYIgFjkTcat3rQNA5xK9yqALHQpy8sDwZGhWkrO2wck5bWCbCkUVvejodBgnu0fn7P8miAsVudIwEYrSojOHhCOxZe/2RRDE0kd2WMtHP44M9Srqg1/oC1hKnBuQqjElbjMETjs+nAhGcLZ/YlHZn54bmITHasDh9hHakBHEHCAvcCSrmnsuBLcvgiCWNuOyfCyPLpB0RIY+KMjJgWAkhtaBSZwdmECZ24xStwUmgUt73GQogjN9UnCz2Abi6FQYe1uGMh5gRRBE7kyFoojGRIxnOC+BIAiCWN6MT0fItW+RQkHOLIhGRbT0T6J1cBIBhxmVPgssBh5ToSjO9I+je2TxBTeJ0FkeBDF3iKKUyRsPUuKAIAjiQmMsGAGTx34cQj8U5JwHsRjQOTyFrpEpOM0CRqbCizq4IQhifhgnFzCCIIgLkmhUVCzvicUFBTlzgCiCTuQmiAuYoYlQ0nk5BEEQBEEsLOSuRhAEcZ6QHpsgCIIgFhcU5BAEQZwnS/U0aIIgCIJYrlCQQxAEQRAEQRDEsoKCHIIgCIIgCIIglhUU5BAEQRAEQRAEsaygIIcgCIIgCIIgiGUFBTkEQRAEQRAEQSwrKMghCIIgCIIgCGJZQUEOQRAEQRAEQRDLCgpyCIIgCIIgCIJYVlCQQxAEMU9EYjHc9WwzHjjQsdCXQhAEQRAXFBTkEARBzBNn+iawr3UIjx7uQjASXejLIQiCIIgLBgpyCIIgNBBFEYc7RjA+HcnpeR1DUwCAmAi0Dk7Ox6URBEEQBJEBCnIIgiA0ePXsIP7zqVO4d29bTs9rH55S/t7ST0EOQRAEQeQLCnIIgiA0ONwxAgA41TuW0/PkSg4AnO2fmNNrIgiCIAhCHQpyCIIgsiCKIk52S8FN/3gIkyF9kjVRFNGRUMk5O0BBDkEQBEHkCwpyCIIgstA7FsTwVFj5d3tCdSYbQ5NhTIWjYBnp331jQYwHc+vpWSrsaRlE2xDJ8Yh0mvvG0dSTWwWUIIj8EonG8D8vteDxo90LfSlzCgU5BEEQWZCrODJtOg0E2uOb/oDThEK7EQDQkoNkbWQqjJ7Rad2PXyhOdo/hF8+dwc+fbV7oSyE0GA9G8OCBDgyMB/PyelOhKH7wZBN+8GQThiZDeXlNgiBy53DHCF443Y/7Xu/AdHj5OIFSkEMQBJGFk/EstJGXpss2nZUcWapW6rKg0msFALTolKyJoojvPX4C33j4WN42pLPlQPswAKlStdiv9ULnD6+ew8OHuvDX1/NzbtOJ7lGEIjFEYyIOtA7n5TUJYq4JR2O447Hj+MnTpyCKYl5ec0/LIL7y4JGcXTmnQlH88dXWnBJq0usNAQCioogT3cun8kpBDkEQhAqiKCpSm201XgDQLcuSg5wStxlVPinI0Ws+0D48hZ7RIELRGA62j+R8zeFoLKfnnA9HOmaur6lnPG+vS+TG2f4JZSNztHMEsZj+zVpMFPH40e6cZWdHO0eVv7/eNpTTc4mlQ3PfOE73Lt97/0DbMJr7JnCwfUR3kut8CEai+ONrregemcazJ3tzeu7TJ3vx9Mle/PblFt3PCUViOBhPVgHAsa5R9QcvMSjIIeaEwYkQojksmgSxFOgdC2JoMgyeZXB5fQEAyTFNz1iXndVKXMlBjp5M4LGEzeHhjtyCnAcPdOLW/9ufJrObDwbGg+gamZHU5boJfvXsAHY39eX8uu1Dk9h1vCenjfqFjCiK+Ovr7cq/J0LRnDLEB9uG8ed97fjFc2cQyyGTnRjkNHWPYyIPPWkjU2E8sL8DY9Nh7QcTCsFwFL97uQWvnR3M6XnDkyF8//GT+P4TJzE4sfgliZFYLOdqzCtnBpS/v946/8H6c039GIufyZZrwHG0U1ov2oamdCfkjnaOIBiJId4+mrT+LHUoyCHOm6dP9OLzfz2Ev+xr135wCsOToWWl/yQWN9GYiJYBfYEGMCNVq/JZUewyw8iziMREdGv0ykRiMWXzX+Iyo8xjBssAo9MRDE1qb74SFzZZ8qOHaEzEs019iMZEPHSwU9dzzocj8cXQwElLSVMOFttj02H81wtn8b+vnNP8PFP5n5dacM+eNrycsPkg1DnaOYoT3WPgWUYJuI/msHmSq4kjU2Hd1cie0Wn0jQfBsQwK7UZERRGHcqhK7js3hP9+8WzO68P9+zvwyOGuWa1HFzLPNvXhuVP9+N0rLTl95i81DyASExGNiXjxdP88XuH509w3jk/fcwB/fK1V93PGpsM40pFQkcwxyBmfjuQ0v4WjMfw9ofm/fzyE3jF9z58OR9HcN3N/vtysb37ce056T9tqvGAYoHt0ekkErHqgIIc4L1r6J5QDEnef6tNtrwsA3SPT+NL9R/Ddv5+gKhCRF/7npRb8+9+O43mdi7FcDVnht4NlGJS5LQC0zQd6R4OIxEQYeRZemwFGnkOJywxAW7IWjsZwKi77MvAswlFRCba0ON07rji4newZw7l5tq2Wq0xXrigAA6BnNIhhnQ3mx7pGIceaJ3LYcI8HIzg3IH3++y/gPg+9gXosJuIv8SrOVQ2F2FYtyS71ZmtjophUTdT7mctVnNoCG7ZWeqTn6pSshaMx/O8r5/BS80BOG+eYKCqym/1tw4jkINscnAjhm48cw2NHunQ/Z7kQjYl46oQki5oOx/CqzmpOTBTx/KmZ7+f50/05VVefOdGLH+5qykvVLRYT8ftXziEUieG5pn7d89SeliFERRFFThM4hkHn8LTuoEUURdy5qwn/78Ejuu+350/1Y2QqDI/FgJqCeEJC53ObesYQjYmKo+erZwc191bh6IxUbUd9Aari/aPLpZpDQQ4xayZDEfziuTPKTRSKxPCSzswBADxxrBuhaAxtQ1N45WxuGdl954bw7MnevDUBzpZINIYHDnQk9S1caPSMTudFpqJFU8+YkvnXI5FK7MdZEbADAMo8UqCiJQNQ+nFcZrCMtOLo7cs53TuOUDQGp1nAxVXS5vCwzgy4vImUZQdPHOvR9bzZEInGcDwenGyt8qDULX02p3Rq8xOzo7k0ujb1jEG+6491jSIYufAqwfe93o5P3bMf+3VklV85O4D2oSlYDByuX1OEVcUOAMDpvnFdGfvWwUmMJFioH2gb1nWN8iZpdbEDG8pdAKTKn56q5OutQ0qwvl/n6wHSvSXLfCZD0ZykPs+c7EXr4CQe2N+Zc2VxqbO/bSgpc693bT3ZPYa+8SDMAgeLgcPgREj3Zz46Fcaf9rXhaOcoHj86f/OUzPOn+5V+mqgo6pbJymvG5fUFaIivA3ruOwBo7ptA6+AkRBG6KmThaEwJsq9rDGBNiROAfsmaHAxtq/HBZuQxMhXWfO6RjhFMh2NwWwRU+azK/LBc+nIoyFmiPH+qD08e61mwTb4oivjty+fQNx6Ez2bA2zaUAJAWCj2a7bHpcJLU5OGDnYjE9GXd2oYmcfdzzfj9q62L3gVkd1MfHjnUhZ/vbr4gnafO9k/gqw8exbcfO76gm9FYTMT/JUgUzg1MonM4ewNp37jUj8OxDKrjGbWZSk725yb248hU+vQ5rMmLy8oiO9aWugBIFROte10URbwez7LfuLYIgOTQM1+yg1O94whGYrCbeJR5LKj3SxsAPX05MVFUtOOAVHXSO5cl3vOhaGzZZBz10jE0hceOdmM6HMMvnjuT9DmmEo7G8MABSbZ4XWMANiOPQrsRPpsB0Zio67uSA+yGgB0cy6B7dBpdI9nHfyQaw/Fu6XtpLHai3GOBx2pAKBLLer0yzzXNVAeaesZ0ny91MCUgko0WtIiJotJ3ERVF3J8n97nFwpPxZMiVKwogcAzahqZwRocs8blTUqBwUZUHF8crhImVnWw8fbIX4ah0z+9u6stJIne8axT//rdjSpJFi4lgBPfvl77TlfFAZXdTn2alr3t0Gmf7J8AywJZKDzZWuAFAmWe1eCGhCtk/HsJ9+7OPq5eaBzA0GYbLLGB7nU8JOE50jelSu8gS1DUlTmyNJ8i0JGuyVG1ThRssw2BV0UyQk0v/3WKFgpwlSHPfOH778jncu7cNT5/IzXljrni2qQ/7zg2BYxh87LJqXNVQCJPAomc0iBNd2gvn7qY+hKMiSt1mOEw8+sdDePG0djVHFEXc81qbInN5dBFLCyLRmJKhCkVi+ONrrTkFpWf6x3Gsc3TRV6vUEEURf97Xhqgoomc0mJceETV2n+pDWzybXe+3AYBmP4csVav2WWHkOQBAmSce5AxNZv1eEp3VZKoSgpxsi4cc5KwqcqAhYAfPMugbD6JnNHuQ3Do4icGJEAw8i+sai7DCb0dMBJ46Pj9ZUrk62VjsBMswCUGOdiWnfWgKo9MRGHgWBo7F2HQEnSP6sufy91Jgk84eyiXTP18c6xzVDJrnAlEU8ae90vwn94f97NlmVWerp0/0YnAiBLdFwNUNfgAAk7KR0UKWslxU5VEy2VrVnOa+CSUALvWYwTAMNpS5AGh/X92j0zjZMwaGATxWA2IicKg9+3NmrlUak7JJyIG2YV1Ogye7xzA0GYaRZ8EwwL7WITT3LV63sLHpMPaeG5wTF8Uz/eNo7psAxzK4YU0RtsSlhc+ezF7pGJsOK9LFHXUF2FHnAyB95omVv0wEw1E8E9+7GHgWU+GoEjBpEYlJUsaWgUnctbtZV7/Kw4c6MR6MoNhpwqeuqoPLLGB0OqJs8NWQA99VxQ44zQLWl7nAQEreaSWPpsNR7GmRZH9viiednj7Rq5pYiMRiePSwtJ+5tjEAgWNR6bHCYuAwFY5qJscGxoPoHpkGw0gJMtkNdH/bkGobQaJUbXOF9L1XF1hh5FmMByNo10jmLQUoyMmRSCyGsekwesemcW5gAie6R7G/dQivnR2cVQP9qZ6xnDKtoiji3j1tyr//tK8975Nx6+Ckcg1v31SC6gIbTAKHbdXSJPeMhuVhJBrDM/EJ9I2rArh+jTQBPHKoU3PS3tc6hJM9YxA4BiwDHO8a0332SL559ewgBidDsBl5cCyDg+0jujdkTT1j+M5jJ3Dnrib829+OY3/r0JILdo50jqKpZ1zRBz9xrGfee0QyMT4dwQPxDNpb1pcom71Xzgxk1Y/LfTDy5h2QKjMMA4xNR7Iu5O3D6ZWcYqcZBo7FdDiGbpUN/fh0BK3xfpNVRQ6YBE55fS2XNXnD0VjsgIFnsXO19D6fO9WPqdDcV9EOxzPysqSirlAKHjuGpzQz73I2vyFgV3TnetzgRqfCSgD59o1S9fhQ+8iC9vQ9cawbd+5qwjcfOYZXc5Td5srhjhEc7RoFzzL4yg0rsbrIgVAkhv986lSaW9pEMIK/xTdNb1lfAgM/s9yvLpa+My2t/8hUGC3x8bimxDkTqGhksuXvd1WRQ5FrypI1re/r+biMaE2xE5cqG7XsrwdI5zR1DE+BZYC3ri+B2yJgKhzV1c8gJzwuqvLg0hppHfvLvvZFOeee7Z/ANx85hrt3n8Hdu5vP22HwqePSer210gOXxYAr4gHinpZBjE+r38cvn5EMByq8FpR7LSh1W1DtsyIqinipOXs154XT/ZgIRVFoN+LmTaUAgF3He3WpOV5qHkDvmJTwmQxF8fNnm7OqBDqHp/DMCWlMvXNLGQw8i8tXSO8xW5JYTKjuXRKvUjnNAmrj85yWZG3vuSEEIzH47UbctK4Y22ulcfXbl1oySjZfaR7EwEQIDhOPy+IBI8syWBnQl5CQf1/ts8Ji4FHhsaDYaUI4KqoGc0c7RxWpmqxW4FlWSWYc7Vr6Mvu8BDk///nPUVVVBZPJhE2bNuH555/Px8vOKV978Aje9JMXcMvvX8dn/nQQX7r/CP7tb8fxH0804WfPNuOXz5/BXc8251Tee7G5H999/CS+89gJ3Q37e1qGcKZ/AkaexZoSJ6IxEXfvbs6bXeZ0OIpfPNeMSEzE2lIn3rDSr/zuivjEcaB9OGvgtqdlCCNTYTjNArZUunF5fQHcFgFDk+GsOtlQJIY/75UaaK9dHVAyTn8/0q36nLliOhzF8a5R3Y2ssZiIx+LX9cbVfly7OgAA+L/XWjU3nCNT4bhVq/Tv1sFJ/OzZ5iUV7MQSLGvfsNKPLZVuiKLU+K9XljhXPHCgAxOhKEpcZlxeX4C1pU5YDByGJsOqDf2iKCaZDsgYeBYBhwmA+qGgwXAU/fFFuDShksOxDCq8UiXorEqwd7x7FCKAYpcJLosBANBYIi1yWkGO7PqzsVySVKwpcSLgMGEqHMXzp3O3ac7G4EQIncNS1lCWVDjMAgJO6bPROjND7sdpLHaiIV5VONGtvRmVv68Slxkbyt2wGDiMByMLlnV/uXkAf4rPSZGYiF89fxaPHu7SfY/2jwd1V4AisZjyWlevLESR04xPXFGD2gIbpsJR/HBXU1IvyaNHujAZH/fyJk2mIWAHwwBdI9ldlOQxV+G1wGUxYH08yDnbP5G1cVuWzTTGgykAqCu0w2bkMR6M4JSKC184GsOLcXnNjvoCbCiTxvLRDu3eKzkjXVtog83EY1NcWiRn09UIhqPYF98EXlLjxZvXF8PAsTjVO667/yhfvNjcj+/+/YTi0HiwfUQx/pkNQ5Mh7I1L+q5ZWQhAqjiXeyyIxES8qBKsiKKoSAp31BUoP5c35y+c6le9B6IxUekV3LnKj0trfbCbeAxOhJTvQY1wNIZHDkqB+xtX+WE38WgfmsLvXj6X8fXkpHBUFLG+zKUE9zvqCsCzDM70T6j2SJ7uG0f/eAhGnlXGPTATrGtJ1l6Iy/YurfWBYRjcvLkULrOAnrEgHjyYLFuLxkQlIfHG1QFFOQDMzK9astxEBQAgVWwviScJ1CRre89J94YsVVNes0jfay4F5j3Iuffee3H77bfjy1/+Mvbv34/LLrsM1113HVpb9Vv4LRaCCdG3kWfhMgsocppQ7bPCwLE42jWqe8PdNTKFP7wqfQaDkyHcs0d7ogpHY7hv/8wm/593VCPgMGFoMoxfPn/mvDI6kp3rGdx+7wH8+KlTeKm5Py3wEkUR//vKOfSMBuG2CPjwtiowCTdGscuMhoAdoqje2C2KIp48PqP/5TkWAsfixrXFAIBHD3epLmaPH+3GwEQIHosB1zYGcF2jFDjsax1Czzw1irYMTOB3L7fg//vzQfzgySb8+sWzup73etsQukenYTFwuKK+EDesKUKB3YihyTAeOKCuy43GRPziuWaMTIVR7DThu29bg+vXBGDk2TkJdmKiiIlgZN4DpVfPDqJ9aApmgcN1a4rw7i3lsBo4tA1N4QmdTaaiKJ63Jrh1cBK74zKI92wtB8cyEDhWCZDVJGv94yGlH0euNMhoOax1jExBBOAw8bCbhKTfKX05KgurvKjIiwwArC1xAZCqe2rV4u7RaXSOTINjGKwtlRZylmHwhlVSEuKp471zWu2QpWrVPitsRl75eX08y5mt12M6HMXpeFCyutihZA1Pdo9pft9yP87KIqk/ZF28Z0lvhTQcjWHfuSE8c7IXfzvchT/va8NvX2rBXc824wdPSAmn3U19uu6Pwx0j+J+XWgBIG8Sd8c/6vv0d+N9XzmUN5seDEfzfa6340v2H8bWHj2pu7gBg98k+dI9Ow27icUO8+m0UOHz66lqUeywYm47gzieaMDAexMB4UMnQv31jCViWSfq/rEZ+xkUpS4ZY7sdZG6/WuSwGVPmsEAHVQ2rHpsMz1cjimXHMsTNjU60SdKBtGOPBCFxmAWtKnCjzmOG1GnT1XslBjrwhle/xA23DWc0OXm8bRjASQ4HNiNoCG9wWA65ZJW34/7q/Y1E4f0ZjIu7Z04rfvNiCSEzE+lIXPrStEgDw1Ile7JqlJPWZE72IiiLq/TZUxMcDwzBKwvLZpr6M9+Sp3nF0j07DwLOKcx4gfeZGnkXPWFBVtrr3nFSxsJt4bKvxQeBYXNUgfd6PH83eZ7y7qQ+Dk5L88i0bSnDLjhqwjLTePJWhKnOwfabyefPmUuXnTrOAzZVSEKxWzXnlzEwAkBh0yEmkpt4x1eRy98g0TvdJKgZZNmYx8Hj/JRUAJFXDmf6Zz+fVswPoGw/CZuSVSpqMvBac6ZtQnf9jMXFm7Ui45y6u9oKB9H31jSXLncPRGA62jSjvMek14//Hqd5x3ccXLFbmPci588478ZGPfAQf/ehHsXLlSvzoRz9CWVkZ7rrrrvl+6Tnlk1fW4rcf3oIfvXM9fvG+TfjZezbiP96xDv/25kZ86fqVeM/WcgBS1lgtSyUTisRw9+4zCEViKHWbwUAqwWpljZ463ov+8RBcZgE7V/lhEjh8/IoaGHgWx7vGZt3zsLdlEF996CheOTOI8WAEhzpG8N8vtuCzfzqIHz99Ci83D2AyFMGLpwfw6tlBsAzwscuqYTPxaf+XPDk+dypzU9+p3nG0Dk5C4GYOVwSAS2u98NkMGJ2OKKXlRAbGg0pl5B82lcLIcyh1W7CmxAlRlAKguWIqFMWzJ3vxzUeO4d//dhzPnepXAtw9LUNK9kMNURTx6GHpeq5qKITZwMHAs3jfRdIYefpkr+om9/79HWjqGYeRZ/HxK2rgtRnxtg2l+O7b1qYFO1954Ah+/cJZPHGsG8e7RjNKCyaCERzpGMFDBzvxw11NuP3eA7jt3gP49D0H8O9/O4ZfPX8GDx3sxKtnB9AyoD6J5kI4GlPkYXKzs8Ms4OYtZQCAhw52agal3aPT+PrDx/D5vxzCq2cGZhWUiaJkNiCKwJZKt+KQBszID/adG0Iww3uWqzhVXiuMApf0Oy2Htc6hmfNxUpE3lpmyh6IopmXjAMDvMKLAZkQkJqoabcjSiYaAHRbDzH15SbUXdhOPAR1Z0lyQpWqNJc6kn+sxHzjRLTXRFtiM8DtMqPBaYORZTISiimGDGqnVNXlDe6BtWNcYeeBAB+7a3Yw/vNqK+/d34PGjPXj+dD/2tQ7hePcYTveN439fOYefP9ucVXLX3DeOu55tRlQUcXG1BzdvLsPNm8vwnq3lYBhJIviTp0+n3U/RmIinT/Tiy/cfxlMnehETAVEEfvX8mayVrPFgBA/G5/e3rC9J+o4tBh6fuaYOAacJg5Mh/ODJJtyzpw2RmLR5XZPyHcloZYgj0ZgiV1lTOvN/JH7mmTjWKVUjy9xmOM3JQb68Qdyv8n09F0+Oba/zgWMZqZcnnjnPFshOhiJo6pY2jXLgW+WzwmMxIBiJ4UgWswM5y31JjVdJ2l27Wpq3ukemk5rHZ0M0Jp5X78zYdBg/3NWEXfGg9U1ri/CJK2uwvdanSDbv3dOWc9UpGIkqychERQYAXFTpgVng0DcWzNjcL5sLbK30wGyYmR9NAoeL4g3vmXpsRFFUEsFXNxQqEsor6gtg4KS1Ta26HgxHlWrHjWuLIXAsVgTseMcmaV358972pHknHI0pVa43rPKj0G5K+v/kwGpPyyBGU6TH4WhMqQCmVkF9NiPKPRaIovo9II+ZxhKnUpEHpLF5UZVHUTWEozHEEqo4O1f509abArs0/0dF9fm/dXASE6EozAKn9H4CgNtiwMr4WpKa0DvaOYqpcBRui4CaAlvS7wIOE9wWAZGYqLmfXezMa5ATCoWwb98+7Ny5M+nnO3fuxEsvvZT2+GAwiNHR0aQ/i4VChwlFTrPSX5HKpbVeXFTlQUwEfvXc2awL5L1729AxPAW7icftV9cp2vnfvdyimhkYmw4rN8JbN5QoN0KJy4wPXixlBx453KW7QROQZFF3PduMu587g7HpCIpdJtx6ZS1uWleMYpcJkZh0eNuvXzyLz/7pIH7/6jkA0iJblyDhSWR9mQsus4Cx6Qj2ZdCsyi4u0uZrZgHkWRZvWidVc/5+tDttc/CX19sRisZQ77dhS+VM1kGu5rzUPKDb935gPIjWwUk09YzhUPuwcur634904zcvnsX/95eD+P2rrWgdnATPMrioyoPP7axXsqd/eLU1qzzwaOcoWgcnYeBZXB2fSAFJBy9PcL975VxahvD11iHlELB/vLQSRc6ZTbLNxKcFOz1jQbx8RpLL/ODJJtz+pwP4/F8O4cdPn8KvXziLrzx4BLfdewA/euoUHjrYiaOdo5iMS+WkRsZJvHp2EA8d7MSvnj+Lf//bcXzqnv343cstut2MMvHsyT4MTEjB+NUrZ97/tmovVhU5EImJ+O3LLapZ+6OdI/j2o8fRMTyF4akwfvXCWdz5ZFPOtq6vnR3Eqd5xGHhWWQhlagqsKLAbEYzE8HqGhepkinV0IkolR2VD3j4sBT+JpgMy8gLUNjSVtvHpHQtiYCIEjmWSJHIMwygbVTXJmpwZlzeEMgaeVTKDTxzrnpMKXqJ19JrizEFO6+CkasB8VAmQpMWXZ1mlnyebW+LwZAjdo9NgEl5ndbFDMmYYC6JzOPv4GJsOK72AjcUObK/1YecqP96yvhjv2VqOf9pehbdtKAHPMtjfNoxvPHw0Y7DWOTyF/3zqFELRGBpLHPjQtkpF6nFVQyE+eUUtDDyLo52jcWlRSHnf33jkKP74WismQlEUu0y4/eo6bChzSQYCzzSn9dXIPHKoU5Geydr+ROwmAZ+9ph5eqwG9Y0ElIPiHTaVJ1fZEVmu4KJ3qHcd0WDIPqPTObJzkvpzjXaMZv+MjinV0enC1qkjqFxucCOFcynvtGZ3G8e4xMAAuS3iPclCVrZfnaOcooqKIgNMEf1xOyjKMkq3fq+KyNjQZUlzgEjezFgOvOBQ+dLAzYyIkG3Jm/TcvnsXt9x7AF/56SNORLhNtg5P41qPHcaJ7DEaexSeuqMGb15co4+3a1QHsqPNBBPDL58/k1J/6yplBTISi8NkMSmAoYxQ4pQLxTIoBwUQwoiT6ZHlaIpfF5Wv7zg2lrSPHu8bQNjQlzUsrZtYGu0nApbXS6/1dJWH51IlejE1HUGAzKo8FpCrq1koPoqIk3Zf3AbuO96BvLAinWVDW7kSqfTZU+ayIxMS0gOxQ+wgmQ1IAsCLDXmdjFslaJBZTepIuy3CvvntLOewmHp3D0/jb4S7sOTeIntEgrAZOCbxS0bJ1luWhklFN8rZ+W4JkLXH+l5NeG8uTpWpAijnJEpeszWuQ09/fj2g0Cr8/OUvg9/vR3Z0+kO+44w44nU7lT1lZWdpjFisMw+D9F1eg0G7E4GQI//NiS8YNxd6WQSV78tHtVXBZDHjL+hIUu0wYnY7gD69mduB66GAnpsJRlHssis5S5qJqL66MV1D+64WzaWXJVOSGuq8+eAT7WiWHtBvXFuH/3bAK68tcuGldMb55UyO+cdNqvGltEYqcUsATiYlYXeTAtfHAIhM8y2JHfFOV6s7SOzatZD6uSckcAcDFVV74HUaMByNJ5femnjHsaRkCwwDv2lKetGjXFdpQUyBNVHKmS41ILIa7nm3GF+47jG8+cgzfe/wkfvz0afzqeenU9b+83o4XmwcQisRQ5DTh5s2l+P4/rMU/XVaNhoADb1pbhBKXGWPx70kN2fFtR50vTa508+YyWAwcWgcnk8rkPaPT+M2LLQCkrJPsdJKKHOx87+1r8amravHm9cXYWO5SnKYGJ0M41D6Cl88MKM3tBXYjLq724D1by/GVG1bip+/egG/etBqfvKIGb99Ygu21PtQV2mA38RBFKQv9lQeO4MXT/TnLxSZDM83ON60vTirzy/eIgWfR1DOeZjUqiiJ2He/Bj546hclQFNU+K960tggCx+B49xi+/tBRPHigQ1dWdDocxZ/jJ55f3xiAx2pI+j3DMMqm5pUUvXJiP47sxJaI7LDWMzqdUVopVyNKXZa03/lsBtiMPKIxEe0pQZK8mNQUpFeP5Ez64fZ0K+mhyRDO9E+AAZK04zJXrigEzzJoGZjMeoZN5/AU/rKvXdUUQUY6X0Xa/JZ7k9+jx2qAzyY5YmXqkxETDpZM3ASvSJCsqSEHQGUeC6xxiZxJ4JTFWOugyV3HexGKxFDhteC2q+vwoW2VuHlzGW5cW4yrGgpxUbUX168pwpeuWwm/Q5KWfv+Jk3jwwIxkaXAihB/ualLG58d31KRtKtaXufD5nSvgMPFoG5rCtx89jh8/dQo/3HUKncPTsBl5vHdrOb5242o0ljjxsR3VqPdLfTU/2tWU5hbVPTKtVLdv3lyaMckGSJ/9Z99Qr1RPNle4Ue1LH78yVQVWmATJRSmT9PJQ+4yxROImqMhpQqFdqiymVkgSq5GrE2QzMgaeRWP856mSNXk+WF3igDc+nwH6ennkdWVdaXJgJQc5B9uHM96rr54ZhChK60iB3Zj0uyvqC1BgM2JkKowndMjBRFFEc984/vhaKz73l4O4c1cTXmwewFQ4itHpCH6065TuRBwgbULv+PsJ9I+HUGA34kvXr1QqYTIMw+A9F5UrBhQ/efq0rqMKYgmy8asb/GlyRmDGoe5gSo/tq2cHEY6KKHGZUe2zpj2v0mtBmduMSGymcV9GDmAuq/UlyVwBad1jIPXrpVZ0J0MR5bk3rStOuucYhsEHL6lAicuM0ekI7oof1/DIIWkdevvGEphS5lOZq+KB1u6mviR5qXxu39YqT8bPRv4ejneNpsn6j3SMYnQ6AruJT6qAythMPN4bV3U8drgbf43blb8hrs7JhJYbYiapmsyGMheMPIu+8aDSKxmOxpR7ZnOKVE15zWVyXk5ejAdSM0miKGbMLv3rv/4rRkZGlD9tbbNvqFsITAKHf95RDZ5lcKB9OE0j2jcWxG9flqoh1zUGlEVe4Fh8+NIqcAyDveeG0rz9u0amlMDo5s2laVG39PMyVPusmAxFcdfu5rSNYCwmYmA8iJPdY/jpM6fxXy+cxUQoijK3GV++YSXesr4EApc8HEpcZrx5fQm+edNqfONNq/GhbZX4+BU1GV8/kR11PnAMg1O940mSnqeO90KElEUtziDl4VgGb14nld8fP9qDiWAk6XyTHXUFKPckb6oYhsF1jVKWZndTn6qBQ0wU8duXzmFfqxQsOc0C/A4jKr0WNATs2FDmwiXVXrxhpR9feOMKfPOm1di5KpBcbeJYfPjSSrCM5JyyN0ND66neMTT1jINjGexclR4MOs0C3r5R0gY/cKADgxMhBCOSQ8xUOIq6QpsiQciG1chjXakLb1pbjE9cUYs73rYGP37Xenz+jSvw7i1luGldMT51VS1+ePM63PHWNfjodsnmu9JrhUngUBxv3L6usQgf2laJL1zbgB/eLD2/2GXCeDCC37zUgu8/fhLtGgdfJvL40R6MByMIOE2KS1EiBXYj3rJeqtj9ZV+7suiHozH89uVzuGePZI+7rcaLf3njCrx5fQm+cdNqNBZLFaCHD3Xhaw8d1Txr42+HuzA8FUaBzYg3rs4clMtBzrHuUSXbDkj9OIOTIXAMg9qC9E2i0yzAEQ8IOzI0jWeyj5ZhGAaVsvlAimRtZnOYvjCu8NshcAwGJ0NpFYsD8c1idYE1SRoh4zALSjYv0+GgwXAUf329Hd94+Bj+frQb//nUqayyxUTTgExzQTYr6d6xIPrHpWpVQ0KVrCHuIHSyZ0y1t1Dpx0mprmnJpwBpkyQnFW5YU6Ra3QCAcq8F/++GVdhW44UoAg8f6sJ/PHESrYOTuHNXE4YmwyhymvDpq+rSglGZSp8VX7p+JYqcUs/koY4RcAyDa1YW4ltvacSVDYVKsCJwLG69shZlbmmT9sNdp5Kc+/4Ut2FfW+rMODYS8TtM+Jc3rsD1jQFlI6UGz7Jo8EufeyYHMlkVkJrlT7KDTglU2oenMDIVhoFnFReqVDYokrWZdS4SjSlN7pfXJfckJPbyZPqOo7GZwHl9yrVWea3w2STJWmoVVBRFvHRGes2LUyRJgDTfvzV+/tvfj3SnSZpkekancd/+dvzr/Ydxx2Mn8PSJXoxOR2Az8ri8vgC3XV0Hv92IgYkQ/vOpU7qcDp9r6sPdzzUjFIlhdZEDX7l+ZUb5KyB9j7dcXoMSlxkjU2H8+OnTmq9xrHMU3SPTMAlsxsogIPXYrvDb44kvaf8hijNVj8vqfBnvI4ZhlGrO8wkGBK0DkzjWNQqWgdIrmEih3aQED08cS06CP3GsB5OhKIqdJkUOl4hR4PDJK2tgMXBo7pvAv/3tOIKRGKp91ozfrczmSjfsJh5Dk2FlHh0PRpQAP1WqlvjZBOLJ39RxJUvVLqn2piVAlNet8GBTuRtRUcTgRAhmQb2KA0g9iAwjJTxSjUJSexxTMQqcEsjIh7Uf65Kkai6zgBqV+1R2dWsbmtK0BF/MzGuQ4/P5wHFcWtWmt7c3rboDAEajEQ6HI+nPUqPCa8U74paIf9nXrpSPI9EYfvGctJGtKbDizfGNnkyl14ob4uXx3796Linj85d97YiJUpZK3gykInDSRGcz8vGejdP47Ust+METJ/Gv9x3Gx//wOr5w32F8/4mTONg+Ao5l8Jb1xfjyDSvTAodUGIZBiVuSSahlGhJxWQyKbEau5kyGIsrNn2mCk9lc6UaJy4ypcBRPHOvBcwnnm7wl5TOTWVvqRLFTcpHKZHggndfSjpfPDIBlgE9eUYsfvGMdvvWWNfjKDavwuZ0r8Mkra/GR7VV455Yy1PntqpugCq9Vsbz+/autaQvfY/FenG3V3rTqgcxldT7UFFgRjJ+d8/tXWtExPAWHiY8HybO7LS0GHvV+O65e6cdN64qxrtSVVknSot5vx1dvXIV/2FgKAy85DH3zkWP48942zX6d4cmQkh1824YS1YzzNQ1+VHotmApH8YdXWzEyFcYPnmjCC6f7wTBSIP+P2yqVoLvQbsJtV9fhlh3VcJoF9I4F8cNdp/CjXU34w6vn8MD+DjxxrBsvnu7H/tYh7G8dUmSR79xSlha8yxTYjagrtEEUpYyujCxVq/RZVDexynk5KecIjE2HMTodAQOg2GnK8MwZyVpikBNN6LdJ7MeRMfCsUu1IXVRfj28WZSeqTMj33MG24aR+qANtw/jqQ0fx2JFuREURAiedyZPNCEV+fVlulkp9oXpfjryZriu0Jc0l5R4LzIJ0HkSrSlCt9OOkBDnr4mdXtAxMJgWriTx9ohdTYUkilqnalYpJ4PDhS6vwT9urYBJm7oPukWm4LQI+c019xp7ERHw2I754bQM2V7ixqcKNr9+0Cu/aUq5UoRKxGHjcdnUdfDYD+saC+NGuJkyGIjjaOYJD7VKAdPMmfcqGgMOEt20s1XXvq2Vre0an0TMWBMcyGcej/Bke7hhJyoAfjQfAUlCe+b5bW+IExzDoHJ5WxuKB9mGMTUfgNAsZs9+JQVVqJbO5bxyToShsRj6tt4BhGKUqnipZaxucQufwNHiWUc1mb650o9JrQTASw8OHZnpeg5EoXm4ewPceP4EvP3AEjx7uVpy4Lq724NNX1eI/3rEW77+4AmtKnLjtmjrY45W9u3Y3Z3XpfOxIF373yjmIopQwvO3quoxjJhGzgcNtV9fBaRbQMTyFu3c3ZzW+kOfp7bW+pJ6aVOQe2+dP9SMSi+HswATah6bAs0zW4OGiKg8EjkHH8JQyz8mVmC2VHvhsxozPk6X7r5wdVPZAY9NhZT5/8/p0Ew2ZQrsJH91eBQCKTO5dW8uyJmUFjlWC6qfjR1/sbRlENCaizG1GqVt9b5RJsjYyFVaSA2rBo8x7LpLMeABJcpfYZ5eKxaBuFNLUI/U4+myGtL4jGVn9s/fcEEKRmHIvbKxIl6rJOMyCsjfUe+jqYmRegxyDwYBNmzbhySefTPr5k08+iW3bts3nSy8oVzUUKjrrXzx3BlOhKO7b34GWgUlYDBw+dlnmjez1awKo8FowGYrit3FLxONdozjYPgKWkfTV2fBYDfiny6qUku/zp/txvHsMfeNBREURHMug0G7EhjIXvnrjKty4tnjWG2ot5MnxlTOSacHz8eb9Ypcp46IpwzKMEgDuOt6jnNb95nXFqos2yzB4Y1xCt+t4b1oV67Ej3cok+aFtlbo2Odm4cU0RSt1mjAcj+MNrM7K11sFJHOoYAcMgq6SPZRh84OJKcAyDA23DSvD1zztqMmbi8w3Psri2MYB/f3MjNpa7EBOBx4/14P89eAS7jveo9iM9fKgLoXj2bEOWz5hlGXxwm/T+97cN46sPHsHpvnGYBQ63XVWHnasCaUEmwzDYXOnBv7+5EVc3FIJhJO3/Myf78MjhLvxpbzt+81ILfvZsM372rGRx3ljsSJOvpCJn6l5OMDdQ20wnouawJkvQfHajaoCUeCioTMvABKbCUVgMHCpUkg6yy1pikDMRnGm4Tu3HSaTIacbaEidESH1x/eNB/OTpU/jpM6clx0KrAbdeWYvPXFMPBlI2MpNRweBECB3DU2CQORgDgLq4xO9s/0SaM88RRaqW/FyOZZTnZZKsDYwH0TceBMskn1sESJU1+YyHTJn+6XBUuf9vaCzSrEQnclG1F1+9cZVSfbMaOHzmmnrVBEYqViOPWy6vwccvr0nqscuEy2LAZ66pVzbDP3umWbGMvrKhQLHnnkvk7+F073hS34mcya4vtGXcBNcUSPLWyVAUpxIqdnKFNVNGWcZq5FEfkL5r2fZctiPeXuvLuCatKnbAwLEYmAilJRbk73xNiTPjBliWrB1qH0l6j3IVZ32ZSzWIYBlGWXefa5Luif995Rw+9+dD+PWLZ9HUMw4GkjrhY5dV486b1+Gj26uxttSV9D4K7SbcdlUdjDyLY12jyvqeiCiK+Mu+dkW+dF1jAO+/uEJ1U5+Kx2rAp66K94N1jeJL9x3BffvT5aedw1M42jkKBlDODFNjQ5kLTrOAkSmp0vF8/HvaXOlOk5slYjXySnD53Kl+9I8HlT4etco6II2r2gKbYtABSOt3MBJDuceiBBZqrC11KfuHHXW+rHJNmctXFIBjGDT1SMoTuUE/WxAHzEjWDneMKPPcy80DiImS62QmtUoiTrOAW6+sxbWrA8oRE9lQ65E5mqUHTqbeb4fXasBUOIq95waVe2aLSnCf9poU5Kjz2c9+Fv/1X/+F//7v/8bx48fxmc98Bq2trbjlllvm+6UXDIaRNnEeq5SVu3NXkyIT+cdtlUl640R4VpKt8SyDwx0jeO5UP/4Udwe5vL5Ac5EEpIH+ke1V2F7rw03rivHhSyvx+TeuwPfevhZ3vWcjvv3WNfjklbWqpe+5YoXfjmKnCcFIDC+c7leke9es9GeVigDSxFrukbJn40HJECGxSTETF1V64LZIk/FLCT0Wz53qw31xp6+bN5diWwYJVa7wHIsPb5PkhfvODSkuLI/Fe3G2VHiU5lc1StxmJWsFAG/bUJp1U70QeKwGfOKKWnz6qloU2KQehXv2tOFzfz6Enz5zGvtbh5SMZPfoNJ6PyxiyNTvLlLktimnERCgKv8OIL1+/Ms2tKxWzgcO7t5bjqzeuws2bS3HjmiJcuaIAF1V50FjsQLXPCr/DiBKXGe/eWq55HZsr3eBZKePYNjQl9ePIpgMq5hqAusOaLFUrzXJ/yU3c3SPTiqxEXrhWFjlUNzWy+cDp3nFFlnmofQRRUdLHa405eby9cLofX33wqFTRZRhc1xjAv920GuvLXKj325UA/Xcvt6T1EMg9GFU+q2rSodBuhNMsOfMkVqvC0RhOxD/bxgwLsixfy2Q+IP9MllumokjWMjQC727qUw4e3FyZLnXRotBuwhevbcBHtlfhS9ev1Ny8nA9+hwmfuboeJoHFyZ4xdAxLVWzZYn+uKbQb4bUaEImJaEro15Kz0ZmqKoCUqFDsu+OfeTASVXq+Mn2/iWyMVx0PtA2jbyyIY13Splst+23kOawuydx7JVtHryvL/JoVHgsK7EaEojHF9joaE/Hq2bh7Vk32zWxDwIG1JU5ERRF37W7G7qY+TIWlhv23rC/Gd9++FrdfU4+tVZ6kHsRUKn1W3HK5ZHn88pkB3J9wlEAsJuJ3L59Tqh3/sLEUb9+oPY+mvYbXio9fLsm2BidDePRwN77y4BF8+9HjeOZkL8aDEWUtXl/uSutDSoXnWKV5/oljPXgtvtbtSJEUZkI2JdjTMoiHD3YiJkqbZi3lyBvj89SzTX1SP1q8wvLWDSW6Po83rS3Gv715Nd57UYXmYwHJgUxOEP15bzua+ybAMMgoi0ukwmOBx2pAKBLD0U6pV/KFuORyewZDhkzU+e2SW6wOhUxi1TWxV/ZoBkfOVNiEHtQ/72vXlKopr5kQWC2F8/kykb0GOge8853vxMDAAL75zW+iq6sLjY2NePTRR1FRoW8ALlVsRh4fu6wa33v8hLLQX9VQqOiR1ShxmfHWDSX48752/P5VqWRtFjjctE7/IndxtVczCzHfSF77hfjja5JVazgqwmbkcXGV9nUxDIO3bijBfz51CoDkRqImfZLhORY7VwVw7942PH60G5fV+rC/bRj/+8pMD1SmHpnZUu614Po1ATx8qAt/eLUVLougnCp8XZYqTiI3ri1C9+g03BaDMrEvRtaWutAQcOCF0/14qbkfLQOTONA2jANtw7AZeWyt8qBndBoxUZKipGba1bgh/v4FjsW7tpRpSjISKXNblGrK+WAx8Fhf5sLec0N4uXkA5oZCDE6o9+Mkvj4gVW5ioqhUB+SG2WxJBIdZgNdqwMBECOcGJ9AQcGS0jk6lwG5EwGFC9+g0jneNYVOFO+EAUJfme13ht6PcY4k7eIlY4bfjvReVp23a37yuWHEI/O8XW3D7NXXK+zuiSNXUN7EMw6Deb8OeliE09Y4pwfvp+JkLTrOQdEiqjNwfcqpXkl8k3vNykNOgkgjYUObGX1/vwImeMUyGIor0IxSJKQmm6xuLNOcRNXiOVdXnzzXlXgtuvbIWP9p1CpGYiJvWFWfNmp8PDMNgdbEDz53qx9HOEawpcWIqFFUCnrUpPS6JrC9z4YXT/TjQNox3by1DU884IjERHqsBfkf2zfP6chf+8FormvsmFBnYqmJH1k33hjIX9rcOY3/bMN68XuqV6R6ZRs+oJKtbXZR5TDIMgy0Vbjx6pBt7zw1ia5UHRztHMBZvDs9WdZJ5+6ZSnOgZgyiK2FjuxvZaH1YE7DlVBQEpUfGBiyvxPy+34NHD3XBbDNhe68OvXziLveekftH3X1yhK4jI9ho/eMc6HGgbxkvNAzjaOYIz/RM40z+Be/e0Qd6qptpGq7GjvgB/O9KFM/F9TMBhUtwQs1FXaEPAaUL3yLRywKueisW6Mhf8diN6xoL4wZMnEY6KqCu0KYYVetCTEE7k6oZC7D03pMzDKwMOTVUFwzDYWO7CruO9eL11GHaTgO4R6eygLSrGQedDtc8KIy8ZhbQPTqHca8HgRAjdI9KhzCuLsq+7l9R48cjhLozFj5rIJlWTqfPbIHAMhqfC6NIwpFms5MV44BOf+ARaWloQDAaxb98+7NixIx8vu+DUFtqUxsVyj0Xp1dHiDSv9Sq8AIDXK5tpbsRi4pNoLI88iHJXeyBUrChRffC0aix1424YSvGtLmeLzrsVldT5YDBx6x4L40742/Or5MxBFycnlbRu0m/lz5YY1RSiLy9bufLIJYnyTX6aRqZIx8hw+eUVt/GyN2W2+8oWBlw5s+8oNq/CNm1bjjav9cJoFjAelhm5Z/vA2HaYJMnIf2Ue2V+UU4Mw1cib31bMDivY4Wz8OIGXcBY5BMBJLcjPMZjqQSGVCX850OIozfdIGIluQAyDJSjoYiSpSBa3kCSAtyu+7qByNxQ585NIqfG5nfcaqBM+x+KfLqmDgJGmNLBuJxGI43hWvxKj048hk6ss5kiBlyjTeSz1mWAwcpsMxnEuQ8iW63alVOwNOEwIOE6IxUTFGAKSq1chUGB6rARdXz/3GY75oCDjw2TfU4+bNpbhSo4p9vqT25RzrGkU0JsIfD6pVnyfbQU+G0Do4OWMNrvL9JuKOHyoKzDRDa23s15a6wDJSYkG+5+QqToPfnrW3RK7gHe4YwXQ4qkiSLqry6JJsl7jM+M5b1+DOd6zHP11WLVVcZzlnb6/z4c3xpOUfX2vFd/5+AnvPDYFjGfzzjurzCnBk5AOPb7u6Dt//h3W4eXMpSuOOZ9GYiHKPRVegAkgV/XVxqSygbjiQCsMwSRbK5R6L5kYckKoOO+PB0NCkJI3WW8WZLbWFNpQlzNl6ExqyZO1g+7DSD7y5wp11LM4WnmMVdYF8fpWsAKjyWrP29ADSmpV4sLVaH1oiAseiLj6XL1XJWl6CnAuZ6xqL8JXrV+KL1zaoNmKmwrIM/vHSSlgNHIqdpqSzRpYSZgOnTBY8y+S0WDMMg+vXFGW0mlbDJHDKuTS7jvciEhOxodyF911cMS8TJM+x+Me4K54cyF2fwY9/uVHiMuMdm8rwvbevxe1X12FLpRtGnsU1q/xZGzUXK6uLHbCbeIxOz9hfZ5OqAVIPiVytkSVrMVGcCXI0JE2Jh4Ke6B5DVBSlQ9805COJQc6RjlGEojH4bIakBTob1QU23H5NfdLBh5kocpqTDFQ6hqZwpk/qG7IZk89NyYRczWvum1AaoOXgQy1zzjIz5wMlStZ6x4KS2x3LqDp2Aekua5FoTJH/XLs6AF7n/LtYqPfbsXNVYNbVJ700BBxgAHQOT2NoMqQpVZMx8KzyXe5vG856Pk4mEvv2HCZeVW4mYzPyyriSJWuKdbRGn2WZ2wy/w4hwVMTLZwYUiV0u1TmHWZizzeuNa4uk821E4NzAJIw8i09fVat6dMD54DQL2LkqgK+/aTW+euMqvH1jCf55R3VOa6LcY8uxjOLUqIdtNV5l/L5xtbZUXeaSaq9SvVxd5NCtDpgtDMMo/UkGns3a35hIbUJvmhw4axkOnA+pCQk52NFTjQSgyPWdZiHrXJr0mkv8vJylNesvUSp9Vt0VDJlCuwnfedtafOWGVbqDo8XIG1cHUGg34rrGQNrp1/PBVQ2FMMQ/r4aAHR+7rHpeNwnlHoviitcQsOueOJYDHMugscSJf95Rg5+9ZyPeuXnpnGuVCM+y2BrP9A7E7Tn19EcpkrV4I/TAeAjBSAw8y6BQQ66jmA/0T+qSqsnU+W0w8ixGpsJ4JC7z2VDmnpcg/ooVBVhT4kQkJuJXL5xRNoari7Wz2EUuE2xGHqFIDK1x1zMtwwIg83k58t8luYb6JlPemBzuGEEkGsMrZwYxOBGC0yzM68ZjqWMz8kpl8WjnqGJskWodnQk5UHnxdL8im1GTFKaSeOaLmuGA2uvtbx3G+HREsc7VMhiRJGvSPf6Xfe2IxEQUu0ya/SHzBcMweO9FFbik2osCuxGffUO97uDwfCj3WHBdY5Fm/14qq4sdeMemUvzT9qqcVCV2k4APXVKJG9cU5SThMvAs3rmlDOUeC965JT/rysXVHrxhpR8fvLhCl4ssICWkE4N1f9yxc76Q585TPZJRiFxZz3Q+Tia21Xhx7epA/CgMfWuG/H+f7BlLM5JZCiycRoTQZD5KnvmmwG7Et9+6Jm+vZzcJ+NC2SjT1jOHtG0vzEiDeuLYIFV5LxoPRiKXBJTVepSGXY5g0K9pMyLJE2fJYruIUOU2aG7YKrwUMpMNbZRczPUGOwLFYGXDgQPsw2uL9P3qzjrnCMAw+tK0SX3/4KNqHppR+ozUa5hCAVJWpK7Rhf9swmnrGFbvlyiyGBcDMBvlU3zgi0Rh4jtXsx5Gp8lnhiFfkjnePKYfy7lzlzznJdKGxusiBs/0TePxoN0anIzAJrK7N2toSSUImy4qqfVbd0tOAU+rtaB+aUg6Q1mJ9mQv/t6cNp3vH8dKZfogiUOo2q5r5JLKl0oNHDnchGN+oXVKdvZo533Asg4/ELY8XOwzDZHVFy4aWsYPq86q9eeuDAyRlxmwCqo3lbjwXP8j20lp9Ur7ZUuQ0wW0RMDQZxlMnJCMJs8ApSTMtBI7VdOlNpdRtht3EY2w6gtdbhxa83ztXaOYnlh1bqzx438UVeQsSWYaZ1Zk0xOKhwmNRzrWp8Fp0ZfJkiZhsIy0fmqrVjwNI0soil/R6I1NhXY2jMokyIruJz2qQcL44zQI+eEklAEAEwEC/NEK2hG7qHVO1jk6l2CUtqKGIdCZHktudRpAj34cA8MdXW9E7FoTVwCkntxPqyNlaubl4VZFDl7zPZuIVzT6gX6om89k31OO7b1+jem5KKl6bERVeC0QAD8aPF0g9AFSNYpcJRfF7nAFwkQ4THILQoiFgh9siwMizOUn5ZgPDMEqP8mNHJCnuioB93o4CAaR5VU7AvRAP5pYSFOQQBHHBwzCMcuK0fK6GFnL/0dBkGOPTEXQOSxtEvfbsVQl9LXoaR2USXYbWl7p0n6MxW9aXuZRAIZt1dCqyjv5Uz7giydOyFk7syznZPYaukWmMTIXBs/qqa3JVq29cakx/wyq/bunJhYzs3CSTzVUtlcRzx/QGwDICx+oe9zKyPEiuyKzV6OWRYRhGkaU2FNl1n3VEENngORZfvn4lvnHT6rycc7c6HnBMxc98Wq3TmOl8kIOc508vvSCH5GoEQRCQzqJaXeyE16ZvoTIbOBTYjegbC6JtaBLtw/FKjs4gp9JnVaxV9UjVZORs9rmBSWyZxbkvs+Gdm8vgdxhVbXozUea2wCSwymKsV1axImDH3nNDONE9Bmt8A1xbaNMlPV1Z5ICRZxGMxGAWOCVwJbLDcywaAnblHBk9kkSZjeUu3Le/XZchxVywocytHBLtNAs5veYbVwfAczPBDkHMBfk8xDvVbVZvP875IL/G4fZhjEyG4bQsHdUKBTkEQRCQMr1a7maplLnN6BsLomVgAj0jUvVAr8Nc4oY/14XqE5fXoGtkOi8LHCA1Aud6zhTHSmcNya5bq4odukxA5N6b5r5xpbqgt5ld4FisLXViT8sQrmoozLlKcCGzutiJg+0jqPRacjKJ8dqM+Mr1q2AU2Hl3ggMk2Vmh3YjesSDWljhzsnI28Cyua1z+DpjE8sVhFlDmNqNtaAo+mwGFOa5Zs8FtMWBrpQcXVXsUt8ylAq0ABEEQs6TMY8HrrcPY0zKEqCjCLHBw68xylbrMyjkkuZpWeG1GXc3WC029355gLawvIAs4THCaBYxMhZXKgh63O5n3bC3H2lIXtuiUHRISl9X5MB6MJLlF6UVPH9pcwTAMrm0M4OGDnfN+hhBBLEbWlDrRNjSFtSWuvJlnfGxHNa5ZtXgPLVeDghyCIIhZIttItw7OSNX0Ljo8x+Jrb1ql/H05IpsPANr9ODJMvC/ntZZBAFL2vSoHSZLdJOTVlWm5IHAsboofUrnY2VFXMCeHZhLEUuSGNUXwWY15kysvZSjIIQiCmCWph3DmmtFeymdg6aHaZ8PWSg8cZj6nRu+GwEyQU1doW7ZBIEEQRK4YeU637fqFDgU5BEEQs8RjNcBi4DAZkprrS3WaDlwocCyDj+2ozvl5ifI0vf04BEEQBJEIpccIgiBmCcMwimQNyG9vwnKm0G6E324EA/0yN4IgCIJIhCo5BEEQ50GZx6wcWKnXPprIDsMw+PTVdRiaDKHMo8+tjiAIgiASoSCHIAjiPJArOW6LAKuRptS5wu8wwR93nyMIgiCIXKEVmSAI4jxYV+pClc+KjeWuhb4UgiAIgiDiUJBDEARxHthMPL58/cqFvgyCIAiCIBIg4wGCIAiCIAiCIJYVFOQQBEEQBEEQBLGsoCCHIAiCIAiCIIhlBQU55wnDAMUuM1aXOBb6UgiCIAiCIAiCABkPnBcui4D6gB0Ok4BYTMRJbgyRqLjQl0UQBEEQBEEQFzQU5MwCo8CirtCOgHPmDAeWZeCzGdE9Mr2AV0YQBEEQBEEQBAU5OcAyDCp9VlT5rOBYJu33BXYKcgiCIAiCIAhioaEgJwdqCqxgmPTgRsZrNYBlgVgsjxdFEMSihmEAkVSsBEEQBJFXyHggB7IFOADAcyxcFkOeroYgiKWA0yyApZmWIAiCIPIKLb1zTKHduNCXQBDEIsJm4mExUNGcIAiCIPIJBTlzjM9GQQ5BEDPYjDxsRgpyCIIgCCKfUJAzx5gEDg6zsNCXQRDEHGMUZjdd2ow8rBTkEARBEEReoSBnHiggyRpBLDsCDpP2gzJgpUoOQRAEQeQdCnLmAerLIYjlR4HdCJ7Lbj6SilFgIXAsBTkEQRDEosZnN4LLcY1b7FCQMw9YjTwsBm6hL4MgiDnEauRhN+UWrMgyNbOBW3aLB0EQBLF8KLAb4Vxm7RYU5MwTJFkjiOWDSeAgcCzsptwWgMQKjpUc1uYUp2V5LcYEQSw/GAZLpifTazXARUEOoYfFHOQYeBYWA6dkpl0WAW6rAV6bgSpQBJEBW7yCk6vsLPHxJFmbOziWmXWPFEEQRL4otJuwqtiR19ecjWrAbuJhEji4l9lZj7TqzhNOswADzyIUiS30pSTBsQy21XjBc5nj26lQFK+cGUA0Rke0E4SMHKDMVq6W+H8Q54/dxMORY1VtucGxDM3TBLHIqfRZYDcJKHKZ0DU8ndNzBZ5FeBZ7yCqvFWf6xxHL4ane+PEnjvjh1bk8dzFDlZx5gmGYRXlmjt9hUg1wAKl3oKbAlscrIojFjxzcWA082BxmzSS5mpGqpHOFwyzAbuLBXKBtTjzHYEXAvtCXQRBEFrw2gyJxrimwgWP1T1gui4AV/tnd436HCR5rbvvPgvh+lWOZZZVAoiBnHlmMkrVSj1nzMWUeM1ykdycIBTlYYVkGFp29NWYDl7SoLRVd9lLAbuLBsswF+5mWui0ocppmfXYTQRDzT5XPqvzdJHCoTPh3NjiOwapiB7w2Q86JHIuBg9nA5STnFXgWDvPMXLqc9n80Q84jXqtBUxtZ4jbDwOf+NQScppwHosMs6IrQGYbByiJHThlrglAjl+zVYoRjmaReNb2StdQNuEngcragJjIjz2O5ygeXAywLlLrNYBgGJS7tpBWhnwAFjsQc4bIIcKX0t1R4LDAJ2hX9ukIbLAYeAsfm7HbmsUmv6bMZdK+9XqsBTEI05TQvn74cupvnEZZl4LVmHiwcx2BNqRMrixzYUO7KqVHMbRWwqsiB6hxlZSVu/Qui1cij2keyNeL8KXQYlcb9pYjVyCctAHajvkUnUw8O9eWcPxw3E3QuJ1mFXvwOk7JRKnGbKRk1h5S4zGgI5LdJnFieZKrasCyDOn/2fZXPbkSp26L825tj24MnvufkOVZ3y0Sq6shlEZaNFJimx3kmk2TNYuSwtdIDf7ycaDcJWF/q0rVYWY081pa6wLIMPFaD7moOz+XuRlThtVyQmVJibvFYDSjzWLQfuEhJDUz03hMZgxy6n84be0LQeSHOT+UJ95KR51BoJ5e5VGYjtzEKLFwWAQV2I4pc9JkSs8dm4lUDDL9DXYUj8CxWFiX34Xht+qsqDAN4EqpHfqd2kMMwM4GRch0cu2ykwBTkzDM+mzEpIvY7TNha6UkbQG6rAY0lzqzRs1FgsaHcBSHBOKBKp8azyGnOWTbEMJIuVCv4MvBsTlUi4sLCbTGgyGGCMAtZ5mIgNVjRG6hkMhqgs3KS4VhGl3wjEUeCfMNuWj4ZRz14EhqZZUpznHuX6n2YC/UBe842uoV2kxI8r/Dbcx6XBCGjtS+rVzENWVlkh5FPHncOk6C7pcFpFpKMpXxWo6ZE2mURkvaUiT9fDiz/2W6BETgWLosBLAvU++1YU+pUdTcrtJvQUJS5VM5zDNaXudImXq/NqGswzjYIsZsEVHgz37AMA5R7LdhW40W9377key+Iucds4GASOLAsg5Ilmh1NrRYIHKu5AWKYzAENydWSsZv4tCyiFokSNS4HI4jlQEWGiqjLYtBd0TIKLNaXuub4qrLDMMhrL5pRYOEwCSjM0fjH75h5PM+xeT/bhMgPs+mBzgWLgdMce464pXQiRS6TalVW7xyZ+jiWZTQNsLwqLmzL5bwcCnLyQKnbjI3lbpR7tSU7JS4zagqTNZssC6wtdametq6VNXBZhPPaXFV5rRkqTwIuqpaCG55jwcXlcwSRSOJEWeq2LMmse6bKjdam0myQAjs9/9eFjMMs5DxvpH72F4pkzWrkVfX5pTrloCsCdjgtQl4PfbabBASc+UtwyHNOsVN/Ys8kcGlN4h6rQZcbKbG0qPdL90CuFNiNqPPbNNewCp81qYdTjURLaZPAZbWL1ttbkylg0WpT8KkEQbkaHixWKMjJA5IGU/9CXuWzJvUwrCpyZt0IaFVzEpvYZgPLSrI1hpGyZI0lTmyq8KQFToWOxWeZTSwsbuvMuDQJ3KK0Vc+GUWAzlvK1ghW1pILAsfOeSVxKOExC0hjRItF0IPH/uBDIliQLOEya1ZJCh1HJFM/mPgw4TbNKUjjNAopyCDjOF3ktdFsNuoM5tbWrrtCe14CQmF94jkGh3ZjzWYAMA9QW2lDhtWJThVvVgc8osCjS2fssW0ozDLC62JH1/EKPVdtKmueYJBvoxOeqrTkmgVNdq0wCtyzG/rytti0tLfjIRz6CqqoqmM1m1NTU4Gtf+xpCodB8veSyYkXAjoDThNpCm64smFo1R+DZnMv2mXCaBawpdeKSaq/q9aT2H803+bb6XIpViIUmteRddp4Bd75RWwC0qgfZmjaXYzVntveGw8zDyHO6PxOHiU/LkmZa2JcbBj775oljs9tJpx4eOpsgp9RtnlUzsssiwGkW8jbuE+ccvRUkv4pMiEtI8BFLn4DTpJg2eXJo6C92zYx9l8WAi6q8GZ9f4bFmrOCrUeGxoN5vh1ujmm3g2aRexEx4UmygZRiGUQ3iffbsrzubitdiY952iSdOnEAsFsMvfvELHD16FD/84Q9x991340tf+tJ8veSyY3WxQ/fhUV6bMeOALHGZcrrpslFoN2XNNsj9R/nAZRGwtkSfI91cYOBZbCx3k11rDlji/TiJuK2GJbXJVwtmtGyk7dmCHJ0bRY5lYMlgXrAYmU2Wn+dm+mn0StYySXZtRn7BN6ElbjPM85j1LPNYNOfxbHLQen9yQ7PTrL+ZGZCdx/S7eSYiy15ykY/NFgOf7ApVrOMcIbOBy7qZc1kMSY52xNIlsaJYW6ivmsNxDKoLkvdh8n6gpnBGvibMwoCJZRndzqNac2S236tJ1rRkcPnaz80n87Zlu/baa/Gb3/wGO3fuRHV1NW666SZ87nOfw3333TdfL7ns0KPrTKQ6Q0BU4srv5DwXVSN9r2OC0yKgtkBdxzpXSD1RTritBl2LJiGhNkEutJ10Lq5JNpVgxmzIfrBntoy33my4z2ZUbQpdbJS4zKo9g2okZib1NrlmkqbxHDuvAYYWDrOAFX476nRumnJFq0ojYzZwGXt2PLb0eYthGN06fwDKcQe5NiObhJlEh5RFz+npOTvBpV6fSeA0s+R61qyaAtuysdS9ULEa+aQ+E4dJ0CWxr/BY0hzPZKp8Vmwsl+RrZe7cHWxzwaexFmRbK1wWQ9q6x7GM5v3spkpOboyMjMDj8eTzJS8oUqs5Hpsh74t/rjIIu4mfVXVEnpzKvZZ57/Oo99uVDXuVz5o3FzmLgcPGCjc2lLuwrsyFtWVOrC11Yk2pE40lTqwI2FHiNsNlEfLqXqQXtczSQtpJ1/ltaCjSHxhnqzqpVWRYFlm1zDadbmB+hz7nxEzks9FbzvLnuiAmBixunYfPqVXWFqovh+cYrClxgmUZFDpMmhvq2VDkMumuupSlZJI5lsFKlcMttaQqichyrlybkRPHr4FncwranRYhY+JO7+vJFGu4Ovp13Cssy6CxxJF3iTQxd2QaBzUF2Y0EjAKr6i4r47YasLXKM+/JO4eZV103LQZOc6/nTwno3FaD5l7GYuCXfA9p3q6+ubkZP/nJT3DLLbeoPiYYDGJ0dDTpD5Ebib05uZ6fMBeYBE5TO5pITaEt52y1yyIkZSVWFTvmLZgrcZuTjBuMPKfLJS+RXM9rkKn12+CxGuC1GVFgl5qGCx0m+B0mBJwmlHksWFnkwOZKD65YUYjtdT5sKHeh3m9HgT2//VGZUNugL5SddEORHRVeK7xWg64gi2UBa5ZxpVa5sBjS+0YSyXR+TiocJ2XaZ+Nww7EMVhU5cmroPx/kLH+u+u3EXhqeYzXfK8cxqtn0hXJYS5176nW4LyXCsQx8dqPqHMEwyEkq5bUZkwLsmgKb6tzotRp1JWwS5Vy5NiOnfqe5HLJZU2DLeR7LlFgptJtUP1+LgdMdINtNAi6u9tKZcBngWGZRHyHBMJkTP1Yjn9UUQ29S08hzGQ1q5hKGYeBVSaLo6S9KDebV/q9UlrqVdM7fyte//nUwDJP1z969e5Oe09nZiWuvvRbveMc78NGPflT1/77jjjvgdDqVP2VlZbm/owscX7yaYxRYFOQgR5hL9ErW5FOBcz1dOtVLXuBYrCl16qoIua0GrCrWl5FzWYSMto4VHovuSgTLAhvL3TmdWixdp5DzSeYmQZKrlHstWFfmwiU1XpR5LAuy+GTqx0lEj500xzJzUvFhGGB1iUMJVhmG0XVvWDWCFbUqj1bPjR55VYHNCDZ+UGauAbzDLIBlGTQEtA/ynQvkLH+ui2Hq5lKrCuLIEsgsRCWn3GtJu0ftJiGnTfDKIgfWl7lweV0BNlW4UemzJAVsPpsx53OA5HHutAgoy2KBrNf2PzUDnEswm/rYAptRV2bYbTXAYzXErZ31vV5qP44MxzKqa1KhTicsGYFj44kl94L3y82HgmG2lSq3dXb9WvnCZzOqSs6qC6wZ50mrkdclE80navsIPfexwyQkjVm942cxf696yHlE33rrrTh+/HjWP42NjcrjOzs7ceWVV+KSSy7BL3/5y6z/97/+679iZGRE+dPW1pb7OyJQ5bOi2GXOuadnrtB781TEKyJ6Fz6ZTDpah0lAXaG6DImLuwttqnCj2GXGJdVelHvVN9omgYsHTukP4DkWVRolbJnaAjucZgErixy6gw2GAeqyeObrxWLgsSJgx/Y6H2oKbXmVWmhtWLXspN1WAy6q9mB7rQ+1hbZZBzssC6wpdaZl61I3bpnQMkhQqx7o0e5rPSZxjOdazZFlY1Yjj0qd43S2mISZLL/AZd5kZsIopB+o6tEIkrIFMvk2s5D6ATP34NQU2HTJRyt9FiW7zLIM3FYDagvtuKjai8vqfVhd4khreNZDkUuyk15Z5NBcA9TOyEjEnxII6A1mOY5JM+BgGAZFOuRhiU3hepM92a5LzfRAzzyQCZfFgIurvKj0Zd4gzzcVXgvWlDjnvE+opsCWU8+iTIF9cfcPZkukmgQu4zEbtYW2BdtDqZEpmGEY7blTRr6XrUZe9/e81IOcnO8Qn88Hn8+n67EdHR248sorsWnTJvzmN78BqzEbGI1GGI2L90ZZKsxW5jJXWI08LEYOk8Go6mNMAqdkgOWF79zApOb/7UyRqiVS5rFgZCqM7pHppJ+7rQasKkqWlfAci3q/ZNN9vHMUY9MR5Xccy2BtmVM18wNIUsDWwUlMh9XfY6HDqEjbTAKHmgIbmnrGNN9jwGma08y0wLGo8llR4bGge3QarYOTGE94v/OBno1QmduC3tFg0s94jkG9357UKF3ps6LUbUbb0BTODUwgEhV1XQPHMlhb6szcjB0/OyAUiak+X8tBzWaQXL3ElMvR455mM3LoVxkKPMckNZm6rYa0MZ2NxIWw0mtFz2gQE8H5+b7Tdd6CrtfKNL6dZgEcyyAay/z9ZjM2EDgWFgOHyZD6/ZgNLn5+RoHdiP6xELpHpxBTGRqJfThq11JTYMPJbvV73WszZD2rw8hzsz5bRuBYbKpw6xqHPpsh4xiWsRi5tM9d76bHYRIybhKLXOasc32BPXn9KnQY0dQzpnqNeq5LPjMncXxkem+5wLKMcsTD8a5RjEyGpeozx0LgpCq0gZPO2eobC2ZdK3LBaRGUDfiKgB2vnxuak/+X4xj4HSaMTUfQNqi9FsswjDSOwlER6JmTS5lTBJ7VbNqv9FrRMTyFaHxtcVuFRXmmm5HnYDfxSfsVp1nI6nqbSMBhwtm+CRTk0I9nM/LgOUb3urvYmLf0V2dnJ6644gqUl5fjP/7jP9DX16f8LhAIzNfLEnHmWx+qRaHdhJbghOrvy1MsUbUWPhm18wxkGgJ2jE6HMRmMguMY1BXash6G6jAJ2FrlQdvgFJr7xxGNilhZ5NAMMliWQU2hFUc7MveNmQ0cVhYlN/yWeczoHp3G6FRY9f/lWCbng8r0wrIMil1mFLvMGJoIoW1oEn1jQc3Nw2zQ0w8i20nLAVfAaUK9356xqsfHAzU5uGwdnFQWpExwHIMNZS5VhzeGYVBgN6JjaEr1/9DqnWFZyQI5dVOvZ3OZLQPri0vVZFw5JCw4lkkau2y8P2fvucF5+Z5Tdd4uswHtUP9MZTL17bEsA6dFwOB45rPUtM7DsZuEnIIchpHGYLHTjAL7TH9Kod2E6gIrWgcn0TE0lRZ0rS52amZBS91mdAxPZUwmWIwcGkuc85ol1rt5N/IcnGYBw5OZ56TUKg4gVYiNAotgWD1BAKgHHTYjD4dZyDgPMgzSqldGXpKsDU2oz5uAdvU44DThTN/MmpTpvc0Gm5HH5go3YiJUq/VFLhP2tgyqBs56kQNseex4rAYEnKackiBqBBwmRdqXS5DjNAsw8hyMPHSNi3xT5NQ+RsPAs6jwWJTxUZtFFbLQeG3GpCBHr/0+IK079nibgF4YhoHTLGBAZV5e7MxbkPPEE0/g9OnTOH36NEpLS5N+J87HakssKgrsRrT0Zw5yeI5JczrJtvAlomX5yHMs1pa6cLp3HA0Bu66SLMMwkr7eYcTAREi3M1XAIVWfUjcyLAs0ljjTAk2GYbCyyI7XzqpvOCu8llnJBXLFbTXAbTVgOhxF+9AUOoanEM5S1cgFi5HLWgVLpMxjwdm+CTQU2XVNvHKWvNxjyTrp2k28ppQj4DBlDXL0bBTtpuQgh2MZXT002QKh1M2X1Si56uj5fpwWIW1Bd1qkPpH2Qe3gIxcyNW3rz/Jnfv8eiyFjkJN4po4adhOPHh1eNRYDhxK3GX6HSfVeMwkc6v12VHqtaBuaRNvgJCJRERU63RwZhsEKvx37UrLsPMdgXalrwZNQifhsRtUgR+18DZfZgJ5w9o11NjVBscuUca73O0wZ77tCuylrkCPwrGZyodhlnpcgB5C+72wKRYdJQL3fjhNd2pX8bKwqdqSN2dpCG/rGg1mTPnqQq+cui6BZ5U4kcd72WA3oGs4t4PLZjegfC2o/cJbokUcCUuK1bWgKXqthQZUwWvhshqS9Va4ywVKPZRYSaMOSDXLmbab90Ic+BFEUM/4hlj9Os6DaA1LqNmcsr2pNRtmkaonYjDzWl7lyDhZMApdToyHDZK661BXaVScRu0lQtaQ0CZymXeVcYxI41BbacFmt1APgsgjnbVSQSwN6kcOES2q8OWWWACnYCThNqn/0aNXlxTwTBp7V1SeW2pejVyNvNWQ+wJLnMjvo6K3mqH32tQXaPVkcx+Qk0cjUtK3XfUvNgVHNJUhPwKnX1XFNqRMVXquu+cHAS0H19lofVhY7dB8gCEiJhMSkDMNIyY/Fdt6K2nduy5Io0ApmGSZ7kON3pJ+Zk6mKI1PoyO6ypse+PPHMHKuR130o71xR6rbkbLKTSCajC0B6X7labaeSeIZMrmcoJY6fXDfcdhOPhoB9Vn1Nei3n9VY1eY5Ftc86b0qKuUKSp0lvnucYzQp3KiWz6Ndeyn05iyedRCw7Mk3ILAtV+ZjWYXH5Omg0FwrsyWeZFDqMmn751T5rxo1gTWH+zuBJhWUZFDnNcTvqAmyr9WJtqRNVBVYU2I05OXzlUj5nF9B6lGEY1Wyu3kb21AVUjz00IL3vTJ9pgd2YUVqhd5FR2+zxHIsGlfNSWFaqqG2r8WJdmUv3a6k1bWu5b1kM6nar9rj+O5VszmrKc3U8ptBhnFUfBs+xs9oc1PvtyviuKbDlHMznA7mHMpVslQ6tMWIx8FmrVQLHpq0PRU6zarVOkqypzyt6EyuygmC2hgPnS0PAMSuTDIdZ3egCkKoQ5xM8pyb39BySCUj3cuLreqyGnCy/5WpqroeWsyywtcqjqbrI9fDuMo9lQQ8W1oNkJS19P9LnPf/rp8N0/snPhYKCHGLeyJQhDDjMqhnUTAtfInMpL5hL5OyuxcBhVVHmjWQiLMuk9es4zMKsG43nGoaRpEGFDhNqCmxYV+bCpbU+bKv16jrzZyllfdQ2O6muUGqkZoNzyQ5neqzaGHeZtTdxqf04qRTYjWn/f8BpwiXVPqwI2BWJ4coibevpbE3bWhvObBUXhslsa6wnMBF0WHNX5zlLaxKkc7UCThMqzzPbPp9kSiBlCwRsKsGojJ45ILFyz7LqVRw916P3EFb5zJyFWktkM5RcDm/WMroApPumITC7PhKWTT9DxmMx6LrG1DXeoEM2mIj8PVT6cjvqoNxjgd0kKIdiZ5qvMr2v5YJsJZ3JVGc+YNncK0aLBQpyiHnDbRHSJsoKjYM01SRrDrM+qdpC4LJIspTGUqdulxO31ZCUZar3L+4SORC3pNawts6lH2cx4LIYMsq49GZbDTyb9PxcFvjUzKvAs6oHtNlNvOYmIFM/Tir1Acne2GuTLLobS5xpgYHVyGvKJs8ny69l6pEpSNK7wGar5vgdprxLlADJuSk1qbHYSK0w2U181h4ohmGyVlb0BDnyOTiAVN3Xmt8L7aaMVQI9/TgyHMugxmdbUMmgxcBjVbH+8ZDqDKqGO25CkCsFNlOaNJdl9UnWMiUy9W687SZeeV9GntN9eLlRYJOs8cs8Fmyq8KSNnwKbaVH1vs0lciJIr3X0XODUkWhbjCzPEUAsCmQHK5kCu1FzcUlc+BJZKHmBXtaUOHO2fa7z22DgWfgdpqwbhsVEscucdSHNRaq2WMi0Yc9lM5xYZchl85RaLSqwGVWlB1ImLfv40rPgGXkOl9R4saHcnbU6UuW1Zj3sMFuQI7tvqaEVsKSOIT2mAzJq74lhgKpZnDkzFyz20+ABSeefuNHVs1nO1iemp7GZYRgUuSRHL63kFyAlFDJVbPT04yRSruO15ptCuwmVPu3rkAxx9AcudX6brmp7IqkmQDJakjUDz2b8ntUSNamkziEVXn1ybekcquT5xWkWcFG1J+mwzPPpf1rsmAQOfocpr9K6XO+zxQIFOcS8khjk6FnIGIbJuMDqPRBuoZiNLlbgWDQU2XNqZl4MNATsqpNrrqfeLwZSbclZVjIG0IscEPEck1O1MTUg0grktbLjej97PZU2lmWwUqWHR0/Ttpq8jmG0pWdWY3KQlEsPjVrvzkJVcZYKqc3meuRcauPRwLO6g9JipxllHovu6m+m61qKcw4gbdZTrfbNBg7FLjPWlDqxo74A9TkeCm3kOdT49K8nJoFTTUx5rcasQYdPJSnjNAu6Aq3U79LAsyjzZK/mOMyCap+NwLHYUO5GTaF0oKneYGupku99w2J2nMsGBTnEvCJPlE6LoLtakZpZcpiFRd8MOFsK7fnNxswFPMeisdiZUTqyFDccqa59FgOvKftKRN5Y57qJthg4RUtu4FnNKli2zDk3C5cdLdxWQ8ZsqK4sv8oG2GrUlt0ByeNIj+mATKaAiGGAqkXcD7NY8MUPCHTpdLFUa0bOZTNkNuTmDFZoT3dZW0o9gIkwDIPGEieKXCasLHbg0lofLq31YVWxA35HuoRML2Ues265bZHLpJqg41gmqTKSik/lQEmWZTTXgUSpWiIVXmvWAElLLg1I9/qWKndeGvIXknzvG/RK8RcbS/OqiSWDPFHqqeLIWAx8UoZrMbqqXeg4LUJaE7fVyM96YV5oEqsouQYr8oYiV52/bPAASBVPrUXZaRZUnYtc5syny58v9X47hJTvVI90VG3jqVfSmbi50msNDUjBYuoG3e/QZyl+oSMnpPQ25as1I+cadOSSUBC4ZMmawLOzcstbLBh5DquLnShxmeds08owklGBlmU8IFXSsqGmoOBYJqtdtFYVRW2MCRyLsizuq1rOjTJLqS+UmF+W5o6EWFKUeywoyNEFJNFpbLG6ql3oVHotScFoqvRiKZGoe9djRZyIxcCD45hZyaHk56gdupgIz6k3WM9XBU3g2KTsqVZD+szj0k1HAP0GAonvJ9fvI/HxVMXRD8dKzna5nJWUqTqvxwnwfEi8V5Zqn8B8YzXy2FzhyRo4eWwGzcDKZzNkdC7zWA1ZK7JaVelsa3qF15I2d3Acs+Rk3cTigIIcYt5xWXL3cvc7JKtPtbI2sfAwDIPVxTN2qPl0eplrnAmSyNkEK/ZZHi4oV790n4OjsnnQa6E7GwJOk3JIZy4Jh0wbYL1VGZPAwWLkcjIdyPQaVMXJjdp4P4NeUiWULJt7UJor0llS0t+Xojw2X5gNHDZVuFUNRLSqOICUWMn0Gfs0AmGrkVcdR1prusCxKE85a65S5+G9BJEKBTnEooRjGfjtJqriLHJMwszZQEvFIU4NWYY1m8P6sp0On/V5Rh5+h7ouPpVMfTkcx+TUtzIbVgYcOUmZgPQsO8sCthwCFo/VMCspkrzJZhjts1eIZHIdw1ICa+bfDpO2jfn5IiRsvJdqP06+MAkcNld40gJPnmN0y8BT3d0YRqrwaKFWzdEzh5R7Zqo5ZgOHCo0DtglCDQpyiEVLsYuCnKVAocOEFQH7ku3HkSmMN/vORs/tsRpm9f6lIEe/PCiTJt09i0pprpgNHNaUpp+pk41U2ZI9xw2wx2KAcxZmCvKGzu8w5VwFInKDY5mkQDRfDkx+h2nJ9+PkCwPPYmOFOykgLHKadd+LkrX9zL+dZkHXHKlmWqBnTec5Vjmrq85vm/fAmVi+LO1dCbGscVm0NcPE4qBsGWTaHCZB82wINXxZmnCzYTZwOVXAjDwHS8o9ka++BD2HAyaSeoBprudIua2GnJ8DSJ+RSeCoipMnEjfPehvDz5cCu3HZWwTPJbK9siw7VTsbJxOSnHbms9bbs+WxGtKMUnJxSi1zS2eyLfbjI4jFDQU5BEEQcRJP0s6FfGYaUzeS89mPcz6kHmCaq8W1wLE5B1Yy9X4bVXHyRGKQM9+mAzICx5KhRI5wLIP1pS5UF1hzroAlStv03pMCl15py8UpledYrC7OfFYXQeiFghyCIIg4S6G5NTGrynMM7Iu4sT6xyjSbqsxsg8dcToknzg85sLEYuLxKVslQIndYlkmz/teDXL2xGLmcPvfUvpxc5efL/awbYv6hIIcgCGIJkRg4zMa5MJ/IARnHMbQpXaYYeBZWI583qRqRf0wCB6dFyPnMukRJ4XI+1JtYvFCQQxAEsYSwGGYOXV3stt1OswCWnV0Vh1g6uCzCkndXJLJTaDfmLB91mgVwcZc0OtSbWAgoyCEIglhiyH0QrkV+AKvsvjUblzRi6eC2GPLmrEYsDH6HKefvmGUZxe6bnFKJhYBWHoIgiCWGy2zA4ERoUffjyLgtAlVyljmztVAnlg6z7Vf0Wg0IRWIkVSMWhMW/QhIEQRBJOC1CXs7HmQucZkPaYYTE8oICHEINr82AaExc6MsgLlBo5SEIglhiOEw8fEtE4+6xGpLOyyEI4sLBYuBR7KIgmFgYaOQRBEEsMRiGQdES0bhTgEMQFzZU6SMWChp5BEEQS5B8HkBKEARBEEsNCnIIgiAIgiAIglhWUJBDEARBEARBEMSygoIcgiAIgiAIgiCWFRTkEARBEARBEASxrKAghyAIgiAIgiCIZcWiPidHFKUDpEZHRxf4SgiCIAiCIAiCWEjkmECOEbKxqIOcsbExAEBZWdkCXwlBEARBEARBEIuBsbExOJ3OrI9hRD2h0AIRi8XQ2dkJu90OhlnYMyFGR0dRVlaGtrY2OByOBb0WYmlBY4eYDTRuiNlA44aYLTR2iNmQ73EjiiLGxsZQXFwMls3edbOoKzksy6K0tHShLyMJh8NBNz8xK2jsELOBxg0xG2jcELOFxg4xG/I5brQqODJkPEAQBEEQBEEQxLKCghyCIAiCIAiCIJYVFOToxGg04mtf+xqMRuNCXwqxxKCxQ8wGGjfEbKBxQ8wWGjvEbFjM42ZRGw8QBEEQBEEQBEHkClVyCIIgCIIgCIJYVlCQQxAEQRAEQRDEsoKCHIIgCIIgCIIglhUU5BAEQRAEQRAEsaygIEcnP//5z1FVVQWTyYRNmzbh+eefX+hLIhYRd9xxB7Zs2QK73Y7CwkK85S1vwcmTJ5MeI4oivv71r6O4uBhmsxlXXHEFjh49ukBXTCxG7rjjDjAMg9tvv135GY0bQo2Ojg68733vg9frhcViwfr167Fv3z7l9zR2iFQikQi+8pWvoKqqCmazGdXV1fjmN7+JWCymPIbGDfHcc8/hTW96E4qLi8EwDB544IGk3+sZI8FgEJ/61Kfg8/lgtVpx0003ob29PY/vgoIcXdx77724/fbb8eUvfxn79+/HZZddhuuuuw6tra0LfWnEImH37t345Cc/iVdeeQVPPvkkIpEIdu7ciYmJCeUx3/ve93DnnXfipz/9Kfbs2YNAIIA3vOENGBsbW8ArJxYLe/bswS9/+UusXbs26ec0bohMDA0N4dJLL4UgCHjsscdw7Ngx/OAHP4DL5VIeQ2OHSOW73/0u7r77bvz0pz/F8ePH8b3vfQ/f//738ZOf/ER5DI0bYmJiAuvWrcNPf/rTjL/XM0Zuv/123H///bjnnnvwwgsvYHx8HDfeeCOi0Wi+3gYgEpps3bpVvOWWW5J+1tDQIH7xi19coCsiFju9vb0iAHH37t2iKIpiLBYTA4GA+J3vfEd5zPT0tOh0OsW77757oS6TWCSMjY2JdXV14pNPPilefvnl4m233SaKIo0bQp0vfOEL4vbt21V/T2OHyMQNN9wgfvjDH0762dve9jbxfe97nyiKNG6IdACI999/v/JvPWNkeHhYFARBvOeee5THdHR0iCzLin//+9/zdu1UydEgFAph37592LlzZ9LPd+7ciZdeemmBropY7IyMjAAAPB4PAODs2bPo7u5OGkdGoxGXX345jSMCn/zkJ3HDDTfgmmuuSfo5jRtCjYceegibN2/GO97xDhQWFmLDhg341a9+pfyexg6Rie3bt+Opp55CU1MTAODgwYN44YUXcP311wOgcUNoo2eM7Nu3D+FwOOkxxcXFaGxszOs44vP2SkuU/v5+RKNR+P3+pJ/7/X50d3cv0FURixlRFPHZz34W27dvR2NjIwAoYyXTODp37lzer5FYPNxzzz14/fXXsWfPnrTf0bgh1Dhz5gzuuusufPazn8WXvvQlvPbaa/j0pz8No9GID3zgAzR2iIx84QtfwMjICBoaGsBxHKLRKL71rW/h3e9+NwCacwht9IyR7u5uGAwGuN3utMfkc+9MQY5OGIZJ+rcoimk/IwgAuPXWW3Ho0CG88MILab+jcUQk0tbWhttuuw1PPPEETCaT6uNo3BCpxGIxbN68Gd/+9rcBABs2bMDRo0dx11134QMf+IDyOBo7RCL33nsvfv/73+OPf/wjVq9ejQMHDuD2229HcXExPvjBDyqPo3FDaDGbMZLvcURyNQ18Ph84jkuLPHt7e9OiWIL41Kc+hYceegjPPPMMSktLlZ8HAgEAoHFEJLFv3z709vZi06ZN4HkePM9j9+7d+PGPfwye55WxQeOGSKWoqAirVq1K+tnKlSsVQxyac4hM/Mu//Au++MUv4l3vehfWrFmD97///fjMZz6DO+64AwCNG0IbPWMkEAggFAphaGhI9TH5gIIcDQwGAzZt2oQnn3wy6edPPvkktm3btkBXRSw2RFHErbfeivvuuw9PP/00qqqqkn5fVVWFQCCQNI5CoRB2795N4+gC5uqrr8bhw4dx4MAB5c/mzZvx3ve+FwcOHEB1dTWNGyIjl156aZpNfVNTEyoqKgDQnENkZnJyEiybvPXjOE6xkKZxQ2ihZ4xs2rQJgiAkPaarqwtHjhzJ7zjKm8XBEuaee+4RBUEQf/3rX4vHjh0Tb7/9dtFqtYotLS0LfWnEIuHjH/+46HQ6xWeffVbs6upS/kxOTiqP+c53viM6nU7xvvvuEw8fPiy++93vFouKisTR0dEFvHJisZHoriaKNG6IzLz22msiz/Pit771LfHUqVPiH/7wB9FisYi///3vlcfQ2CFS+eAHPyiWlJSIjzzyiHj27FnxvvvuE30+n/j5z39eeQyNG2JsbEzcv3+/uH//fhGAeOedd4r79+8Xz507J4qivjFyyy23iKWlpeKuXbvE119/XbzqqqvEdevWiZFIJG/vg4IcnfzsZz8TKyoqRIPBIG7cuFGxBiYIUZQsFjP9+c1vfqM8JhaLiV/72tfEQCAgGo1GcceOHeLhw4cX7qKJRUlqkEPjhlDj4YcfFhsbG0Wj0Sg2NDSIv/zlL5N+T2OHSGV0dFS87bbbxPLyctFkMonV1dXil7/8ZTEYDCqPoXFDPPPMMxn3NB/84AdFUdQ3RqampsRbb71V9Hg8otlsFm+88UaxtbU1r++DEUVRzF/diCAIgiAIgiAIYn6hnhyCIAiCIAiCIJYVFOQQBEEQBEEQBLGsoCCHIAiCIAiCIIhlBQU5BEEQBEEQBEEsKyjIIQiCIAiCIAhiWUFBDkEQBEEQBEEQywoKcgiCIAiCIAiCWFZQkEMQBEEQBEEQxLKCghyCIAiCIAiCIJYVFOQQBEEQBEEQBLGsoCCHIAiCIAiCIIhlBbUrWcsAAAASSURBVAU5BEEQBEEQBEEsK/5/+mYvZpEqDFsAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2,1, figsize=(10, 5))\n", "axes[0].plot(np.mean(Y1, axis=1))\n", "axes[0].fill_between(range(T), np.mean(Y1, axis=1) - np.std(Y1, axis=1), np.mean(Y1, axis=1) + np.std(Y1, axis=1), alpha=0.3)\n", "axes[0].set_title(\"First set\")\n", "axes[1].plot(np.mean(Y2, axis=1))\n", "axes[1].fill_between(range(T), np.mean(Y2, axis=1) - np.std(Y2, axis=1), np.mean(Y2, axis=1) + np.std(Y2, axis=1), alpha=0.3)\n", "axes[1].set_title(\"Second set\");" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- We can visualize the path $\\pi$ on the cost matrix $\\mathbf{D}_{\\boldsymbol{x}, \\boldsymbol{y}}$ for the time series we generated.\n", "- First, we let $\\boldsymbol{x}$ and $\\boldsymbol{y}$ be two time series from the same group.\n", "- Notice how the path $\\pi$ crosses the darker areas, corresponding to smaller dissimilarity values." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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xWzAt4IJVlpBR9Lqq8Z9dW6HNctTr2Oh34bSZ+uIfQH9IqG/jpzT5IMuSNhN643DWoFQSCQ2gG7NtuZeVlTMCmqs838z34zmjsrejX+O3u/rj3KI1p03Wkkh09cfxTm6W/I9nz0Iqj0ukkAtyMJ42fPfVC+bmYm4bH6Y3PbQdZ60fPj98rDeCE6EYrLKElTMCcNos2uKZPbmXj3eP9XFSniXT/Nrv6N3jfQCyhvDMHEf+Zm7s1d/Q0ml++Jw2bfX8PqZdAFgzqxoNPicyCrA9N27qzHe2ZnyzRnRf54D2Ur2o0YfaCgccVhkZRX9xVBRFe4n65qULIEvAlsO9ONA1kHcMb96wHW8e7h7VVeupdEb7Td148XzYLRIOd0c0j5WKUteUqPuynwv1Md+LZz6sagkAAD5/1kztuqp876JGH5ZMy75EqC/16ktVc5ULfrcNa+dmvWub9wdxpHsQu9uzE4oPLm3Qyp7bnZ0svHwgiGgyjSqPHX/45zXYfPP5Q1qEJoxvGcPvtuGs3IV+ckc7QpEknt+dvdFvu2wRAGBP+4C2AEhRFLyVe/h+9/IlkKXsA3t/Z/YB+3+vHgGAvNwdnbls3hfkyi2ShPUfW4rLljXh+x9fBo/dggNdg/jcb97gfhzP5m7IixZleat8sg0JgNsucz/QF/dlz2tVSyW8ThtWNgcAZI1udhFR7q210Y/pldmZAWt8VY1vU8ClccLqzFN3O+ucrzpDHerMt7bCoc181RXOqvGtyrmsVcOuup7VB1VzpUtbsHWAMYR05fT5Ob3nzty5qlzl6bNyxjc3m1NdYCzWXbkEFknC8b4oZAlYNj2AuXWq8c0ahlgyrUldzl9Qh0q3DamMohnk1w5m3/IXNnjR6Hcilsxob/4v5h6wi5t8qPc5817XQi7IR985AQA4a0411szKvnCoM8VCD1O6eKWUGZo6Tkum+eG2Z121Cxp01zOgz2iWMnywOkNVjeWSaX6cOqMSkgQc7o6gqz+uGd/FuYf3fLXdnPF952i2fPl0P1bk7uFtR/s4w6XSAdrLUQdvfCVJYu7xbJ3uwQT6IklIEnDm7BpNG/zgm8ewp73fMIaKAnz8v18zGK+RLMp893gI/blc19ecPxefP2smAGDd47vw8j5zo5kP7L5nrX9Oe+E6c/1zuKkAPVbnLT7LtkgSLl6U9QDuZBZYvdeWe6lt9GnXXb2e7EsVAJyde+6+vD+o/d7OmF2FgNuOC3L0y/M5T91j77YBAD68rBFr59YMmYcXxrfM8YHcgpsndrThiR1tSKQzWNjgxYeXN8Ftt2AgntJmNsf7oujqj8MqS7j4lHpcsDBrAP/0xlH88fVWtIdjaPI78cLXz8O3csabhTpzyWQUPJTjTu64fDHu/+IZ3NtcMp1BhJGzqD+OfR392gP8wkXZG7TR78L6K5dyHIgC4Ir/eoX7gW7ak324n7sgu1hreqULNRV2JNMKdp4I6ca3yac9mDr6Y4in0tq5A7mZb85tp898dc63usIBS26GGhxIaNyuOvNVPQrd2sw3W7fOpxvfbjLzrcrxxKphbw/FkEpntD7NqHZjTs4QHujKGr/ewYT2WXVDqj/mHeRBoBrf7cdC6BlM4He5l6ivXzJf81AsbvJrLuf59V5UOKya8VVX1O7vHEBGyXpFar0OzbirD55Xc9furDk12svT0+91cH1TXxDyXddTGn2GB4+iKHg05625enUzvnJ+dg3AhreOIZZMa9fSDKXyw6zLWYVqfHerxjd3rledNh1NfieSaQVvHenjxmPZdD/8bhvm52aoW4/0Gq6NyifvbednvsumB7AiR51sO9qHY71RpDJZd7TqplWvz97Ofq1f6toB1bujLrpSf+PTAi647BZNBfDnN4/ih0/vNR2/oaxaf+NQjzamv3rpYF7Pg/pCftacalhkCf9y3lzYLRL2dgzgM782N5oUdP2JApjSXOo98IfXj3DfWyQJHzt1mnYfqi5fdaHittY+xJJpKIrCPUOyLzlZ+qmzP6Zdc/U3sWZ2FSxydmb/+9ey569SeuflnlHbjvahIxzTjPNQg7ioEDrfMsclp9Tjto3bseN4GPe+dBAAcPmKabDIEpZO8+P1Qz3YdrQXCxq8Gj96SpMPTpsFn17TjL/v6uC4oa9dOA8t1R5ctqwR6x7fxf0QpdzM5bVD3TjeF4XXacXVpzUbFnYUim37t3fbkEwrmF3j4QLIX716Bs6ZX4vDwQj+9u5x/OH1o9zM5uaHtmtGRF0pLUkSVjRX4u+7OvDUzg50DyYgS9lZmcMqw2WzIJpMo60vhhlVbs09N63Shfaw/uCKJdOakWzyu2CRJdRWONAejqEjHNNmvrVk5hscyK5ADcdSuXInM/NVjW+2ruqObmACeLSFYkhnFNgtMuq9Tn3mm3M7b81xiHNqPfjw8ib85O/78NzuTnx8VbPmYlddY9MrXWj0O9EWiuFbD29Hz2ACzVVZWmJ3ez/+9m4bHthyFJ5cXGDVZT+ntgKSBPRFkujO6VyBrCGSpOz989K+oGZQXsvNBs+cUw2HVcb/vXYEf9/VgTtSi7WZ7/kL9ZXs6nV9aW8Q33zoXew4Ecbfd3XAbbdoWt53j4VwuDsCl82CixbVw2mzaJrop3a2G5JYyDA+iNkZ9VB0pq8cCGrnr2IhM/ONp9LaAqqz5lTj7dY+bHz7OF4/1I21c6sND+JVMyuxp6Mfz+/u1KRwS5qyZfPr9ZnvQDylrVhe1uxHRW6B1Lajffpiq2oP5Ny9zl4fILviXjXI1LujGl+VJ75wUR0qHFnuUb0f1chmMgA+/Ixx1TplDa770zbkA6vnVqU3qts1nkprax4KgWqR20JRHOgcxG9fOWy+piQPDgUHcN/LhwEAP7l6Bep9Tm0x4NffvwCHgxFtW1EUNPicaA/HsPVIL1qq3QjHUrBZJMyr88JulTGntgL7Owew83jY8FLlddqwojmArUd6tZf4i0/JGt9GvwsLG7zY3d6P7z22C/2xFOq8DpzG5AwfCsTMt8xRXeHQZj4HczOlj6zIvmGpD9ltuRmPanxVl+258+vgd1kRjqU0I6Ku9sw3cwm4baj2OPCXrccAAB9e3mQwvEB+VzIAvJ7Toq6ZXWUoUyMvXbbU+HaoAEjm3gK2M6tv1UVXD+ZeHubUVsBpsxC3XBTBgTgS6QxkCaj3OdGsuZ0jmgvYZbPA58o+DFm5kbbaOTfzVVc7dw8mNMNst8rwuazaDFed+ar/VQ5WczuHYxrfO73KBVmWMKc2O7tVja+6gOe0lirNjbV5XxB72vsRSWRXdc+qyT5oJUnnfR/fnn3L/uezZ8NqkfHJnOF5eNtxvJozOuq4OW0Wjf/e3zmgLbZSZ2us660jHMPB4CBkKTvTPmN2NbwOK7r64/jtK4cRjqUQcNuwopl/wDT6XfjE6mZ87NQsh/zPv32TmzE9si3rcr74lHp4HFZYZEmbtf3ihf34wVO7AQA3X7oQ93/xDLx8ywW462P8fVlT4UBNhSOvy/SWDdvxztFebdb242f2ojVHN9y84V1t1qYayb0d/dh6uBfxVAa1Xgfm1FbgjNz9+trBbhzpjqA/loLdKmt11IfqI+9kZ/DTK12ozL1wse7sHcdDUJQsvVHndWLpND9kKet5UT1C7OIzp82iUSRA9kVM/b2x97B6/QB9thwciBu4dAnZNRkbrzmrICXQ6Hdpq++HirSSlfmp6y/el1MbFF2UmetT92Ccc0l/9tev45nc2hCzevQc2OAw8VQaZ86p1oy6+nxRtyVJ0iK9vXqgW5v1zs0ZXgBYkls89sqBoOGlCoCmblCxaW+n9ln9zaqUygeXNmovVUOFML4TAJTn2JzjR1VOSTW6qixHNcqd/TFDSMNvP7xTcwNdvXoGNt98Pv73/61GlceO3sEkfrX5IJ7IPeDVBypFPsMNAK8dzLr7/rTlaEGuZ1ZtfsOt4raNuptKNSJqEAw2SYFqfI/2RjSZUYPPCZtF1h5o7eGYtuCrMeCElOtvnbroqj9umPmqRphdfFRb4YAkSfqCq9xsTf2vzpa1AB6hGMP3ZvuiegI6wnH0x5LaAp7TZlZiSZMfNRUODCbSuO/lQwCy3gsLM1D5HqZAduY2vdKF/lhKWxB1am7cAHCu593azDc7jmqs7D3t/Zrbf3GTH36XDXarrFEAP/l71q15zrxark8sPrOmmdtWPRoPbs2+OF2+Qn/puiq3An5P+wBiyewcze+2aQ9P9b781edOg99pRWd/HL94fj82bD1mcJlmFODyHIVx5vrn8NNn93FlqtuzpdoDp01GPJXBA7mXuTNmV0OSJKyZlX1Iv3M0pC1qO6XRB5sl+3g8rSVrnNW+LmUCk8yty85eeyNJbQHOsty4ehxWbazVhZJ05bc6kwX0FfNA4Zmvej3zGb4MshTI8ubK3O9TL7sgJ1dsD8W0CF3rrliCn396JYpBlrIGNJlW0Fzl0qLKFVrPwX6nAPjqH982uKTZttV66uPEIkm462NL8fLNF+D+L56B717Oh30EhrYOQF0s9+rBbn2lMzPGqmdDpdjYl6q2UFS7nvmOeT6R3X1oGa/BHgqE8S1ztIWi+Nu7J7jv1JtANU57O/rRO5jAztyPSo2QM5TUZ41+F85bUIcbLp4PAPj+k3sQTaYxo9LFPcQp1Afk/V88A+s+yi+rV5TCP45Chjtf/5ZND3CLw07hjK8uN1JlRtNyD6xqjx0umwWKAmzNPUwb/foLDGskVbdnrdeu1QX4mW9dbqZsdDsnuO9Zt7NqfNUXAb/LpvHKu9v78W7OzXXazCrIsoTzc4Zu49vZB8ES5lzbQlHtDVvF7Y++h7ZQFLIs4WomCpjHYcHsGv2Brj7c93f06zPfhux30wIubdHVfa8cBgAuLrQa7EENV7lyRuEZUyxFHZ3ZB29/zuPC6p/zXfpvbeTvl0a/CxedUo9vXLoQAPDjv+/DD4pwm/mg3k8WWdJWF6sLZNSHc0t1Vi6TSGfwu1cPA+ANbHMVL8FqYaIdsSupN+Qe4sumB7Ry9QVZlbZR4zuXCWnIBudoJiv6qfEtFn86+/u8AF+7IBsj/O0c9/l/rx1GKqPg9JlV+PQZLVjVUlnUgJ6/oE5buHT2XJ12oL9l1mjSZ0Ih/OyTK3H/F8/AK7dcgFdyxlZdX6LOZueSsI/A0IJ7qPfyO0f7NJqBfYao11j9HbPX3CyYEcBnowJ4Od9QIYxvmcNM01nvc6LJn5Uz3L+lFYl0BtUeu7bgqJScpp9c3awZEQA42hvluOJ8UH8cM/PoOM1+HKrh/vmnVpr2r8Jh1VykgO7WBfiZwQlmpTOQdTmpRu+1Q6rxdTHtOHLnGNFW3dZWZNtWH7I9gwktWII6K6YLrrqp8WVCVx7NPTSpWxEAHn77OBKp7LVSw9apbqxU7mIvJg8CsyAVdpv+Mx6Mp7XZJgBtoddbrX3awrN5uTGVJEl7+1dX257JhJ88b0Edd33+/W+7Cns0ClARKv7tEd3jQtPq0fNhoS5uyYehPLzY+0l1EatjrD6cJUnSqBJ1Vshm0JIkCfWM8f2fFw9y46AGbFApjOWM8VUpIBXU+PYwiTru2XRAa5ddVNg9ENf04XNrs+eQz/DRlImNfheuu3AepgVc6B5M4E9vtGrxqv/x7JkF21EN6A0XZRfHvbw/iL/m6IP3MTmzAf4lnDWa+Z4JFBZJwqqZlZrHg7qO2TEbTm7m5io3pgVcSGUUja9mZ75Us8yGWjU7Zlsoim89zIePpC+PQ4EwvmWOYjeeuqLyd69kVwGunBHQ3KtD+YGqCA7E0ctIXxSUlo2o1B9Ho9+FDy1vKto/lacFgBse2KY9nJqr9JkBu9JZhfoCovLh7MxXdTurb/N2i6wdR+Vv0xlFmymqM1/VvdwbSSDDJFmgC67aQlG05iQ9zZzxzT6kH809yFa1VGrX6ux5NVpoSwBoYKiGYg+Cu5/YzZWx102d+aqLiKYFXPAxcYvZt32LLGE1s0I4kkhxRt9s9WopHo1S7hcaolPFty9blJfbZGdt9H5SF10B2RcqNl6v6npWsZTEvN5Jknqw48C+IAK84V5BvEes8W0LRfFgbn0FbbfKY4fbnvXeqDK8Wq8DfoaHzGf4KKwWGV/ISYLufOw99EWSaAw4tcVDhdpp9Ltw7YXzMKPKhVgqg2DuXqcx1AEj36qeZynXxgylPMcoWE8OwBtfr9Omaa4B/vlhdszRCrMpVjuXOdSb4NYNO5BWFMONt6I5gMe3t2tvxiuZrC0Av9JYXXCRD2Yu6qFkIzLroxnM+tcWimLLoV5tm115yeogA67sA2laJWt8sw9WNe0g2646Qz2YW/xUU2HXjKDdKsPvsiEUTWqB7tVZsTrDTWcUhGNJg9tZnZnHkhlN9zkjj/FVMx2xQTa8Thtaqt3Y35k12l/43ze4LDuFxveVA0HTbDdzGE4R0GdpKlgjsyAnUVJhNkPNd23Va7n1cC+u/dPbBXOjlnK/FMpt/MFljQXbKXw/MZmsBuL485tHNYN1BrNI0G6ROC622G9jPmPUmytd8Lt0AzmntgIVDisG4im4bbImjdPaNbl20ytd2NsxgBdyfPzcWv7aqWNZ7Hd29enN+MFTu7WgIu19Mfxl61HOWOdrpz0c0zw4Kr732C58YGnDsJ8JQ3kW5T2HIT7HKM6cXa0tIG3wObmXF4AP2Xnjn7chnkpr41LomCPJt81CGN8JALMbjxrblXl42qH8QEd6Qw33x2HWP7OHnupC7AjH4bFnjUQ+zkw/hj6TVI2keq41JKRiTYUdoWgSu3OuWHXm67BatAdp92BCy+2rrpB22iwIuG3oiyS1xTnqDBwAZtfyrjg1PCGgSzBU0JR9w30Q+Jw2TXIB6IutVKhBN4Cs6/mBLa3aw2c490TWo+HCYCJlalyHer8UM9SF2qHttYWi2mI2Fez4qtpgIJvE/qG3jg15HA4yCTOO9ka5MbTIEup9Dgx0pRBJZnD23c9rL1XF2p1e6cbejgEtgtS8eqPxHQoG4ylOEqR6tYqlgyz2clAMQ702Q8VQnmMUapAcIPsywV6btlAU7zLqinxpMvMdcySTDRbC+E4QFLrxljT5YZElpDMKJBhXRpfS/khvqOH8OMxg9nCqdNvgtlsQSaS1bDGs8WVnnEB2tbMKlfNVoXK6KqorHDjQNagtNKpjjHOVx46BeArHe6Oaga2q0LnyBp9T021Wum1cajpWd2q3SJysYSieh+E+CObWVWjGt96n97UtFMUPntqjbdOH8snyaLB9H422htJOMVfhrRu3c2VDHYe2UBQ/+fu+gnXbQlFNIggYH/Bm49uc8+So99PcuuEZ3+F6tUZjhjfaz4RS0BaK4vtPGikZdexH4u0byWRDhTC+ExwuuwX1XgdOhGJQAFzy403DTnA9GjfUaKLYw0l1y6nI53bW2vLpZaqURnVJ11QYZ74saonxbe2JaKsb7VYZHruuhW7wOzVJD30BYPODJtIKNr499NmVGYpdtwwzffnu33bBbbfi6tUzhpSg/WR4NIaDkbZlNr4jGYdidYs94M3Gdzrx3uRzO4/03M0wWjO88UKxazPSl4uR3pPC+E5wZAOS61xWPtdJKRjPN9V8KPZwUo1vdiZsZcr0/dx2C7dwS5IkNPic2mIemsmHGmPWm6AurlLjJVd7dL4YAJfhhX0BaAtFcdswZ1dDQaHr1haKanGMAX1Rzznza4f88Cm3e2I4KDa+wx2HYmM4lDEuNL4sZQEAc4fpdj7ZHoxyRbGxH++XC2F8JzhG4jqZKCj0cGINbFOAL/c4rKh029AbSXILqlTU+xwFja/K4QJZTWo1MxNWF1ftyxl9Vp6VbTe/8T3Zs8xCMLs/zpxTPaFnNqXCjIMc7jgUqzuSttmZr89pNdAjpaBcPBhjiaGM/Xi+XAjjO8ExWivvJiJY4zuNGN8HtrRqkbFae/hFMIAuNwLyuJ29jLF127VIR4DO76puZ2p8G5iFXX6G7x2vWWax407kmc1wUGh8RzIOxeoOt2120eCMKrfhBbJUTFQjOhKM5tqD0YbQ+U5wqG93w9HATXSwMwOW71VjALOg+tR6xpVsNvM1lmWNrRqco5oYXzW7DQDc/dRuTZc8XtdpKMdt9OcPbjDVMJJxKFZ3OG0/saNN+7zjRLjkvMYCWZTr/S1mvpMAU232ooKd+XqJPrWYi7fBrxtVReF3ZhdcUeNb5Sm83RaK4n9z4Qmz7Q5NLnSyMVXvj4mMtlDUdAW2wMSHmPlOEpTr293JhBqvFQD+87n92sxgKBGUWPnHp375GjerYN3QhWa+Kqo8umu5WDxYYPyu01S8PyYyRiuKkkD5QhhfgQmJtlAUdz72nrbNhsMs5mptC0W1zDaAMWwiu8CKXUENGDleduY73Bi0AgIU4l6a/BDGV2BCotjMwCzubbEZqpr1BgD+8NoRblZsNL769lTm3wVGF+JemvwQnK/AhMRI9JNmdSnXRqM+VZMAHHRb8KsCowVxL01uiJmvwITESGYGZnWLzajddiucTAo/OhNW2xf8qsBoQNxLkxcnbeYrSRI2btyIK6644mQdQmCK42RoM4cyo672OLQ0hnQBloCAgMBQUNLM9wtf+AIkSYIkSbDZbKivr8fFF1+M3/zmN8hkMty+bW1t+MAHPjCkdiVJwsMPP1xKV4aFe++9F+eddx58Ph8kSUJfX1/e/R577DGsWbMGLpcLNTU1uPLKK4u2vWvXLnzkIx+B3++H1+vFGWecgdZWXpf36quv4oILLoDH40EgEMB5552HaJRP2WV27O7ublx66aVoamqCw+FAc3MzvvrVryIcDmOqYrS1mUOZUauzXYsscblxBQQEBIaKkme+l156Ke677z6k02l0dHTgySefxHXXXYe//OUvePTRR2G1ZptsaGgo0tLYIxKJ4NJLL8Wll16KW265Je8+Dz30EL74xS9i3bp1uOCCC6AoCrZv3553XxUHDhzA2WefjX/6p3/CHXfcAb/fj127dsHp1AM5vPrqq9px//M//xN2ux3vvPMOZFl//yl2bFmWcfnll+POO+9EbW0t9u/fj2uuuQY9PT344x//OMLREVBRbEatGt9Ktx0yXZIqICAgMBQoJeDzn/+8cvnllxu+f/bZZxUAyi9/+UvtOwDKxo0bFUVRlHg8rlxzzTVKQ0OD4nA4lJaWFmXdunWKoihKS0uLguy6FgWA0tLSUkqXhoXnn39eAaD09vZy3yeTSWXatGnKr371q5Lau/rqq5XPfvazpvusWbNG+da3vlWwfLjH/ulPf6pMnz69pDoCI8MNf3pbabnpb8rZdz2rnOiLjHd3BAQEJiBGZcHVBRdcgOXLl2PDhg15y3/2s5/h0UcfxZ///Gfs2bMHv//97zFz5kwAwJYtWwAA9913H9ra2rTtfFi8eDEqKioK/i1evHhE5/HWW2/h+PHjkGUZK1euRGNjIz7wgQ9g586dBetkMhk89thjmD9/Pt7//vejrq4Oa9as4dzonZ2deP3111FXV4ezzjoL9fX1OPfcc7F58+YRHfvEiRPYsGEDzj333BGdt0Bp6OrPJug+2hvF2rueE2H/BAQESsaoLbhauHAh3n333bxlra2tmDdvHs4++2xIkoSWlhatrLa2FgAQCASKuqoff/xxJJPJguU228j4t4MHDwIAbr/9dvzoRz/CzJkz8cMf/hDnnnsu9u7di6qqKkOdzs5ODAwM4K677sKdd96Ju+++G08++SSuvPJKPP/88zj33HO5dv/jP/4DK1aswO9+9ztceOGF2LFjB+bNm1fSsT/1qU/hkUceQTQaxYc//GH86le/GtF5CwwdbaEol5d3pCkcBQQEpiZGTWqkKErBrBtf+MIXsG3bNixYsADXXnstnn766WEdo6WlBXPnzi34xxr14UBdNHbbbbfhYx/7GFatWoX77rsPkiThwQcfNK1z+eWX44YbbsCKFStw880340Mf+hD++7//m9vnS1/6Ev7f//t/WLlyJX784x9jwYIF+M1vflPysX/84x/jrbfewsMPP4wDBw7gxhtvHNF5CwwdZin6BAQEBIaKUTO+u3btwqxZs/KWnXrqqTh06BD+/d//HdFoFJ/4xCfw8Y9/vORjnGy3c2NjIwDglFNO0b5zOByYPXu2YeWyipqaGlitVq4OACxatEirk6/doexT6NgNDQ1YuHAhLr/8cvzP//wP7rnnHrS1tUHg5EOE/RMQEBgNjIrb+bnnnsP27dtxww03FNzH5/Ph6quvxtVXX42Pf/zjuPTSS9HT04OqqirYbDak0+mixznZbudVq1bB4XBgz549OPvsswEAyWQShw8fLjirttvtWL16Nfbs2cN9v3fvXq3OzJkz0dTUlHcfVY41nGMDekaeeDw+jDMWKBUjSY4uICAgoKJk4xuPx9He3s5JjdavX48PfehD+NznPpe3zo9//GM0NjZixYoVkGUZDz74IBoaGhAIBABkjdOzzz6LtWvXwuFwoLKyMm87I3Urt7e3o729Hfv37wcAbN++HV6vFzNmzEBVVRV8Ph++/OUv4zvf+Q6am5vR0tKCH/zgBwCAq666Smtn4cKFWL9+PT760Y8CAL7xjW/g6quvxjnnnIPzzz8fTz75JP7617/ihRdeAJDVMX/jG9/Ad77zHSxfvhwrVqzAb3/7W+zevRt/+ctfAGBIx3788cfR0dGB1atXo6KiAu+99x6++c1vYu3atdoCNoGTDxH2T0BAYMQoZWn05z//eU0SZLValdraWuWiiy5SfvOb3yjpdJrbF4zU6N5771VWrFiheDwexefzKRdeeKHy1ltvafs++uijyty5cxWr1XpSpUbf+c53OFmT+nffffdp+yQSCeVf//Vflbq6OsXr9SoXXXSRsmPHDsO5sXUURVF+/etfK3PnzlWcTqeyfPly5eGHHzYcf/369cr06dMVt9utnHnmmcpLL73ElRc79nPPPaeceeaZit/vV5xOpzJv3jzlpptuMkimBAQEBATKG5Ki0PwuAgICAgICAicTIrGCgICAgIDAGEMYXwEBAQEBgTGGML4CAgICAgJjDGF8BQQEBAQExhjC+AoICAgICIwxhPEVEBAQEBAYYwjjKyAgICAgMMYQxldAQEBAQGCMIYyvgICAgIDAGEMYXwEBAQEBgTGGML4CAgICAgJjDGF8BQQEBAQExhjC+AoICAgICIwxhPEVEBAQEBAYYwjjW6b4xS9+gVmzZsHpdGLVqlV46aWXxrtL44b169dj9erV8Hq9qKurwxVXXIE9e/Zw+yiKgttvvx1NTU1wuVw477zzsHPnznHqcXlg/fr1kCQJ119/vfadGKcsjh8/js9+9rOorq6G2+3GihUrsHXrVq18qo9TKpXCt771LcyaNQsulwuzZ8/Gd7/7XWQyGW2fqT5GI8Z4JhMWyI8//elPis1mU375y18q7733nnLdddcpHo9HOXLkyHh3bVzw/ve/X7nvvvuUHTt2KNu2bVMuu+wyZcaMGcrAwIC2z1133aV4vV7loYceUrZv365cffXVSmNjoxIOh8ex5+OHN954Q5k5c6aybNky5brrrtO+F+OkKD09PUpLS4vyhS98QXn99deVQ4cOKX//+9+V/fv3a/tM9XG68847lerqauVvf/ubcujQIeXBBx9UKioqlJ/85CfaPlN9jEYKYXzLEKeffrry5S9/mftu4cKFys033zxOPSovdHZ2KgCUTZs2KYqiKJlMRmloaFDuuusubZ9YLKb4/X7lv//7v8erm+OG/v5+Zd68ecozzzyjnHvuuZrxFeOUxU033aScffbZBcvFOCnKZZddpvzjP/4j992VV16pfPazn1UURYzRaEC4ncsMiUQCW7duxSWXXMJ9f8kll+CVV14Zp16VF0KhEACgqqoKAHDo0CG0t7dzY+ZwOHDuuedOyTG75pprcNlll+Giiy7ivhfjlMWjjz6K0047DVdddRXq6uqwcuVK/PKXv9TKxTgBZ599Np599lns3bsXAPDOO+9g8+bN+OAHPwhAjNFowDreHRDgEQwGkU6nUV9fz31fX1+P9vb2cepV+UBRFNx44404++yzsWTJEgDQxiXfmB05cmTM+zie+NOf/oS33noLW7ZsMZSJccri4MGDuOeee3DjjTfi1ltvxRtvvIFrr70WDocDn/vc58Q4AbjpppsQCoWwcOFCWCwWpNNpfO9738OnPvUpAOJeGg0I41umkCSJ21YUxfDdVMRXv/pVvPvuu9i8ebOhbKqP2dGjR3Hdddfh6aefhtPpLLjfVB+nTCaD0047DevWrQMArFy5Ejt37sQ999yDz33uc9p+U3mcHnjgAfz+97/HH//4RyxevBjbtm3D9ddfj6amJnz+85/X9pvKYzRSCLdzmaGmpgYWi8Uwy+3s7DS8ZU41fO1rX8Ojjz6K559/HtOnT9e+b2hoAIApP2Zbt25FZ2cnVq1aBavVCqvVik2bNuFnP/sZrFarNhZTfZwaGxtxyimncN8tWrQIra2tAMT9BADf+MY3cPPNN+OTn/wkli5din/4h3/ADTfcgPXr1wMQYzQaEMa3zGC327Fq1So888wz3PfPPPMMzjrrrHHq1fhCURR89atfxYYNG/Dcc89h1qxZXPmsWbPQ0NDAjVkikcCmTZum1JhdeOGF2L59O7Zt26b9nXbaafjMZz6Dbdu2Yfbs2WKcAKxdu9YgVdu7dy9aWloAiPsJACKRCGSZNw8Wi0WTGokxGgWM42IvgQJQpUa//vWvlffee0+5/vrrFY/Hoxw+fHi8uzYu+Jd/+RfF7/crL7zwgtLW1qb9RSIRbZ+77rpL8fv9yoYNG5Tt27crn/rUp4TsQVG41c6KIsZJUbIyLKvVqnzve99T9u3bp/zhD39Q3G638vvf/17bZ6qP0+c//3ll2rRpmtRow4YNSk1NjfLNb35T22eqj9FIIYxvmeK//uu/lJaWFsVutyunnnqqJquZigCQ9+++++7T9slkMsp3vvMdpaGhQXE4HMo555yjbN++ffw6XSagxleMUxZ//etflSVLligOh0NZuHChcu+993LlU32cwuGwct111ykzZsxQnE6nMnv2bOW2225T4vG4ts9UH6ORQlIURRnPmbeAgICAgMBUg+B8BQQEBAQExhjC+AoICAgICIwxhPEVEBAQEBAYYwjjKyAgICAgMMYQxldAQEBAQGCMIYyvgICAgIDAGEMYXwEBAQEBgTGGML5ling8jttvvx3xeHy8u1LWEOM0NIhxKg4xRkODGKfRgQiyUaYIh8Pw+/0IhULw+Xzj3Z2yhRinoUGMU3GIMRoaxDiNDsTM9yThF7/4BWbNmgWn04lVq1bhpZdeGu8uCQgICAiUCYTxPQl44IEHcP311+O2227D22+/jfe97334wAc+oKUsExAQEBCY2rCOdwcmI370ox/hn/7pn/DP//zPAICf/OQneOqpp3DPPfdo+TDNkMlkcPz4cQBZF49AYajjI8bJHGKcikOM0dAgxskciqKgv78fTU1NhrSMLCY05/v7147g2w/vgAJAloD1Vy7F1atnjGufEokE3G43HnzwQXz0ox/Vvr/uuuuwbds2bNq0qWgbx44dQ3Nz88nspoCAgIDAScTRo0cxffr0guUTcuY7GE/hnhf24+fPH9C+yyjArRt24Jz5tWj0u8atb8FgEOl0GvX19dz39fX1aG9vz1snHo9zKwfV96GjAHwA0gC+iIvRDTcAQPZWcPUlSeK3XS62kD+YnVxykzczxUr2tfHbioW0zZY5yL6yyb6kjxmHpeC+KRdfxrabckkFywAg5abl+udkBekD6ULayZSRYck4yfurxO5b5N3WhPhR5BHUtZjULdquWV2yLQ393Z3eiqbtmO1bAmRLxrTc7DBmdYu1azEZf7s1ZVrXJuttS2RcZJPxNisbyb4UFtn83EvBcPshg69XyjjZivTfKqdNykzuiVyfkoMJ/PWK++H1es2PY1paBmgLRXEoOIhZNR647Vb87pXD+PXLh9AXSRr2TSsKDgcj42p8VVCDqCiK4TsV69evxx133GH43pf7A4AWxBGS/AAAWbKbHkuS7Wwh36hsI9smxtdCbg9LCcbXYiPbJRhfa2HjC1th4wubufFV7IWNb8ZBxpB2wcGUkSGEifHFSIyvmQEdSd2pZHytJ8f4WooaX5O6Zvc3qUuNikUY32y9ERnfwsYVGLnx1ftkfhOXtfF9YEsrbtmwHRkl+yOxW2XEU9mTnx5w4nhfjDtdiyRhZo17XPqqoqamBhaLxTDL7ezsNMyGVdxyyy248cYbte1wOMy5nTMATkhe7emVGYxw9S0VHm5bicX0DYk8LWNFtHkWZn9alxgzdstwo1nMHzB8Q6Qu83BSyIPKTmbfmQp9Spqx8f2lM+iUk99OO/X9rVG+D2lijNPM+0zKQ14WoiazZvoSZjBeBT4DUEoxQORhY6grD62MYkSc1CgZ0JG0ZfAe0DHm9uXLMibHTBZp12x7oGhdprzYC1gpGMn1GG7dERj50YJUbLzp/myfSzhv9aeeicTMd8yhbFc7n+iL4Oac4QWyP5J4KoNZNW789JMrsOmbF+Cujy2FJXfGFknCuiuXjPus1263Y9WqVXjmmWe475955hmcddZZees4HA74fD7uT0BAQEBg8qLsZr6HgoN4+O3j+NOWVuRbCva9K5birLk1AICrV8/AOfNrcTgYwcwa97gbXhU33ngj/uEf/gGnnXYazjzzTNx7771obW3Fl7/85WG1JwNowgCCGN9ZvYCAgIDA6GDcjC/L5dotMv72bhs2vn0c2472FaxjkSTMquVdrI1+V9kYXRVXX301uru78d3vfhdtbW1YsmQJHn/8cbS0tAyrvTQkdASmwWLJLrRK94a4cqkqwG0rfXq55ObHRqEh4Yh7WHLpblwlau4+kWwM+WknRGgkym+zi7fIvpSblWIJfcPt5MqQ4Ln+tFtv1xLhF7IkvfxxLAmer0lWMG7nOP+mRxdnycxhM+RUJbp+hi0nFJFCvPESU54hLkY5Td3ZhFNiNg3tEtqKdYUbyohrjfMUUt+YCd1H+0DBnivlpCUzHy+KLD6jVVmvIWk3Y6PHNekTGX+2nLarkHaN192kLnUts7wAPW86/uz1KeLhlZjjKKYXPU9dph9KWi5YZqxYpFOlcCvcDT/0ehIZX4VcV0M5MzaUSza0LQ+vT8A4GV+WywWyvnJ1litLwPvm1eKjK6chHE3ijr++h7SilI1beaj4yle+gq985SsjbkcB8KzUgqCloui+AgICAgITA2NufNtCUc7wArrhXT2zEjdcNB+nzayC3Zp9u7p4cX3ZuZXHEhKAC5Uj+F16QBhgAQEBgUmCMTe+h4KDnOFlseVwLz79q9dhkSW0VLkxu7YCc+uyfy67BRUOK7xOqvOY/LBAQVM6LIyvgICAwCTBmBvfWTUeyBI4AywBuHRJA06EYjjQOYCBeAoHg4M4GBzE33d1cPXrfY6sQc4Z5jk541xb4dDkLiyfPFlmy2cM7AOsMRyXveipn8aVpVqPc9vWuhrtM+V4JSJLQooQgIwUSfLwC7wUC5UtMdxsmm9HqfLzx2X3zRDiSubJwky1vtpb7unnytL1AW7bdkLnt1N1/CpxRw9/7pEm/l5w9Opk7WAjr512hPg3xFhA53McvXxZwsdzPRaG7k47uCLICX6b5UnlJA02QjhgWs7yiJTH5U+HOy4to3VZyY1ELhUNPsKpMigfSWU9ZrxnMe0xy6dRHo5WZXZN0zFMFOZbDeNrJxxwSi9XaFnSnAPm6jr5gZIS/O9KsTPlpMwgPWIfpEU02BzPW4zLpNeO5UGJdtrAoZrxoAY9dwmyHm4twtAlTEqKHxjZxvc/k5IKltNzk8n4Z5hxkXN9KsYTqxhz49vod2H9lUtx64YdHJerhoVUFAUd4TgOdA1gfyfz1zWArv44OsLZv5f3d3Pt+pxWzKmrgEWSsPVIb1mFnBwJMsj+pq7M7MGViT1IA/jZ4AV42nPKOPdMQEBAQGC4GJcFV2YSIUmS0OB3osHvxNq5NVy9UDSpGeUDOaO880QY7eEYwrEU3m7t4/Yvl5CTw8W3qz8CRXbip11/1l4KLQCuDT2Pt5wzhBtaQEBAYIJi3KRGQ5EIUfex32XD4iYfEqkMjvdG0R9PoWcwYdpGOYWcLBXvOZtwaqLT4I2xQMHCeBvCFhdOWAPIHzFaQEBAQKBcUXZBNlRwoSUl4JJT6jEQT+HNw71aiEkVjX4nzpxdjUWNXqx/YjdHg5RDyMlhQ5JwwlaJDCRD3NBb+p6CjKwG+Gees/GUY6FWlg4yLnka5rF/wPyQdoYQJGEsDfGq2Q16HFLXlAUhdeVBhjQlmmBLD9//tF/nsK29/DEzHp5wdfTwGuGUR7/9HWGe+Ey5eJ7INqifAeV4rUTSzOqAJVJmqoWlPFuc8mX8poX5glJrFpPjyiQsuqk8kbZbgpTR2K4Z5zj0hmkscAOYYtpfQ59Yvo8Od9Jk/CnHKxfmeLPlTFmaxCenh2F0tAqNDW7Q55aikx36rma/V6UIp2laOpohR4cKcm3SKfIjJFx5mtUxk3PNEE0/O/zqEySTHFpo3bI0vlSOpCjAUzv1hVc1FQ6cOacaZ86uxllzqtFS7dYMg89lM/DJE3HWqyJo9eKnVRfi2p5nYYGiccDq7WGBgmsHN2OrbTqCsnBDCwgICEwElKXxLSRHssjAp09vwefPasGc2oq8WSPKNeTkSPB0xRK8GQugKdOPQCaC2xIvceWaFEkYXwEBAYEJgbI0vvnkSACQzgD/99oR/N9rR9Dgc+KsudVYO6cGa+fWoMHPhyFURpaPpSygeD1QLFnXaXe/H93woyYziEyCd0NnAESTGSxLHsFxyYuemga9LMxLdSSSCxgp3o/ChpSUfSQfpY2EhUwwfDsJ+4gAL/uR4kx50pgOkmuXkSlJfURqVMW3K/frrmYqNbKG+PCY8SreDW2N6uceq+TLbFGe2ohW6q4kK+/dRoJXVXFu3RSJjmmQ9bC/QOphpNkfTSRBReuy4TGp1MgsBCZt1yTEZdEQkZzUiJQVSfFikDENEWbjAACZwh5G/tqAv3Y0TKVM3MyGMJZsXSJ/ou5tVuJkcF+bpagsRaozEvcvvVamPuoibZXSj1KkRmy7RC4EG9XPEakUI6WiYThpisoMI2NSy6QhplwsS+NL5UiyBPzLuXPgdlixeV8QW4/0oj0cw4a3jmPDW1mN65xaD9bOrYGiAH94/QgyyuSQGlEEZQ9+WnkBru19Dpbc3SgD+GnsCZ0Dtp+Hp91CiiQgICBQrihL4wsUdh9fc/5cxJJpvHm4Fy8fCOKJ7W043B3Bga5BHOga5NqY6FKjQni6YgnecragMdmH8yO78YHIezwHHHoBbzmEFElAQECgXFG2xhfg5UiKouBYbxTvtYWx80QY750IY1dbGMf7oqZtTGSpkRmCVi+CVi8kKPhA5D2uzAIFjamQML4CAgICZYqyML5Uz5tIZbC/cyBnaEN470QY77WF0R+juduymFHlximNPjRXufCrzYe4PMATWmrEQHIyqf4GdLnN8YzDIEXKAPAPdKMqakG3p5prR6FSI5pSkOGEKV9MZQ0SU9eQurC7j99m0gZKhDuGgychJbYuadfSxbebbqzSPlu7CD9czb98ONt5z0iCuS9cXTwZGK/i++gI6zxOtIbIkAZIOkKnfq5mMiQAkNiwj+TXaCHZHynXxqcjJLtSORHTtiHEpQm3SblYym1y7ch0u3CKPkMZ5YCpRMgsdZ4JX1zsXFke3TCG5HHDZfqjYSoJF0tDVXJhLGOFZUgAIMf1LzJ2EoqSjn8JMjFuzEtVerF1KYdqOK5JyEsKMx7aEIqSrVekD2xVGpIzaR6ykwtHSQ5DZURsKE2V/82ki510FuNufGl6wSa/E8GBBBJpI2lts0iYX+/FKY0+nNLkwymNPixq8sHHJFuYW1cxqaRGxRCUPfhp9UW4tvvvHAd8W+KlLP9reR+eci40b0RAQEBAYEwxrsY3X3rBE7kVql6HFac0+bC4ya8Z2rl1FVqqwUKYjFKjYnjauwRvuVqwMHYctwafYEJRKrh24KWsBli4oAUEBATKBuNqfM3SCwJAvc+JU1sCOHd+LZdKsFjWoqGErpxsCFq9CFs8eUNRLkp2IJQO44TFh67xd3YICAgITHmM65O4UHrBSo8dPYMJPPrOCTz6zgnYLTLOnFONSxbXIxJPY/0TuyatlIiFYrNAyfGqnFG18RypMpDlMo+n7UhD0tzPKm4ZeFaXIbnW4in7fL0uTQUY0UlKyUpJSBIWj9H5Ui5ZchOeXWG0c1TnS7a5ulFeq6tU8O3KvQNMGeGHw3zdVCVf19qv9z9ewwtybYP8uCQ9hXW+KfKeZ0kwPBAdQgO3yaQkozxtkSh1HAdJy2jdhEkZ1Q+b0GnF9Lg8zPjJsYkzSMcfNBQ8cz6G8TfRktIxpHpQIz+vl2eslAsnbTF9lig/SftUgsZWKsaTmqJwGE7TfUuAMWzlCEJnmul86XEoj24ZOjfOpRxUPw5xnEv6KY02VD2vJfcAskgS7vrYUrx520XY8JWz8OVz52B2jQeJdAab9nbhto078L3Hd2nGWpUStYXMVzxPFQQtFfhZxfuQzt0F6nOekyFFX0ZNZjBvfQEBAQGBscG4+yALcbSnzqjEqTMqcfMHFmLH8RC+/uA72N3eb6g/WaVEw8VTzoXYap2GpnQY/kwUtw0+x5VboKApE0ZQ9hRoQUBAQEDgZGPcjS/Ac7QsnxtJpPGH11rxl61HES4gM5osUqLRRFCuQFCuQE1mAGlkcwCryACIwYplqTackH1QMmlMy4RxXPYJgywgICAwRigL46uCyo5YTK904dNrZsBukbH+8d1TRkqkgeVf0zxxReM1K6GshyAoV+Bn7rNxbeRlTob0k8G/Qgbvlk5Dwk8dZ+Jp31K9nTghyEgcaFbnCxt/Kykxnm/l6xG2w0rr6gJXycnHXJaivPg1U8PEgY7y/c34+PtCjpCUggG9bWuEJ94Sfr5PloRO1iYqLKSM20Sa6TKNx0w5SIkRpbNaaCAPF0h5RDONpBmPSMsIf8m2azimSdjaonzwCGILD5euLHauYM/HhKcFCAdMxkGi525yXMnAQZK67G1KYkRT/rKkcTGLh1xMNsvULRbDm22rWPrBUQM9DBcHmpYV4YDNzs9Mi6x+HGIc8rIxvvlkRwCwdk41/vl9s3HO/FpYcg+ny5Y1Tikp0UjwlGMBttqmoykVwvnJ/fhAYp92L7L3pAUKrou/irfSs4QsSUBAQOAko2yMbyHZkdUiweOwgp0UTEUp0UgQlD0I2rMu5Q8k9hXcT0tNKIyvgICAwElF2RjfQmkEN+0NYtPeIGZWu/HxVdNx5anT0RRwFdX6TgYoNlmTGrGQSDhGxEgcQjsTwzCul52w+vNKkbTjAaiO9WBZPI7jsg/dDpIrj0qP2DSCSeKSJmEh2X4YLjJJR8i60RV6bn7+xUAa0Fe6U6mRFCVu5koiRWJSCsarefe2Jcb7jpKMq9ka4/ufdJG0Y2z6PhpOkrgjOQUHGZeMlbihqTuLC7fHF5mGjKRuZhOpUTH1B7dvMXebWX9LiFhYCoqdK+f+KeaOZ9yRCg1ZSM+durDZ8Sf3hOHnyKZeLCIDK0m9VYo71VDMnHtJCqCTdGGL9cHsXjPItahMrIQ+cT+AAu0VQNkYX5pG0CIBXzxnNnoGE3js3Wzmov94ei9++MxezK2twP7OASiY/Frf0URQ9uBnrrW4NprlgFnOV0H23vlm/GVIyGmCsRZPORaMW38FBAQEJivKxvgChWVH3/nwYjz01jHc9cRuRBJp7OvUAytM1rSBJwtP2ednpUiZcHa1s5KVHkEBvh99kg9NGXk5G5pSrIIWEBAQGFWUjfFl3chnzslm4gnHknh2Vwce396OF/d2IZ7K79cSWt/SEJQ9mkFVFAVB2YPlqbbCoSllJ05Y/EDagqZ0CCcsfsELCwgICIwAZWF8WYmRLAFXnjod3QNxbN4fRDKt+99nVrvxvnm1+P3rRyZl2kBTsFIewq8qPmIIQ0wwEhKKEkkiU8q9z5ywGPlgBcAtkecLy5LYbEkOnjOlYSELngtgSFXIhqqUPOS6DvCxHTMNespEKcLzw+kAX9cywJ97skoPKWkl4STjlTwxZ40yUiMvlSHxXUwzkSolIk83cMDM+6SRnySpzmRKuDKfDan/Ch+3JKkRfSMzhCxkN8iuBomHSVkxmHB4hrdGNlxtCVIjM56c1pWJ5CdThAPmpUakjPK4TDrCjJ2EojShI4sxlVwfSqRaS5EaceczmlIjs3vA0Anmswl3D+ThgDN5eNxCx53IUiMqMcoowF+2HtPK59VV4ANLGvCBpY1Y2OCFJElYMs03pdIGjgUoH6xywOq9l1eWZG8WLmkBAQGBYWDcja9ZZqNPnd6Mf1w7C3PrKiAxs6OpmDZwLPCUfT62umehKR1CXaofXx94vuC+IkylgICAwPAx7sa3kMQIAO5/4yjuf+MoGv1OnDOvFufMr8XZc2vgd9s0rW9bKIpXDgQnteRoLBG0VCBoqUCNZQCZgcKZNxQAGUXRwlQG4Siwp4CAgIAAhaQoyig65YeHB7a0chKjay+aB4/dik17u/D6oR4kmIVWsgQsbw7gnHm1SKQz+J9NByZdesFwOAy/349z19wGqzVLINraQ1q5IQxhnORCY8qViAn3ChhCRoJJMfj+9H5cO/BSQVmS+j9fqkJDyEs23CRJY0hj80kV+mxaCYX5spoqvi7Df2eqvPy+Cf7cknV8n2RG5xurpxpgEm4ywLynUplyBek/U54mlDuFGfdp1PlSwtWkrq0wP0y5TaMOsnC7Bs60BB7OlOctQTtais7UwOOS272Uc2Wva4aEfaQ8ooEDZsso708pRzYUqIE7Hn6ISK6dkWQXLIGvH1kWwxGcK1tOx5CmdCSdVMxSCppphHP9zURjOHbddxAKheDz+Qp2cdxnvkBhN/I/v282Ysk0Xj/Ugxf3duHFvV3Y1zmAt1v78HZrH9eGkByNPp5yLsyGpkyHccLiA+Tsaue6dBj/2v8CL0uKvoyt1mnCDS0gICAwBJSF8QUKh4x02iw4pdGHvkgC/bEkOvvjCJHIRSqE5Gj0obqhAQCyBUFLBZYljC+eggMWEBAQGDrKxviyOl+v04bXD3bj5f3deHl/EHs6+Dy+NouExU1+vHO0j19RPoklRwojz5EMUiPe4EnhQf0zCUWpJMmLC8kwxGYRUgZ5WY+aoueE4kYGNDKfhBPuWsCSdZOzcqFsXcZcU/kTcaMrA0z/qfu6N8RvT6vXmwkNcmXpat4Nbe3jXfDJKv0lzd7Hj0u8mvcN2gZ039VgPf+zsUVJuEm3fj4yGe5SpEZyikqN+HLOlWwhLmozqRF1vVLXrKn8CQVh6J9JRiSzc8nuTIqHm9WInqvJ+ZQiNZJS1FXJ72uQIjGuTioDo2PBlhvc2yYZkYqN0Uhc1mwfzUKkFm2LupJNY5matDsSqREdQ0MoUDaUpnlWKa6uei4TKbzkA1tacfOG7Zp2N98CrMVNPqydW4O1c2uwemYl3HYr4YqF5GisEJQ92GSbjfOTBwFk7/NnnfNF4A0BAQGBIWLcjW9bKMoZXkA3vD6nFZ88fQY+d2YLplcaZ7RCcjQ+qMkM4tyc4QWyL6QXxvbid+k1wgALCAgIDAHjbnwPBQdRaL11OJbCvS8exL0vHsSMKjfm13uxoKEi99+L2TUVIr3gOKApHTIseLRAQVMqJIyvgICAwBAw7sY3n85XkoBPrGrG8b4o9nT0o6s/jtaeCFp7Ivj7rg5tP6ssYVaNB/MbvFhQ79WM8owqNyyyNOHTDqYqbIA1S9ZZ+3Rzl3bzHK+FcJ0ZJu2eTMIxwsXrcSWSzo9N4SdVBfi6crYPbSkrMgMSZBKKsibdj2Xx4zhh9SPY0MgfJ8qEfjTwzjwpo9RU6p87gnxZC2n3SJv2OT27iW+2m18rEJtTy23bg/rY9M/lJQGuIB8zcrBRHzdXN096RWr5/tsH9XFJVBRONwiYh31Mufm6ljhJOcjIiWgoyhRJc2hhlV5OrsjYJ4aSp1IXKp3iKDEaVs9EQiOTc80YM2cWPI6BUjOh2NJEfm4hyjt2/A3jQOqy/HHayZ+cnCAcLwkLKTMccdLDlxnCkzoYfpi2a/bELpIKj+MyzfhfwDCmHF9fhIcuiZ8367NZaMci9wvL1Rr6R/ufNCmn97TVhANWx3SIKQnH3fgaUwlmuVtWr9szmMDejn7s7ejHnvbs/93t/eiPpbCvcwD7OgfwGPSHsMMqo7rCjhO5BTaTSQNcDghavfhp7SW4tutpLhTlN8LP6bpf+f14KrB8nHsqICAgUJ4Yd+MLFOduqzx2nDG7GmfMrkYsmcax3ihaewax5XAv/v5eB5diEADiqYxmeAGhAT4ZeNq3FG9ZmtCYCgFQcHdwI6/77XgKWz2zELQVFpkLCAgITFWMqfE1cwOr3K2iKOgMxzQ3s/p3rCeK1p4I2sPmEZskCah029AzyPuQhAZ49BG0ehG0erEsdjSv7vd9/XvwkneBMMACAgICBGNmfGnawOsunIdTmvw4mjOu2v/eCGJJ85xMHrsFM6o9mFHlwowqN5pzfzOq3JgWcKE3ksDau57jeOSJqAFWJJ0/yXh0AkoiQUZSdbxxs3TrnoBMBX/OUpwnmBSiA4abIQT7CV9MeaJc3ROWOqSDxnSEX+p6Dl/seh4/9Z+HpytX6GWkTzSloNSnc7VKdSVfdqyD204t1KkE6+5Wriw9Zxq37TzI88exWTXa54rDvPck0szz6u52fdxCs3gy0B3kCcxYpU5I2Qf4MUt4CAfM8oiEY7RGKMfLl7M8Lw0naY0W5oANvCc5Lst9Uo6X8pOs/pPykQb9KjNMlOM1k38a2jaE/ENBWPgskxyfDQAycz6GcTCpa4nxHWR52my7hTlga4RwjIRHZNtOuUhZnKbDYz7TV2DCPbJ9KKY1NvC2TB8NGmczjrOU1JFFtcYmaQ1N6pbE8ZJyAzdOzp17Jqp9KpJyUcWYGN98aQN//Pd9BfeXJaApkDWs1LjOqHKj0m3jshxRFOKRxaz35CBo9eJn9e/HtR1PcRwwAMhQcG3oBbzlnYOg1WvWjICAgMCUwZgYX7O0gSyWTPPh/ac04MJF9ZhfXwGrpZTXJh5CAzy2eCqwHFs9s/C+/j34UtdzXJkFChqTfcL4CggICOQwJsa3UNrApoCTWxi143gYO46H8cNn9sJulTG/vgKLGnxY1OjDwkYvTmn0IeDWfT/FpEQTXQOsWCQoVuMMX7HxPjs5QnyBbChK4maGlfj70lRLwmzbaLw96gvU95USGXTDhc3OOfginjfKkBJhLMscwQlrAMGMOQfMuqUlIpVSKv3ctq21Sy+r5TMeyUc7ue10Ey81chzXQ1XGp/PtOjt4n2OiUr/vPB28zy7h48fUEdb9q2k7/wJpI65k1t1ncJESVzKVwnCutqi5i9rGuL9ptiTqXmVdhVbiojYLC2kxCT1J61qI2/NkZeSh4yCTnwN7XDoONNwk56Im7RrcwTTcJOOGzhAXNXXjsiElqXvbEAqRlWjScJhEYmPJHxI/14fCZbk99HZpHwy6pFFKlGe4zmzYR/N9Wc+oYV9LETc0U14sFCXrhtbc4kM8/TExvmZyov5YEns7+vFeWz92tYWxuy2M3e39iCTSmjHm23JiUaMPGUXBpj1dUCCkROWEoNWLn9ZchGuDf+dlSL1PQwKQgYSfVl2IpyuWjHNPBQQEBMYPY7bgqpAb2Ou0YVVLFVa16LOWTEZBa08Eu9vDulFuD+NoTxRtoRjaQvzruJASlRee9i7FW57ZaEz2Agpwd9ufeQ6451m85WwRbmgBAYEpizGVGg3VDSzLEmbWeDCzxoNz5tfi1QPdeHFvF57a2VFQaiSkROUFTYYUbc0rQ2pMCQ5YQEBg6qIsgmwAOn87s9qNUDSFF/d2YdPeLrx5uBcJhoe0yhKWTJta6QQBIGPVyQY5xfO0GTevn7CwLyiU400RYojwuIpdJ7No6kJDEG5Z75NCUxPm6p6w+JEBH4oyDQltjio9nSGVGjEhLhUaDjPGk3bpBl2KZOkk6QaZMJUAYOnhKYx0XUD7bOvhX+oStfxLnK1fH4vBJr5P1ih/PVIufSxoSMi0nZwrU5VKdYqmFGSQISkFKbfJyWSShB+mTwE2zR5J90h5RS4lH5WrGFK1sR0kxywiNeLaKoHzpTw55XG5tIy0vybpCA1SnSKpF7m6lGMkUh22nIapNIQ7NBkLukSDG9MSaVkupWCxPih5eNCC+5qUFW7WSCubnQ+5NpQLp5IsjuelfTI5d7WegScugLIwvjSlIMX0ShfOnV+Lc+fX4sw51fA6bSKd4ARB0OrFc56FuGhwF4Bc+sGKRWLWKyAgMKUx7sZX1QBTw3vm7Cq8f3EDzplfi1k1HoOuV0iJJgZqUv24YHC3ti0BuHBgF/6vcq0wwAICAlMWwxfSjhIKaYCbK934zBktcNktePVgN9pCUcM+jX4XzpxTLQxvGaMp2cu5nAFd9ysgICAwVTHuM99CGuA/bz2GzfuDaAvHoChTU06kSBIUdcbPTvzpKxMdPJPoX8aDUM1bUcFf3roS1Qvn+OATjmpkwHc5A6BN9umaYplyMPretF3FwQss5ZjeX8VJYgdmSF1DqE2dEEyRFzg5QXhct04cWRJFeFwm7KMxxGJhckoiRCflPQ1cW4Fj5jsu27ahXbNLTsi1ktLFme1bSjsEpfTByEObVC4WYpHZNvDvZvwq2Z/yw4Z1F6z2mIYzJBi163GS6iqlPItGE8x9WzQFpcn4Fz3vPOWZ2NDmtOM+81U1wJbcAFgk4JOrm+FzWnEiFNOe76qcKN8MWEBAQEBAYCJh3Ge+QH7+9pz5NfjKH97m9hNyoomHrNuZhwwIqZGAgMCURlkYX8CoAa72OAz7THY5kSlM3DdU5jPUenlh5pYzQSF33nF7VX6pkb1ySMdSqFSKnE/Gqd/CMnGhK3b+9laIHCfjYMJwEtd9soKvy5annETWQ2QlacYzTl3UdJzM3NAjgSFL0ElqlzvGSfQwjpl7daig41uCD7FYBqdSMF7XY1zAnmyxkzPVJZUHxt3tnA8PbGnFJ+99jftOyIkmJoI2L571LtK2FQDPeoTUSEBAYGqj7IyvJj1ivpMlYMNXzpxSi60mC2qS/biwf5e2LQG4cHAXalL9hSsJCAgITHKUnfHNJz3KKEAkYbLUU6BsIaRGAgICAkaUDeeropD0qD0UxSsHggXTB05GKBZdlsBRHDIJ5UjlOAy3SSUoxphzpJxtiy7BN4QazOT9DOhc7Ql7FdKQYCEpBgPJASxTWrMpBqkLmus/aZfIidjzyxAZEkWahOFkedyEj0iYkkRq5NG5Zxr2MeXkrwfL41Ke2ZR8pdfCcK0KVzVEwaNSI/YHRbl2M96w2IHYolJ45mI03GhlqaOyHoMsj+lShtzfJiEwDeEki4VcZMrN0jIa6pYQTpLCMGZjJO/iDjmqvHMpJ898zpjfTAbpHXt9ivHz+cJjllNKwVJA0w+quOHP7wCYmnrfiYygzYuf1b8f13Y8xaUYvKXnSZFiUEBAYMqi7NzOQFZ6tPnm83H/F8/AH/55DVeWUYBbNmwfF73v+vXrsXr1ani9XtTV1eGKK67Anj17uH0URcHtt9+OpqYmuFwunHfeedi5c+eY97Wc8JR/Gb7Q9I/4Zt3HcHPtRzUDDOgpBgUHLCAgMJVQlsYX0ENH5nNbZBTgT28chaIoaMu5o8fCGG/atAnXXHMNXnvtNTzzzDNIpVK45JJLMDg4qO3z/e9/Hz/60Y/w85//HFu2bEFDQwMuvvhi9PdPbeMStHqx3dkMSHLeFINnR/YKAywgIDBlIClKoVxC5YG2UBRr73oub/zneXUVONA1gMw4hZ/s6upCXV0dNm3ahHPOOQeKoqCpqQnXX389brrpJgBAPB5HfX097r77bnzpS18aUrvhcBh+vx+nf+TfYbU5AQDOTj3NHtWkUn6SDavIhl8EYM7xkrqUWzZwhUwoSgM3S1MBRrP9r0n147etv+QWYakzYdUF/VTDar1enM8Jl/Z7+HaZ/qa8/DEt5NwTAVLOjFusmqRlpGkCPfpY0PR9STe/zabso/taY4V/blTzawxbye9vlubNmLqQ6ZPNnPPl2qWLHymHyh6jyJNEMeHSTpY2l44DHWP2+kjkt5GxkjFkijN0eQEZfwMnzNRNOfkyM524gUen419CSr7hpu+j/ShF03zSrvMIZL4ZKwmpSx+BDBlrGH8zvj5XlonFcOg7tyEUCsHn8xXsY9nOfFXQ8JOyBFy4qA42i4R9nQOaUR6P8JOhUAgAUFVVBQA4dOgQ2tvbcckll2j7OBwOnHvuuXjllVcKthOPxxEOh7m/yYqg1YufVl+EdO7Xk9cFnZy85y8gICAAlOGCq3xgw0/arRKe392FNw71IJnmZzZjGX5SURTceOONOPvss7FkSXaxUHt7OwCgvr6e27e+vh5Hjhwp2Nb69etxxx13nLzOlhme9i7BW64WnD24F1/qfZErs0BBU6IXQVvhN0YBAQGBiY6yNr5toSgOBQcxPeDCjhNh3P9GKzbvDxo8pyrGMvzkV7/6Vbz77rvYvHmzoYzmHlYUxfAdi1tuuQU33nijth0Oh9Hc3AxFYtwnbH3SVMbO+6LkOJvRg7rOivgGWVdzhvrShh7iUoolTA8TtHqx2TMfX+x9yeCCDkR6sTyewAlbJbpclXz3InFuO+PTX7QsUeKidvG+QUuM9++lPFamrLCbGeDlRYkKvox1MwO8q1MmXv8M+cWx5YbQk5QxMMtyRBNDpQq7UGmZITSoWbvERWrWP4NciJXbmEk28mGY7krjuZJykwxU1M3P9kHmbzWDO95Ql2mb1jVeO/2zwX1tMv4UptejyHibuVvNsmvlPe7JQAn9N15Xc+mR2RibUitK8fosytb4PrClFbds2J6X633fvBp8cvUM9EUS+LdHdiKtKGMafvJrX/saHn30Ubz44ouYPn269n1DQwOA7Ay4sbFR+76zs9MwG2bhcDjgcBhjWU92qC7oa7v/zsuQup7QOeD69+Mp/7Jx7qmAgIDA6KIsjW9bKIqbH9pueLn5/Jkt+KezZ2NGtT67vWBRHZcN6WRCURR87Wtfw8aNG/HCCy9g1qxZXPmsWbPQ0NCAZ555BitXrgQAJBIJbNq0CXffffdJ7dtEheqCbkz2QVIyuKtzA88BdzyFre5ZCNpELGgBAYHJg7I0voeCg3m9CpcuaeQML2DMhnQycc011+CPf/wjHnnkEXi9Xo3j9fv9cLlckCQJ119/PdatW4d58+Zh3rx5WLduHdxuNz796U+PSR8nIoJWL4JWL5ZFj+aVITUle4XxFRAQmFQoS+NbKMRk92AcbaHouIWXvOeeewAA5513Hvf9fffdhy984QsAgG9+85uIRqP4yle+gt7eXqxZswZPP/00vN5hGA8JebkuI5dDOQyWnCpWmYDl/wwk49DJHJoKUEqZESnZdk/YKw3pBxUAgUQ/lmcO44StEorDhqZED07Yq7KLslI6AcWmFwSMoTVZjpeWs+EjASOvxYaQNISXdBROMUi5QNmE7CyFM6UwvKyahJc0cLyFIy4WD69nlrnNpG7J4SKHyyOahHk0lBvGgfDFzM4GHrGUMIQUZnKcEUh1RjOtJMdjFunDScvgN9x7gPZHpsWjFcu0NJStzveBLa24dcN20NDEUyG8pKrzXX2FrvN1dTALmIrEAGb1rVQna4j1TI0i+2CmGmBqfNMmBpXGn2aPQ+sx7V7Svx3XBnkOWNcB6+8jGUj4adMH8ASjCabGl4IaXxZJn3lddhEVXTRlZnzpQ5guoqL5fjmUYnypPbUULi+Ue7nQcc2OU8oDcUQLcYZZ12wcaLvFzo1dvGjQ2xr2LVxO7x8KhSkfyXgb2h0jje1Jw3DvAVqPGl967eQSgqjnKcvEYjj43eI637Kc+QK6vGjr4R589f5t2veqnvec+bVTJsHCVMLT3qXY6p2LpmQvoGRw9/E/MxywDhkKrj3xBLZULUDQLmRJAgICEwtlHWSj0e9CVYVxFbCq5xWYnAjavHjXPQOQJNMXTQsULO0/jOX9h1CTEIE5BAQEJg7KduarYlaNR3M9qpCAMdPzjicUWcrvIqTuXxM3ioF6orpfsw4YjkPdziXUHQZO2IzpCCluPrIREoA0JPx4zuV4sn6VVqZYzd8tM/bC5TQsIcvxUTezQXdtEoLREJ7OzMVr4G1JeSlDPAR3mQAP+ls5aRDjPzSMIDxmOaKsZ74FMQEGVmDkCNq8+FndJVooygz09TIZ8KEpLVBww4FHUBMPjX1HBQQEBEpE2c58D3YN4Ikd7fjL1mOGeY+iYMzCSAqML57yL8NW9yw0JXtxwlYJ2K1oSvTCnxrEbcce5va1QMG0WA+CDv/4dFZAQEBgiBhX46uGj5xV40Gj34V9Hf14fHs7ntjRht3thdPLjWUYSYHxR9Dm1XW+NhuCNh9qkmGDS1oBkFQkLA8dxHFnNbqslfkbFBAQEBhnjJvxZcNHSgBqKuzoGtDlNFZZwllza/CBJQ2IxFNY9/juMQ8jWU5g+Uk5xZN/STd/GR1xnYxVbES/miRELdHjZux6WzKNz0yF1xamLmkHcb4uF/vZQslMwkMndHmU4iHXOdduEC78rO4SXNv5NCdL+ul7v9Y44B+e8lE8Pk2XIlF9btKn98OgCXYUjt+crOD7a4uQukyKQesgiftM1g9amVDVlGemMiQqUWG1l2YxowEgzaQRNKQuJKnzZJN2DXFr2Ri6VNZD4ygzfTK0WyxeMNt2Me0rU25Iw0hTAbL9pykEyTix5bTdDJ+R0jRNHY2PbYgLzY4TST9ollayGNgxNIx3EV0yV5fcW2bkpWkKPtqFYikpS9CJ8+kfSezmFDlZQ4pBVs9dRCydL03mEMW742J820JRLm6zAmiG1yJLuHx5E/75fbOxsMELObfI54PLGscsjKTAxMBT/mV4bdZyTIt2Y9pgEDceeITjgP/1vY3YUj0fXU7hhhYQECgvjIvxPRQczJswAQDSGQUb3j6ODW8fh8Mqo6XajZnVHsyq8WBmjSc3xwHqvU7NMAtMXQQdfgQd/rzBwCxQMC3SLYyvgIBA2WFcjG++8JGSBFy1ajqCAwkcDg6itSeCeCqDvR0D2NsxYGjDaZMxs9qTNc41HsyqzhrnWTUe1HkdXAo/yi1PFKScEpScK9Jh0c8n6eAvm22Q9wOlPLpvzTrIt5khdeUE78eSEnpbaS/xedGUd2wkLeLOTtd4h7wvjdiVqvJon62dvH43MY3ncW1tfQCAjqQtLwdc3xNEU6oCQbsfgzM8XF1Hr+7eDrfw/mBnH9/HSK3ud3N18z67aDXvW2Pd0AYXNXFDs7Il6mZOFHFvs25qmtaQ1rUPMH3ymLu3U07GRU3d18RtzrovzVzStK4hJZ+JO5gep6irlZWFuflzNdIA7LmScXCRcYoXHkNrlO9Cmv50mPNNkEiztG6KWc5iiZF2adgDNkIXlbiZjWGRfY3hSfXPBhe7SfrEYu2adcEshaaZnA/g3cVykm8o7eSPZIkXLqf3aZqcO0el5O7hTDmnFGz0u7D+yqW4dcMOjsdlQ0am0hkc78sazSPdERwKDuJw9yAOBwdxtDeKWDKD3e39eRdmuWwWtFS7MavGg2gyjU17uqBgaoSmnKoI2rz40cKP4sbdG/n0hIc2IgMJP5n5YTw0433j3U0BAQEBAOO44EoNH1mIx7VaZLRUe9BS7YGiKOiPp9A9kEDPYBwd4TjePRbCW0d68c6xPsTJAqRoMp3XMIvQlJMbTzSdhi1V83BKqBX/tvN+LjXhdYf/ihcXLUWXOzCeXRQQEBAAMEzjO1I3rmpMY8kM7FYJ24+F8MKeLvQMJtA9kED3YNzwOUkTAgwBTquMGDHMamhKYXwnJ4JOP8JRt8G7ZYGC5V0H0ePy4WhFjTDCAgIC44qSjS8rEVLduJ84rZmbmWaNZmLUjanHbkF1hQNVHjuqPXZUV9hR5XEwn+2o9ji0z72RBNbe9RzHLU8kjXDGDkg5jiFSq18q+yD/QhGu4QkmV1AnIpKEt7VEaaYinsTIMJIUe5gnPDIkXKPi0+tmLDxv4uiNc9uJKv1lh0o6KLfj6NHrRubXcmWuozwH3Ht6vfa58p1eAEBn0p03LOXtb96vyZB+MuvD+MOF52plgYN8f7sX8+NWcVwncrqX8IST9zB/nIHp+gk5evmyaC0dJ7084efH19HH141VEvkTw0EmfHyZPczXHWzUy11B4imqJZx1v143Xkm4TSqrYnjRYlIjCzPESQ8po6o2wgGzHJ9BqmMiW7IQPjVeTc6HWU4SqyI8OQkXHg8wvw3CdsWr+G0bLWeWKthJELYEyQtiZcLWx+r48bb38n1MeQo/R+n1YMfJMN5U7oTC5ZSHzhjD7+t9KMbPl5JqkWnLwDObSKWSbv5+tw7wnUr4Sfmg3hgdXzlRePxllTs+GVIjKhHKKMBND23HtzbuQLLQ8mUTlGpMnbYiLDtBIW5ZzHonN4I2H37W9EFc2/Y4LIqCNLK/W1aGdP2hv+KZweXo9ATGr6MCAgJTFiUZ30ISoVIMb5PfiVm12VXJtRVO+F1W+N02+Jw2+F3ZP1/uv8Mqc6uWh4Ni3LLA5MRTVSvw3OkrMb0/iMrYANa9/Huu3AIFzaGgML4CAgLjgpKMb16JEIC1c6uRSCkIRZMIx5IIRZOIJPKvtz4RiuFEKIaX93cXPZ7dIucMsVUzyLyRtuqfnbrR9rls8Dqsmg640e8qyehOVGmSAI9OdwCd7gDqIn15ZUgpScZpJ/aj1V+DBMR1FhAQGDtIiqKU5C9+YEurqURIRSKVQX/OEIdjKYSiuc/q/xjzOZriDHc4miwYhGPIJyYBXkeeWbXTBr9b/Zw16qrR9rtseH53J9Y9vovjtMdamhQOh+H3+zH/hnWwOLLco7O78IA4QiTcpEfnNAzaUMKlUf6M1XxmKDdrCBeo72sMp0c1kvoOisWc82Xrujt5cipay3PUvj06gRZa5CdlOvF2afAtXHf0b7AougxJ/Z+GhH+/4CpsXHyGtn/VezwH3HOKTmyx/C8A9M3l6RBXpz4ukUai1SWSdZb7tJIU1VQrag+R8JiMltfCdxcp8i7B3j+Ux6XcMltO+b1kBb/NcW/kOtL7hd2m/TXohw2iz8LtUrDlCple2Pv4bVZTS8c/SblYRjOfIHFbHKRdWs7WjVfzJ+fo4QcuVqWXO0lZwl84VGLKTYW9JmETLeZhEylfzF5nWkZ1tGw4R0MaTLouoATHJtcWvddoO4zO1xLlb5i0gz9ZluMFgFSFfiBLhNT18ickR/W6GVe23Uw0hqP/+m2EQiH4fOQmYo9bsKQAhurGtVtlVFc4UF1hwsYXQCajYDCR4gwza7BVo80adva7eCoDRQHCsRTCsRSAaNFj5u2HkCZNGjxZcyqeOWsFmsNBzOjtxG2vPsRxwN9+/kG83LIQnRWB8eymgIDAFMGwpEalunFLhSxL8Dpt8DptQGXWGPfHUwhFssa1L5rI/o/oBjcU0b/v7I/jWG8UiVSRaO1DgJAmTR50egLo9AQgKXlCUSoKZvQFhfEVEBAYE4woyEYp3KiiKIglM7rxjCTRxxhO3aim0BdJIBzVy0fDDe1zZl3QAZc962LOuZ4DOXdzwG1DJqPg1od3cNEOx1OapFh0Nw3vYuQHI1LH+3JYN3TcR0MJ8sdIknBpSTYjT4xkdSHuPjbzDy2j7u6km9nXIIEoHEYxUsd30NnNy5/6Fuv+Pf8eXt8RXsDH8at+O6sd6U8483LAnj1xXLR3O447q7F3ZSNXt2qX7iftWsF7cwL7eTd0/3QmFGUnPw4xInXhwg4SD5WNhAZNekndBFvG70vDisZqCsufDHIiJgRjkt4/xF3MhhpMETe5IUQhc64pIjWimXJoGD/FyroyiZuTuFBZbyuVhlBXMitFMnMzA7zLnUqJDG5mSi/49E45ukmfiCvf0aeXx4iL2t7H1027GKkLGUMaBjLl1e9TKUF1YOZu6AwbcjFGXLFO6ltmXLGOIhMgqcDnPGC7JKUpdUXvAcYd7+V/n5ZBvv9UTmRlXM00FKVM3NAZRsYk5dzvhqxJBTBs40tTAn54eRPm1FZoRjTMzExVIzrSmajTJpsaz+z3dsP3XqcNliEmYZBlSUiTJjmCdh9+OuNDBg6YTUd4p/sqPLJgzTj3VEBAYLJi2BGuaErAR985UVIblW4bZlR7UOnWDaVqODXjyZT5XLaSdb7DgZAmTQ08WXMqnl29AtP7g5gR7sStr/Ec8Lc2P4hXpy8QUiQBAYGTgmEZX7OUgENFbySJcCykBdioqXCguiKJao8DsWQa6UwGkgTYLDKcNgtNfFMySnGRn2xOW6A8oHHAyM8BX3TwHfx9tgjEISAgMPoYlvHNp/e1SMAT150Di0XKhpEciCM4EEcwF1Iy+10CwdznUDSJdEZBV38cXf1xAMbsRBRuuwXVFdmoVzUVevSrrOHW/1d7HKh022C1ZP3z+UJiToTMRmmHAuQ4BzbtVdpJeDjCzXIp4WhKLLr43IQJYNPdATAN4UaRJKncWD5Kom9SZDPOcJv2QcqZ8lopV6d+gtFGnkj07ePvqYHZPLlWuSPLAYcLcMBff/1R3PD6X/HjOZfjL6efrZXVbOeJ84Emvk/eYzrHFAvwHJEzSFPa6Z9pajmajpCG1GM5PRpGkXKqrIyGpsOjoSjZ+4cNNQkY7z322lE+mK4DYENGUikRlQQZpEYMj2aQwdC22JSCBj6P8MXsGNL0fYTDZjn4FFkGQjleQ91+/bgJH98n20DhkIUOEk7SkNKO4bSprIfeL5aYPnDGUKBUVkgGlTlOxm7++2X5Y8rN0nUA3HHohTR53hhSItJdmcGQUoSndfHHkWMmKQVJusGMo3BddVwMY1cAw17tnC9s4/yG7KqPObVFGkBWB9wbSSA4kDXG2n/NUMfRnYsH3TUQRyKVQSSRRqQniqM9xaVDkgRUuu3wOa043K0/eYR8SIAiaPdh/ZqP45Y3/sJxwEDWBX3DgUewackSkYxBQEBg1DDsBVcj5UbtVhn1PifqfXSJpBGKomAgnsLBrkHsagvn/vqxqy2M/niqQB2gJ5fcgULIhwQo/jpnDV5vXIALjryDG97+K1dmgYLm/qAwvgICAqOGEUmNCnGjpfCr6YyC7sE4OsNZ93Nnfwyd4Tg61c/9ubLc7HeocNstqPM6EHDZse1YH1c2kTIbCYwdOt0BPNeyHNe+/TdjKErIOLVjP456a9CPisKNCAgICAwBIzK++UD51X85by6WTfejsz+OrnDOmDJGtnswgXQJq7f8LhvqvA7U+Ryo8zpR53Wg1utAnS/7uS73ucKhn1q+kJgTYtYr6ZI5luuhWt0E0WKy4QLTlB+jWkCauo1JKUh1vmYh6GhKQapFZo9D+SXK7bB9TBDe0z7AtzswXR+YimP8wAy28Eay4jBPzPXP08Wx/r1ZfjgOC37a8iFc18rLkP7nuV/oMqRzr8LDC3UZkv8wT6wPNOon6yShP6NVPP/EhvekXGyxcJPc+JPrSPnLBKMDpiEuE156XH2MU4S7p/cee0/Q/lGdKXtdKXdWLM4gq/M13IcmTzHKe9IQjFz6OMrjUh6deWQU5dhpOdO2PUw5RlKX6RMNJ8lyx4BxjM3AhlWkWlQabpJeDoWtS7TTio3UZdsqJS8ODRtKuVO2rfypA5hOMB+dZOc40SkbOGC9nPLbVDeeb0wNPHcBjKrxbQtFcfOG7drK5IwC/Nfz+4vWkySg2uNgjGrOsOY+1zJGdjhyIyEfEigFT9aeiudXLsf0/iCaw524ZcsGXob04oN4ZfoCEQ1LQEBg2BhV43soODgsSVC1x446b3alcsCVDYrhdljgtFpgs8hQJ0qZEeiNhHxIoBSoGZEKyZCawyIUpYCAwPAxqsY3b8pBCfj8GTMRT6ezq5gHcyuZBxLaYqngQALBAePCqHxw2XJyowoHajz2rE64Iic9YuRH1R4Hqjx22K3mKVDKOX1g2q1AyS17ZzOHUDebMfNM4Ww3CnUFUnkCc+2oXIhaIS6cHXkvomEJWcmTlDZ/iUoz/adSl2gNfz1dQf0EBqbxJ+dpJ6EoF/IxGAO7dSlS9zI+tmD1u1kZUl/ClVeG5D6YwAUHd+C4qxr7l/ChKNnjRup5f7Czjx/wuJfJQEVc6vFA4TEEiCufXBsaqtLOqK4MoShpNh9m/K0lZDUySFtMMi1R1xzNNGMITcm6rKksid9EhnXHu/nxttLQgowb2kIkJ8kKvk8WJoNNsohcKGnihqZZjWwhkrkooJfbSRl1m7PuY+oipfcE+wzJ2Mx/g5ybH+CkXhkXP6aGcIpcyEjz62pwLbNVachLtq1iDlCmDwoJpSm5+RtVifGNZTxMGE7qoiZjLMWN45JRhrY2aVSNbyEJUiFNbSyZ1lYkq1IjVRMcHEigZ1CXGwUH4oinMogm0zjWG8Wx3qFlKvI5rZz+t6rCjpqcwd7T0Y/732iFMsH0vwJjh6Ddl5cD/ulOPRTlOvtVeGS+CEUpICAwdIz6gqtS+FWnzYKmgAtNgeIzTkVRMJhIoyePFjg4EEdPzkh3hGM4FBxEKjf9VtMKHgwOmrYv9L8ChfBk7al47tTlWijKW97gOeBbX30Qr04ToSgFBASGjlE3vsDoSJAoFAWIJtIIx5LoywXn6AjH0BGOozO3irojHENwID7s0JdC/ytQCMVCUV546B08O0uEohQQEBgaTorxzYdCIR4zGQW9kQQ6wnF09MeyhjT3WTWsHTmd71AlSRZZQm2FA/W+7Erpep8jF9AjK0Oq9zqhQMGH/3MzCZFZvvpfLpwa4dZoyEiWXzLwYzT7Fw33xhyHcnjU6rB1aTuUn+T4JyJLMnBTDFeYJiEuaSjNGMOLOvsoZ8qfvCvI66yiTToxV7WT199EmnnSLrAnWx4qwAH/65uP4vo3/4ofz70cG5et1crcHfxAJL08v8SGz0yR0I1uko4wTeREbLjDtN1c3pBm3idpqkJ6/7CpCmk4Q5pmj70n6L1G7wnuviScnZWkCTSEpuRSCpLjmISbtJD0d5Tr5HhQGjqQSmqY82P5X8A4ToYxZsopx0vXcNgYKZJBGhUpPE401aJhDBm+UlbM97UQTp4dN4mMKQ2nyHLABhmYWWhZ+iyilK/58p2CkGz8DaMk6Y1Jbig2HCXllskzkeXG5WiuXmxoHR0T40uzIGUU4KaHtuPHz+xD92AcySILcFRIElCTM6r1XmfWkOb0vqqBrfM5UO1xDCmFYD5+Wsx6BcwQtPvNQ1HufwSb5y4W0bAEBARMMSbGt1AWpPZwzPglsukGT5tZhdUzKzGrpkIzsDUVdi1ZwmhA6H8FhoO/zl2D15tyoSjfMoainD7YLYyvgICAKcbE+OaTIAGAVQbyRYzsjSTxzHsdeOa9DtRU2DGjyq3/VXswo8qNlmo3aisckE1muEPhmIX+V2A40EJRvmUMRZmUJJzatR9HPTXohbdwIwICAlMWkqKMNFPu0JAvxOPHVzWjLRRFa08ER3siONIdQWuP/tcXSZq26bDKaK5yo6XKjeaccW6pzv5//VAP/u2RHRMujSAAhMNh+P1+NH//3yG7srHn7H36jJ9ypBaS9orlaqnWksKg82W2KYdnCAPJ1i3Gw2Xyf84H9rhUw0zDKNoihW9fmiqP1nUF9YGK+/kOe4/w4tdogx4D0NmpD+qlHVtxw4FHOBe0+j8NCT9Y/jE8NuN0bX85yZ982lnYk5P0UG6NL89YGW6NXBsaFtIsDCQFO06Uu6fgZJz0upIucONPywwp7kzaoqdG37+Zumx6uHxgj1PsXNn0cvT+pvcpLWfbpmEszVIZGtqlaziYZQzGNIEoCENKPqLHNRt/eq3M0wSSMpNrZUjFZ9IHGg7ToCemOmV2V2sRDpjtY9ykDIDErBlQyzLRGI5+49sIhULw+Yjgnu1iwZJRRiEX7/RKN6ZXuoE5xjqhaBJHc4ZYNcxHeyI40jOIE30xxFMZ7O8cwP7OAWNlBkJGJHCy8GT9Kry0YDGmD3SjOdyJm97mZUjfePchvFE7H12uwHh2U0BAoMwwZsYXKN3F63fZ4J/mx5Jpfu77SCKF906E8ezuTjy1sx0Hu8w1vICQEQmcPHS5A+hyByBByStDmjbYLYyvgIAAhzE1vmbIx88qioLjfVHsauvH7rYwdrWHsbutH4e688eQtlkkzKmtwMxqD57a2c6tYi9nGdFQwEsKSBl1RbHL4ak1oONmIh+S86dK1vc1cQUaZEqF6uWBbOJKo31i5Tk0kxKV7liSfHmyQj9Za4yEfazi9TeOoK6/iTTxfltXV7asK+7PK0OSBtI4fWA3jrmq0eGv4upao/pxWTcyADj6SBg8S+GBo3XRx29SyRZft2CRIVuVGQyyNbO1kUXWTRqy6rD7G8oKhzdUJJq9x+SY1G1r4iKloK5Yev+z/acZjww0EuNqplSJmWucHtPQB1ZGaEgqRagr0jZb10KfC7QxprYpfUCPIRW518yKzdotdq+ZZE8q9qzKd9xxyWo0XLAaYAnAmbOrkMoAu9rD6I/ltwA1FXYsavRhUaMPCxu8WNTow5zaCi2W84RNIygwYRF0+vHjBVfghj0PwwImFOX2X2kc8A9P+Sgen7Z6nHsqICAw3hh340s1wAqAVw72aOVWWcLcuoqcofViYUPW4NZ6HfkbzEHIiATGA080noZXmxZiWqQbzQNd+PrOjRwH/K/vbcSW6vnocvpN2xEQEJjcGHfjW0gD7LLJWH/lMnxwaWPRzESFIGREAuOBLlcAXa4CoSihYFqkWxhfAYEpjnE3voU0wNFkBjf8eRs27e3CZ9bMQCKdKcu0fycV+Z7eyMNDDJ2WG9oxC4Ael6N6DBzS8LvA1jVwTya8ooGzI9spE0142kb44QQJmZfWfyqUW066+Z+RnIvYdsJZnZcDrh3sRZ29D0GnnxtEmppNoTxuqnDKOJlk5KT8sMyG/DNIUgqPi0L5vBLuDwOKcXomMG+7sKykKI9rxg+bSV2K8dsmEpuMzXwcWA7eKAkyrWqKkfwmzY9rUjiaz6YSYLYexTgORa574V3zlqWpPKkARi9c1DChpiG05G58iyThXy+Zj8uWNkJRgI1vH8fH//tVfPqXr2PtXc/hgS2t49xjAYGhocvpx48WfhTp3K9S5YBv2/0X3P/q9/GBE2+Oa/8EBATGD+M+8wUK87Mf392J//e/W7T9hF5XYKLhiabTsKVqHk4JteLfdt7P8b837tmILdXzsjNgAQGBKYWyML5Afn7WYTNOzIVeV2CiIej0Ixx1G9xMFihY3nsQ3U4fjrlqhBZYQGAKoWyMbz7MqvFo4fpUSMCE1uuOCgw6xyLi3WFiRBzRSMBaKROtIkA5X5IGjYaYI+eTZlKwFQ+lqR+YcnYy4WIRZzXD2Q4e9dUZ+F8AuHXXg5oM6UeLPorHmyauDMmoHT05bY/bfTlG4M51/LohcJIx7pxvyZjkPzyByYkupx8/XHylxv9mAEM6wht3bURNLDReXRQQEBhDlPXM91Bw0PDmpygQbmeBCYnHp6/Glsp5mBbpRiAxgNt33M+VW6BgWrRbcMACAlMAZW18Z9V4DN9N9DCRAlMbQacfQacfNbGQwQ2dhoTjrupx7J2AgMBYoayN7wt7urhtCZhaYSJZnS/rbqfuALPUYWba3FHEqPJwJfB7LAdslnIPgJHHtTP6W1I3RWIhs3FyacxoqyFtI9NYho8ZLeU0tZ22SjzTuAKXtr2dPT6AZxpXIuhiZr1U/E70uKY8qNl1Hi8ikQ3IXqLmd9j318lZDjGy4xbrEztMlEcfSZ+mEGU3kjUCJf2u8l3XIV6ksuV820JR3LpxO/edJAHnzK8dpx4JCIweaqN9uLhtm7YtAbi47W3B+QoITBGUrfE9FDRmLsrk+F4BgYmO6ZFuw8pnNfSkgIDA5EfZup0LhZ3sHoyjLRSdGq7nAuEli7qPSkm9VYofqxT3GH2tG8lx2GZouD2mXSoXspDUi7ScTc2YthNXMulwipElGVzUxA3NtitT13cu9OTRivyhJwOxfqzoPoBj7hp0egN8u+nCbuhiMh+J+SHRcJIS+ZGxYRaL3i5mkQXN+pQvJyhXubCLvRQUo114GSMZB4Omz+xAZNvsuMNxZRaoyjVTLCNfxrzcvPLQj8NhrCgOk7ChhhSsJmklDc2W8lwr0b1dtjNfGnZSxVf/+LYIMykw4dHlCuA/ll5pCD35nff+hB+//Sv86eW78cFjW0zbEBAQmLgo25lvXyQBv8uOj65swub9QbSH9VUtIsykwGTAYzNOx5u+eZgW7YacSeOH237D6X6/vmMDttSI9IMCApMR42J820JRHAoOclmKBuIpbDnUg1cOBPHKgW681xY29UyJMJMCkwGq9GhFz4G86QfPbXsXmxqXCQMsIDDJMObG94Etrbhlw3ZklCytc978WvRFk3j3WAhpwj3NravAWXOqsajBi9se3sHxv1NN78vyFBIJuZixDa0eAEO4RgOtxewvJ4v0Sc7/GQDk1ND3pWDPj54bbTfFSMGtUb4sSWTiVrJWL+nVT946yJcl/PzAuJg0grFavszZxd+3cbZdQ5/4k7fkQlEe89Tk5YC/tucxfGXP4/jRoo/ir7PWcHVZrjZjz9+udj5eC1NG+GwXDZepfzakWkwWTmtIpV2UG2TDcNIQnfSepmD5+lL4X8P9QiVkzBhS3p+mlWTLDb9BJ78tkeOydWUyhoaxYMef3MP0N2nGX9LxN3uGFOMrzZ4Lpn0osvajlGupmPC4Zjx62s4XWUj/0+QZw7ZN+0+Py92XJXLqY2p820JRzfAC2TUXzzNa3hlVbpw1pxpnzqnGmbOrUefT72hZlnDrhh1IKwoskjS19L4Ckx5Bpx//sexKfH37BlgUJW/oydcaFojkCwICkwRjuuDqUHDQsHpZxbSACxcsrMMZs6uxbHoAtV4HV3716hnYfPP5uP+LZ2Dzzefj6tUzxqDH5li/fj0kScL111+vfacoCm6//XY0NTXB5XLhvPPOw86dO8evkwITBo/NOB2fuOBm/OeiD+V1QQsZkoDA5MGYznwLyYcA4HhfFP/7ymFt2+e0YnlzAMunB7Bsuh8rmgNc2sF8vPFYYsuWLbj33nuxbNky7vvvf//7+NGPfoT//d//xfz583HnnXfi4osvxp49e+D1ese8nwITC12uAF5oWoqv7HrMKEOK92Nl9wEcc1eLGbCAwASHpCjFBHejiwe2tHLu4+99dAnWzK7GO0f7sO1oH9491ocdJ8JIpIwO9AafE8ub/ZAk4KmdHVCUrNRx/ZVLx3QmPDAwgFNPPRW/+MUvcOedd2LFihX4yU9+AkVR0NTUhOuvvx433XQTACAej6O+vh533303vvSlLw2p/XA4DL/fj+k//i5kV9b1bguxcRRJBbJtjbD8El9GeQkDT2Gi3TXArJxO3UrgQ0rht9n+G8oor0V56YT+Oc07WmCJkX2ZcZSJ3pZynZaYXu4M8SdO+T5rVC9ndbwfPL4FN+7aCAt0F7T6X00/+Nj0wukHKQfMtp3JkyebhSmHZzHndU3bNTtsCeEmSzkmvScsCX6bW4tA2qXXVWIelZQLL6YlZdtOE96ZpqTkOGBD+tDC7RowknCSZlr7k+QvLUk/bKLrpW3R51iGXBvDtTML10s5YMVYlo7HsP/7tyIUCsHn8xVsa8wXXF29egbOmV+Lw8EIZta4tVnrrBoPrlg5DQCQTGewp70f7xzrwztH+/DusRD2dvSjPRxD+07+qTgesqNrrrkGl112GS666CLceeed2veHDh1Ce3s7LrnkEu07h8OBc889F6+88kpB4xuPxxGP61KqcDh88jovMCHw+LTVeK1hAaZFuiFlMvjJll8ZOOA3hAxJQGDCYlykRqz7OB9sFhlLpvmxZJofn1nTAgAYjKew43gIj75zAn94nQ+wMZayoz/96U946623sGWLMQBCe3s7AKC+vp77vr6+HkeOHCnY5vr163HHHXeMbkcFJjy6XAF0uQJY2Z1fhjQt0i2Mr4DABEXZBtmg8DisWDO7GjOq3QbjO1ayo6NHj+K6667D008/DafTWXA/ibjQFEUxfMfilltuwY033qhth8NhNDc3Dz28ZCmZW0pxExZx7ZjJQwxh/cyyupQAQ7g3s1BxBjciKWYkHQZ3Hmk3zWxn0ubZkljXJnVPUhcjF+qxwGrEY25jKEo1/eBQpRo0pOSwUUK4w2J1+aKh3xQlhZokN2Iprk2pFEauWGhHjs4ZertFQ0YON7NVsXEYh6xYhutqGkuTbJo9b0Yxm9NoZoUr2/CShfDi3vFLM7h161Z0dnZi1apVsFqtsFqt2LRpE372s5/BarVqM151Bqyis7PTMBtm4XA44PP5uD8BARVdrgCenraSy1j2TONKBMWsV0BgwmJCGV9VJ8xiLNMMXnjhhdi+fTu2bdum/Z122mn4zGc+g23btmH27NloaGjAM888o9VJJBLYtGkTzjrrrDHpo8DkQ220D5ccf5tL7SzSDwoITGxMGLdzWyiK+99oNXjm1DSDYzHz9Xq9WLJkCfedx+NBdXW19v3111+PdevWYd68eZg3bx7WrVsHt9uNT3/60ye9fwKTE2bpB8XsV0BgYmJCGF82JCVFuYWZ/OY3v4loNIqvfOUr6O3txZo1a/D000+fXI2vyTL7kbY17GZGi9cthd82CaeXr65icvcbQnaapFSjIQxZbtkgOZEpB6l3SqKp/nJFx13VyIB3U2Vy32vnZODjCbfMSIQo52hMMciWkXYpX2nG49K0gOwaAXPavCSY3e80lKApL0r7RCUoTLmcLlxmaJe0XSwMoVn6R9N6RX5zfErHITdrPM5IUhOOBCZDYRh+k+eCXCw05TD7oI5psVCpKsre+NKQlCzKIczkCy+8wG1LkoTbb78dt99++7j0R2CqYBRXkQgICIw5yt74FgpJ+e3LFuGDyxpFfGeBSY/pkW7D4gwZCqZFhdtZQGCiouwXXM2q8Ri+s0iSMLwCUwaq1IiFKjUSEBCYmCj7me/j77Zx22MpLZooGBHHO1o4WTzzCNo1aHfJdkYy2deEL1ZMUjgCfFhCGsouY6ELp5h2C5xrlyuAp5tW4tITb2lhJkciNaJcbGmVyXY53HsjwXD7X2QcDHp0M761lD6MRGdaBmtBiq7hGK3DmOmfTxLUYw51vUtZz3zbQlHc+dgu7ruxlBYJCJQDaqN9uOSEkBoJCEwmlLXxPRQcNLwYqdIiAYGpgoJSo6hIMSggMFFR1m7nQikIN7x1DPU+B9rDsXFLKTgmkJXsH0FRWYNZVo5iISNLcNeYhYykbltTeYJJ3WLZYthsSSVLixiJUNrJ7ywn+ZPPWBlJUIbwryTSqJV5NzRKlqjuge0gOWYuNGWrvyZ/eElPteYuN2ZmGbp8qJTxp5l+uGMQGZKppGkU3ddmbr4MlUqZyIdKyX5jaJfWNRljg3zLcI9LhctMM0OZlGFk8j+u6oh0YSZlI2FDzGRIdAzpc6CEcTGEsczzvByqm7usZ76NfhfWX7kUltwDSz2nB7cewwU/3IRP//J1rL3rOTywpbVwIwICExxdrgCemn6qIbykSKogIDBxUdbGF8imINx88/m4/4tn4OWbz8c/nNHClaspBdtC0XHqoYDAyUVttA/vP/aWgfOtFZyvgMCERdka37ZQFK8cCKItFEWDz4lYMo2v3b8N//eaMTWfmlJQQGAyYvpgsGB4SQEBgYmJsuR82XCSEoBGvxMnQjEAgM0iIZXmE5CVW4jJkwEuCh7l6ErhgUoIQWcqlyhynJJC0JmkKjTwYyR0W8auf6Yh/wycHQ0DyfCxBm7TTvhLpu2UmxjCOG1XPyGDvMkkBaLhXHPpB487CoeXVK8RrSsn+RPK2PUdzEJPZsvZDdKnAmkP88HIOzNhEyn3XaxZk3vPjIczTeEIwuPS+4WGCeTCSw693Ww526fC7QKAnNTbztjM2+XqFvttj2SqNdzQlKMpozLjdc3CnBZ5hphy8CbPJiD/83Koz76ym/nScJIKgBOhGJw2Gf/fObPx8k0X4K6P6TxwOYSYFBAYe0x0ga2AwNRG2c18C4WTvOMji3H16hkAsjzwOfNrcTgYwcwatzC8ApMaBcNLiqxGAgITFmVnfAvJi77zyE60hWL4/86ZjVA0iUPBwcktMxIQyEENL2mQGrlFeEkBgYmKsjO+qrzo1g07kFYUyBIwvdKF1p4ofvL3ffjN5kPoj6WgAJAlYP2VS7UZ8aSDhLzeRQP3aqJdzNvmEFFME2xat4iW0bQuqzOlPC65Y9lyQ1kR7SXbpzR5h6PHTdsLl7G8MwCOzKG6WEUuzBVSLjZjz5Z12CvxZPOp+ODRrVp4yacbV6LLpc966bmm7fzJsm0rpE/0uLz2mC8ypLgz4QIN/DDHj5kTfKVwwuZ8X2HemZYX1ZRzWt0i/TNZA0G136ZaXvq7MdNoF9P5lvIbNOM6ixxntFIXGhs26QO9HCYpHA3cvtkamiLra0YSxrLsjC9gdCs3+Jz427ttuHnDuwjH9NUKqszonPm1YgYsMGlRG+3DpUd5qdElbW/jN3MvEVpfAYEJirI0vkB2Btzgc2LniTD+95XDeOzdNgzGjVmKVZmRML4CkxXTBwpLjYTxFRCYmCgb49sWiuJQcBAzq90IRVP427sn8Ni7bTjcret3nTYZMSKhmAoyIwCm7j3FSr6IM1KXItlWTN031E1lJj0qRWpUzD3GSo2Ii4jKiVLOwmVp4t6Tk6ScrZsoXEb7lKog92CU90WxLmr6A6PSEa7MzpepkpMTzuKcL3VvWxJ8H1MufSANMiTb0F3UBukO4x6m18pUakTLirmhzUKOmtxPtL90nNg+GWQ9VFbC9KF4uyDlTF1yHxplYvpneh8afpMlZEvKmIxhMZhRQaYhaovpaUpxS5u542mX2D4UeYaYUVmm7nfSp1KzGpWF8WV1vRROm4wLF9bjQ8sacd6COjz6znGNDxYyI4GpgC5XAE9PX4lLj+kpBZ9uEuElBQQmMsbd+FJdL4vVMytx3YXzcdrMSjht2dcXITMSmGqojfbhkmN8SsFLTryN38wRnK+AwETFuBvfQrpeANhyuBef/fXrsMgS5tVVYOk0P5ZO92PpND9WzghoBpmF6r4WMiSByYLpgwVSCgrOV0BgwmLcjW8+Xa8sAZ8/cyYOdw9i+/EQggMJ7G7vx+72fjy49RgAwCJLmF/vxdJpPiydHsDSaX7sOB7Cvz2yAxllksiQrJnsH8DxKsYwhETOwnHAVOpCjmGQhzBF9N2G8h8sd0VlPTSVHtNuMb5JYeoW42LZ0I5pBykj3FrSU7hu0seXySRkZMqjn6AlQjheD39CtrA+cFTCZCMhyFmekQ0rmO1vtp1DUl3e8JJH/TVa2EjKQSa9/MWz9etkVbKCL7PEhh6KMu0oTOLRPlBZT5rhtItxphRmIUeNO+sfky6+XVuE9IkZfwsZ/5STcvBMmYty7IXPFeBDSiYr+O5aYvx2ys30KV64vxTFxkUuYQzNuE6aks8s5GLR1JGlxFg04XENYKVGRaSBhrUgzHPELCQtwF9XlTs2CyHLYtyNL9X1qjyuajQVRUF7OIbtx0LYfjz3dyyE7sEEdrWFsastjD+/eczQrpAhCUxuiPCSAgITGeNufAFzHleSJDT6XWj0u3DJ4gaEoknsae/HC3s6seGt42gPxwq2K2RIApMBzf3BguElu1yB8eiSgIDACDGuxpfys6yRTKQyONA1gD05d/Oe9jD2tPdr2Y0oLBJAA/VMGRmSwKTGUW+NQWqUARCTrFgZPIBjnmp02wT3KyAwkTBuxpeVF8kS8LkzW1DrdWJPez/2tPfjQNcAUgVWYjX5nVjQ4MWCBh8WNnixsNGL2TUV2Pj2sUkrQ2LDEkoZwuPaaGzBwintTFOSoTQ9nxlvRLkSM87arC7V4Bn4Meby0tR+lAO2Er6V5WOtA/zJsRwvAFijennSR3S+lAN26nXZevn6xPJjaQe/rzWaPU6v5MMPln8M33j3IViUbDpNGcD/vPoLSMhqfv9j6ZV4bMbpet0I30eW57UN8Bc27eT7LzMaYaoBtsTJDcR02RBK00J5T6VgWbH7kr0PjOEAC7vgrTFzLpblammZoS7Dt1qjlAsvwgEzdW2DfB/pPW5leGmW/83XrtlvyZDOkr0+paQlBc91FtMpm65PMQsFWoxJYTW1xdaNMJ8NPC1ZR2J4xjDPEcrf0nNn+6Tyvwp99hXAuBhfKi/KKMD/vnLEsJ/XYc0ZWW/OyPowv94Lv4uu5slCyJAEJiseazkdb9TOx7TBbizvPoh/2vuM9oyzQMHXd2zAG7XzhRtaQGCCYFyMr5m8iEVGURBJpNEbSeBEKAa7VUY6o2BmtQd1XgfkPG+81H0tIDBZ0OUKoMsVgATFsNzKoggOWEBgImFcjG8+eZEE4IoVTegaSOBw9yBO9EUxmEjjvbYw3msLG9pwWGW0VLvRUu3BTO2/By3VbjQFXLAQwzwR9b8WWwayPetfYd03NJyknODPlXWzWAyuJ36buoc5qRFxMFC3ECtdoG4g6l5ly4uFX2PDM1JXMpULsS48KuGgbuZEgLiSB/UTilfxZbZ+/mQTfsaV3M8Paoq4oeWEXp4iSw6sxOXIylmsRFYS9/PHsQ9kj3PUn58Droz3ozbWhy5XAPEAf6EdffqFpmX2EH8TpBgXtUz6lPKQG4qVCKaoL5PfTDHu7WLSHHqPcGEgLeb+Sfa3kvTy/XWEiTuekQxRN3Oigq9rY1zNcR/fB/sAkXpRdzEzjvFK0m4/Oa5fKlhGJU5cyM5S5Fr0yV+EUuIygBG5n0yeIYqJe9ggwyklA5vJs4mC7QN1M6fI498aLVxuJkMCAAvTtvrcomuPCmFcjG8xeREAxFNpHOuN4kj3IA4HI9n/3dn/x3qjiKcy2NsxgL0dA4b2bRYJzVVuzKz2YEaVGz2Dcfz13TYok0X/KzCl0eUK4PsrP4ZvbuM54Dvevj/L/y67Eg8vOnO8uykgIGCCcVtwVYyfdVgtmFNbgTm1FYa6qXQGx3qjePtoL14/2IM3DvXgYFCfUiTTCg52DeJg16ChrtD/CkwGPDbzdLzesABLeo7gu6//nud/t2/Ayy2L0OUOjGcXBQQETHDSjO9Q3LyF+Nn+WBId4Tg6wjF0hGNoD8fQGY6jPRRDR3/2c2d/DMmhzu8JhP5XYDKgyx1AaMCoAbYoCpZ2HUKf04uj3hphhAUEyhAnxfhSGZHq5k2kMujsj+WMqm5MO0IxztgOJox5e/NBkoBqjwP1PgcafE7U+Zxo8DlR73Og3u9EvdcJSQIu+9lLHL88YfS/kqKRX6yciIaTTLsJ5xjTy9M0lFqar2tIA8dwKRJdVm8i/6Aw44Eod2zgkpm6KcIvWYnUKBHQP9tDpMzLb9v7CI/LcMCOXr4sTvhhe0gvjzXw96c1zJu/pJcJRRmXSBkNd8j0p4KUDRJ+0k1kPwkFrT4j/wsAd772B02G9IPlH8PGxWdoZc5evv/xSv5C2gb049IwlVTCxIbHTLn4/tHryoZvNHCilFuj6w2YxQs0bCXlgFm+2EYkQQnCAbPhJmmZfYA/1wTDd9spT2u4rpQ/1ssdvSTdIxkLe4jhh6tIu2FziRML+vtkty1F5Db0t85ynXQdhiGULFuPPH9GJDVi5WZF0kqyxzGsuzDheAH+GWPG8QL8+Y271CifjOimh7Zj/eO70RelT/PC8DqsqPM50JAzolljmt1WjWyt1wEbXVGUB/n4ZTHrFZgM6HIHcPdpH8dNW/8Ci6Igg+xzk3VDf+Pdh/DyrIXoFDNgAYGywagb30IyoqEYXq/TigX1Xsxv8GJawAW/y4aA24aAy46A26ZtVziskKRir0k6hP5XYDLjb7NOx6tNC9DcH0QgPoB1r/yeK7coCqb3B4XxFRAoI4y68c0nIwKAZdP8iCTT6IskEYom8vK1/bEU3jzSizeP9JoewyJLCLhs8LttCLhsCLjtzHbWUOvG2p7bx4bTZ1UZJEhDhcphnzWnZlj1BQROJrrcAXS5A6iN9OWVIUUtVqzq2I+j3hqE4S3ckICAwJhAUhRleKuWTPDAllZTGZGSC57RF02iL5JAKJLMfU6iL5rbzn3OGmt9O5YsElfMBJIE+JzqbNoGP2OYDdtuG/w5Q/70znZ86+FsqsLDd102GkNkinA4DL/fj6V//ldY3FnSoaedid1rIanbIjwvpzj0MbKESBnheCl/zPKtBj5YJsdl6so0bRfhgSQTTTBF2qEfx2bCpwKAq4vhYmv4MmcXf26D0/kDe47pbQ/M4Yka9xH+vTTSope7jvNl0Wbeq2Pt0cvTFfwxXcdJOj+GQ7JRrSjhgB29hVPesRzj5Xtfx62vPKjJkCRA+5+GhH8/7yo8vGiNtr+7i+9jrLIwtxmrLHy/UJ6f8ohpVtMcKXwuACCRxxJ7zxg5XhJykSmnvL+rk6Ze1PdluVYASAQKj3+0ji9zdfB1o7WF60aazOtGGvRyzwnSLjkuy19S7pKCG0Oq96d6XMrVMtc27TKPM6AwzyfJsMbEJDxmkbUgpjplArauNWIeOpZdzwEASR+r6adrNkisAKbtlDtblonFcPg7tyEUCsHnI7lK2bom/R82irl5JUmCx2GFx2HFtEBpLuBYMq0b40gCfdFkzngn0Jsz2qGc0dYNdwKDiTQUBQhFs98Zg1kKCEwOPDJ/DV5csBDNoSBOPX4A17z2FMcBf3vTg3ileQE6KwLj2U0BgSmNkyY1Gu0wj8l0Bv2xFAZiKYRjSQzEs58jiRTiqbTmxrbKEuwWGW67Bemc79siS5AHE+iPD3EZmoDABEeHN4AObwCSkj8U5YxQUBhfAYFxxJCN7ysHgsMKzZjOKBiIpdAfT2aNZ5w3oKpBHYjnvst97tf+Z+vFU8N3N1NIElBht8LrtKLCaUWFwwqv04YKpxW+3HaFwwav04pUJoP1j++mkfIEBCYEWgO1SEsSLIxrNgOgKhJG3UCfMMACAuOEIRvfT//ydUgS8KnTZ2DZNH/OWGYNZ786E9W+0w1tZIia3aHCbbdkjaMzazC9jpwRZQyo9l1un4rctrqfx27Nm5ShEPwum8ZhjyUc1hSstixHaPXovGI6SVLAVfEz+vSATrhSzpFyvIqd6AYZgZwcI7pNGpeV4ZbpVaZ1M0yaPWMKMr4Plqi+Q6KS7z+NuTw4TS93tfMNRxv4uu4TfHmEqVtxkP8pDDbzZ+Ru1csj83iho/MQLwaMNerXwzLIHzNWx/fJEWTiQJO4vVS3HKum8YL1z5RjVPnLoM2PO8+5Ct968UEuFOX3//4HpCFh3ZlX4cHTz8hbFwAi9eZxiFlemvL89Dqz/DY9F0OaN6JfZWMCGzSepikF+W3KmdqY6LQs1woYOXZ2jGlZpJGMf19hrpZyvHQsnEH98wCJguvq5LcTDKVIOdK0m+ih2bSARKtriJVMHnUZVrseNedQuWYs9GKRHdj0g/QymmzTmPSGtSzMYePVJG57mGj6q+gzRr9xWf4XyBNr3q/XlXOa/mJrWlSU5HZWFOCPr7fij6VUIvA6rGgKuFDlseeMo2osbcwsVP2z5WahVvicNngcFliHoOsdbbActoDARMPDC9fgxYULsfz4YfzH337H8b+3vvYgXly0EB3ewHh2UUBgymHMYzv3x1PY09EPh1WG12mDz5U1sj5n1sCqhlf/bIPPxX/vyxnq4cqGhgORqlBgIqPDG0Cv25M3FOWMvk5hfAUExhglG19ZAh7+ylq47BaEc9xtf871HI7qHG2h79VFT/FUBvGBOIID8SJHLAw6S/aprminlTHYvGFnv/fYLQWDdZRDCsIqVxQ2V9b92WvXY6TZiAwgHuN9RpYKxkUdJ1IjkrrN4AZi3NIZD3Em06Fi6xKfUdrG12UlB1SyRNtNOXSfkjzI9z9RTVxEvbo5idUSl24PcTM3ETd0m14+2ELdzPxx2brufbybOTqNr+vs0H9W8WoyDsTtbxaKMlZbJM0hI6OhYe+oe9XRCxxzG/lfAPjM1pdgjSo4EqhDpyfAhTS0Dpq7SGUT+QdNH5dmfkYG9x3Jn0LDELIubCqDofcw64Kk0hAHDTHKKPhoCspYDXFR9+ufI/XG8WVhCAvJ1B2cVtjNDADRBr3Prk7iIq3k92XHMVlBZDwmv1cqF6I707Sl7H1Lx5Sm3cswUsFiUiNwYWcLl2UbZj6TsI8GMM8YKcbfiElCZVkH+AOxVBd1sbOpRWl5yputl7EOze9ckvFVNbvLmgOlVOOQzijaQqqCxpr5H44av1e1virP3BYqctBC5yNLmgFnZ9o9g3G83dqX5cdECkKBSYLOigD+/fyr8O3nH8yFoswqgC84shMXHNmJtCThzrOvwl9Wn1G0LQEBgZFhyMb3/i+eMSqhGS2yBL8rG30KlcX3z4dEKqPPpHOGuy+SxLHeCFp7IjjaG8XRngiO9UZMMx+lM4qm+wWiefcRKQgFJhM2nnIGXpy/EDN6g4jY7PjT73+ilVkUBd/a/CBeWig4YAGBk40hG98z51QX3Wc0XLXpjIL+nDHtzQXR6IvoQTPUwBq9kSRC6ufBBMKxkWl4vU4rAm4bbLLM5QYGRApCgckFVQN8euu+vBzw8uMH0ev2orWyFt2yP28bAgICI8OoLbiiaQS/99Gl+OCSRi1EZG8kgVDOUPZFCxvSUDSJkSh6vA5rNsaz24ZKtx1+V/a/GutZ/RxQ/+dm4eoq6rZQFGvveq4sUhDKUCDniBqHTX+5SKZ5DsPp4gm/eFzngC12kgIulZ/j1sDcEQqRNBlIJJYXouvrSV3uklLOl26n9LoZF02XSMJNBvRyWx8pIzIBZxdfHq/Uy91H+TGl8gRWpkS5Yxoykm3X3sOXpYj0i+UnKQ9nITKZNEmvyMotzNKiAbwkxZ7jHwtxwP/x+O+zoSglCXdcfBU2LNXd0JQXZXlehXCxhhCjzKnTVJGG0JSkbsZa+KFgkJkwu8pJwrF7+H3ZMU7RMpp6jnkEsBIlAEiSMJYsxwvwnDbleOlxnUEmZGoVX0blZ+w9YYnx5yqR65Fi7i8qA6NcLKVf2d+hTNYmGFIKZph1I44i/CfblFm+QQBgj0O4ZOMiAWaNiZusuyDPkJThd8f0316Y4wV4CaUqkaTtF8KoGN98aQRv2bAdt2zYPuw2PXaLbiDdfIIEalTVcr/LNqQUg2Zo9LtECkKBKQEjB0zSESoKvvPMg3h5pnBDCwiMNkbF+BZKIzikDsgSZtd6ML/ey/xVYFqlCw4rjeowNhApCAWmCjYuPgOb5yxEc18QVZF+/PCx/+PKs1KkoDC+AgKjjFExvvnSCEoArljRhP54Gl39MXT2x9HVH0eKWOlURsHejgHs7RgA0MaV+V021PscqPM6Ued1oM6n/s9+p5a57OZGejhctND1CkwVqBxwfX9f3lCUUYsVq1v3obWyFkFbYNz6KSAwmTBqKQWLpREEgExGQU8kgc5wHJ05g9wZVv9nv+sIZ410Ij30WM5ehxW1Pgfqvc6cYc4ZbJ8DO4+H8avNBzUueiLIhtSUglc88wXYPFniZm93rVauEO41kSK8IrOdTpvztgqN/saWZ8z5YYUtL8bXpFhBHymjh2F1cnHzFys5WrhdmkqMclOsbpZqF+1ED5piNJTWgcIpyGi7KRLij+oeMzbyxsqA8nL0fFgOVSqS0pFNPUfHieU9P7rzNfzbcwXSEUoS7rjwKmxcUkCKVCQ8YJrhIA2co4GDLNxWsfCkZppgyqNzaTGJXtUsPKbp+MKYso/X45K6/PpOnlsmZZT3Z/ts4MlNfjrGdKFkB5PHBnfPFqlbTNPP9sOwL+0je52pXphus8cpss5FivMnIDHPNZouka49YNcUqOOSicXQesu3xi6l4FBctbIsoabCgZoKB05B4U4pSlYCpBrlDtVA5zHY0WQa/fEU+rtSONg1WLBNQMiGBASKYePiM/DKjGw6wpXHD+Krrz/Jc8DPPohXWgQHLCAwUoxqeMnRctVKkpRbbGXH/Hov+mPJrH63J6ppeSscEVhlCYe7I1rqwKFAyIYEBMxRLB1hs+CABQRGjDGP7ZyPf02kMjjRF80FyMga12M9Ue1zXyRp2qYsZQ1/c5ULM6rcaK50Y0a1Gy6bBV/+/daykA0NB6zUyMK4ZFLEdWm38j5H1tUsy0RqlCEuFhIfW2J8kpkibmfW3ScRl5FC60qF3auGbfb8qDuJum1ZCUSEP7e0k69Lwzey2VhsA4XdzADvak5UEhd1L6nLuJqpq5j2iZXYmElzgDyh+Vg5BfklUxdqmgnHZ5AwkVB9qnu1tTJ/OsLacAiNPb3orAigdjCElr4uHAnUoiMQ4Nqhrle2T7S/BvrDcO4oCDMXtSFbEhljC/PToS5qQ12mz2bjCxjDZ7IudypTMriwGTkXlUZRNzR77pR6oF5c9jiGzDvUHUxvNcbdSuVb9L7k3NAy3ZcelqlLnxm0j2xduq9JmAelSLhHQyhNxtVMz02mWeEsecYlWeS5mcOYGl9WCwxkF2rFk2m0h2NFV0tXeexornKjudKF5iq3ZmSbq1xoCrgKSoyEbEhAYHjo8Abw3Quu4jhgGcD3n/kDMgB21UzHouAxyMjywd+9wIQPFhAQ4DBmxpdqgYGsRCkfZtd6cM68WpwxuwozazyYXulGhWN4XRWyIQGB4UPlgJe1HcYPntTTEcoAFgePaftZFAX/9pzggwUEhooxM76laIEPdg3iYNcg/vh6K2ZUuzGz2oPZtR7MrPZgZo0bs2sqUO9zFMxIBBjd28LoCggMDx3eAPr6jOkIKSyKgmVth9HX50FroBYZKzCjtwutlbXCIAsIEIyZ8c2nBbZIwMZr1mIwnsbh7kEcCmb/DgcHcaQ7gkQ6g/2dA9jfOQDs4ttz2SxoqXYzRtmD2TXZ/39/rwO3btw+oeRF+WCXU7Dn3OkSw5laLTyHkSJyIgtTniF6A5nIMgxsCMMjSpYici+WdyESJpnwLBn20V2ES5Zsel0lQUgiG+kTE8ZScRDuJlqY4wUA6yDD4/pJqsIwCUHHcMC20ND54QzlAkkIQJZHtNAQi+R8DCniTPg+Mw4yTeU3hJ/kuM1cn/Lxv6oEid3+wRO/gwz9vlJd0v9+/lV4aLnukpZoGjqTEJEA4YDJOCkmL+GGkJxUksVymYTPM+OAS+F4AV6mVIzHZaVGNJwnbZeG5TQDx7nTNylzRRAnuTGuTSA8KNs2lYEZ1nuwqUbpQWkXWS6W7kuea8w9LBEppkJC7tKTzTDlNJytQmRWrFRN5Y4ph1wIY2Z8C4VtXDY9AMCYuCGdUXCiL8oZZdUwH+2NIppMY3d7P3a39+c5mg4hLxIQGDko/5uWJPxt4Sp8aPdWLTSlDHBuaRUWRcG3n38Qm2cLl7SAgIoxXXBVCv9qkaXsAqsqN943LxtgQlEUdPXHsbMtjOd3d+LpnR1oD8cKtqFCyIsEBEaOjUvOwCstWQ3wUX8NOrwB/PyMD2JGXxDVgyF8/+k/FKwrJEoCAjzGXGpE+ddCoR+DA3Hs7ejHvo4B7O3oz/0N5HLvGmGRJcyszhrrTXu6OC/KRJIXCQiUM1QNsIrOigA6KwKoGzCGpmShAHAlY1h9dB9aA7Xo8AXy7icgMFUw5saXBSs9kgCsmV0FRQH2dQ6gZzCRt44sAS3VHsyrq8CCBi/m5RIxzKrxaIkY8oW6nOizXparpUysjeh82XCTMuVCiE7WwJZJLKdXTOebvx4AKDSspelBeShsKMoiOl8w/IxC+BnKt9JQcazmlmoXaVhIK8PVJv2Fw0lm29U/U02tgS9jLp1Bq0t0yaVoXamOkz2uIYwiOa7E/PQM7RLOVOXwqFs6e3gJMvQwlf/1yG+0MJVUliQX051yYQjJviahKun4G8fQjMssXNfIHZMumaRINOPYAT6VIeWs6fmw527Q7hq0usy+9B2psIQ8u82cOz03ui9LwSs0joDhWjEHpn0iY8zWpTpwesPIzBgbrnmMcMBm6SqLcOMc16xy38XiI+QwbsaXSo8UAK8d7NHKJQlornRjfn2Flu1oXn0F5tRWwGkzj/d7MuVFx48fx0033YQnnngC0WgU8+fPx69//WusWrUqex6KgjvuuAP33nsvent7sWbNGvzXf/0XFi9ePGp9EBAoR7ChKY/6awAJaA4F4Y7H8J9/+w0XplLIkgSmOkaW/HYEKCY9sltkVFfY0RRwYWa1B/PqKzCvzlvU8Kpo9Ltw5pzqUTW8vb29WLt2LWw2G5544gm89957+OEPf4gAE9nn+9//Pn70ox/h5z//ObZs2YKGhgZcfPHF6O83XxgmIDAZ0OEN4M3pczX39JvT5yJqd+QPUxkK5m1DQGAqYNxmvoXSEC6b7se+zgFEEmm83dqHt1v7tHK7RcaCBi+WTPNjyTQfljT5saAha5CHkzawVNx9991obm7Gfffdp303c+ZM7bOiKPjJT36C2267DVdeeSUA4Le//S3q6+vxxz/+EV/60pdKOp5VysCa8yWxUiML8RmlSchI1tWcNrhuaMw5fpPNakRdRAYwF49mWjLIlBg3tGLw3ZA+Mq5mzgUNXoaULWeOS91HxEWddvF1WRlBysOXWQaJ1MjFuKiJ29DgomZCShYLWci6tSTqzivmBjW5PjTzDJd9hbo5aZ9Y9yrtE333ZTMrFXB7tvrzy5TcsRhOb92HI4FaQAJm9HVl+WBvAHX9fdx2Q5++DfD71g/0cXri+n59+0RNgOuS4XxYFzV1B5Px58pKCEUJ8K7aYq7kjEkoUANFwP6+i7FE7LnTfan6hpYzdc3CeRqOmS5cBhC3dLGws1y9ItvMM8RAwdAxpOEyrYXrGs6dpY1yxzSEgS2AcTO+haRHV6+egUxGwaHuQew4HsLOE2FsPxbCjhMh9MdS2H48hO3HQ1o7FllCbYUd7eHsL+dk6nofffRRvP/978dVV12FTZs2Ydq0afjKV76CL37xiwCAQ4cOob29HZdccolWx+Fw4Nxzz8Urr7xSsvEVEJgMyBemUgLwn49lXdGZ3Lb6+d2GFixrP6Lphek2t29jC5a1Mfsy22lJwnc+cBU2LBchLwXKD+O64KoQNyvLEubUZvndS5c04HhvFEd7o3jlQBBP7WjH4W5deZ7OKJrhBU6urvfgwYO45557cOONN+LWW2/FG2+8gWuvvRYOhwOf+9zn0N7eDgCor6/n6tXX1+PIkSMF243H44jH9XMIh8Oj2m8BgfHGxsVn4OWZC9HcF4Q7EcPP//qbvJpgGcCK9iOm21xZ25GC2xZFwR1PPIiXZy0Uq6sFyg4nxfiW4gKuqXAgmVJwsGsQL+7t0tIGHu3N/u8Ix03r58PJ0vVmMhmcdtppWLduHQBg5cqV2LlzJ+655x587nOf0/ajYS8VRTENhbl+/Xrccccdo9pXAYFyg8oDrz66r5iHdNRgURRcsvsdPL1wuTDAAmWFUTe+rHxIloA7r1iCc+bX4lhvFEd7Itn/vdn/x3oiQ8po5LZb0FzpxvRKF6bnshplP7tht8i49KcvjknawMbGRpxyyincd4sWLcJDDz0EAGhoaAAAtLe3o7GxUduns7PTMBtmccstt+DGG2/UtsPhMJqbmyFLGcg50sHB5D5LEo7X7eBfUOJJ/bLabDzpkqKh1gh/zPLFyUSR24OVHxAe1yBpYjhgo7yJ38wwISNlB9//TJzvv61CJ9uS/by2SPHwdaVBvm7GpxNZcpg/11SAr2vt0+sm6nji0N7J1034mFCURIZEQ1FaGH447SJlNBSlvfAPpRgHaZbmMEXeUa2M1CVVhB9mr52BIyU8nGySqpBFvrCVhYx1sX0VALc8+wi++dyjuOPiq/Dn03kXNMvpUe6ejj97fQzpKSnvT0Obutgy/hzMOOBEgC+zE6cYd90p507GP83KnYqE96RguWbDugVDqEeTMgq2z0U43wzH41J9E9VK6R8Nvyty7WiaT5YDNvzmKH/MhIDV6g3xzXJUjS+VD2UU4NaNO4rWc1hlzqhmDa1b+67SbTOfOY5R2sC1a9diz5493Hd79+5FS0sLAGDWrFloaGjAM888g5UrVwIAEokENm3ahLvvvrtguw6HAw6Ho2C5gMBkQoc3gNsvuQq3P23UBKclCX9dtAof3rVVC2PJbtN9H128Ch/Zqe/76JJV+MiOrRy3DGRnwN955kFsWihc0ALlgVE1vqVkLlJht8qYVeNBTYUDPqcNVllGMp1BKJqERZaQSGdQ5bGjxuOAz2XNa4THKm3gDTfcgLPOOgvr1q3DJz7xCbzxxhu49957ce+99wLIupuvv/56rFu3DvPmzcO8efOwbt06uN1ufPr/b+/NoyQryzz/7409MyIjIvesfd8FBAoSBKU909otjkfFqtbWOcfl/H7tGc7MNNNzGsFCWh0W7elxQNr+Of1zukVZpLIoUHBpVJSiGhqk2Aq0KGrJrCoqIzMjl9j3uPNHbO/73LjvjajcorKeD4dTEfne994bN27EE/f53u/zfPrT87JPDHM+sv/iq/Cv67Zi9XQYpzp7YMsDq2bCOB0sla2879pS2cpT5ef3vv/66rJaEbUxfxDfvq42NuYP4tvvvR4fPPIabn36x9I27bqONVNhDr5MSzCnwdfMPvShiwaQzhUxmchiMp7BVCKLZLaU1svmi+XmCNY+WIdNQ6fXhW6vC13l/3t87urjbq8LpyaBRKaAbq8LgTYnbLbGcgCN6NRXXHEFHnvsMdx66634+te/jnXr1uGee+7BZz7zmeoyN998M1KpFG688cZqkY2nnnoKHR0dDe0Hw1woiKUqbXlIBTdoGcsxf7AaNLUipAAqjlWeP7X1Etz8m58Y7E2diRgGh9/GcBeXuGQWF03XTYSXc6Reacd6tp90roDJRBZT8SwmExlMxrOYSmRLf0uUAnS4/LepRBbxTBO9s8rYbRo6253lwOxGl68WuEv/utHtc+HFk5O451dvt0wLwmg0ikAggJsOfgRuX0moOTRV2x+N6BvJnCz4FQTPbSqrMCsCyBP9uCD4cRWZfsOyRaLB2InPV1xWpy3IiEfYLpTLzKbl/Xd5ZLEqE6+l653tshiVi8vHxd4un0PFydpcW5c8Vx+TZYBioDbXMSHvE9WHXeGa0EX1JmeMHG+XQkekLRANWq2gN9GWglSDFNocUo2LrlfEUOJS4TO1KjsoeWotfLEUUZs1+DSp3Ffezide+Td8/aeyvanyb0HT8NU/2Y29VwttDsn+52irSEHHzXWQFpRx8r66zY9xjryvLkWLSveUPEbbEYrH0XAMaZtAYZfp+2goL0nLigrHhra6pKVZqcdctV5pzMrnK1aitNKoBX2YlpXN++T3zpGk7UOFloJUHyb1ADRh3Xr5s1xMpXHmptsRiUTg9/tN93HOb7hqNAXscdqxItiGFcHGUsTpXAHTySwm47UAPSkEZ/GqejSSRiZfRKGoIxwvBXEg3tB2uAUhwywNHr30KhzYtgWrJ8OwFYv4wff/t6QBf/VfhvDM9q0YCwQXczeZC5R5sRrRzkXnSrGoI5rOYTqZw3Qyi5lkFtOJymP53+lkrjSezCKTt2gCbwG3IGSYpUEoEEQoEMTgiWN1S1yumQpz8GUWhTkJvo3opZl8oRYoE5VAKQTVJP1b6XmzN3BVcNg0BNtd6Gx3otNb/rfdVftbuwvBdieKuo4bH3x5QaxKzeK0FeC0lVIiXmfNTpQuyGnPLk9Sej6TEd4Dl5ymzRXkfI2dlpsUU755dW7HZmhFI2wnJ59aDodFnTlpbm277jZ5/7MZeb3tgZpvIxmVPRuuDjm3mY3JaWhbZ228OEW8Oj3yXFu4Nl5cIdf8c5yVt5vrrB0XR0ROaWX9NOVVCwk0zWw32FVIuk9IBVrZZHIdgtUoQcao/UmYWyQlO2lqXLQXGaxG1MYmpCfz5ONlKPtIvpmkMpy0cilNcwpPK9s0K3HZPR3DVdm3MdLVizMrAtJqDHYh0a5Fyo/mDKlM82PsjFvIC8J4uludoi4I6ghNv1ObjJiWtpNULH2fKbrwlULPSypjiMefWuAM6e1mugsI31UasTIaSjoKTy3TzO3mpWXpa7PRzmkewUJZ3ie6b2bMOvg+9MII9jz+BnS9lKK/an0Xejo81avQypVq5Qarc8HrspeCprcUNDvLAVQMrjSo+tz174yux0JZlRiGWRzG/EHc/u934+tPyhrw//rxD6sa8G0f342hKwYXeU+ZC4VZBd/RSAp7Hnuj+iNDB/C80BbQCpfdhjXd7Vjf68X6Xh9Wdbajy1sJqqVgGmh3Vvv0zhcLZVViGGbx2HfZVTiwZQvWTIVhKxRx//2yBnzHY0N4dvMWhDgNzSwAswq+J8MJi/40arKFIt4ej+Pt8TiAsWqquBKAu9pd1ZRxl7cckMtXv13lq12/p/ErXDMWoiMSwzCLz1ggiDGFBvyhw6/h5xddwgGYmXdmFXzr+XrtmoZf/7fr4HbaMJWopZ2nk6W7kmeSudLfhbT0VCKLVK6AfFFHOJ5BON54PWeq7XbVCdBdYrraKwdsWg5zsW1GIn57Gh57SQxzCeUlxccAEM/Jthifq3b8EsSG5CQ6LbUaic/bXOS2eiIq5QX9uEDsQ05PxnRZK1yCPpwmVql2r7zeZKL22j0+WadNE6tRW1DWalMzNa3W2SOP5SdlHVfvrq1bC8vHO98t69KOydo+54klxUEtKYKmRC0bVKsylDsULB/UEmGYK2zXoDFSDa9NsV6iO4unhKGlICHvMH+tRVriT/GrXtXqD5BbMeba6luCRuqUuNQB7PnpT3DLz57A7dfvxiPvk1PQYstBajWiOrpBvxfeu0wX2acouS8gWJtrsCGR9Yrvj0F7pRUYhc0WXOrjTctNqspwUouZ+P4Y2/nJc0XLkJX+K9vNLC77xLaAVp8Not8XRKsR/cwRfVgTWprqntL3ll5sTGKdVfA1awu4tsdbHW+UipXIEKDLwZsG7IqOfO4Bu6QLix2S2GbEMBcGY4Egbv/Ibnz9iaG6pSi//rMhPHPxFoSCwUXcS2YpM+sbruZKL/U47Q1blLL5IqYSWZyNpHB8PI5jE/HSv+NxnJpKWt4hnZf8vzJsM2KYC4N9l5c04D994zXs+flPpDG7rmPNZJiDLzNvzInVSAya56KfpnOFusUyahWwalWvJuNZxM6h2pVNQzUV3eV1odvngtthw+OvnJV061axGTEMM/+EAkH84l2X4JZfPGG0IcViuOr4MQx393AQZuacOS2yQfXTG9+/EZev7qxVpCoH06lEFuFKQI1nkTgHG1KpdKRQ59nnQk+5ZKSxjGRJ+7XXqfN81frulrUZObUCnGVt2ivUkcuQOnJd7oT0fCZb+/Hgtss/VApEWKE6rlPQk7MWOq1DWJbekE49wuKy9G2g+5AT5nqIT5lqwF5fTatNxGWd1u2VMxsp0nLQ7a9JFZmoPGYLknKTMzX9WOuTJQ7bONGAA8JxicrHIU/K09lT5p5CQ+sz2jZQ0JtoOUOVjkXHqI4rbpeWx6Sl+iRPJ/02Ufh8aYlCWh6T3Iog64E0s0W1QlGHzhO9j+qVmVIAvu2ju3HHj+UU9L0PP1C1Id3+4d3Y+56aBkw1Xqt2kOIxph5gw3snzM0GaHlSopWLuj/xl9Iyj+J26HEx6K3kGKvuAzBo8GI7P0UbzNKOCI+pV5e2FBTOJ4OXVlGKskh0WurVpTqu5POlpTRT5j5fZG3yvxbMWfCt107w758+1vB8h02Trkq7vG50V4Knr1aLudRMwQW/p/GmCSrYZsQwzL6dg3h26xasmSzZkH7wT7IN6es/HcKBHWxDYuaOOQu+59JOECi1FNzS34GNfT70+d3o7/Cg3++pPu7zu+Fxzq/Pd67KYTIMc/5SKUV51fH6NqTVk2EOvsycMWfBt247QQ248boNSOWKGIulMRHNYCyWxlg0jXSudLmezRdx+J0IDr8TMV233+NAv78WlPs6POj3u0vPO0r/9naYB2n28TIM0yjDPT31S1HGYhg8fgwjPT0ICe0OGeZcmNOWgo22E9R1HdF0HhOxNMaiGYxF0xiPlf+NZjAu/L2ZJgmBNmc1KPeWg/I700k88doodLSej9eMSkvBb730HrT5Sr+PfhddVx0vkt5bVAPOCia9ZF4WCuncHDH0ieN0WYpYJ9rqJCoIIh5dr01h6szk1L8PRQ2YascZ0o7Q6ZL170yidmyoPkw1YFGP0pLyPunED22LC8eF1kammpHofc2rNTtDez/hrTNoprQmbcZcb6U6rrhdgx+XanjCSzfqcLTeriYsCyWqM8/itJT0S7q/tC6x+EwTbi/Y9dILBg1YbEdIS1Eajr9Bn689NniAiQYs1rWm+6uTWuzi+0PPNdVxMrTkU2nshrlUr1fsI90Jck4ofb5kO/S1KxFrgVN9204/G/KGxe0YPhvUHy3UN9DLn5tiKo3T/+0rC9tSsFH9VNM0BNqcCLQ5sbHPvMl8JUiPR0vBeFwK1mm8PVapjlUiksohksrh6Fj99oHs42UYphH27RzEwc1CO8J/5lKUzNwy5y0FVfppM+lfXdcxmcjizHQK70yn8M5MUnicwpnpFOLnYDliHy/DMI1g1Y7w0pFhTHt9GO7pwZgvuBi7yJzHzEs/33pQG9KdH78I79/ShzPTyWowPVMNrEmcnUlVdWEVPT4XVgTbsLKzHSs628qP27Cisw12TcOf3HOgJdsFNoIdRdjLeT23kLeiaWavg5RyzNV+WDhIfbc8yS/Zybhd+JZRpaQBwKFqKVg0tzTZVbUDAejCdpykFWGOWJjahTKWybScKna55R9ntB2hU2hXmE2SMpxe0ooxWUthUxtScYak9oWShtSaYLAuCGktQ5o5R9OR5uk+nc4lVhcxDW2wirjMt0v3ScuZpxHp/lG0grgsHSOvlcyVWgoa2tKZW1Ss0obiuE5TxeW3eaSrvgZ878MPwAa9lIb+2G7s2zlomFvbbu0xtSlRi5amaBVJbUqS9EBKvIIcF3EfaJrcKqErngdWaVxxZYZzohmRU7Us/TWksBrpTlISMkekHyobCVYhep7S80kcr3w26PExY0GCbz0b0q37D1vO0zSgv8NTDaY0yK4ItqHNpb4TmtsFMgwzG8x8wFr5G96u67jj8SEc3MRpaKZxFiT4NmNDWt3VjsF1XbhqfTeuXNeFFcG2Wfl52cfLMMxs2bdzEAc3ltoRrpqcxN0/3iuNsxWJaZYFCb71bEgA4LRpyJE/nppK4tRUEkOHzgAo+YBXBtuwsqsdqzrbsKqrHSs727Cqsx2rutrR2e40bSkoasxXb+iel9fGMMyFQaUdYb00dAFAdzyOgcgMB2CmIebUaqSing1p9+WrMBHP4PRUEqenkzg9lcLpqdKNVaenkxiNpFGwuGT2uuzlgNyOVV2loLyysw2/PxvFt59+uyVbBVpRsRr975cvr1qNno9uNF2easAZQaul7QaL5H7+rELX1YnGaygDKcy1sg9l8rV9tDrhxLaH6bz82uxEZ05miFAnQEtR2u3y3HRKsBp5SCnKuHzcHK6aSJZLyevVqOaYEF4rLbGYMfdwUK1IpU+W/mBebs8wV9CAm7EaGbRYogGjcSegbP+gViOrKoSipcMqESYcc8NrJaUFpWNo0LPJosIpsuvlF3DHY0PVACzakG7/97ux9yq5HaEI1XENrSIFfZ6OGdoENn/PaQkLa5HSpkTPATouzDXq82RhYVnDNhVavkFnViwLaoGjVqmcudVIo6UiVSVTRavRzQtsNVJhlv6tFM/YubbLMCdXKCIUSUsBuRSoS0F6PJZBIlvAkVAMR0Ix022zxYhhmLlk6IpBPLt5C95z9Ci+uf8RuRTlk0M4sI31X0bNggVfoPkyjk67Dau6SullyngsjZdHZvDL34/h10fGMJPM1VlDDbYYMQwzl4QCQZzt6uJSlMw5saDBtxGoF7hY1HFqKok3z0bx5tkI3jwbxe9Ho5iIZerOH/B7sKHXi+eOT3KrQIZh5pV6pSgLmoZT3T2LuFfM+UBLBV/RC6wBWNPdjnA8W7eYhqYB63u82LE8gO3L/dix3I/ty/zo9rmr61pKFiOb4Meluq3TJgtoouZLtVcqoatKOxaICEM1YNV6rEpTqhA9wlRnLhD/sNtZOzcMbQyJR7hIfJB2YTyXJdoy8QYW8rXtiv5gAMhn5e3qDmEu1UxVpfkMpQMhQ98rUQe1UR3L3COsKlNZ2q64XrILVBdV7R9dVHg7LKoOGlCeTorJ9LUatEHxGJLjYNClRc26/BaPdQTx+Lsvxw2vvFQtQfnjiy/HhKcTduH6QFy3kxTgo69N9PIaPMBUYxfnWt1MIb6XZD1Wb53ks6bHlKKZPEZzNl+Y3EjbLAZ9mI7Tc1y1XTImvnfVz00r+XwbgXqBdQDDk8nqeF+HG/9uWx+2Lw9gx3I/tg50oN1lvvtsMWIYZr4ZiMzgY68eqsYYDcBHXz+Ee99/Pcb8wUXcM6bVaZnga+UFHo9l8C9vjmE0ksZELIPpRBYXrwyit8Ndd3nuZMQwzHyzZjIspZyBkua7ZirMwZdR0jLB16wl4ccuWY5jEwkcCUUxlcjit29N4LdvTVSXWR7w4OKVQVy8KoBLVgZx0coAfn54VCpleT7ZjETcyMNTJ6XmJvnIFGmh4hbS0EnIOGzqVKyYLnba1a1nikLKlKaZXWQ7Yso6X1S0TCHbpVajNid57bma7afNRUpCpuQ8opfYiSLx2o8ynzctjcXi8g82t1iKMiNbjVwkDZ1JC9slpetAUuNiSoyWB7SyGklzraxGYhlLRTlJy31SlJA0pESpzUR8K8myhi47NA2q+mWuyGFb2arEdLyl1SslHsPSvycHelCEMaN7sr8bBWG+ZEnxyLtLS1EW3OZjhjS0WEZR7YqRjzn9CNJl6SEV5tKSi81gSGcrUtQqLDsciXYni88GtWuJ4warHS3xKr6vdvlfK1om+C4LtNUtBVkJmulcyVL02ukZvHZmBq+fieD4RBxnI2mcjYTwizdDddfLNiOGYRaUOdIqmaVNywRfQK3Tepx2vHtVEO9eFcRkPIO3x+N49fQMHn/lHaXHF2CbEcMw88PacNhwEWljqxHTAIsafOvpshUvsK7rGItWevbG8PZ4HMfK/08lsqbr7OtwY5zYkNhmxDDMfFDPaqQDyNpsGDxxDCPdPRyEmbosWvClLQY/+561WB5okwJtLF2/dpqmASs727CprwOb+nzY2OfDpv4ObOj1osPjXHI2IwBwCr6HAvmt7bLJx0ks+0jb/lG91UbEHnF5K7uQOJdajfK6eUtBlb0JAHKF2v47yf6rNGBR/wUAl0M+LumcPNftFuaSMpWeNvkHXiZdW3c70YeTSfmmP81d22edlJOkpfkkzcjQWk5tCZJ0OLuFtimWjLRqVShs17BehY2C6nAGDVJ4O6w0XoNFpYmWguK4UScnmxHtT4rjQOdWbrsY9wZx28d3V0tNVspM7v3ed2rlJj+yG0NX1MpN2hVtAQHAnhY8w7TNIflKNJRrFMfoWyW2v6MtBdW3YQBi60KrfVCVjGxG11U5fsi9CIZlhbeS3qeguneCjhvOYcX5VPk8WtnmKixK8K3XYvCf/3XYsJzdpmFNdzs29vqwqd+HTX0d2Njnw4Zen7KVINuMGIZZKPbtHMTBTVuwejKMzaNncftPfyyXm3xiCAc2b8EYXwEzAosSfBtpMdjjc+GDOwZwycoAtg74sWWgAx5ng7eRoflSlgzDMOdKKBBEKBCEphsv7qrWIw6+jMCiBN+6tqLy309NJZEv6gjHs3johVN46IXSuE0D1vZ4sW2ZH9sGOrBtmR9bl/mxPOCpViRhby/DMIvJiIUGPNzdg3Fv5+LtINMyLFhLQUo9XfaTV6xGJl/AsfE4/jAaw5HRKI6EYvjDaBSTJjdZ+T0ObF3mh8Om4flyPefz2dsL1FoKPvjKDrR3lK72n4lurY5TzTRHRKOsIB5OZdU3mmULtKVgTeQokt/wVB9OF4TWeU20H6QlIili28AM0Xip9zir0IdjRMd1kpaCSaHloJuUokyk5bliqcosLUVJ1iu2I9SJNoW0fLwlHyFtfWZRMlLyMhLfLNWPJR3LQtsURSuDz1FVqs/iHgHJP0x1W0M7OTrZ5LEFVGNXacBWOqg9Y64Fitb7XS+9YNCAxZaDt91ANOCUvE9iS0Gq8Tbj8zUgXuzMppwn1UGb1Y/NtmOhD8vLNu7zBdWHqQZMPleiRmyo6Koo91k5v1uupSDFTJd1O+zYsTyAHcsD1WV1XcdEPGMIyEdCMUTTebx4ckpaN3t7GYZZLPbtHMTBjWUNOGTUgO/YP4RnN3PLwQudRbUaNarLapoGv8eJ9vJNVslsHuG4ud0IYG8vwzCLR1UDhokGHGYf8IVOSxXZEDVbXQdePjWNQyPTePnUDH5/NoJcgdpiNOxYEcCWfh+GXjqzpFsIiqlmagFykrxPVnhbaaqYppKN2xGtRiQlrZhL08yqDkh0WYqYlqZWqRxJk7uENDRNobtIKtnQEUkYL5DUlNgtiW7X2yb7yKlNySakrQpZdSpZSompxoA6tfmEhzQNSu0gijKKyk4/hhSjyv9BtknT5uJccg4YTglVWroJu4rBVqVImRrGaAlMKZVJxqiFqXz8R7qN5ScLmoZTgZ5aqlqR3jaUuKTvq0J6oIj7aNV0zCALiK9PdVwA+b2zSCVLT+k2aYlRaeHGTwKj5Y2eE+Z2OvraaLnPuhKNqvOXQMsE30d+dwq37D9sOOAiPT43LlsdxOVrOnHZmk5ctCJQvQP68jWdS87byzDM+U0oEMSby1bgotF3AJTiy+OXXM53PjOtEXwrvt96gTfQ5sTn3rMWn7hsJVZ1tZn2WmRvL8MwrcZAZAY7yoEXKF2vfey1Q7jnjz/EAfgCpyWCr8r3G0nlcO+v38YjvzuNqzd04+r13bh6QzdWddVSymK6+uoN3Qu01wzDMGrWTBprP7PvlwFaJPjW8/3aNODz16zFG+9E8cqpGYSiaTz2yjt47JXSr8gVwTZcvaEbNg3Yd+jMed8+sB4urQBXnQv9ZktGqsaobUnUkx3UQ0DIa4ItiYgjdrKPYutCq7KVop2Iarxuh7kW66HlJIlNyeOSBZtEtqbV+km7wWhaLhkptivMkraAHtLKULQi2ZzkOGRJuUlRMyI6lk7mahkq7IorloeKtIylqGNZWY1EDYzaNFRt66hGR21K4lxFG8B6qLZDEVetKudJ98mg8ZrouA2tt3wKDPfV0XwBnOzvqZaOdMjVSiWd12CDUVm9rHRc8ePcZNlHSRuntY6o1iyuy0LLl5a1kkqb0JJVWjg9/+k5LlqNaDlVg9VOvD+iPNao1aolgm8j7QQPjUzj+eOTeP7EJF47PYN3ZlLYd+iMtB62GDEM02oY4gS3HGTQIsEXMNdsC0UdZ6aTCMczyBWKaHfZ0e6yI2rSdIEtRgzDtAprJ8OG4GvTdayZDCMUDC7GLjEtwqIF33qlIINtLnicaTx9ZBxvno3i92ejOBKKIp0z3kNvt2lY09WOE+GE/PclZjFiGOb8ZbjbWG6yCKA7HsfAzAwH4AuYRQm+YjtBDcAlqwKIZwo4MRGve+NVm9OObcs6sGN5ANuX+7FjuR+b+0uNFpZi+8B6iF5eWk6yzS5rjuK4StOth6gnUy2ZYlO0CVTp0FYtBcW5VDumXl2fq+a5jWdlndZKA/YKGjAd83tkL69YqrLLm5TGphLyjz2Xq7ZdsRUhAMCp0IwsW9qRcUlvkldrmKtqKWjQhxXbpDqu+JT6hQnS/losS5FeXxNTLdsnCq/HUJKzCa+0oW1deTwUDOK2G3bjjv1D1QCsAbjvoR+WSk1+dDf2CaUmAVnnFUtNAoA9be5RNRwWqoMKp6KhJKRFJlyljav0V4O0r96MGumeATJG7zcQh6w+V4pzQulVBymZWh5TeuEFFjz40naCOoBXT0eq4y67DYPru8olJv3YvtyPtd1e2G1sMWIY5vxj6MpBPLt5Cy4dPolvP/yAXGryx0M4yKUmL0gWPPhatRPMFop49fQMMvkiMvkC0rkCMrkiNvb54HLUvxLj9oEMw7QyoWAQ0x0ddUtNrp7kUpMXIgsefOu2E9SAD180gOHJJI6G4oiVmyWIDRNcdhs29fuwfZm/fEUcwLZlHejwOJdsK0ENRdjqJGpoOckMyZfJ6WCaI7KZLgvIaWmr9LAKlR3KUPKS5KZcNqFkZFHOp9KuRslcLR3c5pDT75mCfFx8TmI1Eub6XXKaOZ6TS0Z6BTtRKienktvd8noj+do5SDseFUHzw8JjWl6PpsNoCtW8WqNyriFFrehKYzx96IZMdqgOYgpPoxYmw1TzVLgBxWZVlisA0sfB0mokHCe6XmoJqleqsp7+qwPYeeIENL1UijIUCKLgFj6/GXm91GokHkeNHDODq0f8eFg5vei4ogynSgawTMCKKWqrZcX3x8LOI302aKq4mTQ0PU8VMkx1rEFJZcGDr5WtKJsv4vhEvHrD1ZtnI/j9aBSxdB5vno3izbNRDB2qra/L68JUud3gUvP5MgyzdKjov/99/xAcul71/970m3+B9htUNeChqwatVsUsARblhiuVTuty2LBtmR/blvmBy0t/i6RyeOboBH7y6lk8c3RcarAwJfT5ZZ8vwzCtzNCVgziwdQvWTIaRsjuw/zv3GTTgZ7exBnwhsGDBl6aGqU6r6zrGohkcG4/j+EQcx8bL/0/EMRHLKNYswz5fhmFamVAwiFAwiKuOHaurAV86PIxpnw/DPT0Yb+tclH1k5p8FCb6itcimAf/1A5uxub+jGmSPj8dxfCKBeMZc2On3u7Gxz4cNvT5s7PNhY68PPo8DH/vOv0r68VLy+dq1IuzlajhuwfdANV6fXf5xEs17qo+dRMiSVVHApsniiUpvpTiEdVNtOavQoWk9Ojv5BioIopLbLp8TVMcNulPVxzMZ+QeXj+q4xIoU9NTmRjMeaaxTGAOA6XRt3QPemDQWSnRIz71CqcpITt4nu5u0ORTLTdKyd5aWCGGManTUCuMR3qs0KXFJ2tZpQhvEInFK2cgJJOl/VDg07JOwP/S1WNhXlFYjhbBoKM9IX6uohSvGAFnnNazXTTTgrPXcka76GvC9D/8QNpTS0Ht27cbewVoa2iGflrLVxeIYih9Jm0Lnr4d4/A36O5mrK8aMK1aM0XOgqXsGahjaMtL3RjFuKEVJnYKi/ayi/9JWoCbMe/Cl1qKiDvzPp47WXbZSOGNDn08KtBt6vejwOOvOqacf81UvwzCtjpkGLKWh9w3hwJYtXIxjCTLvwdfKWiTi9zjg8zigAUhm8hiPpWG3AalsAcsCHgwEPNX+vRXY58swzPnK0JWDOLC5pAF3x6K47+EHpXGHrmNNmEtRLkXmPfjWtRYB+Hfb+hFJZTEaSWMsmkauoGM6mcN0MoLXETFdX7DdiQG/pxyM26pBecDvQTydR8ydM71KBuqXtWQYhlksKhrwwMwMl6K8gNB0vV4L+7mlXglI0Q5ULOqYTGQxFk1jNJJGKJIq/5tGKFr692wkVbfGcz18bkc1IA8EPNUA/fZYDPc/PwK9xdsPRqNRBAIBPPX6Gng7SqLJr+I7quPUJ5ssyp5UkYmsT7ktqs3mimJpSqrNyttN5GvbpV5d6vPNCq3/6DYpLkHfTuRIaz/i5Y1ka1ptwCX3ZqMacF+7rNWOJ2ta7XKv/IPvTDwoPe9pi9edBwBdbXK5ydGYv/o4Q9oPJpPy6ymkhWNBPaikpSAy5hq8sZykPNeWqs0tusmYQgO2Ks8oyveWOpyo2dHX2kQ7OUNbN4qipaAtSV6roNVqVAtsMz9OhmOYIuul5SaFdpDFdvK5itXGdr/4Au4op6GB0svWULMh7X0PKUUplQKFjKIEo8GHTBet41Ou7r9lGVRhjEqm1AOreN9VXSetNWpBY6fvKynZSd871f0R9JzQ6ujDxVQap2/+CiKRCPx+P8xYkBuurFLDNpuG3g43ejvceNeKQN116LqOaCqP0WiqFJQj6WqAHo2mMTKZwMhk6UswnslX75Y2g21JDMO0GkNXDuKZizbjshMn8fc/eNBgQzqwnfXfpcKCWY3OtQRkOlfARCyDsWga4+V/x6IZjMfSGI/W/h5J0ft4rWFbEsMwrUYoGMSUSSlKbkW4dJjX4KvSVzP5AsbLQXQsmsF4NI2xcnCdEIJsM0HV7bCh3+9Bv9+Nvg4P+vxu9Ps96Otww2HXcNOPXl2ytiSGYZYOw731bUiXnzwJTQeGe3o4CJ/nzFvwpW0DL13dCa/bXrpajaUxk2w+qPZ1lINpObj2i//6PfB7HNA0cxEhlS2cV7Ykm1ZEpZmTWzBY5ohmGnDImmO8UNNB3aQvWp4IQw6i6zqEWsSZJny+9Gc69QiLPl8X7dVGEDVhqvGm8vLNdN2eWj/nybRXGhM9wAAwkZL17y5h7tmELHeo9OHVHdPS2KmYXAjB76lpzxNxeZ/EdoMAkM4Kx4n4DfUsEbYcRAMW68oaahhTrapm7NTS8nsjalwAoAnbLbrIWI7sk9jSjuyDrplrg3RZ0DZsKm2Q6ogKDdigWRM/ruRp9qi1cPFYaFlznbDuXFFHJLpzPY/weHsn9nxiN+54VLYh/dVTv6hpwB/bjb1CKUor3VbyBFu0RKSCq+iFNdSxpnOl9ZoOlXfEYlxcl1ivmdbhNtSbFt9XcnxJW0bVPRCGewboXPH+iEpLwcX0+dZrG/jyqWnT5Tf0erFloKMcSGtBthJc/W3qoNoos7Ul5fN5fPWrX8WDDz6IUCiEZcuW4XOf+xxuu+022GylN0zXdXzta1/DP/7jP2J6ehqDg4P4zne+gx07dlisnWEYpsbQlYN45l2bsWYijJTTgcfv+XtZA358CAe2sgZ8vjIvwbcZby8AHJ9IYCqRxboeL9b3+lDUdXjddvTqbridNmXgbdY6NJv2g9/85jfx3e9+F/fffz927NiBl156CZ///OcRCATwl3/5lwCAv/3bv8W3vvUtfP/738fmzZtxxx134AMf+ADeeustdHR0WGyBYRimRrUU5dsmpShHhjE96cNwdw/GOAifV8xL8K3n7bVpwN4vXo14Jo8TEwmcDCdwIhzHyYkEzkbSJY/vqRm8fGpGWpemASuCbVjf68P6Hi/W93qrQfrA0QnseaxWtnK+rUPPP/88PvrRj+LDH/4wAGDt2rV4+OGH8dJLLwEoXfXec8892LNnD2644QYAwP3334/+/n489NBD+OIXv9jU9mzQYa9Tf81OS0bSUo6Kmm2qMeN25q6loGhForYkipiWprYk2lIwLliRaClK0YYE1LMp1X6E+d2yTWk6I98L0C60IxxLkXKSpFWhmBqn+1soUA+H6J8gx4WmU2lqtolUrJSGpmM0vS1aghRpZsN2SclCjYYLcVWGEpHqMn7KtnXUtiROs2gpKKYrDZYrO00HC+lIQ8tGOpfso5CqtSx3WKcU5algb10N+NsP1UpR3vbx3Ri6wjwNLbXWo6dSTnFuAbLEYWg3aH78DSUvFVh8Lci7ZHW+iAtTCxyJevT4i+8tLaVJ09tSKcrKWINfm/MSfM3aBu5c2wUA+KMt8vLJbB7D4WQ1GJ8Il/+fKPX2PTOdwpnpFA4cnTDd5kJYh6699lp897vfxdGjR7F582a89tprOHjwIO655x4AwMmTJxEKhfDBD36wOsftduO6667Dc889Zxp8M5kMMplaHeJoNDov+88wzPlJKBjEnl27cee+IdjNSlE+NoRnN3NHpPOFebvhqhl9td3lwPblfmxfLhuSdb1UfOPERCkQvzg8hSdeOyu1FBSZb+vQl770JUQiEWzduhV2ux2FQgF33nkn/vzP/xwAEAqFAAD9/f3SvP7+foyMjJiu9+6778bXvva1edlnhmGWBkNXDuLgxi1YEy6Vovz2j+RSlFUrEgff84J5tRqdi75KNdx4Oo9XT0/jqTfHcOjUNFT1uObbOvTII4/ggQcewEMPPYQdO3bg1VdfxU033YTly5fjs5/9bHU5qlHruq7UrW+99Vb81V/9VfV5NBrFqlWr5v4FMAxzXhMKBBEKBDEQqV+Ksisex0BkhgPwecCCFdloBGpP6vO7MRaV28JdvDKAD27vxwd3DODlkWnseWzhrEN//dd/jVtuuQWf+tSnAAAXXXQRRkZGcPfdd+Ozn/0sBgYGAKB6J3SF8fFxw9WwiNvthtvtNh0HIGm/VEZxEutOriCWiJR/rVjdCCeVlLSo4UbXLW/H/MeGah6da7WsR9B506TdINWAc8T+JI6L5S8Boz4sHtNOt2ztihFtWdZ5ZWuUjWqmIoaWfBY6nN7gGNQ2E4OOK3k6FGMUi5aC0onbrHlBoW+r1mV8reb7ZNDJVeUyraxRdK6i5CL9g6qUo7283VCg1BHpjv1D1QCsAbjv4R9W9d99O+VSlFYlGeWFyVPFKaFcTTPvldW6NLMncntNA6rPHNSlNCmqto2VsUZ17pYJvvXsSWPRDOwacPWGHnxwRz/+eFs/lgdrwXVzfweu27JwHY2SyWTVUlTBbrejWCwd7XXr1mFgYAC//OUvcemllwIAstksnnnmGXzzm9+c131jGObCYuiKUhr60uGTuPeRBwz678FNrP+2Mi0TfM3sSWu6vfjM4Gp8YHs/HHbjT7fZWIea5SMf+QjuvPNOrF69Gjt27MArr7yCb33rW/jCF74AoJRuvummm3DXXXdh06ZN2LRpE+666y60t7fj05/+9ILsI8MwFw6hQBBTvvqlKFez/tvStEzwrWdPAoAT4QT+44MvY8DvwWcGV+NTV65GvlhclLaA9913H77yla/gxhtvxPj4OJYvX44vfvGLuP3226vL3HzzzUilUrjxxhurRTaeeuop9vgyDDMvjPSoS1GO9PRUdeK14TCGe3oAoPqYjtVbds1kGMPdPdXWh2sbfK4DxrHKdshzaDAdq/f8fGdBWgo2Cm09ePOfbkEsncfDL57CZKLkpbRrQOVm51ZuCzgbKi0Fnzm8Ar5yS8GnE9uq4wULdSRTrOmM4ZxcUpFqsamCeTtCKz9uRlE7js7NC8KK1XpFqM/XQcSdorheclzyRTlTompz6HPK9xakC0SrVQhd1Dst+nwjGVkPTmbl9cajwo9Hg7eV6IbUcysNmg8BkDVIokkZfJriulR93eqNq5iFb/ycoRVSqR7XxC6JGrChpCXVwlUaMG03mFL4UMn+Uk+qrfxx2PXSC7jjMdmGVGlHWARwaM06XD5yErbyc00xNptlF2I7BU3DbTfsxtCVNU3b8DaqWhVatKQUNWCVxmvYcHmsmE5j5Mu3WbYUbKngC5S0X6rhZvIF3P/cMO7+2RHDQbZrGg7e8v6WrtHcLBx8a3DwFZ5y8G2eCyT4AsBAZAarJ8NIORx49Lv3NX1P2/lEQdNw3S23Va+Az8fg28z9bwuGXn5FhaKO3741jv/y8Cv45i/eqvs5qXh7GYZhLmRCgSBeXL8R7bn8kg68QEnT/tDh1zAwM7PYu3LOtIzmCxitRoE2J2aEloIXrQjgjXciUhC+UNoCihagAqld5yRXgxlibznX7RRpjbxFQHWlCwAewRKUJh2PXDZ5bp7OtZuXsWx3yCUjs4KNiVqNaBlLWlJSRFWyUyNXS7qhnKTK/0FWZkgRmZexNJaiFMYtLDTK/aOcq18FaN6aVIFeudDLjYJijHbOEXe/oD6GyithcnoYrC7CeJF2f6KlEOscUjMN2OwQ0rHZLLuQ29nz5E9wy0+fMKSgqwtUHtKPEbWBkXNcutq1+lzVs8A1eGq3zJVvPavRTCoHn9uOz1+zFk/91/fhif98Lb7xiYtgL/sfz4e2gAzDMAtJKBDEbR/fjUL5e7Kgadh/2c7q8yKAosnYbJad7+3ky8/FQGzXddyxf+i8vAJuGc33ueNhfPr/f8Hw9yvWduLTg6vx3k296PGVClHU04WXEvU0398mawWxcxZXvmI/32Y1X/HKN2/Rz3chNF+6bDNXvhR65Sv2I6Z6sccuF9lo5spXvIoOJ+V+vpmcfMwikVrWRiNXgzppwqDTghGq46j6hW5YD1lUHKebON+ufCmzuPIV99+QhGjmyld1vMm66ZWvnfQCllpqk/VWNOBT3aU7mPtjM1gTDmOkpwfQS3cwj3TX7m42ew4Aa6bKY8EgBqbNlw0FghiICtuBsJ3yHctmz62W7Z+ZwYcOv4bbnvwJKJ/5i/+IFzZsNPwdqPMxoae/svANXZlivDxWTKcxsuc8uuFqNJLCNd942rQCk6aV0s5/tLkX123pxbtXdcJe7jTfbFvBVoeDr/l6OPiKf+Dg2zQXUPClSKd/s9/64lyrCk6ayeNZogMYmJnBgW/cYUipf+4L/w8KDmfV0iTN4+BrjWg1smnA//ve9bDbNPz2rQn8flTu9BNoc+LaTT1od9rx6MtnFqyt4EJQCb7PvbGsGnx/KdztTAMQvftZbDE4nlP7i1MF84BFt9PMXBu5TVAMSPQuZIp4VzIt+0jvWBbX5SJaKw3GHlIyMpmv/fAIuuSAGs3KP+LEu6Gz5EcJDdQz2VpAnUnL64ml5TKiUeFuZ52WzCNfCsW04sdQM+0I6Zcn0S81xZ3Ryi8jqx9V4uuhwcmqNKXqW0r1G4S2/qM/PMSn9LXSwy3ONbQUbFwD1t3yhmwkoIptEOl6qdZsk089JarulU1h9SOlmXWfw37sfvEF/Pf9Q3DoejUFXfm3oGnYc8NuDA0KrRXpW0HbPdJxsaUg1f3pXOErp/J1WUyncepW6+DbUjdcmXVCuvlPt2I8msaTr4/i+88N49RUEpFUDj99fVSavxBtBRmGYZjFY+jKQRzYvAVrJsMIJBL4hwd/YNCAn92ypeULcbRU8AWAXp8bmVwRfxiN4snXRnEiHMfxckvBcDxrOX++2woyDMMwi0soGEQoGMRVx48ZLp4dldaKHHzra7KRZA7Hw3EcH4/jRLgUXI9PJDAymTDt1wsA/X43NvT6sL7Xix6vG/c+/bbUOeNCsR4xDMNc6Ax317dVOfM5XHXsGIZ7ejDWovWt5z34PvK7U7hl/+FqgFzX7UU0nauWi6yH22HD+nKA3dDjxfpeHzb0+rCu1wufW97lZUGPVJJyqVqPPJpwYxHx8bZrsvAT0Ws/Ptyk3SDVW51E1BC1WnpDFdWAnYKPllZ5yilublK21YOsqXpIW0DaNrBbuPlpMiP/6KI3Rk2T8V53XJgr3xjV64lLzyfStRvX1vompbGzqYD0XNSPqebb7pbP+6hWG7fb5feikCc31xCdUfIBk7kgc22e2nEsJsnHXuEl1Z0WmqmwGd2mvhNH0isdVGijC8tPJe1WddMLGaf7q3o9ustCx3UVTceKHvkFaBmi4wo6r2GM7pOw7mK7vF57TBYdJQ3S4u4dUeu0Ua+xhcYuHn+bQd82n2vQSA1V3Oruanlh832sfJ2EOoPY84nduONRWQP+/v/5XlUD/vKf7cLeq2oasJ14pQvkfbcJ5wRt6Ug1YKGYoLqtYR3mNfiORlJS4AWAk5OJust2e10YXN+FwXXduHhlAAMBD7q9brgc6ptzzHRihmEYZukzdOUgnt0iaMA/lDXgO/fuw4GtracBz2vwPRlOGJspmzCZyOJnh0P42eGQ9PfOdid6O9zo6/Cgt8Ndflz6t9fnro5dtb4LGm0+3gBLzabEMAxzoVHVgI/V14A/9Opr+Pm7L2mpADyvwbdem0CbBuz94tXQNGA8msFEPIOJWOn/8VjtcTieQb6oYzqZw3Qyh6NjcfMNAXDZbejtcKOnbnB2VwN3j88Nj7OUCxHLWbaiTclvK6CjnKIVvbwe4i+IFYgtxp6uPk4WSeMEkkiwFWi6WGg2YJebDVBSwroLJG/ltclzRT8x9dtSOpy1/Y/k5NemSgerxgBgtXdKen4q0VV9vME3IY0dj/eazh2OdyvXG0rX7AVdHjn1HU7J6W2nq5YOzueJhaldTlFnUrLcoAmfXp2mmb3yOVIQUs02r5zKL6bkrwHdLeTPyHp1D827iYPqH7+6Q1iYpq+tKqJKNWUVZTYBydKkt8m5QC1JX6uwTzSdSudmau+P7qXrJelgw1zhOAaIPyhO5J0OQc4haWaahtYy5sfc4N4S0v6GspVWqXzBKlXwqKUI0WZlSNOqSgdYXTuJ6WyT8+XE8u66GvDtP34Ce37yJPbs2o0fXXeFNId6pws+USIgKWpy/G3C+1qRHoq6lRG6xLwG32WBNtx9w0UGTXbn2i7LucWijplUDuOxdDUg0wBdCdyRVA7ZQhHvzKTwzkzKct2BNic6250Ynqx9MbJNiWEY5vwmFAziy5/chTsf2SdpwEDZhrRvCL+9eBNCncFF3MsS837D1blqsjabhi6vC11eF7YO1P5eLOqIpEo3bE0lsphKZHB2Jo2jYzEcCcVwdCyGZFatfEdSOURSRnc625QYhmHOb/ZePYhntm/G9a+8jtsfe0Iac+g61k5MLr3ga6afLgu0mQa0fKGIqWQ5kMaz1aA6mchiuvo4Uw60WUwncyiY1aBU0Oa0o8vrQrevFNA9Tjv+5Y3QBdkhiWEYZikT6gziZ5dejD2PP1nHhpTH1UeP4WRvz6IG4TkLvlQ//U/v34ida7uqgXSqHEAn49lqIJ1MZOtegTZCh8eB7vKVcZfXXXrscwl/c6Hb60aXz4WudhfaXEaxQSxn2Yo2JTtqFe467LV0erooCx69Drn05kyh9gNC1H8BIEPmUitSu1bTGZOGus/yj542mNvFUkRrFrfjJOKOoRm9ULYy4JRlhFhOrqO8vK322s+m5FJuA20x6fmZZFB6vrJ9pvr4ZEKt44r68Ha/XFnt99Fl8j61R6qPQym5vGdXG7E/JWrnm8Mha0WZtPxeOVxyRqcg1H62u4mlLEvKcrYL2jLReO3t8tyCWMbSTbJIWaLXi/qrVYlIURt0EV2Mtk+kuq6qtjC1WYkacI5o1kSLhajF0jFSzlP3COPULtRONF46V1i3FiO6s8KmVPTL742N6MOSPYoeBhDc5mUrrRrMizq6jeigRZf5XGrfstSWVYjL0uQmvY1EB0JdQdz657tw14/2wVGspaB/8A81G9Ke3bvwo+uulFclaMBFWgqUvO+ixaxyTGkJUDPmJPhSS1FRB7799LGG52sa0NkuBs3aYymQlq9cO9tdlhakRmCbEsMwzNJl73uuxDPv2oS1E5MIxhL47vcekDXgoX347cWbF+UKeE6CbzOWIkqPz40NvV70+z3o9rnQ43Ojx1cKtj0dpSva3o7aHcpzjSolzjAMw5zfhDqDCHUGcfVb9W1Ii6UBz0nwrWcp0jTgL967Dpm8jnA8g8l4tvRvIovpZLYarMPxkq3ICq/LXg3G3T53NUj3+NzoLgfr3o7Sv4E2J2w280t/9vYyDMNcWJzsMytFuTga8Jy1FKynn5p5Zis3WYVjpZupKoE5XAnQ5SAdjpX+li005puq4CjfKd0tBOgeX+n58Yk49h06A71Fvb1AraXg8JFl8JdbCv4q2W+6fIJ6eQXCefOWVoDRB0x7BYtQbVYsP0nnUX1YLGtZIAIN7dkrzk3k5RZ8VKOeEtr3eR2yBj1N2gIOeGQNWNSIV3unpbFTiU55rqAfn03K5SRFjReQdd5Ol6xZT2Rk7/HpmWD1cY60T6T9fTMZ+beyWKazSHr/0naEOWGujWjLhTRZr6AtF4lmSuvY6GJrQIuGsuJcQ2/iOpqdPFl8bLEd4bVrRMuknmapzSF5rQa9W/D5ah55TE+Rz42TfGcJWrlG9GEkiI4raPAGXzJ5PVJ5TIP/WX4qtYq0+tZXtQ2k1zVU4xRLMhpa8lncF6AaU+0DRTwHhPf1z557EXc9LGvAYjvCL//ZLjwiaMDU52soI1qnPGkxlcaZm25fuJaCzeinDrsNfR0e9HV4TJepoOs6Ypk8JuNZTJavkmtBOlu9cj4ZTlS7HuWLOsbLnmAV7O1lGIa5cNj7nivxzA5zDfjOvfvwzAJpwLO/a0lgWaANV2/oNg1ko5EUnjsexmjEuhBGBV0HMrki4uk8phJZjMcyODuTwqnJJI6Nx/FWKIY33ok21G6wHhVvL8MwDLP0CXUG8W+bNyDia6+rAV//8usYmJ6Z9/1YsH6+9Uo53nDZSozHMghFUghFMhiNpBCKpDEaTWMsksZoJI3xWFrZYlCks92JgUAblgU86Pd7sCzgwUDAg4HyYwD4k3sOSNp0K3t77dBgL58eHlvtx0VOl982r03+4SGmod2kFKUhPUzyT24tb7osRUwPi/PqbkdY1kZ9AuQTIKazaZqZdlrqEjoIiSloAOhwypmPUFq2/YgpYWpD6iYdkcRUMrUh0bkBV83eRVPf7SQ1LqaWXQ75tWbz8mulViTJakTHSFlIh7N2zPM58t4QC5OYaqYpap2kt8UUME110+fiXEOHpiJNQ6vXJQ+aD+kkJaqRdLCU/qap4gw5/4Vjoact0szk+Iudo3RSipLaqsRUs+6xsDCJ6VVyDHV6/IVj3qgdpjpX2H9jZyvzDlU67V41G6tRM5eKgpSlk/emkoYe7umtX4ry0SewZ/+TpRT0NYPSXFuaWMzEY1qxGuUae1EL1s+3EniBUrr3S48expcePdzQfE0D+jrcGPCXgumyQFs1qJael4JtI3dE1yt3ySlnhmGYC4tQZxC3fnqXQQMGhBT09i3zloJekOB7MpxAI0WpnHYNl67uxDUberCp31cNsL0dbjjtc5MhZ28vwzAMA5Q04APbNuP6l1/H7fvrlKIMh8/v4FvPilSPXEHHiyen8OLJKfT73djY58OGXuH/Pi8G/J66rQObsQ+xt5dhGIYByqUoL7sYex5b2FKUc2Y1soJake74+Lvw3k09OD6RwPHxOI5PxHFsPI7jEwml79frsmN9r68cmL3Y0OvD0fEY7v3V2y3bGrBZKlajd46srFqNfiO0qSuQlnxFIoaI5ScnC7K1pUjmUquRuO6ihSAj6rp0n1TLUmuRilTB3EYFyBowXa9YphIA3HZZU43lajYmagmKkDKWHntNO0+T9YpjABAX1uuyy5pdltiJTkdrlqYC1ezI68nkHKbjRTLXRnQ4UQMuFsn5Q/U/sXUbWa9Se7V6X8W5hteqnqpC1cbbRvQ+ap2SXh91NNLXIx4nh4XGa9BBFXNpyU5JRyT7S/VhYZ+oxmtpJ2oCTdRQidWLas3KfWjCWkS3I9vNFOsBZDuaxXlZ0bAbsiERDVjo9IrKV1wxlcbpL922cFYjK8zSvSs723HdZrl3aiSZw/FwvByUEzg+UQrOI5NJJLIFHH4ngsPvROpthu1DDMMwTNNUUtBrxycRiCfw3X/64bxqwAsWfIHG072BdicuW92Jy1bLhQ6y+SKePjKO+58bxvMnJk3nc2tAhmEYpllCnUGEAkFcfdSkFOUcasALGnwbgWq349E0Dh4L4+CxMP71WBhjUTklHfA4EEnL6cRWtg8xDMMwrc3JXmMpyrymYbinZ8620VLBV/QCawD6/G5DsHU5bLhybReu3dSDazf2YPsyP4YOnb6g7UM2g1h17ti12rqKFj5fs3mAtQbcKDZN/dra7DXfLNWHqcZbINqP6LlN5OW5tFRlplD7qHS6ZA8wbXPoEbabLZLWfjbz10PLSVLNVzVuHJPXbRPa7lHN1+jHFdcrr8fgx5X2j/5BoXvSMStdrjlbam2Tlp5UYZyesrRtnbjPzWi8FMNcul1BX6X6MNHnRV3U4PNVaaZN6sEqP7GSZt43urv0nGjqHFBo4Ybz1Pg81BXE/isvx64XXqpqv4/vvBxj/qCk84pzK3+3+Mqq0jLBl3qBdaAaeC9aEcA1G0vBdufaToOfl+1DDMMwzFwxMD2DG148VI2tGoCPvXQI//P6P0UoGJyTbbRM8DXzAn/5+m34i/ett5zP9iGGYRhmLlg3EZZSzkBJ810TDi+94GvmBf4fvziCRCaPwXVdWNd7YbUAtGsa7HXybTTF24rQfbQqVSkilaK06GBjF1LueRvJE5LD5CCHUrQmuR3y3DxJm4spbGrXarPTEp61cboeFYYumIYUtfkxbCYta5XeltNwxFZCcnTi95PBLmRIm5uPWaGyIjWVkm4m3Wo498QUtVXZRMWGFGnmuutuEIMFiBxjfS69R4tBU+9d4/MMx03T6rYfzGsaRnp7zNPfGvnXgjltrDAblgXacPcNF1WDjU0Dti/zI1fUce+v38anv/cCrvnG03jkd6cWeU8ZhmGYpUyos6T5VkJvRfOdq6teoIWufAGjdqvrOq75xm+qB6Dk4T3MHl6GYRhm3jDVfD88d5pvy1z5VhDbEg5PJg0Zg4IO/PT10abaEjIMwzBMo5hqvhPhOdtGS135Usx04Dt++gfc9bM/nPdlJK2wlf9rep5CE7ay7sjbP3eNaDZz7QrrlFOj/o8aDjJWIGKgqj0h1W1paUq71BJR/dqKguXJQY431YBF/ZVqrwYNmKCcS/RilS2J1kpXvjo6V7R0LJKkqNSDrT4+Sm2W3iQgjjVhLQLkg0rnUs1XtSr6ehQfZ4PVaDZI1RrV2vKioNgFg/ZtcVx0m44T/d0oQj7cBQDDfT0QP8LSx/t81XzrQXVgkUoZSb4CZhiGYeabeg19ZkNLB1+gpAMfvOX9uO3D2wxjlTKSDMMwDDNXrBsPG4KjrVxecq5o+eALlK6AP3zxMsPfuYwkwzAMM9dUrEYiS7q8pIoDRyek5xpwwZWRrGA/3/16FhSa+E0o+oCpHpzX1N5ipyDYUJ3ZSbRaUSun2rGqlaGDeI9p6z8VVJudDeK6DG0Bi+bLGjzA84ShjOVcvXSLlnbiduk2DWU3m6lvOFeHrVlteSFogV1oBkvtu155ye4g9g9ehl3/dkguLxkMKm8TaIbz4sp3NJLCLfsPS3/TNOB9pBUhwzAMw8yWgekZ3PDCywar0cDMzJxto+WDbzKbx57H3jD8Ki3qYL2XYRiGmXPWjV/AVqPRSAq/+v0Y/vHACZyeNt7RzHovwzAMMx/UKy+pA1gdnoQGYLi3Z9bFNloy+D7yu1O45dHDVbnG73Hgk1eswj8dHL5g2waKOm+BiBROQ+8zcR5p9WeR7BC1zdm0BSwqhCGres0idP+pvirqvEUiHLostFm3Tfb2ioitCgG5NnU7GUsXZU+wVAea+IWp71dkNhqvVb1mm6JesGGu1CeNLDyLGsvihUSzrg2lNqtal6FuteI4GOo1K/y3dKypuaa70Nj4uTKLloLKuapzxOp9ni9tX8TqHKZfczoQCgZx63/4BO564FE49FJVbA3AN380BA2lGgJf/uQu7L160LjeBl9TywXfSmtBcf/jmTy+cO06fOHaddw2kGEYhpl3HrnmSjy7cSvWTIRR0DTsve//q8Zxu67jzkf24cC2Led8Bdxymm+91oJFHTg0PI2T4QQHXoZhGGZBCAWDeGHTRjh0473uDl3Hh1557Zxvwmq5K1+zkpL/+eFXoKNU8W2pl5WsYIMGW528DbUaFclvqFawIs2mvKRyvSRtKKbRqdXIkKJWpF6t7EOqspYekr5OabVUs418xJoq7zmnaWjzseZWTJ43sapzTh3PBvpam2n9d65jVtBLHroucdwybd7EgZvNR1KVSl78rxslluUlGzikw731NeDbH38Ce378pJyCPl/LS5qVlJQ7G3FZSYZhGGZhCAWD+PIndyFfjksVDRiopaCbvQJuuStfQG4tOBFL47/86FVpvFJWktPPDMMwzEKw9+pBHNi2BR965TXc/vgT0ljFhtSM/ttyV74VlgXasLanHU8fGTeMsc2IYRiGWWhCwSB+fukldUtPjvQ2V3qyJa98gbLdaP9hgzZ0IdqMrLCp+ootEiqrUTNY6Z6S1YhoOw7SVo/allTrNmjAwutpt5nbkOjclOaSxlR6vNVrVZVgtNJxRatRUVFOkm5IA9WO5+Z9nU05yVnpw83YYprSh+kf6DG12jGTqfY5LC85V1ajuVx2AZjT1oooBeDHdl6OT/zuJan0ZLN3PbfklW/VbkR8gX+362IcvOX9F8TNVgzDMEzrMTAzg4+/dGjWpSdbMvjWsxvpOnDL/sP4yuNvYv/LZxBNmxdIYBiGYZj5YO3E3JSebMm0s5ndKF/U8as/jOFXfxiDy27Dezf14PqLluGPt/cjmc3jZDiBdT1eTkkzDMMw80I929GS0XwrdqMv73+jWk7yzo+/C5eu7sRPD4/iZ4dHcWw8jl8fGcevj4zDrgGF8nFYSj5gu2aDXTMmJ5yarEfmdIdyXFqnQfc014vtirZ6AJAr1LROqvFSX2wOtWWtSlyKczPktVEtVir7SLTYTFGe67NnpOfxgrv6uMcZl8YiBfkHXMBes7Yliy7TMQCI5GtzaZnKWN4jPbcLunShKB8Xl93cWwxQHZfo3Q55bqFQW7fdTkqO5uXtimUW9YJmOgYQ6dBKjxTnFtXrNfhbzxGbg3ji8+bb1ek+Eb1VF5JtmrNIxsg5TbVa4TjaXMSPniNfw+K68xbrbUYDbkrfVozPZb70HN/mZnRcjRwj3UGPIZkgnhN0/2w6RrsD2H/l5dj1gqz5jnYFAOgN71tLBl9AthuJVa029/uw67KVePDFEfzzwWFkC8Vq4AVqPuD3be7lK2CGYRhmThmYnsENL8qa78dfOoS/+8ifINQZbHg9LRN8RyMpQ9p4WaANvT43/jAaw88Ph/DSyBR+NzyNiVhGuS72ATMMwzDzwbo6mq9d13HV0WMY6wzi7Y4OnG5gPS0RfB/53Sncuv8winopbfyFa9bB63bg0Mg0Xj41jWRWTtM47RouXhnEzjWdWN/rw637X5f04aXoAxbtRFZp5qyQiqX2FWrHoYhWGJqNKSq6HNFyktR+I+2HrrZG5RT7r0ol03QwTUPTcXEuTTP77GnpeaxQSxf3OGPSWLwgp5LFrkd0f2mnJRE7sUblSRpa1bmIdi3K5+XjL6ahxRQ0ANhIGroozKWqh/KtM1iWyLiY/jOU+LPIP0rnT+OdilRpZkBONRvGSMpdTLc2k2amc4tZu+kYAEBcN0lvG9LQzSBOpe+jVfpXMXeurDy0DCRF3I7VstI88t5o5L3RqeRRUJynRQ0nu3sNmi8A/K8HHoEGYBpAVwP7tejBt2IrqgTPog587+BJaZkOjwM713Ri59ouXLG2CxevDMDjFE9gXdKH2QfMMAzDzAehziBu/dQu3PWjfXDoOgoo/TaplptscD2LHnzr2YoA4JoN3fjQRctwxdoubOrzwWYz/6Vjpg8zDMMwzFyz9+pBHNi6BWsnw+iKxvAP33+w6XUsevCtZyuyaxr+7s8uaSqILgu0LZmgq5fTGdF4Lb+TSNbShjpJ8TrIncXJYu15qqDu1pMuyuNi2jlnkR7OKIbp3c8FIWVtlfpW3Q1t6DZkr92CmiF3NdpJtyH6emzCeJb69uzycckIqdqUUx5LF+TtiPuRzcljWVJeqpAwv3+BVpMqZBuvNmWoYuUQ7qomaecCScOJaWea4qWnhNRozeqO2UVIOxtWo0jdq8YAQBePGz33m0g7G44TvWNZHM9bpJ3zjadfpfej2bSzau4cMW9pZ5JWNtz9bLjTXliWHl9hu2c9HpxduQJ9MxFMo3bFG60salG2bdGDbz1b0YWeNo7FSprimsuGF3dHGIZhGCWnUV/jjcViCAQCpvM03So8MwtOsVjEW2+9he3bt+P06dPw+/2LvUstSzQaxapVq/g4WcDHyRo+Ro3Bx0mNruuIxWJYvnw5bDbzLN6iX/kyRmw2G1asWAEA8Pv9fII3AB+nxuDjZA0fo8bg42SO6oq3QkvWdmYYhmGYpQwHX4ZhGIZZYDj4tihutxt/8zd/A7fbbb3wBQwfp8bg42QNH6PG4OM0N/ANVwzDMAyzwPCVL8MwDMMsMBx8GYZhGGaB4eDLMAzDMAsMB1+GYRiGWWA4+DIMwzDMAsPBl2EYhmEWGA6+DMMwDLPAcPBlGIZhmAXm/wKf7BsWaPHboAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "s1 = Y2[:,1]\n", "s2 = Y2[:,2]\n", "fig = plt.figure(figsize=(5, 5))\n", "d, paths = dtw.warping_paths(s1, s2)\n", "best_path = dtw.best_path(paths)\n", "dtwvis.plot_warpingpaths(s1, s2, paths, best_path, figure=fig);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Then, we select $\\boldsymbol{x}$ and $\\boldsymbol{y}$ from two different groups.\n", "- We see how the dissimilarity is much higher in this case and the path $\\pi$ changes significantly." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "s1 = Y1[:,1]\n", "s2 = Y2[:,1]\n", "fig = plt.figure(figsize=(5, 5))\n", "d, paths = dtw.warping_paths(s1, s2)\n", "best_path = dtw.best_path(paths)\n", "dtwvis.plot_warpingpaths(s1, s2, paths, best_path, figure=fig);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Finally, we compute the DTW distance between all the time series in the two sets." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Concatenate the two sets of time series\n", "Y = np.concatenate((Y1, Y2), axis=1).T\n", "\n", "# Compute the distance matrix\n", "dtw_dist = dtw.distance_matrix_fast(Y)\n", "\n", "plt.figure(figsize=(4,4))\n", "plt.imshow(dtw_dist, cmap='viridis')\n", "plt.colorbar();" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- We see a clear block structure. \n", "- The dissimilarity is lower between time series of the same group." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- For comparison, we also compute the Euclidean distance between the time series." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# compute euclidean distance between the time series\n", "euc_dist = pairwise_distances(Y, metric=\"sqeuclidean\")\n", "plt.figure(figsize=(4,4))\n", "plt.imshow(euc_dist, cmap='viridis')\n", "plt.colorbar();" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- This time the dissimilarity matrix is less structured and is harder to see the division in two groups.\n", "- As expected, the Euclidean distance is less suitable for these type of data." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Classification with DTW\n", "\n", "- Now we turn to a real classification problem.\n", "- We will use one of the following datasets." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Available datasets:\n", "\n", "AtrialFibrillation\n", "ArabicDigits\n", "Auslan\n", "CharacterTrajectories\n", "CMUsubject16\n", "ECG2D\n", "Japanese_Vowels\n", "KickvsPunch\n", "Libras\n", "NetFlow\n", "RobotArm\n", "UWAVE\n", "Wafer\n", "Chlorine\n", "Phalanx\n", "SwedishLeaf\n" ] } ], "source": [ "DataLoader().available_datasets()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded Japanese_Vowels dataset.\n", "Number of classes: 9\n", "Data shapes:\n", " Xtr: (270, 29, 12)\n", " Ytr: (270, 1)\n", " Xte: (370, 29, 12)\n", " Yte: (370, 1)\n" ] } ], "source": [ "Xtr, Ytr, Xte, Yte = DataLoader().get_data('Japanese_Vowels')" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "# Concatenate X and Xte\n", "X = np.concatenate((Xtr, Xte), axis=0)\n", "Y = np.concatenate((Ytr, Yte), axis=0)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dist shape: (640, 640)\n" ] } ], "source": [ "# Compute the dissimilarity matrix\n", "dtw_dist = dtw_ndim.distance_matrix_fast(X)\n", "print(\"dist shape:\", dtw_dist.shape)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Note that we have concatenated the training and test set before computing the distances. Why?\n", "- In the following, we will use an SVC with a pre-computed kernel, i.e., a custom similarity matrix (more details [here](https://scikit-learn.org/stable/modules/svm.html#custom-kernels)).\n", "- There are two sets of distances we need to compute to provide the information to the classifier." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- For training, we need the distances between elements in the training set.\n", " - Let's call the matrix containing these distances **tr-tr**.\n", "- For testing, we need the distances between the training and test set elements.\n", " - These distances are in the matrix **te-tr**.\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Unfortunately, `dtw_ndim.distance_matrix_fast` does not compute distances across two different sets, meaning that it cannot compute **te-tr** explicitly.\n", "- In our case, since the dataset is small, we can compute the whole distance matrix and keep only the parts we need.\n", "- Note that some computations (**tr-te** and **te-te**) are *wasted*.\n", "- If the computing resources are limited or the dataset is too large, it's better to iterate through the elements of the training and test set and compute only the distances that we actually need." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- The kernel is a similarity matrix with elements in [0,1].\n", "- We can obtain it with the following transformation. " ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dtw_sim = 1.0 - dtw_dist/dtw_dist.max()\n", "\n", "# Plot the similarity matrix\n", "idx_sorted = np.argsort(Y[:,0])\n", "dtw_sim_sorted = dtw_sim[:,idx_sorted][idx_sorted,:]\n", "fig = plt.figure(figsize=(4,4))\n", "plt.imshow(dtw_sim_sorted);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Next, we extract the kernels that we actually need." ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(270, 270)\n", "(370, 270)\n" ] } ], "source": [ "sim_trtr = dtw_sim[:Xtr.shape[0], :Xtr.shape[0]]\n", "print(sim_trtr.shape)\n", "\n", "sim_tetr = dtw_sim[Xtr.shape[0]:, :Xtr.shape[0]]\n", "print(sim_tetr.shape)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Finally we train the classifier and compute the classification performance on the test data." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 97.30%\n" ] } ], "source": [ "clf = svm.SVC(kernel='precomputed', C=1).fit(sim_trtr, Ytr.ravel())\n", "y_pred = clf.predict(sim_tetr)\n", "accuracy = accuracy_score(Yte.ravel(), y_pred)\n", "print(f\"Accuracy: {accuracy*100:.2f}%\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### $k$-NN classifier\n", "\n", "- Once computed, the distance/similarity matrix can seamlessly be used with other classifiers.\n", "- One example is the classic the $k$-NN classifier, which simply implements a majority vote:\n", " - A test sample is assigned the most frequent class among its $k$ nearest neighbors ($k$-NN) in the training set.\n", "- In our case, the neighbors are identified based on the DTW distance." ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "# In this case we use the DTW distance directly.\n", "dtw_trtr = dtw_dist[:Xtr.shape[0], :Xtr.shape[0]]\n", "dtw_tetr = dtw_dist[Xtr.shape[0]:, :Xtr.shape[0]]" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 96.49%\n" ] } ], "source": [ "neigh = KNeighborsClassifier(n_neighbors=3, metric='precomputed') # specify k=3\n", "neigh.fit(dtw_trtr, Ytr.ravel())\n", "y_pred = neigh.predict(dtw_tetr)\n", "accuracy = accuracy_score(Yte.ravel(), y_pred)\n", "print(f\"Accuracy: {accuracy*100:.2f}%\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Clustering with DTW" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "- To perform clustering we can use HC.\n", "- As before, we will use Ward Linkage to generate the hierarchy `Z`.\n", "- We need to pass the DTW dissimilarity matrix." ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "distArray = ssd.squareform(dtw_dist)\n", "Z = linkage(distArray, 'ward') " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- To obtain the acutal clusters we need to put a threshold.\n", "- To select the threshold, we look at the hierarchy `Z` with a dendrogram plot." ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(20, 10))\n", "dn = dendrogram(Z, color_threshold=50, above_threshold_color='k', \n", " show_leaf_counts=False)\n", "plt.xticks([]);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- A value between 50 and 60 seems to give a stable partition." ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 9 clusters\n" ] } ], "source": [ "partition = fcluster(Z, t=55, criterion=\"distance\")\n", "print(f\"Found {len(np.unique(partition))} clusters\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Finally, we compute the agreement between the partition and the actual class labels." ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DTW-based clustering NMI: 0.95\n" ] } ], "source": [ "print(f\"DTW-based clustering NMI: {v_measure_score(partition, Y.ravel()):.2f}\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Visualization through dimensionality reduction" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "- How can we visualize our dataset in a meaningful way?\n", "- We have $N$ samples, each one representing a multivariate time series of size $T \\times V$.\n", "- Plotting them directly is impossible." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- In a previous lecture we encountered PCA, a technique to reduce the data dimensionality.\n", "- Reducing data to 2 or 3 dimension would make visualization possible." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- If the data are vectors, i.e., $\\mathbf{X} \\in \\mathbb{R}^{N \\times V}$, PCA first computes the empirical correlation matrix $\\mathbf{X}^\\top\\mathbf{X} \\in \\mathbb{R}^{V \\times V}$ that captures the covariance among the features in the dataset. \n", "- PCA uses this information to project the data onto the directions (principal components) that maximize variance.\n", "- Unfortunately, the empirical correlation is meaningless if the data are time series because we are not interested in the correlation of individual time steps.\n", "- The problem further complicates if the time series are multivariate." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- PCA can compute the principal components also through the eigendecomposition of the Gram matrix $\\mathbf{X}\\mathbf{X}^\\top \\in \\mathbb{R}^{N \\times N}$.\n", "- The Gram matrix is a covariance matrix, i.e., a similarity matrix that captures linear relationships between data samples.\n", "- As with the Euclidean distance, a linear covariance matrix is not suitable for time series.\n", "- However, we can replace the covariance with another kernel matrix, such as the one derived from DTW.\n", "- The PCA algorithm that uses kernel matrices is called [KernelPCA](https://scikit-learn.org/stable/auto_examples/decomposition/plot_kernel_pca.html)." ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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EngSAQgghhuWVV15h7dq1LF26lPj4eDZu3MivfvUrUlJS2LRpU1gGuhAi9mQJWAghxLAkJyfz8ssv84c//IGuri4yMzM588wz+eUvfynBnxBjlMwACiGEEEJMMlIIWgghhBBikpEAUAghhBBikpEAUAghhBBikpEAUAghhBBikpEAUAghhBBikpEAUAghhBBikpEAUAghhBBikpEAUAghhBBikpEAUAghhBBikpEAUAghhBBikpEAUAghhBBikpEAUAghhBBikpEAUAghhBBikpEAUAghhBBikpEAUAghhBBikpEAUAghhBBikpEAUAghhBBikpEAUAghhBBikpEAUAghhBBikpEAUAghhBBikpEAUAghhBBikpEAUAghhBBikjHHegBCTHY+n499+/bR1dWFxWKhuLiYlJSUWA9LCCHEBKYppVSsByHEZKWUYuvWrXR1dQWPaZrGvHnzSEhIiOHIhBBCTGSyBCxEDPX09IQEfxAICltaWmI0IiGEEJOBBIBCCCGEEJOMBIBCxJDNZiMpKSnkmKZpZGRkxGhEQgghJgPZAyhEjEkSiBBCiNEmAaAQQgghxCQjS8BCCCGEEJOMBIBCCCGEEJOMBIBCCCGEEJOMBIBCCCGEEJOMBIBCCCGEEJOMBIBCCCGEEJOMBIBCCCGEEJOMBIBCCCGEEJOMBIBCCCGEEJOMBIBCCCGEEJOMOdYDEEKMbz09PZSXl+N2u4mPj6ekpASbzRbrYQkhhDgE6QUsxAjz+/04HA50XSchIQFN02I9pKjx+Xxs2rQJj8cTPGa1Wlm4cCEmkymGIxNCCHEoMgMoxAhyOp1s27YNr9cLQFJSEmVlZRMmOOro6AgJ/gA8Hg8dHR2kp6fHaFRCCCEORwJAIUbQrl27gsEfQFdXF9XV1ZSUlIzaGNrb26mvr8cwDDIyMsjOzo7aLGR/CwiysCCEEGObBIBCjBClFC6XK+y4w+EYtTG0t7ezffv24O3Ozk68Xi+FhYVROX9KSgomkwm/3x88ZjabSU5Ojsr5hRBCjAzJAhZihGiahsViCTs+mgkS9fX1Ycfq6uqidn6LxcKcOXNISEjAZDKRmJjInDlzIj5vIYQQY4fMAAoxgqZOncqOHTuCty0Wy7Bm35RS1NTUUFdXh1KKjIwMSktL+91TaBjGgI4NhGEYeL1ezGZzyPUSEhKYP3/+kM4phBAiNiQAFGIEpaWlsWDBAtrb29F1nYyMjGHNjtXX11NdXR283dTUBMC0adMi3j89PZ3Ozs6wY4PV2dnJzp078fl8AJSWlpKbmzvo8zidTqqqqvB4PCQlJVFUVDRhEmKEEGI8kQBQiBFmt9ux2+1ROVdLS0vYsdbW1n4DwJycHHw+H7W1tSilSE9PZ+rUqYO6ps/nY8eOHSH7/MrLy7Hb7YPa6+d2u9m8eXNwBtLhcOB0Opk9e/aEKo0jhBDjgQSAQowjuh6+bfdQwZOmaRQWFlJYWIhSakiBlsvlCgn+enV2dg4qAGxubg5bfu7s7AwWkBZCCDF6JAlEiHEkLy9vQMciGeosm9kc+Xtif8f7IyVjhBBi7JAZQDFuKKVobGyksbERCCxvZmVljYnlQ5/PR3d3N7quk5iYGHGmLhrS0tKYNWtWSF2/nJycEblWr7i4ODIzM2lubg45lpWVNajzpKWlUVNTE3buuLi4qIxTCCHEwEkrODFu1NfXU15eHnJsypQpIx4AHY7T6WTr1q3BBAm73c6cOXMGPUM2lvUG3w6HA6vVSm5u7pCeX1tbG+Xl5Xi9XhITE5k2bZr0DRZCiBiQAFCMGxs2bMDtdocci4+PZ+HChVG7hlIqGMgNNFt306ZNOJ3OkGM5OTlMmTIlauMSQgghomniTFGICS9S/bpofn/x+Xzs3LkzWDYlLS2NGTNmHHY5N9bdPoQQQojBkiQQMW5E2nM22H1oh7J3796QmnltbW1UVlYe9nFWqzXsmCxrCiGEGMskABTjRmFhIfn5+ZjNZsxmMwUFBeTn50ft/AcXTAbo6Og47OOmTp0akohisVgoLi6O2riEEEKIaJM9gELsF2mPYVJSEnPnzj3sY91ud7DbR1pamvTCFUIIMaZJAChiwu12U1VVRU9PD4mJiWOiJVhLSwu7du0KOTZnzpxBFTueLAzDoLy8nKamJjRNIzs7m5KSkjFRkkcIIcThSQAoRp3H42HTpk3BbFsIzLTNmTMn5gFEZ2cnzc3NaJpGVlYWiYmJMR3PWFVeXk59fX3Isd6OI0IIIcY+yQIWo66lpSUk+APo6urC6XSSkJAwauPweDw0NTXh9XpJTU0lNTWV5ORkmfEbgEg9iVtaWiQAFEKIcUICQDHqIpVzOdTxkeB2u/n000+DPW7r6+tJTU1l1qxZMZ+FHA8ilcYZqe4nQgghok/+xRajLi0tLSzIslqt2O32URtDdXV1MPjr1d7eHtLuTPQvUvb1QHsSCyGEiD2ZARSjzm63M2vWLPbu3YvX68VutzN9+vRRTQLp6emJeLyrq6vf2oJKKaqqqmhsbEQpRXZ2NsXFxZNyxjAnJwdd14MBc05ODunp6TEelRBCiIGSJBAxYblcLsrLy3G5XNjtdkpLS4mLiwOgoqKCurq6sMfk5+f3W8Ovurqa6urqAd9fCCGEGKtkCVhMSF6vly1bttDR0YHH46G9vZ2tW7cGk0+KiorCunWYzWZyc3P7PWek5WFZMhZCCDEeyRKwGNfcbjc+n4/4+PiQJeSOjo6wTGOPx0NnZyfp6enous6iRYuor6+nq6uLuLg4cnNzI7Z16xVpqVcSH4QQQoxHEgCKcUkpxb59+2hsbAwes1qtJCcnU1paOqBzaJpGXl7egJMX8vLy2Lt3b8ixg2cMOzs7qa+vxzAM0tPTycrKmpR7BIUQQoxtEgCKcampqSkk+IPADF9zczMul4tZs2ZhNptDZgEtFsuwavxlZ2ejaVpIEkjfhJHOzk62bt0avN3e3o7X66WgoGDI1xRCCCFGggSAYlzq7u5G0zQi5TA5HA58Ph9z585l3759wSSQKVOmYDYP7y2flZXVb5ZwpKSS2tpaCQCFEEKMORIAiiCPx0NbWxsAqampYUkSY0FXVxctLS04nc6IwV8vpRR2u505c+aM2tgOrisIgeLWSqlRWwZWSqGUkr2JQgghDkkCQAGA0+lky5YtwSDGZDIxZ86cUW3NdjhtbW3s2LHjsPeLj48nPj5+FEYUKj09nc7OzpBjqampoxb8dXR0sHv3brxeLxaLhRkzZkhbOyGEEBHJNIEAoLy8PGQGy+/3s2/fvhiOKFxlZWXYMZvNRmZmJjabDbPZTFpaGrNnz47JDFhOTg75+fnBgC81NZVp06aNyrV7enrYvn07Xq8XCJTB2bZtGzU1NdTU1NDR0TEq4xBCCDE+yAygAALlVA7WX7eM4TIMg+bmZrxeL0lJSQOepTq4rAsEMnmnT58e7SEOiaZpFBcXU1RUFLw9Wjo7O8OWxHs7l/QqLi6O2MJNCCHE5CMBoAAgISEBj8cTdiza/H4/W7Zswel0Bo+VlJQMqBRLcnIyLS0tIcdSUlKiPsbhikXZl4G00ausrCQrKwuLxTIKIxJCCDGWyRKwAGDKlCkhSR82m40pU6ZE/ToNDQ0hwR8E2rJFmt2LNMa+s4WpqanShm2/1NTUAe177F0iHq7Ozk42b97M+vXr2bNnz4B+f0IIIcYO6QUsggzDoKurC4DExMQBzSoNVnl5OQ0NDWHLlQsWLMButx/28UqpYBBzqK4dw6GUorOzE6/Xi91uH9C4xgKfz0dNTQ0ulwsI1CHsS9d1li5dOuzfq8PhYPPmzSG/w+TkZGbPnj1hil57PB727NlDZ2cnZrOZ4uLifsv/CCHEeCRLwCJI1/URX1JNSEgIC/50XR9wyRlN00Ys8INA8Ldr1y5aW1uDx6ZMmUJOTs6IXTNazGYzJSUldHd309nZid/vDwb0uq4zc+bMqAT1zc3NYb/Dzs5OPB7PmCwdNFhKKXbs2IHD4QACs6Z79uzBarWOyS0HQggxFBIAilGVmZlJZ2cnTU1NQHQDk6Hq7u6mu7sbq9WK3+8PCf4A9u3bR1pa2ogGntHS1NTEnj17grfj4uIoKSkhMTFR9v4NkNfrDQZ/fbW2tkoAKISYMCQAFCPG4XAEZ4syMjJISkpC0zSmTp1Kfn4+Xq+X+Pj4mAYmdXV1VFRUBG/3N4PldrvHfABoGEZYr2K3243D4SAtLS1q18nIyAjrepKUlDTmX5+B6m8Ze6IsbwshBEgAKEZIV1cXW7duDXbBqK+vZ+bMmaSnp6NpWsyKNffl8XhCgj/ov/RNXFzcaAxpWLxeb8TuKM3NzXg8HjIyMqIyg5WYmEhZWRmVlZV4vV6Sk5OZMmXKhAmQLBYLGRkZIRnnmqaRnZ0dw1EJIUR0SQAoRkRVVVUwGOn9b2VlJenp6bEcVoiDy95A4IPeZrOF1EUsLS0dF7NbVqsVk8kU1pLO7XbjdrtpbGxk+vTpZGZmDvtaqamppKamDvs8Y9W0adOIi4sLJoEUFBSMm2QgIYQYCAkAxYiIVG5krJUKsdlsaJoWMmumlKKgoACr1YrH48Fut4+pdniHomkaM2fOZMeOHRiGEfE+VVVVUQkAJzpd14MFvYUQYiKSOoBiRETq7jHW+tJaLBamTZsWsnSZmZlJZmYmKSkpZGVljZvgr1dKSgqLFy+mrKws4n7Gg2cHhRBCTE4yAyiGxefz0dnZCQQCPLM58JYqLi6mp6cnWIsuKSlpRApLD1dmZiaJiYk4nU6sVisJCQlD3svmcrmorKykp6eHxMREiouLg6/HaLJYLKSmppKenh6WrDHWgnAhhBCxIYWgxZC5XC62bNkSXNq1Wq3MnTs3OPPUW7RZKYXVap0wSQKR9PT0sGnTppAZtsTERObOnRuz520YBnv27AkmMyQnJzNz5sxDBqVut5uuri5MJhOpqanouiwSCCHERCQB4CjpnQ3TNI20tLQJUZNty5YtwULDvdLS0pg1a1aMRhQ7B5eT6TV//vxDLiOPRpDcG6CbTKZDnr+9vZ0dO3YE90Ta7XbmzJkTk1lMIYQQI0v+ZR8F3d3dbN26Nbgx32w2M3fu3JiXQRmu3pZjhzs2GfSXdHGo71d+v59du3YFl8kTEhIoKyuL+peDgQRwSil2794dMl6n00ltba30WxZCiAlI1ndGwd69e0MCBJ/PF3G2aLyJVBtvPNTLGwlpaWlhs2s2m+2QpUOqqqpC+vU6HI6wQs7RpJSio6ODlpaWsHqHfr8/YpZ233I4QgghJg6ZARwFkYoL91dweDyZOnUqW7duDQYOFouF0tLS2A4qRux2O2VlZezbtw+Px0NCQgLTpk075B66jo6OsGO9CTXRZhgG27dvD56/t2RMb4cQk8mE2WwOCwLH+yy1EEKIyCQAHAV2uz1sr9xEKCprt9tZuHBhMJBJTU0d8n4xwzBQSsW0J/BwpaSksGjRogHf32KxhC2Zj9Te0Pr6+pDgUinFrl27WLZsGbquo2kaM2bMCKkhmJCQQH5+/oiMRwghRGxJADgKpk2bxpYtW4LFkePi4igpKYnxqKLDYrEMq7CwUory8nIaGhqAQBA1Y8aMSZF4UFRUFGyX12uk9tu5XK6woteGYeD1eoNZ2ykpKSxcuJDu7m5MJhPJyckRZzA9Hg+1tbXBmc68vDzJFhZCiHFGsoBHid/vp6urC03TSEpKkg/M/Wpqaqiqqgo51l8mscvlory8HJfLhd1up7S0NOZ7DltbW6mqqsLn85GamkppaemgZjGdTidNTU0opcjIyCApKWlExhnpddZ1PTgDOFA+n49NmzaFtNFLTU1l1qxZE7rMjxBCTDQTf5pljOitqzaZKaVobGykubkZTdPIycmhra0t7H6R9sZ5vd6QmoMej4etW7eyYMGCmM0WdnR0sHPnzuDtpqYmvF4vZWVlQOD5Hi4ostvtozIbnJubS2trKw6HI3jscHsUI2lubg7rodze3o7T6Rx3XVOEEGIykwBQjJq6ujoqKyuDtzs7OyPuhYwUlLS3t4clKHg8Hrq6uoKJDKOtubk57Fh7ezvNzc1UVFTg9XpJSEhg+vTpMU+mMJlMzJ07N/g6JiUlDWlM/bWS668MTjQppWh0e3D5DDLiLCRZ5J8vIYQYKvkXVIyag9uSQeQ6eYWFhQM+Zyx3MPQ3u7d79+7g/zscDrZt28aiRYuiuuzf1tZGY2MjSqlg/+LD0XWd9PT0YV03JSUlbCnZbDaPeFKToRRr6tqodATK0ujA8blplCZJlrIQQgyFBIBi1EQK1nRdZ+7cuTQ2NmIYBunp6WRkZITdLyEhAV3XQ2aaLBZLTHvbZmZm0tjYGHIsPj4+LLPX4/HgdDpJTEyMynVbWlrYtWtX8HZ7ezt+v5+cnJyonP9QEhMTmT59erC2pc1mY+bMmSOevb2r0xkM/gAM4K2GNgoSbFhkP60QQgyaBIBi1GRkZASzffseS0pKOmTyg8fjYdu2bSHBX1xcHGVlZTHNFk5OTqasrIzq6mp8Ph8pKSlYrdawGTLof7ZwKGprayMeG40AEAKBb0ZGBoZhjFrZnnaPDw3o+xXCr6Db6yfNJgGgEEIMlgSAYtSUlJSglKKlpQUIJCbk5eUd9nF1dXXBEjq93G43Vqt1RMY5GKmpqSHJPR6Ph7q6upD9isnJyVFdIo2032409uD1pWnasIO/7u7u4HshMzPzkEkkSRYzB88fa4DdPH7rRorhq+9wc+MTm9hY3U5uShy3rJ7LiqnhKwhCiHBSBkaMSX0LQ+/evTtiwsXSpUtHrHDycLjdbqqrq+np6SExMZHCwsKozpRVVVVRU1MTciw7O5upU6dG7Rojrb29ne3btwdva5rG7Nmz+13S9yvFyzUt1LsOZCAfk53CzJTRyzzu8vrY3NaN22+QHWdldmoCupS+iRmPz+CMP75FRYsTv6HQNTDrOs9/8zimZ0dnu4UQE5nMAIoxRSlFVVVVcJkzMTExYpav1WrFbDbT0dFBW1sbuq6TnZ0d87qAEFienj59+oidv7CwEJ/PF9x/mJmZOe5a8PXNBofA772yspJ58+ZFvL9J0zi9IIMqhxu33yArzkq6bfSCf4fXzzOVTXgNhQLKu920e7wckxObDHQB2+s72dt0oKyRocBvGLy8tZ7p2SP390+IiUICQDGmNDY2huxx6+7uRilFdnZ2MOCxWCzMmjWLpqYm9u7dG7xvfX098+fPj3nJlZGmaRpTpkwJBn3jsQDzwUv6/R3rS9c0ShJj87vd0ekIBn+9dna6WJKRTLwsQ8dEpNlXReDLghDi8CQAFGNKe3t72DGHw8HcuXODM19xcXFomsbWrVtD7mcYBjU1NSM6+zaWjMfAr1dycnJw/1/fY2OV14i8U8ZrKCb2142xqyw3ifkFKWyt7cSvFCZNI86is2r+4fcVCyEkAJz0fD4f5eXldHd3Y7VaKS4ujlq5kqGItFdO0zQ0TcNqtQYTPwzDiFiU+OBi0WJsmjJlSrCQNwSCv7HcH7vAbmNr+4HlRg1INJtItMjsX6yYTToPfG45tz+3jfWVbeSnxvOjVbMpSh/ZmpRCTBSSBDKJKaXYvHlzSHswXddjuozqcDjYvHlzSM3AwsLCiMWhP/3005CxAxQVFVFQUDDi4xTDp5QKtpWzWq1jfkZza7uDj5o7MBSkWs2clJdOilW+QwshxicJACcxp9PJpk2bwo73F3CNFofDQX19PYZhkJqaSmZmZsTgwO12s337dtzuQIFgu92O3W4nLi6OvLy8UatRJyYPQyn8SknxaSHEuCcB4CRSX19PdXU1fr+flJQU8vPzw/bRQewDwMFQSuF2u9mzZw/d3d3B4wkJCcydOzeq7deEEEKIiULWLyaJlpYWysvLg7d724cd3LpM07Rh94sdTZqm4fF4QoI/CMwitre3j6vnIoQQQowWmR6ZJFpbW8OOdXV1MWvWLNLS0jCbzdjtdsrKyqLatWI0REoGAUkIEUIIIfojM4CTRH9LoVarlVmzZo3yaKIrISEBTdNCEkc0TTtkf+HxwOPxBMvipKamjonWd0IIISYGCQAniZycHJqbm0OCpJycnAmxR85mszFr1ix27dqF3+9H13WmTZs2rgtCu1wutmzZEpzFNJlMzJkz55D9coUQ48+epm42VLaTnmDluBmZmE3h/ya3Oz1Ut7nIT40nPUG+CIrokCSQSaSrq4va2lp8Ph+pqank5+eP+dIbg6GUwuv1YrFYxv3z2rZtGx0dHSHHEhMT+22VJoQYf57ZWMu3H92Af3+h8SOnpvOv65Zj69Nd5qn1NXz/8Y14/YFi17eeO5crjhy7NTPF+DH+p3/EgCUlJTFr1izmzp1LQUHBuA+SDtZbLHo8Pi/DMHA4HLhcrmBm88F6enpiMDIhxEhwenx8/z8bg8EfwAf7Wvn3+wf6ZFe0OPjufwLBH4BfKX761Ga21HaEnU+IwZIlYDEpKKVoamrC7XYTFxdHVlbWgANFt9tNRUUFLpeL+Ph4SktLsdlsURub2+1m27ZtwQAvJSWF+Pj4sIBvPC9pCyFCNXT20OMzQo6ZNI19zQcqGmyp7QwJECHQ7/jT6g7m5qeMxjDFBCYBoJjwlFLs3LmTtra2YLJIS0sLZWVlhw0CfT4fW7Zswev1AoFgzeFwsHDhwqgVmt69e3dIsNfR0UF2djY2my143Gq1MnXq1KhcTwgRe7nJccSZddx9gkC/oZiWdaAVZ1ZS5C+a/R0XYjBkCVhMeF1dXbS1tQEEk2A6OjqCGbaH0t7eHgz+enk8nrD9ecNxcDs7CHRpWbBgAWVlZZSVlbFw4ULi4uKidk0hRGzFW03ceckizPqBL6HHTM/ksysO7O9bVpLGWfPzADDrGhpw3IxMTpiVPdrDFROQzACKCa+33+zBDg7sYsVisYSN0Wq1YjKZSE1Njc2ghBAj7qwFeczNT2ZjdSAL+OhpmZj6BISapnHXZYs5sSyb3Y3dlGTYuWhpYch9hBgqCQDFhNdf6ZSBlFRJSUnBZDKFFJs2m80kJydHbXylpaXs3LkzeNtkMlFUVBS18wshxq7SzARKM/v/t8ika1y0dHy05hTji5SBEVHl8/no6enBarVisVhiPZygpqYm9u7dG1wCnjJlCjk5OQN6rNPpZO/evcEEkpGoMdjd3U1bWxu6rpOZmRnVJBMhhBDiYBIAiqhpa2tj165dGEZgU3NxcTH5+fkxHtUBPp8Pt9uNzWYbU8GpEGJ8aamu5MW//J6WmipSsnI47YvfIG/G+O6oJCYfCQBFVHg8HtavX8/Bb6c5c+ZEdblUCCFiye3o5t5vfxFXVxfKMNA0HbPNyjV3/pXkzKxYD0+IAZMsYBEVvQWMD9bd3R3h3kIIMT7V7tyGs6MDtX+lQykDr9tNxab1MR6ZEIMjAaCIiv6WVGWpVQgxkeimyLmTepTqggoxWiQAFFERHx9PVlZg+aO3uHJCQgIZGRmxHJYQQkRVYdlc0vML0fTAx6em6ySkpjN16fIYj0yIwZE9gCJqejtsOBwObDYb2dnZ6Lp8xxBCTCzOjnbeevBeGsv3kpZfwMrLryUle2BVBYQYKyQAFEIIIcaI3Y3d/L/Xd9HU1cOy0nS+euJ0rGb5Ii2iTwJAIcYhr9dLfX09Pp+PpKQkMjIyDtvXWAgxtlW1Ojnzj2/j8vjxK4Wmwelzc7n7iqWxHpqYgKQTyATj8/lobm7G7/eTkpJCYmLi4R8kxhWv18umTZvwer1omkZDQwNOp5Pi4uJYD00IMQz/+bgalzcQ/AEoBS9urqem3UVBanSLzwshAeAE4vF42Lx5c7CvbFVVFdOnTyczMzPGIxPR1NDQEOxj3DuBX1tbS35+Pmaz/JUWYrzq8fqJNI/v9vojHBVieGRjwQRSW1sbDP569W1/NlDt7e3s3buXffv24XA4ojlEEQU+ny/icq/P54vBaIQQ0XLy7Bz8xoF/r026xpTMBErS7TEclZioJACcQA4O/gAMwwi2ZhuIpqYmtm/fTmNjIw0NDWzevJnOzs5oDlMMU1JSUlhQb7FYsFqtMRqRECIalk9J5/eXLiLNbkHXYH5BCvdftxyzST6qRfTJetEEkpCQQGtra8gxm82GaRAFSquqqkJuK6WoqamRdm5jSHp6OgUFBdTU1ACB4K+srExK7oghqfh0A5++9hKG38+so1cy66hjYz2kSe28xQWct7gAw1DouiR2iZEjAeAEkpeXR1dXF+3t7QCYzWZmzpw5qHP4/eF7TaKxtOj1eikvL6e7uxubzUZJSQkJCQnDPu9kpGkaRUVF5OXl4fP5sFqtkzb4U0rh6urEZDZjs8v7abD2rV/Hk7+6BU3TUSh2ffgePY6vseCUM2I9tElPgj8x0iQAnEB0XWfWrFm4XC78fj92u31Qs38AycnJtLW1hRxLSUkZ1rgMw2Dbtm04nU4Aenp62LJlCwsWLCAuLm5Y557MzGbzpE76cHa089Qdt1O3azsAc48/mVOv/zqmSfyaDNaHTz8OmoZSB7aJvP/kI5MyANz2zht88N/H8LhdTF92JCs/ey3mQ2yrcHv97G7sJtFmpiTDLmWYxLgj/1KOsM7OTpxOJzabjdTU1BH/R0LTNOz2oW8Ynjp1Kjt37qSrqwuAjIwMCgsLhzUmp9MZDP56GYZBa2sr+fn5wzr3YCil5B/pPpRS1NbW0t7ejslkIj8/f1wt9b/w599Rv2dn8PaWN18jJTuXoy66LIajGl88Lmeg1kgfXrc7RqOJnT0ff8Dzf/pt8PaGl/5Hj8vBmV/5TsT7b6/v5Kp7PqSxqweAs+bn8cfPLJK9emJckQBwBFVXV1NdXR28nZaWxsyZM8d0EGKxWJgzZ04w03QizDB1dHSwZ88ePB4PcXFxTJ8+XeojAvv27aOxsTF4u729nXnz5pGYmIhSivr6epqamtA0jZycHLKzs2M42nBVWz5FHZTgVPHpBgkAB2HasiNpLN8HBIJATdcnZU/bLW++DpoWDIaVUmx7+w1O/+I30Q9aRVFKcf39H9Pc3RM89vyndSwsSuH6ldNGc9hCDIt8XRkhbrc7JPgDaGtrC0vSGIs0TcNisUQt+LPb7WFLvZqmkZaWFpXzH4rb7Wb79u3BDGm32822bduCdfTGIqUUra2t1NbW0traOugyPgNhGEZI8NeroaEBCJQUqqiowOl04nA42Lt3b8T7x5LtoJluTdOJT0qK0WjGpyMvuJRFp5+FppvQNI0Zy4/m5M99OerX8bhdNFWW4+oamxUFtP0/A9Hd46Oy1Umfai1oGmys6hiJoQkxYsb/9M4Y1dPTM6jjE5mu68yZM4e9e/ficDiwWq2UlpYSHz/yle07OzvDAii/309XVxfp6ekjfv3BUkqxe/duWlpagseysrKYOnVqVGeO+wsqe4/3BoJ9NTQ0jKlZwGMvu5qX/3YXmq4DGrqusfy8i2M9rHFFN5k4+bovceI1X0AZakT2T+795COe/cOv8PX0oGkax1/5OZaedV7UrzMcc084hZ0fvHvggKYxZ+VJYbN/AHarmTizjttn9Lm7RlaSbTSGKkTUSAA4QvpLbhiNoGcsslqtlJWVjfp1+8uOHWxyzGjp7OwMCf4gUJsxOzubpCjObplMJpKTk8NqPPYGxZECxLHWNnz+SaeRkJbG7g/XYrJYWXDy6WSVTIn1sKLC2+OmZtsWDMOgoGzOiGQ4d7e10lS+l7ikJHKnzUQ3R39riqO9jWd+9wv8fTrXvHH//5EzbQaFZXOjfr2hmrrkCM7+1g2BJBCXi+lHHMmxl10d8b4mXeNn587jB09swqxrGEqRnmDlyyfI8q8YXyQAHCE2m40pU6awb9++4LGcnBxSU1NjN6hJKC0tDZvNFjLzarfboxpMRdOhZo6jPeaZM2eyZ88eOjo60HWdoqKiYACYlZVFbW1tyP2zsrKiev1omLr4CKYuPiLWw4iq7tYWHr31Rtrr6wBISE3j0lt+RVpeQdSusW/9Op658xf4vIGtETOWH8XZ374RXY/uF6Pmyopg8NdL03Xqdu0Y0QDQ43ZRsWk9fp+P4rkLsKekHvYxs446jllHHTeg819yRBGlmQm8s6uJxDgzFy4pJCNRZgDF+CIB4AjKyckhJSUlmAUsde9Gn8lkYt68eVRVVeF2u7Hb7RQWFo7Zunn9ZXAPJ7O7P2azmVmzZkX8s6KiIoCQJJDc3Nyoj0GEe+P+/6Oj8cASvLOzg5fuvovP3PrrAZ9DGQbv//dR1r/wLIbfz+zjTuT4Kz+H2WLB5/Hwvz/8Gl+fwGzXh2vZ9OpLLDpt1SHP2+HxUe/qwaLrFCfYMB/m75E9whdeZRjYk4dXWupQuttaeeSm7wdfQ1tCAhf/9BfkTInuDN3yKeksnzL2tpEIMVASAI6wuLg4qXUXYxaLhalTp8Z6GAOSmJhIcXExlZWVwWOlpaUjEgAeiqZpFBcXU1xcPKrXFdBUsS8ku1kZBi1VFYM6x8fPP817jz0YvL3x5edAg5Ov/RJdrc143K6Q++smE82HuUZlt5vX61rp3QiQajVzVmEm1kOUPsksKmHu8Sez5c3X0E1mlOEne+p0Zh29clDPZzDeevBeOpubgrc9Lhcv/fWPXPWbu0bsmkKMRxIACjHG5Ofnk56ejtvtli8Qk1BqXj5t9bXBIFDTdVJy8wZ1ju3vvhlyWynF9nff4uRrv0RCahq6yYzhP9DhRxkGyZn9L/ErpXiroY2+u0A7PD42tXWzLLP/2pGapnH6l75J8byFNFbsIzkjk/mnnIHZYhnU8xmMlurKsAC6vb5mxK4nxHg1NtfBhJjk4uLiSE1NleBvEjrhqs8Tn3QgqLLY4jj1C18b1DlM5vAAqzfD1xoXf6DUy/7M8uTsXEoXLun3fB5D4TVCk4AU0OU9fJtITdeZs/IkTrjycyxZdS4W68julcsoLN6fGX7g+qm50ds/Od4YhqK7Z/jtPMXEo6mxltonhBCTnLOzg33r12EYfkoXLiEpPXNQj9/+3ls898ffhBw77vJrWH7uRcHbDXt389ZD91H56YbgsROvuZ4lZ54Tdj6lFI/sa8Dt71P6BFiYnsjijLHVPaa7tYVHbv7BiO8BHA+e+Lianz69GafHT3G6nbuvWMqc/LH1+xKxIwGgEEJMQDvWvsOGl/4XTAJZeOqZIbUkq7du5tFbbwx73LW//xvp+eEzZnXOHl6tbcW3/yMjO87C6QUZh00EGS7D8A86O9njclKxaQN+v4+iOfNJSB35ovNjzccVbVz01/eCy/YmDdISrLz1gxOxW2X3l5A9gEIIMaa0VFey5+MP0U0mZh557CH35h3KrKOOZdZRx/b7501V5RGPt9ZURQwA8+w2LizNpsntwarr5MRb0UewrWXdrh08d9cddDTWk5iewZlf/Q7F8xYO6LHWeDszVhw9YmMbD97Z1Yyua/j3L937FTR3e9jZ0M2iotTYDk6MCRIACiHEGFHx6Qae/NUtgSQGpXj/iUe47LbfklFYFPVrpWZHLuuTnNV/txe72URJ4sgXs3d2tPP4z3+K1+0GwNHWyn9/dSvX/O4vpPQz7omstt3FpzUdpNmtLCtJQ9cPH3gnxpkjFm9PtI3NIvhi9EkSiBBCjBGv3fNXlN+PMgyUUnjcLt5++L4RuVbpoqWUHXN8yLFlqy8kuzT2JZNqdm7D43KiVGDPoVIKn9dD5ZZNMR5Z9HS1NPO/P/6Gf33/a/zvj7+hq7U54v1e29bACXe8wRcf+JhL/raW6/71Ed4+ezH7c/7iArKSbJh0DU0L7Nk8bW4O07ISo/xMxHglM4BCCDFGdLe1hszaKMOgq09Nu2jSNI1VX/8es489gY7GejIKSyiet2BErjVYFlvk7PeRziAeLT1OJ4/c9AO6WpsDdR6rK6nbuZ2rf/v/sMYfqPnp9vr5+sPrQwK+N3c08e/3K7j2mEO3PUxPsPLs147lL2/soaHTzYLCVD5/3JSo9hQX45sEgEIIMUbkTJ1OzfatKMMPBEqY5E6fGfzz6u1b2PTKC/h9PmYeecyAW5f1R9M0pi4ZWiu97rZWnvjFTTRXlqNpGvmz5nDBjTeHBDBDVTRnHlmlU2muLEcZRqAWYlYOU5cuH/a5R0NncxPb3nkDv9fD1CXLyZ02I+TPKz5dT2dzY/C2Mgw6mxup2LQhZO9iY2cPTo8/5LEmXWNnQ/eAxpGdHMct54ydnstibJEAUAghxogzvvwtHr/9J7Q3BPoA506bwcrPXgtA5eZNPH77j0HTUEqx8/13cHV2suj0s0Z9nMoweOTmG+jYP06lFDXbt/Cf237MZ3/x+2Gf32S2cOnNv2Tt4w/RVFlBWl4BR198Oda4kd9/OFyttTU89OPv7O+2ovH+E4+w+rs/YsYRRwXvY/j9ER9rGKHHs5JsWM06Ht+BGUBDKUoyRrczkJiYJAAUQogxIiU7h6vv/AtNFXvRTWaySkqDJVA+eubxQEmPPl0u1j7xcEwCwK6W5mDw11f9nl24Hd3EJQx/n5nNnsAJV31h2OcZbe/950E8blefbiQar//z7pAAsHjuAuISEulxOYMznLZ4O0VzQ5fg460mfn3hfL772EZ663AvKEzlmqNLR+fJiAlNAkAhhIgiw++nbvdOfD095E6fgc2eMKjHmy0W8qbPCjve43TCQVmd3h73sMY6VKZDtHKb7HvMuvfv6ztA4exoD7mPPSWVi2/6BS//7S7a6mpIyyvgtC9+A3tyStj5zl9cyOy8ZD6paCfNbuHk2TlYzZK/KYZPAkAhhIgSj8vJ4z+/ibpd2wGIT0rmop/cHpXM2mlLlwfPC4H9gVMWLRv2eYciITWNorkLqDooK7dkweJBB7wTTd6MMmp3bAsm82i6Ts7U6WH3yy6dyhW//MOAzlmWm0xZrnTwENElXyOEECJK3nv8Yer37Azedju6ee6uO6Jy7iPOvZDFZ6wO9rmdsmgZp33x61E591Bc8MNbKTvmeCxx8Vji4ph19ErO/f5PYjaeseLoiy+nqE/B6uTMbFZ9/ftDPl99h5vdjV0h+wCFiAZpBSeEGFM2VLXz+1d20uLwcPS0DL5z6kziLOOjeO1/bvsxlZs3hh3/zsPPBAO34TL8fgzDwHyIZdhoU0rx1q5mdjV0UZxu55TZOQMqRjxZKaVora3G7/WSUViEyRz6u/q4oo0XN9dhMelcuLQwYm0+v6G44YlNPP5xNQD5qXHcf91ypmcnjcpzEBOfLAELIcaMnQ1dXHL3WnyGgaFga20H+5od/OOq2Cx1DlZKdg6arh/YA6ZpJKSmRS34A9BNJnTT6AbEtz67lfveK0fXwFBw1oI8/t9liyf9fr/+aJpGRkHk7i0vbq7nyw9+jEnTUMA97+zj8S8dzfzC0P1//3qvnCf2B38ADZ09fOH+j1nzvRNGcOSx093j49539lHb4WJOXjKXryjBJF8yRpQsAQshxozHP67Gr1Qw49FQ8MrWBho7Y5PsMFhHX/xZElLTAjc0DV03cfqXvhnbQQ3T5poO7nuvHCD4e3luUx1v7BiZAtXjgTIM9n7yERtfeZ7andsP/4A+bn9uKyjwGQq/ofD6DX73yo6w+31c2Ubf+NpvKPY1O+hye4c7/DHH5fFzwV/e5fev7uQ/66q56ektfOPh9RFb2YnokRlAIcSY4fEZRPrO7zXGxwdBYnoGV9/xZ3Z+8C4+j4eSBYv6nQkaDT6vF6/bRVxi0pBn66rbnBGP17S7hjO0QXP0+Hh9eyMur5+jpmZQlB6bWniG4efZ3/2K3R+tDR479rKrWXHexQN6fJvDQ993s6GgqdsTdr/MBGvgd9YnCLKadezWifex/eym2mBxa2P/833u0zq+UjeNufnhmdEiOibeO0kIMW6tmp/Hv94rRwMUga4Hc/OTyUuO3BpsLIpLTGTByafHdAxKKdY+/jDvP/kIyjBILyji/B/cRGpu3qDPNSMniYPiEADKckdvL1pzdw8X/uU9KloDwWicRefea5Zz1LSMfh/j83io+HQ9HrebwrK5JGVkRmUsuz54LyT4A3jn4X8x66jjSM3JPezjl5Wm887uZvz7v9ToGhw5JT3kPobh55KyBJ7ZYKLT7UPTNHyG4idnzZ6Qy6LtTk9we0Ho8Yk32zmWyBKwECIo1ksuy6ek8+fPLqEgNZ4Eq4njZ2bxz2uOkISDQdr+7pusffyh4F7Etroa/vvrW4f0+52Wlcit58wNWY785skzWFaa3v+Douz3r+ykus+Mo8dn8N3/bOj3/m5HNw/++Ds89ZvbeP6uO/jnt79I1dZPozKW9ob6iHs6O5saBvT4Oy5eEBI8Hz8ri++edqDuY2dzI//63td48aavc/6Oezg9vpZrjirmgc8t56qjSoc9/rHoiNL0kC8YmgZ2q4nZeVL6ZiTJDKAQAo/Hw+7du+ns7MRsNlNcXEx2dnZMxrJqfh6r5g9+pkocULl5I5puCvYUVoZBa201zo72A3sUB+Gqo0o5YWY2e5q7KU63R8xaHUnlzY7gjBkEZorq2t0Yhor45eD9Jx6hpboyeNvv8fDcXXfwpbvvH/ZYMgqLDyr0HKj1l5qbP6DHZyfF8ezXjqW6zYXZpJGXEheyPP/8n35LW10NAAl+J9O2PsOKmXEcO+PKYY99rFpcnMbPz5/PTU9vxmcokuMs/PWzS0hPsMZ6aBOaBIBCTHJKKXbs2IHD4QDA5/Oxd+9erFYrqampsR2cGJJAMeaDZvs0bVi9dIsz7BTHqAftjJwk3t/bil8dWDYtSrf3OzPcVlcTEqQppXC0teLzeoddPmfa0uUsOOUMNr36IhDI+D3l818hOTNrwOfQda3f17Ju147QAHN/n+WJ7vIVxZy3OJ+Wbg85yXHS7WQUSAAoxCTn9XqDwV9fra2t4zYAVErxwPsVvLatkQSbic8dO5WlJYOf+RqvFp9xNpvXvILHHVg2VYbB8nMuxBI3fvZS9vXtU2fywd4WttV3AZBgM/PHzyzu9/5peQVo+sfBQErTNOypaVGpnRgI+L7K/BNPo6u1mcyiEtLyCoZ93l5xiUkhreM0XR/SrO14ZLeasadLWDJapBC0mFR8vsCGatMo11Eby3w+H+vWrQs7npubS2lp6egPKAp+8+J2/vLGHiAwW6RpGo9/6SgWF0+OD1KAjsZ6Pn7+aXq6uymat5C5x588ruv29fj8vL+3FbfXz9KSNDITbf3e1+3o5tGbb6C5qgIAs83GBTfcTNHcBaM13CHb/u6bPHfXHegmE0opzFYrn/3578goLI710MQEIwGgmBS8Xi87d+6kqyswg5CVlcWUKVPQo1igdzzbvXs3zc3NwduapjF//nzs9tgs+Q2H31CU/fQFvP4D/7TpGpyzMJ8/HGLWSIw+ZRjs2/AxXS1NZJVMJX9mWdTO7fX0ULFpA163i4KyuYNaoo216u1b2LPuA8xWK3OPP2VA2cVD4TcUbq+fBJvMuk1G8lsXk8KePXuCwR9AU1MTNpuNwsLCGI5q7Jg6dSpxcXHBJJCCgoJxGfxB4EPN5w/9XqsUuLz+GI1IRKIMg2d+98sh19M7HIvVxvRlK6JyrtFWWDaXwrK5I3qN+9eW8/PnttHjM5iRncjfrlzK1FFO7hGxJdMfYlLo7OwMO9bR0RGDkYxNuq5TWFjInDlzmDlzJgkJCbEe0pBZzTrHzsgMqZemgFNm58RuUKOgsXwvT/ziZv71va/yyt//Hz3O8H2dY8nOD96NWE+vo7E+RiOaPN7c2cRNT2+hxxfYI7m32cHV//wQn984zCPFRCIBoJgUIu35k32AE9ddn1nMcTMyMWkadquJ758+i4uWTtzZ3vaGeh656QdUfLqe5qoKPl3zMk/+6pawciWxppTCMLwopWivr4tYT6+jcWD19MTQvbWzCXOfL0h+Q1HV5qKqbXS7u4jYkiVgMSkUFRWxd+/e4G1N0ygoiF7mnhhb0hKs3HftcgxDoe1PApnIdrz3Fj6vJxjwKcOgdsc2WmqqyCwqifHoApzOShoansfvd2Iy2cmYMiW8np6mDbienhi6BJs5rLNL4Lh8KZ5MJAAUk0J2djYWi4XW1lY0TSMnJ2dcL3OKgZksHUQMf+T9jf0dHwlKKT55/hk2vvo8KJh34qkcsfoCNF3H5+uiru4plPIB4Pc70ZK2s+Ss0/nkuZeAA+VVxlOyxlAopdj+7pvsW78Oiy2ORWecTVZx6aiO4bLlRfzrvXK6e3yB3rsKLl5WSHbS+CwTJIZGsoCFEJNS1dZP2fbOG2hozF554ohvuh9JTRX7+PcPv4UyDJRSaLpOWl4BV/3mT5jMo/M9/5MXnmHNfX8POXbsZ65ixfmX0NW1nYaG58Mek519Bs5GM10tzWQWR7ee3lj14dOP8/ZD9wWXv3WTictvv5Ps0qmjOo6qVid3v7mHNqeHpSXpXHN06YTsMyz6JwGgEGLS2b3uA57+7e3BpWGlFBfccDNTFi+L8ciGrmLTBl6/72842lrJmzGL0770DZLSM0ft+vd99ysh7dcAkrOy+cL/+ycOx17q6p4Ke0xu7jkkJk4fpRHGnjIM7rr6InweT/CYpuvMPuZ4zvzad2M4MjEZyRKwEGLSeffRB0CBUvv3oGka7z724LgOAEsWLOLa3/011sOIyG4vxmrNwuNpJpCTrWG1ZmC3l2IYimZHD8lxFuIsY2sPWv3unTRVlZOSlUvR3PnD3ktqGP6Q4A9AGWrMZ2yLiUkCQCHEpNPj6CakV65SuLvDSwXFTFMTVFeBxQLTZ8A4aOE2/6TTeeP+f4QcW3DyGQBompnCwktobf0Ar7cNiyWNtLQV7G5y8bn7PqKqzYVJ0/jOaTP56oljY0bw/Sce4d3H/h28PfeEUzj9S98cVhBoMlsoKJtL7c5tfRJgFCULpEC5GH0SAAohJp2ShUvY8sarfXrF6pQuXBrjUe23eze8/mrg/5WCDevh/AthEElLhuFn65uv01pbTWpuHnOPP2VYewF31Hfx1IYaDENx1oI8FhSmht1nyapzUMpg4ysvoJTB/BNPY/m5FwX/XNdtZGauDN72+Q2uufcdGjp6APArxR0v7WBaViJnzBuZzhcD1VJdFRL8AWx541VmHnkMUxcfMaxzn/2tG3jmzl9Qt2s7mqax5KzzWHTaWcM6Z7QopVj/4rNse+cNTCYzi844m7KjVx7+gWJckgBQCDHpnHj1F3C2t7H3k48AmLr0CI6/8roYj4pAwPfWG4TU6HA6Yf0ncOxxAzyF4n+//xW7PlyLbjJh+P3s+uA9zr/xZjbXdvHcpjo0TeP8xQXMyk067Pk+rmjjM39fi7F/SP/39j7uuWYZJ8zKDrmfpmksO/t8lp19/oDGWdPuorbdHXLMrGu8v7cl5gFge0Nd+EFNo72uFoY5WZeYls7lt/+WHqcTk8WC2WIZ3gmj6MOn/sM7j9wfvF2zYyuABIETlASAQohJxxoXz/k33Izb0Y2madjsY6QkkM8HXm/oMaXAMfA9YtXbNrPrw0CHjd4yMOUbP+GZ59bwnfd60DUNBdzzzl4euf5IlpakH/J8v3lxO35DBQNATYOfP7ctLAAcrKS48MBHKUiOi/3HUlpehFqESpFeUBS1a9jGYKvFT154JuzY+hefpWT+ItY+/jBtdTWkFxRx1EWXEZcgbePGO+kEIoSYtOISEkc8+KveupkX//oHXvzL76nYtOHQd7ZYIDk5EGX1lTnwbF5He1vE40+9ux0F+AyFf//Pb17ccdjzNXf3BIM/CARpLQ5P/w8YoPQEK9cdUwqASdcw6RqpdgufPXJ0C1e7vX5ue3YLK3+zhrPuepsXN9eRnl/IyitCZ4QXnrZqVPfqKaVwdXeFJY2MpEh1I/1eL4/c9AM2vPwc5Rs/Yf2Lz/LoLTeO6rjEyIj9Vy0hhJig9q7/iP/++mfBxIEtb77G6m/fyMwjj+3/QaeeDs//D1z723IVFcOigQceOVOmoel6aJcNTaPSlI7q8/luqEBwdzgrpmSwr9kRDAJNusYRpWkR79veUE/Fpk8wmS1MO+JI4hMPvcT807PnMCs3iY/K2/YHhFPISR7dhJcfPvkpT2+owVCgAV/69yf867rlHL/6AkoXLqGlqoLkrBzyZ5aN2pg6mxt56je30VSxDzSN5edcyLGXXT3iHW1mH3sCG176H32rw2UVl7L5jVeDt5Vh0FxZTuXmjUxdMrz9kCK2JAAUYhxyuVy0t7ejaRrp6elYrdZYD0lEsPY/DwGEBGPv/eehQweAmZlw2WehpRksVkhPD58RPIS0vALO+Mq3eemvf8Tw+9B0E6d8/svsqsuiYmsD/v2RnK4FgrvD+dFZs6locfDunhYA5uUn88sLFoTdr2rrpzz5i5vxeQMzQwmPPsDlt995yM4emqZx6RHFXHpE8YCfXzR5fAZPbagJbrlUBF6XJz6u5viZWWQVl456lw6Ap3/7c5qrKvYPSvHh04+TmpvP/JNOG9HrHn/ldSgU2995E91kYsmZ55CYnhESAPby9rgjnEGMJxIACjHOdHR0sH379uC39OrqaubNm0fcOCgVMtm4HQ4ObrraM5D9fBYL5OYN+bpzjjuRqYuPoKOxnuSsbOKTkvmFw0N9h5sNVe0AHDk1gx+dNTvssY1dbh77qIout49jpmeycmYW//78CqrbXDR39/CHV3Zy3K9fJy3Byk/Oms0Z8wLjfPnuu/D7DuxfdHa0887D/2LV17835OcRK4frjuDzG7y8tYG6Djfz8pNZMfXwgfRAeVxOGvftCTmmaToVm9aPeABoMls4+dovcfK1Xwoe62xuxGy14vd6A11mNB2zzUrBrDkjOhYx8iQAFGKc2bt3b8gSjc/no6qqihkzZsRwVCKSqYuXsf7FZ4O/L03XKV20ZFSuHZeYSFyfLhvpCVae/PLR1LS70DQoSI0PW1Ks73Bz1p/eps3hQdc0/vbWXm5ZPYdrjplCQWo8X/73x2yr78LsdVHQ8D6P/eEFvKcdydkXnU9nS1PI+1IZBu0N9aPyXIfKatZZvSCf/22qDS5xGwouWNJ/Szqf3+Daez/i7d3N6Frg/t87bSZfOyk6f/9MFiuabkIZfdbrNbDFqHd5cmY2F/zwVl74f3fS1dJMUkYmq77+PRLToxf0itiQAFCIccYTYfN1T8/h93KJ0Xfs5VfjaG9jx9q3AZi65AhOvOb6mI1H1zWK0sOzT5VStDu93P3GHtqdXgwFxv5g7ufPb+OzR5ZQ3+Fmc20nVqOHS2ufIMnXhQJ2PLENa2s1GQXFNFeVH6itqOtkl04Zzac3JL+5aAGp8RZe3dZAYpyZb5w8gxMPkeH89IZa3t7dDBAMGn/78k7OW1xAYdrwM3tNZjNHXfgZ3vvPg8F+wWaLlSWrzh32uYeqaM58rv/LfRh+P7ppbHVrEUMnAaAQUaCUH1Bo2sj/lbLb7TgOWkZMiNHsgDg0i9XG2d+6gdO/9E0UCmtcfKyHFGZrbSdfuH8dNe0udC1sxRqvX+Ho8WE2BWYLy7p2kOzrpO/c4eY1r3D+DTfz0t1/wNnRAUBmUQnHfubqUXoWQxdnMfGz8+bxs/PmDej+Ne0uzLqGzwh9oWrb3VEJAAGOvPAzpObkUr7xE6x2O4vPWE16fmFUzj0cEvxNLBIACjEMSvlpalpDZ+engCIhYTo5OWeg68NPyujq6qK7uxuLxUJ6ejr6/tmA6dOns3XrVrz768UlJCRQVBS9+mQi+ixD2J+plOKed/bx1IZaLCaNa44u5dxF/S9NDoXb6+fqez+kZX828EExDSZNoyAtnpR4CynxFk4qy8a51o2BhumgnXLxyclc94e/U7dzOyaLhfxZszGZx06R42iZlZsUFvyZdY0pmYEvYYbhZ+f779LZ1EhWyRSmLBp8hxlN05h93InMPu7EqIxZiEgkABRiGFpbP6Czc1PwtsOxh6am18jJOXNY562vr6e8vDx4OzExkTlz5qDrOvHx8SxatAiHw4GmaSQmJo54eQgx+v68Zje/fXln8Pb6yg0AUQ0Cdzd209QVun1A40ASRFaSjX9ctSz4/vrLZ5fwO28tplc/Dn2MbqJmxzZyp82kdIABz75mB7f9byvlzQ5m5yVz0+o5o14CZihOm5PDVUeWcP/7gSxdk67x24sXkpVkwzD8/PfXP6N8w8fBUjxLzzqPE676fIxHLUQ4CQCFGAaHY89BRxQOx75hndPr9YYEfwDd3d00NjaSmxtokWUymUhOTh7WdcTYdt975WHHHlhbEdUAMDlCNw5Ng6+dOJ1zFuZTkpGA1XygX0CcxcSPvnAuH+fDGw/8X3C9WBl+3rz//3B3dXHsZ6487HVbunu48K/v0eHy4jcUFa1OttR28OK3VhJnGdoyo+H301RZDkqRWVw6rN7Hh6JpGj87bx6XrSimvtPNzJwkClIDS/u7PlhL+YZAcNy7F/Lj555i3omnklk0ugWuhTgcCQCFGAZdt0U4NrxlL+/BrcAIfOhELdHDMAK9ZSsrwGqDxYshP7pLi2L4Dl5mBPD5D1egBPyG4j/rqtjV2E1hcRLxiRbMmsa8tETKUkP3ihZn2DlvcQFPra9B1wLvs8xEK9ceM4X0hP63MSw961xqdmxl94fvhWT+rnv2SY659IrDzki/tr2R1j7dRPyGorzFyYf7Wlk5s/+6gf1p2LeHZ377czqbGwHIKCzm4p/+nITUyAWro2F2XjKz80K/hHW1NKFpWshrAtDd0jyqAWBnUyMdzY1kFhYTnyRfFEVkEgAKMQxpacupq6uG4JZ4RVrakcM6p81mQ9d1jD7Fg5VS2KPVO/Tdt2Hr1gO3a6rh3PMgJzc65xdRccHiAu59rzwkKeO8xRF61PahlOIrD37My1saOOvoQvLjdFz+wPtobVMHZl1jenLo++jOixeyoCCFDVXtZCfZuP74qYcM/noZPm9Ywojf70MZBtphkgUODpCC5+zn+KGUb/yEJ395c8g5W2qqeOUff+a87//ksI/3G4qqVic2i05eyvCSdLJLp4Y9N03XSS8cnT26Sile/ttdbF7zSvDYzKOO5exv/CCYUSxELwkAhRiGhIRS8vMv3p8EYpCYOIvExOHVAzOZTEyfPp1du3YFP0wyMzPJHEQ/2H75/aHBX6+tWydcALi+so33NlZQ6u1g2bQscubMCBRYHiduPDNQpPmpDbWYdY1rj5nC1UeXHvIx6yraeGlLAwDzp6ejHzQTt7vTGRYAmnSN644dfLmWacuOZM/HHwZva7pO6cIlA8oUPX5mNok2M06PD0MFxpCVaGNpyeBm7JRh8NxdvwkPKJWifvfh+xzXdbi45p8fsaOhCwjs77vrssVDXoYunreQIy+4lPeffBQIvCanXP8N/v5xG899upU4i86Xjp8W9WSeXtvfeSMk+APYufYd1k2byRGrLxiRa4rxSwJAIYbJbi/Cbo/uN/z09HQWL16M0+nEYrFgt9ujk+jRtz9syPHwJvDj2ctb6vnHf97jvpxGEnQFTdDz6SfYLrwQ4sdeKZZIrGadm1bP5abVcwf8mOY+CR2RJtP6ew91uLysK2/FpGscOTVjQAHQvBNPxdnRzgdPPYbP42Xq4qWc8ZXvDGicuSlxPHL9kfzov59S1epkVm4Sv7pgAUkR9iQeSo/Tibu7O+KfJWZkHijA3c/z/vajG9jddODxr25r4E+v7+L7pw+97+8xl17JnJUn0dncRHpBIXe+08C/3tsdTKz55iMbsJp0zpw/9E4v/andFTno3fPxBxIAijASAIqR4/eDxwNxcYPqZSoCrFZr9Hv8WixQVATV1QciBKVg6rToXifGfva/rTyY2UycdiAKMju6YN2HcNzxMRzZyJpXkBKsUffxjmaOmpcdEvzMSg7fRrCroYvP/ON9WroDe/KmZCbw2BePIispfH9rX5qmseL8S1h+3sWg1KCXGOcVpPDM1w7RE3kAbHY7toREehyhQaCm6+wsPZmZP3kBgIuWFnLrOfNCEloAPq5oC/ZGhkAZnA/2tg5rTBDox5yWV4BSikc++iikYI4GPPpR1YgEgInp6RGP25NSon4tMf7JpgAxMjZugHv+AfffBw8/BG3D/0dVRMnJp0LpFDCbwW6H41bClKmxHlVUtTh6KDL7MfX53mECaG+P0YhGR1G6nT9+ZjFWs86rH9Xy1oZ6NL8iw2ZmZU4qpUnhs5/ff3wT7c4DiUeVrU5+8fy2AV9T07QR2V/W5fWxpq6Vpysaeau+DZcvfJZa03XO+sb3Q+oNJqSl4171df69T8PrV3j9ikc+quKOl7aHPT7NHvoFy6RBZuKhA9/BijQTO/idjgOz6LSzwpI+NF1nxfmXjNAVxXimqf524woxVOXl8NILB25rGiQkwGcuB6kkL0bBFf/3Abe7N1Fk9gWDQAPQ58xFHXsc2zoclHe5Mesac1MTKEiIUH/OMALv3XE4e93l9lLT7iIvOZ4U+6GXVefd/CLdPaHB1ezcJF741sqRHOIh9fgN/lvRiNtvoAjMmiVbTJxTnI1ZD/99dDTWU7NjGza7nZIFSzjxd29T1eYKuU9Rejxv/+CkkGPPbKzlmw+vx6RrKMBq0vnvV4+mLDd6mbM/evJTHvmoMqTI9l2XLeachYdO6BmqHqeT1+69m8a9u0nKyOC4y68lu3RifcET0SFLwCL6aqpB1w/sN1MKuruhuwtSUmM6NDE53HnJQn55bxu3mcpJ6l0GTkmFI5azvrWLja0HlgxrnD2clp9+IAh0OODVV6C+LrBkvuJImDuwNmFjRVKchbLcge2nK0q3s6O+KxigmHSNKVmJIzi6w6tyuIPZyxCYMevw+mlw9YQF6+/vbeF3r+yjtVvn2BmJ3DBfJ94a/kUzPsK+xnMW5pObHMcrW+uxmnUuWloU7OgRLbecM5d4q4kXPq3DZjHxpeOnjljwB4Fl8VVfHdheTDG5yQygiL51H8EnH4evfVx1NcRHqZSJEIfhNxTVNc0ktDaRkWJHKyxEmUz8e089voPem0UJNk7Jzwi8Z598HFpaQt+/p58JpaX9X6ytDbZuAa8Xiktg6viZcdlY1c7l//c+jv2zgNlJNh7/0lHkp8ZjNsVml9DODgfvNnaEHT8lP52iPgHgp9UdnPeXd1FKYSjQNTh5dg6r5ufy7Uc39inOBL+/dCHnL459P93BUkrx2Loq3trVTJLNzHXHTmFmTlLwz91ePw+srWBfi4OpmQlceVQJNvPgV1oc7W3U79mJNd5OQdkcdF1WayY6mQEU0Td7DmzZDL2Fi5WCOXMl+BOjyqRrlBRlQVGfwsJKRaw1F6yv7HJBc3PoH2oaVJT3HwC2tsJ/nwgkPQHs2A5HHQ0LFg73KYyKhUWpvPadE3hrVxMWk0Zdu5sz//g2Tq+f5aXp/OmyxWSPcou2fHscZq0Tv1LBJWCbSSc7LnTP3hOfVAMHehgbCl7Z2sDs3CSmZCbQ4fRQnJHAl46fyhnzop90MVA127fyxv3/oLu1lbyZZZzyuS9jH+BqyO9e2cmfXt8dKNSNxlMbanjma8cyMycJn9/gqn9+yEflrZg0Db9SvL69kQc+twJThKXy/lRt2cR/f/0zvD1uAIrmzOeCH96KOdpJaGJMkSQQEX0JCXDhxTBvPkyfEUgyOPa4WI9KCDRNoyQxjoM/GksT9wc4/e1RPVRbsY0bAsGfUgdmDT/6MPLu/zEqNyWOS5YVEW8x8ZuXduDw+FEqUFfw+gc+7rdw80hJtJg4ozCDVKsZs6aRabNwZmEGtoNmJP0RuqUA3PX6bvY1O2hzetlY3U5KfOwCmZaaKv5z249p2Lub7rYWdn+0lid+cRPGAEovef0Gf1kTaDdpKPCrQFLLve+WA/DC5jo+3NeKUoHOMUrBe3taeG9P8yHOGkoZBs/+/lf4PAdKCFVv28y6Z58c3BMV447MAIqRkZgIRx8T61EIEeaYnFQ0rYOKbjcmDeanJTKztzyKzQZls2H7/ixYTQvsZ51ziFp8PT3hwZ7PF9gDazIF/tveBpoOqaljOqnkla2NmLQDM6J+Q7Ghqp0Ol5dU++gGUVlxVs4ryT7kfc5ekMe/369AI7DMq+//b+9vo/fYvz+o4KhpGSM53H7tev9dDMMfDKKVYdBYvpfmykqySw9dgLvHZ+A/6L2llMLR4wPg/605uBd5QN82e4fjdnTj6uo86KhGc3XlgM8hxicJAIUQk4pF1zk+9xAdJ45bCSkpUFMDcTZYtATSDnH/goLAEnEvTYOs7EDw5+iG5/4X2CMIkJcPZ5wJY3RpzW41BcbfJ+jQYEh7ykbDiqkZ3H3lUn7z4nbanF6OmprOC5vrQ+JxpcDj7acAegx957EN/PnrhaTE95+sk2gzs7Awhc21ncHZTkPBcTMy8fgMdtR3hT1GAxYVpQ54HLaEBKzx8XhcfbKmNUjJzhnwOcT4JEvAQogRV97t4vmqZp6tbGJzW/eoLykOiq7DosVw1tmBmokZh5k5mjc/NEs4PQNOPS3w/2vWhNYerK+DD96P+pCj5cqjSjDrGqY+s5RXHlUSMat2rDh9bi6vffcEPvnpqfz5s0s5fW4ufbe/KeCsBaO//88w/Ox8/x08bhearqP2bzww0GiwZvF+q4Xb/xehLeNB/nblMuYXBAo5m3WNb548g4uWFmLSNSym8NnkI6akU5Ix8ExmXTdxxpe/HdLCLz2/kOXnXjTgc4jxSbKAhRAjqqLbxet1bSHHFqUnsjgjerXWxgSvF3xeiIs/sMz7z/8LHO8rPQMuHruFebfUdvD3t/bS4fRy7IxMrj1myqASCmKtu8fHj578lFe3NRBvMfHVE6cPqdfxcBiGn6d+cxv71q9D0zSUUjTE5RDvc1Jny+GtjONwm+KYmpnA6987YUDndPT4sJn1kMzsX72wnbvfDCwDawTedk98+WgWFw+upzJAS3UV1ds+xWZPYNqyFVhso5v4I0afLAELIUbUtnZH2LGt7Y6JFwBaLIGfvux26OhTzqS3KPpIqa+jYc27tLV28o47ng3Z0/n5hYsOWwy6r7n5KfzxM4tHbowjLNFm5q7LYjv+XR+8x7716wCCs92vpa+k1ZYZ3J+oa4Hkm4FKsIV/XP/g9FlkJ9lYs6ORBJuZLxw3ZUjBH0BGYREZhdHtaS7GNgkAhRAjKlKi5qRZdzj6GHixT1cckwlWrBiZazU1YTzzNJmGIscMMxN6eK5xK19+0M9DXzhyZK4pIupsagws+xoH9h6ubH2XZwvODSwFK7CYNX545uxhXUfXNa47dsqoz3CKiUECQCHEiJqaFE+DOzQrcUqEnrQTUnEJXHAR7Nsb2Fs4YyYkj9DM547tKKWCre90DVYnOvnxvibanZ5Rz+Ltj1KKLe0O9nY50dGYnZrAtOSJVSM0q2RKSPAHUOSp59Er5/FOjSfwu1mYT2mUu44IMRgSAIoJrXf5RRvDpTcmulkpdrxKsaWtG79STE2K54jMlNEbQGdnoLNHgj2QnTva74XMzMDPSDMiZ7qaUWNqD9/G1m7Wtx7IXm1qaEfTYGrSxAkCSxcuYdnqC1n37BMAaLrO6V/6JnNnl7B0CJN+TV09fFTeis2sc8z0TOIitLUbiI1V7Tz/aR0mXeP8xQXM6NNRREw+kgQiJiS/38++fftoaWlB0zRycnIoLi6WQHCy2bkD3lhzYM155kw44aQxXYtvyKqr4Ln/BVui+RR83GPjwaxF3HX5kliPLuihvfX0+EOD1ew4C2f17dgyQbRUV9HV3Eh6YRHJmYeuadifjVXtXHHPB3S5A7X/pmcn8tgXjyI9YXAzumu2N/K5f32ErmkowKRpPPLFI1kyxD2DYvyTMjBiQiovL6e5uTnQI9QwqKuro7a2NtbDGv9274JnnoKn/hvofTuWvz+6XPDmG6Fj3LkT9kQunjvuFRbBSSfjjbfjROdDI4n3px/BHZfEoCVdU2Pgta6vD/ujSHMOY/hdNCwZhUWULlo65OAPAvUCews/A+xrdnDnyzsGfZ6fP7cNRaBjiN9Q+AyDO14c/HnExCFLwGJCam1tjXisoKAgBqOZIHbthNdfO3C7oT7Q8WKs9rzt6AhfFtV1aAt/b0wYM2ZimzETgKP3/4y6jz6ETz4+cHv+gpCuQNOS4tnW4Qx5yLQJtPwbbeXNzpBEKr+h2NkQXgD6cFocPSHfhQwFzd09/T9ATHgyAygmJF0Pf2tHOiYG4dNPw49t2jT64xiopAj7mwxj5JIwxomKFgf/21TL+3tbMPrppTtkzU2hwR/Ap5ugri5484isFOakJBBn0rGbdJZlJlOWIgFgf4rS40MKW5t0jWlZiYM+zxGl6SF7QXUNlk9Jj8YQxTglM4BiQsrPz6eioiLkWF7eILsB1NYGuja4nIEWXkcfE+gVO1n5IzSvH0BD+5hJSICjjoa17x04VlgUyMSdbPx+2LaVfbureXBbB/d3JOJB45TZ2dx9xdKQ4sK9lFK4/AYKsJv0ge2fbe+IfLypBnJzQQt0GVmRncKK7FFMBIoRj8vJ2iceoaW6ktScPI666DLikwb3BeTOSxZy5T0f4vQE/q4Vpsbz3dNmDXosv7xgPtfe9xGbqgO/o6OnZfLDVcMrQyPGN0kCEROSUorm5maam5uDSSBph+rnerCWZnjyiQNLiJoW+ABbfe7ETCAYiA3rw9uYHbS8d1iGETjPvr2BoskLF0NJSXTHebDGBmhqAntC4FqTbSbYMOCF51HVVfgUmIAP3TY+W5+NgcYvLpjPZcuLQx7iNQzeqGuj2hlYIsyOs3BKfga2CIFiiOYmeOLxCMfvBnMnXHQPTDspSk8sttZXtnHvu+U4PT5OmZ3DpUcUhQTJfp+Xh3/6fRrL96IMA03XScnO5cpf/xFr3ODKINV1uHh/bws2s4njZ2ZFLAo9EIahqGpzYtI1ClLjJSlukpMZQDEhaZpGVlYWWVlDzCzcvZuwjvJ1ddDVNXmXEBcuCrQ127I58HrMnAkrBllg+P21gSXBXnV1sOpsKBrBDgTZOYGfyaquFqqr0ADL/s/7I+N7OD7ezdseO7sbu8Mesq65kxrngf1hTW4v7zW2c2LeYZYMM7NgydLQZeDud8BbDl4NHr4MvrYOUsd4xwm/P7CXsaICrNbAc+rzReWTyjYuvnstSimUgle3NdLY1cM3Tp4RvE/11i007N0dvK0Mg/b6WvZ+8hFlR68c1HDyUuI5f3HhsJ+WrmuD6hMMsPeTj3j/yUfxuBxMW7qCoy/5LCbzwDvLiLFLAkAhIpGJ8XCaBkcsD/wMhVKB4PFgW7eMbAA4gsZ6nUmlFB0dXaRG+LN0kx+fX1GaEb7/rs7ZE5KZq4B6lyfsfhEdsTwQLG16CT64A7yVB87ic0PVB2M/AHzrjUAWc68Xn4fV50B+IInsn+/sC1QY6PMi/WXNbr5+0vTge8Hb4454aq878vGxqHLzRv7761sDf/eVoqWmGmdnJ6d/6RuxHpqIgkm2FiLEAE2bHnpb0yAnJ3JigRgYpSIH1ipyAeOxTCnFhpYuHtxTz/2763i9rhWPf2w9D6UU7za284rPjLG/9hsEsj/9Ctb32DhqWgaXHlEc9tg4U3ih4cMu//aVnQOFmX2Cv74nGuMz6H5/aPAHgb//27cHbzo9/rC3ssdv4O8TEebNmIU13o6m6cFzmMwWiubMH6mRR92nr7+MpusH/t4qxZY3XsHv8x36gWJckABQiEiysgJLk5mZgb1jU6fBGasm7/6/aND1wOt48Gt4cLA9DuzocLK+tQuvUhhAZbebdxrbYz2sENWOHnZ1uuiOT+CNucvw9+59NOl8NGURP7r8KO6/bjlWc/jHwJLMJDQI+VmWMcjAbfrJkLsANBNoeuC/+Utg6gn9PsTR3saejz+gassmjEhJR6Ohv9n/PsdPKssOmSE16RrHzcgKSaZJSE3jwh/dSlJGoAtMQkoq591wE6m5g0xGiyFlGGGvR2DWW1ZIJgJJAhFioAwjkBzi8wX2OlnG6D4YwwiM0Rr93q9KKbZ1ONja5gi0dUu2szQjCX2ggbHXC+++A+X7wGyGxUtg7ryoj3OkvVTTQq0ztIaaDlw1PW/MLAdvbutmXXNn8KPa7Pdh73FzVEke+amHn8lucXvZ0+XEAKYkxpMTb2Vbu4P1LZ14lSI/3sZxuWnEHWJmULk70d79A7TsgcwZcMy3wBa5hEnN9q08+cub8bhdAOTPms1FP74Niy1ucE88Gl56ESrKQ4OfM1YF9wEqpfj9Kzu5+629eP0Gx03P4o+fWURaP905fF4v5rH678Uh7F73AU/fcVvwtqbrTD/iKM75zg9jOCoRLRIACjEQXi88/xzU769nFh8PZ58D6WOsjtaG9YHN64YB6Rlw+hlRTVrZ2eHg3cbQUh9zUhImRUmPvl6rbaHSERoAmjWNK6bljpkAsLLbzWt14UWvLyzJJtk6+O3f5V0u1tS3BW9rQE68lTMLw/sctzo8fOfRDbyzuxm71cS3TpnJdcdOCf55S3UV295Zg+H3M3PFMeRMm8Hfvnw1zva2A/sqdZ0V51/CMZdcMeixDlvvF5XK/UkgS5dFLB9kGAq/UlgGszw+zmx963XWPv4wHpeTqUuXc9I1X8QSF4OgXESdJIEIMRAfrwt0vujldsNrr8DFl8ZuTAfbuze0TEtbK7zwPFxyadSWrnd1OsOO7e5yTroAcE5qYlgAOC8tccwEfwBFCTamJcWzp8sVPLYsM/mwwV/D3t1sfOV5fB4P05YdyayjjgWgwuFG48DiX29iiNcwsBxUWuerD37Ch+Wt+A1Fp9vHz/63lexkG2cvyKdu9w4eveXG/Uu8Guv+91/O+sYPcBzUoUUpRXNlaC3PaNq34WMa9u4mMT2D2cceH5rZarHACSce9hy6rqEzdn7nI2HOypOYs3JilO4RoSQAFGIgmprCy8K0tgb+O1Y+9Kurgtl6QOC/7W3gdEDC4DsHRKJN8A+7gXL7DXQtkFChATOT7SxKj85rHC2apnFcTiozku10+/ykWc1kxh16W0Dd7h08ctMNqP2JOdveeQNH2xdYsupcTP28zw8OgJweH2v3toTeR4NXtjZw9oJ83nnkAQy/P7C/LDBQ3n30AeISEnE7HPSGmJqmjdh+uXceuZ8P/vsYmq6jDIPNr7/MxTf9POrlTQxD8dc39/DA2goMpbh4WSHfPmVmxMLbQow2eRcKMRBJSeGBnt0+doI/6H9PYhQ/1GZFaNlVlhKoK+ZXig6PD5fvoM37nZ2wc0dg31+sNvZHUbvHy5v1bcESIIrAzGj3wc97DNA0jTy7jRnJ9sMGfwAfPfMkyjCCPwDv/echAMpS7BG3/te5QmdCTboW0rqsdxy2/ckmzva2A8EfgFK4Ojs446vfQe8TGKXm5rHivEsG8CxDGUYPDQ0vUV7+D6qq/o3TGTqL2NFYzwf/fSxw6f3jqNmxla1vrxn0tfpShsEH/32M+777FR644RtsXvMK//fOXu54aQf1nW4au3r4y5o9/OHVXcO6jhDRIjOAQgzEsiOgsjLQFq436Ft5fPTO7/UGiuc2NQWCzWXLDj9r19QU2KfkcEB2FixYBNu2BhJAemcB582Lavu6acl2DGBrWzeGgqnJ8cxPS6S1x8srNS0495dCmZ1iZ0VWClpVFbz0woGOKhmZcM65I5KgMmJ6X8v9v/cmtzcsEDKAZreXJMs4/CdVKXC7QDfR4+gOzv718rjdKKXIjLMSZ9JxH1TuZlNrN4UJB/aE2cwmrj6qlHvfKwcCs38acMWRgQSKgtnzaKmpCgZfmq6TP2s205Yu5+rf/pnqrZuxxMczfemKQe81U0pRV/csLlcVoPD5uqitfZLCwsuIi8sFoKu1Jexxum6iO8LxwXjv8Yd4/4lHgrdfuvuPPDP/K6HjAx7/pJrvnT74Vm5CRNs4/NdKiBhITISLL4G9ewIBVlFRIMkiGva36qK+7sCScmUFXHRJINkkkt27A3sQezm6oa0NzrsAtnwK7h7Iz4c5c6Mzxj5mJNuZkXxgJtBQildrW3D1CQy2dTjJsFmY8fqrB4I/gNaWQKLK8hVRH1fUKQUbNwQC897f+YknY+unldyg6uSNFS4XvPwi1Af2t5YmJNG3cp+m6xTPWxDc2xgpZ9BrGGHHfnL2HPJS43hjRxNJcWa+ePw0FhSmArDys9fQXl9Lxab1AGSVTOG0LwYKC6fnF5KeP/SOF36/A5crvPZgV9e2YACYnl+IyWzB7/MG/9ww/GSXThvydQE2vvx82DFPdycQmnHd31L64RiGn+bGJpxYKcxKlWVkMWwSAIpxTylFfU8Nbr+LTFsOSeYRKjQbHz8yJUtamgPtunopBU5nINiMdD2nE9a8FnpMqUAA6PXCcVGcmRwAl9/A4QsNAjSgudPBjJ7Q5UGUgo72URvbsOzaFZpUU1UFr71C4aqzyYqz0OT2BpMi8uKt5MaPo1nNXm++AQ0NwZtL7cl0LlrGho0fg1IUlM1h1de/F/zzooQ49nS5QmZAixPDZ+lMusb1K6dx/crwoMoaF8+FP/oZnU2NGIaf1OzcQLHhUWJPTuGsb3yf5+66IxgEHnHOhUxdcsSwzhspOD5Sr+G/RlnIsauOGnzv65bqSv51y09QXa0oYEv2cr7+va+xpGSMVSEQ44oEgGJc8ys/Lzc+RaVrLwA6Oqdmn0upfRwVF/ZGqKqvaYFZp0jq60Nn1WLMqmsh2aHB43E2iIsLZEz30jRITYvKdR1ePxUOF0oFgpCoL79W7Au9rRRUV6P7/ZxRkMm29m46vX5SrGZmpyYMvBbiWFJbE5LcpGsaJ8+ax/Hf+zGGz4s1PnTP55HZKXiVoqLbHUx+WZg++O44mqaRMgL9mU2mBOLji3C5qun7jkxKmh1yvxkrjub6v9xLa001iekZUUk2mXvCKXz8v6dCrnv1CbNZkTqPBz+oxG8EkkCuObp0UOc1DD8P3XYT/q42dAJfruY1fsjP7nqIh375JexDKOkjBEgAKMa5bV0bg8EfgIHBa03/4+qir2LWx0nh1czMwOyi2x2aaVzYT7/U/pI9EhIC5xompRSNbg9dXj+pA8gcteg6izOS+KSlK5gPGmfSmZ2WCCefGuij2pv8kZkJixYPe4ytPV6er27Guz8T45OWLs4ozCBrAIkOA2Yyh2ZVQ6Cbia5j1jXmDyHwGXOs1sCscS9Ng7i4QNHiCO8zi65zUl46fqXQYMwFvZqmkZd3Dk1Nb+ByVWIyxZORcVxw+bcve0oq9pTUYV2vYtMG9nz8ASaLhXknnILJZGLr22swmc0sOfMcFp56Jos0jc8sD2+3N1DdrS142ptDMjb96KR2VLKn0cH8wslVgklEjwSAYlxr87ago2NwYEbMp7w4/N2k6NGZaRpRVZWwZXOgWLOmBZZ34+Nh5QmQ0c8ew/z8QCeS5qYDx8xmWH0uROjhOhhKKd5v6mB7x4F6f0sykg47y7MwPYlUq5l6lwebrjMrxU682QSFhXDpZYFlRqsFCgqHNUZDKaodPaxr7sDXp++qXynWNnZwTnHWkM8dZu482L0rNAicvyAQBI5RSil8SmHWtIHVJFxxJLz+2oHEJk2DJcsO+7Ch7mMbDbpuIyfn9BG/zpY3X+PFv/we3WQK9IZ+6Tkuv/23HHf5NVG9js0engymoejRbaTax8mXXDEmSQAoxrVkcwrGQYuPOibspoQYjWgQKisCyR99rTjy8DNkJhOsPgfWfxLY95ecHOhUEIVs3zqXJyT4g8DsWklCHKm2Q3/YlCTGU5IYIWklKSnwM0x+pXi5poV6lyfszxTgiHYZlpwcOOc82LQRvB4oKg4EgGNUs9vD63VtOHx+LLrGsdmplCb1k0TUa8bMwBeOvXsDgW1ZWeDLRZR0t7Xi83hIzspC14f35WSsefPf/wQI9iz2+7y8/+SjrP72jVG9js1uZ+FZF7LxuSfw76/E6dZtlB53GkXp4WWZhBgoCQDFuDY3aTH7nLto6AkkUWhoHJ95GhZ9HGzI37Qp/NjGDQNbIrVaA8HiwQ4qWTJYHZ7I+w47vL7DBoAjbWeHM2LwB4F9URkjMb7c3MDPGNfjN3ipugmPUoCO1zB4o76Vc6zZpB/udSks6n+7wRD5fV6e/9Od7Hz/HQAyCou54Ie3khzF4DKWlFK4u7tDjxkGzs6Ofh4x0PMadHRspKenEbM5kdTUpZhMcZx85TWk5hfy5pvv49RtTFl5BpefOH9Y1xJCAkAxrpl1C6tzP0OFcw9uw0WOLY8Ma3ashzUwfcpQBA21ULJhwIcfwObNoAyYNj1Qp9A8uL/iKf1sKE8ZA/XtOr2+iMkmAIkWE0dPsnZ0fTU5O/EoDYK7MDUUiqquNtJto//34YP/PsbOD94N3m6trea5u+7gsp/9ZtTHMhI0TaOgbA4127eEdDQpmjP0KgFKKRoaXqC7ewe9v8fu7h0UFX0WXbex7JRTWXbKqVEYvRABY3czixADZNJMTE2YyZykhYMK/gylaHJ7qHP24PEfIqvW7w+Uault/RYtUw8qkaFpUDplaOfauCHw4/cFgsHduwJFogcpL95K2UHdPpZkJMV89g8g1WoOC/504LT8dM4rziZxDASpI83tbqCl5V1aW9fi9bYHjxve1oj3V762URpZqOptW0L+rijDoG7X9oilUsarVV//LplFB0q6lB11HCvOH3znkl5eb+v+4A8CX3MUXm87XV3bhzdQIfox8f/FFCICn2HwSm1rcEkxzqRzekFG+HKZoxv+979AT10ILAeesSo63TXmLwhk/n66KRC0TZ0Gx60c2rn27gm9rRTs2wvHnzCo02iaxpFZKUxNih9wFvBomZFsp8rhpsoRqC2oAStz0yhIGFy3iEMxlKLK4cblM8iMs4zYc/crRZPLg18psuKsWAdQ1Nfh2Etd3dPB221tH1FYeBk2WxYZNgup1NNOb2kVhQ0XRYfZAjhS7CmpwT67veISEgeWmDJOJKVncuWv/khXazNmi3XYGcV+vzvCUa2f40IMnwSAYlLa2NpNQ5/9ZD1+gzV1rVxYelBtsjfeCC1c3NAQKA4cjTZwmhboiHHE8gO3hypSv99BLv8eGJZGTryNnBgFD/3RNY2T89JpcHtw+wwy4ixRrf1nKMUrNS3U9nlfrMhKZk7qYVryDVKP3+DF6mZa9++3jDPpnFmQcdhZ1qamNfRdAFfKT0vLO+Tnn4/dXsCSuPfZ7W7CQRo2nEyz1pGWdFFUxz5QR15wKXs//hCf14OmaRh+P8df+bmYjGUkabpOcmZ0ltit1kx03YZheDjwe1bExw+9M4oQhyIBoJiUWnpC+7kqoNPrx1AqtLZZY0Posq9SwbZZUTPQwM/jgZYWsJgDY9i1EwVUzllI27wlJLKRqQ016L3jXbgouuMcAzRNIzc+er2N+9rd6QwJ/gA+bOpkSmJ8oKRNlHzc0klbn2SbHr/BWw3thy1h4/c7Dzqi8PsdAGiaTlHB+SS1f4zH04TFkkpa2gXoMaqFmVlUwlW/+ROb33gFb08P05auoHjeyGVQ+wzFp21dNLu92M0mFqUnkWAZX1nHJpONvLzzqa9/Gr/fBehkZZ1EfHxBrIcmJigJAMWklGg2hSUU2Ex6eGFbuz0QePXSNEiMQYmZ5mZ47tnQrhrA+zMXsF23o/kVas4S9pTM4NSa3egzZgRKfIwit8/P7i4XXsMgz24bsUBtpHR5/WHvCQV0+/wDCgB3N3Zz89Ob2dfsYGZuEredOy9imY4Wd/iXj3ZPhISgg8TF5eFyVfUZoUZc3IHgQNfNpKePnR7Lqbl5HPuZq0b8OkopXqtrpdZ5YGtApcPN+cVZxEUxcB8N8fH5lJZ+Eb/fga7Ho+vyES1GjiSBiElpUUYS8fv3XfXmTh4TKYv0mONA0wOBn6YFavBFKr8y0l55CQ7qq9uamMz2wkDSiNICz6I2IZnKlSfDzFnDW1IeJKfPz1OVTaxr7mRjazcvVLewq+PgGauxrb8kkySziZ6eJlyu2v3Lc+FaHR4u+dta3t/XSm2Hm7d3NXPJ39bS5Q4P7JItJg7+zSQMIFDJyTkdq/VA79f4+EIyMo497OPGjZ4e2LY1UHexLXJSSyRtHl8w+INAeOz2G+zpco3AIEeepumYzUkS/IkRJ+8wMSnZzSbOK8lmX7cLn6HIt9si10srLIQLL4LyfYGAavqMQOHl0eT1Qmdn2GGHLfImvSEVRO7pgTffgIrywN7BxUsCS8gDDCI3tXXj9oeW5F7b1E6uXoumQXx8ESbT2J4RnJoUT7Wzh737AwcNODYnmdbGp3E6ywEwmezk51+IzRa6XPvmzkZaHQeCQ7+hqOtw88HeVk6ZE7qvdGlmMnUuD679mecmDY7JTj3s+MzmJIqKrsTrbQN0LJbUCZNUYXR1o/77BLrLGQiO39fh9DOgpORwDw3pCNNLA3xjMONYKUWVo4eWHi8JZp1pSXZMevjvUClFU1cPZpNOesLYSMISE48EgGLSspl0ylIGsJybkdF/W7bRYDaDxRroRtFHmqMTzTACs399AoGMuCHs+1rzeqAziVKBJe8P3g90iJhVNqCHu3z+sNkzv4Ka+ucxaz5MpkQKCy/FYhm7tfo0TWNlTiqzUxJw+f2k2yx4uz6i1VkRvI/f76K+/llKSq4b0Dl13PT0NGOxpAT34yVazJxXkk1ltwu/ggK7jeR+6i+Gj1HHao3he3EE7G7sZusjz7LK6gy+jZUy0N5cA1ddc9jHp9nMxJv0kC8gisDrGhUVFVBfF+hjPXXakGbWPW4XHz71H6pScnBPnx/carCr08kZhZkhrfXaHB6uf2AdH5UHKg+cPjeHP35mMXHjbE+jGPtkCViIsU7TAlnHfQM9i4VEZXDcni0hy4lLMpIGv/fOMA4Ef33t2zvgU4SXS1HE0Y2JQLKD3++gqem1wY0rBjRNIzveSkliPEkd7bgrPz3odQnUZjOM0KXdlTOySLNbgrM5Jl3j+hUdFFufoKrqfsrL/4bTWRm8f5xJZ2ZKArNTEwYc/E1EfkNx3X0fkWq4Mfd5I2sALlfgvXkYFj1Qwil5f0a4Vdc4ITdt+CV8lILnn4MXn4cN6+HVV+C/Twy6Fqjf5+Wxn/2IdW+/iXt6oHtH7xka3d7gjHOvG5/cxCeV7cHbr2xt4Lcv7SDWJlINRxEwef/lEWI8mT4dUlKgpjpQ8mX6dIiLYxqQ7/PT6fWRYDYNrRiypgX2OSp/6DHTwM81NzWBZreH8u5AkoqVHubwdp/JEoXH0zL4sUWD1wvrPgok0iQlwbIjIPEwpV062uGp/2Ke7gY79I2ydd2KpoW+NhmJNv7zpaP46VNb2Nfs4MwyH5fMP5Atbhge6uqeprT0C5hM0atbGE1KKbq7d+LxNGM2J5GcPBdNG9lZp4ZON5WtTrakWTkmzo1p/+tsAHpKaqA/8QCk2SxcUJqNXyl0iM7S+L59UFUZeqypKbBHcRAZ9pWbN9GwZxfm0hlhf6YR2D/b19o9Lfj7LGsbCt7Z3TyYkR+Sy+PnsXVVNHS6WVCYwulzcw/5eu1u7ObrD3/C9voushJt/Pz8+Zx60LYGMT5JACjEeJGVFfg5SLzZNLwyJZoGCxYEZjl6bwPMG3hbK10LzLq4du7EunE9uDvozvTQPJ396wwaFkva0Mc4VIYBz/8vUL9RqcBzq6yEiy8JLHH3Z8cOMPyk7zPjyPLh751M0jSysk6N+IE5PTuJh68PJAi1tLxHW5tOIJQJUMqL19uKyZQfxScYPU1Nr9LZ+SmBX5hBV9c2CgouinoQ2On2Emc2YTXrJMaZ0YC72pNZGudmeVxgm4NLt5AwhLZnpmjuiWzop9xTQ8OgTuNxBWb4/I11KJ8XTObg+0cBmQftPU61W+ly+4KzhLoGGYnR2Qfo8vi54K/vsr2+C5Om4TMU16+cyo9Wze73/lf83wc0dfWgFDR19fClf3/Ms187ljn5o7wXWkSdLAELMZn09EBd3YHOJr2Wr4Cjj4H8AigugbNXQ97gAhWtshL7G69jbmvD7DJIqTKTvS3w4WYyxZOVdXIgCNu9C957NxBwHpTZHHXNTYGaib3LV0qBy3n45e39S49mj0bxB3Fk7rSQvsdMYepqkpJmHfayZrOdvsFfL5PfPKBlzdHW09NEZ8enJNeYyNpuIm2fmZ7uGrq7d0XtGnUdLlb/6R0W3PIyZT99gTte2k6Szcz1x0/FpXQ+25DLhXW5XN+aR9d5Fwf23MVSf/t+0wb3RSZ/VhlmqxVcDrof/Qf4DtSAXJieGNbJ5sYzA/tuTboW/PnWKdEp6fT4J9Vsr+tCqQPJM39/ay9VrZEz9rfWdVLf6ca//++PAlCKN3Y2RmU8IrZkBlCMSR7DQ7lzFz7DS358MamW9MM/SBxaTTW89GJgSRSgbHbo3sL5CwI/Q7VzR+A8+z8sNCCp3ox2wsnYE6dgMsUHAr9PNwWW9pSC7dvggovAOkKZjpEyojUt5EM4otIpgd7KgMmrkVpjCXzwp08d0GWTkubS0bERj6eVwCthkFIXh+W1JwJJPcceN+AEm9Hg83aTvdVCUr2J3gyFpHoTjvROSIrONb70wMdsrQtksxsK/rxmD8Xpdm48o4wZ2Ul8sLeFtAQr1xxdSm7qGGhDM2Nm4L3a3Gf5NTERliwd1GmS0jM5/4ZbeO6u3+DctgHXX2/j2C98g6mz50TsZFOakUBxup2qNidJcRZuXj2HI0qj8+9fU1cPJl0Ly5xu6u6JWLMyzhI+R2TAuKuvKCKTAFCMOS6/k6fqHqTT1w6Ajs7p2edTbB/Yh6+IwOeDl186EPxBIPjKzR3RQETTNJKSygIBX3d34AMVDsyCdXQExrFg4cgMIDMzsNTrdvfZvK9BYdGhH5ebC6eeDmvfDTw2JxdOPGnAe9J03UJh4WV0dHyK39OBbd0uEmv2P2efD95YA6mpgfOOATa3BXP9/o+D/S+TxQkJdR6IQqczR4+PjdUdIcd0Dd7a1cylRxRzwZICTpibjaGIXI4pFjQt8OXk002BjkBp6bBocaAW6CAVz1vAl/72AB6XC2t8fL977lodHi7/v/fpcnkxFHS5vfzkqc0cNS2DvJThB8WLilJCgj8NiLeamJYVeU/s7NxkjpqawQf7WjBUYFYyNd7C6oVjcxuDGBwJAMWY80n7Wrp8Bz4sDAzWND/PVUVfnTB1z0Zdd1doRxMIBDPNzXD4Fc2BmTkL9u4JPTZ9xoGgyR2hMK+uB7I9R4rJFKgn9+abgeLCdjusPAHSBzCjMnVq4GeIdN1KWtrSwBJ0dWgWp9I0qK5Gi0EA2NPTiMOxF00zkZhYhsWShNkbIbDVNKz+6MzE2cw65oNmnjRNIznOjMdv8HJtC037i2YnmE2cUZAxNrKjNS1qX040TcNmD59l6+uj8lbanQe+pBkKnB4/7+5u4aKlw+8JfFJZDt84aTp3vb4bCAR/f71iKSnxkYNuXde455pl/PG1XXxa3UFeSjzfOmUGWUlju6anGJgx8DdMiFCdvg7UQVXl3IYLv/Jj1g7/llVKsc+5k1ZvM0nmFGYkzEHXJvl213h7yPIsEPj/hCi2tSspgZNPhfUfg8cLpaWhXVNSUgNLvX0DUcMIzLZFm1KBWoabNgb+PzsHPnvl4bN/R0KE5W1lKO5bV8uFBc2k7PgUXO7A67Bg4YBnGYfC4dhLXd3TwdttbR9SWHgZ1vQMsFhQXm8w4VlTQG5eVK5rNul87aTp/OHVXehaIBiymDSuO2YKH7d00tynY4rT52dNXSupNgs9foN8u405qQnhbRonIKs58u++v+ND8Z3TZvHZI0to7OyhNNNO0mHqhtqtZn54ZuQkETG+SQAoxpx0ayZVrr3BIFBDI8GUhHkArZGUUrzd8grbujeioaMw2NW9lVU5F03uINBmCwRj7689EAimpsKcudG9zvTpgZ9ILBY4YxW89MKB5I9lR0BJaXTHALB1S3APHwBNjfDaq3DuedG/1uGkpUFpKaq8HEMFVlgb/Cb+02DwmaefBM0I/D4qyqG1FU46ecSGEqjF2KfEiOGhpeVd8vJWwxmr0F5+MfC70bT9SUHRW+r75skzKEqz89auJhJtZq49ppTp2Ulsr2wK643c6vHR5glkwtY4e+j0+Dg6JzVqYxmrjpqawdSsBCpanPgNhUnXyEm2ccKs8Oz/4chJjiMneWyWIxKjR1NS3VGMMV7Dw3MN/6GhpxYAq2ZlVc7F5MQd/sOouaeBJ+ruDzt+atY5TE2I1lrnOFZTEyhvERcX2ORuicF+K58PuroCYzhUKZbheOkFKC8PP/7564e0h2vY/H7uvfsZMt2d1PtN3N2ezNXJXXwltTOkADIAV1xFo26h2unGrGlMT7Zjj9Km+z17/ohSoYkxNlseRUWXBceJwxH4vYzSe+P12lYqHe6wTjIHu2JaLpbDzI76laLL68Oi6wPqrzwWtXT38JsXd7CjvospWQnccEYZuSkSrInokxlAMeZYdCvn5F5GfU8NXsNDti2PeNOh9870cvi7Ix53+h3RHOKI8BoGZk0b2X2OBQWBn1gymwddSmPQrNbwJW+TaUSXVw/JZOL1uHzerbbSuw0uQT94o0NAZXsXrzmN4FLs5nYH5xRlDq3I90Fsthzc7joOzAJqxMX1WeY1mYbV67rW2cPG1i68hqIowcbC9KTDLt0GeiP34DFUsEVa73/78hmKCEmpQe0eLy/XtODwBZJtSu2KlXnZmPQxklQyQBmJNn590TCy8YUYoEm8JibGMl3TyY8rosQ+bcDBHwSWjzXCP3AyrVFIZRwh7R4vT5Y38u899fx7Tz07OsZ+sDrm9e6l69s+b+myIfVxHQifz0Fz85s0NLxAe/snKBVe6++bJ89A1w7UdlvjjMPSdziahkpO5h1nYIZO7f/x+A02tkb+YkPrXnjoUrhrCTx6BXRUH3KcOTlnYjYfCPDi4wvIyDh6kM82sgZXDy/XtFDv8tDS42VDazdrGzsO+7gUq5nzS7JZnpnM0owkVmQmhwR/GpBhsxBn6v/jSinFa7WtOH0HXvdyJ6wtfxufT/4+CRGJLAGLCWdX91beaH4BY38h3hVpK1mUsiLGo4rMrxRPlDfg9BkhH3pnFGSQF61m9hOVYQSKSe/bG2iPt3BRIPGkV0sLbP4UfN5AcevpM0YkAPT7XVRWPoA/OMusSEycTW7umWH33VzTwSMfVeLzK86cn8fxvqZAqRmfDzIy8J96Gvc3BorypnZ3cty2T0h1dOG2J5B48imhCTPOVvjz8sB/lR80E6QUwJfXgq3/ZBelfPT0tKBpJqzWjKjNOL9V38beLlfYzN1V0/MG3aFja7uDT5o78SpFTpyVE/LSDrkM7vEbPLj34M4dBplUc0RSM7m5Zw/q+kJMBrIEPEQuv5MP296m1dtMqjmN5WkrSTDHIMNQhJmROIfC+BI6vG0kmpNJNI/dlkWdHl9wyaqXRmDjuwSAh9Gb5durvg5WnQVFxYHbGRlw/AkjPozOzi37g78DoU939za83qOwWFJD7juvIIXbC+b3OZIFs2cHglmTCROQ2u7B5XBy5vp3sXq96CgSurvhuWfhks8E+hkD7H4VHE0HTqX80F4J5e/ArDP6HW+D20+Dy44NF+ld74DRQ3x8EYmJM4cVDPY3laB613QHYU5qArNT7CgYUPavWdcwaeA/aAwW3Ljdg2vddjiGUtS7PPgMRVacZXhtGIWIIQkAh8BneHmm/mE6vG0oFE09ddT1VHFR/jVYdfnQHgviTQnEm6JY4uQQurw+3H6DVKv5sJvUD2bRI3+49Xdc7KcUbN4cfnzr1gMB4CgxjB4i7Vrz+3sGlkehaSGJKSfmpfHphlrivAfK5WiowCxhdRXMnhM4GGGZ+ZDHga3t3XzQ1IkNJ4t4iQ7Ng4ZGZ+cmPJ7/z95/h0lynXe64Hsi0vvK8ra99wZoAI0GiIb3IECAniIlcigNJY10pTE7o925s5rduXNndjWSrjTSyFCiSNEBNDCE92gA3Wjv0N5Xdfn0PiPO/SOqsiorM8tm2c6XTz9EnApz0sYvv/N9v69vSsvBi902LkSHPB0F0OywYprke1mIYskcxVGE4KYaLx/3hBAY0XQTaVo5hdmc39JNy2Y4s/dD4sEADctX0bxq/BYnGV3nlWt99KYM2xqzIri3qZp6+zR1sqlQYRqpCMBJ0JG8SjDTn9uWSCLZMFcSF1nunDvtnSqMHyklUqYRwjLuKIiUko97QpwKGUt2ZkVwT5OfBvv4fwS4zCaWumxciCYB46ZpUQQrPOPPe7xxKRJymoU+u3Z7K4HA3mEjAlW1Y7FMrn2Xz2LmtoYSxw6vYF56F9h8kIoMLQE7a2BRcRGX0XX29Rit2Bo5g4m0ISwHnsdA4GOqqrajKJMTM4tcdnbW6Rzqi5CRkhaHldvqfJM612RY43NiI8y5nnOopKjnPDZFp6bmM7l9suk0P/3j/0DHmU8RQiCl5DNf+xbbHn58XNc40h+lLzXkWZjRJe929vPMkrnR0aVChYlQEYCTICuL9xHVS4xXmNuEw8fp6XkLKbOYTF4aGx/Dah3bd+t8JJETf2DcDN7s6OfzSxomFPXY1VCFPxijJ5HGblLYUOUqm+3HgkUIWLoMzp/LX3ss5UE4BVKpXiKRk0ip43KtwG7Pr6J2ONqorb2bnp53AA2TyUVj4+MoU6g+VZuajErpYNB4fEIYXUyGeya66+HrL8GLv28Ug9Sugkf/DOy+oudMDMszNZEuuo+upyYtAAFWep2s9M5M5L0YS3yNtDgdxGLngTqczuWYzUPNjI+9/RodZ08Bxg84gHf+6W9Zs+szODzeMc/fHY4MLGkPfb5jWZ2sLicd6axQYbaoCMBJ0GhrwaJYyehpJBKBQBUmmmyLZntqFSZIItFOd/drue1sNkxHx3MsWvQbY97Ae5OZgoW/tC6JZTW8E2hjpQjBhioXTLMzyoLjjjuNiNili4a1zOathrdhGUkmO2lv//FAVa8gFDpIQ8MjuFz51/F6N+HxrB8QUIW9XpPJTrq7XyWTCWI2V1FXdz82W33pC5tM8OjjsO9jo5jF6zOMvK0jossN6+Gbr4/rsThNKhZFkNYlYWppFBeG/VVgMrlR1THymJNJ2POB4SXpcMItt05PJ5cSfHiul//04kl6Iim2tPr4L09uoG6EobHZ7MXn21r0+HBPN4qioGvDvBClJNrfN6YA7Gu/ytU972G++Q6EUHPHWk0qakX7VZiHVATgJLCrDh6t/zxv9/6KYCaAx+TlzpoHcJncYx9cYU4Rj18mP39Lomlx0un+0W/QgKNEe6bR7CoqlBGzGT5zF3DXtF2iv//DAfE3tFTa2/tegQAEEEJFLWJZlM1GaW9/FikzgCSd7qOj41na2r6ByTTKUr/dDneW77GpimB3o583O/rplotxyDAt4lMEYDK5aWr67OjpD1LCyy9BT4/x39EovPg8PPX09Ps6Aqc7I/zad/eh6RJdwjtnevjq3+3jpd+9HdM4P3O1i5bkiz/AZLHgrRv9sw5w4KVfEP/4I9zL1qDWNhgRRE3j9saq3HJyNHqaePwSimLB692CxTLzv+pCiQxX++M0eG3UuCo56RVKUxGAk6TGWs/Tzd+Y7WlUmCKllrvGswy22uvkbDhOOKPlJOS2ajfWigBcMGhanMLijuT4DpYSTn0KZ49Rn4VQiyDhN4SkrqdIJq8VFZLTSaPDytNL6gmmM1jVe3ApdyFlGpPJhRirVWIwAN3dQ9tSGjmX588ZLf2mmVeOd6JLckbami453RXhXE+U1Q3jq/Rfs/NOrhw7zIl33wRANZl56Hf/NVbH2MvWqVgMPR4h9Jf/GcvqTQirlcyF0zT8yV8CRl/l/v49DJY8h8MnaG398qRzQSfDK8ev869+dJhUVkcI+KOH1/Ibty+ZsetXmF9UBGCFGxqPZy3B4IG8G73TuaLAvqMYFlXhsbZazobjJDWdepuFZmelZVNZiEZh314IhaCmGm7aYbSOm2Hs9lZSqR6Gd84YmQNYksOHYN9eVMCJgrPHQseWNAm/UaiSW0acYayqQn2uUMkMjPN5nWXHWKVYexDGZxMziFAU7v+t32PrQ48TDwaoaVuMy1899oFA2/pNnPn4A8ikSR/7BKEo1C5agsVmR0qd/v6PBvY0JilllmDwAHV19457flOhM5Tkd354iIw2eH344xdPsrnVx7ZFlfySCoVUBGCFGxpVddDa+mUCgX1kszFstgZ8vq3jrgQ2KwprfQvL/9GoiM5OqYhhSqRS8IufQTxu3MV6uqGzE5783Iz38fX7byOdDhCPG/lyVmsddXX3jetYefgQgsF4kEAi8V0xkfBnMJu92O0zZ1dzsTfGu6e7sZhUHljfgN85iUIPnw9qaoycxMHCFCFg2bKyz7cYj25q4i/eOYfMGkvAqhBsbPWyvHZinz8hBHWLl074+us+cw/dly9w9PWXAahuaePxP/wPgCH2YGQFuhywCJoZPu0M58TfIELAkavBigCsUJSKAKxww2Myuait3T3b05gThEKH6e19DymzWCw1NDQ8OvN5TJcuQmxY+y4pob/fMHpubpnRqSiKmaamJ8hmo0ipYzK5x/Xj4GRHmGWpDNZhuwoEqrTgdi+nunrXjAnsD8/18vXvfkJG15ES/uSNM/ziOztp9tkndiJFgYcegQ/eMwS50wm33AZVM7PEubjGyU+/fRv/5eVP6Qwn2b6oiv/w8FqUKVbf6noGIUwFr2s2nebKiSNo6QzpRJw3v/vXZJIJLHY793zzO6zeeWfuGEWxYLXWjYgWM6Miv7ZIvp+UUOuu5AFWKE6lFVyFChUAiMUucf36z4aNCMxmL21tXx87P6ycnDwJ779bOP7gQ0ZLtzlOKqtx+399m/9oa+dBZzy/QnTn7bB+Q8ljp4M7/s+3uRaIo0swKYZvwaMbm/gfX9gyo/OYayQS7XR2voSmRVFVO/X1D+JwLDb+Fgnz4//939F37UqRIwWqycQ3/uSv8opHMpkw16//gnS6FwCfbzvV1bvK1mpvLKSU/OFPj/DcwXZMikDTJdsWV/HDb92CeYy85HAyw///tTOc6AjR6nfwB/etmvgPhArzjkoEcAEQy0aJZIO4Tb5KO7oKkyYevwQoDC1lSTKZIB2Rfi4lTEhgqdtO03S3qGtpMZZ6B6s1hTDsT+rnh9nu5b44PZEU/y7qR0FyrzNBVgoO+trYuW79jM/neihBqzfF/+vuDhZVpcmmBVdP9UFqbaGtzA1CNhujo+NnA0u3Rj/n69d/SVvbr2E2+9jz4+/T33GtxNESLZvh+rnTeQLQbPbQ2vpVdD2JEKYZT6EQQvDfPreJXStqOdUZobnKzjPbW8YUfxlN5yt/u5cT7SE0CQevBPngbC+v/t4dVE0mVaDCvKEiAOcZUkrC2SC61PCa/ZyKHOWD/jdyfoQ7/XezzrNwf9lrUiOY6UNBxWf2j/nrWkpJR/Iq0WwYv6WGWuvMioiUnuKDvte5lriEVbFxU9UuljlXzegcxotxw8pfEAjIBt7vSiMGjIPPhuPc1VDFYvc0Rgc8Hnj4EXjnHYhGDIuRu+6eN2LFYzNu/FGp8C97ahE9EiHgD1avZOew92tHPEUwncFlMtHqtE46UhTPasSyGm6zqagF0bpGB/9u11mq7YagNpklSzb0knz9x9ju/yLj61e3sEgmOwZseYaQUiORuIbZ7KPv2hXkGF1lbEUqh4UwusDMFooieGLLOIuUBjh8NcjRa6HctqZLuiMpXj3RyRduntm2ihVmlooAnCI9qS729L9BJBuixtLArup7p80PMKNneK3751xLXgbAbfISyQ59cCWSD/rfoNHWgt8ydieL+UY0G+bFzp8Syhpt+BqtrTxQ/ySWEpYtUkre6X2ZM7ETubGbfbvY4rtlRuYL8Eb3L2lPXkEiSeoJ3uh5HqvyDC320ZcyNZnlo/53OBf7FAWF9Z6tbPHeMq3LSR7PRkKhw+h6mkEheE29CbR8WXiwLzK9AhCgsQm++KXpvcY00eC18eUdbfxg7xVUxSgDqXZa+PxNrbl99vWEOBEcynNc4rJxZ0PVhF/fY4Eo+3uN9m4KcEdDFUsGXxsp4eQJ/n5VL/3OYd53AtAhbg5iu3Sx7ObZ84FS0blB+6eqxibaT58sEIFCUUBKmlatoW3D5ume5oyQyhQKXSEglZ35tooVZpaKAJwCkWyYFzp/SFZmkUiuJi7wQuePeLrpG5iU8j+1+4Mf0J4cykmJZsNF9+tNdy9IAfhO78uEs4HcdmfqGvsC73F79T1F97+SuJAn/gD2Bd9niXMlPvP0J66ntGROrA8iEJyPnRpTAH7U/w4nIocZlF6fBD/ArFjY4Nk2TbMFs9k9UBH9CZqWwGKpIRMsfB+nZ6Hf7kzQk0zTn8rgNKk0O0aPyF2IJLgaTaIqgjVeJ9W2fEHxx4+vZ22Th0NXglS7LPzG7Utyprx9qUye+AO4GE2yLJ6idQI2Ql2JdE78gbFw/25ngFqbBYsMEj71GrK3G2usyOMQoGgC0sVbwk0KTZvxKu3JYre3YrXWk0p1Y3zGBGZzFQ6H4Zm38/Nf5crxo4S6OwEwWaysuf0zaNkM/qYWtj38BMo8eaxjsanVS43LQiCWQZMSRYBJUdi1oma2p1ZhmqkIwClwOX6OzLBlBImxPNuT7qTRVv5qxevJa8hhsRhZwpjLOVY7p3lKV+p6wePvSrWX3D+UCUBBszYIZ4IzIgApISDGE+M5F/uUkfM+F/10WgUggNnso67uXjQtwZUr/4RXTxNjOUZ8yZj7tOcAzgLDI2kAi5w27mosHpE7HojySW849zqeD8d5uLWGGttQJFpRBF/esYgv7ygU+tFM8Z7h0YxWdLwUvclC8SaBvug1sn2/QNo0aAEEWMKCtFvmdlIz4OoywS2NE7pmUQL98PprEAgYy/S77oBl5e/JXE6EUGlufpr+/r2k032YzT78/ltykUGnr4qv/bc/5+Kh/WTTaVrXbcRTs/B+VAO4bWZ+8M1b+L0fH+JsV5QGr43/+tRGlk7QXqfC/KMiAOcJHYkrpIt4SpmEiazMIlCQ6CxxrKTJtjDzNhyqk3A2mNsWCBxq6eV2Q+QVimSveWZsTayKlaWOVVyMn8kTrqtcY1eBKgOCC6kCOgiJMoOVuNHoGTQtymKOkMJGH8Z7qsEGt9SO3jN1XhEIELl0mf3O2jzBfjmW5FI0ObScOoCUkkN9EeO/h40fD0T5TOP4flT4LMWXH6usE/s6dpiKR6BkdD8SfVCzgwTNLKm6ZCLlkZiS4L9iw3TH3TBOE+SOYIJTnWFqXTbWN3uGhHE2Cy++AImEsZ1KwZtvGHmctXUTejwzjaJYqKnZVfLvFpudVbeW/vtCYlWDm5f/1R2zPY0KM0xFAE6BxY4V7Au8T1ZmckUYHlMVtZbyFhp8GjnCe32vIfJiR8bW7ppH0GSW/kwP0WwEu+rgfOwUy5yrZ8x+YKbY6b+bV7qHbEpMwsTNVaW/oFvtS1jt2sip6NHc2M2+O+hP99KRvEKdtYnqiSyVS2ksmZnNhifaOLir5iGcARfXkkYRyDbfbdTbmsY8bqXzJk7021CoQaKhKcdY6564ee1kMfIABarQWMuHZOU+QLCo5rNY5kGrOymzpNMBFMWMyeQt/lnovA4vvEDUWwVb8sWKACJFInUS0EY4Z0kgrRePxhfDazGxo9bD3p6hiOPGKhcN9olFVhe5bDTYLXQm0rk49wqPHSWVIE+eCtDNUH3BDLvvMaqsd1nH9R4ebi0yyFNbm/nvT28yntP+PsOweyRXr855AVihwo1ORQBOAZfJzeONX2RP31tEsiFqrfXs9N9T1vw/Xers6X8LyF/yrbXUc3v1PdRZG8nqGQ537qMv3YOCQEdnX+B9lrvWsNm7o2SRxHyjzbGUJxu/yqX4ORShsNy5Bs8oLduEENxRfR+rXOuJZsN4zD4+7H+bfcH3jL8j+EzNg6x0rRv74r098OorRosyVYXbd8HqNWMeZlJM3FY9cZPp7tgSlIHKW4GKSd+MovsmfJ7J4nAsoq/vg9y2SWgoig2rde4vg6XT/XR0PEc2a0TqnM7lNDQ8XNh67cMPQep44lGElMhhIlFiCLWRKELkRNdwydc8wWXxtT4XLQ4boXQWl1mlyjrxSlxFCO5t8nLo2gFCqQhOgrRmFCy2JtLpYYbEOtiDKty8A1asmNA1/uT1s3niD+C5g+3csbKWxzc3g6nIvCVgmtlbi5SSSOQk0egZhFDxejfjcCzMlZAKFcpFRQBOkWpLHY81fmHazp+VGTSZH4kQCNwmL3VWI3/nXOxT+tJGk3Z94Es/ooU4FPqYq4kLPNH4ZVQx8Zdalzr7Au9xKnoMgDWujdxUtWtGlyJHUmOtp8ZaP/aOAwghaLA1A80cDX1CV6oj9zeJ5N3eV1niWIF5NJGcycBLLxrLW2Aku7/7jtEaq6EMOVQjSGk6fakMw7MFBdAeT7HM4yj79YphtdbR0PAw3d2vo+spzGYvDQ2PoChzP/+vs/MFstlobjsWO0cgsB+/f0f+jrEYSEm7vw5V08iqam4ZeIXHTluJgow7G6p4+3qArqQReVvrc7LWV2gJMhYeiwnPoMhsb4czp8kC6WUrsLe2jCuCH+z/mKr0J1QN7JpMClTVgtO5lFjsPABWWx11Wx8Hy8TdCX6w93LR8dOdhrimqgpaW42IHxjPn802YaE5VYLBg/T1DZmHx2LnaGp6MmfsXKFChUIqAnCOY1GseEw+ItlQLgIokTnxBxDX4oiBXqMj6U13czVxicWOiSdlHwh+yJHwJ7ntw+F9qMLE9qqdk3gks08oGxyIkA49TzoaMS2KTxklfyvQD8lk/pgQxk17GgSgSYgipStgnmLLq4nicq3E6VyBlBrKNFS1TwfG0m9fwXgyeb1w5/p6roVj7FmzJdfbVkiJ22LittoSy8aA3aTyUGsNGV1HEQJ1qqkWly4hX32ZI4tXcXjJKmRK4D7Xzj2L6kvmCw4Sj18cMSKJxc7hdCylwX4HVuHDVNOGsJR3FaClauCHiBBw3wNw6CCJyBUyboF56Ubs9pn5oTJIILCvyNiBigCsUGEU5n4yTwXur3sChzoUYVjmWJ1XDVpvbSxZEQwULR4ZD2djJ8c1Nl+oMlejj2jYbhJmnKMUkgBgLnLzlHLaDHRVRbC+aqgCT2As962ZRJRpqggh5o34M1BzXm5DCEymIs/drl1caV6E0PVc5E8KQTijkRxHTp9ZUaYu/gAO7OdSbROHlq7OLUNHpeD19n70MTp1KkqxKKUkFjtPZ/w9su+9gvjJjyEUHPU8pTqCPr2thY3iXO68AIv8Dj63bZjLgclE75IE7W1X6K66THvgBXp63hn1euVGyiL5miOMnitUqJDPfPpmv2HxW2r5QvO3CGX7MQtLQd5bs30RO6ruYG/gvYJjFVQarBNzhh9+7EhSepIXOn+Mx+Rlu28nzmkyvZ4O1rg3cTVxkSuJC4BRabu75mHMY7Vs8vlgyVK4eMG4BQpI20xcbtJYLvVpWRLfVu3GbVbpiKewKAprfc4xo0FzHl2HT/bBqU8NwbVmLWy/qaRdzmQQQlBTs5vu7lcwft9KFMVKVdWOwp3tDtRlyyBUWMQwUWGnaQkCgX1kMkHMZj9+/44iQrQE6RTXGxoRuo4cKMyQQhDNasSzGi5z6a9pv/8WOjqeoyBePBBCDrVq2E/E4K034bNPFRyfSvXS1fUr0uk+TCYXdXX34XAMWdf8G9MPUax/yif6Co7pS6kypXn4N/4Mi2noPZ9MXicYPJB33lDoIC7XSuz2sQueyoHTuYxo9DTDnwenc25b0VSoMNsIWeqnX4V5R0KLczF2hr2B90jLFFbFyu6aR2hzTK569GTkMO/3vV70bwKBXXXydNPXsc1i66OJIqXkeuoaSS1BrbUet8lrCJMD++HEceP+sWoV7Lgl39RW15HHjtJ59RDdpjDHlmSJWXXa7Et5oO7JCVVcx7MaH/eE6EtmcJlVdtR68U+iCGDe8ck+OJgvFLh5B2zZmj8WCcPly4YwXLwEnBOPfCYS7cTjl1AUM273WkwlemQHUxmev9qDLoekw3K3nV0N47cK0vUMV6/+gEwmwKCpsNVaT0vL5wsLT4qx5wP2JzSOty7LCcBBvrS0AesYVdfJZAeh0DEikXzTcyQ4ehWajg5U/H7r23l/1rQUV658F00bXjWs0Nb2NSwWPyTD8H+0kScuhQq3/Q7c+59yQ5HIp3R1vVwwr7q6+/F4ihdYpVI9ZLNhzGY/FsvUbZl0PU1392tEo2cRQsHr3UJ19a7c5zIWu0A8fhlFseD1bsQ0j364VqgwXVQigAsIu+pgrWcza9ybSOlJrIptSlYwa1ybUFA5FT1GRk/Rn+nN/U0iiWtRLsbPsMa9qRzTnxGEEDTZWvMHDx/KFybHjho3zFtuHRpTFK6vquYFb2/eoVcSF7iauDhuka3pkleu9RHOZJFALKvxq6u9PLGodtRIz4LgzOniY8MFYHcXvPC84S8HsG8vPPFZqJqYcbfd3ozdPnbk22c180hrLUf6IyQ1nSaHlQ1VEzPAjcUukMn0DxuRpFKdJBLX8qJpJdlxC2vef58z2QxpkxmEQArBep9zTPEHYLM1YbM1oWmJgZzAAcEmwNk7IECLiOhUqgtNGxn91InHLxsCMBWhMLIoIBnMGzKX8NUcLuxSqW66ul4ZEMkmpBxKS6mt3Y3Xu3nMxzkaimKhoeERpNQBkfe9FwwepLf3HQYjwqHQEVpbv4zZvID8LCtUmAQL/I5zYyKEwKbauZa4xPXkNWyqnVWu9VgmWMEphGC1ewOr3Ru4lrjMS10/KdgnWyT3Zt5x7ixXarJcrMui6oI17Saqz57NF4BAXIsVPbw71TluAdibyhAa5i8ngYyUXI4mWTdB4THvKOY7N3Lsg/eNKutB0ml44w3YuBGamsFd/siN32rmrnGaOBejVK6Z4aU4DkwmnHfdxWPJFCdDcVISGhxWlk+w33J9/QN0d79KLHYBoRnGz57rJuM53nVnwf4jo5NpaUVHhcHUD3cjsmoJgdZFhFZuQyLwXDhC9ZJdeY6kNlsDVVU7CAT25sZ8+lJsn5wDRwfamuW0d/50WI/p/I4nPT1vYbHUYrM1IqaYTjHyeCl1envfH9gy8n91PUUwuJ/a2rundK0KFeY7N4QAjGRD7A/sITzg1XeT7/bRbT8GkFJyKPQxpyKGkfAa9yY2e3fMCYNlKSXHIwc5Ez2BIhTWubfk+dkdDu1jb+DdXIeQE+FDfLbpq1gnaeNRa23ApthJ6clcwYmCQottcTkezqxyujbBO0uSiIH6kE9bMzx23MFIs5kaS13RauuDoQ+ptzXSal8yjqvdwBkX6zfAh3sKx4YTiRgFNsPp74N33gbVBA89DE0zk1c2Xuz2FoRQkXJQ2AiEMGEbh+H3cFw2KzfbJm+zo6o2GhsfNwo64nFE+jzUa7BoUdEIqs3WgNXaQCLZw2l20DvQ7eV8SOVel4bDpBJ86r/QnziZy9MMrrkVqmoZ2SW2unonTudyMpl+zCcuYTtyCZQukJJE9xH0FaMXorW3/xhVtdPQ8Ni4IrfjRdczjBScAJqWLNy5QoUbjAVfBZzQYvy84/ucjZ2kM3WN4+GDvNT1LLocu6H9odDHfBL8gIgWJqKF2Rd8P88WZTY5HNrLh/1v0Zvuojt1nbd7f8XZqFGhm9JT7BsoCJEDv3rD2SAnwgcnfT2rYuWRhmdyPXQdqov7656kyjK+VlJzmX2LIyBBKgP/BBxcWyjyfWY/d9Y8UDAukXzQ98a4rlVtteAxq7kIisCwfWlzFfecW1Cs32D0ia2tg7o6uPMzRiHIcGpqSheFaFl4+61pn+ZEMZt9NDQ8hqIYETtVddDU9NnilcczgBAC4XTCho2weUvJ5XOjH+5TdFvvopehtIhAWuO9zgAAEb0n//UQgkjkVNHz2Wz1uGkxxB8YubVSIuLjE1ualuD69Z+XVZwpigWz2U9+B245YXFeocJCZMFHAM/HTpPQh/JcJJKuVDu96a48L71iDBog541FjrHZe3PZ5zlRjkcKxdzxyEFWuNaS1OIFUSqBIKZFC44ZD4PRxsOhvWhSY5VzA7dX341pRPXs9eQ1TkWOoqOz3LmGRY5lk7reTJNStLzAnBSQchZGiDsSVwhngjgUJ3E9fzk4Ps7n1qQIHmip4cOuIH2poSIQ90LP/wNDSKxdZ/wrxR2fgRd+aUQCixGN5Dz75hJO5xKWLPlNpMyijFVVPodQFCsh0QgMLWNLoCs50IWmyJLsqMu0qULxZg+qmDUbGTXFWBFwXU+TTvdgt7eOut94EULQ2Pg4HR0/I5sNAeDxbJhyzmGFCguBBX/X0aRWdNlOk4XLAiPJ7707MDZHbjzFIpiDYy6TG6tiI6UPfeHq6GMK3uFk9DTHwgcIZQJkZIaL8TO5v52JHUeic1ftQ7mxq4mLvNz1XG77XOxT7qp5aHxt1maZZlsbVxMX894jzbb85P3BiujBJfXhCMSE+j87TSr3Ns//yOlESGoJwtkgLtWNo0RFLmDk+D39eejphuPH4NKloSVhIcDjmXPibxAhBELMDfGXyGq81xWkK2HYCG2r8bCiRBcZm6oiyOR9Q1oHcjO93i10d7+at7/XO6JqO++PPrBajdzNgddNyUqabffQZ7tIOt2H2VyFw9FGPH6RaPRMwSmKextOHoulikWLvkE2G0YICybTzJpUV6gwV1nwArDVvmTAH8/4MjLsSxzUWMZuVL7WvYmPA+8WjM0FVjjXciySb6kxKLZUYeL+us/ySvfPcibQa1ybWOkcnxjTpMYLnT+mN90FUCCeJZJzsVN8pubBnCA+GPy4YL/9wT3zQgB+puZBXu3+BV0po+fpCuc6tvqGCkA0qfFh32A/5kLh7TZ5uavmoYLxCgZnoyd5p/flnAn3bf7deUbmBZjNRsFHdQ2EfgH9/UPju2/cxP20phPKZLGpyqgRYyklb3T005cyRF1C0/mgK4hDVWgu0t5us99NezzJoPe1BG6q8QAM2LgIwuEjSCnxeNbi8YzyHWg2wwMPwasvG91zhICbd2BatJJ6Vubt6nKtIJXqIZMJDs4cp3MFFsvIDMOpI4SCeZS+4RUq3IjcED6AV+IXea/vVeJaFL+llrtrHhlX7pqUkmPhA7ml4LXuTaxzb5kTUUBNauztf5ezsZMIobDevZUtIwpU0nqaYKYPm2IvMI8ejUvxs7za/YtR9zEJM7/e9q9y1/tp+3fzbGIArIqdr7f99rivO5tIKUnqCRShFhTKJLQ437v6FwXHtNqXcJPvdvyWmkn1Wp7sPMPhI8Ril1BVKz7fdqzW2hm59mQIZ4L8qP1vC34cfLbxK+OLSGez0NFh5P/VN4DjxozedCZSvNHRT2ZApa3yOLi1rni7unhW48cXu/LGBLDS6+C2Ol/R8wfTGc6G4mgSFrlsNDqm2PNZ0yAaBbsdRmlDp2lJgsEDZLNRrNZavN7NU64ErlChwvhY8BFAgDbHEr7i+E2klBMSb0IINnq3s9G7fRpnNzlUoXJb9W5uq95dch+LYpnQsu8gKW3s1nHrRwjhNscy+kN9DI+0to2rKnZuIIQRGS6GTbHjUt3EtGiekGm1L6HWOv6l33LQ1/fesK4Lgmj0DC0tX5qzIrAv3VO0TWFPqnN8702TCdrapmFms0c2G6O//0MymSAWSzV+/22oaullT02XvDlM/AGcDseps1tYXmRZt1QXk9G6m/gsZm6qLaMvnqqCd+zzqaqN6uo52ls8kYDz54wfIa2tRkS6QoUFxA0hAAeZC5G7+UC9rakg101BodpSB0iWOFaxyXtT3jHbfTuJZ6OciRndCNrsS7m9+t6ZnPa0IYTg/rrP8quuZ3MFRcuda1jn3jKj85BSIxgcXvwjkVInFDpMXd0Un+v2dggEwOuBltay5dk5SlTCOtQF7nlYAl1Pc+3aj8hmw4AkkbhGInGN1tYvIUpEkaNZjfSI3sQK0JvMsNxTuL9VVVjqtnMhkgCM6J8QsLJEDuCNQjodoLv7NdLpHkwmD7W195RuVReJwM+fM0SgEIYh+X33G51pKlRYINxQArDC+PCZ/dxT+yhv9/6KrMxgFhbuqX10VLNjVajcVfsQu6rvQyLH7q87z6ix1vPFln9BMNOHRbHiLdH9YDoxfOYKo2mG19kEOHcWjhwxllWXLoNUyii4GGTVasOipQwisM7SyHLnWs7FTqKgoKPTbFs0rgpxbcAgO6lp1Nos1NrG2Vt3DhOLXcxVoxpI0ule4vFrOJ2Lix5jK9INRAJ2U+ml0tvrfXgGeklbVYXNfjdVN0K7wRLoepr29p+iaTGM57yPjo5naWv7teIdQQ7sN3IYYagI6b13KwKwwoKiIgAnwGBO4MnIYSSSVa4NBXl3C4WlzpUsciwjqcWxqQ7U8fQ0BUzKwn1LmRXzjC/5DkdRLFitjaRSnQwJQYnTOYGb0oUL8OYwz8ID+wv3OX0Klq+AlpapTBcwoqe7ax6izb6E/kwvXpOPFa51KGPkeWV1ySvtvfQkh8TtjloPmoTeZBq7qrLR78JhGvG+TKVg/ydG4YjXCzfdBPa5E/mSJTrnlOomAkZEb1u1mwN9EQTGK+82q6zxlvYZVIVgS7WHLTdWsXlJkslOtDyrJomUWWKxi/h8mwsPiEYLDckTCcPbsFhHmwoV5iEL9249DZyIHOKjwNu57U+C7wMyr2J0IaEKFecsNU2/FD/HqchRJJIGazOhbICsnmWRYxkrXGvHPsECQ5eStKbT0PAoXV0vkUy2I4QJv/8WXK7V4z/RqZPj2y8SntxEiyCEmPBrdjoUyxN/AHt7huYkgEvRBE+01WIiTl/fHjLJfuo/SmAKZxBSwvUOuHYNPvf0qIUIE0JKuHoVAv2GJc3iJROKlNrtrQhhGiYEBYpiwWYbvfvFRr+baquZrmQam6qwwuPAXBEi46ZUYUnJgpPaWuhoz7cg8lVVxF+FBUVFAE6ATyNHio4tVAE4W5yPneaNnudz21cSFxh08j8fP0Vci7JpDphx55FOG951qsnoclHGG8WZUIyPekLoEhyqwu6mz9JsVQFl4tHn8Rb9l+geMVNEsxoKFDHdMZBAUtM5E4rgifyUbDaKvU9gDg2rXpXSELJXLhsRzXLw4Qdw/LghCKSEpUvhnvvGLQLNZg9NTU/S1fUK2WwYs9lLff1D4/Kma3baitq4LCSyuiQrdazKJN7bo2CzNWKx1JBODxaqCRTFitNZIhVh6zbo6jJ+RIBRzXzPwshprlBhkIoArDDnOBz6uMjokHA5EPyQjZ6b5s7Se18fvPSCsUQEUF8PDz1SlqhTVyLFnu6hnLGEpvN6ex9PL6nHrEzi8a9YZUTFhlNXB93dQ9tbt0HD7C11A1RZTCXF33DiqX4cWaNriNBLPB/Z4suuE6anxxB/MCSkL1yAq1egbVHp40Zgt7ewePE3x+VKMFHngvmKlJIDfRGOBYxl2iqLiXua/LjK1CHHaHv3OXp73yOV6sZs9lJdfUfpdn1mMzz6GPT1QlaD6mpjrEKFBURFAE6ANe5N7Ol/s2CsQnnJlsiTGv53iSzaqWVWeOuNoYRxMMTU/k/gtqnbW1yPp3N5Xwz8f0qXBFJZ6uyTEJgrV0I2A0cOG8Jo6TK45VYIhyEUNJY1/bOfOLbc46AjnuJi1HheFYw2ehld5j0XdZYUg50ek14dzSRRsgNdfIQwIrFNoy+vjptoifZ0g23rNM2oFj192ghYr1sP27aXjA6OJuw64ik+6AoQy+p4zSbubKii2ja6AJEySyh0jEwmhMVSjcezbt546p0Nx3PiDyCYzvLm9X4ebxvbsH+8qKqD+vrCXt4lEQJqymuvlOmOE32/HT2Zxbrch/PmhhtC4FeYm1QE4ARY596CRHIifAiJZLVrA5u9O2Z7WmVBSsnR8H4OhT4mK7Msti/jjpr7sShTNISdBEscKzlUNApo3NibbW1jFhHMGFIOdaoYPtbbW3z/CWJRRdHuqRZ1CjeNYv14q6qMf3MERQjubKhiXSpDUtPxW82kNJ23rvcTyWioAm6p9dLqcHElZEJKDd0i6diSpv6EBXMchNMJn9ltiNpy4C++LC79fpKJdpRPDmH59OrQz5ID+w0fw80TswsKp7O80dGHNvDChzNZXm3v5anF9ViLVASDUSHe3v4cyWQ7DCyex+MXaWh4dF4IjI4iP3T6U1nSmo6lxGOeb2S643T/+SGkpoOExLFetP4k3gcrlcUVZoeKAJwAQgg2eLaN3sZqmklqCa4lLgHQYl+MTbWX5bxnoif4OPBObvtC/Ax6r859dU+U5fwTYZvvNtJ6ik8HikB8Zj/BTN9AQUgLu2sfGdd5ulPX6U5dx6E6WeRYPu5K5gkhBDidEIvlj5VJdCxzOzgeiBHPGr2rJbDYZcNbpqWxuYwQIs/6xWlSeWpRHRldYlZETtg0NT1Fd/erZDJhZI0f+cyDCEtN+XsGe31w+y744P3ckNy2nR71BOH2Yyy+YEUwQqycOTNhAdiRSOXEHwxFfbuTaVpL5ADGYhcGxB8MZk7GYudIJq+X9rqbQxT7QSMwor7zEZnVkRkdxT70OY1+2IHUZF5ia+S9a3juWYQwLwyRW2F+sfDvIguIYKaf56//MGdGbFccPNb4RXzmqSfsX4ifztuWSC7Fz6FLfcajbapQub36Hnb6jb6vQgg0qaFLfVz+giktyYf9b+VMqQEarC080vDM9IjAOz8Dr7xsWESAkTC+/aZRDxkvVlXhsdYajgVjJLIa1VYza3zOeRHVmQ6EEAViwW5vZtGiX5+R68u1awj4+0jFr2OyerB5XYS7DEEoi70kk4hemUq8tqXGATLZ+EBpQz6hZHheCMB1Phfnwwm0gdxKidGjWJln73MpJaFXLhF97xpIMDe7qPnaWlSvFZnSCouwJMiMVhGAFWaFBSkAY9ko1xKXEELQZl9atijZbPNB3xsk9URuO6kn+KDvDR5peGbK51aFCYHIa9ulCGVW8+yGixxVqOMSb9FsmJ93fJ+4Hssb70xd41TkKOs8E+/ekdHTnIgcIpIN4zfXsMa9KV8Ut7bB556Ba1eNKuClS8FWvmpNm0nlppoyLWNWmDRSSjo7XyQWuwBISF4nnLqQ+3uwNUvtWSNimRNj6zdM+DqtThtOk0I8q+fO47eaR835TCu1DFeAUoJE0JXxMLvlPOPDazHxWFstnwZjZHSdJoeVpe75970d29tJ9N2hIqvM9Rh93/+Uuu9sxrayivihYcVWCpgbnAj7grwNV5gHLLh3Xk+qixc6f0RGpgGwq06eaPgSHrNvdidWBoKZ/jyBJpEEM/0l949kw3zc/zaBTD9+czW3+O/CVcLXb717CxfjZ2BYJs4G97Z5F2na2/9egfgDo5VdJK8Dw/hIZhO82PUT+jM9CAQ6Ou3Jy9xb+3j+czPHcujmGrqeobf3bWKx8whhwe+/GY9n4uJoNslk+onFzg8bkciB7xmAUKuGVNJ4rqtYrHWI9Ztg5aoJX8eqKjzSWsuhvgjhTBa/1cwWv3vUXr4Way3nuIllcj+KkOgonOFWFs2Sj+dk8FpM3FI38X7EUtMJvXKJ2P4uIyPjlkZjWXUWlo9T5wLkJTPqkvTVCDKjYd9ciyeQJPzmFdAk5iYX1V9ZO+++YyssHBacAHyv71Wyw1z1k1qcjwLvcP8s5LKVmypzNXEtmhOBAkGVuXjFZkpP8cvr/5zbP5jpoyt1naebv4FFKYwkNNnbeLj+GY6G95PR0yxxLGeDZ/u0Pp7pIJgtLoh1dPyW8TdzT2lJXu95nvbk5dzY4PN+MX6WnnQnddbGqU12IZDJGPmPTueoNhnd3a8RjZ7BuDMm6O5+HUWx4nKtnLGpThVdTxcZFVitdaRSXSAg3KJh2ngLNv/UisMcJpWd9b6C8WSyg0wmjMVSjdU6VKHqs5jQbavZm2zFIuOkcYKw8JlxRNFSqR56e98mkwljtdZRW7sbk2n+9GoOv3aZ6PtG/qMEIm9dRZgVPHe1zfhchM2ULwABVAGq4Wvo2d2G+zOtyKyOYpmGdJQKFSbAghOA4WywIEoWGiVKVi5CmQDhbBCPyTdtfWJvr76H5zt/RHygpZFddXJ79T1F972WuERMG7KtkEiiWpj2xGWWOIub4rbYF9FiH7+f2VzEb66hL92d9x4AWO5cwwrnuhJHFfJO78t0JK+U/HtSS5T82w3D2TPw7juG/Ymqwu67DVuZEUipDxN/Q0Qip+aVALRYalBVB5qWYHi9ak3NXYAkmw1hNldjs9WX/dpSSnp63iIcHjKjr67eRVWVkWsqhODepmr295rpTjrwm1S21Xhwj1EslM1GaG//8UA/aUk2GyGd7qO19aso86StY/xwd+HYoZ5ZEYDuXc0kjvQgMSp9keC5py0vGikUgaiIvwpzgPnxCZ8AVeZqulPX86JkfvPkvJwyepru1HWEUKi3NqKK4k/X0dAnfDSsgnZH1Z1sHqNThSY1BCIvl0xKiSa1kv10veYqnmn+dToSRlSqyb4IawmbFimL2+jKcdnrjk1GT3MmeoK4FqPe2kSbY+mo+6f1FP3pXlShYhYWXCY3pnEUdEyUW/x30pW6TmhYJNCtetnsuXlCSy1Xk5cKROQgqjBRbSmfP9m8JBCAt98aSmrXNHjjDfhC7TgroEXZPeri8SsE+vehZxM4Xcupqt5R1msoipmmpqfo7HyRTCaAEBbq6u4eVmRRJr/BIiQSl/PEH0Bf3/s4ncuwWIwiMIuqcFuRqOFoRKPnR0Q2JZlMgFTXKeyN66c46xmiSKGNmIpN0hQw1zup++3NRD+6jkxp2FZWYd9cXi/BChXKxYITgHdWP8ALnT/KVcq6TV5u9d814fOEMgFe6PxxLopWZa7m0YYvYFfzWzb1pbvzxB/A3sC7NNsWUWstjASk9RRv9bzE5cR5BIJ17i3c6r+LS/GzvNf3Gik9iddUxb11jxUVGVbFyhLn2FGTZnsbFsVKRk/nTJMtio1GW+sEnoXiZPQ0P7/+AwKZXgQKEp3tvp1s891WdP+uVAcvdz1HSh8yS1ZQ2V37MMucE8+RGg276uTBuif56fV/QJMaDEQ+X+z6CZ9v/o1xFwSZhRmtiCG1WVi4p/ZRnPNoiWxa6O4qUtGoGybYIwSgEAoezwbC4aPDd8bjKZ/ASCTa6Wh/duCCkAr0kA13U7f08bJdA8BqraWt7etkMiGEMGM2l+gkMQJdT9Hd/Qbx+CUUxYrffxsez/j7I6fTxVcxMplATgBOjhKtAd97B7aYx8xhzGZjZDIhzGbPrC0bu3Y2EXrhwoix6RPjY2Gud1L1xPJZu36FCuNlwQnAKks1n2/+Da6nrqGg0GhrwVwk520s3u19JbfUCkYBxkf977C79qG8/frTxQ1/+zM9RQXge72vDvS2NZZlj0cOIpGcjBzORZzC2SAvdv6EL7b8i6L5euPBrjp5rOELvNv7CqFMEJ/Zz5019xcI2MnwaeQogUzfwGMwIor7g3tY696EXc2/IUopea37F6T0VN64jsabPS9Qbakdt42NLnUOh/ZyOX4ei2Jls3cHzfbCZZ7OdHueeJNIknqCzlQ7ix3j+2Le7tvJB/1v5FVB7655mMWOFSUjtPMRKXUCgX0DwsSG378Dm20cuY2lqpxLjNfW3oWq2onFzqMoZqqqbsbhWDz5iY8g3LXP0DKDwSABYe08tfEowlE+YaJpCa5f/yXJpNEj1ulcRn39QyhjRLM7O18iHr8MyAEx+Arh8FGs1nqqqm4aUzyZS6SVmCdZ3DbYYs7pXEZf3wdIPWPkrulgTgqsYQXeexeWLTeW94sQDp+gu/s1BkVkTc1n8Pm2Tmo+U8F1WxPCpBA/0AWKwHlzA86t5V+Gr7Cw0JNZkmeDoOtYl/lQXVNv3TnfWDh3smFYVdu4b/Sl6Ev3FOQS9qa7CvZzmYovd7nV4uOXExcKlhYvx8/lbQ8Klr50N422lolOPUe1pY4nm742oWOi2QjXk1cxCRMt9iVFffdiWhQFgT7iccS1WIEATOpx4lphVS4Yj7M7dX3cAnBP35ucjB4e2BK0Jy/zWMMXaBjxHCkjzXgH5zKBvL11ni3YVQcX42dRhMpa9ybqrXPfT22idHe/QSQy0N8WQTx+idbWL2G1jrHE3doGjU1wvcNot6br0NIKTcWfIyFUqqt3Ul099fZ4xZDJGIzUKQJkX19ZBWB392skk9dz27HYBfr7P6Sm5s6Sx+h6hnj8UsF4MtlBMnmdaPQ0ra1fw2Qq/ePM4ViM272OSGTI29Lvvw2LZWJt+0LpLO92BuhLZbCpCrfUemlufobe8z8nQxxrWKHutAVFF4BmtDh0FkY50+lAnvgD6O19B5uteVpyIEdDCIFrRyOuHZWirArjIxtK0fM/j6AFjcCEsJuo/dYGLE031srOghSA5cBt8tCf6c3LJfSYCi0KGqzNrHKt53T0eM5Hb6VzXcmlVrMw51Upg8AkLEXzzcxiZpuPX09e41ddz+bm5zP7ebzhSwXLprXWBvQRuYRmYcFj8hWc06LYUFHR0Ipe06aMb0lWkxqfRofnQBmmZycjRwoEYJt9KU7VRVyL5T2ve/reoNZaX7C0Hkj30ZO+jl110mJbnMsVXOpcxdIyL1HPJXQ9PUz8weDNPBQ6Rl3d3aMfrCjw8CNw4jiEQoYFzpq1xvgs4BLNRMWwYgAJjl4FZcX4lmjHSyJxjfxlUzkQ2RuN0fLRJJoWJxI5kSvoKHoGIairuw+3ew3ZbBiLpQabbWIOf5ouea29j9hAV5mkpvNOZ4BHWmto0W6Fjz7MP8BmM0zNB45VhxUypNM9FFs+TqW6ZlwAVpibSE0n/PoVEid6EVYVz12t2NeN34lhOgm9dAEtPLQqJZNZAs+dpf53Ju4TO5+pCMARpPQUV+MXaHMsIxDqRw4IF4ti5Rb/Zwr2F0JwZ/UDLHGsJJjpw2v2s8i+rGTBwVbfrezpf9M4duDGcHPVLvb0vzFMsAhabG0zXmjwVu9LZIctnYYyAfYH9xRUGi9zrKLL3c7xyEHAEKr31T1RdKldFSo7q+/hvb5XC/7WaG2hxb54XHOTUhaIZAkDeX75WFUbjzd+mZ+2/z2ZYWJbQ2Nv4H0eqn8qN3Y6epx3e1/JnbvVtoQH6p+cO72GpxFZ5LkzxgtzH4uiqrBxUxlnVEhHPMXxQJSMrtPmsrO+RBcU17Jd1L53kf76ILoKzj6F2sQqqJ5YhGwsFMWGnpfOIFDHSKtQFBNu91oikZMl9hAlLGZG7CUEDsfkK1uDmSzRbP5rLoBrsSS169ZDRztcHhCzZjPcez/Xkxne6wwQ13QcqsIdDVU0OqyoavFIyXyyjxmLSOQUodBRQMftXovHs6Hi2TcBAr88T/yTztzvhL5/+pSab6zDtmrqnaumSqY7nteSDwnZ3hvP2aEiAIcRy0b4+fUf5Ao/TMLMevcWvOYqFjtW4FCLRxOEECxyLGMRhRYY4UyQcDaI1+zHbfKw3rMVm+rgYuz0wNLiZhptLdRZG9kf3EMg3YvP7OfW6t0z+mWjS51oNpw3VspoWgjBzuq72eDZRkKP4zNXl6xGBljj3kiV2c+15BX6U92YFSvVlhrWebbkhJYmNfYH9wzk91nY6r01r7LYpJhosy/lauLiMCEoSxaRuE2egr6sEkls2GNMaUne6301T1heTV7k1Cc/YW3AC4sWw6rV5e8pO0dQFBs2W9PAkubQc+pyFbcJKifh8HH6+vag6yns9jbq6+9HHRFpvh5P8Wp7X267O5khqenFu6KYTHh3fRXv8WMQjUB1Ddy6puyvXU3NLjo7X2Qoqifw+4sXPw2nru5eVNVBMLi/yF8lDsf02S/pepZo9DSxVBoojM6pQhhi/v4HobcXUimoqSGqmnn9cleuL3Fc03mjo58nF9XhsDXidq8hEvkUI/FSx+FYgsOxZNoex3QiNR0xrJo4EjlJV9crue1ksgMps7OS4zgfkbokvr8rP0gsILa/a04IQHOdg+xwEaiAqWb+dZ6ZKje8AIxrMYLpPpwmN/uDH+YVfmgyy9XERW7135WzhLEqtnH7/B0K7mVf8D3AiPbt9N/NOs8WljtXs9y5Om/fjExzJXGBuBalK91BX6aHR+qfwaqWr6XYaChCwW3yEs2Gx2U0DeAx+/DgG9f5G2wtBUu1w3m/73VOR4/ltl/ufo5H6j+fV+Sxu/YR3ut9lauJC5gHROJoS7S11gY6klfyHk+9dag6MKqFC5ayFR1C8U64FIBLlyAeh63bxvUYZ4RkEvZ/AsEA+KqMnsOTbDsnhKCx8TG6ul4lkbiColjw+2/H6Rzd0meqxGIXBvLHDOLxi1y//gItLfktDU+FCnNHTwajbK92F/9xZDbDlum9QbtcK2lufob24GX6NSceRyPmsfIlGcyBvJ1Q6FBB5NVma8Jun3yu72joeob29p+QSnUhpaCKXQRoZHD9wawIlnkcg5OE2iHLkq5wPCf+BslKSVcyxVK3g7q6B3A4lpJO92E2+3C7V8+7CFn6aoS+H55C60+ieCz4n16JbUUVweChgn2DwQPzVgBKaQiy1Pkgwm7CfXszpuppFDySQpcADGE4F/A+vJT0lUguB1Cxmaj63PzxJC0XN7QAPB87zVs9L6EPLPPaFUdB4Uc4G6Iz2c4r3T/L2Ziscq7nzpoHRv2y60p15MTf4Lk+6H+DZvuiokUPb/W8RGJYsURfupt9wffZVX3vhB5TVs9yPHKAYKYfr8nPBs/Wcfvt7a55mJe6fpqXA1jK2qWcaFLLE39g3J5ORY/mCUCrYuXeusfGfd7P1DzIS10/yUUx66yN7PAPJeu7VA8KSp4I1AX4YsMihwcPGqKiHDe2TAY+/tBYZrNYYds2o8pyIsf/8udGzp2U0NEB7e3w1OfANLmPsqo6aGr67KSOnSzR6Fny2yVIkslraFoiLwqoFbuByLyWt7PCtbSfD6ID75GExuloDw+11GAeI/9RCAW//1b6+j5g8BEIoVJXN7HPeDGk1AmHj5NKdWEyufB6t6CqNsLhY0aXEkAIyVr5AVdYR8a2CafZzJZqN05T8SrfUo9HHfxBJQRu9/zNkdWiaXr+7hgyZXz/65E0vf9wgobf31Y0PaJUysR8IPTyJaLvXTPedgLih7qp/92tmPzTE2AQqsC+qZbEkZ7hH3OcW+aGf6rJa6X+97eSOhtE6hLrUm+lCvhGIqHF8sQfkPMOHEQg8JqqeLX7F6SH5f2cjh2nztbEWnfp/Ke+dE/R8f50T1EBWLTqOFVYdTwamtR4qesndKY6cgUplxPnebTh86hibOf5BlszX2j+JtdT14wqYNuiaTFrLqT4r0JZRABMBJfJzeeavk4g3YsiFKrMNXmi3arauLPmAd7pfTn33Lf1qqxqH/ax0DVDdZRDAL77Dlw4b5wvFoM3XgeLxaioHQ/XrkEwOLQtpREJvHYVFs+fpTdR4r04cnyxy87V2NDnTgBtThvKLEaZsrrOh93BvLFAKsvJYIxN/rH77lZV3YzJ5Bmw3THj9W6Zoo+f8Tnp6nqVaHRwOVYSiZyitfVLZLMRBpdoARShs5hjtNZtxmodfSWjyWHFZzERSmcHPh8SB2Ey3b8gpjyE07l4SvOebdJXIsjkMFFnJBWTvBDEvWL1gFAfwuVaM7MTLBN6SjPEH+S6k8i0RvTDDnyPTF+03//UCoJWlcTJfoRFwbO7Dfv6uVEEAqBYTXNqPrPBDSsAA5n+PPEH5MySU7qRDGpRbNxSdQe/6n5uxH4KPalOGEUAutTiN4NSeYQuk5tINpS3XOkuUnU8Gu2JK3SmBntiGufpSrXTnrhMvbWJvkwPVsWK31xbMnrpNLlYblpd9G/ThSpMLHGs4FL8XG7eEsnyMnzhqkKlZsCP8VriEu/3vUFci1JjqWd3zUOsdK2jztpIT6oT+7Uemg+eGPL+EwKaW8pT2ZrNwvl8ux+EgDNnxi8AtRLFGdlxFm3MEQxT6MHqY+P1drvXoYwoIlrmtpPUdI72R8lKSZvTym11vpmd7AgS2sikAYNoZvzRIbd7NW53+T5jmUxgQPzBoNDLZAJEIqcG7HzyZyyECbN57O8WkyK43XOdQ70B4jhxEKGNEyAzdHY+z6JFv4HJVN4q65lEWIp/rhWLis93E7qeIRQ6Akjc7rXU2FfBa38E4evQtAV2/CaoU7uFZvuTBH52lsz1GKZqG77Hl2NpLm8hzWCEcyR6cnq/N4RZpeqzK6ia2QWGChNgTgvAlJYkocdxqZ6ym+8WE2gSyQ7fLpwmN5rUaLS1oAo11+1iaD+da4mLxLLRkh0hmm1tBcuLAL3p7qK5cHdU38evup7LVR1bFTs3V+2a0GMaFK4j6U5d583eF3NRzMWO5dxT+9i4ooIzxV01D/FB35tcSQwUgfhum7KX43D60z283PXcgHehpCvVzotdP+GZ5m/gM/uNqOwqCRE7HD5k+No1NcPdxXstT5hyRK0aG8Fkhmxm6JyqyfDjKyeaZkQaVRW83rIXUths9TQ3P0MgsBdNS+JwLMLv31GwnxCC9VUu1lfNncpSh6piVgQZfXi0HqqsE/9+klIjEjlFNhvFaq2fdERNK+pvKdC0BB7PRuLxqzm7HyFMNDQ8UiC2ixGLXSDU9yZLi7z8UmZJpboxmeZP5Hkk1sVezM0uMh3RnIm46rNhW+NHCJHvWxnvh7+6HSKdxvbx5+DaPnj6Hyf9+dBTGj1/fRQtkgId0vEMPf/rKA3/2zZUb+miuomiuMyYau1k+xJDvwV0sK3wle0aFeYnc1YAHgl9wt7Au0gkFsXKfbVPFO36MFk8Zh9bvLdwKPRxbrm00drCSvf6AmF0q/8zfNj/Vt5YVIvwcvdzPNX4taLRtLgeLxB/AoW+dGHjcoBm+yKebv46VxMXUVFZ4lxRYKo8FvXWpgLRqaBwPHKIzDCbiUvxc5wIH2Sjt7Tv2ES5mrjIlfhFzIqZNe6NE45emhULd9U+OOZ+PalOApk+PCYfDbbxt3u6HD+fW8aCwfzOIH3pHuqsAwayQsBNNxuFFbpesgPCpFBVWL7CiAIOLm1LaVQZjxenCx5+GN56EyIRcLlg9z1FjXonTTgML74AkYFq6dZWuO+BSecYlsJub8Jun3+hAVUR3NVQxZvX+3MFEm1OG6u9E3sNpNRob//pQEcRIx+yqmrHpIyyzeZqhDCNsO+R2O0tA/6B9+LzbUXT4lgsNaMaTg8nHr/I8OXjkYys2p4oup6mr+9DkskOTCY31dU7J7Qcnk73EY2eRwhwuVaNK6o5HGFSqP3WBsJvXiHTGcdUY8NzdxtKMTF/9CcQ6cgvbDj5S+g9C7WTKx5IXwmjhYZZCkkjWpc41V9WU2uhCGq+vo7efzxpVL4K8NyzCPvG/B7FIyuhFypSSjLtUfR4FnOTc9y5f3paA12i2OasbJowc/KRtCcu8/Gw/rppPcWr3T/nyy3fLmtV7M1Vu2i0tdCb6sJpcrPMubpoVGyDZxvXEpdyLdwG6Ut3E9diRaOANsVeJAIocZZYGgaGIlGTxGP2cW/dY7zZ8xJZmcEkzNzuv5t3+l7J208g6CnS1WSynIwc4f2+1wZsVyQnwod4sumr466WHg9JLcHB4EccixzIjW1wb+O26t3jOr6Ur1/RriGDthjl5s7PGBW7Vy6D2QLbtkPLBKs/GxrhS18pX17iMLLZKIkDP0fYIzjiCoomjLzDA/thxy1lvdZ8ptlp4+nF9fSlMlhVhRqrecLVr5HIp7l2coM/SgKBvXg86yckZKTU6e19q8C7sabmrlxlsRACq3XiuU5CmHNzG4nTuQJrkVaX40VKSUfHL0gm2wFJKtVFInGFtravYTKNnUuZSFylvf253Pz6+/fS2GgUiKmqA4ulZlyviWIz4Xt4HHlwqTAIBUYWgiRDYx87QaajktpUbaf+97ciE1mERUWYhr73kueDBH5yGi2URvVZ8X9hFdbFExPT8wWpSfr++VOSJwx7KWFWqP7aWmwrSt+rpKYT+Pk5w9YGsCz1Uv3lNajOmW3UMB3MSQHYNayIYZCMTBPI9NKgltcuodW+hFb72MsYXnMVIpE/JwCTKP4UmhUzO/13837/67nH4jH52OCZXkuRxY4VfL3td0gMa8v2fv/rBYbJpVrYTRQpJR/1v23892D+kUxzOLSXO2semPL5s3qWt3t/xYX46YK/HYscYLFzBU0luq4MZ5lzNQeDH5GRGSQSgaDO2ojfUjvmsWXDZIKdtxv/pkqZbxLJZCft7c8iW9PQCqYEtOy3YUoDXZ1lvdZsousZEomrSJnFZmsZdzRsJHaTSkuJ6tnxkM1Gya+EHhqfiAAMh48RjZ7KG1MUK17vxknPbRCvdyOh0JEBcWnM02z24/NtmbIpcjrdRzJ5bdiIHOhMc2rUjiiD9PS8DcMj+jJDR8dQrrbHs4Ha2nvKJ6aW3AFv/3+HtoUKdh/UFc9TDqezXI0lDY9Yl61opbVlkQe12oYWSBpBVsUQpLY10+OTJ4RAOPJFSzaYpO8fTiCzxne3FkrR+/fHafjD7aie8i1DzxVie6/nxB+AzOr0/eBTmv7oljxRPJzI21dz4g8gfSlE4Nkz1Pzaummf73QzJwWgTbEXbY1mG8NxfzpZ49rEycgRdKnl5rbSuX7UiORaz2b8lhquJ69hVW0sd67FMo7cm6miCjVP4O3y38c7fS/nhKjL5GGTpzzLvzraiNZ2xvJqQouXOGJiHAju4UL8TMm/hzKBcQlAl8nDE41fYV/gPaJamDpLEzf775ixjh8JLU4g04dDdU4pyjtddHe/ihz2Omat0Ls8TcOnNmPpeQGgaQmuXfsxmQFbIEWx0tT01IRbqpUDozgj/ztOCBWLZWJR81Sqm5HLtLqemrCQLIbZ7KO19csEAp+gaQns9hZ8vq2IMnxmSnehGV8xjSGgS7sEhMPHsNtby1ds03YLPPbn8Ks/hGwS3A3whR+AtfCz0Z1I80p7by5F4FBfmIdba/BZ8sWXYlGp+/ZGgs+fJ309hslvw/foMlT3zNmRpC6GkZlhq1QSZFondSmMY+MM/jieITKdMVAEDObwSpBJDS2cLmmJkzwTyB/QIXUuOL0TnSHmpABc4VrL8chBgpl+BAIdndWujbN646yyVPPZxi9zKLiXpB6nybaIzd6bxzxuLAPkyaBJjYPBj7iWuIRVtbHFewuNo1xjlXs9Pouf68mrWBQry5xrRu3cMV6klBwO7Sta7FKux3wteZnRvugnssxcZanm/vqZzzu7FD/HGz3P56Kw691buc0/s51exiKTCZL3PCuQcUrDXHnb9tmaVlnp69tDJjP0Za7rabq6XmHRoq/P+FwcjiX4fNtznUGEUKmvf3DMtnIjMZZLR34+xm5PN14sFj/19feX5VzDsVqrMZm8ZLNhhs/f6SzsplQMm61hoAdzqe8GhVSqp6zV1mz9Kmz6orEcbK8qGYX/qDvIcL/jjC7Z1xPmvuZCU33VY6X6K2vLN8cJopiLi3lhmTsFguVErbIWGlSrAsVVejlXsZsKgvXCujCenzkpAM2KhScav8LJyCFi2Sg11npWOmc/3FptqeOeukdnexojumYI2hOXeaLxy9RaS0cy6q1N1FvLWy16MPQR+4N7CsZXONex0VMe0WBT7AXpAIOsd28bV/RvNklpSd7oeSFvCf545CCNtlaWOueO87zZ7Ced7iX3LSfBYquDpx83ik0WAHmPDwCZJwhnEiEENTV34PFsQNOimM3Vk1qO9nq3EImcGohqGnep2tq7UGbEv3PyCGGiuflzdHW9TCrVhao6qa3djdU6vqhTXd29tLc/l4vmFqJjNpcnzSUP1QSO0QMR0aw24l02MZugmcS6sgpTnd3og6sDAkz1DmzLfLM9tWnBdVsz8SO9ZDtjOVFX9cRylFEEr3NnE8nT+d8T3vsWT+9EZ4g5KQABLIqFzd5Ca4gbnYyeGdE1w5BGJyNHuHMUATgdnIocLRjzmqrYXftQ2a6xzXcbHZ1XctsSyVr3JlY4141aBXwtcYmO5FWsio1VrvXYplixOFlC2QDaiAR9BYXedNecEoD19ffT3v5T9AGrILPFR/WSJ2Aafd7S6X6y2RhWa3XZIlajYbH4R/Q9FlNeJp0qxpLv5IulVNVKa+uXiEROoWlJ7PZm7PbxV8dPJ1Jm0bQUquooGu02m720tHxhwudNpXrJZPoHIpMKQghisUv09w92WJHYbI14PLMTNKi2mulMpIe9y6DGNjcFuWJRqfvNTUYldE8Cc50Dz91tiBKRwfmOYlWp/84m4sd60eNZrIs9WFqKWMJldCLvXiXVESVzJZIXARRWFdvauZfGMxnmpABMagl60p2YhYU6a2PZ8rQ0qdGZvEZWZqmzNmKfxZzCyVLchhb0WWhTlDNMHka5vQUbbM082fRVTkWOoaOz1LGSZvuiUY85GvqEjwLv5KqSj4cP8mTTV2fl9XaqhdEzHb2kUfhsYbXWsWjRN0gkriGEit3eNm1RJCklPT1vEQ4fAYa86aa7B7Hfv5N4/MrAsqNx3bq6qRcqzTaKYilL0ceYaJrRh/rcWaNKfuMmWLO26FJoKHR0oFBDQ1WdNDY+hs02dWuTQOAT+vrez237fNupqbkDq7UOu72JZLITk8mJ07kCUaJAb7rZWe/jlWt9RLPGd7LPYuLm2mmIRpYJxWHG9+j4lt4XAsKs4txauoJd6pLe750w8vyKZBjIlEbiWC+uW8vsvzoLzDkB2JXq4Fedz5KWRiSi0drKQ/VPTbklWUpP8WLnj+kdsD+xKFYeqX9m1GXT6SSrG+2VzBN8XBZhod7aRHfqel7XjKXOme/Judazmb2B9/LG1ozSHWWyVFvq2Fl997j2zehpPg68CwxVJce0CMfDB7mpqgzVtxPEaXKz3beT/cE9uaXsOmsjK13rZ3wuY6GqDlyu6Y9KRqNncuIPjEhRZ+eLLF78bVR1+ioPTSYnbW1fIx6/hK5ncThax2U5MhvoepZw+BjZbBirtRaXa83s54zu2wtHh1433n/PEIIjvCwTiXZ6et7IbWtanI6On7N48TfHZUBdilSqN0/8AQSD+3E6l2K3txi+h1edBJ47Syj8EeYGJ/4vrMJcP/4odrYvQaYzjlplxdI0udQHt9nEZxfV0ZtKIxDU2Myos/3aVRg3mY4oqbPB0jsIclXT8505JQCllLze/TwZOWRa3Jm6xuHQPrZXTdwgdTgf9b2VE39gCIU3e17kCy3fnNJ5J4oms7zX+xpnYicAWGRfzt21D2MexxejJjXe7HmRrlRHbsyuOLi56g4WOWb+F9wmz80IlIElacE692bWujfP+DyGk9KTBfmCAkFci87SjIxlbEO0d+JQnaxwrUGdpejEXKBY5aqUWTKZIKo6eW+58aAolhkRuVNByizt7T8llbrO4PMUj1+lru6+2RWBpz4tMnaqiAC8Sn7WvETXk6TTvdhsk4+alMr3S6f7sNtbyHTH6f3HE0aFpzQqPnv+9hgNf7i9uLnzCKJ7rxP8xbnctJ23NeF7dOmknnOTImiwLzwblRsBvUTrPMB4WysC26rKEnDZycoMMS2SNyaR9GV6pnTeYKY/J7iGnzeUDSClnNEv1U8CH3AmdjK3fSVxng/63hxXF4xDoY+5OMwSRSBwmTysdm+YlrmOhRCCTd6b2FTGjiJTxaG6sCsOknoiJwR19KFuH7NEi30xLfbFszqHuYIRdSv8BW0q0VZxrhCNnqG39310PYXD0UZt7d1T7oZR/DpnB8QfDD5PkcgJfL6t4y6SmDGKfHUqipVia2eKMjUTf7PZN+p48kwgJ/7AmIIeyZC+Fh2zqCEbSOaJP4DYhx3YV1UtmJv9IFosQ+Tdq2iBFOYGJ+47WhZszt9ksDS7EHYVmRghBBWB6rVQ9eQKzHXjSyeSmkQLJBFWdUbtfcbLnBKAJmFGFWqBabF7iqbFR0KfFK0idaquGf9FbXQTGd5HVHJ1RIeRUnQm2/O2JZKedCdnoydZ4Zo9K4G5hCIUHqh/kpe7niM50Bt5tWsjq10zkCNVYVx4POuJRE6QSnUxGCny+3dimsaCk6kSj1+hs/PF3HY0ehZNi9PU9HTZv0Oy2RjFTKK1MnlrTpq164w+2cNZXfi943avIRg8QDY7+GNeDrRqm1pnIKu1Dp/vJoLBT4Zdaz32gRahwqQUzdkaj7jJ9iSKHps8E1hQAlBPZen5y8Nk+5MAJI73kroQouY31iOUyjI1QPpKhJyJI4BJ4H9m1YR9ETO9CXr//jjawHPt2FZP1VMr5tTzPKcE4PnYqQLxp2Jii3dqbagGhcBI7qi+b0rnnQyWIv5741n+BXCozqKWKG/1voQudVa5515e2WxQZ23kSy3fJpjpx6baJtyX+EZESkksdp5MJoTF4sfhWDxtP44UxURz8+eJRk+Tzcaw2RpwOMrX53s6iEbPMHJZM5G4hqYlJt1NpBRGsUQxk+iJt3MrKzfdbOT8DRaBbNgIKwuX01XVRmvrlwdEYBSrtR6vd1NZ3k81NbtwOpeSTvdhNnux29ty57VvqCH85mX0WCZnaWJpdWNpHjvPUy1hApz4tH9BFUgkjvWR7UvmjaXOB0lfi2Btm7uFKjOFFk7T908n882xNYmpeuKR/r7vn0QLDj3X8QNdRsR119yo0oc5JgAvxs8y8pevRhazmFrotMnWyqX42byxKnM1bbOQN7fVeysvdz+Xq6CVSLb7hvIbU1qSd/te4UriImZhZpvvNtZ7thrH+m7lcvwc6WE5koMcCe+rCMBhmBUztVPoVXojIaWkq+tXRKOnGfz8eTybqasbX5/lyaAoplmz6ZgMpcTLdIhku72Zmpo76e19d+AaJhoaHp79CKmiwPabjH9joKp2qqunp+iqlNWN6jRT953NhF+7TDaQxNLsxnNvG0Id/TXKBpNE97SDKvIjP4BMZkscNT/RU9liwWVkcm76FM406Y5ovvgDkJC+HMbSPP4UFT2tke0sjNinL4WgIgCLowq14L0pEFO2gVnv3kow3cfJqFHB5jP7ebDuqSmdc7K0OZbyaMMXOB05hkSy3LmGNseQ/cVbvS9xNXERiUSTWfb0v4lddbDMuRqf2c/nmr/Osx3/SHrAr22QrFxYX1QVZo54/PKA+IPBT184fBiPZ+2stEmbi7jd6wmFjjJ09xQ4ncunJQcQwOfbhtu9dqClm2cgr67CWJh8NvzPjN8RQQun6P6zQ+jJbGFaqgKmhrmbljAZbMt8hIbfZIXha2eegLhZyCiO4pKo1HgphEkBkwLDq4UVRu04MhvMKQG4zr2Fc7FPGf4TZb1n65QFoBCCXTX3cVPVLrIyg1N1z2o1XZOttWgHC01mB3IEhyO4EDvDMqdRaec2eVnr3szh0N68vQb/XqHCRBn0xSs+XhGAADZbPc3NT9Pf/9FAX9xFVFffNq3XVFX7tAnMCgaxfZ3oiWzR/D/FZcH/5IqZn1QZyXTHybRHUVxmrMt8hjXOF1cTePYsMqWhuCxUf2UNqnNuCZPZwtLixrbGT/LTfqNnsJSYG53Y100s/UIoAt/DSwj+8rxxHiTCasJ959zqXDWnBGC9rYlHG77AkdA+0nqaNsfSsrUUAwa6QczdL1SBUpDjJyg0V97u20lWz3AqanTiWOXakLeMXCGfhBbn7d6X6UhewapYubnqDlbNQR++2aJUbpnFUti79EbGbm+hufnpon9LpXro7/8YTYtht7fg998ya0bEFcaPntQMI+sR/WF9Ty7HsbEWxTZ/X8PYgS4Cz57JiVvbaj/VX12LY0Mt9nU1yLSGsKozFgyRGY3A8xdIHOtBmBTcd7Tg2tU8+/6WwxCKoPora4l93EGmy/CDdO1snlSVtOvWJkx+G8kzAYRVxXlzAybf1Crhy42QcmRn5AqTpTfVxdXEJUyKiWXO1TjUwuWDcCbI1cRFFKGy2LG8oDvFnr43OR45OLBlZAo+1vDFUduezSXSeoq9/e/SmWrHaXJzs28XNbOYixfNRHi+64dERjSdf7Duc7Q5lszavOYa/f0f09//YW67puYufL4tszij+UM6HeDq1X9CSo3B95jTuZzGxsdmd2IVxiR5up/e7w6zCBOgeq00/OvtCHX+WqPo8Qwd/3mvYYszjKonV+C8eXai+v3PniF+oCsv2up7cjmum2fXoutGZv7+vJljXIqf47XuXwDG+/tg8COebPwq7mG9RjuT7bzU9ZNcvt6+wPs80fglvMPsEW7134VDdXElcR6zYmGz5+Z5I/6klLzc9TO6Uu1IJIFMH9eTV/lc09fzHuNM0Zfu4Zcd/0yG/KIZgcKl+JmKAByG338LLtfKgSrgqpKeaxUKiURO5Ik/gFjsHNlspGinEU1Lkcn0oaqOyvM8y9hW+fE9upTgry7mqj2rv7Z2Xos/gGwwVSD+UASZ3uKOGOMlfT1G6OWLaKEUllY3voeWoDjGt3ycONJTsNSeONJTEYCzSEUAlon3+17LW7pN6Un2B/dwV+1DubH3+l7Ls7lJ6Qn2Bt7jvrrHc2OKUNji28EW346ZmXgZCWb66Uxdy20bhSwa52On2Oq7dcbn82H/mwXib3BmN3InjlJYLH4sloXjeTZTGOKvsLRSFunPnUhcpaPjl8iBSn6PZyO1tXfPqWWwGw3XzmactzQhMzO7JDqdmHxWI/dsuAjUJeaayadAZQNJev7qCDKtgYRsd5xMZ4y6f7l5fN52xfaZ50J7vlN59suAlJK4FssfQxIdkVwfzYbyRKJEEs4Gc+foS/dwNXGRWHb22pZNBb1IdwcAXc5O38RwJlR0XKDMWveUCgsPp3MZ+SWkAoulBtMIA3tdz3L9+vM58QcQDh8lEinSYq0MZDIhurtfp6PjF/T37ysqSCsYCFWg2EwLQvwBKA4zVU+uyOvUYltVhWPb5NNxEkd7c+IPMNrtXYuS6YyNetwgrp2FbQAdW+sIvnCe7r8+Qv9Pz5ANpYocWWG6qIRByoAQgmpzLf2Z3pzAEwhqR7Qf81tq6U5dz9un2lyHlJL3+l7LFXUoqNxT+whLnOPvWapJjYuxM8S1GLXWBhptLWV6dOOnylxNlbmaYKZ/4DEKQLDEOTuVdDXWOmLxSJ7otikOHqx/kmpL3ZjH96Q6uRQ/hypUVjjX5i3nV6gwiN3eQn39Q/T2vjtQIdxMff0DiBHuBdlsGF0feYNTSKU6gfJ28slmI1y9+oOB60ni8Quk0z00NDxc1utUmLs4t9djaXWRbo+iuixYl/um1IVCjlxSHhzXdBKf9pHtT2Kud2BbXjzdx3PPIhSbifjRHoRZxXVbI5F3r5Fpj+a89pJnAzT83tZxLytXmBqVIpAyEUj38VLXT4hpRvSu0drKg/VPYVaG3sjBTD8vdP6Y+MA+VeYaHm34PO2Jy7zZ+2Le+VSh8tWWf4lVza8aSutp+tPdmBULfnMtQgg0qfFS50+4nrrG4FLUjqo72Oyd+WXkWDbCO70v053qxK462Fl9N6322cm1i2UjPN/5o1yU1W3y8mjDF8bVWnB4TicYbQqfaPwSfssc68VaYd6gaUkuXvyfjHQ6ra7eSVXVzWW9llHU8xEjl6UbGz+LxVKN2Vzp+lBhYmS643T96cGhfsuK0UHF0uQicbQ3lwXh2tWM7+GlY52O1KUQPX91tGB8NgtVbjQqArCMZPQMfeluzIo5J85GktbTdKc6UIRKvbURVZjYG3iPo6FPCpZQn2z8KrXWoQ9Cb6qLl7p+mmtt12Zfyn11j3MmeoL3+l4ruNZXWn4Lp+nGNvjM6hm6UtcBSZ21KU+Qj8Y/X/1fRLShJWSBYJF9GffXf7b0QboGVz6CZAiatoKnktxcIZ9A4BP6+t7HyL7RMZv9tLZ+CWWc7SDHS2/v+wSDByh0NzZwu9dTV3fvxJY8pYQD34WTvwSTHXZ8G5bdVZ4JV5gXJM8HCT5/Hi2cxtLiwrGljsBPzhTsV/e7W7A0jX7vSZ4N0Pt3x/MHBfgeXYbrtsLl4grlp7IEXEbMinnMil2LYqHFvjhvzK16iubPOUdUEL7W80tS+lBvwSuJixwJfUJWZlFQCs4R0yI3vAA0KWaa7RPvMxvXC3M6B6O7Rckk4Qefg0vvD1zYDl/8YeUGuVDQMqBOfVmqquomrNY6kskOVNWO27227OIPwOFYTDD4Scm/RyLHsdmMHr3j5v3/Dm/9Z+O/hQJnXoGv/gyWTV/LwApzC9syHw2/vy23Hf2oo+h+WiAJYwhAS6sbxWlGj2fIZQwpAusKX/kmXGFUKkUgc4BV7vXUW41fPIM9gndU3ZnzEdSlTkpLEhlRRAKS3nQX1ZbaAvGnoOIx+WZi+guSOktj7rUA43UZVdx//Bdwec/QdjYJz37DiApWmL+cewP++0r44xr4001w7cCUT+lwLMLvvxWvd/O0iD/jGq3U1d2HEGbUWLFiKEEy2Tmxk+75s6H/Hizs+vivJj3HCvMfc4lWeaY6R9Hx4Sg2E7Xf2oCp3pHzX6z5+jrMtWMfW6E8VCKAcwBVmHi04QtciJ0mrsWoszbSaGsho2d4r+9VzsdOIYyuyMhhQk8gcKpuljpWsdp1eVgRicLu2ocHOp9UmAx31T7ES50/JZTtB6DR1spNvlGa2/ecJq/kDgmJAMR6wT17RtgVxkHwCrz5x9B/ARo3wu7/Jzj80HcefvhFI/oHELwK3/8s/M4hcM79Likez3rc1sXof7WTiw9+BZT8jkKqOsEbrTaygEVCdhK+coHLRqqE1Q3L7wFTpc/xfMW6xIt7dyuRt64aAwJ8jywdt4gzNzhp+L1tSCknXIGd7oiS/LQfYVJwbK5F9VbeRxOlIgDnCAoKdtVBSk+iySxSSj7sf4vzsVPIgf8NMtguzqG62OLdgRCCO6rvY71nC7FsDL+lBlcRA9qJEM4E6Uy1Y1EstNqX3HC+eW6Th6ebv04w048qVLymqtG/oKoWF46ZneCY+0JhThG4DIGL4F8Kvokv3U+YeD/87b0Q6wGpQcchuPoJfOstuPjugPgb+OxJzcjvbN8PK++f/rmVAXHtE9TAJWoOvE7vTQ8MRKQFKio+37Yxj89j9SNw4hfG85Abe3Ri5zj3BvzoS5AdEJMNG+HrL4GtUpQyX/HetxjHplqjCrjWgWnAa1BmdMLvXCV9LYLJa8W9u83wJyzCRMVf4mQffd8/aWxICL9zlbrvbJ6Sz+GNyI11V5+jSCl5v+91Po0eyY2tc2/hcvzciCVf8Jh8rHZtxKyYWe5ck4vyCSGottRRXYYVpSvxi7za/XN0jC/6anMdjzV+EcsYy1XdqevsD+4hocVosrWx3Xf7uIsu5iKqUKkeb9Xvbb8Dp34FXceMbUWFJ/4S1MpHbNx8+H/Ba38ESKM/6wP/1Sg0mE5OvQTRYUuhUjNew2v7DAE/snUBgHkeLVEN3Fh9p/diCfWQqF+MkkniWf40qmmCj+PRPzUKQU69CKoFbv1tuPlb4z9eSnjuW5AdZs7edQI++BO45z9ObC4lLzFgsbVA/Pxmgkxvgv4fnSLTEUN1m/F9dgX21fmG8FKXpC4E0aMZzC3uAqFlrndirh9aDpZS0vu9E6TOBgFICUO01f/eVlTX1G9SwV+ey6tvkqks4dcuUf2lNVM+941E5e40B7ieupYn/gBORA4V7SVsUx1l6xISzUY4Ft5PUkvQaGtllWs9AG/1vpgTfwD9mR4Oh/Zyc9WukucKpPt4vvOH6FJHYphaBzP9PFD35I3xZWx1wzffgDMvQyIIi26D2lWzPav5w/Uj8Np/GNqWEl7+t7B4F9SX1yMvDy1FsS4eZFOw+iEjshu8aghDoULTZmi7ZfrmM404Oi/g6LxgCNsH/2HiJ7C64envGq8N5MTluEmFIdE/YlBC37mJz2UEup6mu/s1otFzCKHg823F79857d89UkqSn/aTvhZB9VhwbqtHmNWxDwRkVif2SSfZngSmWjvOmxtmvAWdzGj0/u0xtHAKdNBCafq+d4K63x6q4pWapO97J0ieDhgHKeB/ZhWOzaW9VNPXIjnxZ5wE9GiGyDtX8dy7GMU6vueoFFo0kz+gg1YxkZ4wFQE4B4hki3esaLMv5VTUiCgNLvtuKZO3XzQb4bmOfySlJ5HAmdgJetNd3OS7Pa/SeJBQJjDq+c5Ej+fEHxhVs1cSF4hr0YJq5rlCNBvmePgQKT1Js62NZc7VU7thmG2wbhSbmAql6TxeZFAaEaLpFIDL7jZy0LS0UdggVGPZvmX7gKh/E975PyBwyZjHHf+mLNXAM8YHf0KBwLX7ppaXOtnPiNVjPLeJwFARCUDN+A3vS9Hd/TrR6FlAIqVOILAPVXXg822d8rlHI/zqZSLvXM21XYvt66TutzaNKQKlLun9hxOkzgVzxyY+7aPm6+unZNY8UdLXY2jBEcJJQvJ0ICcAY590Dok/AB36nz2DbbUfxVZcQsT2dxcdj37QQWx/FzVfX4d18eSN9S1NLtLtkaEooABLWyWNYKJUBOAcoMpcPE9snXsLrfYlnI19ioJgtWsjTZOwNCnGicihAfEn88bWuDZhU+w5r8FBfObRe8QaVciFkZTZagM3FpFsmOc6/pG0bkSATkWPEsz0s71qZ8G+utSJa1Esim3MZfAKk8RbonONd3RbpSnjXwJfeQ6e/x0It0PtavjsX4Nt4ObkrIGH//uET5tIdBAM7kfXUzgcS/H5ts5OJDzWS0F0Mz1LrSaFgKf+Dn74BaNKHqBhE9z++1M+dSx2npGPMxo9O60CMBtMGeIPcj13Mx0xYvu7cN06uo9d6mzAEH/Djk2dCZI6H8S2ongnjelAmIpHHAfHM91xkp/2FX61ZyVaKFVSAMp0afcDmdLo+95JGv/9jpLXHwv/F1bR87fH0AKGeLUs8eK5d9GkzlWKxPFeQq9dRoukjVaBDhO2VX689y1GmBeGgUpFAM4B6qyNbPftZH9wyEbkJt8uaqz11FjrWepcxcnIEV7veZ6MTFNrqefe2sen1JosracK8gsBDgT3cHftI7zS/XM0mQWgxlLPZu/onQqWOFZyNLw/ty0wchJd4+i6MRscDx8Y9hwYz8PB0Eds8t6cl7fYn+7h5a6fEdWMvs711mZ21zyEx+ybhVkvYJbcAes/B8efNaJwUoNNX4S2W6f/2otvh989VLbTJZPXaW//8cCWJJG4iqZFqam5s2zXGDdLPwPdJ4cibkKFxXfM/DwGWXYX/M4BuLrXiAguuRNMU/9RJYQJOfB9NYgyzfnHeiRdOKgItGLjI9BimaLj+rDxyVTGThRzgxPLEi/pS6Fcdw/FZsKxqZboRx0Enz9fNA0WVYxadWtpcpE4VDwKiAQ9niUbTE26aMNUbafhD7aT6YwhzAqmWse4IqeJE70EX7qIHstgXeKh6qmVqO7C91/yfJC+7w/16JYYS9jRnna0UJrqL62e1LznGhUBOEfY5ruNJY6VhDIBfOYqqiw1ub9dTVzk/WGdPnrT3fyq+1mebvoGipjcL5FmWxsnI4cLxqNalBb7Yr7Q/Bt0pjqwCAvN9kWoYvQljQZbM/fWPs7HgXdIagkarM18pvbBOZv/l9STjPxZK5FkZBozxo1Dlzovdz1HVIvk9ulKtfPTju/yuaav4zXP3C/1BY8Q8OTfwNrHDPuVmhVG1ekcff+MRig0mM879N4KBg9SXb2roD/wtLP7j4yq6lMvGdst2+GxPxv9mOnG25IX8U0mu3LG2E7nchRl4relqqqbBjqswODnesJVzhPEVGNHmBVkZtgqhy6xtIyd8mJpcRdG1RQwN7vI9MTp/+EpMtdjKC4LVU8sx75uetwEhCKo+fo6wq9fNvIYvVa89y1CZvXS4k9A1VMrSkb/AFy3NpI805+fBzjiHKpzagJdmJRxPdeDpC6HDVE38JiSZwL0/sMJ6r6zuUA8Jg73DDbryUdC4mgP+pPLR33884X5/wgWEH5LDf5hwm+QK/ELeZ0+JJJgpp9oNjzpSNRS5yrsfQ4SejxvvGag6tVl8rB8gtG7pc6VLHVOPZ9nJmi2tXImOpR3JhC4TV7sylBlZCwbyRN/g2RlliOhT7ij5r4ZmesNg6LA2sdnexZTxohEjbxzGrlpMy4AzXb4wj9DtAf0LLgb5pSoDoeP09099OPWYqmjpeXzE47e+XzbUVU70egZhDDh9W7G4ZheGyHFbqL6K2vo+/6nORHo/kwLtjWjp8sAmOsc+J9ZRf+zZ0CTYBL4P7cSk89K538/gBZJGZGySJq+7580ijKap6erk2JV8T2S37s3eTZQ+BYWYN9Qg+eeRZjHMHoWJoWab6wnfSlMNpgk/PplI9dQGPmOnvsXo9hnVn4kjvca1x8sYtIh0x5FC6Yw+W0jHsAYJ9MXRgfdigCcRaSUnI4e52zsJALBWvcmljoLK0dNirnocu1ULVYebnia56//mLQ08nGqzNXcXDWLy0MzyArnOgKZfg6H9gLgNnl5sP6pvIilRSm9xDEyR7JChUGczmVEo8P7owrs9tZJRbbKhmucdkYziK5n6O5+I28sne4hFDpEVdXoKScjEULg8azH41lfzimOiW2Vn8Z/v4NsbwLFbcbks4190ACOLXXY1vrRQmlUrwXFaiJ9NVK0mjV5pn/aBGAxTFVFHocEx8baMcXfIEIRWJd6seLFvraa2P4u9HgG62IvtpUzv3piRPmKCLciS8eOrXXEPinSKUeAdbkPxTGPCsFGoSIAZ5ETkUPs6X8zt92evMzd8hGWu/K9jNa4NnIifIiszOSE4ErnOuxFbGImQrWlji+2fJPOVDuqUGm0tmKazZvUDCKEYEfVHWzx3kJGT+FQXQXL1VbVxmbPzRwO7ys4vtFWomihwpxC1zNks2FU1YWqzkynALd7DdlsnEDgY3Q9g8OxiPr6B2bk2vMJTYtRuMYmyGTCszGdSaPYTVhaJ+d0oFhNKHVD37mligsmWywxWUw1djz3Lyb86qXcmH1DDba1k1uKVmwm3LdPc0HXGDi21RPZ025EAAd6D9tWVqF6C3MArYu91Hx9HaGByKXM6KAKbCuqqHpi+cxPfpoQctA5s8KM84Orf50rLhik1tLAk01fLdg3mOnnUGgvSS1Oo62FjZ6bJp3/V2H8SCk5Gt7PgeCHZKSR3L3atZFd1fdWnv85Tix2ns7OlwaWZAW1tXfj9W6c0TnMRCL/fEXKLBcu/BVS5hdN1NTsxufbPDuTmmWkLun9u2OkLuQXZdT/3jZUz8w7EKSvRkhfj2Ly2bCu8M3793L6aoTQ65fRI2ksS71471+MYpmaJ+F8piIAZ5HvXfmLghw8v7mGp5u/MUszqlAKXepEs2HMigX7RHuoVphxstkIly//PVLm21G0tHwJm61hlmZVYSSx2EU6O1/IVfA6nctoaHh05nMl5xB6WiP85hUyV42iDM+9iwpz1CpUKAM3xnrfHGWZczXHI4cYnpewzLkwysvLSWeynWPhA2RlhsWOFax2bZjxX6KKUCrWL3ORVAT2/pXRraNhA2z/dVBUUqmeAvEHhkVLRQDOHZzOJSxa9OukUt2oqh2rtWHeR5mmimJR8T24ZLanMatITRI7MNAlpcaOc3v9jHdJuRGoCMBZ5Bb/nehS50zsBALBOs8WNpep08dC4XryGi90/ggY6i6S0GJs9c2AP1yFuU06Dn93H/ScAqGArsGl9+Hpf0RVi/uLqZXo7ZzDZHJhMs1cgUOFuY3UJX3/dJLkqX5QBWiSxIneGe+SciNQEYCziCpM7Kq5l1019872VOYsxwbMpYdXQR8K7WWL95YbPlJww3PiZ4bJMQwZHZ/8JXQew9qwAadzBbHYWQxDL4nV2oDLtXASuCvc2GQ6Y8QPdyOzOtlQmsyVCMKm4rm7DcfGuVf1PV5SF4KG+APDIoeBLinngrNSPbyQqQjACnOajJ4psMDRRjj+zyahTICDoY9JZGPU25rY7N1R0jRblzq61DBNc4eCOU02bXhxlaOfbiJgRP5GthtM9COEoKHhYcLh46TTfZjNHjyejYgxDM0rLAy0cJrwm5fJBlNYmly472pdUMn+qUshev7mmFHROvztH4L+fz6FYjPNW7GkR4t3SUlfi8zbxzRXqQjACnOaxY7lXEteym0LBK32pXMi+hfNhvnZ9X8io6eRSK4mL9KX7ube2sfz5ielZF/wfY6EPkGi02ht4d66x6Zs4zOvSMfhl9+Bkz8HBGz+Cjz8/5taG7C2W4dMXcE4r9kB9RuMLaHMeNXvDYuUsOdP4aM/h2zKMPR+8L+BZeaX3PV4hu6/OGS0ZNMhdSZA6nKY2m9umHdLiHpaI/j8eRLHexEmBfcdLbh2NRN6+aJhRlyiU0fsYNe8EUupiyHih422cY6t9ZhL+B0mjvXg2T295t43GhUBeAPRnrjM4dA+MjLNYsfyOWUl05G4wsnoEXSpscy5OlcMs9a9mbgW40j4E3Sp0Wpfwu6ah2Z5tgano8dz4m+Qi/GzRLPhvD7NJyOHc4bTAJ2pdt7seZFHGj4/o/OdVV79f8DJXwwINgmH/gkcfrj3P03+nC3b4dH/AS/9IegZsHnhme+Bc3raZlUYQkqNVKoH0LFY6lAO/hO88R+Hdjj8z0Zk9on/OeNzix/rRQsNs5aRkL4QItMenbRf32wR/OU54ge7QYJEI/SriwirSrY3UVz8zTMSJ/vo+6eTA91pJLF9ndR8Yz2Ky1wQCdTCxXssa+EU4TeukA0kMTe68NzdhmJdONHe6aQiAOcRaT3N4dDegX7BfjZ7b8asjC+C0pG8yktdPx34zpB0pTqIazFu8++ezimPi6uJi/yq61kEAonkYvwsSS3BOs8WhBDcVHU72307kcg5I1jBaAlX2NATMjL/i+tK4mLetkTSnryCJrUxeywvGE6/PGKpVsLpX01NAAJs+zpseAZiPeBunFpEscK40LQE7e3Pkk73AGA2+2g6+yvyFvWlDsd/NisCUKa1Yh9L9HRhVfhcJ36kt+BxhN+6gh4bJQ1GgnNb/fROrEyEXrtkPL5hkfzQa5ewLPKQPNk39NgVMBXpQGJEew8PRXvPBUlfDlH7LzYh1PkV7Z0N5s7dtMKoaDLL850/5HBoLxfjZzgU+pgXOn+MVsTqohifRgob1J8IH0IfmT81CxwOGZ02hkfSDoY+zttHCDGnxB9Am30pclgCzmA/Ya85f+nFolgQI5pLqsKEshA+fr3nYO//ggP/CPH+0vtZRi53C7CWKRpjcUDVoor4myF6e98hne7NbWcyIbpXrKGggWo58jwngW1FVf5UBChO84y2UisXxUSMHioSCTMrKD4r5iYn1V9ZYzwH8wAZLxSyejyL79FlqN6hzj2Kw0zVkysK9k0c7zOivYNfwxLSlyOkrxX2cJ8utGia0MsX6f/JaaIfdSDnUZ/gSgRwnnA1YeSXDacn3Ul74gptjrE9o7IyW1BMoaMX7TE80yS0eMFYVjeiaFJKsjIz7kjnTNJoa+GumofY0/8maT2F31LLvbWPFUT1Nnq2cyF2BoY931u9t86JPMYpcf5t+OdnQMsAEt75L/DNN8FbpOXTnf8Wfv5to2gDjF/8u/5wRqdboTwkk53kh6UkKW8Nuf5ag3/b8VszPjcAc4OT6i+vJfDcGfR4FpPfhv/La1Bs8+9257qticjbV0ffSRht2qqfKewjP9exrqgifrBr6O0kDAFv8lmp//2tpM6HQEqsS7xF++/qJaK9coaivVosQ/efD+SbAvGD3aSvRvDPk9di/n0iblDSemGDcIC0LD4+kmWOVVyKn81tCwSLHMtmfQmyP91DMFMYOWpzLONc7BTv9b5KRqZxmzzcW/s4tdbymfhKKTkW3s+52KcoQmW9ZxvLJ2jEvdK1jpWudehSLxmhrLU28ETjlzkeOUhWz7DIsZQVznXleAizy/O/DXqW3LdvtBve/v/AE39ZuO+mLxgRv6M/AUWFLV+BZbOfflBh4phMHjKZIMPv2iarH774I/j4LyGTgLVPwC3/ctbmaF9XjX3drcisPuN9dMuJ595FKHYTiWO9YFZw7Wwi8sYVMl2xvKiXfY1/Vuc5UfRUlmxPAtcdzWiRNKkzAQBsq/14HzYCGorVhH2M3sO2lVWEXhY5uxjEQG/mlpnJ9Ywf6DJyE4cJ0PjBbjz3zI/uLRUBOE9osLagoKIz9MtGFSbqrU3jOn65aw0JPc7B4MdkZYY2+1LurLl/uqY7bgYrY0eyxrmRF7t/nIuYRbMRftX1LF9s+RYWxVqw/2Q4GPqI/cE9ue2ung4Ek+vGMtbydK21nrusD074vDOOlEYC/9WPwVEDt/wWuOqK7xfuyM/rkxoELpU+9+qHjX8V5jU1NXdw7dqPkQO5rkIo1NbuBnszrJpb7/H5LP4AhCJw39GC+46W3Jil2U3f90+SuRYFk8B77yIcG+aP71/qQpDe751EJo17mfO2JqqeWYmiiKJRvtEw1zmo/upAtDeSwVRtx/+l1Sj2mZE2eiJrFLCM6KirJ+aOVdloVATgPMFj9nF/3RO82fsiaT2FVbFxT+2juE2ecZ9jg2cbGzzbJnztnlQnp6LH0KXOMucqWuyLJ3yOUqRKRDY70+152xJJUk/Qm+6mydZalmsfDx8sGA7FZUYAAB9QSURBVDsRPnRjt+N75d8ZrdUU05AY/M0PwDXiBhMKQe09EDgOmQ5jTKjQULFdmXYiXUbFbc8pqF0N9/wncM9c0r/VWktb29eIxc4ipcTpXIbFMj9yzhYCJp+V+t/egsxooCrzytpGT2uG+EsNBTJiH3ZgbXPj2Fzkh+Y4sK/2Y/8PtyA1OeOFH9ZlvvwlemHkK5pqi3cimmtUBOA8os2xlK+3/g4pPYlVsc1IDtnwVmwAp6JHubvmEZa71pTl/C32RVxOnMttCwS11kZsiq1ofqJFlC8XUC8SeSw2dsMQ7THEHwws7WJU1x74Ltz5b4b2O3YUPtwD6m6o2Q3RtyDyGjRugrv+/czP+0YiFYW/v8/ofSw1uH4UrnwEv7kHrDNX5GA2e/D5Jv5jskL5EOb55yCgBZK5yF8OVZC+Fp20ABxkNqp+bct9+B5fRvDFC6BJFLeFml9bN29MxysCcJ4hhMBWos/pdLA/uCdnHTPIvuD7ZROA69xbCGWCHI8cAKDaUsd9tY9hEmYOhT4mpkVzQrDFtoRqy9S+JIaz3LmGk5EjDH9sy53leVzzkmSwcEwokBg2HgwY4m84rt2w+1uw8a5Zq/y8Ybjwdv4y++Cy+4W3Yc2jszWrCgsYqUuiH3aQOh9EsZtw39mCuX5yJvaKq8gPeF2iui3oaY3E0V70RAbrYu+88Wx03dqE86YG9EQWxWmeVxHZigCsMCopLcHIEquUnizb+YUQ7Kzezc1Vu8jKDDbFnotsfrbpqxwKfkxUi1BjqWOz9+ZJRz2llAXH3ua/C4HgXOwUqlDY4NnGOveWKT+meYtvEbgajKjfoL2QnoHFO4f2CQSKH2tpqoi/mUArboZbcrxChSkSfP48sY+vGxsCEsd6qfvdLZhrHaSvRYh+fB2yOvb1NdjX14x6LtVpxnPvIsKvXwbFyJ0z1dqxb6ml+y8Ok+2K56p6q55cgfPm8hX9TSfCpKC6555TxVhUBGCFUWmxL6Yv08ugCBQImm2Lyn4ds2LGnG8li0N1srP67imdN5Du482eF+nLdGNXndxRfS+LHYaflCpM3F59D7dX3zOlaywYTBb4yrPwz5+HcLsR/dv9R/mFG+4SOaelxiuUl8W7jI4nqagh0oVqLP0u3jXbM6uwANGT2SHxB0ZHEk0S29uJfUMNPX99dGAQ4od78D2+DNetoxcmeu5uw9ziIn05jOo049jeQHRPO9nueO4aAIFfnsO+uXbeLKfORyoCsMKo3FR1O9FsmPPx04DhfXdn9exXD4+HjJ7hpa6fENdiACS0GK91/5Knmr5W1qXkBUXDBvi9YxDpBLuv0MC5pgY2bYYjh4fGVqyE1vIU5lQYA1cdfO2XRl/lvgtQvRQe/4vildoVbki0aJrUuWDOU2+ilbXDkZniOdEyrRF596pRKDZsgSj02uUxBSCAfZUf+6oh6xotmCqsptUkejSD4q8IwOmiIgArjIoqTNxT9xi7tCQSOWPFJ+WgP91DTIsWjF+JX6gIwNFQ1OJmzoPcciu0tUF/P3g80No20MuzwozQtAV+68PpObeUsOd/wAd/AtkUrHoIHvuz8nVtqTCtZLpi9Pz1UfSBDhuK20zdb27CVD123njyXIDgCxfQI2ksbW6qnlyJ4jZjanCS7R7mO6hLbKv8RD5oL5sBs7nRCcM7aAgQNhOqZ/4tq84n5rdJUoUZw6rasKn2sok/KSVJLYEmp88vyaQU/r6RgElZwLlqmSS89kfwP3fCPz4Glz+anus0NcP6DdC2aOGIv2i3EVn7m7uN/492j31MOdB1CF2DWN/MXG80Dn4P3vjfIRmCbBJO/hJ++duzPasK4yTw83PoyaHvVD2WIfjChTGPy3TG6P37E2S74+jxLMkzAXr+/hjoUPP1dViajR8AwqzgfWQp9nXV2FaNsP5RjKrYyeDc0Yh9w5DpszArVH95zbz3cZzrVCKAo9CV7OBK4gImYWalay1OU+VXcDkIZQK80v0zgpl+BILtvp1s9d1a9uv4zbU02dq4nryKRCIQWBXbzPv8peOGabK7YfqsOga7cHz6IsT7AGnk8P3jHvjWW4ZFS4XSpKLwd/dB8IqRW9dxCC7tgd/aU6SP8QC6Zvgk9p4B/xLY8tWJF8KEO+AHz0DXMWN74+eNJd3xnkfXQSnjTfLT5/O3pQanXiz/dSpMC9meBHlOVjpkBnPrRiFxfCDPezAIp0O2M062J465wUnddzYjszqoIhcEcN/RghZM5XIELYu9VE2yBZpQBP4vrSHTEUOPZzA3OlGLVQxXKCsVAViC87FTvNHzAmKgq/iR8D4+2/gVvOaK4elUkFLyctdzhLNBYxvJJ8EP8Jqryi7MhBA8UPckB4If0pO6jsvkYbtvJw61+A1dSklKT6IIFUu5eg+ffB5+/i+M9liqFR77c9j0+fKce5BUBP7uXghcIe/bX+qGCDz0g6kLwIvvwYd/BqkYrHoAbv2diQkCKY2IknmOGqReeBsCF4e2pWZsn38b1jxSuL+U8KMvwplXjedY6ka07Cs/M5bQx8tz34Tuk0PbR38C1cvzfReLceIX8Ks/hHivYb79ue9C9bLxX7cUJtvQ4xlEtSycKO8Cx1TvIH0pNPQ1oIC53jH2gUIULOca48P+c0Q0TiiCqieW43t4KVLXUaxTkxNCCCzNM+dlWaEiAEvyQd8bADkPurSe4mDwI+6qfWhGrp/Q4hwLHyChxam3NrLKtWHe5N6NRlyLEcrmW4kIFK4lLk9LZM6smLnFf+eY+yW0OK91/5LO1DUAVjrXc0fNfVPrlRy4BM/+umGlAqCl4Be/ZYixutEfaywb4WTkCCk9SYt9Ua5yuShnXh29BZs+xWX2yx/C9x43/lvqcOVDwyrmvv88vuPPvgE//7YhVjzNhlhp2zG1OZWbbIme2lqJ8XOvG887DImlC+/A2dfG3w5NSrjy8ZDljjEIl94fXQC2H4BnvzGQMC+h87jx+vzOATBNsU3izf8CTr9EzosD4NbvVATgPKHqs8uNHMCo8Z2jui34Hhv7h4F9Uy2Rd64aUT4JCLC0eTDVji0ehVlBVLLJ5iUVAVgEKY22Y3ljyKIFBdNBUkvwXMf3iGtRQHAqepSeVBe7au6dketPJ+aikTVZtv6+40WTWT7uf5cL8dOowoRJmAlmhnKwzsSO4zYbEcNJ03FoSPwNIjW49smoAjCaDfNcx/dI6UkEghORQ+youoPN3hKiKZMoPg7GMuW6z05i8sP45G+N/x8eFfr4r+Ce//fYUcC+80akTBt4HiLX4ftPwu8emluVq4t3gdUD6diQvYrFCYtuL77/yeeLj3cdH78AFAJsHkgM+0EkVKMH82icfX0gSjcg7KUGoatGa7ipRnqX3glf+Tl8/D+N52LNo7Dj21M7Z4UZw1zroOF/20bqQgiE0apMsY19mzfX2Kn99kZCr1xCC6WwLPLge3jpvDI1rjBxKrK9CEIIaix1ueXfgVHqrWOXt5eDU9GjxAc6YMiBWP7J6GFi2ciMXH86sSgWNnpuAgxPQYHArFhYP8MGzB/0vcnxyCHiWoxINkQg01vQeu5a4tLULuKoLj7uHP0GfzS8n5SeHHj1jdd/X+ADNFmiwm7JHUNLd8PxtsHT34UlU/SI6zmTL/7AEB2l5jOcSx8MmBQPPLdSh3QUfvWvITuHzIvd9Ya9Ss0KY8mzZoWxXarHbqmqWO8E7XAGo6iKyfhnssCuPxj9GJOt8PUAMJVpeX3ZXfDln8A3XoJbfrMS/ZtnKA6zYcq8rmZc4m8QS4ub2m9uoOEPtuP/3EoUeyU+tNCpvMIluKf2MV7s/AlRLQxAm30JW7y3zMi1k5oR+RkpSJJ6AifzvxDllqo7qTL76UhexarY2ODZhtvsnbHrSyk5Gz1B8aQXA4HApkzxhrrodlh+D5x707i5Sw1adxhjo5DUCiN6Ep20nsKuFlmSqVoEX37WWF4OXTO84Z78G2guQ6/W7k+HChSGs2jn+AoVShVQnPyFcfxTfzul6ZWV5q3wnb1D21IavXajXVC3Nt8aZ/Uj8PFf5h9vshu2KRNhy1fA0wSnfmXkR279miE+R2Pj5w2rlmR4IFqpwNLdYx9XoUKFCsMQUsrSd8EbHE1mCWb6UYUJr6lqxnLwrsQv8HL3c7ntQTHypZZvF7U2qTAxpJT83ZX/UdSCZjDqKxA81vBF6m1TjPpqGdj/Xeg9Df6lsP03wGwb9ZCTkSO83/da3pzcJi9faP7m2O/B8VZr9p4z8gZrlkPV4tL7HfmxUcQykkf+B2z/xtjXScfgr++EvnMUFdz/9hLYJ1FYlQzD878Np182ImK3/77xr1yfUSnhhd81bFEAFDM89Tf5y+n7/gZe/reGCLP74Ys/mrncxv6L8O5/NaqIW7bDHf9mzPdVhQoVKgynIgDnKIdD+9gXeA+JxKE6eaDuSWqt86Mv4nzgw/63OBY+kDe2xXMLCT2GIlTWuDZSYy2x/DfNSCnZ0/8mJyKHAHCbPDxY9zmqLCWWlCfKu/+nYRkDgICH/hvc/K3i+154F773WOH415438sXGQ7wf/uHh/GrXQf7w7ORyAX/0ZUP8DV+Gfuz/gq1fnfi5inH8OaOAZziqFf7gFDiGOhiQSRi2O64GUCs/zipUqDB/qAjAOUxGT5PSkzhUF8rI/K4KU0KXOgeDH3EhfhqTMLHJe/PM+wOOQVJLkNZTuEye8r3+V/cZljF5CPjOPqhdWbi/lPDTXzMsThSTUVG89nF4+h8nFm07/xb807DomVCNJdffeH3iUTtdgz+uHZGDKGDFfUbuWjl4849hz58WFvF88y1oKcPSeoUKFSrMMpWfrHMYs2IpUTU799GkRn+6Bx2dGksdqphbbzVFKGyv2sn2qilU+U4zNtWOTS2zb17X8SKDEno+LS4AhYDP/YMREes7Z3jUrX9q4qJt2W747F8PdJkIwuI74Im/nNySrVCM/MHsMAEoRHmXQH2tRexzxOgt8ipUqFBhHjG37soVFgQJLc5LnT+lL2O00vKaqnik4fO4Kp1UZp9SVaqjVa8qCmx8emg7ETCiY8Er8H+3d+fRVdZnAse/b24CYQclCIKyKJvFBaT0gEhdgHFQ2xGhrUtt1dH2qG3Hsds5dpyxVtuOdtpOPa0L1CO1VWtFnVZr7agdtwqlWBWo2gIiqGyyJIQtyX3nj19CciHKJdyb997c7+ecHO77S+77PhxCePgtz9NvdCgKnU3ydfynwsfBiiKYeBU8e0vjdePs6IRW9iq21fHnh6LMq55vblI/7frQzUWSOgCXgJVzT254lOW1f91zijkiYlDlEGb0n5VwZCKOw962pfObOz58+DI485bs3r+7Fu44JdT3azrUMeRk+PRDB9YB42Cl07Dwdnj9MajoGooVD52S22c01IXWaDXrwnL1ke1TBSBndm8Pez3f+iP0GACnXguHHZN0VJIKhAmgcu6+NXP26fZRWdaFzxxpU/mCkE6HxGnzSqgaDUefnv1S7Mv3ha4ee7vkicLr7lHK4hjuOTe0uIvTYc9lRSV8/vnQt1hSyXMJWDnXvbwn1fVbMmYAu7n8m1urXginansPObAEDsKSbmv9bbOxs5qMNmFNdlW37X7Kj80rYfmTzddxA9TtDMvap3wtubgkFQwTQOXcxENO4ZF376U+Dicoy6IUkw85PeGoOpAnb2je/wZw7Cdg5h3t07FhyOSQQKbTQByWkSu6wuHt28lF+9Fal5Uoev/expJKjkvAyoua+q2sqH2DmJihXYfTq6INxX61r3XL4CcT9x0/5p9CEljeDj2Vlz4Ej1wZ9gN2q4JPzIPBk/L/3FK1dQ384Tuh6PPhJ8CUr4SuIR+koT58n7y3vLFcThQSwH/+39x0iJFU9EwApWLy2mNw33mtfCIKXSpm39U+caQbYOfW0MXDXrH5U7sRfjwxFJtuavs2dApc+ND+O75sXRP2a65ZFPpPn/Hdti/9S+pwTAClYrLx73DreN63j/FXV2Z2qthbHMNLPwst3srKYPwlme3NmtTvDgnH/maa3lsOW1ZB3xHQa1DWvw1l6cXb4HdfD39uLX3+Oeh/bDIxSeoQ3AMoFZO+R8MZ34bHv9765xvqWh9vsvAO+O1XGy8iWPlMWC5sqvPXUAePXgMvzQtJx4gzYOadUNlz33s9fVPoRwvhlOnZPwx7BN98Djp1gxH/EH5V29XVAmVAw17jO/b/3veWh2S/fheMnAFDT85HhJKKlDOAUjFafA/8z5XN19m2Vvv+GNi6OnPs8HFw+dPh9VM3wjM3s2eGMUrBmJlw7pzM97z5XOjvm6EMUqnmJPTQ4XDpEx88I6kP9u7LcMepoZQLcfjz6FYFX1z8wcn1umUwZyrU7wzfD+kGOOe23BTiltQh2GBWKkbjLoSZc6DnwHAK9+ipcN59+9+P19DK6dD6FidD33icjOXluAH+9vt937N2CaEcTEvpMJvYZNOKxmRSbTbgePjE3dD10HBdNQIuemT/M6vP3BySv7ihsaVdDL+7Nu/hSioeLgFLxeq42Zkt2rIx5lxYcFvjjFLT2Mzm15W9CP8vbPH5zq3UcOw1iNb3Ie6VPG5acWDxaV+jzw4fDfWQyvJHdu36xtO/LezcEpb1PbQjCWcAVciq34V7z4PvjYQ50+DtxUlHlJw/zYVbRsBNA+GXnw0ncNti6vUw/lLo1AM694STr4HJVzd//uRrwsRelGrusXtKK/sNR86AEf8YXkeNLeA6dWt+T9N41ci2xal9ZZv8AQw+iYwZ2igFgz5s8idpD/cAqjDV74KfnASbV4T9S1EZlFfCFS9Cn8FJR9e+lj4MD3ym+TpKhSXfC36Zn+etegEWzwtLhx86B0btvdevUboh9Mrd8hb0+xB06go/nxXqAwIMGAuf/XXrM4jKr/rdoQTM0vnhut8xcMGvoNfAZOOSVDBMAFWYVi+EudMyx6IymH4jTLwimZiS8sDFsOzhzGVbgGvXhf6uhaRmHaxeEGYDh5wM5Z2Sjqi01awNewF7HQFlqaSjkVRA3AMoFbpUJ/Y5cBGVFeY/6D0Og2M+lnQUatKjf9IRSCpQ7gFUYRpwAlSNat5fFqVCUeJS7GQw/mL29N0FIIITL4FURZJRSZKKmEvAKlw16+CxL8M7f4Heg+CM74SyGKVo5TPw3PdhZzWMPANOuvrADgVIktSCCaCkZC1/KnQU2bEZjpoKp19XeHsbJamDcQqhAKXjNIu2PM/fti0jFaUY03McH+oxlsgSDupoVi+Ee2Y19rpNw8a/Qc27MPuupCOTpA7NPYAFaOHmZ3lp64tsa6hma/1mnt/0JK9teyXpsErH67+FH08M9Qfnfy4suyo/Xrqn8XxL4wnnOB1Kl+yqyc/z0g2w4A54+Ep46lth1lGSSpAzgAXotW2vtjK2hNE9SnT/W3ta9UIoPg1ADK8+ANvWwacfsohuPsTp92kokm5l8GCfFcODl4UEsywVrpc8CJf/H1T2zP3zJKmAOQNYgFpLM0w92smrv2osr9KYlcQNsOJp2P5eomF1WGPObWxZ1vgdHqXCPsDKXrl/1obXYemDQByKXMcNsGklvJqngtqSVMBMAAtQazN9o7s7+9cuovf5K/F+4zo4R50Ks+6CQ4ZB175w7Kz87f/buWXfsagMdrQyLkkdnEvABWh875Moj8p5Y9vSxkMgJzKyx5ikwyoNx38KFv2U8H+jdEgQhk+HrockHVnHNWZm+Mi3fqPDzOKumuYl5jgNQybn/9nFJo5h2/pwGjsfs7GSEmcZGGlvy5+Cp26EHZtg2Kkw/YbQ2kzF760FcP8FULshLPVP+Sqc8vWkoyosW9+GX3wS1jXuRT7xEjjzlsLsPCOpzUwAJZWWp28KdQcBiGDa9XDSlxINqaDMnQ5vLwonpptMvxEmXZVcTJJyzo1NkorLji3w5nOw9tXG+oEHYM2iFskfQAy/vw7WLsllhMWroS7UZmyZ/EHoRCOpQ3EPoKTi8dYC+MVs2Lk1XI86E2bfnX1f5PXLWh/f8Br0d58tZeVQ0RXqapvHohR06ZNcTJLywhlAScUhnYb7L8wsEv3aY7Dg9uzv0Xtw6+N9hhxUaB1GFMHU/wivy8rDR3lnl8ilDsgZQEnFYftGqF2fORaVwdoD6JIzdAqMvTB0ICECYphwOQwan8tImy28E579HtTtCLOVM24u3ANFDfXw/A9g5bNw5MRQlqf3ETD+Eug7POnoJOWYCaCk4tClD5RXQv3OzPGeA7O/RxTBx26FY86BTcuh7wgYdkpOw9zjlQfgsS83X798H9Tvgllz8/O8g/XrL8JffgHEYdm3vBNc/ozJn9RBuQQstaed1bBkfkgGqt9JOprikqqAM/8LiEKCQgS9j4RJXziw+0QRDJ8KH/lcKESdrxZ/Sx4ko4dP3ADLHt73gEUh2L4J/vJzMjrgNNTB4rsTDUtS/jgDKLWX6ndh7jTYujpcd+oOFz2Sv+XHjmjsBVA1Ct58NhQoHnNu4fbxTZWH5LLlSeWmxLXQ1O9qfbxue/vGIandOAMotZcnr8+c9avbAQ9fkVw8xWrQiTD5X2D8xYWb/EHYOxfHNCd8EUy4DMoK8Mduj/7Q/7jMYs/pehg5I7mYJOVVAf4kkjqojW+EpbUmcQNsXplcPMqvo06D8++HwSfBgBPgtGth2jeTjqp1URRiHfSRcLCmsjec/UMYPi3pyCTliZ1ApPbyyFVhk31TEhiloGokXPHHZOOSWkqnC3OWUlJO+bdcai+n/zscMqz5unMPOOe25OJR2+yqCQckOiqTP6kkOAMotafd28MBhvpdMHgSdOubdETK1pbVcN/5oe5gWTl89Gsw5Sv5O0UsSXlkAihJ+xPHcNvJoZVcy32cM+fAcbOTi0uS2si5fknanx2bYd2rmclflILlTyYXkyQdBOsASmqWToeTyVFZ6I/r8mZQ0aWVmn5R2McpSUXIGUBJwbYNcOep8KNx8N8nwLyPhQMPCgngpC+F11FZmP1LdYYJn0s2LklqI/cASgruPR/eeDyzTM24i+DsH+T2OW+9CGsWQffD4JiPh56zxSCOYfE8WPGH0IVk4pX2yZVUtEwAJQXfHQo7NmWOVY2EKxfm7hkv3ApPXBtm0eI0DJoAn/k1VFTm7hmSpP1yCVg6ELu2Qe17mXvBOoruVWT2qY2gSw7L1NRuhN9/I7yO0+HXNX+Cl36Wu2dIkrJiAihlI90Av/lX+PZAuHkY3Hka1KxLOqrcmn5TZv5HDLXrQu3CXKh+e9/Euawctq7Ozf0lSVkzAZSy8cKPYNFPm6/XvgwPXppcPPkwcBx7ZYCwaUXm7/tg9BkK5Xst9abr4LAxubm/JClrJoBSNlb8AWgxe5VugFXPh7IpHUXN2ual2SZRCqrfyc39K3vCuXMh1eLQxwkXwLEWUpak9mYdQCkbXfqEZKhlIeBO3TtW39Q+g6FTt8Yl38ZkN10H/Y/N3TNGnwVfegXWL4Vu/cK9rTUoSe2uA/3rJeXR5KshVR72rJWlwtjp1yUbU6516gaz52Uu0479NBz3ydw+p+cAOHoqDDjO5E+SEmIZGClb65bBn++Cuu0wcgaMOjPpiPKjdiOs/yt06wtVo0zSJKkDMgGUJEkqMe4BlPYWx7Diadj4d+h7NAw71VmwYlazFmo3wCHDwjK3JMkEUMoQx/DoNbBoLqEkSgwnXgxnfd8ksNjEMTx1Azz7vXDduSecdy8MmZxsXJJUADwEIrW0ekFj8gd7TsL++S5464+JhaQ2eu3R5uQPYPc2uPe80M1FkkqcCaDU0uZVBzauwrXmT1BW0Xwdp2FXdShuLUklziVgqaWqka2P9xvVvnEoePcVeHtRqBk44oxQiidb3ftl1m1s0q0qd/FJUpFyBlBq6fAT4LR/yxw77Rtw+NhEwilpi+6C26fAb66G+y+An30c6ndn//5xF8GhR0NU1jwTOPnqUIdQkkqcZWCk1mx4Hd5bHk6OOvvX/rZvgluGQ7q+xWAEM26GCZdlf59dNfDnu6F2PQz6MIw6y8M8koRLwFLrqka+/3Kw8q/6nb2SP0IXls1vhtdxnF0i17kHTLoq5+FJUrFzCVhS4el9BKQ6Z46l66BrX5gzFb55KNw8HJbMTyY+SSpyLgFLKkxL5sP8y5pnAkedBeuXhRPZew53RHDpE3DEhMTClKRi5BKwpMI0ZiYMPBHWvhJOAXfuAT+ZmPk1ZSl44/HMBLChDp6+EZY8BBWVMOkLMPbC9o1dkgqcCaCkwtVncPiA1uv3xTGUV2aOPfENWHA7ewp5P3Jl+JpjZ+U1VEkqJu4BlFQc+gwNtQCjxh9bUSr09j3+vMyvWzyPPclfk5fuaZcQJalYOAMoqThEEcy+G575T1i9EHr0h49+LRwYkSQdEBNAScWjohJOv+6Dv2bcRZlLwOAeQEnaiwmgpI5l+regokvmIRD3/0lSBsvASJIklRgPgUiSJJUYE0BJkqQSYwIoSZJUYkwAJUmSSowJoCRJUokxAZQkSSoxJoCSJEklxgRQkiSpxJgASpIklRgTQEmSpBJjAihJklRiTAAlSZJKjAmgJElSiTEBlCRJKjEmgJIkSSXGBFCSJKnEmABKkiSVGBNASZKkEmMCKEmSVGJMACVJkkqMCaAkSVKJMQGUJEkqMSaAkiRJJcYEUJIkqcSYAEqSJJUYE0BJkqQSYwIoSZJUYv4fn0IS31XsiZAAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kpca = KernelPCA(n_components=2, kernel='precomputed')\n", "embeddings_pca = kpca.fit_transform(dtw_sim)\n", "\n", "fig = plt.figure(figsize=(8,6))\n", "plt.scatter(embeddings_pca[:,0], embeddings_pca[:,1], c=Y.ravel(), s=10, cmap='tab20')\n", "plt.title(\"Kernel PCA embeddings\")\n", "plt.gca().spines[['right', 'left', 'top', 'bottom']].set_visible(False)\n", "plt.xticks(()); plt.yticks(());" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- KernelPCA maps each time series to a 2D point.