{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# `waterfall` plot\n", "\n", "This notebook is designed to demonstrate (and so document) how to use the `shap.plots.waterfall` function. It uses an XGBoost model trained on the classic UCI adult income dataset (which is a classification task to predict if people made over \\\\$50k in the 90s)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import xgboost\n", "\n", "import shap\n", "\n", "# train XGBoost model\n", "X, y = shap.datasets.adult(n_points=2000)\n", "model = xgboost.XGBClassifier().fit(X, y)\n", "\n", "# compute SHAP values\n", "explainer = shap.Explainer(model, X)\n", "shap_values = explainer(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Waterfall plots are designed to display explanations for individual predictions, so they expect a single row of an Explanation object as input. The bottom of a waterfall plot starts as the expected value of the model output, and then each row shows how the positive (red) or negative (blue) contribution of each feature moves the value from the expected model output over the background dataset to the model output for this prediction.\n", "\n", "Below is an example that plots the first explanation. Note that by default SHAP explains XGBoost classifier models in terms of their margin output, before the logistic link function. That means the units on the x-axis are log-odds units, so negative values imply probabilities of less than 0.5 that the person makes over $50k annually. The gray text before the feature names shows the value of each feature for this sample." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.plots.waterfall(shap_values[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that in the above explanation the three least impactful features have been collapsed into a single term so that we don't show more than 10 rows in the plot. The default limit of 10 rows can be changed using the `max_display` argument:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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PY8GCBbh58yY++eSTWo3j3//+NyZNmgRLS0tt2+XLl/HVV1/B2dm5ThOkmzdvYujQobhx4waCgoIwefJktGjRAoWFhQgPD8fhw4exc+dObNiwATNmzKjy9fv27Yvc3FzI5ea/s/mtXEv8dsuIE4nqgXwlkJIHOFtVnrykF1Tt2hYyYNUAGVZdFHEjg58WEBGR8Wo0QfLz80OHDh103nS3bt0a586dw6VLlxAZGYm2bdvqHGvfvj0UCgVu3rxZYYLk7u4Od3d3vfaYmBgAMDjqhJLdrP/88080b94cxcXFSElJecS7rL5r165h4sSJsLGxwZdffoknn3xS5027KIrYsGEDcnJyaj0WuVyus2eOVPLz8zFs2DDcvn0bixcvxttvv60XV0FBAf7zn//Aw8OjWn3IZDLY2trWUMT12/6slrAQACXfD1I95WAJWMoBVxtgRmsZQtwEvP93zX/a/n+dBDSyBt77W43xARw9oroltzD/D+SIzFmNrkFyc3PTSY5K+fv7AwDS09N12m1tbR9pylR2djbi4+PRpEkTNG7c2OA54eHhSE9PR69evardT01ZunQpCgsLMW/ePMyYMUNvREMQBMyaNQsLFy7Utn322Wfo2rUrXFxcYGFhAWdnZ/Tp0we//fYb1Gq13vN79uyJLVu2ICQkBFZWVnBycsKIESNw5coVnXPLrkF6++23MWvWLADA+++/D0EQtNdLSEhAdnY2Fi1ahODgYDg6OkKhUMDd3R0TJkzQlpaujnXr1iE2NhZDhw7F0qVLDSZt1tbWeOeddzB06FBtW0JCAubNmwd/f3/Y2dlBoVDAy8sLs2bNwr1793Seb2gN0sNta9euha+vLxQKBVxcXPDkk08iOTm52vcklZQ8EZuuC0yOqF7bNkqG1OcsEDnbAi91FvDNZTWWn67ZBMndFnizuwxvnlIju6hGL01klLK/n4nItNRJFbvSEREbG5savW5UVBREUUSrVq0MHs/Ozsb58+fRsWNHODg4VPn6SqUSSqVxexnIZDKDyWGpgoICHDhwAI0aNcKkSZOM3kTus88+Q/PmzTFlyhS4u7sjOjoaO3fuxL/+9S/88MMPGDVqlM75d+/exezZszFgwACMGjUK586dw4EDB3Dz5k3s2rULwcHBBvsZP348oqOjsWXLFowaNQp9+/YFAHh7e8PZ2Rl3797Fpk2b0LVrV4wYMQK2trY4c+YMdu3ahcjISOzevRstW7Y06p4etnXrVgDAuHHj4OzsbPTzwsLCsHfvXnTr1g0TJkyAXC7HiRMnsGHDBty4cQNbt26Fp6dnpdf5448/cODAAQwfPhxeXl7Yu3cvNm3aBBsbG3zxxRcVfk/rmzWXRa47ojohQDMKZIxCle7jV/9Q45PzIpo7AE+2kcFSrpkOV/a8R/FRPxluZmo2SyaSgsgqOUQmrdYTJLVajUuXLkEQhGq9gS6PKIqIjo6GQqHQjlCVdfLkSTg6OqJdu3bV6uPy5cu4ePGiUed6enrqJSsPi4mJQVFREVq1agUXFxejY7h69SocHR11KuLMnj0bgwcPxoYNGzBo0CCd6WPx8fFYtGgRPvzwQ+2b+wULFuCrr77CF198gS+//NJgctauXTsMHToUW7ZsQbt27bB48WKd435+frh3757eVLWlS5figw8+wLZt2/D6668bfV+lrl27Bmtra7Rp00anXaVSISUlRSdBtbOzg7OzMwRBQL9+/XDnzh29BGbq1KnYunUr/ve//2HatGmV9v/gwQP8/PPP2jVXb7zxBpo3b47Dhw8jNjYWrVu3NvpeHjx4ADs7O1hZWQElHwyIoqhNzouKipCdna3z/b9//75OIlf2cWJiItzd3bXf/4r6uJTETyypbvRtLuD4FOMypFb/VSLqwT+Pr6QAKNnC+MfrKlycIceGx2SYtKdm/v128wT+3VrAoG3cKJnqj0f52Y46+P3BPthHQ+ujMrWeIJ0+fRpJSUno0qVLlUYIKhMXF4ecnBwEBQUZnKYXGxuLe/fuYfTo0ZDJqjeTMDAw0Oh1L6XftPJkZWk267C2tq7StEInJyegJNHMyMhAXl4egoKC4ODggFu3biElJUWnQIW7uztmzJihkzgsXboUX331Fc6dO4eEhAR4e3sb3X8pS0tL7TWVSiXS09NRWFiI/v3744MPPkBYWBiKioqqPOKSk5MDBwcHvdckIiICISEhOm0TJkzAjz/+CGtra53RyKKiIqSnp6O4uBhDhw7Fzz//jHPnzhmVIPXs2RM9evTQPra1tUX37t1x4sQJ7ffMWGWneZatRGhpaamXHJf9z1r2cdl/fxX1sbCjDLtvMEmi2heZJmLmAeOGfO5XsKSyWA3siRXxajcB1hZAgXED9hVa0VeOP+OAW5kiWjhq2lxLflx42glo7iDinvS7D5CZs1Dovr16lJ/tqIPfH+yDfTS0PipTqwnSuXPncO3aNbRq1QodOnSo0WtHRUUBgMHpdQUFBTh9+jRatWpV7YX9KCkd7ujo+EhxPnwtACgsLERxcbHRzzt69CheffVVhIWF6T0vLy8PhYWFOm2enp56iainpyccHR2Rmpr6SPsSff755/jyyy9x69YtvWqAeXl51UqQ7O3tkZ+fr3dvvr6++PXXX5GXl4fr16/jvffe0zmuVCrxzjvvYP369UhISNCLJzMz06j+XV1d9aZfurm5ITc3FwUFVSybJbGB3gL87QpwM9ean5xTrUrKAzZeq5l/ZTYWgEzQ7G9UEwmStyPg4yTg9jz9X297x8uRUSCi0eoanM9HZIBm9kOdrGIgolpQa/97z58/j0uXLiEwMBB9+vSp0WsXFBTg9u3baNSokcHKdhcvXkRxcTFatWql80a5dLpWZmYm5HJ5pXsNFRcXG53MyGQyWFtbl3s8ICAAlpaWuHfvHtLS0uDr61vpNc+dO4fhw4fD1dUVc+bMQUhICBwdHSGTyTB//nyIolhnZcs/+eQTLF68GK1bt8arr74Kf39/2NjYICkpCS+++GK1Y2nTpg1OnTqFa9euoWfPntp2Ozs7jBkzBigpqFA2Qfq///s/fPXVV+jatSvmzJkDb29v2NjYIDw8HB988IHRschksmqPMNY3giBgpk8q3rzWTOpQiPS42WpKej/MyQqYECjgbpaoc6y5A2CrgM7UPGPNO6yGbZlB+oHeAp7vKMNLx1WIrMY1iaqMn1IRmbRaSZDOnz+PixcvIjAwEP369avxHaWjo6OhVqsrLM6gVCrx66+/Gjy+detWbbGEily5cqXG1iBZW1tj+PDh2LNnD3bu3IkOHTpUui/P5s2boVKpsHz5csydO1fbnpubi+nTp6NJkyZ6z7l//z4yMjL02rKyshAQEFBhsYqKvk8bN26Ei4sL1q9fj65du2rbDx48WOE9VGbKlCk4deoUdu3ahUmTJhk9DfOHH35AQEAANm3apFPi/ZtvvnmkeEzdjHbW+PIWkJxnxMlEdejAeDnickScuS8iOQ/wdhQwq42ApvbAlH26U0M3jZCjf3MBwsf/DCk5WgILO2p+RvXy0vy5oIMMGYUiMgqBry5p3pEeuaP/ztS5ZAb0iXsiLpS/mwRRjRFkLC1PZMpqPEG6cOECLl68iICAgFpJjlAyvU4mkyEgIMDg8dDQUIPHLly4gKysLAwYMMCoqWA1uQYJJeWzDx06hG+//RatWrXC9OnT9ZKkTZs2ITMzEwsXLtQeKzsasnz58nJLiCYlJWHTpk1o3bq19h4/+OADAEDnzp3RtGnTcuMrHVHLyMiAKIo63zuZTAZBEHRiUSqVeiM7VTVnzhx88cUXOHz4MN5//32D+yAZGg2Sy+V6o1a5ublYuXLlI8Vj6uysFXipswyv/aEGVyNRffLfcDWeaCXDok4CnK2A9ELg7wQR/9qvxsn4yp/fyBp4r7fuz8vFXTSjv7czRXx1idPmqP6QCeYxM4GooarRBOnatWu4cOEC7O3t4eXlhdjYWJ3jNjY2aNbsn+k/2dnZ2o1eS/dIunPnDnJzc4GSaWllRzySk5ORnp4OPz+/cqe0GZp2VxpfdnY2/Pz8jLqfmlyDBABt27bFjh07MGXKFMyZMwfr1q1D9+7d4ezsjPj4eBw5cgSxsbHaCnLjxo3DZ599hmXLluHixYtwdXXFyZMncf369XLj8vLywtdff43IyEiEhobi3LlzOHr0KAIDA/H8889XWF68S5cukMlk2Lt3L+zt7eHu7o7mzZtj5MiRmDJlCl5//XXMnj0bI0eOhFqtxp49e6q0nsoQGxsbHDp0CEOHDsXHH3+MvXv3ok+fPvD29kZ+fj5iYmJw8OBByGQyeHh4aJPGCRMmYN26dZgxYwaGDBmCnJwcbN++3ahE1Zzdu3cP89o1xtt/Afk1sJ6DqKasuSxizWXjkpgBW/XPu5MFnRGlqth4TcTGa/wPQXVHpVIBqP4+j0QkrRpNkFJSUoCSymTHjx/XO+7p6amXIJ0/f17nnNu3b+P27dtASRWLsglSZGQkUE5xBlPw+OOPIzo6GsuXL8ehQ4fw5ZdfQqVSwdnZGa1bt8ZLL72EGTNmAAB69eqFbdu2YenSpdiwYQMUCgVCQkKwceNGzJs3z+D1vb29sXLlSrz//vs4evSodmrff/7zn0pLVnt7e2Pt2rV499138fHHH0OlUqFHjx7o2bMnlixZgsLCQqxduxafffYZHB0d0bdvX8yfP19nA9fq8PPzw9WrV7FmzRr89NNP2Lp1K/Ly8mBpaQkPDw8MGzYMs2bNwtChQ7XV7latWgUrKyts27YNK1asQOPGjTF8+HBtMteQOVsLmNtOwFeXuC8SERERUVUJYl2t8qdaJwgCevTogR07dlQ4lY7MV35+PmxsbHArQ4T/OhXXCRMRScDVWkTKAo4gEZkqTpIlMiP3798HAPg6CxgfIMCC64SJiOqcKHIVKJEpY4JEZEYe3tz25a4yKDmERERU50Q1f/gSmTImSERm5OEiFd08BXT3BOQcRSIiIiIyGtcgEZkRtVqts/Htrhg1xu/mVA8iorrUxBZIml8rW00SUR3gCBKRGQkLC9N5PNpfQAtHgINIRER1R6lkWXkiU8YEiciMyWUCXu7C/+ZERHWKc3OITBrfORGZkSZNmui1zWwjwMFSknCIiBokQcZxeyJTxgSJyIzY2NjotdlZCljQQWCxBiKiOvLwWlAiMj38H0xkRu7cuWOwfUEHGQQmSEREdUKlVEkdAhE9ApZYIWoAPO0FLO0m4M84TownIqptXW2TAXhLHQYRVRPLfBOZkdzcXNjZ2UkdBhFRg5aRkQFnZ2epwyCiauIUOyIzkpKSInUIREQNXm5urtQhENEjYIJEZEYyMjKkDoGIqMHjh1VEpo0JEpEZUSgUUodAREREZNK4BomIiIioBomiCIGlQ4lMFkeQiMzIlStXpA6BiKjBi4iIkDoEInoETJCIzAgHhImIpFdUVCR1CET0CLgPEpEZcXV1lToEIqIGz9HRsdxjO6PV+PS8Gvw4q+rauAj4eogMFjJOX6TaxTVIRGYkMzMTTk5OUodBRNSg5eXlwdbWVq9dFEW0Wa9CxANJwjILd+bJ4e3IBIlqF6fYEZmRW7duSR0CEVGDFx0dbbD9yB2RyRGRCWCCRERERFQHVpxVQ87BD6J6j2uQiMyIv7+/1CEQETV43t7eem1XU0QcuytJOERURRxBIjIj6enpUodARNTgFRYW6rV9cl4NC44eEZkEJkhEZuTBA05uJyKSWlJSks7j+zkifrouQsmyWEQmgQkSkRmRy+VSh0BERGWsvsSy3kSmhGW+iYiIiGqQSqXSfmCVWySi6TcqZHHv2BrBMt9UFziCRGRGrl69KnUIREQNXkxMjPbv68NFZDM5IjIpTJCIzIhKpZI6BCKiBq+goAAAoFKLWHmO0+uITA3LfBOZkcaNG0sdAhFRg+fg4AAA2B0r4m62dHE4WQEr+sowLkCArQI4e1/ES8fVuJRc+XPFxeW/RTxyW42hO9Q6bX5OwPLeMgxuIcBBAcTlANuiRLxxUl3udYjqK44gmYnhw4dDEGpnTu5//vMfCIKAHTt21Mr1q6Mq9xseHg5BEDBv3rxaj0tqjRo1kjoEIqIGz8vLCwDw0Vk1ZBItlxEA7B8vx7+CBay+pMaSE2o0sRVwfIocLZ0rf/70/Sq9r88vaJKdw3d0x8TauwEX/i1HezcBn5xXY+H/1NgSKaKpfW3dHVHtMtsRJFEUcfXqVURERCAnJwfW1tbw8/ND586doVAoJIlp3rx5WLt2rfaxIAiwtbWFv78/FixYgLlz50oSFwDs2LEDhw8fxvLly+Hu7i5ZHPRobty4gdDQUKnDICJq0CIjI1HQpD3OJkoXw8QgAb28BEzco8LOaE1Csy1Khein5HinlwzT9lc8svNThP7EwP7NBahFEVseOiYA+GGEHJEPgAHbVChQlh7hxEIyXWabIJ0+fRrh4eHw8fFBu3btkJGRgfDwcKSlpWHkyJG1NtpijGeeeQb+/v4oLi5GbGwstm/fjnnz5iE7OxsvvviiJDEdPnwYa9euxfPPP6+XIC1evBgLFy6EjY2NJLE9qtatWyM7OxuWlpZSh0JERA3EynMqWAiQbO+jiYECEnNF/BL9TwCp+Zppb9NbC7CUA0VVWLZqKQcmBAo4cU9EfM4/7UN9BIS4CXhspyY5srEAClWAmvkRmTCzTJAePHigTY6GDh2qbXdwcMBff/2FGzduoGXLlpLFN378eAwZMkT7eMaMGejfvz8+//xzyRKkiigUCslG3WqCTCaDvX3DGOf39fWVOgQiogZP5eSNXTHSjqF0aCLgYpKoF8PZ+yKebi9DYCMgPNX4643wFdDIWsBPEbojT4NbaD5wLlQC56bL0dlDQKFSxK5YEfOPqpFeUBN3Q1S3zHIN0o0bNwAAISEhOu2tWrWChYWFTvnN+qBfv35wcHDA/fv39Y4dOXIEvXr1goODAxQKBZo2bYrnnnsORUWV1ww9e/Ysxo0bh+bNm8Pa2hpWVlbw9/fH8uXLdc4bPny4dupfSEgIBEHQWbNT3hqkuLg4jB8/Hi4uLrCwsICLiwvGjx+P+Ph4nfNKn79t2za8+OKLcHd3h0KhgKenJz766CO9uNevX4+2bdvCwcEBlpaWcHV1Re/evXH+/Hm9c1NSUjB27Fg4OjpCoVAgODgYBw4c0DnH0Bqkh9s+++wztGjRAgqFAq6urpg3b55Rr299lJ0t4WpgIiICAHwdrpBs7VEpTzvgfq5+e2lbU/uqBTittYACpYgd0bopV0DJ0tdto2SIfCBiwm4VPjonYkKAgL3juHk5mSazHEFKSUmBIAho0qSJTnvpm/iUlJRKryGKIgoLC43u08rKqtrT9hITE5GTkwMnJyed9vXr12PevHnw8PDAzJkz4eLigr///htff/01rl69ij/++KPC6+7fvx8XLlxA//794efnh5ycHOzbtw/Lli1DcnIyvvzySwDAwoULkZOTg1OnTuHll1/Wvm5du3Yt99opKSno0qULkpKS8Nhjj6Fjx464dOkSfv31V5w5cwZhYWFwcXHRec6bb76JwsJCTJ06FVZWVvjxxx/x6quvIjg4GKNHjwYA7Ny5E0899RS8vb0xb948NGrUCPHx8fjzzz8RHh6Ozp0761yzd+/ecHZ2xoIFC5CWloYffvgBkydPxu3bt/X6N+To0aP48ccfMWXKFHh4eODgwYNYu3Yt7t27p5domYLU1FQ0a9ZM6jCIiBqs9AIRP8ZYQVWDw0dCyRQ3YxSWTJsrnepWVukaIZsqvAN0sARG+gr47aaIzDJvjexLJpicSxLx7980o0u/xIjIKxbwYV85BnkLOHaX8+3ItJhlgpSbmwtra2vtLtYPs7OzQ1JSks4u14bk5ORgy5YtRvc5depUbVnPyjx48ABxcXEoKipCeHg43njjDYiiiJEjR+r0v2jRIgQGBuLSpUs662defvllfPzxx9ixYwcmTpxYbj+LFi3CO++8o9O2YsUKhIaG4vvvv8fHH38MKysrjBw5Ert378apU6cwY8YMtG3bttJ7WLJkCRITE/HGG2/ojEi98cYbeP/997FkyRJ8//33Os8pKipCRESEdi3TnDlz0Lp1a3z++efaBGn79u0QRREnTpxAixYtKo2jdevW2LVrl/ZxSEgIFi5ciC+//BJvv/12pc+/ffs2jhw5gkGDBgEA3n//ffTp0wcHDx7Eb7/9hhEjRlR6jfpEyrV1REQEbLomolBdsxN0+jbXVJ8zRqv/KhH1AMhXAlYGnmJd8s4vX6l/rDwTAgXYKPSn1z18nS1lijpsjhDxYV+gpxdw7K7xfRHVB2Y5xU6pVEImM3xrpUmRUlnxTwYbGxuMGDHC6K+qFDB44okn0Lx5c/j7+2PMmDGIiIjAv//9b/z3v//VnrN161ZkZmZi2rRpSE5ORlxcnPZr8uTJAIB9+/ZV2I+z8z91PHNychAfH4/79++jX79+yM/Px7lz54yOuawjR47AwcEBb775pk77smXL4ODggCNHjug9Z9asWTqvU0BAADw9PXH37j8/OUtH0b7//nujprmV7X/cuHEAgOjoaKPuo0OHDtrkCCXrlV5//XUAqFKCjJLE9+FRx5ycHJ0pb0VFRUhLS9N5TtlplWUfJyYmQhT/+aVTWR/BwcG13kdd3Af7YB/sg32Yah9dPWv+g6rINBEzD6iM+rpfUkDhfq5mml1ZpW0JOcaP6kwLFpBRIGLfTf3nJJT0l5Sn255c8riRVc2+HhkZGfXue84+TK+PypjlCJKFhYV2F+uyVCqV9pzKrlFbU5XeeOMNtG7dGjk5OTh69Ci2b9+OjIwMnVGiq1evAgCWLl2KpUuXGrxOZVMF09PT8dxzz+Hw4cN6/3CMeX5FkpOTERAQoFcZztLSEs2aNdOuA3tYUFCQXpuTkxOSkpK0j5ctW4YjR45g+fLlWLlyJdq2bYvBgwfj2Wefhbe3t97zy64zK917Ij093aj7MFSso3Rq4Z07d4y6Rqmym7SWLQxhaWmpN+3P09OzwsceHh5V6iMmJgZt2rSp1T7q4j7YB/tgH+zDVPvo0VRAiHMBrmVa11glt6Q8YOO1ql3scrKIPs0ECGUKbnfzFJBbLCLauF+T8LADBjQXsOGaaLDq3YUkzdW9ytRCKt0DKSW/ZqfXOTs7w+qhpKs+fM/Zh+n1URmzTJDs7OyQkZFhcBpdRdPvHqZWq8tNsgyxtrYud9SqrL59+2qr2M2dOxfu7u748ssv8dZbb2mnxJVmzosWLUKXLl0MXsfHx6fCfh577DGcPXsWo0aNQr9+/dCkSRPI5XLs3r0bW7du1SaLdaW81/zhTwm8vLwQFRWF3bt3Y//+/Th79iw++ugjfPHFF9i2bZvONESUVNir7JoNSXFxsdQhEBE1eDOaJ+PlDP0P9erSjmgRk4JkGB8oaPdBcrEBJgUJ2HtDN9nxK1kCfTNT/zpPtBIglwn46brhfZN2x4pYNVDErLYybAhXaZOxOSGa90RH7jTM38dk2swyQXJzc0NcXBySk5N1MkalUom0tDSjssjc3NxaW4NU1sqVK7F9+3Z8+umnWLhwIVxdXdGqVSugJEueOnVqla+ZlJSEs2fPYsiQIdi9e7fOMUPFB6q6dsXd3R337t1DUVGRzihSUVER4uLiHmmzWYVCgYkTJ2rXV/3xxx8YMGAA3nnnHb0E6VHFxsbqtZ09exYAjFoDVd88PK2SiIik8bivCl/eBu5KWFh0R7SI0wki1g+XobWLGqn5wPxQGeQC8NYp3WTn2GTNB5i+a/U/OJ0WLEN8tojj9wwnOkl5wPt/q7G8txwHJ8rwa6yI9m4C5rYTsDlCjfMSbpZLVF1muQbJ398feGiaWqnIyEgolUqj9kCqzTVIZVlZWWkryS1btgwoSbgcHR2xZs0aJCQk6D0nOzvb4LS5UqVTCMuOpNy4cUOnqEGp0uHKh6e7VWTw4MHIzs7G+++/r9P+3nvvITs7W2efp6qIi4vTa+vSpQssLS2RmWngo61HdOnSJRw7dkz7WK1W44MPPgBK1oqZGjc3N6lDICJq8Px8WmBxFxmkLJujFoERO1XYGini+Q4yrOwnQ2o+MHCbyujpdYGNgM4eAn6O0t9P6WHv/S1iwTEVWjgK+HyADI/5Cnj/bxFPHjA86kRU35nlCFLjxo3Rpk0bXLt2DYcPH4a3tzfS09MRHh4OT09PoxKk2lyDZMjixYvx+eefY9OmTXj33Xfh6uqKr776CrNnz0arVq0wZswYBAQEID09HdHR0Th+/Dg2btxYbhU7FxcXdOjQAUePHsXo0aPRpUsX3L59G9u3b4e7uztycnJ0zu/Xrx8+/fRTLF68GJMnT4aNjQ26dOmCXr16Gbz+ihUrcPDgQSxfvhwXL15Ehw4dcOnSJezfvx9NmzbFihUrqvU6TJkyBUlJSejTpw98fHyQl5eH3bt3o6CgAFOmTKnWNSvi4+ODUaNGYcqUKfD09MSBAwdw+fJlDBkypMZHq+pCTEwMQkNDpQ6DiKhBu379Oma1bY+lJ4FsCbfVyygE5h5WY+7his8zNHIEANHpgPCxceXuvrok4qtLdTt1n6i2mGWCBAA9evSAg4MDIiIicPfuXVhbW6Nt27bo3LlzvSyFbGlpifnz5+Odd97B0qVL8e2332L69Onw9fXFW2+9hf379yMrKwt2dnbw9PTEjBkz0LNnzwqvuXv3bjz99NP4888/ceDAAXh6emLx4sVQKBTaSm2lRo8ejRdeeAGbN2/GG2+8AbVajblz55abILm5ueHMmTN44YUXcOLECfz2229wcnLC2LFj8cUXXxi1B5Eh06dPx8aNG7F7925kZ2fDxsYG3t7e+OqrrzB//vxqXbMigwcPRnBwMD7//HMkJCTA0dERTz31FL766qsa74uIiBoOe0sBz4UKWHlOrNE9kYio9gliQ13NTg1aeHg4QkJCMHfuXHz33XdSh1Nj0tPT0ahRI6nDICJq0JKTk9GkSRMk5Iho8a0KSr7TqjF35snh7Vj/Pugm82KWa5CIGqr8/HypQyAiavBKZ6o0tRcwNViABd/PE5kUJkhEZiQ5OVnqEIiIGrz4+Hjt31/qLOMIEpGJYYJEREREVEvaNxEwoDkg5ygSkcngGiQiM6JWq43esJiIiGpHYWEhrKystI8P3lLjsZ0seV0TuAaJ6gLfSRGZkaioKKlDICJq8O7du6fzeJiPgKBGkHRfJCIyHhMkIjNSWFgodQhERA1e2b0GBUHAK11lFW62SkT1BxMkIjPi6OgodQhERA2etbW1Xtu/ggW42kgSDhFVERMkIjPi6ekpdQhERA1ey5Yt9dqsLAT8XycZZJxnR1TvMUEiMiNcg0REJL3w8HCD7c+0F6DgOy+ieo//TYmIiIjqgIuNgNltOYRUXTZyFewVUkdBDQHLfBOZkbS0NLi4uEgdBhFRg5aYmAgPDw+Dxx7ki4hKr/OQzIKdKgvtmjtJHQY1ABZSB0BENae4uFjqEIiIGrzykiMAaGwjoAeLNVRLfHwOACZIVPs4xY7IjCQmJkodAhERUa1ISUmROgRqIJggERERERERleAaJCIzolQqYWHBmbNERGR+RFGEILDIBdU+jiARmZHY2FipQyAiIqoVERERUodADQQTJCIzUlBQIHUIREREtaKoqEjqEKiB4FwcIjNib28vdQhERES1wtHRsdxjhUoRf8SZ56qR9m4CmthxamFd4hokIjNSWFgIKysrqcMgIiKqcXl5ebC1tTV4bP1VNWYfUtd5THWhvRtw+UmOadQlTrEjMiOcn01EROYqOjraYLsoilhxTg1zHWNJzDHPxK8+YzpKRERERCbr8G0RkQ+kjqL2qFQqqUNocDiCRGRGvLy8pA6BiIioVnh7extsX3FWDbm5Dh+RJDiCRGRGuKSQiIjMVWFhoV5bWIqI/92TJJw6w/0N6x5HkIjMSEJCgtQhEBER1YqkpCS9tk/OqWFh5qNHKjXXINU1JkhEREREZHISckRsjhChNPPJEyITpDrHBInIjLRu3VrqEIiIiGpFSEiIzuPVl9Qw89xIQzDzIbJ6iAkSkRm5c+eO1CEQERHVipiYGO3fc4tEfHVJhKoBZEgKrkGqc0yQiMxIbm6u1CEQERHVioKCAu3f14eLyC6SNJw6U1xcLHUIDQ4TJCIzUt4O40RERKbOwcEBAKBSi1h5roFMryNJcMyOyIz4+vpKHQIREVGtKN3rb3esiLvZNXddJytgRV8ZxgUIsFUAZ++LeOm4GpeSK3/u+uEyzGyrP94QmSYieP0/G7y2cARuzzP8tvuJvSpsjSo/3ZPJOJ5R1/iKU43Izs7GzJkzIQgCjh8/XiPX3Lt3LwRBwMyZM2vkeg3BtWvXpA6BiIioVkRGRgIAPjqrhqyG6hYIAPaPl+NfwQJWX1JjyQk1mtgKOD5FjpbOxl2jQCli+n6VztfLJwxXntscodY79/T9isfCBBZpqHMcQTLC+fPncfHixXKPC4KAuXPn1mlM9+7dw9y5c3Ho0CEcOXIEgwcP1h5LSkrCs88+i127dqFnz544deqUznP37t2LSZMmoWXLlggPD6/TuImIiIiq63SCiLOJNXe9iUECenkJmLhHhZ3RmkRlW5QK0U/J8U4vGabtr7zEtlIN/BRh3IS/i0mi0eeWUqlURpxFNYkJkhF8fX3h5OSk156WloawsDC0aNGizmPy8PBAq1atcOjQIRw/flwnQUpISEBUVBRkMhnOnz+PvLw87doUtVqN06dPo7CwEAMHDqzzuKl2eXp6Sh0CERFRrWjWrBnmnVTBQkCN7X00MVBAYq6IX6L/uWBqPrAtSsT01gIs5UCREfmJTADsFDCqcIStAihWAcXc3qje4hQ7I7i4uCAgIEDvq6hI87+gVatWdR6TQqFAjx49IJfL8fvvv+sci4uLw82bN9GrVy8UFRXhr7/+0h5LSUlBREQEAKB///6PHIdSqURmZuYjX4dqhlwulzoEIiKiWnEzQ8SvsTWXHAFAhyYCLiaJegUfzt4XYacQENio8mvYKoCs5+XIet4Cac/JsXqQDHYKw+e+1VOG3BcsULBIjrPT5RjSovLpc3KW+a5zTJCqqbi4GDdu3ICdnR2aNWsmSQy+vr7w8fHBuXPnkJeXBzw0QlRQUICJEyfC2dlZJ4FKSEhAdHQ0BEFAv379gJKRsLfffhsBAQGwsrKCtbU1QkNDsWvXLp3+jh8/DldXV/Tt2xdr165FSEgIHBwc0L59+3JjvHfvHsaPHw9BEDB//nyoS3aDzszMxGeffYbQ0FDY29vD0tISnp6emDZtGlJTU8u9XnJyMpYtW4bOnTvDxcUFCoUCjo6OGDp0KMLCwnTOzcnJwerVq9G+fXs4OTnB0tISLi4u6NevH/7++28AgCiKOHnyJB5//HE0adIECoUCDg4OCAoKwooVK6r1fZFSXFyc1CEQERHVis/O19zao1KedsB9AztklLY1ta+4w/u5wIqzImYdVOOJvSrsuSHiuQ4yHJwgh/yhp6pF4NAtNV4+ocaoX1RY9LsaTWyBAxNkGOFXcR+l752o7jAlraabN2+iuLgYbdu2Nbq6SGFhIUTRuI89FApFpaMBTZs2RWBgIG7cuIFTp05hyJAh2hEiOzs79O/fHy1bttRJkOLi4nDjxg2EhITAxcUFKSkpWLRoEX766Sf4+Phg/vz5yMjIwMGDBzF+/Hh8++23mDdvnk6/UVFRWLRoEYYPH46xY8fC3t7eYHwRERF49tlnceLECbz//vt4/fXXgZJRrMWLF+OHH36Am5sbpk2bhiZNmiA2NhYXLlxAXFwcXF1dDV7z9u3b2LFjB9zc3DB9+nQ4OTkhLCwMR48eRc+ePXHp0iUEBARArVZj7dq1ePXVV+Hm5oannnoKTk5OiIuLQ3h4OK5cuYLu3bvj0qVLmDNnDmJjYzFlyhQEBgYiMzMT4eHhOH78OJYsWWLU94uIiIhqT3qBiF0JjSrcGFYAYGnkRIrCkmlzNhb//P1hBcp/jlfk9T91k5etUSKi00V80EeOiYGCtjrdvWxg+E7dc3+4rsL1WXJ80k+G326WP49PZIJU55ggVVNUVBQAICgoyOjn7Ny5Ezk5OUad269fv0qv7eHhgeDgYBw4cAC///47hgwZgoSEBMTExKBXr15o3rw5AgMDsX37duTm5sLGxka7/mjAgAEAgMOHD2PHjh3w9fXF5cuX4ejoCFEUsWfPHsyZMwcvvvgiJk+eDGfnf0q5JCcnY+3atZgzZ462LTtbt97m6dOnMX/+fISHh2PDhg148skngZIRm507d2Lz5s0ICAjAmTNndK4timKFSWSHDh1w7tw52NnZaduUSiW++OILvPLKK/jss8+wZs0apKen48yZMygqKsIvv/yCrl27GrxeeHg4oqKi8Oyzz2LNmjUVvt6VefDgAezs7GBlZQWUjGCJoqjdt6GoqAjZ2dlwcXHRPuf+/fs664bKPk5MTIS7u7u2gk1lffj7+yMtLa1W+6iL+2Af7IN9sA/2wT4e7uNWJlCorvgD6b7NNdXnjNHqv0pEPQDylYCVgadYl7xDzlcadTkdn10QsbyXiMEthArLd6cXaDa8fa2bDF72QHwlbxHr0/fD1PuoDBOkasjIyEBiYiK8vLzg6Oho9PMGDhwIpdK4/2mNGzeu9BwLCwt0794dFhYW2lGi0hGiadOmoVGjRggJCcHmzZtx6tQptG/fXrv+aMCAAcjPz8eJEydQWFiI//u//9PeiyAI6N27NwYOHIht27bh6NGjmDhxorbfRo0aYdasWeXGderUKaxfvx7379/Hvn37MGzYMO2xtLQ0/O9//4NSqcS7776rkxyV9l1ROUuFQgGFQjOxt7i4GOnp6SgqKkJAQADc3d21U+csLS1hY2MDANixYwfatWsHa2trvevZ29vDwsICJ0+exO3bt+Hj41Pp616est+zsiNrpVP8Hlb2P2vZxx4eHlXqIzk5Gf7+/rXaR13cB/tgH+yDfbAP9vFwHx3dgXbOBQjPtIa6nJwjMk3EzAPGVXy7X5KM3M/VTLMrq7QtIafqC54KlEBaAdBY/22HnnvZmus3ti4/QSp931Ofvh+m3kdlmCBVQ2kd/qqMHsHAN7wm+Pr6wtfXF+fPn0d2drZ2/VHp+qJOnTrB0dERv//+O9zc3BAdHQ2ZTIa+ffsiOztbu96nTZs2Otd1dnZG06ZNgZLphA/z9/evcPrfe++9h8LCQvzxxx/o3bu3zrHMzEwkJ2t2XuvQoUOV7zc/Px8//fQTVq9ejcjISBQWFuocL/0h4uDggDlz5uDMmTNYuXIlVq1ahZCQEDz22GOYM2eOtvJgr169MH36dPz444/w9fVFixYt0LdvX0yfPh1Dhw6tcnxSKzuSR0REZC5meCdjcZh3uceT8oCN16qW0FxOFtGnmQAB0CnU0M1TQG6xiOj0qsdprwBcbYCU/MrP9XPSfChc0bnFxcV8y17HWKShitRqNWJiYmBlZQVfX98qPTc/Px95eXlGfRk70tS0aVMEBQVBqVRi//79iIiIgI2NDbp06QKUZMyl65BKR5fatWuHRo2MKMtSjoentxnSrVs3CIKAt956C/n5Rvx0MJIoiti4cSMWLFiA+Ph4PP/881i7di1++uknrFixAk2bNtVZyNirVy/8/fff2Lx5M6ZOnYqCggJ8+OGHCAoK0hagcHd3x3fffYc///wTS5Ysgbe3N3bv3o1hw4Zh0qRJNRZ7XTE0SkZERGQORvqo0ML4iTtG2REtwsNOwPjAf2avuNgAk4IE7L0h6pT49nPSfJWykmuSobLe7CGDTBBw8NY/KZerjf55Te2B2W0FXEkWkWigUARJh+loFd25cwf5+flo27ZtlUsq79q1q0bXIKHkDX5wcDD27duHQ4cOISYmBj169NCOpDRt2hQBAQHYuXMnjh8/rrP/kYODA9zc3AAA165dw6BBg7TXzcjIwP379wEAfn5+VbrPF198EW3atMG3336L4cOH48CBA9p9mJycnNCkSRMAwOXLlxEYGGj0dR88eIDff/8dhYWFOHDggHYdFQAcPXoUOTk5elP2HB0dMXXqVEydOhVKpRKbNm3C888/j6VLl2LcuHFAyahT9+7d0b17dwBAWFgY5syZgx07duDcuXPaZNMUBAQESB0CERFRrfDzaYHFnWV4/n9qvbLc1bUjWsTpBBHrh8vQ2kWN1HxgfqgMcgF465RucYRjkzXv+3zXarImDzvg0gw5tkSKiEzTRDTMV8BIPxkO3FJjd+w/Ua7oJ4O/k4Bjd9VIyAF8nAQ83U6AnQJ44feKizAYWwyMag4TpCoqLc5Qnb2PanoNEkr2vSlNiP744w8kJCRgypQp2uONGjVC27ZtsXXrVuzduxd4aP8jGxsb9O3bFxs3bsSqVaswa9YsODg4QBRF/PXXX/j9999hZ2eHIUOGVOk+HR0d8f7770Mul2PNmjUYMmQIDh06BHt7e7i4uGDgwIHYtWsXli1bhuHDh+us4yot0GBoHZIgCNofEg8Xcnjw4AE2bdqErKwsbYJUVFSEjIwMbTKGkjVbLVu2hIODAx48eKB9rrW1tTaBQ0nS2axZM5w7d057nqm4evUqQkNDpQ6DiIioxl2/fh2z2rbH0pNAlhEbshpDLQIjdqqwsp8Mz3eQwUYBnEsEZh5QVTq9LqMQ2HdDxJAWAp5sI0AuALEZwGt/qPDxed29lQ7fFvFMewHPdZChkZXmuX/EiXjvbzUuJVfcj1DTtc2pUkyQqiA3Nxf37t2Dm5ub0QnMw2pjDRIAtGjRAn5+ftrkrXT9EUqSii5dusDOzg4xMTGQy+Xo27ev9vjQoUMxceJE/PTTT2jfvj3Gjh2rLfOdnJyMb7/9Fk5OTgb7rYizszOWL18OCwsLfPnllxg0aBCOHDkCR0dHjB8/Hn/99Rd+/PFHBAYGYty4cXBzc8PNmzdx8eJFbN682eCbfGdnZ/Ts2RO//PILpkyZgunTp0OhUODkyZO4evWqdjQMJfs9Pf3004iKisKAAQPg7e2N7OxsHD58GImJidry3V999RU+/PBDDBw4EMHBwbC2tsaFCxdw9OhRtGjRAn369KnyvRMREVHtsLMU8FwHASvOihWW/K6KjEJg7mE15h6u+LzSkaNSmYXAjAPGleD+OVLEz5HGFZAoS6Ws3vOo+pggVUF0dDREUazW6FFtKl2HFBUVBWtra3Tr1k3veMuWLXHlyhXtpqml3NzcsGrVKvj5+WHLli346quvIAgCgoKCsHr1aowfP77acTk5OeHtt9+GXC7HqlWrMHDgQBw7dgxNmjTBF198gbZt22LTpk3YuHEjlEolXFxcMHjwYDRv3tzg9WQyGWbOnImioiJ8++23+PrrryGXy9G1a1esXbsWb731FgoKCoCSEbiRI0ciOzsbe/fuRVZWFiwtLeHj44Ovv/4aTz/9NACgT58+OHfuHK5cuYJjx45BqVTCzc0NM2fOxNtvv60zsmQK3N3dpQ6BiIioVpQWj1rQQYaVZ5k0UO0RRGN3LiWieu/BgwfVGt0kIiKq71JSUrSzRWYeUOGn6yKUDeBdrLuNGonPWUodRoPCVV9EZuTu3btSh0BERFQr4uPjtX9/qbOsQSRHKLPumuoGEyQiIiIiMikhbgIGeQPyBlC/4OEtTKhuMEEiMiNVKZtORERkSoKDg3UeL+kqq7FCDUQPY4JEZEYSExOlDoGIiKhW3Lt3T+fxkBYCghsD5j6IVLq3JdUdJkhEZiQrK0vqEIiIiGpFTk6OzmNBELCkq6zGNo2tr4qLjdtDk2oOEyQiM2JpySo3RERknqytrfXaprYS4GojSTh1yNxTwPqHCRKRGSk7P5uIiMhctGzZUq/NykLAok4ys35DK8jM+e7qJ77iRGbkypUrUodARERUK8LDww22P9NegKW8zsOpMzImSHWOrzgRERERmazGNgJmhwiQmWm1BpWSa5DqmoXUARBRzSndYZyIiMjceHh4lHvsxc4y3MhQ1Wk8daWbTTKAFlKH0aAIIrfnJTIbGRkZcHZ2ljoMIiIiqiH83V73OMWOyIzcvn1b6hCIiIioBuXm5kodQoPDBImIiIiIqJ5KSUmROoQGhwkSkRkxVAKViIiIiIzHBInIjKSmpkodAhEREdWg9u3bSx1Cg8MEiciMZGRkSB0CERER1aCIiAipQ2hwmCARmRELC1buJyIiMidFRUVSh9Dg8N0UkRlp27at1CEQERFJQxSBF9cDf5rYiEuwF/DD/5V72NHRsU7DIe6DRGRWrly5wrnKRETUMKlUgMUkqaOonrMfAV0CDB7Ky8uDra1tnYfUkHGKHZEZ4ecdREREJsZCBny8u9zD0dHRdRoOMUEiMisuLi5Sh0BERERVoVQDO04Dd5KljoRKMEEiMiOcp0xERGSCBAH4fJ/BQ97e3nUeTkPHBInIjNy6dUvqEIiIiKiqVGrguyNAZq7eocLCQklCasiYIBERERERSS2/CFh7RK85KSlJknAaMiZIRGbEz89P6hCIiIioOkQR+GQPUKyUOpIGjwkSkRnJyMiQOgQiIiKqrsQMYPtfOk0hISGShdNQMUEiMiMPHjyQOgQiIiKqLpkAfPiLZjSpRExMjKQhNURMkIjMiEzG/9JEREQmSy0CV+8Cx8O1TQUFBZKG1BDx3RSRGWnXrp3UIRAREZk2J1vg22eA5PVAzmbgf+8AHaqxxtdCDlxbBYi/AC+NMXyOnzvw0/8BSeuBvC1A9Grgg2nAyl+1pzg4ODzCzVB1MEGqAQkJCXB1dUXXrl2lDsVoEyZMgCAIuH37ttShUA26evWq1CEQERGZLkEA9r8B/KsPsPoAsGQT0MQJOP4u0NKzatdaOALwdi3/eHsf4MLHmj8/2QMs/B7YchLwaAQcuARExAEAvLy8HvGmqKosHuXJly5dQmpqKlJTU5GdnQ17e3v861//MnjumTNnkJiYiMzMTBQVFcHGxgYuLi5o164dmjZt+ihhPJIJEybgl19+Kfd4jx498Ndff5V7vD77+OOPERcXh88//1zqUMpV+vrLZDJcu3YNrVq10jn++eefY9GiRfjggw/w2muvSRanqVCpVFKHQEREVH/9/i5wOxmYtdrw8Yk9gF6tgIkrgZ2nNW3b/tKM7LwzBZhm5HsqNydg2WTgo1+B5VP1jwsC8MMLQGQ8MGAZUFCke1wuAz7dA6ydj8jISISGhlb1TukRPFKCdO7cOVhZWcHV1RVFRUUVnpucnIzGjRvD19cXlpaWyM/PR0xMDPbt24f+/fsjMDDwUUJ5ZC+88AKaNWum1y51XI/il19+wenTpw0mSJs3b4ZSqYStra0ksZWlVqvxwgsv4NChQ1KHYtIaNWokdQhERESma2IPIDEd+OXvf9pSszRJ0vS+gKUFUGREGe4PpwNR8cCPJwwnSENDgZAWwGPLNcmRjSVQqATUas1xlRrY+DvwvuGBB6pdj5QgPfHEE3B0dAQAbN++HcXFxeWeO2rUKL22tm3b4ueff8bly5clT0SmT5+Ozp07SxpDXbKysoKVlZXUYWj5+vri8OHDOHXqFHr16iV1OCbLxcVF6hCIiIhMVwdf4OJNnSpyAICzMcDTQ4HApkD43Yqv0aUl8GR/oPdS/euUGlyyZriwGDi3AujcUvP3XWeA+d8B6TmaJGnNQTRbMLiGbo6M9UhrkEqTo+pSKBSwsrJCYWHhI12nLv3111/o2bMnbG1tYWNjgz59+uDmzZt65+3ZsweCIBicFlbe+p/Lly9jzJgxaNKkCRQKBZycnNC5c2fs379fe87PP/+MwYMHw9PTE1ZWVrCxsUHbtm2xefNm7TnZ2dkICgrC6dOaoWFBELRfGzZsqDCGkydPon///nBycoJCoYCHhweee+455OXlGbyHc+fOYcqUKWjcuDEUCgX8/f0rnLJYnpdeegmWlpZ44YUXKj33888/17mXh/Xs2ROCIOi9Fk2bNsWJEyfQrVs32Nrawt7eHuPGjUNOTg6ysrIwe/ZsuLm5QaFQICAgAMePH6/yPdQHsbGxUodARERkujwbAffT9dtL25o2rvwaX84Btp4C/o4u/5yAkvVM2xZrptlNWAF8tAuY0B3Y+7rmmFoEVu2HKie/WrdC1fdII0jVUVBQAFEUkZeXh4iICGRkZCAoKMio5yqVSiiVxu0uLJPJYGlpaXRcKSkpiIuL02tv3LixdhralStXMHr0aKSnp2PixInw9/fH8ePHMW7cuEdO8o4cOYLJkycjKysLI0eORGhoKDIyMnD27FkcOnQII0eOBABs2bIF8fHxePzxx9G8eXPcv38fu3fvxrRp01BUVISZM2fC2toar732Gt5//33ExsZi5cqV2n769u1bYQwTJkxAfn4+pkyZAm9vb/z+++9Ys2YNzp49i9OnT8PCQvefzNSpU2FnZ4d58+YhMzMTW7ZswZQpUxATEwMfHx+j779z584YMWIEfv31V+zatQvjxo2r1utYntzcXEyaNAndu3fHsGHDcOrUKfz666+YMmUKioqKcPfuXcyaNQuZmZnYvHkzRo8ejfj4eFaOISIiMlUWck1FuocpLAArBeBS5vf7gxzNaE/pVLeyStcI2VTy3nLmQM3UuYkrKz7P3lrz57lY4N+rNH//5W8grxD48N/AoHbAsTAgIxdF3x8Glj9Vyc1STarTBKm4uBibNm3SPpbL5WjVqhV69Ohh1PMvX76MixcvGnWup6enwWl95RkxYoTB9tLiAGq1Gm+++SbS0tLw7bffYt68eQCAoqIijBkzBgcPHjS6r7JycnLw4osvIiMjA3v37sXjjz+uc/zhhfcbN26Es7OzzvGXXnoJvXv3xrvvvouZM2dCoVBg5syZ+O677xAbG4vFixdXGkNhYSHefPNNZGdn49dff8WYMWO09zd+/Hjs378f69atwzPPPKPzPG9vbxw7dkw7atOxY0fMmzcPq1atwmeffWb0ayCXy7Fs2TIcPXoUL7/8MkaPHg25XG708yuTlZWF5cuX44033gAA5Ofno1evXjhw4ACCg4MRHh4OhUIBAGjatCnefvtt/PDDD5g/f36NxVAXqpKUEhERmbVerYDjyw23T+2j2+bzNHAnBcgvAqwMvD22LkmM8itYc+9gA/ynpER3XFrFsZVeZ8tJ3fbNf2oSpJ5BmgRJAFy3nGWCVMfqtMy3XC7HiBEj8Nhjj6F3795wc3Or0qhQYGAgRowYYdRX9+7dqxTbe++9h82bN+t9TZ2qWViXmpqK8+fPo3HjxnjqqX/+kVpaWmLRokVVfCV0Xbp0CdeuXUPfvn31kiOUvG6lSpMjURSRkZGB+Ph4WFtbo3Xr1rh16xaysrKqFcPdu3dx+fJlBAcHa5MjlNzfq6++CkEQsG3bNr3nvfbaazpT2gYNGgQrKytERUVVOYbQ0FBMmjQJN27cwLp166p1H+WRyWQ6iaKNjQ3atWsHURTxwgsvaJMjlNwDAFy/fr1KfTx48EBnJDEnJwfZ2dnax0VFRUhL0/2Bef/+/QofJyYmQnxo/nJlfWRmZtZ6H3VxH+yDfbAP9sE+2Ed1+tBx5TYw+G3dryu3gUOX9NsTM0oCSNdMsyurtC3hgeG+AGDxGE0Rh62ngBZumq9mJWuDG9lpHissdK+TlKF7jeTMkvPtNX/KZbAc0L5WXitz+Z5Xp4/K1OkIkkwm06kU16pVK+zbtw/79u3DhAkTIJNVnK85Ojo+8rqn8gwbNqzCIg1ZWVlISUlB+/bt9UY2AgMDH6kaXEREBERRRKdOnSo998qVK1iyZAlOnz5t8AdCRkZGtV6ju3fvorCwEMHBwXrHfHx84OTkZHDPJD8/3Y3TrK2tYW9vr/2HqlKpEBcXpzMKZm1tbbC0uyAIeOONN7B3714sW7YMTz75ZJXvozyurq6wtrbWaStNNv39/XXa3dzcgJJpl1XRuLHuvGR7e3udx5aWlnpFFDw9PSt87OHhUaU+0tPT0aJFi1rtoy7ug32wD/bBPtgH+6hOHzoycjWjMA9Lz9EkQWXbS12+DfQJ1pThfrjAQrcAILcAiE4ovz9vV6CxA3D9C/1jSydqvkJf1CRpF0rWr3uVWdNUusYppeQDb6Uadye0h6+Jfj/qax+VqfM1SA+TyWRo2bIlTp48ifv371e6EVZxcXGFlfLKXrvsG+K6VFGyV929apKSkvD4448jMTER06dPR6dOneDs7Ay5XI4vvvgCf//9N9Sl5SHrSHnT4Eoz/6SkJHTq1Ekns/f09ERCguEfMH5+fnjyySfxySefYMWKFVVK9tRqdbmvbUXT9Sq7ByIiImogdpwGJvUExnf/Zx8kFwdN297zuiW+/dw1f95M0vz5xW/Ar2d1r9fECfjuWWD9/4DdZ4FbyZr23WeBVbOBWQOBDb//k4zNKalYd+SKZi+kxzoi08Oulm+aypI0QUJJ4QWUrIGpzJUrV2ptDVJlHB0d4ebmhlu3bkGlUum8qY6Ojtar8lY6CpGamqrTrlQq9Yb5WrduDUEQKr23gwcPIi4uDq+88go+/PBDbXtxcTE+/fTTR7q/Fi1awNraGhEREXrH7ty5g8zMTHTo0KHK13VxccHatWtRUFCg01aRV155Bdu2bcPKlSuxZMkSveOurppdqZOSknTas7Ky9F7vhoYbyRERET2CHaeB01HA+gVA62ZAajYwf7gmWXnrZ91zj72j+dO3ZH32pZuar4e10LwfxLV7mqSoVFIG8P5OzR5JB9/UJFbtfYC5g4HNfwDnS6rSvjwGdnbGFx2jmlEnCVJhYSEsLCz0PqkvLi5GVFQUBEHQJhQVCQwM1Bt2K09N7/Hj6uqKzp07Y+/evfj+++91ijQYKkbQtGlTODo64vfff4coitp1OgcOHMClS5d0zg0NDUXbtm1x4sQJHDhwAI899pjOcbVaDZlMpq0gV3ZkY8eOHbh8+bJeDKXT/h48eKA3PFlW8+bN0b59e5w5cwZ79+7VJpdFRUX46KOPIIoipkyZYtRr9TArK6sqV6Rzc3PDc889h1dffVWnqEepoKAgyGQyHDhwAK+88oq2ffPmzbh161aVYzQn165dQ5s2baQOg4iIyDSp1cCI94CVTwLPj9RUrTsXC8z8suLpddXx3nbNlL+FI4DPZ2nWQb2/E3h3GyATgHY+QJ/WaGHk7CmqOY+UIEVHRyMnJwcoKd+tUqm0oyD29vbazV/v37+PP//8E76+vnB0dIRCoUB2djZiYmKQm5uLjh07GlVOuTbXIP34448G975p0qQJZsyYAZlMhnfeeQenTp3Cs88+i2PHjqFly5b4/fffERMTozcf0svLC4899hi2bt2Knj17YujQobh58yb27NmDZs2a6byRt7e3x8cff4xJkyZh1KhR2jLfWVlZOHv2LDp16oQvvvgC/fv3R9OmTfHZZ58hMTERvr6+CA8Px2+//YZmzZrprREKDQ3FsWPHMHXqVAwZMgQWFhYYM2YMfH199e7TysoKy5cvx4QJEzBhwgRMnjwZ3t7eOH78OE6fPo3OnTvrFKeobc8++yw2btxocESrffv26N27N06cOIFhw4ahW7duuHbtGg4fPgwvLy+D5dobCmOnoBIRETVIA5ZVfk5GLjB3jearIr7PVHwc0FTGE8aXf/yrA5ovQ14ZBwgCrl+/zhkideyREqSoqCi96WLnz58HSqa4lSZIjRs3hre3NxISEhATEwOlUglra2u4ubmhT58+8Pb2fpQwasSqVasMtpcmSADQoUMH7N69Gy+//DL27NkDlOzfs2vXLowdO1bneTKZDKtXr4ZSqcTRo0dx/vx5+Pj4YN26dfj555/1RjqGDh2Ko0ePYtmyZTh58iT2798POzs7BAYGakeUvLy8sHXrVixZsgS//PILioqK4Ovri3Xr1mHnzp16CdLSpUtx8+ZNHD9+HEeOHIEoinB2djaYIAHAkCFDsG/fPixbtgx79uxBXl4eXF1dMX/+fKxcuVJvD6Ta5OjoiMWLF2POnDl6I2aWlpbYsGED5s2bh1OnTuH48eMICgrC3r178frrrzfoBMnJyUnqEIiIiOhRNW0ETDRuGxyqeYLIlehEZiMvL++RKioSERGZLJUKsJgkdRSPThCAj58EXhwNAEhOTkaTJk2kjqpBqdN9kIiodkVHR0sdAhERET0KW8t/qtmVbINCdYsJEhERERFRfSCXAU8PAxz/mQ0SHx8vaUgNERMkIjNSH9bzERERUTWJIvDCSKmjaPAk3weJiGrOw/tNERERkQmxkGkKM3jrbn0THBwsWUgNFUeQiMxIcnKy1CEQERFRdSjVwOKxes337t2TJJyGjCNIRERERERSksuAHkFAJ3+9Q6V7jlLd4QgSkRkJCQmROgQiIiKqKpUaWKI/egQA1tbWdR5OQ8cEiciMsMw3ERGRiREA+LsDIzsZPNyyZcs6D6mhY4JEZEYKCwulDoGIiIiqQgSwZBwgM/y2PDw8vM5DauiYIBGZEQcHB6lDICIikoYgAB7OUkdRdY3tgX/3kzoKeoggiqIodRBEVDMKCgo4V5mIiBqupAxkX7sFBwd7qSMxXiN7oKVnuYcTExPh4eFRpyE1dEyQiMzI5cuXERoaKnUYREREkomPj4eXl5fUYZAJ4xQ7IiIiIjIbKSkpUodAJo4JEpEZadasmdQhEBEREZk0JkhEZkSpVEodAhERkaTat28vdQhk4pggEZmRxMREqUMgIiKSVEREhNQhkIljgkREREREZqOoqEjqEMjEWUgdABHVnLZt20odAhERmTK1GjgaBqjUUkdSvp5BgJNduYcdHR3rNBwyP0yQiMzIjRs3EBQUJHUYRERkqj7dA7y8SeooKrZ8KvDGpHIPc88gelScYkdkRvLz86UOgYiITFlKFtQW9fzt4ef7gILyp9FFR0fXaThkfur5/wAiqgo7u/KnHBAREZmFtGxg859SR0FmjAkSkRnx9vaWOgQiIjJxgiBIHULFBAH4aBcgigYP83chPSomSERmhKVNiYjI7IkiEJ0AHLxk8HBhYWGdh0TmhQkSEREREWmJ5YzM1CtyGbBil8FDSUlJdR4OmRcmSERmpGnTplKHQEREVPtUauD4NeDyLakjITPEBImIiIiItGT1fQ1SKQsZ8MluveaQkBBJwiHzwQSJyIwkJCRIHQIREZk4tSlMsQMApRrYchKIT9NpjomJkSwkMg9MkIiIiIjIdH35m87DgoICyUIh88AEiciMBAcHSx0CERGZuHpf5vthKjWw5gCQ889G6Q4ODpKGRKaPCRKRGbl7967UIRAREdWtnALgv//TPvTy8qqdfjJygXlfA24zAbupwIBlwMUbVb9OsRJo/TwgjAc+/lX3WGQcsGQTEPoi4PAvwHM2MPI94Hxsjd0GVY4JEpEZyc3NlToEIiIycSZR5vthIjSJhkoFAIiMjKz5PtRqTaKy+U9gwWPAihlAcibQfxkQU8X1v1/+BtxNNXxs3VFg7RGgsz/wyUzgxdFAVALQ/VXg6JUauRWqnIXUAVDtyMjIwMWLF5Gamorc3Fyo1WrY29vD29sb7du3h62trd5zbt68iatXryItLQ2CIMDFxQWhoaH1YkfqAwcOYMSIERAEAV988QUWLFggdUj1ko2NjdQhEBER1b17acCuM8DEntV7fv83AZ8mwIaFho/vOA38FQVsX/xPH5N7AoELgLe2ApsXGddPcgbw7jbglbHAsp/1j0/tA7w9BbB/6Pf57EFA8ELg7a3A4PbVuTuqIo4gmanc3Fzk5eXBx8cHXbt2Rc+ePdGsWTNERETgl19+QX5+vs75ly9fxtGjR6FUKtG5c2d06tQJxcXFOHjwYL2oBrNu3To0btwYcrkchw4dYrW2cvj7+0sdAhERmTiTWoNUSiYAH2k2jm3WrFnNX3/HacDdGRjf/Z82NydNkrT7LFBYbNx1Xv0RCPICpvczfLyTv25yBAAuDkCf1kBE3CPcAFUFR5DMlJeXl8E5uJ6enjh69CiioqIQGhoKAMjLy8P58+fRqFEjjBs3DjKZJm9u27Ytdu7cib/++gstWrSApaVlnd8HAKSkpGDv3r147LHHUFRUhL///huRkZHcFNWA8PBw7feViIiowVCLwPkbwF+RUPk3qvnrX7oFdPQDZGXGFroGAN8dAaITgJAWFV/jbAyw8Thw8n2gqkloYjrg6lj1uKlaOILUwNjb2wMAioqKtG1JSUlQq9UICAjQJkcAIJPJ0LJlSxQWFuL27duSxAsAP/zwA5RKJQYNGoRnnnkGqamp+O2333TuoVRaWhqmTZsGR0dHWFtbo3Xr1vjuu+/Qt29fuLq64vjx4zrnnz9/HkOHDoWjoyMUCgU8PDwwbdo0REdH1+EdEhER1R8mtwaplIUMWLEL9+/fr/lr308HPA0kXqVtCQ8qfr4oAgvXAVN6AT2Cqtb3n9eB09Ga51Kd4AiSmVMqldqvjIwMnDlzBgDQvHlz7TmqkkWNFhb6/xxK25KTkxEYGFhhXyqVCsXFxg0xC4IAKysro85dt24dAgIC0KtXL7Rv3x5ubm74448/cOPGDZ2y1oWFhRgwYACuXr2KXr16oVevXrh9+zYWL14MOzs7vevu378f48aNg6urK8aPHw9vb29cuXIFP//8MyIjI7Fp0ya0adPGqBjrCw8PD6lDICIikoZSDew5B8vZ3YCKJlMUK4HMPP22wmIgNUu3vbG9ZtQovwiwMvC22bpkdk2+/oe2Ojb8D7h6B9jxsrF3o5GcAfzrM8C3CbBkbNWeS9XGESQzV/pGf/PmzdpRlwEDBsDT01N7TuPGjQEA8fHxes8vXeuTk5NTaV+xsbHYtGmTUV87d+40Kv4zZ84gIiICPXr0QEBAACwsLDBt2jRcuXIF58+f1zn3+++/x9WrVzFmzBjs2LEDH330EbZu3YoPP/wQiYmJOucWFBRg1qxZaNGiBXbs2IENGzbg3Xffxe7du/Hxxx/j4sWL2LRpk8FRqvI8ePAAhYWF2sc5OTnIzs7WPi4qKkJamu5u32U/5Sr7ODExUeeTvMr6QMkoWm32URf3wT7YB/tgH+xDuj5kprgGqZQINM1S6zSVfW3S9pzSlOp++OuvKODnk/rtd1ORk5MD0UYBFCqBst+PAs37hLT8nPL7zMqD6pUfIC4eAzR3BUqKaT3M4PfjbgLw+AdAdj6w+1Xcz9Z9jqn9u6pPfVRGEE12HJWMkZOTg4yMDCiVSqSmpuLOnTsIDAxESEiIznn79+9HfHw82rVrh6AgzdBvdHQ0rl69CrVaDS8vL4wcObLCvvLy8vDgQSVDzCUsLCyMGu2YN2+eNqmaPHkyAODKlSsIDQ3FE088ga+++kqb4A0fPhxHjhzBDz/8gH/961/aaxQVFcHNzQ0KhQI7duxA//79sXfvXowePRozZszAsmXLdEazHjx4gPbt22P48OFYu3Zt7Sz2rCWXL1/mGiQiIqq+VzZB/ekeyJRqI06uZwQALZog+rf/Q2Bwq/LPS88BLpTZv+ilDYBHI+DlMbrtvYM1o0QBzwEBnsBvb+ge//4oMGcNEPZZ+WuQlm0BVh/QrD2yLXm/EZcG9FkKvD4BmDsEaNoIsFT885yiYmDUf4AT14BDy4B+pjWjxdRxip2Zs7e316478vHxga+vL3bt2gWlUokOHTpozxs8eDBOnDiBsLAwhIWFASU7Uffu3Rt//PEHFApFuX2UsrW1NVg+vLpyc3OxZcsWBAYGwsrKCpcuXdIe8/X1xalTpxAVFYUePXoAAG7dugUnJyed0TEAsLS0hK+vL+Li/qn+EhERAQDa5MuQ7Oxs5OXlGTxGRERE9dDLY5BXWFDxOY3s9ctlN7LXrCcqr4x2qA/wZ4RmP6SHCzWcidEkPYEVFI66m6pJytq8oH/sg52ar0ufAKG+mja1GpjxBXAsDNi2mMmRBJggNTAuLi5wdXXF9evXdRIkKysrDB06FHl5ecjMzIRCoYCLiwvu3bsHAHB2dq702kql0ugpaYIgVLpnz/bt25GTk4OrV69i7FjD826PHj2Kbt266RSXMEbpwOmECRMwfvx4gyVN3d3dTWr0CABatargEzMiIiIjmGSZbwBwtAVmDoRd/N2av/bEHppS37/8/c8+SKlZwPa/gFGdAauHPki+UTKt379kpszzI4CxXXWvl5wJPP0NMHMAMKarZo1RqYXrgK2ngG+f0S0rTnWGCVIDpFQqdeZyPqzsKNDdu5ofMsZsFnvjxg2cOHHCqBjs7e11psEZ8v3338PZ2RnPPPOMXqJSXFyMxYsX43//+x+mTZsGPz8/+Pj4IDY2Vm+eaXFxMW7duqUzChYQEACUJIaPPfYYGjWqhZKgEoiPj+deSERE1PDIZcCCEYCtFVq0qKTcdnVM7AF0DwRmrQauxwGuDsCag4BKDbzzhO65g97S/Hn7W82fHf01Xw+7naz5s01zYGy3f9o/36u5bo8gzcjUj2XeV43rBthZ1/z9kQ4mSGYqLy/P4HS3hIQEpKen601DMyQlJQVRUVHw9PQ0ar1Q8+bNMWLECKPiM1Qx72HR0dE4efIkBgwYgHnz5sHX11fvnF9//RXnzp1DeHg4/Pz8MHr0aBw+fBjbtm3DwIEDtTGvXbsWWVlZcHFx0T532LBhcHV1xcGDB3Hs2DGMHz9eZxQqPz8fWVlZcHd3N+p+6ouyBRuIiIiqShRFmNwYkiAACx4DAFy/fr3m1+PK5Zr1Ry9vBL7Yr6la16UlsGGhZuPXmnK5ZFuV01Gar7JufcMEqQ4wQTJTJ0+eRF5eHpo2bQp7e3uoVCqkpqbixo0bUCgU6N5dd8j23LlzyMzMRJMmTWBpaYnU1FRERUXB1tYWAwYMMKrPmlyD9N///hcA0KVLF52S5A+bOHEiTpw4gb1792LQoEGYM2cO1qxZg927dyM1NVVb5vvAgQPw9PTUmf5nZ2eHH3/8EWPGjMGsWbPwww8/ICQkBIWFhYiJicGxY8fwzDPPYOXKlTVyP3XF2NLpREREZsNCBkzvqymyUF3Hl1d+TiN7YN1zmq+KlI4cVcSnCSD+ot++YaHmiyTFKnZm6saNG4iJiUFaWhoKCjSLFe3t7dGsWTO0b99eW7ih1K1btxAWFqateGdvbw8fHx+EhobW+ZtulUoFLy8v5OXlYdu2bRg+fLjB8+Lj49G8eXO0atUKP/30Ezp06ICUlBQsXLgQ+/fvR1FREfz9/bFo0SKsWbMGSUlJ2LZtG3r37q29Rnh4ON588038+eefyMjIgK2tLTw8PNCtWzc8++yz6NmzZx3e+aNTqVSQy+VSh0FERKbqlU0QP9sLoVgldSRVc/UzoK1mal1ycjKaNGlS6VOIysMEicyeSqWCi4sLvLy88NNPP5l1GWyW+SYiokdiagmSXAYMDAEOv6VtSklJgZubm6RhkWnjRrFkVvLz86FUKnXavv76a2RmZqJ169bw8qrBecJERERmyKQ+O1epgSW6lW4NbXxPVBVcg0RmZe7cuYiJiUGXLl3g7OyMS5cu4cCBA2jSpAn+/e9/m/0nSpxSQEREDYZMAFp5AYPaSR0JmRkmSGRWhg4dikuXLmHDhg0oKCiAo6MjBg4ciFdeeQWDBg2SOrxaZ23NyjZERPRoZKayD5JaBF4Zp6lg95Dg4GDJQiLzwASJzMqMGTMwY8YMqcOQzN27d9G4cWOpwyAiIhOmFkXTWIPRxAl4orde871799CyZUtJQiLzYBL//omIiIiItGQCsGgUYKnQO5STkyNJSGQ+mCARmZHAwECpQyAiIhMnmMIUO0sF8PRQg4c43ZweFRMkIjOSlJQkdQhERES1Sy4D5gzWbNxqAKfX0aNigkRkRjIzM6UOgYiITFy9L/OtFoFFj5d7ODw8vE7DIfPDIg1EZkSh0J+LTUREVBWCSi11COWTCcCYroCfh9SRkBljgkRkRtq0aSN1CEREZMrmDEbxtTuwlMmljqR8r0+o8LCHB5MnejSCWO/HUYnIWJcvX0ZoaKjUYRARkQmLj4+Hl5eX1GEQSYZrkIiIiIhIKyUlReoQiCTFBInIjLi6ukodAhEREZFJ4xQ7IjOSkZEBZ2dnqcMgIiITJoqiaeyFRFRLOIJEZEZu374tdQhERGTiIiIipA6BSFJMkIiIiIhIq6ioSOoQiCTFBInIjHD3cCIielSOjo5Sh0AkKe6DRGRG0tLSYG9vL3UYRERkwiraR2hDuBqrLqhRHxewBzYS8MMIGawsuH6KHg0TJCIzkp6ejhYtWkgdBhERmbDo6GiDe+qp1CLeOqXG3WxJwqrUlRQRy3sDQY2ljoRMHafYEZkRubwe73xOREQm7ddYsd4mR0Q1iQkSkRkJCQmROgQiIjJx3t7eBts/OquGjLPXqAFggkRkRsLCwqQOgYiITFxhYaFe2+kEEecSAXV9XHxEVMOYIBGZEbVaLXUIRERk4pKSkvTaVp5VgbUPqKFgkQYiM9K4MVemEhFRzbqZIeLXWNTLynVEtYEjSERmxNnZWeoQiIjIxJVdz/rZBa49ooaFCRKRGbl586bUIRARkYmLiYnR/j29QMS6qyJUHD6iBoQJEhERERFpFRQUaP/+7RURRSpJwyGqc0yQiMyIr6+v1CEQEZGJc3BwAAAUqUR8el7NynXU4DBBIjIjWVlZUodARETlyCgQMe+wCm5fKWH3uRIDtqpwManq2UexSkTr/yohfKzEx+f0q5e+/7cao3ep4L5Gc87bp6o2BOTl5QUA2BIhIiW/yuERmTwmSCbsm2++gSAI+Pbbb2v82rdv34YgCJg6dWqNX5tqT1pamtQhEBGRAWpRxMhfVNgcIWJBBxlW9JMhOU9E/60qxKRXLUn68pKIu9nlH3/jpBrnEkV0aFK9ygqRkZEQRREfnVWDtRmoITKpBEmpVGLLli347rvvcPLkScnieOmllyAIAgRBwPLlyw2e8/PPP2vPqcsk4+zZs5g3bx7OnDlTZ32i5Ifp+PHj4eXlBSsrK9jZ2cHLywtDhgzBxo0bdc5dsGABVq1a9ch9Llu2DG+99dYjX8ecCAJ/lRER1Uc7okT8lQBsGC7DWz1leK6DDMenyCEXgLdOGb+HXXKuiHdPq/FK1/Lfwt2aK8f9Zy3w44jqv807ekdExAOW9qaGyaQSpPPnz+ssHJSaQqHAjh07oFLpD11//fXXUCgUtdr/nDlzkJ2djaeeekrbdvHiRaxduxaXL1+u1b4fdvr0aYSGhuLgwYPo2rUrXnnlFSxcuBDdu3fHtWvXsGXLFp3zv/rqK+zcufOR+/3uu+/w888/P/J1zEn79u2lDoGIiAzYES3C3RYYH/jPB1lutgImBwnYHSuiUGlcKvLqn2oENQKmB5f/gZiP06N9WNasWTOsOKeGnJ+5UQNlMhvFpqam4urVq+jWrRv+/vtvqcMBAPTu3RsnTpzA2bNn0aNHD217YmIiTp06hb59++L333+v8X7T0tLg4uICCwsL2Nvb1/j1q+rVV19FYWEhtm/fjokTJ+odZ+npuhMeHo62bdtKHQYREZVxKVlER3cBsjIj/V09BXwXJiI6HQhxq/gaZ++L2HhNxMmpctTmhIHwVODondq7PlF9ZxIjSGq1Gn/88QeaN29er6p0jR8/HoIgYO3atTrta9asAQDMmDHD4PPef/99dOrUCY0bN4aFhQWcnZ0xYMAAg9PiBEFA3759sWfPHrRt2xbW1tbo2bMnYGAN0ksvvYRnn30WAPDMM89op/j17dsXAJCdnY2nn34aQUFBcHBwgEKhgLu7O6ZOnYqkpKRqvw63b9+GnZ0dBg4caPC4n5+f9rzSKWB//vmnNj5BEJCQkACUjAr16tULrq6uUCgUcHBwQLdu3fDbb7/pvS5JSUmIjo7Wuc6xY8d0XreyDK3bSktLw7///W94eHhAoVDA3t4efn5+ePbZZ6FWGz/toT5QKpVSh0BERAbczwU87fTbS9sScioeQRJFEQuPqTAlSECPprU7tPPZBREWHD2iBswkRpCuXr2KjIwMDBkypFrPLywshCgaN3StUCggl8uNOrdx48bo168ffvvtN+Tm5sLOTvNTbuPGjQgNDUXr1q0NPm/16tUICgrCtGnT4ObmhoiICOzatQvDhg3DqVOn0KZNG53zb968iSlTpmDkyJGYNGkSiouLDV538uTJuHv3Lnbs2IEnnngCnTp1Ah5KUOLj47F161b069cPY8aMgZWVFf766y9s3boV165dw9mzZ2FtbW3UvT/M29sbd+/exbfffotXXnkFMpnhvNvNzQ2ffvopXnzxRQQGBmLu3LnaY87OzkBJcmllZYWJEyfCy8sLt27dwvbt2zF+/Hjs27cPgwcPBgCsWrUKb775JmxtbfHSSy9pr1Pea16Rxx57DBcuXMDIkSPRqVMnFBYWIjIyEmfOnIFKpSr3fuqj0teRiIhqj1o0fm8gK7nmQ7t8pebvZVmXvBPLr+TzrQ3hIq6mAjtG1+7vpMRcEfsTnbkxLDVo9T5BysrKwoULF9CxY0c4ODggO7uCsi3l2LlzJ3Jycow6t1+/fggKCjL62vPnz8fEiROxfft2zJw5E3/88Qfu3r2LhQsXlvvGOiIiQu+N7P79+/H444/jk08+wX//+1+dY/Hx8Vi9ejWee+65CmPp1q0bBg0ahB07dqB///54+umndY77+fkhISEBtra2Ou3/93//h1WrVmHHjh2YPn260fde6r333sOgQYPw+uuvY9WqVQgNDUXHjh0xfPhw9OnTRztqZGdnh0WLFuHFF1+Eu7s7Fi9erHet48eP6702ixYtQseOHbFixQptgvT888/jgw8+gKOjo8HrGCszMxPnzp3DkCFDsGfPnmpfp75wdXWVOgQiIrP3xz0RA7YZN8MgYpYcrVwAGwug0EBSVVCSGNlU8I4sq1DEa3+q8XIXAc0da3doZ324yOSIGrx6/9H4yZMn4eDggHbt2lX7GgMHDsSIESOM+mrevHmVrj1mzBg0btwYP/zwA1AyOuTk5ISZM2eW+5zSBECtViM1NRVxcXFo37497OzsEBYWpnd+s2bNMGfOnCrfd1mWlpba5Ki4uBhJSUmIi4vDyJEjgZJiC9XRr18/nD59GiNGjEBBQQEOHTqE//znP+jXrx9at26NU6dOGX2t0tdGFEU8ePAAcXFxaNSoEby9vREVFYWioqJqxVgeGxsbKBQKREdH49y5c490rQcPHqCwsFD7OCcnRyehLyoq0ivDff/+/QofJyYm6ox+VtZHdHR0rfdRF/fBPtgH+2Af9bmPZla5WD9chvXDZVg7WI0ve+dpH68fLsNn3bO0f/e01/ThaaeZZle2j9I2V8tinT4evo+PzihRqFRjSpAMtzNF3M4Ucfl2KgAgvUDz+E5czbxWPZsKgAkX9y4qLjbZf1fso+76qEy9HkGKiYlBXFwcRo8e/UjTnDw8PGo0rodZWFhg0qRJ2LhxI8LDw7Fv3z4MGzYMrq6uuH37tsHn7N27F2+88QYiIiL0pssZGuny9PSElZVVjcT7wQcf4LvvvsPdu3f1ph1mZGRU+7pdunTB/v37AQBRUVHYv38/NmzYgKtXr2LKlCm4dOkS3NwqWX1akqS99NJLuHjxos5/BpSMjhQVFcHS0rLacZZlaWmJ9957D0uXLkXXrl3h5eWFLl26YNy4cZg2bZrR0y1RMuXyYWULaFhaWsLFxUWnzdPTs8LHZf/tVtaHTCar9T7q4j7YB/tgH+yjPvfR0h5o6a7tpeRL51k6j5w8PRHaRIU/40SoRVGnjzP3RdhaAG3d/7lG2fuIz5Uho0hEmw0PD0E1AgB8cEbEB2dUuDTDAy3K3Edq3j+/5419rfo2FhFon4/YXBuoTXAkyVKhgEtj0/x3xT7qro/K1NsESaVS4fTp0/D29oaNjQ0yMzMBALm5mo9aioqKkJmZCWtr60qTh/z8fKPXIFlaWsLComovy/PPP49vv/0WM2bMQH5+foWjPadPn8bYsWPRpEkTLFy4EEFBQbC3t4cgCHj66acNxlmddUGGvPvuu3jrrbfQrl07LFu2DC1atIC1tTUSExPx4osv1lhBgqCgIAQFBWHRokUIDQ1FWFgY9uzZo1OO3JA7d+5g4MCBsLa2xlNPPYWQkBA4ODhAJpPh9ddfR3Z2ttHfx/IYWr+1ZMkSPPHEE/jpp59w/PhxHD9+HL/++iu++eYb/O9//6ux178u+Pj4SB0CEREZMDFQwI5oEb9Ei5gYpBmhSc0TsT1KxCh/AVYPVUW4kaH5XefvrGl7vqMMY1vq/v5LzgOePqLGzDYCxrQU4OtUM3EKgoBngrLx4gWbmrkgkQmqtwmSUqlEQUEB7t69i7t37+odj42NRWxsLLp161bp3i+7du2qtTVIKCkMEBISgkuXLsHf37/CYhLr1q2DWq3Gjz/+iEGDBmnbc3Nzq7X+pyp+/PFHuLi44MSJEzrrfPbt21cr/QmCgK5duyIsLAz37t2r9PyffvoJBQUF+Oyzz/DMM8/oHFuwYIHeJqgVbYpa3nq1qKgog+d7e3vjtddew2uvvQaVSoXRo0fjt99+w86dOzFt2rRKY68vcnNzWaiBiKgemhgooLsnMOugGtfTAFcbYM1lNVQi8E4v3Vkyg7ZpRopuz9O8TevoLqCju+7vvNuZmoSpjauAsQG6z//hmhp3soC8kr2V/ogD3jut+RD0360FtKhkn6R53V3xcSSQkPvIt01kkuptgqRQKLQL8h9WUFCAkydPonnz5ggKCtIbdjNk4MCBRpc/NuZ6hqxYsQK//PIL+vXrV+EUsNIpW2VHa1599dUaGcFxctJ8hFR2LmZp34Ig6IzCKJVKvPXWW4/U57Zt2zBy5EhtFb9S+fn52rLbD68hs7Gx0Y4GPZzklL42ZUeJPv/8czx48EBv+NTW1ha5ubkoKCjQG+Vp0aIFYmNjcfv2be2oyoMHD7B582ad8/Ly8lBQUKDzfZfL5ejQoQN+++03g69jfZaSkgIvLy+pwyAiojLkMgG/TZDj5RNqfHFJjfxioIsHsOExOYIa1+yan++vqnEi7p/Hv98T8fs9ze/W3l6yShOkmKjreKlLOyw+roYJzrIjemT1NkGSyWTa8tQPKx0VcHBwMHjckNpcg1Rq+PDhGD58eKXnTZ06FevWrcOMGTPwxBNPwM7ODidOnEBkZCQcHBweOY5evXpBEAR89913KC4uhpOTE3x8fDB27FiMHz8eH3zwAfr164fRo0cjLy8Pu3fvfuQ+X331VcybNw+9e/fWTou7d+8e9u7di/j4ePTt2xejRo3Snt+uXTtcvHgR8+fPR2BgoHZ64fjx4/HWW2/h9ddfR1hYGJo0aYKzZ8/izz//hIeHh970uE6dOmHHjh2YM2cOOnToALlcjilTpsDT0xMvvPAC5s6di8GDB2PSpEnIycnB1q1b4ebmhvT0dO01oqOj0bNnT/Tq1Qtt2rSBq6sroqKisH37dri6umLcuHGP/PoQEREBQCNrAeuGybFuWMXnlY4cVcTHSYC42PB5x5949Ld3c0IELDsF5BreWYTIrNXbBMlcDRgwABs3bsQ777yDNWvWwNLSUjta8XASUV3e3t5YtWoVVqxYgeXLl0OlUqFPnz4YO3Ys3n33XRQXF+OHH37ARx99BCcnJwwaNAgvv/wyunTpUu0+V65ciZ9//hnnz5/HiRMnkJeXBxsbG/j4+GD27Nl4/fXXoVAotOevX78eM2bMwIYNG1BQUACU7OEUEBCAX3/9FYsXL8aGDRsgCAKCg4OxY8cOLF26FHfu6G7r/eWXXyIlJQW//vorNm/eDFEUERISAk9PT8yZMwc3b97E2rVr8fHHH6NJkyaYN28emjZtqlMuvXnz5hg/fjz++usv/PXXXyguLkajRo0wYsQIvPvuu1Wuaii1yqabEhERVaZp06ZwtBLwdDsBqy6y7Dc1PIL4qKveiajeuH79erU2yyUiIiqVkpICNzc33M0S4btWZVLV7CJn1/yURWp46v0+SERkvJreJ4qIiBqe+Ph4AIC3o4DJgQIsmG9QA8MEiciMODo6Sh0CERGZkcVdZFCa0AgSUU1ggkRkRuqiIAkREZm34OBg7d87eQjo7QXIOYpEDQgTJCIzEh0dLXUIRERk4sruXbikq4yFGqhBYYJERERERFo5OTk6j0f6CfB3BjiIRA0FEyQiM+Lt7S11CEREZOLKbr4uEwQs6SLjprHUYDBBIjIjhYWFUodAREQmrmXLlnpt/24toJGVJOEQ1TkmSERmJCkpSeoQiIjIxIWHh+u12SgEPN9RgIzz7KgBYIJERERERJWaHypjNTtqEJggEZmRkJAQqUMgIiITV96WEU3sBDzZpv5mSDZyFZw5DZBqgCCKItfcEZmJyMhItGrVSuowiIjITGUUiLidJXUUhlkWZ6G1l5PUYZAZsJA6ACKqOQUFBVKHQEREZszZWkCotREnSiA+PgcAEyR6dJxiR2RGHBwcpA6BiIhIEikpKVKHQGaCCRKRGfHy8pI6BCIiIiKTxgSJyIxERkZKHQIREZEk2rdvL3UIZCaYIBERERGRyYuIiJA6BDITTJCIzEizZs2kDoGIiEgSRUVFUodAZoJV7IjMiEqlkjoEIiJqCM7GAEkZddunTABGdAIEw3sxOTo61m08ZLaYIBGZkfv378Pd3V3qMIiIyJxdvQOx+ysQpNhJ88hbwGDDa43K2+CWqKo4xY6IiIiIjJeRK01yJJcBK34t93B0dHSdhkPmiwkSkRlp06aN1CEQERHVDpUaOHIFuHZX6kjIzDFBIjIjt27dkjoEIiKi2mMhAz7ZY/CQt7d3nYdD5okJEpEZycvLkzoEIiKi2qNUAz+cABLT9Q4VFhZKEhKZHyZIRGbEzs5O6hCIiIhqlygCqw/oNSclJUkSDpkfJkhEZqRFixZSh0BERFS7VGpg9W9AboHUkZCZYoJEZEauX78udQhERES1LysP2Pi7TlNISIhk4ZB5YYJERERERKZn5W7goQ3SY2JiJA2HzAcTJCIz0rRpU6lDICIiqn0igNvJwN7z2qaCAk65o5rBBInIjAiCIHUIREREdUMuA1bs0j50cHCQNBwyHxZSB0BENSc+Ph5ubm5Sh0FERFT7VGrgdDRwNgboGgAvL6/a6ysjF1iyCdh1BsgrBLoGAJ88CXT0r/y5a48AP54AIuM112naGOjfBnhrCuDT5J/z8guBBeuAM9HAvTTN/fm7A7MHAfOHAwq+ba8rfKWJiIiIyDRZyICVvwLbX0ZkZCRCQ0Nrvg+1Ghj5HnDlDvDyGMDVEVhzEOi/DLiwEgioZHr7pZuArzswugvQyB64lQSsPQrsuwBc+VSTMAFAfhFw7S4wohPg4wbIZMBfkcCi9cCZGGDzopq/NzJIEEVRlDoIqj8uXbqE1NRUpKamIjs7G/b29vjXv/4ldVjYu3cv/vOf/yAmJgYZGRmwsbGBm5sbQkND8dprr6Fz585Sh1gvFBYWwsrKSuowiIjInP15Hej7htRR/EMQgJtf43JGQvUSpP5vakZyNiw0fHzbKWDKJ8D2xcDEnpq2lEwgcAHwWMfqJS4XbgCdXwb+Mx14dXzF5y5cq9n36f73gEejqvdFVcY1SKTj3LlzSEhIgKOjY715o/3ee+9h9OjRuHHjBsaMGYNly5Zh5syZaNmyJY4cOYLjx49LHWK9ce/ePalDICIiqlsyAfhsL5o1a1Y7199xGnB3BsZ3/6fNzQmY3BPYfRYoLK76NUun1mXk1uy5VCM4xY50PPHEE3B0dAQAbN++HcXF1fhPX4OUSiU+/PBDuLi44NKlS3pV2goLC5GamipZfPVNTk6O1CEQERHVLZUaWHsE6ucGAq6uNX/9S7eAjn6aKW8P6xoAfHcEiE4AQozYqD0tW1OW/G4q8O42TdsgA3s3FRUDWfmaKXfnY4GPdwMt3ICWnjV0Q1QZjiCRjtLkqL5ITU1Fbm4uAgICDJawtrKy0luUKYoi3n33Xfj7+8PKygrW1tYICQnBTz/9pD0nMzMTnp6ecHZ21ts3Yd68eRAEAcuWLavFO6sd1tbWUodARERU9wqLoVzzW+1c+3464GlgaltpW8ID467jNQdwnw10WQL8FQV88RQwxMCUwF/OAG4zAe95wPgVQDMXYO/rgIX8EW+EjMURJKpxVdmHwNLSErKyn8g8xN3dHdbW1rh27RpOnjyJ3r17V3rNESNG4NChQ+jduzemTJmC4uJi/PLLL5gxYwbS09OxYMECODk54eeff8bgwYMxefJknDt3DhYWFti1axfWrVuHPn364O233zb6PuqLli1bSh0CERFR3VOLcPvhb2DFPMBSUf55xUogM0+/rbAYSM3SbW9srxk1yi8CrAy8Zba21PyZX2RcjAfeAAqKgYg4TVW73ELD5w1oCxx5SzOl7thV4MptIJd7PNUljiBRjdu0aZPRX4mJiRVeSxAELFq0CNnZ2ejXrx9atmyJiRMnYuXKlYiNjdU7f+PGjTh48CBeeeUV/PHHH/jggw+wcuVKREVFwd/fH++88w4KCzU/kPr164clS5bg8uXLeOGFF5CQkIDZs2fD1dUVP//8c4WJmyEPHjzQXhsl092ys7O1j4uKipCWlqbznPv371f4ODExEQ/XUamsj7CwsFrvoy7ug32wD/bBPthH/e+jvrHIykdRckbF93EqUjM68/DXX1HAzyf12+9qpvCLNgoU5eRrL6F9rQpKEiMbS+O+H/3baoo6vDgaGWvnQnxnK7BaM+ql8/1wd0ZR32CkDQgCvn4aeLwTMOQdJF2JrLwPM/h3VR/+7bKKHZWrdA1SVavYxcXFGX2um5ubUcUgNm3ahNWrVyMsLEz7n0Qmk2Hw4MHYvHkzXFxcAAADBgzA33//jbCwMNjY2Ohc46OPPsLq1atx4sQJ9O3bFyiZjtezZ0+cO3cOfn5+uHnzJnbs2IGxY8dW6Z7ri8uXL9dOiVMiIqJS9a2KHTTlvjNHtofTr29WfF56jqaC3MNe2qCpDvfyGN323sGaUaKA54AAT+C3Mvf8/VFgzhog7DPj1iCV1fM1QBSB0x9WfF50AhC0APjmaeDpYVXvh6qMU+yoxtVGFZkZM2ZgxowZUCqVOHPmDPbu3Yv//ve/OHz4MKZPn44DBw4AAG7cuIGCggIEBgaWe62HEzhBELBr1y60bNkSMTExmDNnjskmRwDg4eEhdQhERER1T6nG/ald4FTZeY3sgcHt9ds8G+m3lwr1Af6M0OyH9PDskjMxgK0VEFjJPkjlyS8yrgJefsnoSdmpgVRrmCBRjcvLM/4/sJWVFeRy4xcdWlhYoFevXujVqxf+7//+D/7+/jh69CgyMzPh5KT5sejg4IBvvvkGgiAYvEbp6FGpAwcOIDdXUzrz+vXrUKvVVZ5eV18oFBXMuyYiIjJHchnQtzXkHf1r5/oTe2hKff/y9z/7IKVmAdv/AkZ1Bqwe+t17o2TpgH/JB5ZKFZCdr0nCHnY2Brh6B/hXn3/aUrMAFwfNvk4PW3dU82dnrjOuK0yQqMb9+OOPRp/7+OOPG6xOZwwPDw80bdoUsbGxuHfvHpycnODt7Y24uDj06dMHzZs3r/QasbGxWLhwIZo1a4b+/fvjxx9/xBtvvIEPPvigWjFJ7d69e9rphkRERA2CSg0sGYsWLaoxzc0YE3sA3QOBWauB63GAqwOw5qCm33ee0D130FuaP29/q/kzpwBoPg+Y0gto0xywswKu3gXW/w9wsgXenPTPc388AXxzGBjbFfBz1yRWhy4DR65oErGBBkqCU61ggkQ1bsSIEUafW9mb+by8POzfvx8TJ07UGxG6evUq7ty5A3t7e/j5+QEAZs2ahVOnTmHBggXYtWuX3kjQrVu34OvrCwBQqVQYO3YsioqKsGnTJvTp0wcXL17EJ598gmHDhqFfv35VuGsiIiKqc4IABHoCwzrg+pUrtbMOVy7XrD96eSPwxX7N1LguLYENC4Egr4qfa2sJzBkE/B6uGYXKLwKaNgKm9gbemPTPJrAoWfP0VxSw5U8gKVNT1juoKfDpLGCh8e+t6NGxSAPpiI6O1m42eu3aNahUKrRr1w4AYG9vX+HantqQmpoKNzc3NG/eHL1790ZgYCAEQUBkZCT27duHnJwcvPnmm3j33Xe1zxk9ejT27t2LoKAgDB48GE2aNEFcXBwuXLiAu3fvIiUlBQDw7LPP4ptvvsFrr72mHTGKiopCx44d4eLigqtXr2qn7ZmK/Px8veIURERENaq+FWn4/jlg9iAWKqIawwSJdOzdu7fcUoienp4YNWpUncajVCrx6aef4tChQ4iIiEB6ejqKi4vh6OiI4OBgzJ8/H9OmTdN73ueff45169bhxo0bUCqVcHZ2RmBgIMaPH4+XXnoJ+/btw+jRo9GzZ0/88ccfOiNN3333HZ5++mmMGjUKe/bsqdP7fVQ3b97UjqYRERHVivqUILk4APHrACsFkpOT0aRJEyOeRFQxJkhEZoSfnhERUa2rLwmSTADenQosnQgASElJgZubm9RRkRkwzVJdRGSQMXtKERERmQWFHHjmn32B4uPjJQ2HzAcTJCIzEhQUJHUIREREtc9CBswerJliR1TDmCARmZGwsDCpQyAiIqp9KjXwou666ODgYMnCIfPCBImIiIiITIdcBozqArT01Gm+d++eZCGReWGCRGRGWL2HiIjMnkoNvDxWr7l0mxKiR8WNYonMCPdAIiIisyYTgFBfoFcrvUPW1taShETmhyNIRGbkzp07UodARERUe9Qi8Mo4QBD0DrVs2VKSkMj8MEEiIiIiItPg1RgY393gofDw8DoPh8wTEyQiMxIQECB1CERERLVDEIDFYwALudSRkJnjGiQiM5KSkgI7OzupwyAiInPWNQCFcwbCKi23bvuVCcBTg8s97OHhUafhkPligkRkRjIyMqQOgYiIzJ2VAqlvj4OXl5fUkehggkQ1hVPsiMyIQqGQOgQiImoAUlJSpA6BqNYwQSIyI23atJE6BCIiIiKTxgSJyIxcuXJF6hCIiKgBaN++vdQhENUaJkhEZkQURalDICKiBiAiIkLqEIhqDRMkIjPi6uoqdQhERNQAFBUVSR0CUa1hgkRkRhwcHKQOgYiIGgBHR0epQyCqNSzzTWRGbt26hdDQUKnDICIiM1dRSe2YdBETdqugqsNZ3y7WwPbRcrjbCXXXKZktJkhEREREVCXR0dHlfiD36Xk1rqehThMkADgUlY0ZHTmyRY+OU+yIzIi/v7/UIRARUQOWli9ifbhY58kRAKSmcm8mqhlMkIjMSHp6utQhEBFRA+Dt7W2w/evLIorVdR4OUY1igkRkRh48eCB1CERE1AAUFhbqtRUoRXx+QQ21RDtONG3aVJqOyewwQSIyI3K5XOoQiIioAUhKStJr2xwhIq1AknAAABkZmdJ1TmaFCRKRGQkJCZE6BCIiaoBEUcSKs2pIWUMuLy9Xwt7JnDBBIjIjV69elToEIiJqAMp+IHfotoiodECi2XUAALmcxZmpZjBBIjIjKpVK6hCIiKgBiImJ0Xm84qwacom3IPL2bi5tAGQ2mCARmZHGjRtLHQIRETUABQX/LDa6kizi93t1v+9RWbdu3ZI2ADIbTJCIzEijRo2kDoGIiBoABwcH7d8/Oa+GhcSjR0Q1iZM1iczIjRs3yt3ZnIiI6r+MAhFL/lBjV4yIvGKgq6eAT/rL0NG98gxkbZgaP15XI/IBkFEINLUD+jcX8FZPGXyc/nn+vSwR/w0Xsf+mGjHpgFwGtHUB3ughw+AWxn127uX1/+3deVhUZRsG8PvMMOwIsoiAgKLiguKGKJqa5oqp+WnumZZZqVmZmZlpWmkule1auZtp7lmk5ZIbmjuIKOIui7IjO8zM+f4YGB2GZVjkwHD/rmsumfe8c97nzIAzz7ybGwAgOk3E5ivSbAxbmE2dOlKHQEaCPUhUYz377LMQBAFpaWlSh0JERFRhalHEwJ0qbL4iYlo7GZb2kCEuU8TTW1WITC49A7nwQEQjWwGzOsrwQ28ZxrUU8NctER03qRCT/ujxe66LWHJajSZ2Aj55SoYPO8uQlgf02abG2kuG7fJ69epVAMA3F6rPrrAW5uZSh0BGolb3IF24cAEJCQlISEhAWloarK2tMWbMGKnDAgBcuXIFc+fORXBwMBITE2FiYgJ3d3c8++yz+Oijj3S6to3Z8uXLERMTgy+++ELqUGqERo0aSR0CERGV0/YIEcExwLZBMgxvpvkOe0QzAd6rVZh/Qo3Nz5a81933ffSPP9dEhN8mFTZcFjG7k6YXqaeHgLuT5XC0fNSr9FobAW03qDAvWI2JrQ37/jw9V8T3F6pH7xEAxMXFAagdn4/oyarVPUhnzpxBTEwM6tSpAzMzM6nD0Vq/fj3atm2LP//8E507d8YHH3yA6dOnw8bGBl988QV8fX1x7do1qcOsEps2bcKGDRuKPLZjxw5tYksa7E0jIqq5tl8T4WwJ/M/7UeLiZClgRDMBe66LyFGWPRNpaKv5NyXn0WN9HAWd5AgAzEwEBDYSEJUGpOWW3k6DBg2wJkxEel6ZQyKq9mp1D9KoUaNQJ3+86rZt25CXJ/1f+ZkzZ/DKK6/A2toa+/btg7+/v87xJUuWYPbs2XjuuecQEhIChUIhWaxSMzMzq1aJbXWQkJCABg0aSB0GERGVw4U4Ee2dBcgE3eTF30XAj6EiriUDrZ1KP09ilgiVGribBiw8qRkC94xH6XOY7mcCliaaW2ly81RYfkYt6b5HhdV3cZE6BDIStboHqU41nMw3a9Ys5OXl4dNPP9VLjgDgvffeQ69evXDlyhX8+OOPOseSk5MxadIkNGjQAAqFAtbW1mjRogWWLVumU+/u3bsYOXIknJ2doVAoUKdOHbRt2xbr1q3T1nF2dkbLli312g8KCoIgCJg/f7627Msvv4QgCFi7di2mTJkCJycnKBQKeHp66rUNAL/99ht69uwJZ2dnmJqawtLSEm3btsWWLVt06jk7OyMkJASJiYkQBEF7K+hRKm4O0smTJ/HUU0/B2toaCoUCDRo0wBtvvIGcnBydegWPv3PnDoYNGwZbW1soFAo0b94ce/bsKfY1qs4EgcsIERHVVLEZgIuVfnlB2ePziEritlIF5x9U6LhJheAYEV/3kqFPw5I/8l1PFrEzUsQwbwFyWenvJb+EZuBeNRu0wFEUVFlqdQ9SZXh8H4DSmJqaQiYr/j+o7OxsnDhxAnXr1sUrr7xSbL033ngDhw4dwq5duzB16lQAQGJiItq3b4+7d++ia9euGDt2LERRREhICIKCgvDuu+8CACIiIhAQEIDU1FT06dMHfn5+yMzMxNmzZ7Fv3z5MmDChTNf/uE8++QRZWVkYNWoU5HI5tm/fjlmzZiEjIwMfffSRtt7q1auRnJyMwYMHw8PDAzExMdi2bZs25tGjRwMAPv30UyxYsAApKSk6CVmXLl2KjeHIkSPo27cv5HI5nn/+ebi5uWH//v349ttvcenSJRw6dEjvNejbty9sbW0xdepUJCcnY/369Rg3bhwiIiLg6upa7udDCm3atJE6BCIiyl9wIdfAvbvN5JovuLKUmp8LM8//tJalNOx8fw2TIVsJXEkCNoWrkVHKAJnMPBHP71XBwgT4rLth352vu+0ImQCoq1EXUkZ6OgBnqcMgI8AEqYKKmx9TlGeffbbED9zh4eHIy8uDl5cXTEyKf2m6d+8O5C/pXOD111/H3bt3MXv2bCxevFinvkr16H/oCRMmIDk5GT/++KNeEvZ4vfJITU1FSEiIdunPefPmoVmzZli2bBmmTp0KJyfNuICtW7fCzs5O57Fz585FixYtsHTpUm2CNGnSJHz77bfIysrCzJkzDYph6tSpUCqV+P3339GvXz8gP9Hq3bs3Dh06hPXr12PixIk6j2natCn27t2r7X3p0KEDXnnlFXz99df47LPPKvScVLXLly/Dx8dH6jCIiGq9o/dE9PzNsBXerkyUo7kDYGEC5BTxVpydnxhZGPipraeHJskZ4AUMaSKg1ToVrBXAtPb6yY9KLWLUH2qEJ2oSK1fr0nuPQuNFhKdZGhZMFZLJSl7EgshQtXqIXWUIDAw0+Obg4FDiuZKSkoBCm68VpWBoYGZmJgBArVYjKCgIrq6u+Pjjj/Xqy+Wa/zASExPx33//oW3btkX2UBXUK69hw4ZpkyMAsLe3x4svvojMzEzs3LlTW/54cpSSkoLo6GiIoggfHx9ERkYiNze3XO0/ePAAly9fhp+fnzY5Qv6ws4KkcdeuXXqPe++993SGpg0dOhQolIAaIikpSWcYX3p6uk53f25uLhITE3UeExsbW+L9+/fvQxQffT1XWhs5OTlPvI2quA62wTbYBtuo6W00dxCwtr8Ma/vL8GXnh9qf1/aXYUVAGtb0e3TcPC8ZOTk5cLHSDLMr3Ma9VE2G9HjyYuh1NLYT0K4esP5SbpHX8crfavxxQ8TPvdVoY5Vs0HPlXRewVVTsS9UnwdPTw+h/r9hG5bRRGvYgVVBlToi3t7cHDBhD+/DhQwCApaXm25uEhARkZGSgffv2JfY8Xb58GaIookWLFpUW8+OK6rkoGPIVGRmpE8f06dNx6tQpbZJXQBAE5ObmwtTUtMztF+zJ4O3trXesbdu2EAQB9+7d0zvWqlUrnfsFiWxycrJe3ZIUvH4FCq+uZ2pqqpckuxSaUFr4fv369cvUhr29/RNvoyqug22wDbbBNoyhjQmtChIa3XMAdQvd1xxvW0+FY1EiLK2sdBZqOBcvh6WJCO/HHlaW68hSAjkqE5iZPfqMYG1tjXf/VWFtmIgVPWV4obUJAMOeK3MTAWPcE7DqlnO1GmJ3+/YdmDZtZPS/V2yj4m2UhglSBRX+gF8SMzOzEntpWrZsCYVCgZs3b0KpVBab7Bw7dgwA0Lhx43JEXDEVXekvLS0N3bt3R1ZWFsaMGYN27drBzs4OMpkMy5Ytw4ULF3S+NagKxT3PVR1HZSgYxkhERDXPcG8B26+J2HlNxPBmmgQpIVPEtggRgxoLMDN5lDTdSNG8RzW205Qp1SLScoG65rpD5E7HirgUD4xpoVu+7LQay8+KmNNJwJsdyj6g6EXvbKy5U/SQQKmIYvXZtJZqNiZIFbRp0yaD65Y2B8nc3BwBAQE4evQoVq9ejVdffbXIet9++y0A4LnnngMAODo6wtraGjdu3IBKpSo2CfPx8YEgCNqelpLUqVOnyJ6skh57+fJlvbKQkBAgf54PAOzevRtJSUn48MMPsXDhQp26he+jjKuyNW/eHACK3CMqNDQUoijC3d3d4PPVRJGRkWjbtq3UYRARUTkM9xbQ2QWYuE8zJ8jRAvj+ohoqEVjQVTeJeeY3TWZye7Lmo1x6LuC+SoWRzQT4OAqwUgCX4kWsDRNhawZ8GPDo8bsi1Zh1VI2mdYEWDgI2hesmFn08BThblfz+287bHRNiBfwcWn02irW25iaxVDmYIFVQYGCgwXVLm4MEAEuXLsVTTz2FDz74AB07dkT79u11ji9fvhwHDhxAixYttAmUTCZDYGAgfvvtN8yfPx+ffPKJzmPUajVkMhkcHBzQqVMnnDp1CmvWrMFLL71UZD0AaNSoEQ4dOoSQkBDtMLns7GysWrWq2Nh37NiBefPmaechJSUlYf369bC0tNTO6ymut2bHjh1FJl+WlpbIyMhAVlYWLCwsSnzunJ2d4ePjg7Nnz+LAgQPo3bs3kN8TNGfOHOCx+UVERETVjVwmIGiYHO8eUePrC2pk5QEd6wPrBsjRzL7khMVSAUxqLeDwPRHbr4nIUgKu1sDoFgLmdpahoe2jx4fEaTKayGTghSD9XpfDI2SlJkjh4eGY0aENfgypPl1IVlZFrJFOVA61OkG6du0a0tPTgfwP/yqVCufPnwfyxzcWNZelsMrelLNTp0744YcfMGXKFHTp0gWBgYFo164dsrKycODAAZw5cwaenp7YvXu3ziax3333HYKDg/Hpp5/i6NGj6NKlCwRBQEhICLKzs3Ho0CEAwNq1axEQEIBXXnkF27Ztg5+fH7Kzs3H27Fk4Oztr9yKaOXMm/vnnHwQGBmLs2LFQKpXYuXNniRuz2traomPHjhg+fDjkcjm2bduGhIQEzJ07F/Xq1QMA9OvXD3Z2dvj8888RFRUFT09PhIaG4s8//4SHhwfu3r2r93wEBwdj5MiR6N69O0xMTDBo0KBihxd+99136Nu3L4YMGaJd5vvvv//G2bNn0aNHD7z44ouV8jpVV56enlKHQEREFVDXXMDP/eT4uV/J9Qp6jgqYygWs6GXYYksfdZXjo64ViVLD217AQC9g3y1AWQ16kR48uA+g6qcfkPGp1QlSRESE3qoWZ8+eBfIncxmSID0JkyZNQqdOnTBv3jwEBwdj7969MDExgbu7O95++2189NFHepvcOjo64sKFC3jnnXewf/9+BAcHw9zcHB4eHnj55Ze19Zo3b45z587hnXfewbFjx/DPP//AysoKXl5eOj1Kffv2xeeff47PP/8cX3zxBerWrYuRI0dqk4+izJ07F6dPn8bmzZuRmpoKFxcXLF68GLNnz9bWsbe3R1BQEKZPn46tW7dCpVKhSZMmWL9+PTZu3KiXIH388ceIjIzEkSNH8Mcff0AURdjb2xebIPXo0QOHDh3CrFmzsH37duTk5KBevXqYNm0ali9fXuI+VMYgKysLdesWnvxLRERUuQqmDLzbUY4/blafXiSiyiCINXEmOlUrX375JWbMmIH169dj/PjxUodTq128eJFzkIiI6ImLj4+Hk5MTRFFE+40qhMZLv2nsxt7ZGNfW2oCaRCUz7q/TiYiIiKjSRUdHA/mLKb3nL5M8OQKArCzDVxYmKgkTJCIj4uvrK3UIRERUywz3FuBaDdZHKG0fSSJDMUEiMiIRERFSh0BERLXA45vOm8gEvNNRBsM35ngyyrI1CFFJOAeJyIhwDhIREVWF69evo0mTJtr7D3NEuK5UIaNi+8lXyM4hMgxtyu/+qeL4W0RkRAqvbkhERPQkFGyTUqCOmYBXfQXIJezEKbwSLlF5MUEiMiIuLi5Sh0BERLWAubm5XtmbHWSQcliSSsXlxqlyMEEiMiKcg0RERFXh8eF1BTzqCBjhLcBEol4kK6tqsFIEGQUmSERERERUJmFhYUWWz+wog1KibiQbDjOnSsIEiciIuLu7Sx0CERHVYh3qC+jmBknmIt2Pja36RskoMUEiMiJ5eRIuH0RERLVG/fr1iz02y18GVRX3IskFwNmc74FUObjMN5ER4TLfREQkNbUoIjyhatu0NgXsxFTY2dlVbcNklEykDoCIiIiIjIdMENDKqerbjY7OYIJElYJD7IiMSKtWraQOgYiISBLx8fFSh0BGggkSkRG5fv261CEQERER1WhMkIiMSHZ2ttQhEBERSaJNmzZSh0BGggkSkRGxtraWOgQiIiJJXLlyReoQyEgwQSIyItwHiYiIaqvc3FypQyAjwVXsiIzIlStXuMw3ERHVSnXq1Cn2WNBNNbKV5Tvv0+4C7C0k2PmWJMMEiYiIiIhqvOI2rz13X8TAnepyn3dwY2DPUH5krk04xI7IiLi5uUkdAhERkSSuXbtWZPnyM2qYVKADKJHrH9U6TIeJjIgoilKHQEREVG3cfSjit2si1Hx7pDJgDxKREYmJiZE6BCIiIkl4eHjola04pwZnD1FZMUEiIiIiohovJydH535qjohVISJU7D2iMmKCRGREWrZsKXUIREREknjw4IHO/Z9DRWSVc+U6qt2YIBEZkTt37kgdAhERkeTyVCI+P6sGO4+oPJggERmRjIwMqUMgIiKSROvWrbU/b78mIpZviVROTJCIjIilpaXUIRAREUkiMjISyF/RdclpNWRcnYHKict8ExmRRo0aSR0CERGRJLKzNRsWHY0CQuKljoZqMvYgERmRy5cvSx0CERGRJGxsbAAAy86oIGfvEVUAe5CIiIiIqMJSskXMOqrGrkgRmXmAv4uAz5+Wob1zydmKWhSx4bKInZEiLsSJSMoCGtkCo5rLMLOjAHMTw7IdNzc3RCSJ+PNmJV0Q1VrsQaJabdGiRRAEAevWrZM6lErh4uIidQhERFQLqUURA3eqsPmKiGntZFjaQ4a4TBFPb1UhMrnkteQy84CJ+9SIzxTxWhsZVvSSwd9FwPxgNQbsUEMUDVuL7urVq/jirBoG5lNExapQgqRUKvHrr7/ixx9/xPHjx4usk5KSgv3792PdunVYs2YNfv/9d0RHR1ek2QobNGgQBEHA2bNnizxe8KF5+fLlVR4bUUXI5XKpQyAiolpoe4SI4BhgXX8Z5neRYWo7Gf4dKYdcAOafUJf4WFM5cGK0HCfHmuCDzjK84ivDmv5yzA+Q4d97Ig7eNSxBSsqVY12YCCXX9qYKqlCCdPbsWe2EuKI8fPgQe/bsQVxcHNq0aYNOnTohLy8PQUFBiIqKqkjTRFQE/l0REZEUtl8T4WwJ/M/7UfeNk6WAEc0E7LkuIqeErMVULqCLm363z9CmmrIriYbF8PfDhkyOqFKUO0FKSEjApUuX0KFDh2LrnD59Grm5uRgwYADatWsHHx8fDB48GFZWVjhx4oTBXaa1jSiKSEpKkjqMMsvIyCgxYSYiIiLjdCFORHtnATJBN9HxdxGQqQSuJZf9nPczNJ8THS1Kr5utFLEq3AxqfrSkSlCuBEmtVuPo0aNwd3cvdlnhvLw83LlzBy4uLnB0dNSWKxQKNG/eHKmpqYiPr1lrMD548AAvv/wy3NzcoFAoYGNjg169eiEkJESnXnHzWtLS0tClSxcIj/3nERMTg2bNmsHNzQ379u1D586dYW1tDQcHByA/EX399dfh4eEBc3NzWFhYoEGDBhg5ciTy8vJKjHfLli0QBAEffPAB5s6dC3d3dygUCjg5OWHWrFlQKpV6jzl58iQGDBgABwcHmJiYwN7eHqNGjUJcXJxOvYJhiocOHcKQIUNgb2+POnXq4NSpU0XGcvLkSZiammLMmDHasszMTHTv3h2CIGDq1Kna8uTkZPj5+cHa2lonxvDwcAwfPhzOzs5QKBSoU6cOAgMDcfOm/mzMqKgoTJw4UftaWVlZoXv37jh37lyJzxnylwmdPn06TExMMHDgwBqV9DVv3lzqEIiIqBaKzQBcrPTLC8pi0sueuSw9I6KOKTCgUemTijaGi0jJ5eQjqhzlWsXu0qVLSElJQZ8+fYqtk5SUBJVKBWdnZ71j9erVAwDEx8drfy5OXl4eVCqVQXHJ5XIoFAqD6ha0X9SQpPT09CLrDho0CGfOnIG/vz/Gjx+PmzdvYu/evejcuTOCg4PRrl07g9suLC0tDWPHjkWHDh0wc+ZMpKWlITs7G6+++ip27tyJbt26YcKECVCr1bh+/TpOnz6NnJwcg673119/RVxcHMaMGYM6dergr7/+wrJlyxAVFYXNmzdr6+3duxfjx4+HWq3G8OHD4e7ujkuXLmHPnj04efIkQkNDYWtrq3PuCRMmoE6dOpg8eTIEQSh2kYCGDRvCy8sL//77r7YsOjoaV69ehSAIOHDggE75tWvXEBAQABMTza/o6dOn8dxzzyE5ORlDhw6Ft7c3bt68id27d6NDhw64ePEiPD09AQA3btzAwIEDcePGDTz77LNo3bo17t+/j127dqFr1644fvw4/Pz8iozz4cOHmDx5MrZu3YqXXnoJP/30E2SymrOWSXR0NBo3bix1GEREVIOpRRG5hn30gpkcEAQBWUrNz4WZ53/SzNL/TrZEi06pceCOiO97y2BnXvoqeEtPqyEAYAcSVYYyJ0gPHz7EuXPn0L59e9jY2CAtLa3IehkZGQAAKyv9rxMKygrqlOTEiRO4du2aQbF5e3vj6aefNqguAAQGBhpc9/vvv8eZM2cwZMgQ7Nq1C4IgQBRF/Pjjj5gyZQpee+01/Pfffwafr7C0tDTMmjULS5Ys0Zbdvn0bZ86cQePGjXH06NFyn/vOnTs4ffq0djjkrFmz0K9fP/z666+YPn06OnfujISEBHz44YcQBAGXL19GgwYNtI//5ptv8NZbb2H58uX4+OOPdc7t5uaGY8eOaROZ4jg7O6Nly5bYtWsXIiMj0bRpU5w/fx7x8fHo1q0bjh07hgcPHsDZ2RknTpxAWloa+vXrB+T3NM2ZMweJiYk4ffo02rRpoz3vzp07MXbsWMyZMwe//PILlEol5s2bh4iICAQFBWHAgAHauhMmTMCzzz6L6dOnIzg4WC/GgiTy4MGDmDdvHhYsWFCm5zkpKQlWVlYwMzMD8hNtURS1+zLk5uYiLS1N2zsIALGxsTpJZeH79+/fh7Ozs7bXsbQ2UlNTkZiY+ETbqIrrYBtsg22wDbYhXRtH74no+VvJCysUCJ8gQwtHARYmwMPMHOTkyHXaSEoTAJjBwsTw6zia6oy5x9V4ubWAofXjIIolX0d6rojYDAuIeDI9SCqVGmlpaUb9mte2NkpT5gTp+PHjsLGxga+vb4n1CoZGFfXte8FKW0UN8SqsTZs2aNKkiUGxFZWMleSTTz6Bl5eXXvm+ffuwYcMG7f2srCwcPnwYALBw4ULtCyYIAoYPH46VK1fi9OnTiI+Ph5OTU5lieNz777+vc9/U1BQWFhaIjo7G4cOH0bNnz3Kdt0ePHjpzxerVq4dx48bh4sWL2L59Ozp37owLFy4gNDQU48aNAwpN9vfz84OTkxP++usvvQTpvffeKzU5Qv7vQdeuXbFr1y4cOnQITZs2xeHDhyGXyzFt2jQcP34chw4dwqhRo3Ds2DEAwDPPPAPk9widOnUKAQEBcHBw0ImtSZMmaNSoEf755x8gvwfl+PHj8PLyQuvWrXXqFiRpp06dQlZWFiwsHg1qjo2NxYABAxASEoKffvoJkyZNKvPzbG9vr3Pf2tpa576pqanOHy+KWJa78P369euXqQ1LS8sn3kZVXAfbYBtsg22wDenaaO4gYG1/w0ZPuNpoPhO5WAFJSjOYPdaNZG1tjVS1GoAartaCQdcRluOM8X+pMdBLwMo+MpjISr8OawCv+qrw1Xk1VGLlJ0lyuUz7YRxG+prXtjZKU6YEKTIyElFRURg8eHCpw44KPjSr1frfQBQMmTPkg3XdunVRt27dsoRpsH79+hU51OrWrVs699PS0pCQkACZTIYWLVroHLOzs4OrqysuXryIW7dulTtBsre3h52dnU6Zq6sr3njjDcyZMwe9evWCvb09OnbsiGHDhuHFF1+EqampQedu1aqVXlnr1q2B/NcUAC5fvgxRFLFx40Zs3LixyPMU1Z63t7dBMSA/UTM3N8e+ffswevRohISEwNfXFx07doSbmxv+/vtv9OnTB2FhYbC1tUXbtm2B/J60jIwMHDlyBO7u7kWeu+D3MTk5GbGxscjLyyu2LvLndj1+fOHChcjOzsaGDRvwwgsvGHxN1U3Tpk2lDoGIiGq4+lYCJrQqW6LRtp6AY1Ei1KKos1DDf7EiLE0AbwM+yv0XK2LoHjX8nIHfBslgIjM8hjc7yLDinGG9XkSlMThBUqlUOHnyJDw8PGBhYYHU1FTgsWFyubm5SE1Nhbm5OczMzEocRlfS8LvCcnNzDeppQn7CZWjS8CQJQtF/0Gq1utj5VObm5kWWT5s2DYMHD8a2bdtw5MgRnDt3Dvv378dnn32GM2fO6GXV5VWwouDQoUPx/PPPF1mnqPlilpaWBrfh4eGBJk2a4OjRo9r5R5MnT4arqyuaNWuGAwcOICoqCpGRkejVq5f2eSxIsrt06YJp06YVee7CcTRt2rTYIXLm5uZ6iWzXrl1x7NgxLFq0CIGBgXrfRNQUly5d0iaWREREVWW4t4Dt10TsvCZieDPN+3dCpohtESIGNRZg9tjurTdSNJ85Gts9KruSqNlotmEd4I//yWGhKFuC5lFHwAC3DOyPseZS31RhBidISqUS2dnZuHv3Lu7evat3/Pr167h+/To6deqENm3awN7eHnK5HA8ePNCrW7AimiG9LcHBwU9sDpKhbGxs4OjoCLVajStXrugML0xJSUFMTAwAaFf0K0haCi/VXdATVVYeHh5455138M477yAnJwdTpkzBmjVr8PPPP2PWrFmlPj4sLEyv7NKlS8BjPQ7NmjXTzqsaPXp0mWM0hKOjI3x8fBAWFoZff/0VKSkp6Nu3L8zMzODv74+DBw9i27ZtyMzM1M4/AgBPT09YWloiMzOz1NhsbW1Rr149JCcnY+TIkQYvsDBmzBj069cPH374IQICAnD8+PFSFxAhIiIijeHeAjq7ABP3qRGeqFma+/uLaqhEYEFX3ffiZ37TfFl8e7LmY2haroh+21VIzgbe9ZPhz5uiznILje0EBLiWnjDN7WaJP7dU+qVRLWRwgqRQKNC7d2+98uzsbBw/fhzu7u5o1qyZNjlQKBTw8PDA7du3dSaN5+Xl4erVq7C1tTUoQXqSc5AMZWFhgZ49e+LIkSNYsGABtm/frk0mdu3ahdDQUPj7+2uvp1mzZpDJZAgKCsKMGTOA/B6arVu36g3fK0l2djbS0tJ0niczMzP4+PgAABITDds5raDnqWAeUnx8PDZt2gQAGDZsGJA/z6hVq1bYu3cvgoOD0aVLF51zZGRkIDMzs0JzrGQyGbp164atW7di9erVMDU1RdeuXYH8+UZLlizRLo1eMP8I+fOMOnXqhMOHD2Pr1q0YOXKkznlzc3ORmJgIFxcXNGjQAN26dcOWLVuwZMkSvXldSqUSsbGxesPvZDIZ3nnnHSgUCrz//vvo0qULjh8/rjcOtroratVIIiKiJ00uExA0TI53j6jx9QU1svKAjvWBdQPkaGZfcnKTmAXcy1/za/Yx/WFyL/oICHAtYom8QswTwvGUWyucjAFU7EWiCjA4QZLJZEUuaFCwip2NjY3ecX9/f8TExCAoKAitW7eGQqHA1atXkZGRgf79+xc7FO1xT3IOUllMmTIFf/75J3bu3IkuXbqgZ8+e2mW+TU1NsXLlSm3d9u3bo2vXrjh48CD69+8Pf39/hIaG4uDBg3BzcytyafGiREZGomvXrvD19UW7du3g7OyMmzdvYs+ePVAoFDp7CpXE09MTPXr0wJgxY2Bra4ugoCCEh4djxIgRCAgIAPKHzy1evBjjx49H9+7dtctj5+Tk4Pr16zh27BimTp2Kjz76qJzPoEa3bt1gZWWFmJgYBAQEaIcWent7w9PTUzuP6/G5XtbW1li6dCn+97//YfTo0Vi9erU22bt16xaOHz+OHj164JdffoFCocCnn36KS5cuYc6cOdi7dy+6du0Kc3Nz3L59GydPnkS9evWKXMVOJpNp9z+aNWsWAgICcOLECbi6ulbomqtSwQovREREVa2uuYCf+8nxc7+S6xX0HBVoaCtAnFmunWf0zPKXYfAuzkWiiqmc38Zi2NraYvDgwTh9+jQuXrwIlUoFR0dHDBgwQGcZ6ZrAyckJe/fuxZw5c7T7CBUMDVuxYoXO0tN16tTBqlWr8MYbb+D48eM4fPgwWrRoge3bt2PBggUGJ0guLi4YOXIkjh8/jvXr1yMrKwu2trbo0KEDPv30U502SzJ69GgIgoD169fj/v37sLOzw4wZM/DZZ5/p1Bs4cCAOHjyIjz/+GCdOnMCff/4JU1NTODk5oX///hgxYkQZnzV9DRo0gLe3Ny5cuKAzjK5+/fpo0aIFbt26VeQwST8/P/z7779YsGABDh06hH///RdyuRyOjo7o1KkTpkyZoq3r5eWFQ4cOYeHChQgKCsLXX38NAHBwcECbNm10NqUtTCaTYerUqVAoFJgxYwY6d+6MEydOlLjgQ3Vy9+7dSpuXRkREVJO4urrC10lAYzvgZgr3RKLyE8SC2flkdLZs2YLRo0dj/vz5Fe75oZrh4sWLXKSBiIhqpYLtVlaFqPHaP5XXi9TVDTg++on2KVA1Y9gMdiKqEcqy7DoREZExiY6OBgCMbynAjiPOqQKYIBEZkfv370sdAhERkaQsFALebC+gDNsoEelggkRkRB4+fCh1CERERJJ4fIGnKW1lkDNBonJigmTERo0aBVEUOf+oFqkOGyUTERFJ4d69e9qf61kJeNFHYJJE5cIEiciIPP7tGRERUW2Snp6uc/8dPxn3Q6JyYYJEZERCQkKkDoGIiEgSBXsrFmjuIGBAI7AXicqMCRIRERER1XhNmjTRK3u3I3uRqOyYIBEZEScnJ6lDICIikkRYWJhe2dPuAlo7givaUZkwQSIyIlZWVlKHQEREVG0IgoD3/GVQi4CAst+oduK2wERG5Pbt22jbtq3UYRAREVW5+vXrF1k+opmA/bcFZCvLd95X2zBVqm2YIBERERFRjVdcgqSQC9gQKK/yeKjmEkRR5NQ1IiORnp4Oa2trqcMgIiIiqrE4B4nIiCQkJEgdAhEREVGNxgSJyIikpKRIHQIRERFRjcYEiciImJhwWiERERFRRXAOEhERERERUT72IBEZkZCQEKlDICIiIqrROB6HyIiwQ5iIiKjqfHJShQ3hj957hzYRsKQHlxSv6TjEjsiI3Lt3D+7u7lKHQUREZPQe5ohwXalCRt6jMjszIPkN9j/UdBxiR2RE6tSpI3UIREREtcLqSyIy8wyoSDUOEyQiI3Lr1i2pQyAiIjJ6SrWIz8+qwWFYxokJEhERERFRGey4JiI6Xeoo6ElhgkRkRLy8vKQOgYiIyKiJooglp9WQCVJHQk8KEyQiI5KSkiJ1CEREREbteDRwIQ5Qc3yd0WKCRGREkpKSpA6BiIjIqC07rYKcvUdGjesQEhkRmYzfeRARET0pkcki/rgJLs5g5PhpisiI+Pr6Sh0CERGR0frirJq9R7UAEyQiI3Lp0iWpQyAiIjJKCZki1oaJULL7yOhxiB2REVGpVFKHQEREVOlSskXMOqrGrkjN5qz+LgI+f1qG9s6ld+ecjhWxLkyN/+6LCI0HlGpAnFn2j8A/hIjIU5fzAqhGYQ8SYfHixRAEAdu3b6/0c4eFhUEQBEyePLnSz0366tatK3UIRERElUotihi4U4XNV0RMayfD0h4yxGWKeHqrCpHJpXfnBN1U4+dLIgQAXrbliyFbKWLFOTVXrqslakWCJIoiQkNDsXXrVqxevRq//PILTp48iby8PKlDQ2RkJMaNGwdPT0+Ym5tDoVDAyckJvXv3xtatWyWL6/Dhw5g8eTLCwsKqrM3t27dDEATMmDGjyto0Ng4ODlKHQEREVKm2R4gIjgHW9ZdhfhcZpraT4d+RcsgFYP6J0rt0Xm8rQ+obcpx9wQR9PMs3geiXKyKSssv1UKqBakWCdPLkSZw6dQp169ZFly5d4OXlhbCwMOzfvx+iKN1XAWvXroWvry+2bt2Kpk2bYsaMGZg/fz4GDx6Ma9euYdSoUVi3bt0Tj2PmzJlIS0vD0KFDtWWnTp3CTz/9hKtXrz7x9qnyXL9+XeoQiIiIKtX2ayKcLYH/eT9KbpwsBYxoJmDPdRE5pUwKcrYSYKEo/8oKoihi6Wk1uDZD7WH0c5CSkpIQFhaGhg0bom/fvtpyGxsbBAcH48aNG2jSpEmVxxUcHIzXXnsNVlZWCAoKQufOnXWOq9VqfPHFF7C0tHzisSgUCigUiifeDhEREVFZXYgT0d5ZgEzQTVH8XQT8GCriWjLQ2unJtb/vlqYNqj2Mvgfpxo0bAIDWrVvrlDdv3hwmJiaIjIyUJK5Zs2YhNzcXX331lV5yhPz9bGbOnIkRI0Zoyz788EO0b98e9vb2MDExgZ2dHXr37l3kMDhBENC/f3/8+uuvaNasGczMzGBnZ4cRI0YgOVn3r7zwHKTJkydjzpw5AIDnn38egiBozwcAiYmJeOmll+Dt7Q0bGxsoFArUr18f48ePx8OHDyv9uSrKrl270K5dO1haWsLU1BReXl745JNP9OoFBweje/fusLe3h0KhgJ2dHXx9fbF27VptnfT0dEyePBmurq4wMzODpaUlPDw8MHbs2Cq5lsrUsGFDqUMgIiKqVLEZgIuVfnlBWUz6kx0NtPQMl/aubYy+Byk+Ph6CIKBevXo65SYmJnBwcEB8fHyp5xBFETk5OQa3aWZmBkEo/i8pPT0d//33HxwcHPDCCy8YfN5Vq1ahVatWeOGFF+Dg4ICwsDDs2bMH3bp1Q1hYGNzc3HTqX7lyBRMnTsSQIUMwYsQIHDlyBNu2bUNERATOnz8PuVxeZDvjxo3D/fv3sXfvXkyYMAE+Pj4AgBYtWgD5SefOnTvRq1cvDB06FAqFAseOHcOmTZtw+fJlnDt3zuBrKo/Vq1dj8uTJsLW1xfjx42FjY4M9e/bgww8/xI0bN7TJT3R0NAYMGAAAGDFiBBo2bIj4+HhcuHABJ06cwMSJEwEAI0eORFBQEPr27YuAgAAolUpcu3YNp06deqLX8SSkp6fDzs5O6jCIiIiKpBZF5Bq44KqZXPOFb5ZS83Nh5vmfYrOUlRvj4y7Gifj33pM7P1VPRp8gZWRkwNzcvMhkwMrKCg8ePIBKpSo2WUD+h85ff/3V4DZHjx4NGxubYo9fvHgRSqWyzEP7rl27pvfhd+vWrRg1ahSWLVuGFStW6By7e/cuVq1apbOC3IgRI7Bt2zZ88803eOutt4psp3v37jhx4gT27t2LgQMHYvjw4TrHW7dujQcPHsDMzEyn/OWXX8aaNWuwb98+bW9TZcvLy8N7770HMzMznD59WvscLly4EO3bt8f69evxxhtvoH379ggKCsLDhw/x1VdfYfr06cWe88iRI/Dz88P+/fufSMxVKSEhAQ0aNJA6DCIioiIdvSei52+GrZV9ZaIczR0ACxMgp4ikKjs/MbJ4gp9mfwrV9B6puHpdrWL0Q+yUSiVksqIvsyApUipL/urBwsICgYGBBt8sLCxKPF9SUhIAwNraukzXUpAcqVQqxMfHIyoqCl27doWFhQXOnj2rV9/V1VVvee3FixcDAHbv3l2mth9nYWGhTY5yc3Nx//59REVFITAwEMhPOJ6UgwcPIjExEYMHD9ZJMC0sLPD2229DFEVs2rQJAGBvbw8A+Ouvv5CQkFDsOS0tLXHr1i2cOHGiQrElJSXp9DSmp6cjLS1Nez83NxeJiYk6j4mNjS3x/v3793UWEimtDbVa/cTbqIrrYBtsg22wDbZhnG3UE1Kwtr9Me/uy88Ni77tYa9pwsdIMsyvcRkGZrZBZpusorKTreNpdKFdyVFNej9raRqlEI/fbb7+JGzZsKPLYP//8I65atUpUKpVVGtOxY8dEAGLnzp3L9LitW7eKrVq1EhUKhQhA5+br66tTF4DYpUuXIs9jaWkpNm7cWHt/0aJFIgBx27ZtJZY9bu7cuaKHh4coCIJeLK+++qq23qVLl0QA4iuvvFLq9W3btk0EIL799tvF1vnqq69EAOLHH3+sd+z8+fMiAPG5557TlvXt21cEIMrlcrF58+bipEmTxODgYJ3HrVq1SjQ3NxcBiPXq1RMDAwMl+b0gIiIifcP3KEXn7/JElVqtU/7KfqVo+WWemJ2nLvaxhU39RyliWZ7B9fNUarHBD3kilhl2s/va8HNT9WX0PUhWVlbIzs6GSqXfN1vS8LvHqdVqZGZmGnxTq0vuOm7btm2ZF4jYv38/Ro8ejaSkJLz99tv48ccf8csvv2Dz5s2wtrYutc3KNHPmTHzyySdwdHTEggULsHbtWmzevBmfffYZkP98VRf79+/H8ePH8cYbb8DW1hYbN27EU089pV2EAvmLUty4cQPLli1Dx44dcebMGbz66qvw9fVFVlaWpPGX1eXLl6UOgYiIqFIN9xbwIBPYee1Rr0JCpohtESIGNRZgZvJo3veNFBE3UipvPJyJTMDMjjIu8V3LGP0cJCcnJ0RFRSEuLg4uLi7acqVSicTERJ2y4mRkZFTqHCRra2t06tQJJ06cwC+//GLQamlr1qyBWq3GX3/9BV9fX215SkoKMjIyinzM7du39cpu3LiBzMzMUuepFDcsEQB27NgBJycnnD59Wie53LhxY6nXUVHNmjUDgCJX7isYZtioUSOd8q5du6Jr164AgAcPHqBdu3b44osv8Mknn2iv09XVFTNnzsTMmTOhVqvx4osvYtOmTVi9ejWmTZv2xK+rslSHzY+JiIgq03BvAZ1dgIn71AhPBBwtgO8vqqESgQVddT+vPPOb5gvx25MffcS9kypiY7gmaTr7QPPvJyc1X+Z61gFe8Cm5v+Cl1gLmHgfS+RZbaxh9gtS4cWNcuHABly5d0kmGrl69avBCCQVzkAxV2hwkAFiyZAl69eqFN998E97e3ujYsaNenS+++AINGjTAiBEjtIlI4Y1tC+bdFCUmJgY//vijzjyk999/HwAwZMiQEuMrSPCKWuWvIBa1Wq39OTc3F0uXLi31uiuqV69ecHBwwN69e3Hz5k14eXkBAHJycrBixQoIgoBx48YB+dfv7Oysk8Q5OzvDxcUF9+/f1/YgJiUlwdnZWVtHJpOhQ4cO2LRpU4lzl6ojW1tbqUMgIiKqVHKZgKBhcrx7RI2vL6iRlQd0rA+sGyBHM/vS+3ZupYr48ITu6JaC+z0alJ4g2ZgKmNpOwPIzIhdrqCWMPkGyt7eHj48PLl++jL///hseHh5ITk5GWFgYXFxcDEqQTExMKn1lsK5du2LlypWYMmUKunTpgp49e8Lf3x8WFha4ffs2Dhw4gNu3b2PDhg0AgFGjRmHLli0IDAzE6NGjYWpqisOHD+PGjRvF9lZ5eHhg+vTpOHjwILy9vXHkyBEcO3YMrVq1KnFVNwDo2bMnBEHA8uXLkZiYCGtrazRr1gwDBgxAYGAgvvnmG3Tq1AmDBg1Camoq9uzZU+pQRUMdPXoUU6ZM0St3cnLCggULsGTJEkyePBkdO3bEiBEjtMt8X7t2DRMmTED79u0BACtWrMCaNWvQq1cvNGnSBKampjh69CjOnz+PHj16wMbGBg8ePIC7uzu6dOkCX19fODs74+bNm/jtt99gZWWlTbZqiscTPSIiImNR11zAz/3k+LlfyfUe7zkq8LSHDOLMis0qeaOdDMvPGLg+OdV8Uk+CqgoqlUoMCQkRt2zZIv7000/ixo0bxeDgYDE3N1fq0MRr166JY8aMEd3d3UUzMzPRxMREdHJyEnv37q23QMKqVatELy8v0dTUVLS2thaffvppMTw8XHR0dBRbtWqlUxeA2K9fP3Hz5s1i06ZNRYVCIdapU0ccNmyYmJCQoFO3uAUZPvvsM9HNzU2Uy+Xa84miKObm5orTpk0TnZ2dRRMTE9HBwUEcO3asePLkSb0FGcqzSENxN1dXV23d7du3i23bthXNzc1FExMTsWHDhnoLNxw6dEjs27ev6OzsLJqamorm5uaip6enOGPGDDEjI0MURVHMzMwUx48fLzZp0kS0srISTUxMREdHR7F///7iuXPnDHgFq5cLFy5IHQIREZFRGveHUjRZzkUaagNBLG58FtVogiCgX79+2Ldvn9ShUBW6ePEi2rZtK3UYRERERickTkTbDSX3ItmZAclvGP0ALaNn9KvYEdUmHh4eUodARERklNrUE/C0OyDnknZGjwkSkRHJzs6WOgQiIiKjNaujjAs11AJMkIiMSFxcnNQhEBERGa3+jQR41wX3RTJyHCRppDi1jIiIiKhyCYKAWf4yTNqvNqA21VTsQSIyIq1bt5Y6BCIiIqM2toUAe3Opo6AniQkSkRG5du2a1CEQEREZNXMTAW91kEHGcXZGiwkSkRHJycmROgQiIiKj93obAQp+ijZafGmJjIiNjY3UIRARERk9R0sBE1oJXPLbSDFBIjIibm5uUodARERUK8zoIIOaa2IZJSZIREbk6tWrUodARERUK3jbC3jWS7essZ1U0VBl4jLfRERERETlsG6AHHGZj+67caS7URBEbphDZDQSEhLg6OgodRhERERENRaH2BEZEaVSKXUIRERERDUaEyQiI3L//n2pQyAiIiKq0ZggERERERER5eMcJCIjolQqYWLCtVeIiIiIyos9SERG5MaNG1KHQERERFSj8atmIiOSlZUldQhERETGKSoBCI4AzBXAoI6AIEgdET0hTJCIjIiVlZXUIRARERmnJbuBb4M0P6+ZCkx8RuqI6AnhEDsiI+Lh4SF1CERERMYnTwn8ckTzs1wGpGSW9giqwZggERmRK1euSB0CERGR8dl/EUjOkDoKqiJMkIiIiIiISrLhsKbniGoFvtJERsTV1VXqEIiIiIxLSgaw+zSgUksdCVURJkhERERERMXZHgzkqaSOgqoQEyQiIxITEyN1CERERMZl3WFAxiW9axMu801EREREVJTbccCJq1JHQVWMPUhERqRFixZSh0BERGQ8fjnK3qNaiAkSkRG5e/eu1CEQEREZB1EE1h4E1KLUkVAVY4JEZEQyMrhHAxERUaU4cx248UDqKEgCTJCIjIiFhYXUIRARERmHDf8CJtXoo3JKBjD5B8BpAmA1Gug5Dzh/w/DHX4kC+i8ErMcA9uOBF74C4lOLrnvjPjDmS6DeBMBiFNB0KvDBL5V2KdUdF2kgMiKNGzeWOgQiIqKaL0+pmX+krCZ7H6nVwMBPgJA7wLtDAMc6wPf7gKfnAeeWAU1L2QcxKgHoPhewtQQWjQXSs4DlvwOX7gCnlwCmikd1L94Cnv4QcHMA3hkMONgAdxOAewlP/DKrCyZIlSAlJQXnz59HQkICMjIyoFarYW1tDQ8PD7Rp0waWlpZ6j7l58yYuXbqExMRECIIABwcHtG3bFh4eHpJcw+NCQ0OxaNEiBAcHIy4uDiqVCnXr1kW7du0wZcoUDBkyROoQdQQFBWH37t2YM2cOGjZsKHU4kgoLC0Pbtm2lDoOIiKhm23dB02NTVZ7+EGhYD1j3RtHHt58EgiOAbTOB4V00ZSO6AN7TgPlbgc1vl3z+RTuAjGxNMuXhpCnzbwr0WaBZxnxyX02ZWq3pWWruBhxeCFiYVeZV1hjVqN+w5srIyEBmZiYaNmwIf39/dOnSBQ0aNMCVK1ewc+dOZGVl6dS/ePEiDhw4AKVSCT8/P3To0AF5eXnYt28fIiMjJbsOAPjqq6/QqVMn7NixAy1atMDMmTMxb948BAYGIjw8HM899xz27NkjaYyFHT16FD/99BNu374tdShERERkDDb8C8ir0cfk7ScBZzvgf50flTnZapKkPaeBnLySH7/jFPCs36PkCAB6twG8XYHfgh+V/X0RCLsLzB+pSY4ycwBV7dsklz1IlcDNzQ1ubm565S4uLjhw4AAiIiK03+pnZmbi7NmzqFu3LoYOHQqZTPPH16pVK+zYsQPBwcHw9PSEqalplV/H3r178e6776JOnTo4ePAg2rRpo3M8Ly8Pn376KczNzas8tsqUk5ODvLw8WFtbSx1Kpatfv77UIRAREdVsKRmapENVTYbXAcCFW0B7L0BWKGnzbwr8+A9wLQZo7Vn0Y6MTgbhUwK+IYfj+TYGgc4/uHwjV/GumAPzeBc7dAExNgKGdgO8nA/Y2lXlV1VY1So2NT8EH8NzcXG3ZgwcPoFar0bRpU21yBAAymQxNmjRBTk6OJD0hKpUKCxcuRF5eHlavXq2XHAGAQqHARx99hH79+mnL0tPT8frrr8PNzQ0KhQI2Njbo3r07zp49q/PYVatWQRAErFy5Uu+83bt3hyDo7jHQrFkz1K9fHyEhIejevTusrKxgZmYGf39/XL58WVtv9OjRWLJkCQCgZ8+eEAQBgiBg6NChAIDZs2dDEAT8+eefeOmll+Ds7AxLS0usWbMG7u7ucHZ2hlqt/x/gxx9/DEEQsGrVqnI9n1IxMeF3HkRERBWyLRhQVrNek9hkwKWufnlBWUxSyY99vG7hxyelP+qBiozV/DtiuWaY3fZ3gfeGanqgBi3SLH1eC/DTVCVSKpXaW0pKCv777z8AgLu7u7aOKr+bsqgPsgVlcXFx8Pb2LrEtlUqFvLxSulPzCYIAM7OSx5DeuXMHFy9eRL169QyeY5Sbm4s+ffrg1KlT8PPzw4svvoh79+5hx44deOqpp3D06FH4+/sbdK6iZGVloW/fvmjXrh3eeecdREREYOfOnQgMDMTNmzchl8vx0ksvITk5Gfv378drr72mXaSg8DycadOmQa1WY/To0bC0tISvry+GDBmC7777DkFBQXj22We1dZVKJX777TdYWVlh/Pjx5Y5fClFRUXB0dJQ6DCIioppr7SFAEJ5cMpCnBFIz9cty8oCEh7rl9taaXqOsXMCsiI/t5vkjjrJy9Y8VKDhmptA/Zq54VMdMAaRna+53bAJsekvz87AAwNIMeH8TcDBUMzTPyLEHqRJdvXoVGzZswObNmxEUFITc3Fz07NkTLi4u2jr29vYAgOjoaL3Hx8TEAPm9MqW5fv06NmzYYNBtx44dpZ7v4sWLUCqVaNGihcHXu2rVKpw6dQr9+vXD6dOnsWjRImzcuBEbN25EXl4eJk+ebPC5ivLw4UO8+uqr2LdvHxYuXIitW7di/PjxuHv3Lvbt2wcA6NOnjzYZGjlyJGbOnImZM2eid+/eOudSKpW4cuUKVqxYgUWLFuHpp5/G66+/DoVCgW+//VanbnBwMC5fvowhQ4aUadnspKQk5OTkaO+np6cjLS1Nez83NxeJiYk6j4mNjS3x/v379yE+9h90aW2o1eon3kZVXAfbYBtsg22wDbYhVRuqqIQSN4cVi9h3sExtnLiqWar78VtwBLDluH753fyV4yxMkZn8UL+N7Fzt8WKfKwtNEpWdqv9cZRWcs6COLP/xo5/SvY4x3QAAaX+fM4rXvFQiVZq0tDTx3r174q1bt8QzZ86I27dvF0NDQ/Xq/fHHH+KqVavEkydPiklJSWJSUpJ46tQp8aeffhJXrVol/vHHH6W2lZGRId67d8+gW2xsbKnnW716tQhAHDRokMHX26dPHxGAeOHCBZ1ylUoltm/fXgQgxsXFiaIoiitXrhQBiD/88IPeebp16yYW/lX09vYWZTKZmJWVpVP+66+/igDEzz77TFv23nvviQDEw4cP65274NjHH3+sd0ytVovdu3cXTUxMxISEBG35mDFjRADif//9Z/BzUV0Ufr6IiIiojD7cLIryYaKIoUXf5MNE8Yvfy3/+pDRR/Oei7s33LVHsu0C/PCtH85gmU0RxgP5nGfHnfzQxhd4uvr2oBE2dJTv1j41bIYr2Lzy6/8r3mrr7zuvWy8rRlL+1utyXXZNwiF0lsra21s47atiwIRo1aoRdu3ZBqVSiXbt22nq9e/fGkSNHEBoaitBQzWQ4Gxsb7bA0haKILtBCLC0ti1w+vLzs7OwAQCcjL01sbCxkMhl8fHx0ymUyGRo3bozz58/j1q1bcHJyKvYcJXFwcNBbEKLgXPHx8WU6V1FzqgRBwMSJE3H06FH88MMPmDt3LlJTU7F//340bdq0QsMDpRIdHc29kIiIiCrihR7Ax9ue3PnrWusPU6trrZkPVNzwtbYNgWNXNMtwP75Qw3+RmuFv3iXsg+TmADjVAc4Wsans6UigbaNH9zt4AT8BiC40p6lgjpNTHQMusObjELsnyMHBAY6OjggPD9cpNzMzQ9++fTFu3DgMGjQI//vf/zBq1ChtwlOQrJREqVQiMzPToFvhZcaL0rZtW5iYmOjFWlkKL8LwOFUxy0fKCq/U8hixjOOCbWyKXnVlxIgRcHV1xdq1awEAmzZtQmJiIiZNmlSm81cXZUlwiYiIqAhNXTUrvpXw2aXKDQ8AHqQAO089Kkt4qFlQYpCf7vyiG/c1t8cNCwD+OKu72evBUM3qd893eVQ2xF9zrrWHNMlYgZ8PaP7tY/zzj8BFGp48pVKpM27ycYV7ge7evQsABm0We+PGDRw5csSgGKytrTFmzJgS63h6eqJNmzY4d+4c/vjjD51FC4rj6uqKsLAwXL58WWdRBLVajZs3bwIAGjXSfCtRsHBA4Z4fpVKJ+/cL/RFXIUtLSwwZMgQ//PADgoODsWnTJpiamlZ4/pRUSluMg4iIiAwwsZdmievqYngA0NkbmPgtEB4FONoA3+/TLEW+YJRu3Wfma/69/dhKvHOGaZKpnvOANwdqFmNYtkezNPjEXo/q1a8LfDAMmLcF6P8x8Jw/EHIb+OkAMLob0LFpFV2wtJggVYLMzMwih7vFxMQgOTlZZ5GG4sTHxyMiIgIuLi4G7WXj7u6OwMBAg+IzZOlnuVyOefPmYfjw4XjppZdw8OBBtG7dWqeOUqnE4sWL4e/vj379+uHZZ5/F33//jTlz5uDPP//U9hLt3bsXFy5cQJs2bbRD4lq2bAmZTIb9+/fjww8/1J5z06ZNuHXrlkHXUZyC3qHyJlqvv/46fv75Z7z//vs4e/YsBgwYYFAvXnVU2uqHREREZICRTwFvrgaU1WQvJLkcCJoLvLse+PpPzapzHZsA694AmunvxanH3RE48jEwYx0we5Nmb6OBHYDPJ+ivbjf3ec2Qv2+CgLfWAvXt8pOmEU/s8qobJkiV4Pjx48jMzISrqyusra2hUqmQkJCAGzduQKFQoHPnzjr1z5w5g9TUVNSrVw+mpqZISEhAREQELC0t0bNnT4ParOw5SAAwePBgLFu2DLNnz0aHDh3wzDPPwM/PD2ZmZrh58yYOHjyIu3fv4vfffwcAvPrqq9i8eTP++usvdO7cGb1799Yu861QKPDjjz9qz+3t7Y2nn34ahw4dQt++fdGlSxeEh4fjr7/+gru7u7b3rDyeeuopCIKAefPm4caNG7CysoKvry969eplwKM1m/T6+/vj6NGjAIDp06eXOxapXbp0SW+JcyIiIiojBxtgQHsg6HzVbBj778el16lrDfw8VXMrye1i9nD08QD2zyu9HUEApgVqbrUUE6RK0LhxY0RGRiIyMhLZ2Zr1462trdGiRQu0adNGu3BDAUdHR8TExODChQtQKpWwtrZGq1at0LZtW8mHSL355pvo2bMnPv30U5w8eRKHDx+GSqVC3bp10b59e3z33Xfa4Xempqb4+++/MWvWLPz+++9YunQpzMzM0L59e3z55Zfw8/PTnlcmk2H9+vV4+eWXceLECRw5cgTe3t7YvXs3FixYUKEEqXv37vjggw+wZs0azJ8/HyqVCs8995zBCVLBYg0nTpyAm5sbnnnmmXLHQkREREbixZ7A3rMGVCRjI4hlne1OZIQ2bdqEF154AXPmzMGnn34qdTjlFhMTA1fXElayISIiIsPk5AFOLwJp2brlchmw7EXg7UFSRUZPGFexo1pPrVZj1apVkMvleOONN6QOp0IKL4tORERE5WSmAEZ3B0zkUkdCVYwJEtVasbGxWLFiBcaPH48TJ07g+eefN2iBjOqsIkMViYiIqJDxPQBl0duRkPHiHCSqtcLDw/H222/D3NwczzzzDFatKmZSIxEREdVOXZoDHo7A3QQDKpOxYIJEtdYzzzxT5g1nqzsu801ERFSJBAGY0Av4dHvVrGZH1QKH2BEZkQcPHkgdAhERkXF5oQeTo1qGCRKREUlNTZU6BCIiIuPSxEWzKasgSB0JVREmSERGRKFQGFCLiIiIymRiLwDGNSyfiscEiciI+Pj4SB0CERGR8RnRVbP/EdUKfKWJjMjFixelDoGIiMj4ONgAgR0AmcD5SLUAV7EjIiIiIirNjMGAtTlgbqpZuIGMliAa2zrHRLVYVFQUGjRoIHUYRERERDUWh9gRGRFra2upQyAiIiKq0ZggERmR27dvSx0CERERUY3GBImIiIiIiCgf5yARGZH09HQOsyMiIiKqAPYgERmRxMREqUMgIiIiqtGYIBEZkeTkZKlDICIiIqrRuA8SkRGRy+VSh0BERFSzdZoFxKfpl1uZAjvfA5q6ShEVVSEmSERGpHXr1lKHQEREVHNl5QCnrxd//OAlJki1AIfYERmR0NBQqUMgIiKquaJKmMsrVGUgJCUmSERGRK1WSx0CERFRzXWPix0REyQio2Jvby91CERERDXXvQSpI6BqgAkSkRGxs7OTOgQiIqKa614CYMIFj2o7JkhERuTmzZtSh0BERFRz3WUPEjFBIiIiIiLSuBMPKFVSR0ESY4JEZEQaNWokdQhEREQ1160HUkdA1QATJCIj8vDhQ6lDICIiqrmik6SOgKoBJkhERiQxkcuTEhERlUtqBpCZI3UUVA2YSB0AEVUeQeAudkREROVSHZb4TskAZm0Adv2nSdb8mwKfvwi0b2zY469EAW+vAY5fBUxNgIEdgC8mAE62j+pcjQLWHAL+vgjcuA9YmwPtvYAFowC/Jk/s0moS9iARGZE2bdpIHQIREVHNJPUKdmo1MPATYPMxYNoAYOl4IC4VeHoeEBlT+uOjEoDuc4Hr94FFY4GZg4E/zwF9FgC5eY/q/XwA+OkfwK8x8PkEYMZgICIG6DwbOBDyRC+xpmCCVMsolUr8+uuv+PHHH3H8+HHJ4njnnXcgCIL2JpPJYGVlhdatW+Prr7+GWq2WLLaaLCwsTOoQiIiIaqYn3YP09IfAhG+KP779JBAcAaybBswfCUwdAPy7EJDLgPlbSz//oh1ARjZwaAEwfSAwZzjw2ztAyG1g3eFH9UZ3A+79CPw8FZjcF3j3OeC/JYC9NfCRAe3UAhxiV8ucPXsW2dnZUoehNWHCBPj4+ECpVOLmzZvYunUr3nzzTcTHx+Pjjz+WOrwaR6lUSh0CERFRzXQvEVDIgTyJlvnefhJwtgP+1/lRmZMtMKILsOkokJMHmCmKf/yOU8CzfoCH06Oy3m0Ab1fgt2BNMgQAHYoYrudgA3RrCfzLL1rBHqTaJSEhAZcuXUKHDh2kDkWrT58+mDlzJmbPno0ff/wRBw8eBACsWbMGWVlZUodX49jZ2UkdAhERUc10Nx5QiyVWycvLK/F4hVy4pZkLJCv08dy/qWY+0rUShtlFJ2qG4/kVkfz4NwUuGLCR/P1kwLFOOQI3PkyQagm1Wo2jR4/C3d29Wu+V4+fnB1tbW8TFxeksWR0dHY1x48bBy8sLVlZWUCgUcHNzw2uvvYaMjAy98+Tm5uK9996Dl5cXzMzMYGlpicaNG2PGjBlQqR59M5SSkoKXX34ZLi4uUCgUsLGxQffu3XHy5Mkqu+bK5OjoKHUIRERENdPtOEBV8hB/1ZOcAhCbDLjU1S8vKIspYQny2GTduoUfn5Su6YEqzrFw4OQ1YGTXModtjDjErpa4dOkSUlJS0KdPn3I9PicnB6JY8rcqBRQKBeRyebnaSU5ORlpaGmxsbGBmZqYtv3jxIvbv34+ePXuiSZMmUKvVOHToEFatWoUbN25g37592jZzc3MREBCA8+fPo02bNhg8eDCsra1x+fJl7N+/H4sXL4ZcLkdqairatm2L+/fvY8CAAfD19UV8fDw2b96Mvn374q+//sJTTz1VruuQyvXr19G2bVupwyAiIqp5bseXWiU+Lg7uhpwrTwmkZuqX5eQBCYX2LLS31vQaZeUCZkV8NDc31fyblVt8ewXHihqCZ654VKeo43EpwJgvgUb1gFnPlXZltQITpFrg4cOHOHfuHNq3bw8bGxukpaWV+Rw7duxAenq6QXV79OiBZs2aGVQ3NTUVUVFRyMvLw9WrV/HBBx9ArVajZ8+eOsPFevbsiZiYGCgUun/YgwcPxh9//IHTp08jICAAAPDJJ5/g/PnzeP7557F582aYmDz6NVepVJDld12/9dZbiImJwdatWzF06FBtnXfffRc+Pj744IMP8O+//3LpbCIiotogLqXyznXiKtBznn55cASwpdAiWbdWAg3rARamQE4Rc4mz85MfC9Pi2ys4VlQvUXZe8Y/PyAaeXQSkZQHHPwWsLUq6qlqDQ+xqgePHj8PGxga+vr7lPkevXr0QGBho0M3d3aDvVgAAU6ZMgbu7O7y8vBAYGIhLly5hxIgRWL9+vU49S0tLbXKUnZ2N2NhYREVFYdCgQRBFUWdFvl9//RWWlpZYvny5TnIEAHK5HIIgQBRF7Ny5E97e3vDz80NUVJT2plAo4Ovri5CQEKSmphp8LUlJScjJebTBXHp6uk4ympubq7eRa2xsbIn379+/r9NzV1obbm5uT7yNqrgOtsE22AbbYBtso8rbqGOJ0jg4OBjUxn1nC+Cf+dpb0tbpEH09gb5tgX/m4+GOGcj9c47meH07pKenQ+1sqx0qp9NGflm8QlV8m/lD68SYZP3nKjYZsLdGel6O7nOVnoncQZ8AoXeAPe8DrTyr1+vxBNsojSAaOm6KaqTIyEgcPnwYgwcPRv369QEAaWlp+PXXX9GyZUvJhpC98847+OKLL/DWW2/B398fmZmZOHz4MDZv3ozevXtj7969OkPslEolZs2ahS1btuj94QDA7NmzsXjxYgCAubk53NzcEBERoZcgFYiLi4Ozs3OJMQqCgOjoaLi4uFTKNVeF6OhouLm5SR0GERFRzeM3EzhXwmIGApC8aCTqzh5ZvvM//aGmp2jdG0Uff34ZcOwKEPOz7kINk38AfjkKJG0oeRW7ehOAp1sBv83ULW82DWjgABxc8KhMrdYMq9t+UlP/8ZXziEPsjJlKpcLJkyfh4eEBCwsLbW9IwaIGubm5SE1Nhbm5uU4yUpSsrCyD5yCZmpoWm5gU1rFjR4wePRoA8PLLL8PT0xOLFi3CrFmz8NVXX2nrTZo0CevXr0fXrl0xbdo0uLq6wszMDJcuXcLixYuLjK2koXEF9QuG0hXH3t7eoOuoLuLj45kgERERlYeXs2YluRJWsktPS0MRyyBUjuEBmoRl5ylgeBdNWcJDYFswMMhPNzm6cV/zb+P6j8qGBQDrD2v2c3LPX7TpYKhm9bu3B+m29cbPwNYTwKrXmBwVgQmSEVMqlcjOzsbdu3dx9+5dvePXr1/H9evX0alTJ7Rp06bEc+3ateuJzEEq7KOPPsL69euxevVqTJs2DU2bNgXy50B5e3vj33//1Um+iuoydXd3R0xMDGJiYood7ufk5ARra2tkZGRg+PDhenObiIiIqJZxd9RsyqqWaB+k4QFAZ29g4rdAeBTgaAN8v0+zst6CUbp1n5mv+ff2qkdlc4Zpkqme84A3BwLp2cCyPUBrT2Bir0f1VuzVnDegGWBpBmw6onvuoZ0AK/MneaXVHhMkI6ZQKNC7d2+98uzsbBw/fhzu7u5o1qyZQb0kvXr1MngT0or0uigUCrz//vuYNm0aFi5ciI0bNwIAZDIZRFHU6SlKT0/Hl19+qXeOMWPGYOHChXj33Xfxyy+/6KyoV/B4mUyGoUOHYuPGjViyZAnmzp2rd57bt2+jYcOG5b4WKZSW6BIREVEx3B1LXea7QYMGT659uRwImgu8ux74+k/NqnMdm2iG5DUzYHSIuyNw5GNgxjpg9ibA1AQY2AH4fIJu79PF25p/T0ZoboXdWlnrEyTOQaqFqtMcpF9++QVjxozROaZUKuHu7o6HDx/iwoUL8Pb2xujRo7FlyxZ06dIFffr0QUJCArZv3w5ra2vcuHED7733Hj777DMgf+hgp06dcPHiRbRp0wa9evWCtbU1wsPDERERgbNnz8LMzAypqanw8/PDjRs30LVrV3Tq1AmWlpa4c+cOjhw5Ak9PTxw5cqSYK6iewsPD0bJlS6nDICIiqnl2ngKGLS3+uADEfjgYLgsmVGVUJAH2IFG1Y2JiglmzZmHGjBn46KOPsHnzZqxevRoWFhbYu3cvTp8+DQcHBwwZMgTPPfccAgMDdR5vamqKkydPYs6cOdi+fTu++eYbKBQKuLi4YOjQodohera2tggJCcH777+PPXv24L///oNMJoODgwN8fX0xadIkiZ6B8svNLWGPBCIiIiqeu0OpVQwdTUM1G3uQiIzIzZs34eXlJXUYRERENc/9ZMDl5eKPC0D8wv/Bae64qoyKJMB9kIiMSMFS7kRERFRG9WwBE3mJVWzr2FZZOCQdJkhERuTatWtSh0BERFQzyWSAi12JVR48eFBl4ZB0mCAREREREQGAZz2pI6BqgAkSkRHx8PCQOgQiIqKaq1E9zV5IxahpG8hT+TBBIjIiOTk5UodARERUc7k7AjKh2MNcxa52YIJEZEQ4NpqIiKgC3B0BparYww8fPqzScEgaTJCIiIiIiADAwxHgBji1HhMkIiPSunVrqUMgIiKqudwdSzzs5uZWZaGQdJggERmRyMhIqUMgIiKquUpKkEQgLi6uKqMhiTBBIjIi2dnZUodARERUc9laAlZmRR8TgPT6NlUdEUnAROoAiKjy2NjwP24iIqJyEwTg8leAUq1/zMwEQk6qFFFRFRNEUeRUNCIjkZ2dDXNzc6nDICIiMkp8n60dOMSOyIhcvXpV6hCIiIiMFt9nawcmSERERERERPmYIBEZkQYNGkgdAhERkdHi+2ztwASJyIioVMXv/k1EREQVw/fZ2oEJEpERiY2NlToEIiIio8X32dqBCRIREREREVE+LvNNZETy8vKgUCikDoOIiMgo8X22dmAPEpERuXXrltQhEBERGS2+z9YOTJCIjEhmZqbUIRARERktvs/WDkyQiIyIlZWV1CEQEREZLb7P1g6cg0RkRHJzc2Fqaip1GEREREaJ77O1A3uQiIxIeHi41CEQEREZLb7P1g5MkIiIiIiIiPIxQSIyIq6urlKHQEREZLT4Pls7MEEiMiKCIEgdAhERkdHi+2ztwASJyIhER0dLHQIREZHR4vts7cAEiYiIiIiIKB+X+SYyIjk5OTAzM5M6DCIiIqPE99nagT1IREbk3r17UodARERktPg+WzswQSIyIunp6VKHQEREZLT4Pls7MEEiMiLm5uZSh0BERGS0+D5bO3AOEpERUSqVMDExkToMIiIio8T32dqBPUhERiQsLEzqEIiIiIwW32drB6bARJVApVLh2rVrUoeBmzdvcnUdIiKiJ4Tvs8bB29sbcrm82ONMkIgqwbVr19CyZUupwyAiIiKiUoSHh6NFixbFHuccJKJKUFQPUnp6Ovz9/XH69GlYW1tLFhuVH1/Dmo+vYc3H17DmM5bX8P79++jVqxcOHTqE+vXrSx1OlTKW17BAaT1ITJCInpCHDx/C1tYWqampqFOnjtThUDnwNaz5+BrWfHwNaz5jeQ2joqLg7u6Oe/fuoUGDBlKHU6WM5TU0FBdpICIiIiIiyscEiYiIiIiIKB8TJKInxMzMDPPnz+dqNzUYX8Oaj69hzcfXsOYzltewTp066NGjR60YYlaYsbyGhuIcJCIiIiIionzsQSIiIiIiIsrHBImIiIiIiCgfEyQiIiIiIqJ8TJCIiIiIiIjyMUEiqgLr1q2DIAgl3qKjo6UOkwyQmZmJhQsXwsfHBxYWFrC3t0dAQAB27doldWhkgIYNGxb7N5iQkCB1eFQOarUaAQEBEAQBzz77rNThkAHi4uIwceJE+Pr6wt7eHubm5mjSpAlefvllXL9+XerwyADR0dFYvHgxevToARcXF1hZWcHHxwfvvvsuEhMTpQ6vwkykDoCoNujevTs2btyoVx4bG4tZs2ahXbt2cHNzkyQ2MlxycjKeeeYZREZGYuLEiZgxYwYyMjJw5coV3LlzR+rwyEDNmzfHBx98oFduY2MjSTxUMd9//z3CwsKkDoPKIDk5GdeuXUPfvn3h6ekJCwsLREZGYs2aNdi2bRtOnTqFli1bSh0mlWDv3r346KOPMHDgQLz77ruwsbHB6dOnsWLFCmzZsgVnzpxB/fr1pQ6z3JggEVUBLy8veHl56ZUvXrwYAPDyyy9LEBWV1fTp03H9+nX8999/fPOuwZydnTFu3Dipw6BKEBUVhTlz5mDBggV45513pA6HDNSsWTOcOHFCr3z48OHw9/fHt99+i++//16S2Mgw3bp1w507d3SSoFdeeQWdOnXCK6+8guXLl2P58uWSxlgRHGJHJBFRFLFmzRpYWFhg7NixUodDpbh9+zY2b96MV155BS1btoRKpUJ6errUYVE5KZVKPHz4UOowqIKmTp0KLy8vvPnmm1KHQpXA09MTyO9hourNx8enyB6ikSNHAkCN79VlgkQkkSNHjuD69esYNmwY7OzspA6HSrFv3z6o1Wq0bNkSL7zwAiwtLWFjY4MGDRrgyy+/lDo8KoP//vsPlpaWsLW1hZ2dHV588UXExMRIHRaV0fbt27F3716sXLkScrlc6nCoHPLy8pCQkIDY2FgcO3YMo0ePBgAEBgZKHRqVU1RUFJDfU1+TcYgdkURWr14NAJg0aZLUoZABIiIiAADvv/8+HB0dsXLlSpiammLlypWYMWMGUlJSsGDBAqnDpFL4+Phg0qRJaNGiBfLy8vDvv//i559/xsGDB3H69Gm4urpKHSIZIDU1FdOnT8err76Kzp07Sx0OldP+/fsxaNAg7X1nZ2d8/vnneOGFFySNi8pv/vz5AIAXX3xR6lAqhAkSURmkpKRgxYoVBtefPn067O3tizzPjh070KRJE/To0aOSo6SSlPc1TEtLAwDk5ubi2LFjcHBwAACMGDECLVu2xNKlS/HWW2+hbt26Tyx20qjI3+Gff/6pc2zUqFHo3r07xo4di/nz5+Onn36q9HipaBV5HWfNmgW1Wq2dx0nSqOh7YufOnfHPP/8gKysL4eHh2LJlC5KTk6FUKmFiwo+oVaGyPtcAwOeff45t27Zh8uTJ6NWrVyVGKQGRiAx269YtEYDBt8jIyCLP891334kAxMWLF1f5NdR25X0Np02bJgIQx44dq3fOefPmiQDEoKAgCa6o9qmsv8PHNWzYUHRxcamS+EmjvK/j0aNHRUEQxE2bNumcD4A4cOBAia6mdqrsv8Xo6GjRwcFBnDx5cpVdQ21XWa/hTz/9JAqCIA4cOFDMzc2t8uuobEzPicqgYcOG0LwPV8zq1athYmKCCRMmVEpcZLjyvoYNGjQAgCInpbq4uACcWFxlKuvvsPA5i1pVi56c8r6O06ZNQ5s2bdCpUye9PXMyMzNx/fp12NnZwdHRsRKjpaJU9t+iq6srevfujdWrV+Prr7+GmZlZpZ2bilYZr+GaNWswefJk9O3bFzt27IBCoai0+KTCBImoil28eBHnz5/HkCFDavQeAbWNv78/8NgE1McVlNWrV6/K46LKcf369Ro/qbi2uHPnDlJTU9G0aVO9Y4cPH0bTpk0xdepUfPvtt5LERxWTlZUFlUqFhw8fwsnJSepwqBRr1qzBpEmT0Lt3b+zevdtoklomSERV7Oeffwa491GN0717d3h6emLv3r2Ijo7WbuybkZGBDRs2wM7ODgEBAVKHSSVISkoqcuz8d999h6ioKLz++uuSxEVls2HDBuTm5uqVP//88+jQoQNmz56NJk2aSBIbGebBgwdFfiERHh6OgwcPonHjxkyOaoB169bhlVdeQa9evbBnzx6Ym5tLHVKlEcTKHqdARMXKzs6Gi4sLLC0tcffuXS5NW8MEBQVh8ODBcHV1xZQpU2Bqaoq1a9ciLCwMq1evxksvvSR1iFSCFStWYPXq1ejfvz8aNmwIpVKJf//9F7t370bjxo1x8uRJfiirwQRBwMCBA/HHH39IHQqV4q233sI///yDgQMHaod4hYWFYePGjcjLy8Pvv/+Ofv36SR0mleD333/H0KFDUadOHSxduhQWFhY6x62trfHcc89JFl9FsQeJqArt3LkTKSkpmDJlCpOjGigwMBAHDx7EggUL8Omnn0KlUqFdu3b4/fffdZaqpeqpY8eOOHToELZu3Yr4+HiIoohGjRrhvffew+zZs7kfGVEVefbZZxEVFYXffvsNcXFxUKlUcHNzw/PPP4+ZM2fCx8dH6hCpFOfPn4darUZKSgomT56sd9zT07NGJ0jsQSIiIiIiIsonkzoAIiIiIiKi6oIJEhERERERUT4mSERERERERPmYIBEREREREeVjgkRERERERJSPCRIREREREVE+JkhERERERET5mCARERERERHlM5E6ACIiIiKiqjBhwgSsX78eAODj44OwsDCd42q1GosWLcLatWtx9+5deHh44MaNG1i6dCnWrFmD8PBwyGRl719YuXIlFi1ahMjISJiZmekcW7FiBd5++23t/fj4eDg6Opb7GqtCXFwcrl27htjYWKSlpcHMzAzOzs7w8/ODnZ1dqY+PiYnBH3/8UeSxIUOGwNnZWacsISEBZ8+exYMHD6BUKlGnTh20aNECrVq1qrSYHsceJCIiIiKq8fbv3w9BEIq9bdiwAQDg6OiIjRs34rPPPtM7x/fff4958+bhf//7H9asWYNVq1bh4cOHWLJkCd577z295GjBggWQyWS4cuWK3rleeuklyOVy/Pnnn5gwYQJyc3OxatUqvXr9+/fHxo0bMXTo0Ep9Pp6kkJAQ3Lp1C66urujSpQtatGiB2NhY7Ny5E0lJSQafp1WrVujZs6fOzdbWVqdOVFQUdu/ejezsbLRr1w5dunSBh4cH0tPTn0hMYA8SERERERmDkJAQAMDXX3+NunXr6h3v168fDh06BCsrK4wbN67Ic6xduxZ9+vTBsmXLtGUrVqyAUqnE6NGj9eq//vrr+Oyzz7BixQqd5Oebb77B2rVr8cknn2DgwIEAgBdffBFffPEF3njjDQiCoK3bvHlzNG/eHNevX8euXbsq+CxUjdatW6NXr16Qy+XassaNG2P79u24ePEievXqZdB56tevDy8vr2KP5+bm4vDhw/Dw8ECfPn10nrcnFROYIBERERGRMQgNDYWtrS2mTZtW4gfp4mRnZyMkJAQLFizQKV+7di0GDx4Mc3NzvcfUq1cPY8eOxcaNG/Hpp5/C0dERR44cwYwZMzBs2DB88MEH2rojRozA0qVLcfjw4TJ9WK+O6tevr1dma2uLunXrIiUlpUznys3NhYmJSZFDF69fv46srCx07NgRgiAgLy8PJiYmRb6+lRkTh9gRERERUY0XEhKCdu3alSs5evnll2FhYQGVSoW5c+dCEAQEBATg1q1bCA0NRe/evYt97Ntvv42srCysXLkS9+7dw4gRI9C8eXOsW7dOp16HDh1gb2+PPXv2lOv6ClOr1cjOzjboJopipbRZElEUkZWVVWQiWZwjR45g3bp1WL16Nfbu3Yv4+Hid49HR0VAoFMjIyMDWrVuxdu1arF27FseOHYNSqXwiMYE9SERERERU0+Xm5iIiIgJPPfUUEhIS9I7b2tpCoVAU+/ixY8dCoVBg1apV+Oqrr2Bvbw9PT08EBwcDANq3b1/sY318fNC3b19899132L17N/Ly8rB7925YW1vr1W3fvj1OnDhR7ut83P3794td6KCw0aNHw8bGplLaLc7169eRkZGBDh06lFpXJpOhUaNGcHd3h7m5OVJSUhASEoLff/8dQ4YM0S5SkZqaClEU8ffff6NZs2bw9/dHTEwMLl++jNzcXDzzzDOVFtPjmCARERERUY0WHh6OvLw8rFy5EitXrtQ7HhERAW9v72If36tXLxw8eBBWVlaYNm2adrjXhx9+CABo1KhRie3PmDED/fv3R1xcHIKCgtC4ceMi63l5eWHjxo1lvLqiOTg4IDAw0KC6FhYWRZaLogiVSmXQOeRyebG9cykpKTh+/DicnZ1LfJ4L1K9fX29IXKNGjbB9+3acPn1ae115eXlQKpVo0aIFunbtqq2nVqtx5coV+Pn56S3qUN6YHscEiYiIiIhqtNDQUADAunXr4Obmpne8adOmBp3Dx8dHZy5MYmIiTExMiuwNelzBKnZeXl7o169fsfXq1q2LrKwsZGZmwtLSstSYSmJmZoYGDRpU6ByxsbEG90KNGDGiyOWyMzMz8ddff8HU1BS9e/cu1zLoyO/la9iwIW7dugW1Wg2ZTAYTE02q0qRJE526TZo0wZUrV/DgwYMiE6SKxsQEiYiIiIhqtJCQEJiYmGD06NEwNTUt9zlKSm6Kc+DAAcycORNNmzZFZGQk/v77b/Tt27fIugVzgcozT6owlUqFnJwcg+qam5sXmSTY2dmhR48eBp2jqIQuNzcXf/31F3JzczF48GBYWVkZdK7iWFlZQa1WQ6lUwtTUFJaWlkhOTtbrASu4X9T1V0ZMTJCIiIiIqEYLDQ1Fo0aNyp0cpaSk4N69e2jdurVOuYODA5RKJdLS0oqcw3Pz5k2MHDkS7dq1w4EDB+Dt7Y0vv/yy2AQpOTkZlpaWxQ55K4sHDx5UeA6SpaUlmjVrVq72lUol9u3bh9TUVAwcOLDIpdXLKi0tDXK5XDtfzMnJCdHR0cjIyNDpvcrIyACKGDpYWTExQSIiIiKiGi00NBSdO3eu0OMBwNfXV6e8efPmAIBbt27pHUtPT8eQIUOgUCiwa9cu2NraYsqUKViwYAGuXLmCFi1a6LVz69atIsvLozLmIJWXWq3GwYMH8eDBA/Tr1w/Ozs5F1lMqlUhPT4e5ubnOSnJZWVl6MSUmJuLOnTtwd3fX9rB5eXnh4sWLiIiI0Bk6efXqVQiCABcXlzLHZAgmSERERERUY92/fx9xcXHaZKY8CjaZLZwEBQQEAADOnj2rc0wURbzwwguIiIjA4cOHtXOBpkyZUuTGsQXOnz+PsWPHljvOx1XGHKTyOnXqFO7cuQMPDw/k5OQgMjJS53jBnK+4uDj88ccfaN++Pfz8/LTHDx48CLlcDmdnZ1hYWCA5ORlXr16FiYkJ/P39tfUcHR3RrFkzREREQK1Ww8XFBbGxsbh58ybatm2rM3zO0JgMwQSJiIiIiGqsguQmPj4emzZt0jvepk0bvaFzhYWGhsLNzQ329vY65V5eXmjVqhUOHDiAl156SVv+0UcfYffu3Vi1apV2dTXkDwkbN24cNm7ciEWLFsHBwUF77Ny5c0hKSsKQIUMqdL3VQWJiIgDg7t27uHv3rt7x0pKRhg0bIjIyEpcuXUJubi4sLCzQsGFDdOjQQW/RhW7dusHa2hoRERG4ffs2rK2tERAQoPeaVjSmxzFBIiIiIqIaq2B4XMEmooVt2LDBoASpcO9RgZdeegnz5s3TDgvbtWsXPv74Y7z22muYPHmyXv23334bq1evxsqVK/HBBx9oy7dt2wYPDw/06tWrHFdZvQwaNMigeq6urkU+R61atUKrVq0MOodMJkOHDh1K3cvI0JgMIYhVsbUuEREREZHEJkyYgEOHDuH8+fMwMTEpctnqwlJTU+Hl5YWlS5fi5ZdfLle7OTk5aNiwIWbPno0333xT51h2djbS09OxdOlSLFu2DPHx8dqNUkka5VuonIiIiIioBrp37x6cnJzw1FNPGVTf1tYWs2bNwrJly6BWq8vV5tq1a6FQKPDaa6/pHVu5ciWcnJywbNmycp2bKh97kIiIiIioVggPD0dMTAwAwNraukIr31WWe/fuISIiQnu/R48e2mWuSRpMkIiIiIiIiPJxiB0REREREVE+JkhERERERET5mCARERERERHlY4JERERERESUjwkSERERERFRPiZIRERERERE+ZggERERERER5WOCRERERERElI8JEhERERERUb7/A5rswASHe8yuAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.plots.waterfall(shap_values[0], max_display=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is interesting that having a capital gain of \\\\$2,174 dramatically reduces this person's predicted probability of making over \\\\$50k annually. Since `waterfall` plots only show a single sample worth of data, we can't see the impact of changing capital gain. To see this we can use a `scatter` plot, which shows how low values for capital gain are a more negative predictor of income than no capital gain at all. Why this happens would require a deeper dive into the data, and should also involve training a model more carefully and with bootstrap resamples to quantify any uncertainty in the model building process." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.plots.scatter(shap_values[:, \"Capital Gain\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Have an idea for more helpful examples? Pull requests that add to this documentation notebook are encouraged! " ] } ], "metadata": { "kernelspec": { "display_name": ".shap-env (3.14.3)", "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": "3.14.3" } }, "nbformat": 4, "nbformat_minor": 2 }