{ "cells": [ { "cell_type": "markdown", "id": "5c128857", "metadata": {}, "source": [ "# Example Usage" ] }, { "cell_type": "code", "execution_count": 6, "id": "bf00e12e", "metadata": {}, "outputs": [], "source": [ "from imcp import mcp_curve, mcp_score, plot_mcp_curve, imcp_curve, imcp_score, plot_imcp_curve, plot_curve\n", "\n", "from sklearn.datasets import load_iris\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\n", "from sklearn.svm import SVC\n", "\n", "import pandas as pd" ] }, { "cell_type": "markdown", "id": "adc16165", "metadata": {}, "source": [ "## MCP curve" ] }, { "attachments": {}, "cell_type": "markdown", "id": "c699d120", "metadata": {}, "source": [ "### Single MCP curve" ] }, { "cell_type": "code", "execution_count": 7, "id": "fe20340c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Area under MCP curve: 0.6429\n" ] } ], "source": [ "X, y = load_iris(return_X_y=True)\n", "\n", "clf = LogisticRegression(solver=\"liblinear\").fit(X, y)\n", "probabilities = clf.predict_proba(X)\n", "plot_mcp_curve(y, probabilities)\n", "\n", "area = mcp_score(y, probabilities)\n", "print(\"Area under MCP curve: {:.4f}\".format(area))" ] }, { "cell_type": "markdown", "id": "df6c416d", "metadata": {}, "source": [ "### Multiple MCP curves" ] }, { "attachments": {}, "cell_type": "markdown", "id": "4e719ea5", "metadata": {}, "source": [ "More plots can be drawn on the same figure to make comparison between curves easier. Example below presents curves calculated for different ways of obtaining class probabilities." ] }, { "cell_type": "code", "execution_count": 8, "id": "b7115d22", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Area under MCP curve for LogisticRegression: 0.6429\n", "Area under MCP curve for RandomForestClassifier: 0.9549\n", "Area under MCP curve for GradientBoostingClassifier: 0.9927\n", "Area under MCP curve for SVC: 0.8463\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X, y = load_iris(return_X_y=True)\n", "algorithms = {'LogisticRegression': LogisticRegression(solver='liblinear'),\n", " 'RandomForestClassifier': RandomForestClassifier(random_state=42),\n", " 'GradientBoostingClassifier': GradientBoostingClassifier(),\n", " 'SVC': SVC(probability=True),}\n", "\n", "scores = {}\n", "for key in algorithms:\n", " algorithms[key].fit(X, y)\n", " score = algorithms[key].predict_proba(X)\n", " scores[key] = score\n", " area = mcp_score(y, score)\n", " print('Area under MCP curve for {}: {:.4f}'.format(key, area))\n", "\n", "plot_mcp_curve(y, scores)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "2f0641ea", "metadata": {}, "source": [ "## IMCP curve" ] }, { "attachments": {}, "cell_type": "markdown", "id": "4bbd0ac5", "metadata": {}, "source": [ "It is also possible to take into account disproportion of class distribution amongst given dataset. In such case, the width of bar for each sample is scaled. Class which covers less samples in the dataset will have wider bars.\n", "\n", "There have been implemented analogous methods for all mcp methods - imcp_curve, imcp_score and plot_imcp_curve. \n", "\n", "Also, in case that user wants to plot, for example, regular curve and imbalanced curve on the same plot, the plot_curve method has been developed. It allows user to plot any number of curves given as arguments in the same style as plot_mcp_curve and plot_imcp_curve. It is also possible to save figure plot with that method after user has specified output figure path." ] }, { "cell_type": "code", "execution_count": 9, "id": "f4186e23", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Area under IMCP curve: 0.7940\n" ] } ], "source": [ "df = pd.read_csv('../../../../tests/test_imbalanced_class_probs.csv')\n", "\n", "y_true = df[\"y_true\"]\n", "y_score = df.drop([\"y_true\"], axis=1)\n", "\n", "plot_imcp_curve(y_true, y_score, abs_tolerance=0.0000001)\n", "\n", "area = imcp_score(y_true, y_score, abs_tolerance=0.0000001)\n", "print(\"Area under IMCP curve: {:.4f}\".format(area))" ] }, { "attachments": {}, "cell_type": "markdown", "id": "ce869120", "metadata": {}, "source": [ "Plotting regular MCP and IMCP on the same figure" ] }, { "cell_type": "code", "execution_count": 10, "id": "64cfa83c", "metadata": {}, "outputs": [ { "data": { "image/png": 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RSIIcmbBJJBKJRCKRBDkyYZNIJBKJRCIJcmTCJpFIJBKJRBLkyIRNIpFIJBKJJMiRCZtEIpFIJBJJkCMTNolEIpFIJJIgJ0LLk9fV1ZGVlUVzczMDAwPcfvvtrFq1atp9amtree+99+jo6GDmzJns2LGDDRs2BCZgiUQikUgkEg3QdITNYrEwb948br75Zo/a9/T0sH//fpYuXcr999/P1q1beeONN6isrFQ5UolEIpFIJBLt0HSEbcWKFaxYscLj9nl5eSQlJXHDDTcAkJKSQn19PdnZ2VxwwQVqhSmRSCQSiUSiKbp6hq2xsZH09HS3bcuXL6exsXHKfWw2G8PDw25fNptN7VAlEolEIpFIFEPTETZvGRgYIC4uzm1bfHw8w8PDWK1WIiMjJ+yTkZHBJ5984rYtKSmJr3zlK5SVlXHZZZeRlZXFjh07OHr0KBs3bqSiooJ58+YxNDSE1Wplzpw5VFdXs2HDBnJyclxtL730Uk6dOsWSJUswGo0YDAYSEhJoampi9erVnDx50tX28ssv58SJE6xcuZK2tjZiYmKIjIykq6uLZcuWUVRU5Gp75ZVXkpmZybp166irq2PWrFk4HA4GBgaYP38+5eXlE+LetGkTZ86cITU11RX37NmzqampYf369eTm5rrabtmyheLiYpYsWUJPTw/h4eHExcXR0tLChRdeSH5+/oS4L7zwQlpaWoiLiyM8PJyenh6WLl1KUVER27dv59ixY65/169fT21tLbNmzcJutzM4OMj8+fM5c+YMl156KcePH58Q9/z58xkcHMRutzNr1izq6uq4+OKLJ8RdVFTEsmXL6OrqIjIykpiYGFpbWyfEfcUVV5CTk8OqVatoaWkhPj6esLAwenp6WLJkCadOnWLbtm1kZGRw6dZt/OaDelV/dyUSTXA6ST/+HAanQ+tIJJKQ40uPPabo8QxOp9Op6BF95D/+4z/OO+ngd7/7HRs2bGD79u2ubRUVFezfv59/+7d/mzRhs9ls2O12t22vv/46e/bsASA/P59NmzYpZBE8iOilltPAsI3ff9gAwBc2z1P8+OejqqqK5cuXB/y8aiKiE+jPy2G1UvyHXwGw9KbPYwgPn9CmtbWV1NTUQIemOtJLP4joBHDJ5RsUPZ6uRtji4+MZHBx02zYwMEB0dPSkyRpAREQEERHumgaDwfXam2fo9ISIXmo5jf2XxWCAFfNiVTnHdKTGLiUhIfDnVRMRnUB/Xub+fooBDAYu2bbJ7do3Rn9/PwkJCQGPTW2kl34Q0UkNdPUM28KFC6mpqXHbVl1dzcKFC30+ZkFBgb9hBSUieqnlNJawhU38WxYQZF/pB715WYeHAYiIipo0WQP9OXmK9NIPIjqpgebLerS2ttLa2gqMLNvR2tpKb28vAB988AEHDx50tb/kkkvo6enh/fffp7OzkxMnTnD69Gm2bt3qcww7duzwTyJIEdFLLScnIxmbAW0yNtlX+kFvXrbRhC1yxowp2+jNyVOkl34Q0UkNNE3YmpubeeaZZ3jmmWcAOHz4MM888wwff/wxMHK7cyx5A5g1axZ79uyhurqaP/7xjxw/fpzPfOYzfi3pcfToUf8kghQRvdRyGn9LVAtkX+kHvXmNjbBFRkdP2UZvTp4ivfSDiE5qEDSTDgLJSy+9xJ133gmMTEo49xk3ERDRSy2nnkErz3zSSFSEge9ev1Tx458P2Vf6QW9eTaWlZL34IsmLFnHtAw9M2kZvTp4SaC+n0znpJDelEbG/9OoUGRlJ+CQTedRCfz8hhcnJyWHbtm1ah6E4Inqp5eQaYdPolqjsK/2gNy+bxQJMP8KmNydPCaSXxWKhpaUFk8mk+rmGh4eJnqY/9YhenQwGAwsXLiQ+Pj4g5wv5hG316tVah6AKInqp5eQYe4ZNo1uisq/0g968rGYzABHT/DHUm5OnBMrL4XBQU1NDeHg4aWlpRE0zwUMJ9DoaNR16dHI6nXR0dNDY2MiKFSsCMtKmr5+QCjQ1NZGcnKx1GIojopdaTlrPEpV9pR/05mXz4Bk2vTl5SqC8LBYLDoeDRYsWERur/pIvJpOJGdNMItEjenVKSUmhtrYWq9UakIRNV8t6qIGoa7+I6KWWk9a3RGVf6Qe9ebmW9ZgmYdObk6cE2issLDB/TgP5zFSg0KuTmiOpkxHyCVugf+CBQkQvtZycGt8SlX2lH/Tm5ckIm96cPEVUL0noEvIJ2/hlQ0RCRC+1nLRe1kP2lX7Qm5cnI2x6c/IUUb3UnoWqBSI6qUHIJ2yLFy/WOgRVENFLLadPEzZtMjbZV/pBb16ejLDpzclTRPWKiorSOgTFEdFJDUI+YSspKdE6BFUQ0UstJ4dzrNKBNsi+0g9687J6UOlAb06eIqrX0NCQIse55557MBgMPDDJ+nwPP/wwBoOBe+65x217a2sr3/zmN0lPTyc6OppFixZx66238uGHH7raLF26FIPBgMFgIC4ujk2bNvHqq68GxEl0Qj5hu+KKK7QOQRVE9FLLaWzlaK1micq+0g9683It6zHNCIbenDxFVC8l1/xatGgRL7/8slvCZDab2b9//4QRytraWjZv3sxHH33Er3/9a06dOsW7777L1VdfzcMPP+zW9qc//SktLS0UFBRw6aWXcvvtt5OVlRUQJxiZuSsiIb+sR0ZGhpB1zET0ysjIIGz+OspaBhU9rtU+NulAm4xN1L4SzQn896ovLqb8yBEcDoeCUU3NYHc3MP0Im+wr5XE6na7ritIMDAxMmeBEhhu8uo5t2rSJqqoqDhw4wN69ewE4cOAAixcvZtmyZW5tH3roIQwGA7m5ucTFxbm2X3TRRdx7771ubRMSEkhNTSU1NZWnnnqKv/3tb7z55ptTJtEnTpzgpz/9KUePHsXpdLJhwwaef/55li9fzs6dO9mwYQP/8z//42p/2223kZSUxPPPPw+MjOp97Wtfo6KigkOHDvH5z3+es2fPsn37dn75y1+69uvo6CAtLY0PP/yQHTt2MDw8zL//+7/z0ksvYTQaWbt2Lb/85S/ZuXOnxz/DQBLyCZuIFyoQ02vHjh088V6tahfCWbHafBxE7SsR8dfrbEYGvW1tCkXjGYawMOKnWY9M9pXyWO1Onjxcp+IZuibd+t3rlxAV4d1/PO+9916ee+45V8L27LPP8tWvfpUjR4642nR3d/Puu+/y2GOPuSVrYyQlJU15/IiICCIjI6cc9WpqauKmm25i586dfPTRR8ycOZPMzExsNptXHv/1X//Fj370I3784x8D8O677/KrX/2Kxx9/3JXEvvLKK6SlpbF9+3YA9u3bR2lpKS+//DJpaWkcPHiQG2+8kVOnTrFixQqvzh8IQj5hO3r0qJAXLBG9jh49it2xCIDbNs4lNkq5O/oGg4HURG0efBW1r0RzAv+9Bnt6ALj0C18gbtYspcKalrhZs4hJTJzyfdlXoc1dd93Fv/7rv1JXN5JgZmZm8vLLL7slbJWVlTidTlatWuXVsS0WC0888QS9vb1cc801k7Z56qmnmDlzJi+//DKRkZEArFy50muPa665hkceecT1/Ze//GW+/e1vk5GR4UrQ9u/fz5133onBYKC+vp7nnnuO+vp60tLSAHj00Ud59913ee655/jFL37hdQxqE/IJ24YNG7QOQRVE9Fq/fj1ZmSO3eBbPnkFslD4XWzwXEftKRCfwz8s6PIxltNbkgjVrpr1NGUhkXylPZLiB716/RJVj2+32KReajQz3/rGOlJQUdu/ezfPPP4/T6WT37t3MmTPHrY3T6d1dje9///v84Ac/wGw2Ex8fz+OPP87u3bsnbVtYWMj27dtdyZqvXHLJJW7fp6SkcP311/Piiy+yfft2ampqOH78OM888wwAp06dwm63T0gOh4eHmT17tl+xqEXIJ2xVVVVs3LhR6zAUR0SvyqpqIAmAcIEWxRSxr0R0Av+8xkbXomJigiZZA9lXamAwGLy+NekpJouZqGj/kptzuffee9m3bx8wMuJ1LitWrMBgMFBeXu7R8b73ve9xzz33EB8fz7x586Z9ri4mJmbaddjCwsImJIxWq3VCu8lu1e7du5d//ud/5ne/+x379+9n3bp1rFu3Dhh5FjA8PJyTJ09OSIADVczdW0J+lmhKSorWIaiCiF7Jsz/9X1+4QL+5IvaViE7gn9fYBIBA3Qr1FNlX+kKNIuk33ngjFosFq9XKDTfcMOH95ORkbrjhBp566ikGBydO+jIajW7fz5kzhwsuuIDU1NTzToK4+OKLycrKmjQJg5F+bGlpcX1vt9s9XrLls5/9LGazmXfffZf9+/e7ntMD2LhxI3a7nfb2di644AK3r9TUVI+OH2gE+rPnG8Oj6xSJhoheQ8OfPrQaptUaHCogYl+J6AT+eY2NsMUFWaF12Vf6Qo0ZxuHh4ZSVlVFaWjrl7dannnoKu93Oli1beP3116moqKCsrIzf/va3XH755T6fe9++ffT393PHHXeQl5dHRUUFL7zwAmfOnAFGnk17++23efvttykvL+fBBx+ckCBORVxcHLfddhs//OEPKSsr484773S9t3LlSvbu3cvdd9/NgQMHqKmpITc3l//8z//k7bff9tlHTUL+lqh5dJ0i0dCLl9lq543CDgbM5y9NYhpVMhggTKBbonrpK28Q0Qmgp6mJjz74AJsP6zyZ+/uB4BthE7WvRPXy9nkyT5k5c+a076enp5Ofn89jjz3GI488QktLCykpKWzevJk//OEPPp939uzZvPPOO/zwhz/kqquuIjw8nA0bNrBt2zZg5HZtUVERd999NxEREXznO9/h6quv9vj4e/fu5eabb2bHjh0T1pZ77rnn+PnPf84jjzxCU1MTc+bMYevWrdxyyy0++6iJwalW7wcxL730kivT7uzsnPCApQjoxau8ZZBDBe1e7TMrNoL7dy5SKaLAo5e+8gYRnQCOvfgiraWlfh3j8jvvZOHatQpF5D+i9lWgvMxmMzU1NSxbtowZAXg20Wq1+v2AfrChV6dA933Ij7BVVFQIebHSi5dtdHg/dWYUV104/chDaVkZa1avJjVx6rqIekQvfeUNIjoBdDU1AXDRtdeSvMj7/zRExcQwa8ECpcPyC1H7SlSv4eFhXSY30yGikxqEfMK2efNmrUNQBb142Ucfx4ifEcGylNhp2y5IXCdkkWC99JU3iOjkdDhwjC7LsXDdOmYK8lC7iH0F4nrFxk5/ndQjIjqpQchPOsjOztY6BFXQi5dttGpBhAfrB+nFyVtE9BLRydTbi91qxRAePm3lAL0hYl+BuF6TzdLUOyI6qUHIj7CJuhJ2sHl1Dlio75r4EHBd10jR4XAPZn0Gm5NSiOilFyfb8DCNp097NImgv7MTgIQ5cwibYiadHtFLX3mLqF4JCQlah6A4IjqpQcgnbKKWLwk2r1dPtNE7NHVtuGgPFpkMNielENFLL07lR49SNq4EjyckzpunTjAaoZe+8hZRvfr7+4VLcER0UoOQT9jOLWchCsHmNTA8kqwtT4mZcPszMjyMzUumn1IOweekFCJ66cWpc7R+4uzFi4k5z7IGAE5g9c6d6gYVYPTSV94iqpeIz3uJ6KQGIZ+wlZaWCvnBDiYvh9Ppmlywe32KzzVAg8lJSUT00oOT0+Ggp7kZgE2f/SxJHqxunpeXJ9wImx76yhdE9TKbzZOWYdIzIjqpQchPOli4cKHWIahCMHmNTSwAiPCjQkEwOSmJiF56cBro7sY2PExYRITHMz714OUtIjqBuF4izpQX0UkNQn6Era+vL2jrhvmDll49g1beKGxnyDoyrOYYtzRzpAezQadC9pV+CCYnU28vx196ieFzZqLZRycaJM2f7/EkgmDyUgoRnUBcL7vdLtyaZSI6qUHIj7CJWuhBS6/KdhMtvRaMJhtGk42+0ckGs+Miz1sIeDpkX+mHYHJqq6igu6GBwe5uty/zwAAA85Yv9/hYweSlFCI6gbheSnHPPfdw2223uX1vMBh44IEHJrR9+OGHMRgM3HPPPW7bW1tb+eY3v0l6ejrR0dEsWrSIW2+9lQ8//NDVZunSpRgMBgwGA3FxcWzatIlXX31VLS2hCfkRtsTERK1DUAUtvayjt0AvmBvL5cs/jWNOgn/D3rKv9EMwOTnsI3VqU5YtY93117u9FxYR4dGza2MEk5dSiOgE4npNVZxdCRYtWsTLL7/Mf//3fxMTEwOMPF+2f//+CXU4a2tr2bZtG0lJSfz6179m3bp1WK1W3nvvPR5++GHKy8tdbX/605/y9a9/nb6+Pp544gluv/12FixYwBVXXKG6E4DFYhHitmvIj7A1NDRoHYIqaOllHZ1hkBgbwYJZM1xf0RH+/brJvtIPweTkHC1/Fh0Xx+zFi92+ZqWlYQjz/PcymLyUQkQnENfL4sGagb6yadMmFi1axIEDB1zbDhw4wOLFi9m4caNb24ceegiDwUBubi5f+MIXWLlyJRdddBHf/e53JyxanJCQQGpqKitXruSpp54iJiaGN998c0qn06dPc8sttzBz5kwSEhLYvn07VVVVAOzcuZNvf/vbbu1vu+02t9G/pUuX8rOf/Yy7776bmTNn8o1vfIMrrriC73//+277dXR0EBkZydGjR4GRElmPPvooCxYsIC4ujssuu4wjXi77oyYhP8J20UUXaR2CKgTaq7rDxMdl3dgcTkyWkT+QkX5MMJgM2Vf6IZBOJqOR4y+/jGW0bNS5WIZGFmf2JjGbCtlX+kFLL6fTid1qVeXYEWFhUy70HB7p32MnAPfeey/PPfcce/fuBeDZZ5/lq1/9qlvi0t3dzbvvvstjjz026ezOpKSkqeOPiCAyMtItSRtfOL2pqYkdO3awc+dOPvroI2bOnElmZiY229TreE7Gf/3Xf/GjH/2IH//4xwC8++67/OpXv+Lxxx93/YxeeeUV0tLS2L59OwD79u2jtLSUl19+mbS0NA4ePMiNN97IqVOnWLFihVfnV4OQT9jy8vKEXFwx0F7FjQN0DLhfoOYkKPsQqewr/RBIp9qCAro9GE1JUKAQuOwr/aCll91q5eB//EfAz/u5H/+YCD9v/d11113867/+K3WjaxRmZmby8ssvuyVslZWVOJ1OVq1a5dWxLRYLTzzxBL29vVxzzTWu7SaTybVw7lNPPUViYiIvv/yyayLCypUrvfa45ppreOSRR1zff/nLX+bb3/42GRkZrgRt//793HnnnRgMBurr63nuueeor68nLS0NgEcffZR3332X5557jl/84hdex6A0IZ+wiXihgsB7WWwjo2qXL08kPSWW6IgwUhRO2GRf6YdAOnXU1ABw4Y4dpF144aRtwiIimDV6EfYH2Vf6QVQvtUlJSWH37t08//zzOJ1Odu/ezZxz/rPj7YSO73//+/zgBz/AbDYTHx/P448/zu7du13vj69yUFhYyPbt2/2eNXruGnwpKSlcf/31vPjii2zfvp2amhqOHz/OM888A8CpU6ew2+0TksPh4WFmz57tVyxKEfIJm6jlSwLl1T1gZchqZ3B45MHueTOjWZQ84zx7+YbsK/2gpJPNYqG3rQ0m+SPhdDrpqq8HYOnGjcycO1eRc06F7Cv9oKVXeGQknxu9Fac005VxCldoaYx7772Xffv2ASMjXueyYsUKDAaD28SC6fje977HPffcQ3x8PPPmzZtw23a809hkh6kICwubkDBaJ7n9PNmt2r179/LP//zP/O53v2P//v2sW7eOdevWATAwMEB4eDgnT56cMAkiPj7+/JIBIOQTtssuu0zrEFQhEF6VbSZeO9nmts2fddbOh+wr/aCkU8YLL9BRXT1tm+i4OBI8XPzWH2Rf6QctvQwGg9+3JqcicdYswhR4HnM6brzxRiwWCwaDgRtuuGHC+8nJydxwww089dRT/PM///OE5MhoNLo9xzZnzhwuuOCCKc83fv+LL76Yv/71r1it1klH2VJSUmhpaXF9b7fbKSkp4eqrrz6v12c/+1m+8Y1v8O6777J//37uvvtu13sbN27EbrfT3t7uumUabIT8LNGCggKtQ1CFQHh19I88NBoVYSApNoLFs2ewUKXRNZB9pSeUcjL397uStbjk5Em/4mfPZvXVV/v9sLUnyL7SD6J6maaYXKMk4eHhlJWVUVpaOuWSG0899RR2u50tW7bw+uuvU1FRQVlZGb/97W+5/PLLvTrfeKd9+/bR19fHHXfcQV5eHhUVFbzwwgucOXMGGHk27e233+btt9+mvLycBx98EKPR6NF54uLiuO222/jhD39IWVkZd955p+u9lStXsnfvXu6++24OHDhATU0Nubm5/Od//idvv/22Vz5qEfIjbMu9WDRTTwTCyzK6fMe6hQlct0b9e/yyr/SDUk6tFRUAJKWlcd3DDytyTH+QfaUfRPWKjo4OyHlmzpw57fvp6enk5+fz2GOP8cgjj9DS0kJKSgqbN2/mD3/4g1fnGu80e/ZsPvroI773ve9x1VVXER4ezoYNG9i2bRswcru2qKiIu+++m4iICL7zne94NLo2xt69e7n55pvZsWPHhLXlnnvuOX7+85/zyCOP0NTUxJw5c9i6dSu33HKLVz5qYXCG4HLQL730kiuzLi0tZc2aNRpHpDxqeTkcTl4/2UZHvwWz1YHF7uSK5YnsuDBZ8XOdi+wr/eCr02BPD8f372d49H/clqEhbMPDrN65k7XXXad0mF4j+0o/BMrLbDZTU1PDsmXL3JanUIuhoaHzPuelN/TqFOi+D/kRtkD9byXQqOXV3m+hqmPIbVuKnxUMPEX2lX7w1anw7bfpaW5232gwsHDtWgWi8h/ZV/pBVK9A3PoPNCI6qYFM2AT9UKvlNbZ8x8yYCD63cS7RkWEkxwWmaK/sK/3gi1N7VRXNZWUYwsK4Yu9eZozOzJoRH0/sNAtxBhLZV/pBVC+1JxxogYhOahDyCVtHRwcLFy7UOgzFUdrLZnfyj1MdtPWNTDSIjQpjflJgL4iyr/TD+ZyaTp/mbFaW2/T8gc5OAJZv2UKalwtyBopQ7Cu9IqqXzWYToi7meER0UoOQT9imm2qsZ5T2ajKaOd086Po+OTYwo2rjkX2lH87nVH7s2KTVCaJiY1lz7bVqheU3odhXekVULxFHDkV0UoOQH4cUdeq30l5m68it0NlxkXxh8zxuWOd/mR9vkX2lH87nNFZncc0113DFnj2ur10PPUR0bGwgQvSJUOwrvSKqVyCW9Qg0IjqpgeazRHNzc8nKymJgYIDU1FRuuukmFixYMGlbu91ORkYGRUVF9PX1MWfOHHbt2uX1/6TGzxKVnJ/DJZ2cbTMxMGwnPSWGL1+aqnVIEp1ibG0l78ABeltbcdjt7LzvPlKWLdM6LInEZ8ZmCi5dulSXMx0lvjM0NERtbW3AZolqOsJWUlLC4cOHueqqq7j//vuZN28ef/vb3xgcHJy0/UcffcTJkye56aabePjhh9m8eTOvvPKK26rH3nL06FGf9w1mlPIastjJr+9nYLT01Jz4wN8KHUP2lX6YyunM0aP0NDXhsNvBYCBu1qwAR+YfodRXeidQXmOr8QdqlKi/vz8g5wkkenWyWEae6Z5qcWGl0fQZtuzsbDZt2sTGjRsBuOWWW6ioqKCgoIArr7xyQvvi4mK2b9/OihUrALj00ktdBVw///nP+xTD2GJ8oqGUV795JFGLCDOwZ2sqqYnaPWsg+0o/nOtkNZuxWSw0lZYCcOkXvkDKsmVBM/vTU0Khr0QhUF7h4eEkJSXR3t4OQGxsrKrLVERERGA2m1U7vhbo0cnhcNDR0UFsbCwREYFJpTRL2Ox2O83NzW6JmcFgID09ncbGxin3OfcHExERQf1o8efJsNls2O12t23j7wIfP3580uRQ7yjhdbZ1kAP5IxehGZFhpCWpP+Q7HbKv9MN4pzPHjlH87ruu9+KSk1mycaMu114Sva9EIpBeqakjj4mMJW1qYjabA3L7LZDo1SksLIzFixcH7Fqm2S1Rk8mE0+mcUDQ2Li6OgYGBSfdZvnw52dnZdHV14XQ6qaqqoqysbMr2ABkZGTz++ONuXy0tLXR3d5OZmcmFF17oGjo/evQo/f395Ofn09TURGVlJWVlZXR0dJCTk8Pw8LBb26GhIXJzc2lra+PMmTOcPXuWlpYW8vLyGBwcdGtrtVrJysqis7OT06dPU11dTUNDA4WFhfT29rq1dTgcHDt2DKPRSFFREfX19dTW1lJSUkJXVxeZmZnYbDa3fQYGBjh58qQr7hkzZtDe3k5OTg5ms9mtrdlsdsVdXl5ORUUFzc3NnDx5koGBAVfb46eqXD/HxUlhlJSUUFNTQ319PUVFRa64nU6n27+9vb2uuGtqalxxZ2VlYbVaJ427ubmZiooKysvLaWtrIzc3d0LcF1xwATk5ObS3t1NWVkZlZSVNTU0T4j569Cg2m43MzEy6urooKSmhtrbWFbfRaOTYsWM4HA63fXp7eyksLKShoYHq6mpOnz5NZ2fnpHEPDg6Sl5dHS0sLZ8+e5cyZM664h4aG3NoODw+Tk5NDR0eHW9z5+fn09/e7HgEYH3d3dzenTp2itraWuro6iouLMRqNZGRkTIi7r6+PgoICGhsbqaqqcsV9/PhxLBaLW1uTyUReXh6tra2uuFtbWzlx4gQmk2lC3NnZ2XR0dFBaWkpVVRWNjY0UFBTQ39/v1nbs+dKenh6Ki4tJSkpyxd1UXv7pB9Jg4MLt2zl27Bj9/f1ucZeWltLR0UF2dvaEz5rJZOLEiRO0tra6Pmutra3k5eVNiNtisXD8+HHXZ2183H19fRM+axkZGRiNRoqLi6mrq6O2tpZTp065rhHjP2uDg4PCXCPKyspob2/HZrP5fI0YH/fYZ03La4TZbHZdI2bMmBGwa8Tx48eZM2cOHR0dLFu2jM7OTubNm8fg4KDb37iEhAT6+/uZP38+nZ2drrYLFiygr6+PxMREHA4HYWFhxMbGYjKZmDt3rlvbefPm0dPTw6xZs7BarURFRREVFYXFYmH27Nl0d3ezZMkSt31SUlJc1QTCw8Ox2WwkJSVhNBpZsGCBW9vU1FQGBweJH10HESA+Pt71nPm5cff29pKYmIjdbic8PJyYmBiGhoYmxL148WK6u7tJTk7GYrG4xT1z5ky6u7tZvHix2z5z5851i9tut5OYmEhvb++kcQ8MDEyIe3BwcNK4xwrU22w2t7hTUlLc2i5ZsoTu7m5mz57tFrfVamXOnDmcOHFiwmdt7BqhNJpNOujv7+fJJ5/k3nvvZdGiRa7t77//PnV1ddx3330T9hkcHOTNN9/k7NmzACQnJ7Ns2TIKCwv593//90nPM9kI2+uvv86ePXuAkdusF198sVJaQYM/Xg6Hk7KWQU7W9dFsHOaqlbO4/IIkZQP0AdlX+qG4uJiLVq+m4dQpSj/+mMHubi6/804WrFmDQceLZIraV6I5gfTSEyI6qYFmt0TH7vOfO8Hg3Mx+PHFxcdxxxx3YbDZMJhMJCQl88MEHzJrmweWIiIgJt1HHD18mJib6YRG8+ON1ts3Em0Udru/jogPzQOX5kH2lHxITE6krKODk3//u2hYdF6frZA3E7SsRkV76QUQnNdDs6hkeHk5aWhrV1dWubU6nk+rq6vOuTh0REcHMmTNxOByUlZVx4YUXqh1uSNE7ZAMgMSaCzUtnsjI17jx7SCQTGRqd+RU/ezarduxgzpIlGkckkUgk+kXTWaJbt27l0KFDpKWlsWDBArKzs7FarWzYsAGAgwcPkpCQwK5duwBobGykv7+f1NRU+vr6+OSTT3A6nX7NBurt7VVCJejw1Su3upePy7sBWD43luvWzFYyLL+QfaUfznz4Ib1VI89Apq1axbobbtA4ImUQsa9EdALppSdEdFIDTRO2tWvXYjKZOHLkiOuBxr1797puifb29rrdvrTZbHz00Uf09PQQFRXFihUr+NznPufX7JLxz8+JhK9eRY2froczPzG4arvJvtIHPU1NrmQNICktTcNolEW0vgIxnUB66QkRndRA81qiW7ZsYcuWLZO+d88997h9v3TpUh5++GFFz3/69Gkhp7T74lXeMkjXwEjJoM9vnsvKecF1K1T2VXDTWFJCX3s7bZWVACy46CLW33ST7hbHnQ5R+mo8IjqB9NITIjqpgealqbRgfGmqsanIouGtl9Fk5Y9HPl3/bt+1i4iP1jyfd0P2VfBiMhp5+9e/dtt27YMPknye51H1hgh9dS4iOoH00hMiOqmBvqdsKUBmZqbWIaiCt17tfRbX65vWzQm6ZA1kXwUjVrOZvvZ2ukcXuw6PiiJ9yxYSLrpIuGQN9N1XUyGiE0gvPSGikxqE/AibBAaGbfz+wwYAFiRF85UrxHnmSKIeVrOZt3/9a6zjSsrEJSdz8yOPaBiVRCKRiEnIj7DJwsfQ2W91vV63cPI18IIB2VfBxaDROJKsGQxExcYSHRfHss2bAf06nQ8RvUR0AumlJ0R0UoPgu+8VYMYKz4uGp142u4OXc1sBWJQ8gw2LZ6oZll+Eel8FC/lvvEFjSQmO0QoisYmJ7P7e99za6M3JU0T0EtEJpJeeENFJDUJ+hK1ydEabaHjq1dr76bNraUnRaoWjCKHeV8FCdV4ew4ODrluhSaOFr8ejNydPEdFLRCeQXnpCRCc1CPkRtpSUFK1DUAVPvJxOJ2+MlqCaERnGzguDe/mFUO6rYKH0o49wjo6s7fz614mOjSVhzpwJ7fTk5A0ieonoBNJLT4jopAYhn7ANDw9rHYIqeOLV1mehb7QM1fK5sW6LFAcjodxXwYDVbOb0hx8CI7NBkxcsIDwyctK2enHyFhG9RHQC6aUnRHRSA5mwCfqLcj4vp9PJB6Vdru+DqQTVVIRqX2mNsbWVyuPHsY6Lc9dDD02ZrEHwO/mKiF4iOoH00hMiOqlByCdsog7Fns+rpddCY8/Ih2TFvFhmRAb/44yh2ldaU/bxxzSWlLi+n5GQwMzzxBzsTr4iopeITiC99ISITmoQ/H+lVaZqXM1DkTif16lxNUP1MLoGodtXWuKw2VzJ2qKLL+biG2/kyq985bz7BbOTP4joJaITSC89IaKTGoT8CJuo04nP51VYP5KwLU+JYWaMPn4NQrWvtKS1osL1eummTaSuWOHRfsHs5A8ieonoBNJLT4jopAYhP8KWk5OjdQiqMJ1XbecQY+Uttq8M7pmh4wnFvtKCge5uiv7xDwrefJOK48dd2+emp3t8jGBzUgoRvUR0AumlJ0R0UgNZmioE+cPHDfSOzg79/k1Lg352qCSw5B08SE1entu2JRs2sOVLX9IoIolEIpGE/AibqCUxpvIyWeyuZO2mdXN0layFWl8FGofdTsn779M2uohl6sqVrL76ai7atYu1113n1bGCxUlpRPQS0Qmkl54Q0UkN9PHwkopccsklWoegClN5FTd8Otlg9fy4QIWjCKHWV4GmJi+PsiNHXN+nX3IJCy66yKdjBYuT0ojoJaITSC89IaKTGoT8CNvp06e1DkEVJvOy2R0cOdMDwIJZ0URF6Kv7Q6mvAs2pw4fJf+MNAJZs3MilX/gC81et8vl4weCkBiJ6iegE0ktPiOikBiE/wrZo0SKtQ1CFybxqO82u1+sXJQQyHEUIpb4KJCajkfJPPgFgRnw8mz7zGSKiovw6ptZOaiGil4hOIL30hIhOaqCvIRYV6O3t1ToEVZjM68OykcoGYQZYmxYf6JD8JpT6KpCMnwl69f33+52sgfZOaiGil4hOIL30hIhOahDyCZueHrr3hnO9nE4nPaaRyQYbF88kLEx/3qHSV4Gmo7oagKiYGOKTkxU5ptZOaiGil4hOIL30hIhOahDyCdvMmTO1DkEVzvVqMn5aq23nKv2svTaeUOmrQGIyGulpbgbg0i98QbHjyr7SDyI6gfTSEyI6qUHIJ2yNjY1ah6AK472cTqersgFAZLg+uz0U+ioQWIeHaauqoq2ykpqTJ13bZy9erNg5ZF/pBxGdQHrpCRGd1CDkJx2sWbNG6xBUYbxXZbuJkqYBADYv0e//ZEKhr9TG6XSS+be/uW6DjjF3+XKi45Rb5kX2lX4Q0Qmkl54Q0UkN9DnUoiB556zoLgrjvT4u73G9XrdQf5MNxgiFvlITh81G7muv0VFdjSE8nMTUVBJTU5m1YAErLr9c0XPJvtIPIjqB9NITIjqpgSxNJThdAxb+fLQJgB0rZ3HFBUnaBiTRjKbSUrJefBGAFdu2seHmmzWOSCKRSCSeEvIjbKKWxBjzOlnX59q2cbH+1l4bj+h9pSaNJSWuZA1g7bXXqno+2Vf6QUQnkF56QkQnNQj5ETaLxUKUAutOBRtjXn8+2kjXgJX5idH807Y0rcPyC9H7Si2GTSbe+uUvcdhGlnW5cPt2Lr7xRtXOB7Kv9ISITiC99ISITmoQ8iNsJ8fNkhOJkydP0tRjpmvACsBVF+pzKY/xiNxXavLRH/+Iw2YjYc4cdn79614XcvcF2Vf6QUQnkF56QkQnNQj5WaIrVqzQOgRVWLFiBUUtg67vF8yK1jAaZRC5r9TC6XQy0DVS4WL11VeTsnSpaucaj+wr/SCiE0gvPSGikxqE/AhbW1ub1iGoQltbG52jo2ubFifodu218YjcV2rRM259owUBnDov+0o/iOgE0ktPiOikBiE/wjZjxgytQ1CFfscMajqHAJgVF6lxNMogal8p7eV0ODj+8ssYW1qwWyyu7UrUCPUU2Vf6QUQnkF56QkQnNQj5hC06Wv+3CifjdFc4MDKfZPncWG2DUQhR+0opL6fTibGlBWNzM02nT7u9t3TTJkXO4Smyr/SDiE4gvfSEiE5qoP/7ZH7S0dGhdQiK02+20WEaSdZ2rJxFsiAjbCL2FSjn1Xr2LB889RR5Bw8CEDdrFtfcfz/XPvggm2+7TZFzeIrsK/0gohNILz0hopMahPwI2/Lly7UOQXGq2k2u13pfe208IvYVKOdVfeIEAJEzZhA3axYrrrhC0fqg3iD7Sj+I6ATSS0+I6KQGIT/CVlhYqHUIitPaO/Lc0tyEKGKiwjWORjlE7CtQzqu7oQGAuenpXLdvX8Bvg45H9pV+ENEJpJeeENFJDUJ+4VzRsDuc/PrdWgC2pieyc1WytgFJAkLr2bMc++tfAdh2112krV6tcUQSiUQiUZKQH2ETrSRGW9+nswL1XOh9MkTrqzH89Wo8fdqVrMHICJvWyL7SDyI6gfTSEyI6qUHIj7A5HA7CwsTJW4+d7SGz0khMZBjfum6J1uEoimh9NYY/Xp11dXz85z/D6Md4zdVXc9GuXUqG5xOyr/SDiE4gvfSEiE5qEPI/oaysLK1DUJTMSiMAsc7B6RvqENH6agxfvbobG/n4T38Cp5M5S5ey6TOfYeWVVyocnW/IvtIPIjqB9NITIjqpQcjPEl27dq3WISiG1e5wvb5sRYqGkaiDSH01Hl+9Ws6ccb2+7EtfIjYpSaGI/Ef2lX4Q0Qmkl54Q0UkNQn6Erb6+XusQFGOssgGAs69Fw0jUQaS+Go8vXsODgwx0dwOQtnp1UCVrIPtKT4joBNJLT4jopAYhP8KWmJiodQiK8Y/iTgCSYiNIShLHawyR+mo83noNdHfz/u9/j214GID42bPVCMsvZF/pBxGdQHrpCRGd1EDzhC03N5esrCwGBgZITU3lpptuYsGCBVO2z87OJi8vj97eXmJjY1m9ejW7du0iIsI3FVHmXNgdToasI7dENy6eidPZo3FEyiNKX52Lp142i4WCN9+ko6YG2/AwEVFRxCYlkX7JJSpH6D2h3ld6QkQnkF56QkQnNdA0YSspKeHw4cPs3r2bhQsXkp2dzd/+9jf27dtHXFzchPanTp3igw8+4LOf/SyLFi2iq6uLQ4cOYTAYuOGGG3yKob+/31+NoKC85dNJBpuXJFBWKt4Qsyh9dS6eeNmGh8nav5+2ykoAwiIi2PXwwyTMmaN2eD4Ryn2lN0R0AumlJ0R0UgNNE7bs7Gw2bdrExo0bAbjllluoqKigoKCAKyeZ7dbQ0MDixYtZt24dAElJSaxdu5ampiafY5huNE9PfFjWBUByXCQR4WHCeI1HRCfwzCv/zTddydq6G25g/oUXBm2yBqHdV3pDRCeQXnpCRCc10GzSgd1up7m5mfRxi3waDAbS09NpbGycdJ9FixbR3NzsStB6enqorKxkxYoVU57HZrMxPDzs9jV++LWsrEwhI+0YtjkwWUZuh25ZNhMQw+tcRHSC83uZenupKygAIHnhQlbt2EHivHmBCM1nQrWv9IiITiC99ISITmqgWcJmMplwOp0Tbn3GxcUxMDAw6T7r1q3j6quv5tlnn+VnP/sZv/3tb1myZAnbt2+f8jwZGRk8/vjjbl8tLS10d3eTmZnJ5s2bXassHz16lP7+fvLz82lqaqKyspKysjI6OjrIyclheHjYre3Q0BC5ubm0tbVx5swZzp49S0tLC3l5eQwODrq1tVqtZGVl0dnZyenTp6murqahoYHCwkJ6e3vd2jocDo4dO4bRaKSoqIj6+npqa2spKSmhq6uLzMxMbDaba59DRwpdvsmGPiorK0lMTKS9vZ2cnBzMZrPb8c1msyvu8vJyKioqaG5u5uTJkwwMDEwad1dXFyUlJdTU1FBfX09RUZErbqfT6fZvb2+vK+6amhpX3FlZWVitVrfjDwwMcPLkSZqbm6moqKC8vJy2tjZyc3MnxL1+/XpycnJob2+nrKyMyspKmpqaJo3bZrORmZnpiru2ttYVt9Fo5NixYzgcDrd9ent7KSwspKGhgerqak6fPk1nZ+ekcQ8ODpKXl0dLSwtnz57lzJkzrriHhobc2g4PD5OTk0NHR4db3Pn5+fT392O1WifE3d3dzalTp6itreXku++6+jd8+fIJcff19VFQUEBjYyNVVVWuuI8fP47FYnFrazKZyMvLo7W11RV3a2srJ06cwGQyTYg7Ozubjo4OSktLqaqqorGxkYKCAvr7+93a2u12MjIy6Onpobi4mPnz51NXV0dxcTE9PT1kZGRgt9snfNbGx11aWkpHRwfZ2dkTPmsmk4kTJ07Q2trq+qy1traSl5c3IW6LxcLx48ddn7Xxcff19U34rGVkZGA0GikuLqauro7a2lpOnTrlukaM/6xZrVZdXiPGf9bGx93e3k5YWJgw1wiz2ey6RiQmJgpzjRjfdvPmzROuEWOfNaPRSEZGhi6uEXV1da64V65cKcw1YnweoTSaVTro7+/nySef5N5772XRokWu7e+//z51dXXcd999E/apra3ltdde45prrmHBggV0d3fz7rvvsmnTJq666qpJz2Oz2bDb7W7bXn/9dfbs2QOM/HB37NihoFng+f+ONdHRbyEtKZq7r0gDxPA6FxGd4PxeB3/6U2zDwyQvWsS1DzwQwMh8J1T7So+I6ATSS0+I6KQGmj3DFhsbi8FgYHDQfUX+wcFB4uMnr4H58ccfc/HFF7Np0yYA5s2bh9Vq5c0332THjh0YDIYJ+0REREyYQTq+nd5/Sax2Bx39I/VDLx5XO1TvXpMhohNM7zXU2+tavmPF5ZcHKiS/CcW+0isiOoH00hMiOqmBZrdEw8PDSUtLo7q62rXN6XRSXV3NwoULJ93HarVOSMrGvvd1oFDvRWfzavtcry9a8GnCpnevyRDRCab3ynrpJdfrBWvWBCIcRQjFvtIrIjqB9NITIjqpgaazRLdu3cqhQ4dIS0tjwYIFZGdnY7Va2bBhAwAHDx4kISGBXaPFrFeuXMnx48eZP3++65boxx9/zIUXXuhz4dixGap6paBuJGGbFRtBZPinPwO9e02GiE4wtZd1eJjuhgZgJFkLj4wMZFh+EWp9pWdEdALppSdEdFIDTUtTrV27luuvv54jR47wzDPP0NbWxt69e123RHt7e90mIOzYsYPLL7+cjz76iKeffpo33niD5cuXc8stt/gcQ0VFhd8eWuF0Oukzjzyfd+1q99Xu9ew1FSI6wdReJqPR9XrLF78YoGiUIdT6Ss+I6ATSS0+I6KQGmlc62LJlC1u2bJn0vXvuucft+7CwMHbu3MnOnTsVO/+8IF8eYTreHi1FBbBo9gy39/TsNRUiOsHkXjaLhcO//S0wUnoqIjo60GH5RSj1ld4R0Qmkl54Q0UkNQr74+9DQ0PkbBSmNPWZgpHZodIR7V+rZaypEdILJvfo7P03GF69fH8hwFCGU+krviOgE0ktPiOikBiGfsI2tgaU3nE4nRpMNgC9fkjrhfb16TYeITjC511BvLwCJqalcdO21gQ7Jb0Kpr/SOiE4gvfSEiE5qEPIJ25wgLu8zHXVdZtfruOjwCe/r1Ws6RHSCyb2Mra0ARM6YMeE9PRBKfaV3RHQC6aUnRHRSg5BP2MYvK6IneodsrtfRkRO7Ua9e0yGiE0zuVV9UBOg3YQulvtI7IjqB9NITIjqpQcgnbGNLiOiNk6PLeaxbMPkiw3r1mg4RnWCiV09TE/0dHQDMHVdrV0+ESl+JgIhOIL30hIhOahDyCVtOTo7WIXiN0+mkvW+kukHsJLdDQZ9e50NEJ3D3qsnL44Onn3Z9r8cJBxAafSUKIjqB9NITIjqpgWa1RLXkpZde4s4779Q6DJ850zrIwfx2APZdu4j4aM1XZ5EoQGV2NgVvvun6/sIdO7j4hhs0jEgikUgkwULIj7DpsSTGWDmq6AjDlMmaHr3Oh4hOMOI1PDjoStYWXHQRl37hC6y5+mqNI/MdkftKNER0AumlJ0R0UoOQH5q59NJLtQ7BK5xOJw3dIzNENy9NnLKd3rw8QUQnGPFqPHXK9f1lX/qSrspQTYbIfSUaIjqB9NITIjqpQciPsJ0a94dSD/SZP50desmSmVO205uXJ4joBCNew4ODAIRHRuo+WQOx+0o0RHQC6aUnRHRSg5AfYVuyZInWIXhFTnWf6/VUEw5Af16eIKKTw27H0dRETVUVAMsvu0zjiJRBxL4CMb1EdALppSdEdFKDkB9hM44rsK0H8keX81g8e/r1ufTm5QkiOpW8/z4NeXmYenoAiE9O1jgiZRCxr0BMLxGdQHrpCRGd1CDkR9gMBoPWIXjMkMXuen3dmtnTttWTl6eI5mQxmThz7BgAa3ftIjE1ldSVKzWOShlE66sxRPQS0Qmkl54Q0UkNQj5hS0hI0DoEjxn//FpKQtS0bfXk5SmiOVVmZwMQFRvLah3PCJ0M0fpqDBG9RHQC6aUnRHRSg5C/JdrU1KR1CB5zombkdmhKwvkfSteTl6eI5GS3Wjn94YcAOCPE+3+TSH01HhG9RHQC6aUnRHRSg5BP2FavXq11CB7hdDopaRoAJi/2fi568fIGkZwqsrJcrzd/9rMaRqIOIvXVeET0EtEJpJeeENFJDUI+YTt58qTWIXhEz+Cnt0PP9/wa6MfLG0RyOv3RRwCERURQ096ucTTKI1JfjUdELxGdQHrpCRGd1ECWptIJfy9op6xlZK2u/3fzMo2jkfjD8OAgb/ziFwBs+eIXWbJxo8YRSSQSiSTYCfkRNr2UxKjtHAJgxbxYj9rrxcsbRHEamxkKkLZ6tTBe4xHRCcT0EtEJpJeeENFJDUJ+hM1qtRIZ5CvLO5xOfvWPWgDu276AOeeZIQr68PIWUZzef+opjM3NzEpLY9fDDwvjNR4RnUBMLxGdQHrpCRGd1CDkR9hOnDihdQjnxWj69Pm15HjPfqn14OUtojgZm5sBWLp5MyCO13hEdAIxvUR0AumlJ0R0UoOQT9hW6mCh0sL6T8tRhXm4wKAevLxFBKeu+nrX67RVqwAxvM5FRCcQ00tEJ5BeekJEJzUI+YStra1N6xDOS2F9PwBLz1OOajx68PIWEZw+euYZ1+uYxERADK9zEdEJxPQS0Qmkl54Q0UkNQj5hi4mJ0TqE8xIWNjKqdsnSRI/30YOXt+jdyWH/tLTYxltucZVj0bvXZIjoBGJ6iegE0ktPiOikBiGfsAX7g45WuwOz1QHAwuRoj/cLdi9f0LuT3Wp1vV52ySWu13r3mgwRnUBMLxGdQHrpCRGd1CDkE7auri6tQ5iW7sFP/8hHR3jeXcHu5Qt6d7IND4+8MBgIG1eOSu9ekyGiE4jpJaITSC89IaKTGoR8wrZsWXAvQtvUM/JHPjEmwnULzROC3csX9O400N098sLpdOtLvXtNhohOIKaXiE4gvfSEiE5qEPIJW1FRkdYhTEuzcSRhi4nyrquC3csX9O7U1dAAQFxystt2vXtNhohOIKaXiE4gvfSEiE5qEPIL5wY7r59so6LNxOXLE7nqwuTz7yAJWjL+939pOXOGeStWsOOee7QORyKRSCQ6IuRH2IK9JEbL6AjbvJmeTziA4PfyBb062a1Wqk+coK2qCoC56elu7+vVazpEdAIxvUR0AumlJ0R0UoOQH2FzOByEhQVn3up0OvnlaEmqPVtTWZzs+dTnYPbyFb06Fb7zDhWZmQAkzJnDtQ89RGT0pwm4Xr2mQ0QnENNLRCeQXnpCRCc1CPmfUOboH9JgpK3P4nqdluj5orkQ3F6+ojcnu81GR22tK1kD2H7PPW7JGujPyxNEdAIxvUR0AumlJ0R0UoOI8zcRm3Xr1mkdwpSMryEaEe75DFEIbi9f0ZtT3oED1I97mPaa++8nbtasCe305uUJIjqBmF4iOoH00hMiOqlByI+w1dXVaR3ClNR3DQFwYWqs1/sGs5ev6M2pd1y5lSUbNpC8aNGk7fTm5QkiOoGYXiI6gfTSEyI6qUHIj7DNmmTEI1hwjD5d6MtThsHs5St6cxrq6wPg2gcfJHnhwinb6c3LE0R0AjG9RHQC6aUnRHRSg5AfYXM4HFqHMCWFDSNF35eleF9nLZi9fEVPTiajEYvJBEB07PQjpHry8hQRnUBMLxGdQHrpCRGd1CDkR9gGBga0DmFSeoc+fX7N2yU9IHi9/EEvTs3l5WS+8ILr+9ikpGnb68XLG0R0AjG9RHQC6aUnRHRSg5AfYZs/f77WIUxKU4/Z9Xp+YpTX+werlz/owclkNJL98suu79dcfTWG80xX14OXt4joBGJ6iegE0ktPiOikBiGfsJWXl2sdwqSUNg8CsGZ+nFc1RMcIVi9/0INT6ccfY7damTl3Lp//yU+4aNeu8+6jBy9vEdEJxPQS0Qmkl54Q0UkNQj5hu+yyy7QOYVLsozMOIiO8T9YgeL38QQ9O5tGh/Zlz5xIeGenRPnrw8hYRnUBMLxGdQHrpCRGd1CDkE7asrCytQ5iAw+GkpnNkSY/V8+N9OkYwevlLMDsVvfMOr//oR7SM/k9xyYYNHu8bzF6+IqITiOklohNILz0hopMahHxpqmCka8DCn482AfCtXYuJiQrXOCLJ+Xjz8ccx94/M6o2IjubGb3+bmJkzNY5KIpFIJKIQ8iNswVh0tqRp5LZaUmyEz8laMHr5S7A6WYaGXMnazq9/nVv/3//zKlkLVi9/ENEJxPQS0Qmkl54Q0UkNgmJZj9zcXLKyshgYGCA1NZWbbrqJBQsWTNr2+eefn3RV5BUrVrBnzx6vz71p0yav91ETu8PJ8apeAGIifc+ng81LCYLVKe/gQdfr5AULPH52bYxg9fIHEZ1ATC8RnUB66QkRndRA8xG2kpISDh8+zFVXXcX999/PvHnz+Nvf/sbg4OCk7W+//XYeeeQR19eDDz6IwWBgzZo1Pp3/zJkz/oSvOB39nxZ8v/niFJ+PE2xeShCsTv2dnQDMWbrU62QNgtfLH0R0AjG9RHQC6aUnRHRSA81H2LKzs9m0aRMbN24E4JZbbqGiooKCggKuvPLKCe1jYtxX/S8pKSEyMtLnhC01NdWn/dSirmtk/bXkuEhSErxff22MYPNSgmBycjocNJw6xekPP2SgqwuAS7/wBZ+OFUxeSiGiE4jpJaITSC89IaKTGmiasNntdpqbm90SM4PBQHp6Oo2NjR4do6CggLVr1xIVNXlyY7PZsNvtbtvGz7MYGhryIXL1GLKMxBoe5ttyHq7jBJmXEgSL0+kPPqD044/dts2cN4+481Q0mIpg8VISEZ1ATC8RnUB66QkRndRA01uiJpMJp9NJXFyc2/a4uDiPSlU0NTXR3t4+7f3vjIwMHn/8cbevlpYWuru7yczMxGw2ux54PHr0KP39/eTn59PU1ERlZSVlZWV0dHSQk5PD8PCwW9uhoSFyc3Npa2vjzJkznD17lpaWFvLy8hgcHHRra7VaycrKorOzk9OnT1NdXU1DQwOFhYX09va62ubXjIzWxA63YzQaKSoqor6+ntraWkpKSujq6iIzMxObzeZ2/IGBAU6ePOmKu6amhvb2dnJyciY4ms1mV9zl5eVUVFTQ3NzMyZMnGRgYmDTurq4uSkpKqKmpob6+nqKiIlfcTqfT7d/e3l5X3DU1Na64s7KysFqtk8bd3NxMRUUF5eXltLW1kZubOyHuwcFBcnJyaG9vp6ysjMrKSpqamiaN22azkZmZ6Yq7trbWFbfRaOTYsWM4HA63fXp7eyksLKShoYHq6mpOnz5NZ2fnhLjHJ2uLL7uMVZ//PEuuu472jg5yc3MZGhpyO+7w8DA5OTl0dHS4xZ2fn09/fz9FRUUT4u7u7ubUqVPU1tZSV1dHcXExRqORjIyMCXH39fVRUFBAY2MjVVVVrriPHz+OxWJxa2symcjLy6O1tZWzZ89y5swZWltbOXHiBCaTaULc2dnZdHR0UFpaSlVVFY2NjRQUFNDf3+/W1m63k5GRQU9PD8XFxTQ3N7vi7unpISMjA7vdPuGzNj7u0tJSOjo6yM7OnvBZM5lMnDhxgtbWVtdnrbW1lby8vAlxWywWjh8/7vqsjY+7r6/Pra3D4SAjIwOj0UhxcTF1dXXU1tZy6tQp1zVi/GetqKhI82vEWNzHjh3z6xpRVlZGe3s7paWlwlwjzGaz6xpRU1Oj2TVi7HqVl5dHS0uL67M2Fre314hzHUW4RtTV1Ql5jRifRyiNpst69Pf38+STT3LvvfeyaNEi1/b333+furo67rvvvmn3f/PNN2lsbOTBBx+css1kI2yvv/66a4JCe3s7c+fO9cNCWf6/o410DFi5Ye1sNi72fVmIYPNSgmBxOvCTn2C3WrnmgQeYPe731leCxUtJRHQCMb1EdALppSdEdFIDTUfYYmNjMRgMEyYYDA4OEh8//YKxFouF06dPu559m4qIiAiio6PdvsaXeqqpqfFdQAUGR2+JpvpQ8H08wealBMHg5HQ6sVutAMTNmqXIMYPBS2lEdAIxvUR0AumlJ0R0UgNNE7bw8HDS0tKorq52bXM6nVRXV7Nw4cJp9y0tLcVms3HxxRf7FcP69ev92l9JLDYHJosDgOgI/7ommLyUIhicusYtKRMeocwjoMHgpTQiOoGYXiI6gfTSEyI6qYHmy3ps3bqV/Px8CgsL6ejo4K233sJqtbJhtLTPwYMH+eCDDybsV1BQwKpVq4iNjfXr/Lm5uX7tryRFDf2u10mx/iUDweSlFMHgVPjOO67XEdH+jYKOEQxeSiOiE4jpJaITSC89IaKTGmi+rMfatWsxmUwcOXLEtXDu3r17XbdEe3t73W5hAnR2dlJfX89dd93l9/l37Njh9zGUIrt6ZMHceTOjCPNzlmgweSlFMDj1NI2UDFu6efOE30tfCQYvpRHRCcT0EtEJpJeeENFJDTQfYQPYsmUL3/72t/nBD37Afffd53Y79J577uG2225zaz9nzhx+/OMfs3z5cr/PHUwlMQaHR55fuyw90e9jBZOXUmjt1FVf73q9SsELjNZeaiCiE4jpJaITSC89IaKTGgRFwqYlW7Zs0ToEAEyWT2eypqfETNPSM4LFS0m0dioZd2s+Yc4cxY6rtZcaiOgEYnqJ6ATSS0+I6KQGIZ+wFRcXax0CAMXjnl+bEelbwXe34wWJl5Jo7dReVQVA2qpVih5Xay81ENEJxPQS0Qmkl54Q0UkNQj5hW7JkidYhANDQM1KSat5M38tRjSdYvJRESydjS4vr9cpJSqb5g+wr/SCil4hOIL30hIhOahDyCVtPT4/WIQBQP1pDdE3a9OvPeUqweCmJVk61BQVu1Q1Sli1T9Piyr/SDiF4iOoH00hMiOqmB5rNEtSY83P/bj/7idDqx2kcKTiycpcxSEcHgpTSBdnI6HOS/+SbV46acz7/wQsXPI/tKP4joJaITSC89IaKTGoR8wnZuHVMtGEvWAFISlLklGgxeShNop6bSUrdkbdVVV7H0PJU1fEH2lX4Q0UtEJ5BeekJEJzUI+VuiLeOeTdKKseU8wgwQGa7M2l7B4KU0gXRyOp2UHTkCQPycOdzwrW+x7vrrSUhJUfxcsq/0g4heIjqB9NITIjqpQciPsF2owi0ub+kYsADgcKLYYqzB4KU0gXQy9/VhbGnBEBbGtfffT5SfFTWmQ/aVfhDRS0QnkF56QkQnNQj5Ebb8/HytQ+BMyyAACxR6fg2Cw0tpAuk0aDQCEJOYqGqyBrKv9ISIXiI6gfTSEyI6qYHB6XQ6z99MLF566SXuvPNOrcNw8eqJVqo6hlgzP47PbJyrdTgSoOHUKbJffpnZS5ZwzTe+oXU4EolEIglxQn6ELRhKYlR1DAGwdqEyS3pAcHgpTSCdakf/xzcjXrk+mQrZV/pBRC8RnUB66QkRndQg5BO2yy+/XNPz9wxaXa/nxCszQxS091KDQDp1NzQAEB6h/mOesq/0g4heIjqB9NITIjqpQcgnbCdOnND0/O39FtfrmTHKJQdae6lBIJ0iokeeJ1y0bp3q55J9pR9E9BLRCaSXnhDRSQ1CPmHTenZKi3EYgJXzlH2wXWsvNQiUk91mwzQ66SAxNVX188m+0g8ieonoBNJLT4jopAYhn7Bpvf5L9+gt0ehIZbtCay81CJRTY0mJ6/WMhATVzyf7Sj+I6CWiE0gvPSGikxqEfMKm9QrLZ9tMAMxVqMLBGFp7qUEgnJxOJ+WffDJyvlmzAvIMm+wr/SCil4hOIL30hIhOahDyC+dqWcNswGxzvV42J0bRY4tYm01tp+oTJzh1+DAW00gSveKKK1Q93xiyr/SDiF4iOoH00hMiOqlByI+w9fT0aHbu8tZB1+s5Co+waemlFmo6Oex2Th465ErW1u7axfLLLlPtfOORfaUfRPQS0Qmkl54Q0UkNQn6EbenSpZqc1+l08kFpNwBpScpVOBhDKy81UdOp9KOPXK9v+Pa3malCzdCpkH2lH0T0EtEJpJeeENFJDUJ+hK2oqEiT8w5ZHa7XV104S/Hja+WlJmo69ba2AhCblBTQZA1kX+kJEb1EdALppSdEdFKDkC9N5XQ6FSu47g3lLYMcKmgnJiqMb+1aovjxtfJSE7WcnE4nr/3gBwBsv+ceUlesUPwc5zu/7Ct9IKKXiE4gvfSEiE5qEPIjbMeOHdPkvKca+wGIDFPnl1QrLzVR2sk8MMDJv/+dY88/79oW6NE1kH2lJ0T0EtEJpJeeENFJDeQIm0aZ/e8+rGdw2M7mJTO57qLZih9fxP+xKO1U+PbbVGRlub5fe911rN65U7Hje4rsK/0gopeITiC99ISITmogR9g0yOwdTieDw3YANi1RZ2FWEf/HoqRTVW4uFcePAyPrrV1z//2aJGsg+0pPiOglohNILz0hopMahPws0fXr1wf8nF0DI9UNDMCs2EhVzqGFl9oo5VR5/DgFb70FwJING7jkc58jLAAL5E6F7Cv9IKKXiE4gvfSEiE5qEPIjbLW1tQE/59m2kfXXnECYSs+waeGlNko5nR5dwiN1xQou/eIXNU3WQPaVnhDRS0QnkF56QkQnNQj5hG3WLOWX1DgfLUYLoHx1g/Fo4aU2Sjg57HbX4rhrrrkmKJ6bkH2lH0T0EtEJpJeeENFJDUI+YbPb7QE/Z1X7SMKwfK56CZsWXmqjhNOZo0ddrxNTU/0+nhLIvtIPInqJ6ATSS0+I6KQGIZ+wDQ4Onr+RgozMhhl5nZqofIWDMQLtFQiUcOrr6HC9johSthyYr8i+0g8ieonoBNJLT4jopAYhn7DNnz8/oOczWRw4RhdSma9iwhZor0CghFNbZSUwcjs0WJB9pR9E9BLRCaSXnhDRSQ1CPmE7c+ZMQM/X1GMGIC46nHCVJhxA4L0CgRJOdpsNgLjkZL+PpRSyr/SDiF4iOoH00hMiOqlByCdsl156aUDPVzn6/JpD5fWKA+0VCPx16m1rwzY8DMC85cuVCEkRZF/pBxG9RHQC6aUnRHRSg5BP2I6PLp4aKMpbR+7VX5QWr+p5Au0VCPx1Ov3hh67XMTNn+huOYsi+0g8ieonoBNJLT4jopAYhX5oqkDgcTn79bi1O4J5taapOOpBM5Mhf/kJHTQ3LLrmESz73Oa3DkUgkEonEY0J+hO3ouGUe1KaxxzyyWK4B5s5Ud4ZiIL0ChT9OQ729dNTUACPVDYIJ2Vf6QUQvEZ1AeukJEZ3UIOQTtk2bNgXsXG19IwvmOpwQpvKCrYH0ChT+ONWcPOl6nRRkM5JkX+kHEb1EdALppSdEdFKDkE/YAjk7paZzCIBLl6r//JSIs278cRqbHZqUlkbkjBlKhaQIsq/0g4heIjqB9NITIjqpQcgnbIFc/6V7cKTo+4wo9X/sIq5r44/TUF8fAAvXrlUqHMWQfaUfRPQS0Qmkl54Q0UkNQj5hC+QKy/bRFXMXzlJ/hEfElaP9caorLAQgNohmh44h+0o/iOglohNILz0hopMahHzCFsgaZv3mkXPNnBGh+rlErM3ml9PoZOiYxESFolEO2Vf6QUQvEZ1AeukJEZ3UIOQTtlmzZgXkPCbLp7+QMQG4JRoor0Diq1P/uPqhifPmKRWOYsi+0g8ieonoBNJLT4jopAYhn7DV1dUF5DxdA1bX6xmR4aqfL1BegcRXp+byctfr6Lg4pcJRDNlX+kFELxGdQHrpCRGd1ED9e3PnITc3l6ysLAYGBkhNTeWmm25iwYIFU7Y3m818+OGHlJeXMzQ0RGJiIjfeeCMrVqzw6fwXX3yxr6F7Re3oDNFFyYGZoRgor0Dii5PT4aD43XcBSFu9WumQFEH2lX4Q0UtEJ5BeekJEJzXQdIStpKSEw4cPc9VVV3H//fczb948/va3v035AKLdbueFF16gt7eXL33pS+zbt49bb72VhIQEn2PIzc31eV9vqO4YSdgiw9Vdf22MQHkFEl+cjC0trtcXbN2qZDiKIftKP4joJaITSC89IaKTGmhamuovf/kLaWlp3HzzzQA4nU7++7//my1btnDllVdOaJ+Xl0dWVhYPP/ww4eG+31bUojTV4++MrLJ/49rZbFgcfDMVRaW+qIic//s/IqKj+dyPfqR1OBKJRCKR+IRmI2x2u53m5mbS09Nd2wwGA+np6TQ2Nk66z5kzZ1i4cCHvvPMO//Vf/8XTTz/NsWPHcDgcPscRiJIYA8M21+ulc2JUPx+IWerDF6e6ggIAUpYuVTga5ZB9pR9E9BLRCaSXnhDRSQ00e4bNZDLhdDqJO+ch8Li4ODo7Oyfdp6enh5qaGtatW8eePXvo7u7mnXfewW63s3Pnzkn3sdlsE6YMjx9U3LJli38iHtAz+GnClhQbqfr5IDBegcZbJ7vV6uprQ1jwzq+RfaUfRPQS0Qmkl54Q0UkNgvev2CSMJXi33noraWlprF27lu3bt3NyXJ3Ic8nIyODxxx93+2ppaaG7u5vMzEwKCgpc2f3Ro0fp7+8nPz+fpqYmKisrKSsro6Ojg5ycHIaHh93aDg0NkZubS1tbG2fOnOHs2bO0tLSQl5fH4OCgq+2x/DIAEiOG6ezs5PTp01RXV9PQ0EBhYSG9vb1ux3U4HBw7dgyj0UhRURH19fXU1tZSUlJCV1cXmZmZ2Gw2t30GBgY4efKkK+7Dhw/T3t5OTk4OZrPZra3ZbHbFXV5eTkVFBc3NzZw8eZKBgQG3tlarlaysLLq6uigpKaGmpob6+nqKiopccTudTrd/e3t7XXHX1NS44s7KysJqtU4ad3NzMxUVFZSXl9PW1kZubu6EuPPy8sjJyaG9vZ2ysjIqKytpamqaNO7TH33EgZ/8hLbKSgBiFixwxW00Gl0js+P36e3tpbCwkIaGBqqrqzl9+jSdnZ2Txj04OEheXh4tLS2cPXuWM2fOuOIeGhpyazs8PExOTg4dHR1ucefn59Pf38+BAwdcbW02G5mZmXR3d3Pq1Clqa2upq6ujuLgYo9FIRkbGhLj7+vooKCigsbGRqqoqV9zHjx/HYrG4tTWZTOTl5dHa2uqKu7W1lRMnTmAymSbEnZ2dTUdHB6WlpVRVVdHY2EhBQQH9/f1ube12OxkZGfT09FBcXMzHH3/sirunp4eMjAzsdvuEz9r4uEtLS+no6CA7O3vCZ81kMnHixAlaW1tdn7XW1lby8vImxG2xWDh+/LjrszY+7r6+vgmftYyMDIxGI8XFxdTV1VFbW8upU6dc14jxn7UDBw6oco0Y/1kL1DWirKyM9vZ23njjDWGuEWaz2XWNOHz48LTXiLHP2ljctbW1QXuNGN+2oKBAiGtEXV2dK+7jx48Lc40Yn0cojWbPsNntdh577DG+/OUvs2rVKtf2Q4cOYTabueOOOybs8/zzzxMWFsbdd9/t2lZRUcH+/fv5wQ9+MOlzbZONsL3++uvs2bMHgPb2dubOnauU1qS8WdjO6eZBFifPYM/WwJTgCIRXoPHG6dV//3fX65iZM7n+m98kKjZWrdD8ItT7Sk+I6CWiE0gvPSGikxpoNsIWHh5OWloa1dXVrm1Op5Pq6moWLlw46T6LFi2iu7vb7ZZmV1cX8fHxU05CiIiIIDo62u3LYDC47a82ZS0js15XzAtcwhAIr0DjqZOxudn1+toHH2T3974XtMkahHZf6Q0RvUR0AumlJ0R0UgNNb4lu3bqV/Px8CgsL6ejo4K233sJqtbJhwwYADh48yAcffOBqf8kllzA0NMQ//vEPurq6OHv2LBkZGVx66aU+xxAZqe4zZU6n05UgpiREqXqu8ajtpQWeOlXn5blez1qwIKifX4PQ7iu9IaKXiE4gvfSEiE5qoOnCuWvXrsVkMnHkyBHXwrl79+4lPj4egN7eXrfRsMTERO666y7ee+89/vCHPzBz5kwuu+wytm3b5nMMMTHqzto0WRyuou+BWjQX1PfSAk+dhvr6AEhZtszt9ydYCeW+0hsieonoBNJLT4jopAaaVzrYsmXLlDNE7rnnngnbFi1axH333afY+VtbW6etrOAvDd1mAOKiwwkPC1zyoLaXFnjq1Fw2MsljycaNaoekCKHcV3pDRC8RnUB66QkRndRA84RNay688EJVj1/VYQIgQAUOXKjtpQXnc6orKODMsWOu7+ctX652SIoQin2lV0T0EtEJpJeeENFJDYL74Z4AoMbU2/EMW0cW9V0yO7BDvmp7acH5nIrfe4/etjYA1t90E7FJSQGIyn9Csa/0ioheIjqB9NITIjqpgaalqbQikKWp9me3UN9t5pb1c1i7wPeap5LpcTocvPajH4HTyfZ77iF1xQqtQ5JIJBKJRDFCfoRN7ZIY9WPPsEUF9u6ziKU+pnKyW60UvPUWjP7fY+64cmd6IJT6Su+I6CWiE0gvPSGikxqE/AibzWYjIkKdZMpqd/DEe3UA3HvlAubODNyyHmp6acVkTsODgxz+3e8w9/cDEDtrFrsffVSL8HwmVPpKBET0EtEJpJeeENFJDUJ+hC0nJ0e1Y7f2WlyvUxICu86Mml5aca5T4+nTvPGLX7iStVVXXcW2vXu1CM0vQqGvREFELxGdQHrpCRGd1CDkU9rxZbGUZnB4pCRWSkJkwNcDU9NLK8Y7DfX2kv3KK67vV199NWt37dIiLL8Rva9EQkQvEZ1AeukJEZ3UwOcRtqKiIp599lmeeOIJjEYjANnZ2ZSXlysVW0BoaWlR7dgmy0jCNis28Ks4q+mlFeOdOuvrcdrtzJw3jy/89Ke6TdZA/L4SCRG9RHQC6aUnRHRSA58SthMnTnD48GEuuOACzGazq7bnjBkzdDe0OVZVQQ3GRtjioievc6omanppxZiT0+Fwrbc2b/lywqaoI6sXRO4r0RDRS0QnkF56QkQnNfApYcvNzeXWW29lx44dhI2r05iWlkbb6DpYeiFMxTqTYyNssVGBTyjU9NKKsLAwnA4HeQcP0tPURER0NBdu3651WH4jal+JiIheIjqB9NITIjqpgU8/JaPRSGpq6oTt4eHhWK1Wv4MKJD09PaodW8sRNjW9tKKnp4eOmhpq8/PBYGDzZz9LzMyZWoflN6L2lYiI6CWiE0gvPSGikxr4lLAlJSXR2to6YXtlZSVz5szxO6hAsmTJEtWOfbZtpCyVFiNsanppxZIlS+ioqQFGCrsvXr9e44iUQdS+EhERvUR0AumlJ0R0UgOfErbLL7+cd955h5KSEpxOJ01NTRw9epQPP/yQbdu2KR2jqpw6dUqV445f3i5hRuATNrW8tOTUqVMMjS7hYTWbNY5GOUTtKxER0UtEJ5BeekJEJzXweeHc4uJiPvnkE7q7uwFISEhg586dbNq0SdEA1WD8wrkOh0OV++e9Qzb+8HEDAI/csITI8MDeo1fLS0scDgfHnnuO9upq1l53Hat37tQ6JEUQta9EcwIxvUR0AumlJ0R0UgOvf0IOh4OioiLS09P55je/yb/927/x6KOP8t3vflcXydq5ZGRkqHLc3qFPn+ULdLIG6nlpSUZGBqbeXgDdFHb3BFH7SkRE9BLRCaSXnhDRSQ28ziTCwsJ46623sNlsAERGRhIXF6d4YIFix44dqhy3Z3Dk57M4eYYqxz8fanlpyRVbtzLQ1QXArLQ0jaNRDhH7SkQnENNLRCeQXnpCRCc18GnoZ8GCBZNOOtAjahWdbTEOA9rMEAUxi+keefdd1+sEnU1umQ4R+0pEJxDTS0QnkF56QkQnNfCpNNWll17K4cOH6evrY/78+URFuRc1nzdvniLBBYL1Ks00rGwfmSEao8EMUVDPSwuGTSaOPvssxtHVsOddcAEGgZ53EKmvxhDRCcT0EtEJpJeeENFJDXz6q/faa6/R09PDP/7xD5599ln++Mc/8swzz7j+1RM1o8tEKInd4WRgdA22ZXNiFD++J6jhpRUt5eWuZC1p/nw2feYzGkekLCL11RgiOoGYXiI6gfTSEyI6qYFPI2zf+ta3lI5DM2bPnq34MceSNYD0FG0SNjW8tKK7sRGAWUuXcu3XvibU6BqI1VdjiOgEYnqJ6ATSS0+I6KQGPiVsSQLN0FOjMsOQ5dMKB+FhBsWP7wl6qzgxHYOjS8fMXLhQuGQNxOqrMUR0AjG9RHQC6aUnRHRSA58SNoDu7m6ys7Pp7OwEICUlhcsuu4zk5GTFggsEQ0NDih+zc2Dkly8mUrvkQg0vrRhbysMZGalxJOogUl+NIaITiOklohNILz0hopMa+JRRVFZW8vTTT9Pc3My8efOYN28eTU1NPP3001RVVSkdo6qoMUHCYnMAMDz6rxboaeLHVDgdDs5mZNDX3g7AfEHLl4jQV+ciohOI6SWiE0gvPSGikxr4NML24YcfsnXrVnbt2uW2/YMPPuCDDz5g+fLligQXCM6ePat4/dOxZ9gumBur6HG9QQ2vQFP4zjtUHj8OQER0NA2trSxesULjqJRHhL46FxGdQEwvEZ1AeukJEZ3UwKeEraOjgy9+8YsTtm/cuJHs7Gy/gwokl156qeLHHDCPLJobr9EabKCOV6AZS9ZWXHEFSzdvJk7QB1NF6KtzEdEJxPQS0Qmkl54Q0UkNfLolGhcXN+nCua2trbqrenB8NClQkrE12OJn+PyIoN+o4RVIBnt6XK/XXHMNSampuneaChG9RHQCMb1EdALppSdEdFIDn4q/f/LJJ2RnZ7Nt2zYWLVoEQENDA5mZmWzdupWrrrpK8UCVZHzxd6VxOp388h+1AHz50nmkp2h3W1TPlB05Qsn77wPwpcce0zgaiUQikUi0xacRth07drBjxw5yc3N5/vnnef7558nNzeWqq67SXU0wpUtijNUQBe3qiIL+S300nDoFwJylS13b9O40FSJ6iegEYnqJ6ATSS0+I6KQGPt2zMxgMXH755Vx++eUMD4/UzIyOjlY0sECxefNmRY/X3GsGYGZMBBHh2i3robRXoOkdveW+ZMMG1za9O02FiF4iOoGYXiI6gfTSEyI6qYFPGUVPTw9dXV3ASKI2lqx1dXVhNBoVCy4QlJWVKXq83qGREbaEGdpNOADlvQLJUF+f63Xa6tWu13p2mg4RvUR0AjG9RHQC6aUnRHRSA58Str///e80NDRM2N7U1MShQ4f8jSmgLFiwQNHjDZhHlvRYOlubklRjKO0VSPo6Olyvo8dNYtGz03SI6CWiE4jpJaITSC89IaKTGviUsLW0tLB48eIJ2xcuXDjp7NFgpr+/X9HjVXeMrNgcE6VtCSWlvQKJbfQ2e/KiRRgMn5b20rPTdIjoJaITiOklohNILz0hopMa+JRVGAwG17Nr4zGbzfgw6VRTlI43KmLkRxqp4fNroLxXIBkaLUU145wlYvTsNB0ieonoBGJ6iegE0ktPiOikBj5lFUuWLCEjIwOH49PSSw6Hg4yMjElH3oIZpQvZd/RbAFiQpO0kDKW9AolxdJQ2MTXVbbuenaZDRC8RnUBMLxGdQHrpCRGd1MCnhG3Xrl3U1NTw+9//nr///e/8/e9/5/e//z11dXVcd911SseoKnV1dYodq9/86ZIeibHaLZoLynoFmpq8PACS5s93265np+kQ0UtEJxDTS0QnkF56QkQnNfApq0hJSeHBBx8kNzeXtrY2IiIiWL9+PVu2bCEmRtuH7b1l3bp1ih2rf3TCAWh/S1RJr0DS09zsej0rLc3tPb06nQ8RvUR0AjG9RHQC6aUnRHRSA5+zioSEBK699lr27NnDl7/8Za666irdJWsAJ06cUOxYA8MjI2xpGt8OBWW9AoW5v5+c//s/AGYvXkxccrLb+3p08gQRvUR0AjG9RHQC6aUnRHRSA59KU1VWVhIVFeV6Xi03N5f8/HxSUlK4+eabgz5xU6s0VW5NLx+VdbNyXiyf3zxP8eOLykBXF91NTeS88goAMxISuP6b33Rb0kMikUgkklDGpxG2999/3zVLtK2tjcOHD7NixQqMRiOHDx9WNEC1UbIkxomakdmN8Rovmgv6KfVht9n44A9/cCVrADvvu2/SZE0vTt4iopeITiCml4hOIL30hIhOauDTM2w9PT2kpKQAIysUr1y5kmuvvZaWlhZefPFFRQNUm8suu0yxY9nsI4OVsVHaJ2xKeqlJe1UV1qEhwsLDmb14MQvWrCFhzpxJ2+rFyVtE9BLRCcT0EtEJpJeeENFJDXwaYQsPD8dqtQJQXV3N8uXLAYiJiZl0fbZgprCwUJHj2B1Ohqwjy5xsXDxTkWP6g1JeauB0OmksKeGjP/2JjP/9XwBmLVjAzvvuY8UVV0y5XzA7+YOIXiI6gZheIjqB9NITIjqpgU8jbIsXL+a9995j0aJFNDU18cUvfhEYqSU6c6b2yYo3pKenK3Ick2VkhqjBALEaVzkA5byUxul0UvDGG1Tl5o5sMBiYER9P+pYt5903WJ38RUQvEZ1ATC8RnUB66QkRndTAp8zi5ptvJiwsjLKyMnbv3u1K0ioqKrjgggsUDVBtOjs7FTnO4PBIwhYbFe5WTkkrlPJSmurc3JFkzWBg1Y4d3PIv/8Kt/+//sXTjxvPuG6xO/iKil4hOIKaXiE4gvfSEiE5q4NMIW2JiInv27Jmw/cYbb/QpiNzcXLKyshgYGCA1NZWbbrppymKwhYWF/P3vf3fbFh4ezg9+8AOfzh0ZGenTfucylrDFBcHza6Ccl5KUHz1KyfvvA7D+xhtZeeWVXu0fjE5KIKKXiE4gppeITiC99ISITmqg7XL8QElJCYcPH2b37t0sXLiQ7Oxs/va3v7Fv3z7ipljWITo6mn379ilyfqWWIBkcvSUaFx0cCVuwLa1iMho59d57ACxev37aZ9WmIticlEJELxGdQEwvEZ1AeukJEZ3UQPOHrbKzs9m0aRMbN24kJSWFW265hcjISAoKCqbdLz4+3u3LV9ra2nzedzymsVuiQZKwKeWlFBaz2fV6y5e+hCHM+1+9YHNSChG9RHQCMb1EdALppSdEdFIDTUfY7HY7zc3NXDnu1pjBYCA9PZ3GxsYp97NYLPzP//wPTqeT+fPnc8011zB37txJ29psNux2u9u28WsFr1ixwk+LEao7h4DguSWqlJdSWIdGfj6xSUk+P+MXbE5KIaKXiE4gppeITiC99ISITmqg6QibyWTC6XROuPUZFxfHwMDApPvMnj2bz372s9xxxx187nOfw+l08uyzz9LX1zdp+4yMDB5//HG3r5aWFrq7u8nMzOTkyZOuRfuOHj1Kf38/+fn5NDU1UVlZSVlZGR0dHeTk5DA8POzWdmhoyFVP1TRoGnEaHCAvL4/BwUG3tlarlaysLDo7Ozl9+jTV1dU0NDRQWFhIb2+vW1uHw8GxY8cwGo0UFRVRX19PbW0tJSUldHV1kZmZic1mc9tnYGCAkydPuuI+fPgw7e3t5OTkYDab3dqazWZX3OXl5VRUVNDc3MzJkycZGBiYNO6uri5KSkqoqamhvr6eoqIiV9xOp9Pt397eXlfcNTU1lJSU0D6agNsslknjbm5upqKigvLyctra2sjNzZ0Q94kTJ8jJyaG9vZ2ysjIqKytpamqaNG6bzUZmZqYr7traWlfcRqORY8eO4XA43Pbp7e2lsLCQhoYGqqurOX36NJ2dnWRlZWG1Wt3aDg4OkpeXR0tLC2fPnuXMmTOuuIeGhtzaDg8Pk5OTQ0dHh1vc+fn59Pf3c/DgwQlxd3d3c+rUKWpra6mrq6O4uBij0UhGRsaEuPv6+igoKKCxsZGqqipX3MePH8dyzs/bZDKRl5dHa2urK+7W1lZOnDiByWSaEHd2djYdHR2UlpZSVVVFY2MjBQUF9Pf3u7W12+1kZGTQ09NDcXExH3/8sSvunp4eMjIysNvtEz5r4+MuLS2lo6OD7OzsCZ81k8nEiRMnaG1t5cyZM5w9e5bW1lby8vImxG2xWDh+/LjrszY+7r6+vgmftYyMDIxGI8XFxdTV1VFbW8upU6dc14jxn7WDBw/6fI0Yi7ulpSUorhFlZWW0t7fz5ptvBsU1oqura9LPmjfXCLPZ7LpGHD58WJhrxPi2J0+eFOIaUVdX54o7KytLmGvE+DxCabwuTWU0GqmqqsJut7N06dIpR7Y8ob+/nyeffJJ7772XRYsWuba///771NXVcd999533GHa7naeeeoq1a9dyzTXXTHh/shG2119/fdJJE/7w18xmWnqH+dymuVyYKksqncvZzEyK3nmHlGXL2OlBv0okEolEIvkUr0bYampqePrpp3nrrbf4xz/+wTPPPENxcbHPJ4+NjcVgMDA4OOi2fXBw0OPn0sLDw5k/fz49PT2Tvh8REUF0dLTb1/hbckqVxLDaRxbNnRGp+WOBQPCV+jAZjcDIArm+EmxOSiGil4hOIKaXiE4gvfSEiE5q4FV28fHHH5Oens53v/td/uVf/oVNmzbx/ugyDb4QHh5OWloa1dXVrm1Op5Pq6moWLlzo0TEcDgdtbW0+Tzy4wofZipNhsY0kbJHhwZGwKeWlFKbekTqrsYmJPh8j2JyUQkQvEZ1ATC8RnUB66QkRndTAq+yivb2da6+9loSEBGJiYrj++usZHBzEZDL5HMDWrVvJz8+nsLCQjo4O3nrrLaxWKxs2bABGnhn54IMPXO0/+eQTqqqq6OnpoaWlhYMHD9Lb28umTZt8On9OTo7PsY/HbA2uETalvJRibITNn4Qt2JyUQkQvEZ1ATC8RnUB66QkRndTAq1miw8PDxMbGur6PjIwkMjJywnZvWLt2LSaTiSNHjrgWzt27d69rxKy3t9ftFubQ0BBvvvkmAwMDzJgxg7S0NO69915XMXpvWb16tU/7jcdqd2AZLfweEyQJmxJeSmG3WulpagIgxo+ELZiclERELxGdQEwvEZ1AeukJEZ3UwOtlPSorK5kxY4br+7FbmONvSV544YVeHXPLli1smaKW5D333OP2/Y033uhzRYXJaGpqIjk52a9j9A7ZXK+DZYRNCS+l6Kyrc72e6ccklWByUhIRvUR0AjG9RHQC6aUnRHRSA68TtkOHDk3Y9tZbb7leGwwGfvSjH/kVVCBJSEjw+xhjZamS4yKDoo4oKOOlFMaWFgAWrl1LRFSUz8cJJiclEdFLRCcQ00tEJ5BeekJEJzXwKmH78Y9/rFYcmqFEgjWWsMUHSZUDUMZLKQa6uwGInqLUmKcEk5OSiOglohOI6SWiE0gvPSGikxoEx/07Dekdnb3oDwPDwVVHFJTxUoqhsUWNvVvybwLB5KQkInqJ6ARieonoBNJLT4jopAZeJWzNzc389a9/ZXh4eMJ7ZrOZv/71r7S2tioWXCBYvHix38cwBWHCpoSXUoRHRgIQOe7ZR18IJiclEdFLRCcQ00tEJ5BeekJEJzXwKmE7fvw4S5cuJTo6esJ7M2bMID09naysLMWCCwQlJSV+HyMYR9iU8FIKu8UCQPzs2X4dJ5iclERELxGdQEwvEZ1AeukJEZ3UwKuErampiVWrVk35/sqVK2loaPA7qECixIJ9JU0jdU+DKWELhoUIrWYzOa++SsuZMwB+TTiA4HBSAxG9RHQCMb1EdALppSdEdFIDrxK2vr4+oqb5oxsVFTVl0fZgJSMjw6/9nU4nYaPPS86KjVQgImXw10sJCt9+m/rCQgDCwsNJmj/fr+MFg5MaiOglohOI6SWiE0gvPSGikxp4NUs0Li6Orq4uZs2aNen7nZ2dPi+gqxU7duzwa/8hqwPH6LP0aUkTbxVrhb9eStBRWwvAps98hkUXX0xUTIxfxwsGJzUQ0UtEJxDTS0QnkF56QkQnNfBqhC09PZ1jx45N+p7T6eTYsWOkp6crElig8Lfo7IB55Pm12KgwwsOCZ2qy1sV07TYbgz09ACxYs8bvZA20d1ILEb1EdAIxvUR0AumlJ0R0UgOvErbt27fT1tbGX/7yF06fPk1rayutra2UlJTwl7/8hfb2drZv365WrKowVrPUVwaGR6ocxEd7vQaxqvjr5S8Wk2lkGQ+DgehxVTD8QWsntRDRS0QnENNLRCeQXnpCRCc18CphS05O5u6778ZisfDaa6/xpz/9iT/96U+8/vrrWK1WvvKVr+iuvERVVZV/+7cPARA/I3gmHID/Xv4yVuw9IlK56g9aO6mFiF4iOoGYXiI6gfTSEyI6qYHXw0JpaWk89NBDtLa20tXVBcDs2bNJTU1VPLhA4GvR+DG6BkeWrIgIotuh4L+Xv4zdDrWNLumhBFo7qYWIXiI6gZheIjqB9NITIjqpgc/38VJTU3WbpI1nskWAvcFiG5lxsHSO/89oKYm/Xv4ylrAt2bhRsWNq7aQWInqJ6ARieonoBNJLT4jopAZeJWyffPKJR+2uuuoqn4LRArPZ7Nf+A+aRZ9hSE4Nnhij47+UvlqGRW8X+1g8dj9ZOaiGil4hOIKaXiE4gvfSEiE5q4FXCduTIERISEog7zx9hPSVs8+bN83lfp9PpqnIQTIXfwT8vJeisqwP8L0c1Hq2d1EJELxGdQEwvEZ1AeukJEZ3UwKuEbcWKFdTU1JCWlsbGjRtZuXKlYg+Ua0VFRQVz5szxad8hy6drsAVTlQPwz0sJhgcHgZEFc5VCaye1ENFLRCcQ00tEJ5BeekJEJzUwOJ1Opzc79Pf3U1hYSFFREcPDw1x88cVs3LhRVz/sl156iTvvvBMAi8UybfWG6ajtHOLl3FZmRIbx7euWKBmi3/jj5S9Op5PXfvADAK65/35mK1TYV0snNRHRS0QnENNLRCeQXnpCRCc18GpZD4CEhAS2b9/Ovn37+OIXv4jJZOLPf/4zzz77LFarVY0YVSU7O9vnfcduhwYj/nj5y9joGkBSWppix9XSSU1E9BLRCcT0EtEJpJeeENFJDfxa7TUtLQ2j0UhHRwctLS04HA6l4goY/pTEqO0cebD+grnBV45Ly1IfxuZmAGISEwmPUG5BYVHLl4joJaITiOklohNILz0hopMaeD3CBtDQ0MAbb7zBE088QW5uLuvXr+eRRx4hOjq4Zkp6gj8lMcaqHERH+PRjVBUtS32M1RCNTUxU9Liili8R0UtEJxDTS0QnkF56QkQnNfBq+CMzM5PCwkJMJhPr1q3jq1/9qu5nd1xyySU+72uyjIwoLkpWbiakUvjj5S91hYUAJC9cqOhxtXRSExG9RHQCMb1EdALppSdEdFIDr4aGPvjgA6xWKxdddBEGg4HCwkLee++9CV96orS01Od9jYMjz+wlx0UqFY5i+OPlL0O9vQDMu+ACRY+rpZOaiOglohOI6SWiE0gvPSGikxp4NcK2ZMkSDAYDHR0dasUTcBb6OApkGrZjsY9MsJ0ZE1xLeoDvXv7gdDpdo2sAyYsWKXp8LZwCgYheIjqBmF4iOoH00hMiOqmBVwnbPffco1IY2tHX1+dTia32/k9rZAbjM2y+evmK0+kk78ABavPzAYiKjSU6VtnJGIF2ChQieonoBGJ6iegE0ktPiOikBspN4dMpXi5D56Kua2SGaHpKTFAuHuyrl68MdHWNJGsGA/MvvJALtm5V/ByBdgoUInqJ6ARieonoBNJLT4jopAZeJ2xOp5Pa2lrq6+sxGo3YbDZiY2NJTU0lPT2dRIVnBqqNr/HaR0scjP0bbAS6HzpHZ4bGz57NlV/5iirn0NvvlqeI6CWiE4jpJaITSC89IaKTGnh8L89qtXL06FH++7//m/3791NZWcnw8DAGg4Hu7m6OHDnCb37zG1588UUaGxvVjFlRGhoafNpvbIbosjkxSoajGL56+YrdNrLEiV3FxZMD7RQoRPQS0QnE9BLRCaSXnhDRSQ08HmH7/e9/z8KFC7n11ltJT08nfJIakUajkVOnTvHaa6+xfft2Nm/erGiwanDRRRf5tN+wbSRhi44MvufXwHcvX7FZRp7pm5uerto5Au0UKET0EtEJxPQS0Qmkl54Q0UkNPM427rrrLr70pS+xYsWKSZM1gKSkJLZv3843v/lNli1bpliQapKXl+fTfpbRhC0yPDgTNl+9fGUsYYtQsR5coJ0ChYheIjqBmF4iOoH00hMiOqmB18XfRWB88XdfefydGgBu2ziXVfPjlAhL1xx97jnaKiu5cPt2Lr7xRq3DkUgkEolEKLwaHmpra/PoS0/4WhJjxuit0Pjo4FuDDQJf6iM6Ph4A2/CwaucQtXyJiF4iOoGYXiI6gfTSEyI6qYFXs0T/+Mc/YjAYJp2CO7bdYDDwox/9SLEA1eayyy7zeh+n04nZOnJLNCkuOFdG8cXLH/rb2wGYtWCBaucItFOgENFLRCcQ00tEJ5BeekJEJzXwKtv41re+pVYcmlFQUMBWL9cMG5twADAjIjhH2Hzx8oeB7m4AwiPVK9MVaKdAIaKXiE4gppeITiC99ISITmrgVcKWlJSkUhjasXz5cq/3GRtdiwgzEBEefIvmgm9e/hAeGYnVbCZWxd+RQDsFChG9RHQCMb1EdALppSdEdFIDj59h6x0t6O0pfX19XgejBb7URR1L2GYE6ZIe4JuXP1jNZgBiEhJUO4dINWzHI6KXiE4gppeITiC99ISITmrgccbx5z//mTfffJOmpqYp25jNZk6ePMnTTz9NWVmZIgGqTXR0tNf7uNZgC8IaomP44uUr7VVVIwvmGgxExak3YzaQToFERC8RnUBMLxGdQHrpCRGd1MDjW6IPPfQQx44d44UXXiAiIoK0tDTi4+OJiIjAbDbT0dFBR0cH8+fP57rrrmPFihVqxq0YfiVsQTzCFqgPQEdtLdmvvALA8i1biFTxvKJ+qEX0EtEJxPQS0Qmkl54Q0UkNPM44YmNjueGGG3jkkUe4+eabSU5OZmhoiO7Rh83XrVvHN77xDb72ta/pJlkD34Zih63BP8IWqCHmk4cOMTw4SNL8+ay74QZVzyXqsLmIXiI6gZheIjqB9NITIjqpgddrUkRGRrJmzRrWrFmjRjwB54ILLvB6n4FhOxDcCZsvXt7SXl1N/+gHbdtdd6k6ugaBcdICEb1EdAIxvUR0AumlJ0R0UoPgzTgCREFBgdf7dA2MFDgP1hmi4JuXN5S8/z6f/H//HwBhERHEzJyp6vlAfSetENFLRCcQ00tEJ5BeekJEJzWQpal84K2iDkqaBtiwKIEb181RMDJ9YLfZOPCTn4DTydz0dJZu2sSSjRu1DksikUgkEmEJ+RE2X0piDI7eEl0wK3gflFSz1IfFZAKnE0NYGDvuvTdgyZqo5UtE9BLRCcT0EtEJpJeeENFJDUI+Ydu2bZvX+4wlbHFBWkcUfPPyFMvQEACRM2ZgMATutrCaTloiopeITiCml4hOIL30hIhOahAUCVtubi7/8z//w89//nP+8pe/TLvW23hKSkr4j//4D15++WWfz338+HGv99FDwuaLlycM9fVR9vHHAETFxqpyjqlQy0lrRPQS0QnE9BLRCaSXnhDRSQ00r1xeUlLC4cOH2b17NwsXLiQ7O5u//e1v7Nu3j7hpFmE1Go0cPnyYxYsX+3X+iy66yKv2DqcTkyX4EzZvvc5H2ccfU1tQMFIzdPSxx+Vbtih6jvOhtFOwIKKXiE4gppeITiC99ISITmqg+QhbdnY2mzZtYuPGjaSkpHDLLbcQGRk57awRh8PBgQMH2LlzJ7NmzfLr/A0NDV61H7I4cAIGIDYqeBM2b72mw261Uvrxxwx0dYHTyewlS9h2112sDPAwtpJOwYSIXiI6gZheIjqB9NITIjqpgaYjbHa7nebmZq688krXNoPBQHp6Oo2NjVPu98knnxAXF8emTZuor6+f9hw2mw273e62bfzE2MTERK9iHhi2ASPJWlgAn9/yFm+9pqO3tRXH6M/wpu9+l/jZsxU7tjco6RRMiOglohOI6SWiE0gvPSGikxpoOsJmMplwOp0Tbn3GxcUxMDAw6T719fUUFBRw6623enSOjIwMHn/8cbevlpYWuru7yczMxG63u2aoHD16lP7+fvLz82lqaqKyspKysjI6OjrIyclheHiYnLxCAJy2IYaGhsjNzaWtrY0zZ85w9uxZWlpayMvLY3Bw0O24VquVrKwsOjs7OX36NNXV1TQ0NFBYWEhvb69bW4fDwbFjxzAajRQVFVFfX09tbS0lJSV0dXWRmZmJzWZz22dgYICTJ0+64q6rq6O9vZ2cnBzMZrNbW7PZ7Iq7vLyciooKmpubOXnyJAMDAxPiLszPByA6KYmOvj7q6+spKipyxe10Ot3+7e3tdcVdU1PjijsrKwur1Tpp3M3NzVRUVFBeXk5bWxu5ubkT4rZYLOTk5NDe3k5ZWRmVlZU0NTVNGrfNZiMzM5Ouri5KSkqora11xW00Gjl27BgOh8Ntn97eXgoLC2loaKC6uprTp0/T2dk5adyDg4Pk5eXR0tLC2bNnOXPmjCvuoaEht7bDw8Pk5OTQ0dHhFnd+fj79/f0UFRVNiLu7u5tTp05RW1tLXV0dxcXFGI1GMjIyJsTd19dHQUEBjY2NVFVVueI+fvw4FovFra3JZCIvL4/W1lZX3K2trZw4cQKTyTQh7uzsbDo6OigtLaWqqorGxkYKCgro7+93a2u328nIyKCnp4fi4mJaW1tdcff09JCRkTHpZ2183KWlpXR0dJCdnc3w8PCEuE+cOEFra6vrs9ba2kpeXt6EuC0WC8ePH3d91sbH3dfXN+GzlpGRgdFopLi4mLq6Omprazl16pTrGjH+s1ZUVHTea8T44wfzNaKsrMz1WfL3GpGVleX6rNXU1Gh2jTCbza5rRF1dnTDXiHM/ayJcI+rq6lxx9/f3C3ONGJ9HKI2m67D19/fz5JNPcu+997Jo0SLX9vfff5+6ujruu+8+t/bDw8P88Y9/5Oabb3aVvzp06BBms5k77rhj0nNMNsL2+uuvs2fPHgCKi4u5+OKLPY45t6aXj8q6WTJ7BndeNt/j/QKNt17T0VhSwvGXXmLOkiVc/Y1vKHJMX1DSKZgQ0UtEJxDTS0QnkF56QkQnNdD0lmhsbCwGg4HBwUG37YODg8THx09o39PTg9Fo5KWXXnJtG8s3f/rTn7Jv3z6Sk5Pd9omIiCAiwl1z/FIU4xNFTxiy2M/fKAjw1ms6LCYTMLKMh5Yo6RRMiOglohOI6SWiE0gvPSGikxpoeks0PDyctLQ0qqurXducTifV1dUsXLhwQvs5c+bw4IMP8sADD7i+LrzwQpYtW8YDDzzg033w06dPe9XePFr4fXZcpNfnCiTeek1Hc3k5gGbPro2hpFMwIaKXiE4gppeITiC99ISITmqg+bIeW7du5dChQ6SlpbFgwQKys7OxWq1s2LABgIMHD5KQkMCuXbuIiIhg7ty5bvvPGB31OXe7p1x++eVete83j4ywpSRE+XS+QOGt13T0d3YCMGOSUc9AoqRTMCGil4hOIKaXiE4gvfSEiE5qoPmyHmvXruX666/nyJEjPPPMM7S1tbF3717XLdHe3t4pJyAoQWZmplftx2aJxs8I3iU9wHuvqXA6HCPLeQCzlyxR5Ji+opRTsCGil4hOIKaXiE4gvfSEiE5qIIu/e4HT6eSX/6gF4J+uSGN+UvDWElWKwe5u3nniCQA+9+MfExEV3COLEolEIpGIiOYjbFrjTdHZ3iGb6/WsOM3vJk+LUsV0x55fi4iK0jxZE7VAsIheIjqBmF4iOoH00hMiOqlByCdsGzdu9LjtsM3hej0jMrhviXrjNR0moxGABWvWKHI8f1DKKdgQ0UtEJxDTS0QnkF56QkQnNQj5hK2ystLjthbbyN3jWbHBPboG3nlNh81iAbSfIQrKOQUbInqJ6ARieonoBNJLT4jopAYhn7ClpKR43LZrYCR5iYwI/h+bN17TYTWbAYiI1v55PaWcgg0RvUR0AjG9RHQC6aUnRHRSg+DPPFRmeHjY47ZW+8gIm2XcrdFgxRuv6Rhb0iNu1ixFjucPSjkFGyJ6iegEYnqJ6ATSS0+I6KQGMmHz4hdlbA22FXNj1QpHMZT4ADjsdvra2wFITE31+3j+IuqHWkQvEZ1ATC8RnUB66QkRndQg5BM2b4ZiqztGSjQlzAj+Z9iUGGIe6OrCYbcTERVFXFKS/0H5iajD5iJ6iegEYnqJ6ATSS0+I6KQGIZ+wVVVVedw2bLQGaVSE4Twttccbr6kwtrYCI6NrhjDtf1WUcApGRPQS0QnE9BLRCaSXnhDRSQ20/yusMd5MJx6yjtwSnTdT+wfwz4cS06QHe3oAiE9O9vtYSiDq1G8RvUR0AjG9RHQC6aUnRHRSg5BP2HJycjxq53Q6MVlGErbY6OD/sXnqNRlOp5Oq3FxKP/oICI4lPcA/p2BGRC8RnUBMLxGdQHrpCRGd1ECWpvKQYauD/36/DoBHblhCZHjwJ22+0nr2LMf++lcAUleuZOvttxM5Y4bGUUkkEolEErqIm3V4iKclMcZG1yLDDbpI1nwt9THU2+uWrF35la8ETbImavkSEb1EdAIxvUR0AumlJ0R0UoPgzzxU5pJLLvGonet2aFRwl6Qaw1Ovcykf98FJXrgwKCYbjOGrU7AjopeITiCml4hOIL30hIhOahA8f4014vTp0x61+zRh08ePzFOv8VjNZmrz8wFYc/XVrN65U+Go/MMXJz0gopeITiCml4hOIL30hIhOahD8C4qpzKJFizxqZ7KMVDfQywibp17j6aqvx2axEJeczJprr8VgCK7lS3xx0gMieonoBGJ6iegE0ktPiOikBvoYLlKR3t5ej9qZhvV1S9RTr/EMm0YWBo6bNSvokjXwzUkPiOglohOI6SWiE0gvPSGikxqEfMLmaWIytgZbjE5uifqScFmGhgCIiolROhxFCMYkUglE9BLRCcT0EtEJpJeeENFJDfSRfajIzJkzPWpnc4ysfhKhgxmi4LnXGHabjdazZ4HgTdi8ddILInqJ6ARieonoBNJLT4jopAb6yD5UpLGx0aN29rGELUwf/xPw1GuMiqyskYTNYGDBRRepFJV/eOukF0T0EtEJxPQS0Qmkl54Q0UkNQj5hW7NmjUftbCNzDgjXScLmqdcYjadOAbBh925SV6xQIyS/8dZJL4joJaITiOklohNILz0hopMahHzClpeX51G7sRE2ndwR9dgLwGQ00tPcDAYDi9atUzEq//DGSU+I6CWiE4jpJaITSC89IaKTGsjSVB7y+sk2KtpM3Lh2NhsWi3W/va6wkNxXX2X24sVcc//9WocjkUgkEonkHHQyXqQenpbE+HSETR+3RL0p9WE1mwGYkZCgVjiKIGr5EhG9RHQCMb1EdALppSdEdFKDkE/Ytm7d6lE7m84SNk+9YGSGKEB4RHCvo+yNk54Q0UtEJxDTS0QnkF56QkQnNQj5hO3kyZMetdPbCJunXgB2qxWA8MhItcJRBG+c9ISIXiI6gZheIjqB9NITIjqpQcgnbCs8nBFpt+trWQ9PvUA/CZs3TnpCRC8RnUBMLxGdQHrpCRGd1CDkE7a2tjaP2untlqinXvBpwhYR5AmbN056QkQvEZ1ATC8RnUB66QkRndQg5BO2GTNmeNRuyDqyENuMSH38yDz1Av2MsHnjpCdE9BLRCcT0EtEJpJeeENFJDfSRfahIdHT0eds4nU6GLPoq/u6J1xh6Sdi8cdITInqJ6ARieonoBNJLT4jopAYhn7B1dHSct43F7mT0jqhuir974jWGa5ZokCds3jjpCRG9RHQCMb1EdALppSdEdFIDfWQfKrJ8+fLzthkbXYsIMxCpk1IHnniN4RphC/JlPbxx0hMieonoBGJ6iegE0ktPiOikBvrIPlSksLDwvG2GLCPPr+lldA088xrDppNbot446QkRvUR0AjG9RHQC6aUnRHRSA1maygNO1vbxfmkXcxOiuHf7AhUjCyw2i4WO6mry33wTk9HIFXv3skAW4ZVIJBKJJOjQz5CRSnhSEsNsG7klarE71A5HMTzxyn3tNTJeeAGT0Uh4ZCTJCxcGIDLfEbV8iYheIjqBmF4iOoH00hMiOqlByI+wORwOwsKmz1vfPdVJYUM/2y5IYvvKWYEI0W888XrrV79iqLeXqJgYdn796yTOmxeg6HzDEyc9IqKXiE4gppeITiC99ISITmoQ8j+hrKys87Y50zYIwMyY4H4ofzzn8xro6mKotxeAXQ89FPTJGnjWV3pERC8RnUBMLxGdQHrpCRGd1CDkE7a1a9eet82MiJEfU3SEfn5c03k5HQ5OvP46ADMSEohNSgpQVP7hSV/pERG9RHQCMb1EdALppSdEdFID/WQgKlFfX3/eNoPDI8+wzYkP7lmU45nKy2o2U/zuu3TW1RERFcU199+PQSdD0Z70lR4R0UtEJxDTS0QnkF56QkQnNdDPPT6VSExMnPZ9m92JZbTwe4xOqhzA5F5VubkUvvUWDvtIArph927iZunjmTw4f1/pFRG9RHQCMb1EdALppSdEdFKDkE/YzjfnonfI6nodq6N12M71GuzuJv+NN8DpxBAWxpING1i6ebNG0fmGqPNjRPQS0QnE9BLRCaSXnhDRSQ1CPmHr7++f/n3zp7dDDQZDIEJShP7+fob6+sg7cIDupiacDgc4nSSkpHDDt76lK5cxztdXekVELxGdQEwvEZ1AeukJEZ3UIOQTtgULpl8It77bDED8DP3cDoURr8wXXqCnudlt+5wlS3SZrMH5+0qviOglohOI6SWiE0gvPSGikxoERcKWm5tLVlYWAwMDpKamctNNN03ZgWVlZRw7dozu7m4cDgfJyclcfvnlrF+/3qdzl5WVsW3btinft+posdzxnC4pcSVrO++7j6jYWAxhYSTMnq1xZL5zvr7SKyJ6iegEYnqJ6ATSS0+I6KQGmi+cW1JSwqFDh9i9ezcLFy4kOzub0tJS9u3bR1xc3IT2tbW1DA0NMWfOHMLDwzl79iyHDx9mz549XHDBBR6dc/zCuTabjYhpip7/4eMGeods7FqTzCVL9fFgpLG5mSPPPot1aIiI6Ghu++EPdTuqNp7z9ZVeEdFLRCcQ00tEJ5BeekJEJzXQ/Cn67OxsNm3axMaNG0lJSeGWW24hMjKSgoKCSdsvXbqU1atXk5KSQnJyMlu3bmXevHk+Tws+34J9URGG0X81/1F5hM1i4ZPnnsM6NATA3GXLhEjWQNzFFUX0EtEJxPQS0Qmkl54Q0UkNNE1p7XY7zc3NXHnlla5tBoOB9PR0Ghsbz7u/0+mkpqaGrq4udu3aNWkbm82GfXQZi/H7jbFjx45pzzFsHbklqpc12AZ7erCYTERER7PzvvtISk3VOiTFOF9f6RURvUR0AjG9RHQC6aUnRHRSA02HjUwmE06nc8Ktz7i4OAYGBqbcz2w284tf/IKf//zn7N+/n5tuuonly5dP2jYjI4PHH3/c7aulpYXu7m4yMzM5cuSIq/Ds0aNH6e/vJz8/n6amJiorKzFZbACUl5YwPDzs1nZoaIjc3Fza2to4c+YMZ8+epaWlhby8PAYHB93aWq1WsrKy6Ozs5PTp01RXV9PQ0EBhYSG9vb1ubR0OB8eOHcNoNFJUVER9fT21tbWUlJTQ1dVFZmYmNpvNbZ+BgQFOnjxJU10dADbAGhFB7okTmM1mt7Zms9kVd3l5ORUVFTQ3N3Py5EkGBgYmjburq4uSkhJqamqor6+nqKjIFbfT6XT7t7e31xV3TU2NK+6srCysVuukcTc3N1NRUUF5eTltbW3k5uZOiPujjz4iJyeH9vZ2ysrKqKyspKmpadK4bTYbmZmZrrhra2tdcRuNRo4dO4bD4XDbp7e3l8LCQhoaGqiurub06dN0dnZOGvfg4CB5eXm0tLRw9uxZzpw544p7aGjIre3w8DA5OTl0dHS4xZ2fn09/fz//+7//OyHu7u5uTp06RW1tLXV1dRQXF2M0GsnIyJgQd19fHwUFBTQ2NlJVVeWK+/jx41gsFre2JpOJvLw8WltbXXG3trZy4sQJTCbThLizs7Pp6OigtLSUqqoqGhsbKSgooL+/362t3W4nIyODnp4eiouLeeONN1xx9/T0kJGRgd1un/BZGx93aWkpHR0dZGdnT/ismUwmTpw4QWtrq+uz1traSl5e3oS4LRYLx48fd33Wxsfd19c34bOWkZGB0WikuLiYuro6amtrOXXqlOsaMf6z9r//+78TrhFlZWV0dHSQk5Ojj2vEuLjb29vZv3+/MNcIs9nsuka8/vrrwlwjxrc9cuSIENeIuro6V9zvvfeeMNeI8XmE0mj6DFt/fz9PPvkk9957L4sWLXJtf//996mrq+O+++6bdD+n00lPTw8Wi4Xq6mqOHj3KHXfcwdKlSye0nWyE7fXXX2fPnj2uGBISEqY8zy//UQvAvmsWET8j+O+xN5aUcPyll0hasIDrHnpI63AUZbq+0jMieonoBGJ6iegE0ktPiOikBpqOsMXGxmIwGBgcHHTbPjg4SHx8/JT7GQwGkpOTSU1N5YorrmDNmjVkZGRM2jYiIoLo6Gi3r/HPdFVUVEx5Hqv901w2OlIfz7BZTKaRfx36nN06HdP1lZ4R0UtEJxDTS0QnkF56QkQnNdA0CwkPDyctLY3q6mrXNqfTSXV1NQsXLvT4OE6nE5vN5lMM8+bNm/K9YdtI0mMAIsL08eC+efRWcryApT6m6ys9I6KXiE4gppeITiC99ISITmqg+T2+rVu3cujQIdLS0liwYAHZ2dlYrVY2bNgAwMGDB0lISHBNKjh27BhpaWkkJydjs9moqKiguLiY3bt3+3T+odHZlJNhGU3YoiLCdDHT0mo2U5WbC0CkgMPL0/WVnhHRS0QnENNLRCeQXnpCRCc10DxhW7t2LSaTiSNHjrgWzt27d6/rlmhvb69bsmS1WnnnnXfo6+sjIiKCOXPm8LnPfY61a9f6dH6r1Trle8O2kVui0RHBn6zZLBY+efZZzP39xM/+/9t70+C4yjNh+5Jai7VYkrVY8iLv8oJ3g40JYBPD2DBgSJw3BQFC+BimYKaYt1Lvj/nzpuoNTL56+WZJmB+ZjLPVZCCBIWMMhhBsjG2s1mpZshZbtmwtLcnal26p1VLv3w9JjdpqGbfUR93n7ueq6rL69HOec1/d6uNbz5pF+gyTMPTM7T4rPSPRS6ITyPSS6ATKS09IdNKCsCdsAHv27GHPnj0BX3vxxRf9nh84cIADBw6E7NrZ2dkzvjbZwpaogzXYOq9eZfDmTeIXLODe734X94IF4Q4p5Nzus9IzEr0kOoFML4lOoLz0hEQnLYj8TERjpo6fuxX7lC7RSMflcADje4Vm5uff1kuvSHQCmV4SnUCml0QnUF56QqKTFkR+JqIxk2PlAuHQYcJmSEgAbu+lVyQ6gUwviU4g00uiEygvPSHRSQsiPxPRmLKyshlfs+ukS9Ta38+lP/0JgPjEROD2XnpFohPI9JLoBDK9JDqB8tITEp20IOybv4eDqZu/347iG2bONwyybXkqf7ktZx4imx0VH3xA88WLAGx/7DHWT9nqS6FQKBQKhf6J7KajeWByO4lA6KFL1Gm301pbC8C2Rx+l4BvfAG7vpVckOoFML4lOINNLohMoLz0h0UkLImKWaDjZvXv3jK/poUu0p7ERt8NBalYW6x94wLcEyu289IpEJ5DpJdEJZHpJdALlpSckOmlB5GYi80TtROtUIEz9Y0Bkt7C57HYAUhYt8luv7nZeekWiE8j0kugEMr0kOoHy0hMSnbQgcjOReWLlypUzvpacMPn2RO4wP8fECtGxcf6Npbfz0isSnUCml0QnkOkl0QmUl56Q6KQFUZ+wmc3mGV8bdY53iealJ85TNMHT3dgIMG3rrNt56RWJTiDTS6ITyPSS6ATKS09IdNKCqE/YbrdH6KjDDUBSvGG+wgkaQ3w8APG37Gygh71Pg0WiE8j0kugEMr0kOoHy0hMSnbQg6icdLJxhk3Sv18uoY7yF7auu0cjB43Zz6U9/on2i7z9n1Sq/12fy0jMSnUCml0QnkOkl0QmUl56Q6KQFkZeJzDM3b94MeHzM6fGNXEtKiLwWtpqTJ2mcWGwwLiGBrBUr/F6fyUvPSHQCmV4SnUCml0QnUF56QqKTFkR9C9umTZsCHp9sXUuMi8EQG3nNtd3XrwOQv20bu48c8XWNTjKTl56R6AQyvSQ6gUwviU6gvPSERCctiPoWtosTOwTcisM9nrDFGyLzLYqb2DM0r6BgWrIGM3vpGYlOINNLohPI9JLoBMpLT0h00gK1NdUMtA+O8U5JJxnJcbz6UP48RXZnuF0uPvg//weAB3/wA/LWrw9zRAqFQqFQKLQkMpuP5pGZtsRwucfz2LgI7A6tOH7c9/Ot669NInGrD4lOINNLohPI9JLoBMpLT0h00oKoT9juu+++gMddnomEzRBZCZvb6eTm5csALMzOJnP58oDlZvLSMxKdQKaXRCeQ6SXRCZSXnpDopAVRn7BduHAh4PFIbWHrbWnB7XSyYOFCDv3wh76xbLcyk5eekegEMr0kOoFML4lOoLz0hEQnLYj6hG39DOO/XJ7xSQeR1sLWee0aAEs2bLjtYoMzeekZiU4g00uiE8j0kugEyktPSHTSgqhP2Lq7uwMet9nHE7aECJslau7oAGDxmjW3LTeTl56R6AQyvSQ6gUwviU6gvPSERCctiKxsJAwkJSUFPN49ZAcgMS5y3iKvx0OfyQRAWm7ubcvO5KVnJDqBTC+JTiDTS6ITKC89IdFJC6J+4dz4AGuYAUwMYSM+QhK2vpYWv9mhaTk5ty0/k5eekegEMr0kOoFML4lOoLz0hEQnLYiMbCSM9Pf3BzxuHXMBsCJzQcDX5wuv10vJu+9y9le/YrivDxifHRpruP12WTN56RmJTiDTS6ITyPSS6ATKS09IdNKCqG9hW716dcDjzokmtvgwTzroN5lor6sjJjaWVTt3snjtWnILCr72vJm89IxEJ5DpJdEJZHpJdALlpSckOmlB1LewVVdXBzzujpB12JorKwFYuWMH9xw5wort20lMTv7a82by0jMSnUCml0QnkOkl0QmUl56Q6KQFamuqGfjF2TYsoy6+f98Sli0KX7fohz/5Cc7RUR56+WVy1F8hCoVCoVBEJVHfwjbTlhiR0MLm9Xpxjo4CsPBrJhncisStPiQ6gUwviU4g00uiEygvPSHRSQuivoXN4/EQGzs9b/3ZKRN2l4e/3reMrNTAuwlozdRN3p/60Y9ICGLq80xeekaiE8j0kugEMr0kOoHy0hMSnbQg6t+hoqKiacc8Hi92V/h3OvC4XL6fDTNs8j4Tgbz0jkQnkOkl0Qlkekl0AuWlJyQ6aUHUJ2xbt26ddmxo7KtEKTUxfBNp3VMStq9bxuNWAnnpHYlOINNLohPI9JLoBMpLT0h00oKoT9hMEzsHTGWydS05IRZDGDd/n2xhizUYiAmyuTiQl96R6AQyvSQ6gUwviU6gvPSERCctiPqEbdGiRdOOjTnHE7ak+OBatULNZAtbbJDdoRDYS+9IdAKZXhKdQKaXRCdQXnpCopMWRH3C5vF4ph2zTyRsifHhe3u8Xi+VJ04AwXeHQmAvvSPRCWR6SXQCmV4SnUB56QmJTloQ9Qmb1WqddiwSdjkwd3TQ09gIQMos/voI5KV3JDqBTC+JTiDTS6ITKC89IdFJC6I+YVuyZMm0Y64IWIOt+8YNAAwJCTz4gx8EfX4gL70j0Qlkekl0ApleEp1AeekJiU5aEPUJ29WrV6cdc7rHm2fjDeF7e7omErZthw6RmJIS9PmBvPSORCeQ6SXRCWR6SXQC5aUnJDppQdQnbPfee++0Y66JLtG4MM0Q9bjd9E/Mmsldt25WdQTy0jsSnUCml0QnkOkl0QmUl56Q6KQFUZ+wFRcXTzvmmEjYEsLUJepyOPC43cDsxq9BYC+9I9EJZHpJdAKZXhKdQHnpCYlOWhD1W1MF4osr/VxoGeLeNel8c2PmPEY2zpjVysf/9/8C8D9+8hNiYsI3lk6hUCgUCkX4ifoWtkCbzjojoIUNwBAfP+tkTeJmuhKdQKaXRCeQ6SXRCZSXnpDopAVRn7Dt2rVr2jHH5KSDuPC8PaMWCwALFi6cdR2BvPSORCeQ6SXRCWR6SXQC5aUnJDppQdQnbNeuXZt2zOEKbwtba3U1AGmLF8+6jkBeekeiE8j0kugEMr0kOoHy0hMSnbQg6hO2vLy8acfCuaxHb0sLzRcvArDxwQdnXU8gL70j0Qlkekl0ApleEp1AeekJiU5aEPwmlRpQXl5OcXExVquVvLw8HnvsMZYtWxaw7MWLF6mpqaGnpwcYX3Dv4YcfnrH81zE6OjrtmG+ng7j5bWGz22wYf/c7vB4PyzZvJnvVqlnXFchL70h0ApleEp1AppdEJ1BeekKikxaEvYWtrq6OU6dOsX//fl555RVyc3N55513GBkZCVjeZDKxZcsWfvCDH/BXf/VXpKen8/bbbzM0NDSr6zudzmnHHK7xFraEeW5hs3R14XI4iF+wgHu/+9051RXIS+9IdAKZXhKdQKaXRCdQXnpCopMWhD1hKy0tZdeuXezcuZOcnByeeOIJ4uPjqaqqClj+yJEj7N69m7y8PLKzszl8+DBer5fm5uZZXT8rK2vasXDtJeqy2wFIzcrCEB8/p7oCeekdiU4g00uiE8j0kugEyktPSHTSgrAmbG63m46ODtasWeM7FhMTw5o1a2hvb7+jOpxOJx6Ph6SkpICvu1wu7Ha732Pq0nOBEr3JMWwJ8zxL1O1yAcw5WYPAXnpHohPI9JLoBDK9JDqB8tITEp20IKwJm81mw+v1knLLXpkpKSlYrdY7quP06dMsXLjQL+mbitFo5M033/R7dHZ2MjAwQFFREZs3b/atAXP+/HmGh4cZc4zvMtDR3kp9fT29vb2UlZVht9v9yo6OjlJeXk53dzfXrl2joaGBzs5OKioqGBkZ8SvrdDopLi6mr6+Py5cv09TURFtbG5cuXcJisXD+/HncE83Chrg4CgsLMZvNVFdX09raSktLC3V1dfT391NUVITL5fKr32q1cvHiRW7evMmNGzdISkqip6eHsrIyxsbG/MqOjY354r569SrXr1+no6ODixcvYrVaA8bd399PXV0dzc3NtLa2Ul1d7Yvb6/X6/WuxWHxxNzc3++IuLi7G6XQGjLujo4Pr169z9epVuru7KS8vnxb3xo0bKSsro6enh/r6em7cuMHNmzcDxu1yuSgqKvLF3dLS4ovbbDZTWFiIx+PxO8disXDp0iXa2tpoamri8uXL9PX1BYx7ZGSEiooKOjs7aWho4Nq1a764R0dH/cra7XbKysro7e31i7uyspLh4WFf9//UuAcGBqitraWlpQWTyURNTQ1msxmj0Tgt7qGhIaqqqmhvb6exsdEXd0lJCQ6Hw6+szWajoqKCrq4uX9xdXV1cuHABm802Le7S0lJ6e3u5cuUKjY2NtLe3U1VVxfDwsF9Zt9uN0WhkcHCQmpoaMjMzfXEPDg5iNBpxu93TvmtT475y5Qq9vb2UlpZO+67ZbDYuXLhAV1eX77vW1dVFRUXFtLgdDgclJSW+79rUuIeGhvzKejwejEYjZrOZmpoaTCYTLS0t1NbW+u4RU79rIyMjDA8PU1lZ6fuuzec9Ymrcc71H1NfX09PTg8vlEnOPGBsb890jkpKSxNwjppbdvHmziHuEyWTyxb1y5Uox94jJuCsrKwk1Yd3pYHh4mJ/+9Ke89NJL5Ofn+45//vnnmEwmXn755duebzQaKSoq4sUXXyQ3NzdgGZfLhXtim6dJjh07xrPPPguMv7n79u3zveb1evn//twCwN89vIKURMNs1GZFY3k5lR99xNJNm7j/+efnVNetXhKQ6AQyvSQ6gUwviU6gvPSERCctCOss0eTkZGJiYqZNMBgZGSE1NfW25xYXF2M0GnnhhRdmTNYA4uLiiIvz15y6e8CtvyST49dg/sew+VrYQtAlKvGXX6ITyPSS6AQyvSQ6gfLSExKdtCCsXaIGg4GlS5fS1NTkO+b1emlqamL58uUznldUVMT58+d5/vnnWbp06ZxiuHVLDFc4E7bJMWxxc8+jJW71IdEJZHpJdAKZXhKdQHnpCYlOWhD2WaJ79+6lsrKSS5cu0dvbyyeffILT6WTHjh0AHD9+nNOnT/vKG41Gzp49y5NPPklGRgZWqxWr1YpjYv/NYNmzZ4/f88ltqeJiY+Z10/WRgQEay8qAuW1JNcmtXhKQ6AQyvSQ6gUwviU6gvPSERCctCHvCtmXLFg4ePMi5c+c4evQo3d3dPPfcc74uUYvF4jcBoaKiArfbzR//+Ef+5V/+xfcoLi6e1fVramr8nrvCsKSHfWSEc7/5DaMWCwuzsyn4xjfmXOetXhKQ6AQyvSQ6gUwviU6gvPSERCctiIidDvbs2TNjhv3iiy/6Pf/hD38Y0muvXLnS73k41mC7/MUX2MxmEpKT2f9Xf8WCrxm/dyfc6iUBiU4g00uiE8j0kugEyktPSHTSgrC3sIWbwcFBv+f2iV0O4udxDTa7zQZAxpIlJKWlhaTOW70kINEJZHpJdAKZXhKdQHnpCYlOWhD1CZvB4L9sh21iDbbkhPlbzoOJlVXyCgpCVuWtXhKQ6AQyvSQ6gUwviU6gvPSERCctiPqE7dZFe8ec4y1sSfHz99Z4JtaJi0tMDFmdt3pJQKITyPSS6AQyvSQ6gfLSExKdtCDqE7bOzk6/5+EYw+b1jCeJsbGh+zhu9ZKARCeQ6SXRCWR6SXQC5aUnJDppQdQnbBs2bPB77ppInuLmMWGbbGGLDWGz8K1eEpDoBDK9JDqBTC+JTqC89IREJy2I+oTt1v2+Jpf1iDPM31sz2cIWE8IWNi32MQs3Ep1AppdEJ5DpJdEJlJeekOikBWHdSzRcvPvuu3zve98L+NoXV/q50DLE3jXpPLQxc17iOfPLX9JvMnHf977H8i1b5uWaCoVCoVAo9EPUt7DduiVGp8UOzG+XqMs+cc2EhJDVKXGrD4lOINNLohPI9JLoBMpLT0h00oKoT9juu+8+v+cJE+uvTd0EXksaioqwdHUBkJyREbJ6b/WSgEQnkOkl0Qlkekl0AuWlJyQ6aUHUJ2wXLlzwez6ZqC1eGLrWrpkYs1qpPXkSgLsOHCBt8eKQ1X2rlwQkOoFML4lOINNLohMoLz0h0UkLImJrqnBy6+yUyXXYkhO0zWX7W1sxvv02HrebzOXL2fzwwyGtX+KsG4lOINNLohPI9JLoBMpLT0h00oKob2G7df2X3mEHAAvitVl5ub+1ldqTJzn3m9/gmNiSap0GzcES17WR6AQyvSQ6gUwviU6gvPSERCctiPoWtqkrLNvs7q+OJ4Y+YXPZ7RT+7nc4x8YAWJiTQ8F997Fi27aQX0viytESnUCml0QnkOkl0QmUl56Q6KQFUZ+wTd3DbGjM5fs5LSn0b83V8+d9ydrWgwdZd999IZ0ZOhWJe7NJdAKZXhKdQKaXRCdQXnpCopMWRH2X6ODgoO/nPqsTgEXJ2uSxTRMDK3c8/jgb9+/XLFkDfy8pSHQCmV4SnUCml0QnUF56QqKTFkR9wrZq1Srfz27P+AxRhyv0S3q47HbsIyMArNi+PeT138pULylIdAKZXhKdQKaXRCdQXnpCopMWRH3CVl1d7fvZ7hqfIboya0HIrzM6PAyAISGBxHnor5/qJQWJTiDTS6ITyPSS6ATKS09IdNKCqN+ayuv1EhMzvqtBYcMgRTfM7FyxkENbskN6zd7mZs79+tekZmXx2P/6XyGtOxBTvaQg0Qlkekl0ApleEp1AeekJiU5aEPUtbIWFhb6fJ1vYEuNC/7aMTbSwLVi4MOR1B2KqlxQkOoFML4lOINNLohMoLz0h0UkLVAvblMz+t8ab9Aw52L9+EfetywjpNRuKiqj+9FPyt25l7zPPhLTuQEj8i0WiE8j0kugEMr0kOoHy0hMSnbRAtbBNyewTJjZ81yKD9bWwpaVpUPt0JP7FItEJZHpJdAKZXhKdQHnpCYlOWhD1Cdv2KTM2Rye2pVqakRjSa9jMZq5N/EImzVOX6PZ5mIk630h0ApleEp1AppdEJ1BeekKikxZEfcLW0tLi+3lkYqeDUO9ycOHYMd/PyRkZIa17JqZ6SUGiE8j0kugEMr0kOoHy0hMSnbQg6hO2RYsW+X52aDDpYLi3l56mJgDW7N7N0o0bQ1b37ZjqJQWJTiDTS6ITyPSS6ATKS09IdNKCqN+ayu0eb1Vze7xMrJtLQlzoBj+2VFYCsGTDBu7+1rdCVu/XMeklCYlOINNLohPI9JLoBMpLT0h00oKob2Ebmdh9wOn2+I7FG0L3tgz19gLjCdt8MuklCYlOINNLohPI9JLoBMpLT0h00oKoT9iWLFkCfLUGmyEWDLGha2Gb3I4qMTU1ZHXeCZNekpDoBDK9JDqBTC+JTqC89IREJy2I+oTt2rVrAAyPTnaNhrZ+X8I2D9tRTWXSSxISnUCml0QnkOkl0QmUl56Q6KQFUZ+w7d69GwDXxAC2BfGhfUvClbBNeklCohPI9JLoBDK9JDqB8tITEp20IOoTtpKSEuCrLtGslPiQ1e1xuXCOjQHzn7BNeklCohPI9JLoBDK9JDqB8tITEp20IOq3ppqktn2YP9X0sTo7iaf35IXkOqMWC5/84z8SExvLd15/nZjYqM+PFQqFQqFQzIKozyDOnz8PgMM1nreGckmPyfXXUrOy5j1Zm/SShEQnkOkl0Qlkekl0AuWlJyQ6aUHUJ2y7du0CwDEx2yBUS3oM9fRw4YMPAFixbVtI6gyGSS9JSHQCmV4SnUCml0QnUF56QqKTFkR9wjY5O8U5MYYtIQS7HHhcLs4cPYrXM17nyh075lxnsEicdSPRCWR6SXQCmV4SnUB56QmJTloQ9Qnb5PovrQMTkwNC0CXqGB31TTbY9uijpGRmzrnOYJG4ro1EJ5DpJdEJZHpJdALlpSckOmlB1CdskyssT274bnfNfQ7GZLIWv2ABGx58cM71zQaJK0dLdAKZXhKdQKaXRCdQXnpCopMWRH3CNrmH2eSkgyXpCXOu02m3A+MJW7iQuDebRCeQ6SXRCWR6SXQC5aUnJDppQdQnbIsWLQK+mnQQijFsky1scYmJc65rtkx6SUKiE8j0kugEMr0kOoHy0hMSnbQg6hM2k8kEgGNy0kEIZolGQgvbpJckJDqBTC+JTiDTS6ITKC89IdFJC6I+Yds2seRG77ATCM06bK7JhC1h7t2rs2VbGJYS0RqJTiDTS6ITyPSS6ATKS09IdNKCqE/YysvL/Z6HYh02l8MBhLdL9FYvCUh0ApleEp1AppdEJ1BeekKikxaorakAt8fLP33WAsAP/2IFC+INc6r/6vnz1J48yapdu9j9ne/MqS6FQqFQKBSKsLewlZeX89Zbb/GTn/yEX//619y8eXPGsj09Pbz//vu89dZbvP7665SWls75+ufPn/eNX4MQtbBNdInGhbFLVOJWHxKdQKaXRCeQ6SXRCZSXnpDopAVhTdjq6uo4deoU+/fv55VXXiE3N5d33nlnxjVZnE4nGRkZPPLII6SmpoYkhj179vhmiBpiYzDEzm0Mm8vhoHNi1eaE5OQ5xzdb9uzZE7Zra4VEJ5DpJdEJZHpJdALlpSckOmlBWBO20tJSdu3axc6dO8nJyeGJJ54gPj6eqqqqgOWXLVvGwYMH2bJlCwbD3LotJ6murv5q43fD3JK1m1eucPz11zF3dhK/YAGr7747FCHOiurq6rBdWyskOoFML4lOINNLohMoLz0h0UkLwpawud1uOjo6WLNmje9YTEwMa9asob29PWTXcblc2O12v8fUYXurV6/G6R5/Hj/HhK23udn3891PPUVyRsac6psLq1evDtu1tUKiE8j0kugEMr0kOoHy0hMSnbQgbAmbzWbD6/WSkpLidzwlJQWr1Rqy6xiNRt58802/R2dnJwMDAxQVFdHT08PFqksAOO1jDA8PU1lZyc2bN7lx4wb19fX09vZSVlaG3W739bWfP3+e0dFRysvL6e7u5tq1awz09QGQsWEDmWvX+pV1Op0UFxfT19fH5cuXaWpqoq2tjUuXLmGxWPzKejweCgsLMZvNVFdX09raSktLC3V1dfT391NUVITL5fI7x2q1cvHiRV/c1dXV9PT0UFZWxtjYmF/ZsbExX9xXr17l+vXrdHR0cPHiRaxWa8C4+/v7qauro7m5mdbWVqqrq31xe71ev38tFosv7ubmZl/cxcXFOJ3OgHF3dHRw/fp1rl69Snd3N+Xl5dPi7uzspKysjJ6eHurr67lx4wY3b94MGLfL5aKoqMgXd0tLiy9us9lMYWEhHo/H7xyLxcKlS5doa2ujqamJy5cv09fXFzDukZERKioq6OzspKGhgWvXrvniHh0d9Strt9spKyujt7fXL+7KykqGh4cpLCycFvfAwAC1tbW0tLRgMpmoqanBbDZjNBqnxT00NERVVRXt7e00Njb64i4pKcHhcPiVtdlsVFRU0NXV5Yu7q6uLCxcuYLPZpsVdWlpKb28vV65cobGxkfb2dqqqqhgeHvYr63a7MRqNDA4OUlNTw9WrV31xDw4OYjQacbvdfucMDw/7xX3lyhV6e3spLS2d9l2z2WxcuHCBrq4url27RkNDA11dXVRUVEyL2+FwUFJS4vuuTY17aGho2nfNaDRiNpupqanBZDLR0tJCbW2t7x4x9btWWFg4p3tEQ0MDnZ2dVFRUMDIyEtZ7RH19PT09PZSWloq5R4yNjfnuEdXV1WLuEVPL9vT0iLhHmEwmX9wmk0nMPWIy7srKSkJN2GaJDg8P89Of/pSXXnqJ/Px83/HPP/8ck8nEyy+/fNvz33rrLfbu3cvevXtvW87lck3b9uLYsWM8++yzANy4cYPY9KW8f6Gb3LQE/p8Hls3SCMr/+78xVVWx9dAhNu7bN+t6QsGNGzdYt25dWGMINRKdQKaXRCeQ6SXRCZSXnpDopAVx4bpwcnIyMTEx0yYYjIyMhGxCAUBcXBxxcf6aMTFfdX0mJSVhnegSjZtjl6jb5QLAEBe2t9VHUlJSuEMIORKdQKaXRCeQ6SXRCZSXnpDopAVh6xI1GAwsXbqUpqYm3zGv10tTUxPLly+ftzi6urpwTSZsc50hOrGchyE+fs5xzZWurq5whxByJDqBTC+JTiDTS6ITKC89IdFJC8I6S3Tv3r1UVlZy6dIlent7+eSTT3A6nezYsQOA48ePc/r0aV95t9tNV1cXXV1duN1uhoaG6OrqYmBgYNYxbNiwAZdn7i1sXo+HgYnJEmmLF8+6nlCxYcOGcIcQciQ6gUwviU4g00uiEygvPSHRSQvCmrBt2bKFgwcPcu7cOY4ePUp3dzfPPfecr0vUYrH4TUAYHh7m6NGjHD16FKvVSklJCUePHuXEiROzjqGyshLnxDps8bGzfzvMXV04bDbiEhPJnMcWwpnQYsBjuJHoBDK9JDqBTC+JTqC89IREJy1QW1MBpY1mzl0bZMuyVJ7YnjOrOq8VFlLz2Wcs2bCBB154IVShKhQKhUKhUIR/a6pwc/78eV+X6FzWYetubAQgN0Jmukjc6kOiE8j0kugEMr0kOoHy0hMSnbQg6lvYXC4XhTeGKGuysHtVGg/flRV0fW6Xi49+8hPcTicH/+f/JD03N9QhB43L5Zo2O1bvSHQCmV4SnUCml0QnUF56QqKTFkR9C1tZWdlXs0Rn2cI20NaG2+kkMTU1IiYcwLiXNCQ6gUwviU4g00uiEygvPSHRSQuiPmHbuHEjLs/4pIPZJmw9E0uTLF6zxm+Nt3CycePGcIcQciQ6gUwviU4g00uiEygvPSHRSQuiPmHr7OxkxD63WaLWiWVFUrOC707Vis7OznCHEHIkOoFML4lOINNLohMoLz0h0UkLoj5hS01Npc/qAGC2q3p0NTQAEJeQEKqw5kwod4uIFCQ6gUwviU4g00uiEygvPSHRSQuiPmGLjY0lJdEAgGEWOx1Yurtx2GwA5BUUhDS2uRA7hzXlIhWJTiDTS6ITyPSS6ATKS09IdNKCqH+XBgcHcU5MOkhPCn6WSoPRCMCyzZvJWLIkpLHNhcHBwXCHEHIkOoFML4lOINNLohMoLz0h0UkLoj5hW7lyJcOj45u2xxuCeztsZjMtEys0b3jggZDHNhdWrlwZ7hBCjkQnkOkl0Qlkekl0AuWlJyQ6aUHUJ2zVNbWMOicmHQQ5S7Tms88AyMzPJ2vFipDHNhdqa2vDHULIkegEMr0kOoFML4lOoLz0hEQnLYj6hXMHRxwc/fImAH//6CpigxjHdu7Xv6a3uZkNDz7Itkcf1STW2eLxeMSNC5DoBDK9JDqBTC+JTqC89IREJy2I+neopPwiAKmJhqCSNQCn3Q5AzurVIY9rrhgnxtZJQqITyPSS6AQyvSQ6gfLSExKdtCDqW9ha+kZ5r7yL7NR4Xt63PKh6/vyzn2Ht6+Ohv/5rclat0iBShUKhUCgUCtXCRsmlqwAkJRiCOs/r8WDt6wMgPoLWX5tE4ma6Ep1AppdEJ5DpJdEJlJeekOikBVGfsGXm5AFgd3mCOm/g5k3fzwvS0kIaUyjYvn17uEMIORKdQKaXRCeQ6SXRCZSXnpDopAVRn7CZzRYA8tKCayVzTYxfA1gQgas0Nzc3hzuEkCPRCWR6SXQCmV4SnUB56QmJTloQ9QlbwoIFAKQuCG7RXLfTCUDm8uDGvc0XWRG0r2mokOgEMr0kOoFML4lOoLz0hEQnLYj6hM050RUaF+QMUbdrfLFdQ3x8yGMKBc6JhFISEp1AppdEJ5DpJdEJlJeekOikBVGfsFnGxhO2YPcRHZ6YcGCIC347q/lgdHQ03CGEHIlOINNLohPI9JLoBMpLT0h00oKoT9gwjLeQBbu6Sdf16wB43O6QhxQKcnNzwx1CyJHoBDK9JDqBTC+JTqC89IREJy2I+oTNaR8DICUxuGU94iaW8sjMzw95TKGgoaEh3CGEHIlOINNLohPI9JLoBMpLT0h00oKoT9iG3eOJ18IgJx30mUwApOflhTymULB79+5whxByJDqBTC+JTiDTS6ITKC89IdFJC6I+YZvsCE2IC3LSgcMBELH7n5WUlIQ7hJAj0Qlkekl0ApleEp1AeekJiU5aENVbU3m9Xv7xzy14gdcO5N/x0h5er5f//tGPAHji7/+epPR0DaNVKBQKhUIR7URm89A84fJ4fS1s8XF3/lZ4Jpb0AIhLTAxxVKFB4lYfEp1AppdEJ5DpJdEJlJeekOikBVGdsDlcXzUuJhjuvEvUPSVhi9RlPe6+++5whxByJDqBTC+JTiDTS6ITKC89IdFJC6I6YXO6x9dgizfEEBMTRMI2schfTGwsMYbgZpfOF/X19eEOIeRIdAKZXhKdQKaXRCdQXnpCopMWRHXCNtnCFh9E6xp8lbAZ4uODSvTmk2XLloU7hJAj0Qlkekl0ApleEp1AeekJiU5aENUJm8sz2cI289vgcbsZaG+nv7X1q0dbGxC521IBDA8PhzuEkCPRCWR6SXQCmV4SnUB56QmJTloQmQOw5om2ATtw+31EL374IS2VlQFfi4vghE3i5F+JTiDTS6ITyPSS6ATKS09IdNKCqE7YJrE5Z95eanLP0MTUVN/uBpOs27tX07jmQkZGRrhDCDkSnUCml0QnkOkl0QmUl56Q6KQFUZ2wuSYmHWzITZmxzGTmf/dTT7HsrrvmJa5QYDKZxO3PJtEJZHpJdAKZXhKdQHnpCYlOWhDlY9jGkzHDHUw6iNTJBTOxdevWcIcQciQ6gUwviU4g00uiEygvPSHRSQtUwkbgMWxjVis2s9lvkVw9ceHChXCHEHIkOoFML4lOINNLohMoLz0h0UkLonprqt8VddBpsXP/ugweXL/I93pjeTmVH33kd8793/8+SzdunO9QFQqFQqFQKKK7hS09eXwI36jDf9JBV0MDML4wbmxcHKlZWWQuXz7v8c0FiVt9SHQCmV4SnUCml0QnUF56QqKTFkT1pIPJxsXshf6zPydnhj7wwgvkFRTMe1yh4N577w13CCFHohPI9JLoBDK9JDqB8tITEp20IKpb2CaGsDF1PoHX42FkYACAhdnZYYgqNFy6dCncIYQciU4g00uiE8j0kugEyktPSHTSgihP2MYzttgpGZvNbMbjdhMbF0dyenq4Qpsza9asCXcIIUeiE8j0kugEMr0kOoHy0hMSnbQgqhM2b4AWtuH+fgBSMzOJidXv29M30a0rCYlOINNLohPI9JLoBMpLT0h00gL9ZiQh4KsWtq+OTY5fS83KCkdIISM+grfNmi0SnUCml0QnkOkl0QmUl56Q6KQFUZ6wjf87tUvUOpGw6Xn8GkBSUlK4Qwg5Ep1AppdEJ5DpJdEJlJeekOikBVGdsN22S1TnLWzd3d3hDiHkSHQCmV4SnUCml0QnUF56QqKTFkTEsh7l5eUUFxdjtVrJy8vjscceY9myZTOWv3z5MmfPnsVsNpOVlcUjjzxCwSyW3wg06UBKC9ts3o9IR6ITyPSS6AQyvSQ6gfLSExKdtCDsLWx1dXWcOnWK/fv388orr5Cbm8s777zDyMhIwPJtbW0cO3aMnTt38sorr7Bhwwbee+89enp6gr72rS1sbpeLEbMZ0H/CVlVVFe4QQo5EJ5DpJdEJZHpJdALlpSckOmlB2BO20tJSdu3axc6dO8nJyeGJJ54gPj5+xg+wrKyMdevWcf/995OTk8OBAwdYsmQJ5eXlQV/71ha2kYEB8HqJS0ggMTV19lIRwL59+8IdQsiR6AQyvSQ6gUwviU6gvPSERCctCGvC5na76ejo8FuDJSYmhjVr1tDe3h7wnLa2tmlrtqxdu3bG8i6XC7vd7vfwer0MDFhI+fTfWFv0a6r+9f/lj//7f3PyX/8VgNTsbGJipm8IryckbvUh0Qlkekl0ApleEp1AeekJiU5aENaEzWaz4fV6SUlJ8TuekpKC1WoNeI7Vap1WPjU1dcbyRqORN9980+/R2dmJxWKZMa6Y9HRu3rzJjRs3qK+vp7e3l7KyMux2u+8X6/z584yOjlJeXk53dzfXrl2joaGBzs5OKioqGBkZ8SvrdDopLi6mr6+Py5cv09TURFtbG5cuXcJisfiV9Xg8FBYWYjabqa6uprW1lZaWFurq6ujv76eoqAiXy+V3jtVq5eLFi764MzMz6enpoaysjLGxMb+yY2NjvrivXr3K9evX6ejo4OLFi1it1oBx9/f3U1dXR3NzM62trVRXV/vi9nq9fv9aLBZf3M3Nzb64i4uLcTqdAePu6Ojg+vXrXL16le7ubsrLy6fFvWvXLsrKyujp6aG+vp4bN25w8+bNgHG7XC6Kiop8cbe0tPjiNpvNFBYW4vF4/M6xWCxcunSJtrY2mpqauHz5Mn19fQHjHhkZoaKigs7OThoaGrh27Zov7tHRUb+ydrudsrIyent7/eKurKxkeHgYj8czLe6BgQFqa2tpaWnBZDJRU1OD2WzGaDROi3toaIiqqira29tpbGz0xV1SUoLD4fAra7PZqKiooKuryxd3V1cXFy5cwGazTYu7tLSU3t5erly5QmNjI+3t7VRVVTE8POxX1u12YzQaGRwcpKamhuXLl/viHhwcxGg04na7/c4ZHh72i/vKlSv09vZSWlo67btms9m4cOECXV1dvu9aV1cXFRUV0+J2OByUlJT4vmtT4x4aGpr2XTMajZjNZmpqajCZTLS0tFBbW8vAwMC075rH42F4eJjKykrd3yPq6+vp6ekhPj5ezD1ibGzMd4/IzMwUc4+YWnbPnj0i7hEmk8kX96ZNm8TcIybjrqysJOR4w8jQ0JD3xz/+sbe1tdXv+KlTp7y/+tWvAp7zxhtveGtqavyOlZeXe//pn/4pYHmn0+kdGxvze/z+97/3ul0ub3+/2Xv29Bfe0eFh38M+MhIauTBjNBrDHULIkejk9cr0kujk9cr0kujk9SovPSHRSQvCOks0OTmZmJiYaRMMRkZGSJ1hDFlqauq08lardcbycXFxxMX5a8bExBBrMJCZmc62nTtYoPPxaoHYtGlTuEMIORKdQKaXRCeQ6SXRCZSXnpDopAVhTdgMBgNLly6lqamJjRs3AuD1emlqamLPnj0Bz8nPz6e5uZm9e/f6jjU1NbF8+fI7vu7AwADvvvvuxFi2ATIzM3U/Zm0qEr0kOoFML4lOINNLohMoLz0h0QnGvaxWKy+99NK0RqO5VBpWamtrvf/wD//graqq8vb09HhPnDjhffPNN73Dw8Ner9fr/eCDD7yff/65r3xra6v3jTfe8BYVFXl7e3u9Z8+e9b7xxhve7u7uoK89Njbm/fGPf+wdGxsLmU8kINFLopPXK9NLopPXK9NLopPXq7z0hEQnr1cbr7AvnLtlyxZsNhvnzp3zLZz73HPP+bo4LRaLX9adn5/PkSNHOHv2LGfOnCEzM5NnnnmGxYsXh0tBoVAoFAqFQlPCnrAB7NmzZ8Yu0BdffHHasc2bN7N582aNo1IoFAqFQqGIDMK+cK5CoVAoFAqF4vZEdcJmMBjYv38/BoMh3KGEFIleEp1AppdEJ5DpJdEJlJeekOgE2njFeL2TO2oqFAqFQqFQKCKRqG5hUygUCoVCodADKmFTKBQKhUKhiHBUwqZQKBQKhUIR4aiETaFQKBQKhSLCiYh12LSkvLyc4uJi36K8jz32GMuWLZux/OXLlzl79ixms5msrCweeeQRCgoK5jHirycYp56eHs6dO0dHRwcWi4VDhw75besVSQTjdfHiRWpqaujp6QFgyZIlPPzww7f9bMNFMF719fUUFhYyMDCAx+MhMzOT++67j+3bt89z1Lcn2O/VJHV1dRw7dowNGzbwzDPPzEOkwRGM16VLl/joo4/8jhkMBn70ox/NR6h3TLCf1djYGF988QVXr15ldHSU9PR0Hn30UV3fB//jP/4Dk8k07XhBQQHPPvus1qHeMcF+VqWlpVRUVGCxWEhOTmbTpk088sgjodsKKUQE4+V2uzEajVRXVzM0NER2djaPPPII69atm+eoZ8ZkMlFcXExHRwdWq5Wnn37at73mTLS0tHDy5El6e3tJS0tj37597NixI6jrRtanGmLq6uo4deoUjz/+OMuXL6e0tJR33nmH1157jZSUlGnl29raOHbsGA8//DDr16+ntraW9957j1deeSVidlII1snpdJKRkcFdd93FyZMnwxDxnRGsl8lkYsuWLeTn5xMXF0dRURFvv/02f/u3f0taWloYDAITrFdSUhIPPvgg2dnZGAwGGhoa+Oijj0hJSYmYG1awTpOYzWZOnTrFihUr5jHaO2c2XomJibz22mvzHOmdE6yT2+3m7bffJiUlhe9+97ukpaVhNptZsGBBGKKfmWC9nn76adxut++5zWbj3//937nrrrvmM+zbEqxTbW0tp0+f5qmnniI/P5/+/n4+/PBDYmJiOHToUBgMAhOs15kzZ6itreXw4cNkZ2dz48YN/uu//ouXXnqJJUuWhMFgOg6Hg9zcXHbs2MH777//teUHBwf5wx/+wN13382RI0dobm7mxIkTpKamBnVfF90lWlpayq5du9i5cyc5OTk88cQTxMfHU1VVFbB8WVkZ69at4/777ycnJ4cDBw6wZMkSysvL5znymQnWadmyZRw8eJAtW7ZE9Do3wXodOXKE3bt3k5eXR3Z2NocPH8br9dLc3DzPkd+eYL1WrVrFpk2byMnJITMzk71795Kbm0tra+s8Rz4zwToBeDwePvjgAx566CEWLVo0j9HeObPxAkhNTfV7RBLBOlVVVTE6OsrTTz/NihUryMjIYNWqVeTl5c1z5LcnWK+kpCS/z6ipqYn4+PiIStiCdWpra2PFihVs3bqVjIwM1q5dy5YtW7h58+Y8R357gvWqqanhgQceoKCggEWLFrF7924KCgooKSmZ58hnpqCggAMHDrBp06Y7Kl9RUUFGRgaHDh0iJyeHPXv2cNddd1FaWhrUdcUmbG63m46ODtasWeM7FhMTw5o1a2hvbw94Tltbm195gLVr185Yfr6ZjZMeCIWX0+nE4/GQlJSkVZhBM1cvr9dLU1MT/f39rFy5UstQ75jZOn355ZekpKSwa9eu+QgzaGbr5XA4eOutt/jZz37Ge++95+uijwRm43Tt2jWWL1/Op59+yj//8z/zb//2bxQWFuLxeOYr7K8lFPeLqqoqtmzZQkJCglZhBsVsnPLz8+no6PAlaIODg9y4cSOiuq5n4+V2u6d16cbFxUXUH63B0t7eHpLcQmyXqM1mw+v1TmtyTUlJoa+vL+A5Vqt1WvnU1FSsVqtmcQbDbJz0QCi8Tp8+zcKFC6d9KcLJbL3Gxsb46U9/itvtJiYmhscff5y1a9dqHe4dMRun1tZWqqqqePXVV+cjxFkxG6+srCyeeuopcnNzGRsbo6SkhN/+9rcR0y0/G6fBwUGam5vZunUrzz77LAMDA3z66ae43W4eeuiheYj665nr/eLmzZv09PTw5JNPahVi0MzGaevWrdhsNn77298C463Yd999Nw8++KDm8d4ps/Fau3YtpaWlrFy5kszMTJqamqivr0fPa/zPlFvY7XacTifx8fF3VI/YhE0RPRiNRurq6njxxRcjbrDtbEhMTOTVV1/F4XDQ1NTEyZMnWbRoEatWrQp3aEFjt9s5fvw4hw8fJjk5OdzhhJT8/Hzy8/P9nv/85z+noqKCAwcOhDGy2TP5n+vhw4eJjY1l6dKlDA8PU1xcHDEJ21yprKxk8eLFETlBKRhaWlooLCzk8ccfZ9myZQwMDPDZZ5/x5Zdfsn///nCHN2seffRRPv74Y37+858DkJmZyY4dO7h06VJ4A4sA9P+/2wwkJycTExPDyMiI3/GRkZEZx5mkpqZOK2+1WiNmXMpsnPTAXLyKi4sxGo288MIL5Obmahlm0MzWKyYmhszMTADy8vLo6+vDaDRGRMIWrNPg4CBms5l3333Xd2zyL+U33niD1157zecaTkLx3TIYDCxZsoTBwUEtQgya2TgtXLiQ2NhYYmO/Gi2TnZ2N1WrF7XZHxDjYuXxWDoeDy5cvR1zyORuns2fPsm3bNt8wg9zcXJxOJx9//DH79u0jJiZG87i/jtl4paSk8Mwzz+ByubDZbCxcuJDTp09H7NjXO2Gm3CIxMfGOW9dA8Bg2g8HA0qVLaWpq8h2bHBO0fPnygOfk5+dPG7R+u/LzzWyc9MBsvYqKijh//jzPP/88S5cunY9QgyJUn5fX68XlcmkRYtAE65Sdnc3f/M3f8Oqrr/oeGzZsYPXq1bz66qukp6fPZ/gzEorPyuPx0N3dHTF/PM32HjgwMODX/dTf309qampEJGswt8/qypUruFwutm3bpnWYQTEbJ6fTOS0pm3weKd2Hc/ms4uLiSEtLw+PxUF9fz4YNG7QOVzOWL18ektxCbMIGsHfvXiorK7l06RK9vb188sknOJ1O39onx48f5/Tp077y9957Lzdu3KC4uJi+vj7f+mV79uwJk8F0gnVyu910dXXR1dWF2+1maGiIrq4uBgYGwmQQmGC9jEYjZ8+e5cknnyQjIwOr1YrVasXhcITJIDDBehUWFtLY2Mjg4CC9vb0UFxdTU1MTUf/BBOMUFxfH4sWL/R4LFiwgISGBxYsXR0wSAMF/Vl9++aXvs+rs7OT48eNYLJaImlgRrNM999zD6Ogof/7zn+nv76ehoQGj0cju3bvDZBCYYL0mqaqqYuPGjRHZPR+s0/r166moqKCuro7BwUEaGxs5e/YsGzZs8GshDTfBerW3t1NfX8/g4CAmk4nf//73eL1e7r///jAZTMfhcPj+X4XxnoSuri4sFgswPqb6+PHjvvL33HMPg4ODfP755/T19XHhwgUuX74c9JqoYrtEAbZs2YLNZuPcuXO+Bfuee+4531/AFovF7y+U/Px8jhw5wtmzZzlz5gyZmZk888wzEbMGGwTvNDw8zNGjR33PS0pKKCkpYeXKlbz44ovzHf6MBOtVUVGB2+3mj3/8o189+/fvj6jujmC9nE4nn376KUNDQ8TFxZGdnc23v/1ttmzZEi6FaQTrpBeC9RodHeXjjz/GarWyYMECli5dyksvvUROTk64FKYRrFN6ejrPP/88J0+e5Be/+AVpaWnce++9EfWfJczud7Cvr4/W1laef/75cIT8tQTrtG/fPmB83bLh4WGSk5NZv349Dz/8cFjin4lgvVwuF2fOnGFwcJCEhAQKCgr49re/HVFrAXZ0dPC73/3O9/zUqVMAbN++nW9961tYrVZf8gawaNEinn32WU6ePElZWRlpaWk8+eSTQa+tGeONlLZThUKhUCgUCkVAIqfdVKFQKBQKhUIREJWwKRQKhUKhUEQ4KmFTKBQKhUKhiHBUwqZQKBQKhUIR4aiETaFQKBQKhSLCUQmbQqFQKBQKRYSjEjaFQqFQKBSKCEclbAqFQhFCPvzwQ957771wh6FQKIShEjaFQqFQKBSKCEclbAqFQqFQKBQRjui9RBUKhWyuXLnCl19+ycDAAPHx8eTl5fHMM8/Q29vLmTNn6OzsxOPxkJeXx6FDh1iyZInv3Ndff53HH3+choYGmpubycjI4MknnyQlJYUTJ07Q0dFBbm4u3/72t8nMzATg3LlzXL16lXvuuYfCwkJsNhvr16/n8OHDM+516PV6MRqNVFZWYrVaycrKYt++fdx1110Avs3WGxsbcTgcpKWl8cADD7Bz507t30CFQqEbVMKmUCh0yfDwMMeOHeORRx5h06ZN2O12WltbAXA4HGzfvp3HHnsMr9dLSUkJv//97/m7v/s7EhMTfXWcP3+eQ4cOcejQIU6fPs0HH3zAokWLeOCBB0hPT+fEiRP8+c9/5rnnnvOdMzAwwJUrV/je976H3W7nxIkTfPrppxw5ciRgnIWFhdTW1vL444+TlZWFyWTigw8+IDk5mVWrVnH27Fl6e3t57rnnSE5OZmBgAKfTqe2bp1AodIfqElUoFLrEarXi8XjYtGkTGRkZ5Obmsnv3bhISEli9ejXbtm0jOzubnJwcDh8+jNPpxGQy+dWxY8cONm/eTFZWFvfffz9ms5mtW7eybt06cnJyuPfee2lpafE7x+Vy8a1vfYu8vDxWrlzJY489Rl1dHVardVqMLpcLo9HIk08+ybp161i0aBE7duxg27ZtXLx4EQCLxUJeXh5Lly4lIyODNWvWsGHDBs3eN4VCoU9UC5tCodAlubm5rF69ml/84hesW7eONWvWcNddd5GUlITVauXMmTOYTCZGRkbweDw4nU4sFsu0OiZJSUkBYPHixX7HXC4Xdrvd1zKXnp5OWlqar8zy5cvxer309fWRmprqV/9ka9nbb7/td9ztdvu6Z++55x7ef/99Ojs7Wbt2LRs3biQ/Pz8E75BCoZCEStgUCoUuiY2N5fvf/z5tbW00NjZSXl7OmTNnePnll/nTn/7E6Ogojz76KOnp6cTFxfGb3/wGt9vtV4fBYPD9HBMTM+Mxr9c7qxgdDgcAzz77rF+SN/U6BQUF/PCHP+T69es0NTXxn//5n+zevZuDBw/O6poKhUImqktUoVDolpiYGFasWME3v/lNXnnlFQwGA1evXqWtrY09e/ZQUFDA4sWLMRgM2Gy2kFzTYrEwPDzse97e3k5MTAzZ2dnTyubk5GAwGLBYLGRmZvo90tPTfeVSUlLYsWMHR44c4dChQ77uUoVCoZhEtbApFApd0t7eTnNzM2vXriUlJYX29nZsNhvZ2dlkZmZSU1PD0qVLsdvtfP7558TFheZ2FxcXx4cffshf/MVfYLfb+eyzz9i8efO07lCAxMREvvGNb3Dy5Em8Xi8rVqzwTY5ITExkx44dnD17liVLlrB48WJcLhfXr18nJycnJLEqFAo5qIRNoVDoksTEREwmE6WlpdjtdjIyMjh48CAFBQWkpqbyySef8Mtf/pK0tDQefvhhTp06FZLrZmZmsnHjRv7whz8wOjrK+vXr+cu//MsZy3/zm98kOTkZo9HI4OAgCxYsYMmSJTz44IPAeNfoF198gdlsJj4+nhUrVvCd73wnJLEqFAo5xHhnOzhDoVAooozJddheffXVcIeiUCiiDDWGTaFQKBQKhSLCUQmbQqFQKBQKRYSjukQVCoVCoVAoIhzVwqZQKBQKhUIR4aiETaFQKBQKhSLCUQmbQqFQKBQKRYSjEjaFQqFQKBSKCEclbAqFQqFQKBQRjkrYFAqFQqFQKCIclbApFAqFQqFQRDgqYVMoFAqFQqGIcFTCplAoFAqFQhHh/P+wXKFfKxZdDgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mcp_x, mcp_y = mcp_curve(y_true, y_score, abs_tolerance=0.0000001)\n", "imcp_x, imcp_y = imcp_curve(y_true, y_score, abs_tolerance=0.0000001)\n", "\n", "plot_curve([mcp_x, imcp_x], [mcp_y, imcp_y], label=[\"MCP curve\", \"IMCP curve\"])" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.2" }, "vscode": { "interpreter": { "hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1" } } }, "nbformat": 4, "nbformat_minor": 5 }