\n", "- The DTW-based similarity caputures well the structure of the data and the relationships among the time series.\n", "- As a result, KernelPCA projects the classes in relatively well-separated groups.\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Time-series kernels" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- A kernel for time series data is a mathematical function used to measure the similarity between two time series \n", "\n", "$$k(\\boldsymbol{x}, \\boldsymbol{y}) \\geq 0$$\n", "\n", "- We will consider the [Time Series Cluster Kernel (TCK)](https://github.com/FilippoMB/Time-series-cluster-kernel), which offers the following advanages\n", " - Suitable for multi-variate time series.\n", " - Can deal with missing data.\n", " - Robust to hyperparameters selection." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- To build a kernel, TCK combines *Gaussian Mixture Models (GMM)* with an *ensemble learning* approach.\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### GMM\n", "\n", "- A GMM assumes that all the data points are generated from a mixture of $C$ Gaussian distributions (components) with unknown parameters $\\{ \\mu_c, \\Sigma_c \\}_{c=1}^C$. \n", "- GMMs are used for clustering.\n", "- Each cluster is modeled by a Gaussian distribution. " ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "slideshow": { "slide_type": "skip" }, "tags": [ "hide-input" ] }, "outputs": [], "source": [ "def plot_gmm(X, n_components, ax=None):\n", "\n", " gmm = GaussianMixture(n_components=n_components, covariance_type=\"full\", random_state=0)\n", " gmm.fit(X)\n", "\n", " if ax is None:\n", " _, ax = plt.subplots(1,1,figsize=(6, 6))\n", "\n", " # Plot data\n", " ax.scatter(X[:, 0], X[:, 1], c='gray', s=10, alpha=0.5, edgecolors='gray')\n", " \n", " # Plot ellipses\n", " for n in range(gmm.n_components):\n", " color = plt.cm.tab10(n)\n", " covariances = gmm.covariances_[n][:2, :2]\n", " v, w = np.linalg.eigh(covariances)\n", " u = w[0] / np.linalg.norm(w[0])\n", " angle = np.arctan2(u[1], u[0])\n", " angle = 180 * angle / np.pi # convert to degrees\n", " v = 2.0 * np.sqrt(2.0) * np.sqrt(v)\n", " ell = mpl.patches.Ellipse(\n", " gmm.means_[n, :2], v[0], v[1], angle=180 + angle, color=color\n", " )\n", " ell.set_clip_box(ax.bbox)\n", " ell.set_alpha(0.5)\n", " ax.add_artist(ell)\n", " ax.spines[['right', 'left', 'top', 'bottom']].set_visible(False)\n", " ax.set_xticks(())\n", " ax.set_yticks(())" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "# Create toy data\n", "X, y = datasets.make_classification(n_samples=950, n_features=2, n_informative=2, \n", " n_redundant=0, n_clusters_per_class=1, random_state=4, \n", " n_classes=3, class_sep=1.5, flip_y=0.1)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, axes = plt.subplots(1, 3, figsize=(18, 6))\n", "for i, n in enumerate([2, 3, 4]):\n", " plot_gmm(X, n, ax=axes[i])\n", " axes[i].set_title(f\"GMM with $C$={n} components\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Mathematically, a GMM is defined as:\n", "\n", "$$p(x) = \\sum_{c=1}^{C} \\pi_c \\mathcal{N}(x | \\mu_c, \\Sigma_c)$$\n", "\n", "- $\\pi_c$ is the mixing coefficient of the $c$-th Gaussian, with $0 \\leq \\pi_c \\leq 1$ and $\\sum_{c=1}^{C} \\pi_c = 1$.\n", "- $\\pi_c$ indicates how much a data point $x$ belongs to the $c$-th Gaussian $\\mathcal{N}(x | \\mu_c, \\Sigma_c)$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Clustering with GMM involves estimating the parameters $\\pi_c$, $\\mu_c$, and $\\Sigma_c$ using the Expectation-Maximization (EM) algorithm:\n", " - The EM algorithm iteratively assigns data points to clusters (expectation step).\n", " - Then, updates the parameters to maximize the likelihood of the data given the current clusters (maximization step). \n", "- In the end, each data point is assigned with a probability of belonging to each cluster.\n", "- The output is a *soft clustering* where points can belong to multiple clusters with different probabilities." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- The output can be represented by a *soft cluster assignment matrix* $\\boldsymbol{\\Pi} \\in \\mathbb{R}^{N \\times C}$.\n", "- The $(i,c)$-th element of $\\boldsymbol{\\Pi}$ is the membership of the MTS $i$ to cluster $c$: $\\boldsymbol{\\Pi}[i,c] = \\pi^{(i)}_c$.\n", "- The $i$-th row of $\\boldsymbol{\\Pi}$ represents all the memberships of the $i$-th MTS: $\\boldsymbol{\\Pi}[i,:] = \\Pi^{(i)}$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Crisp cluster assignments (cells in gray in the figure) are obtained by taking the maximum value in $\\Pi^{(i)}$.\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### GMM for time series with missing data\n", "\n", "TCK modifies the standard GMM model in two ways.\n", "\n", "1. To handle *time series data*, the means of the GMM components become multi-variate time series.\n", " - Standard GMM: $\\boldsymbol{\\mu}_c \\in \\mathbb{R}^V$.\n", " - TCK GMM: $\\boldsymbol{\\mu}_c \\in \\mathbb{R}^{T \\times V}$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "2. To handle missing values, TCK puts priors on the GMM parameters and replaces the EM algorithm with Maximum a-posteriori (MAP) estimation.\n", " - EM: $\\boldsymbol{\\hat \\mu}, \\boldsymbol{\\hat \\Sigma} = \\text{argmax}_{\\boldsymbol{\\mu}, \\boldsymbol{\\Sigma}} p(\\mathbf{X} | \\boldsymbol{\\mu}, \\boldsymbol{\\Sigma})$.\n", " - MAP with priors: $\\boldsymbol{\\hat \\mu}, \\boldsymbol{\\hat \\Sigma} = \\text{argmax}_{\\boldsymbol{\\mu}, \\boldsymbol{\\Sigma}} p(\\mathbf{X} | \\boldsymbol{\\mu}, \\boldsymbol{\\Sigma}) p(\\boldsymbol{\\mu}, \\boldsymbol{\\Sigma})$\n", "- The resulting means are smoother and the parameters are similar to the overall mean and covariance in clusters with few samples.\n", "\n", "\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Ensemble learning\n", "\n", "- Ensemble approach: combine many weak models to obtain a more powerful one.\n", "- Reduces the sensitivity to hyperparameters selection.\n", "- Can produce a well-defined kernel." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- The ensemble of GMMs is obtained by fitting $G$ different GMMs on:\n", " - A subset of the $N$ MTS in the dataset.\n", " - A subset of the $V$ variables.\n", " - A segment of indices of length $\\leq T$ in the time series.\n", " \n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- The kernel matrix is obtained by combining the clustering results from the $G$ GMMs in the ensemble.\n", "- Specifically, $k(\\boldsymbol{x}, \\boldsymbol{y})$ is proportional to how many times $\\boldsymbol{x}$ and $\\boldsymbol{y}$ are assigned to the same GMM:\n", "\n", "$$k(\\boldsymbol{x}, \\boldsymbol{y}) = \\sum \\limits_{g \\in G} \\Pi^{(\\boldsymbol{x})}(g)^\\top \\Pi^{(\\boldsymbol{y})}(g)$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Classification with TCK" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "- We load the same data as before." ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded Japanese_Vowels dataset.\n", "Number of classes: 9\n", "Data shapes:\n", " Xtr: (270, 29, 12)\n", " Ytr: (270, 1)\n", " Xte: (370, 29, 12)\n", " Yte: (370, 1)\n" ] } ], "source": [ "Xtr, Ytr, Xte, Yte = DataLoader().get_data('Japanese_Vowels')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- One of the main advantages of TCK is the ability in handling missing values.\n", "- From the previous data, we randomly remove 40% of the data by setting the values to `np.nan`." ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "mask_tr = np.random.choice([0, 1], size=Xtr.shape, p=[0.6, 0.4])\n", "Xtr[mask_tr == 1] = np.nan\n", "mask_te = np.random.choice([0, 1], size=Xte.shape, p=[0.6, 0.4])\n", "Xte[mask_te == 1] = np.nan" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- We create a TCK kernel with `G=30` GMMs, each with `C=15` components.\n", " - In general, the higher the values of `G` the better the performance but the higher the computation time.\n", " - `C` controls the model complexity. Too low $\\rightarrow$ underfit, too high $\\rightarrow$ overfit.\n", "- Then, we fit TCK on the training data.\n", "- As in the DTW case, we compute the two kernels $K_\\text{tr-tr}$ and $K_\\text{tr-te}$ to train and test our classifier." ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The dataset contains missing data\n", "\n", "Training the TCK using the following parameters:\n", "\tC = 15, G = 30\n", "\tNumber of MTS for each GMM: 216 - 270 (80 - 100 percent)\n", "\tNumber of attributes sampled from [2, 11]\n", "\tLength of time segments sampled from [6, 23]\n", "\n", "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9d75fe622a4e485db1bf87176851d1cf", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Fitting GMMs: 0%| | 0/420 [00:00" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- The RC framework consists of 4 modules:\n", " 1. Reservoir module.\n", " 2. Dimensionality reduction module.\n", " 3. MTS representation module.\n", " 4. Readout module." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Reservoir module\n", "\n", "- This module generates a sequence of Reservoir states from a given MTS $\\boldsymbol{x}$ as \n", "\n", "$$\\mathbf{h}(t) = \\sigma \\left(\\mathbf{W}_i \\boldsymbol{x}(t)+\\mathbf{W}_h \\mathbf{h}(t-1)\\right)$$\n", "\n", "- If we have $N$ MTS they can be processed in parallel by the Reservoir and generate the sequence of states \n", "\n", "$$\\{\\mathbf{H}(1), \\mathbf{H}(2), \\dots, \\mathbf{H}(T)\\}$$ \n", "\n", "- with $\\mathbf{H}(t) \\in \\mathbb{R}^{N \\times H}$. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- The Reservoir can operate in two modalities:\n", " 1. Unidirectional.\n", " 2. Bidirectional." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "**Unidirectional Reservoir**\n", "- This is the same Reservoir we saw in the previous lectures.\n", " - Input: MTS data `X` of shape `[N, T, V]`.\n", " - Output: a sequence of states `H` of shape `[N, T, H]`.\n", " \n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "**Bidirectional Reservoir**\n", "- This Reservoir processes the time series also backwards.\n", "- This allows to retrieve context from both past and future data points capture more complex and longer temporal dependencies.\n", " - Input: MTS data `X` of shape `[N, T, V]`.\n", " - Output: a sequence of states `H` of shape `[N, T, 2*H]`.\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "```{attention}\n", "- A Bidirectional Reservoir is not *causal*. \n", "- It cannot be used for forecasting but is suitable for classification and clustering.\n", "```" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded Japanese_Vowels dataset.\n", "Number of classes: 9\n", "Data shapes:\n", " Xtr: (270, 29, 12)\n", " Ytr: (270, 1)\n", " Xte: (370, 29, 12)\n", " Yte: (370, 1)\n" ] } ], "source": [ "Xtr, Ytr, Xte, Yte = DataLoader().get_data('Japanese_Vowels')" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Unidir\n", " H: (270, 29, 300)\n", "Bidir\n", " H: (270, 29, 600)\n" ] } ], "source": [ "H_uni = Reservoir(n_internal_units=300).get_states(Xtr, bidir=False)\n", "print(f\"Unidir\\n H: {H_uni.shape}\")\n", "\n", "H_bi = Reservoir(n_internal_units=300).get_states(Xtr, bidir=True)\n", "print(f\"Bidir\\n H: {H_bi.shape}\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Dimensionality reduction module (optional)\n", "\n", "- This module reduces the dimensionality of the Reservor states from `[N,T,H]` (or `[N,T,2*H]`) to `[N,T,R]`.\n", "- This module is optional, i.e., dimensionality reduction can be skipped.\n", "- However, it drammatically speed up computations especially when using more advanced representations (more details soon).\n", "- Dimensionality reduction can be implemented by \n", " 1. Standard PCA\n", " 2. Tensor PCA\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "**Standard PCA**\n", "- Standard PCA only works on uni-dimensional data.\n", "- Reshape `H` from `[N,T,H]` to `[N*T,H]`.\n", "- Apply PCA and keep the first `R` components.\n", "- Reshape `[N*T,R]` back to `[N,T,R]`.\n", "\n", "```{warning}\n", "The sample and the time steps are mixed up and modes of variation in time within individual samples are ingored.\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "**Tensor PCA**\n", "\n", "- Compute the following covariance matrix \n", "\n", "$$\\mathbf{S} = \\frac{1}{N-1} \\sum \\limits_{n=1}^N (\\mathbf{H}_n - \\mathbf{\\bar H})^\\top (\\mathbf{H}_n - \\mathbf{\\bar H}) \\in \\mathbb{R}^{H \\times H}$$\n", "\n", "- where $\\mathbf{H}_n \\in \\mathbb{R}^{T \\times H}$ is obtained as `H[n,:,:]` and $\\mathbf{\\bar H} = \\frac{1}{N} \\sum \\limits_{n=1}^N \\mathbf{H}_n \\in \\mathbb{R}^{T \\times H}$.\n", "- This allows to compute the variations across the Reservoir dimension by keeping sample- and time-dimension separated." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Then, we take the first $R$ eigenvectors of $\\mathbf{S}$: $\\mathbf{D} = [\\mathbf{u}_1, \\mathbf{u}_2, \\dots, \\mathbf{u}_R]\\in \\mathbb{R}^{H \\times R}$. \n", "- We obtain the reduced states with the following matrix multiplication: $\\mathbf{\\hat H}_n = \\mathbf{H}_n \\mathbf{D}$." ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "H_red: (270, 29, 75)\n" ] } ], "source": [ "H_red = tensorPCA(n_components=75).fit_transform(H_bi)\n", "print(f\"H_red: {H_red.shape}\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Representation module\n", "\n", "- This module is responsible of transforming the sequence of Reservoir states into a vectorial representation $\\mathbf{r}_\\mathbf{X}$.\n", "- The Reservoir extracts and separates the dynamical features.\n", "- In addition, it keeps a memory of all the past input.\n", "- Therefore, in some cases, is sufficient to keep only the *last Reservoir state* to represent the whole MTS.\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "rx_last: (270, 75)\n" ] } ], "source": [ "rx_last = H_red[:,-1,:]\n", "print(f\"rx_last: {rx_last.shape}\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- In practice, even when using a bidirectional Reservoir, this simple representation might fail to capture important information in the middle of the time series." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "**Output model space**\n", "\n", "- A more effective representation is obtained as follows.\n", " 1. Train a linear readout to predict the MTS one step-ahead \n", "\n", " $$\\boldsymbol{x}(t+1) = \\mathbf{h}(t)\\mathbf{W}_o + \\mathbf{w}_o$$\n", "\n", " 2. The parameters of the linear model $\\boldsymbol{\\theta}_o = [\\text{vec}(\\mathbf{W}_o); \\mathbf{w}_o] \\in \\mathbb{R}^{V(R+1)}$ become the $\\mathbf{r}_\\mathbf{X}$.\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "rx_out: (270, 1824)\n" ] } ], "source": [ "out_pred = Ridge(alpha=1.0)\n", "\n", "# If we use a bidirectional Reservoir we also need to predict the time series backwards\n", "X = np.concatenate((Xtr, Xtr[:, ::-1, :]), axis=2) \n", "\n", "coeff, biases = [], []\n", "for i in range(X.shape[0]):\n", " out_pred.fit(H_red[i, 0:-1, :], X[i, 1:, :])\n", " coeff.append(out_pred.coef_.ravel())\n", " biases.append(out_pred.intercept_.ravel())\n", "rx_out = np.concatenate((np.vstack(coeff), np.vstack(biases)), axis=1)\n", "\n", "print(f\"rx_out: {rx_out.shape}\") # [N, 2*V*(R+1)]" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "**Reservoir model space**\n", "\n", "- A similar approach is to use the coefficients of a linear model that predicts the next state of the Reservoir \n", "\n", "$$\\mathbf{h}(t+1) = \\mathbf{h}(t)\\mathbf{W}_h + \\mathbf{w}_h$$\n", "\n", "- The MTS representation $\\mathbf{r}_\\mathbf{X}$ becomes $\\boldsymbol{\\theta}_h = [\\text{vec}(\\mathbf{W}_h); \\mathbf{w}_h] \\in \\mathbb{R}^{R(R+1)}$.\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "rx_res: (270, 5700)\n" ] } ], "source": [ "res_pred = Ridge(alpha=1.0)\n", "\n", "coeff, biases = [], []\n", "for i in range(H_red.shape[0]):\n", " res_pred.fit(H_red[i, 0:-1, :], H_red[i, 1:, :])\n", " coeff.append(res_pred.coef_.ravel())\n", " biases.append(res_pred.intercept_.ravel())\n", "rx_res = np.concatenate((np.vstack(coeff), np.vstack(biases)), axis=1)\n", "\n", "print(f\"rx_res: {rx_res.shape}\") # [N, R*(R+1)]" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- In principle, the Reservoir model space $\\boldsymbol{\\theta}_h$ provides a better representation than the Output model space $\\boldsymbol{\\theta}_o$. Why 🤔?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- The Reservoir generates a large pool of dynamics but only few are needed to predict the input at a specific forecast horizon, i.e., 1 if we predict $\\boldsymbol{x}(t+1)$.\n", "- Not being useful for the task, the other dynamics are discarded even if they are still useful to characterize the MTS." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- On the other hand, to predict the next Reservoir state $\\mathbf{h}(t+1)$ is necessary to consider *all* Reservoir dynamics.\n", "- This makes $\\boldsymbol{\\theta}_h$ a more powerful representation as it fully characterizes the MTS." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Readout module" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "- The readout module is responsible to classify or cluster the MTS representations.\n", "- Being each representation $\\mathbf{r}_\\mathbf{X}$ a vector, any standard classifier for vectorial data can be used.\n", "- Similarly, we can use standard (dis)similarity measures for vectorial data.\n", "- For example, clustering can be done using the Linkage aglorithm on the Euclidean distances between MTS representations." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Classification with RC embeddings\n", "\n", "- We can use the high-level function `RC_model` to perform the classification.\n", "- The function takes as input the hyperparameters to configure:\n", " 1. the Reservoir module,\n", " 2. the dimensionality reduction module,\n", " 3. the representation module,\n", " 4. the readout module.\n", "- To keep things clean, let's store the hyperparameters in a Python dictionary." ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "config = {}\n", "\n", "# Hyperarameters of the reservoir\n", "config['n_internal_units'] = 450 # size of the reservoir\n", "config['spectral_radius'] = 0.9 # largest eigenvalue of the reservoir\n", "config['leak'] = None # amount of leakage in the reservoir state update (None or 1.0 --> no leakage)\n", "config['connectivity'] = 0.25 # percentage of nonzero connections in the reservoir\n", "config['input_scaling'] = 0.1 # scaling of the input weights\n", "config['noise_level'] = 0.01 # noise in the reservoir state update\n", "config['n_drop'] = 5 # transient states to be dropped\n", "config['bidir'] = True # if True, use bidirectional reservoir\n", "config['circle'] = False # use reservoir with circle topology\n", "\n", "# Dimensionality reduction hyperparameters\n", "config['dimred_method'] = 'tenpca' # options: {None (no dimensionality reduction), 'pca', 'tenpca'}\n", "config['n_dim'] = 75 # number of resulting dimensions after the dimensionality reduction procedure\n", "\n", "# Type of MTS representation\n", "config['mts_rep'] = 'reservoir' # MTS representation: {'last', 'mean', 'output', 'reservoir'}\n", "config['w_ridge_embedding'] = 10.0 # regularization parameter of the ridge regression\n", "\n", "# Type of readout\n", "config['readout_type'] = 'lin' # readout used for classification: {'lin', 'mlp', 'svm'}\n", "config['w_ridge'] = 5.0 # regularization of the ridge regression readout" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- We create a RC classifier by passing the configuration parameters." ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "classifier = RC_model(**config)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- We load again the data (good practice to be sure of getting clean data)." ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded Japanese_Vowels dataset.\n", "Number of classes: 9\n", "Data shapes:\n", " Xtr: (270, 29, 12)\n", " Ytr: (270, 1)\n", " Xte: (370, 29, 12)\n", " Yte: (370, 1)\n" ] } ], "source": [ "Xtr, Ytr, Xte, Yte = DataLoader().get_data('Japanese_Vowels')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- The RC model expects class labels to be one-hot-encoded, e.g.\n", "- $1 \\rightarrow [1, 0, 0, 0 \\dots, 0]$, $2 \\rightarrow [0, 1, 0, 0 \\dots, 0]$, $3 \\rightarrow [0, 0, 1, 0 \\dots, 0]$, etc.." ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "# One-hot encoding for labels\n", "onehot_encoder = OneHotEncoder(sparse_output=False)\n", "Ytr = onehot_encoder.fit_transform(Ytr)\n", "Yte = onehot_encoder.transform(Yte)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training completed in 0.01 min\n" ] } ], "source": [ "# Train the model\n", "tr_time = classifier.fit(Xtr, Ytr) " ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy = 0.981, F1-score = 0.981\n" ] } ], "source": [ "# Compute predictions on test data\n", "pred_class = classifier.predict(Xte) \n", "accuracy, f1 = compute_test_scores(pred_class, Yte)\n", "print(f\"Accuracy = {accuracy:.3f}, F1-score = {f1:.3f}\")" ] }, { "cell_type": "markdown", "metadata": { "run_control": { "marked": false }, "slideshow": { "slide_type": "fragment" } }, "source": [ "- Note how this approach is significantly faster than the other we have seen so far." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Clustering with RC embeddings\n", "\n", "- We will perform the following steps:\n", "\n", " 1. Generate the vectorial representations for all MTS.\n", " 2. Compute a dissimilarity matrix.\n", " 3. Perform clustering with the distance-based HC algorithm Linkage." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Since we are doing clustering, we do not need the train/test split.\n", "- We concatenate the data from both sets together." ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded Japanese_Vowels dataset.\n", "Number of classes: 9\n", "Data shapes:\n", " Xtr: (270, 29, 12)\n", " Ytr: (270, 1)\n", " Xte: (370, 29, 12)\n", " Yte: (370, 1)\n" ] } ], "source": [ "Xtr, Ytr, Xte, Yte = DataLoader().get_data('Japanese_Vowels')\n", "\n", "X = np.concatenate((Xtr, Xte), axis=0)\n", "Y = np.concatenate((Ytr, Yte), axis=0)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- We can re-use the same `RC_model` as before.\n", "- The only difference is that we do not want to apply the readout module.\n", "- Instead, it should return the MTS representations.\n", "- This is achieved by setting `'readout_type'`to `None`. " ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "config['readout_type'] = None # We update this entry from the previous config dict" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "run_control": { "marked": false }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training completed in 0.02 min\n" ] } ], "source": [ "# Instantiate the RC model\n", "rcm = RC_model(**config)\n", "\n", "# Generate representations of the input MTS\n", "rcm.fit(X)\n", "mts_representations = rcm.input_repr" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- At this point, we compute the distance matrix using standard metrics for vectorial data.\n", "- For example, we can use the Euclidean or a Cosine distance.\n", "- The latter is often preferred in high-dimensional spaces because Euclidean distance can become inflated and less meaningful (\"curse of dimensionality\")." ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 9 clusters\n", "Normalized Mutual Information (v-score): 0.889\n" ] } ], "source": [ "# Compute Dissimilarity matrix\n", "Dist = cosine_distances(mts_representations)\n", "distArray = ssd.squareform(Dist)\n", "\n", "# Hierarchical clustering\n", "Z = linkage(distArray, 'ward')\n", "clust = fcluster(Z, t=4.0, criterion=\"distance\")\n", "print(f\"Found {len(np.unique(clust))} clusters\")\n", "\n", "# Evaluate the agreement between class and cluster labels\n", "nmi = v_measure_score(Y[:,0], clust)\n", "print(f\"Normalized Mutual Information (v-score): {nmi:.3f}\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Summary\n", "\n", "This is what we covered in this lecture.\n", "- We first introduced the problem of classification and clustering for vectorial data and the importance of choosing a proper measure for computing (dis)similarities among samples." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Then, we introduced three approaches to compute (dis)similarities across multivariate time series.\n", " 1. DTW, an alignment based-metric.\n", " 2. TCK, a kernel similarity.\n", " 3. RC embeddings, an approach to embed time series into vectors.\n", "- These (dis)similarity measures are the cornerstone in time series classification and clustering.\n", "- Once computed, we saw how they can be easily plugged into the same classification and clustering method we saw for vectorial data." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "We conclude by highlighting the main pros and cons of the three approaches to compute MTS (dis)similarity." ] }, { "cell_type": "markdown", "metadata": { "cell_style": "center", "slideshow": { "slide_type": "fragment" } }, "source": [ "**DTW**\n", "\n", "- ✅ In most cases, works well with default hyperparameters.\n", "- ✅ Invariant to translations in time.\n", "- ❌ Slow.\n", "- ❌ Does not account for complex dynamical features." ] }, { "cell_type": "markdown", "metadata": { "cell_style": "center", "slideshow": { "slide_type": "subslide" } }, "source": [ "**TCK**\n", "\n", "- ✅ Hyperparameters are easy to set.\n", "- ✅ Handles missing data.\n", "- ❌ Very slow." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "**RC-embedding**\n", "\n", "- ✅ Fast.\n", "- ✅ Captures complex dynamical features.\n", "- ❌ Many hyperparameters to set." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Each approach can achieve better or worse performance depending on the data and the problem at hand.\n", "- Selecting the optimal (dis)similarity measure, classification/clustering algorithm, and hyperparameters is often a difficult procedure.\n", "- It requires experience and should be performed with systematic approaches such as cross-validation.\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Exercises\n", "\n", "We will consider the [Libras](https://www.timeseriesclassification.com/description.php?Dataset=Libras) dataset. The dataset contains 15 classes of 24 instances each. Each class references to a hand movement type in LIBRAS (Portuguese name 'LÍngua BRAsileira de Sinais', oficial brazilian signal language)." ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded Libras dataset.\n", "Number of classes: 15\n", "Data shapes:\n", " Xtr: (180, 45, 2)\n", " Ytr: (180, 1)\n", " Xte: (180, 45, 2)\n", " Yte: (180, 1)\n" ] } ], "source": [ "Xtr, Ytr, Xte, Yte = DataLoader().get_data('Libras')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Exercise 1\n", "\n", "1. Compute the DTW distance matrix.\n", "2. Obtain a similarity matrix from it.\n", "3. Plot the two matrices. Comment about the structure you see (remember to sort the elements class-wise).\n", "4. Perform classification with SVC and $k$-NN classifiers and report:\n", " - the training and test times,\n", " - the accuracy and the F1 score on the test set.\n", "5. Perform hierarchical clustering using the Linkage Ward algorithm.\n", "6. Plot a dendrogram and inspect it to select the optimal threshold to generate the clustering partition. Report the NMI for the partition you found.\n", "7. Perform dimensionality reduction with KernelPCA. Plot the results in a 2-dimensional plot." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Exercise 2\n", "\n", "1. Add 40% of missing values to the training and test data.\n", "2. Compute the TCK kernel.\n", "3. Compute a dissimilarity matrix from the kernel (try to do the complementary of what you did to obtain a similarity from DTW). \n", "\n", "Repeat points 4-7 from the previous exercise." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Exercise 3\n", "\n", "1. Compute the RC embeddings.\n", "2. Obtain a similarity and a dissimilarity matrix from the MTS representations.\n", "\n", "Repeat points 4-7 from the previous exercises." ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.16" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }