{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# `scatter` plot\n", "\n", "This notebook is designed to demonstrate (and so document) how to use the `shap.plots.scatter` 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", "metadata": { "scrolled": true, "ExecuteTime": { "end_time": "2024-07-16T03:48:14.139251Z", "start_time": "2024-07-16T03:48:11.263459Z" } }, "source": [ "import xgboost\n", "\n", "import shap\n", "\n", "# train XGBoost model\n", "X, y = shap.datasets.adult()\n", "model = xgboost.XGBClassifier().fit(X, y)\n", "\n", "# compute SHAP values\n", "explainer = shap.Explainer(model, X)\n", "explanation = explainer(X[:1000])" ], "outputs": [], "execution_count": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simple dependence scatter plot\n", "\n", "A dependence scatter plot shows the effect a single feature has on the predictions made by the model. In this example probability of making over 50k increases significantly between age 20 and 40.\n", "\n", "- Each dot is a single prediction (row) from the dataset.\n", "- The x-axis is the value of the feature (from the X matrix, stored in `explanation.data`).\n", "- The y-axis is the SHAP value for that feature (stored in `explanation.values`), which represents how much knowing that feature's value changes the output of the model for that sample's prediction. For this model the units are log-odds of making over 50k annually.\n", "- The light grey area at the bottom of the plot is a histogram showing the distribution of data values." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-07-16T03:48:14.205482Z", "start_time": "2024-07-16T03:48:14.140221Z" } }, "source": [ "# Note that we are slicing off the column of the shap_values Explanation corresponding to the \"Age\" feature\n", "shap.plots.scatter(explanation[:, \"Age\"])" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using color to highlight interaction effects\n", "\n", "The vertical dispersion in the plot above shows that the same value for the Age feature can have a different impact on the model's output for different people. This means there are non-linear interaction effects in the model between Age and other features (otherwise the scatter plot would perfectly follow the line given by `shap.plots.partial_dependence`).\n", "\n", "To show which feature may be driving these interaction effects we can color our Age dependence scatter plot by another feature. If we pass the entire Explanation object to the color parameter then the scatter plot attempts to pick out the feature column with the strongest interaction with Age. If an interaction effect is present between this other feature and the feature we are plotting it will show up as a distinct vertical pattern of coloring. For the example below, 20-year-olds with a high level of education are less likely make over \\\\$50k than 20-year-olds with a low level of education. This suggests an interaction effect between Education-Num and Age." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-07-16T03:48:14.299023Z", "start_time": "2024-07-16T03:48:14.205920Z" } }, "source": [ "shap.plots.scatter(explanation[:, \"Age\"], color=explanation)" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "To explicitly control which feature is used for coloring you can pass a specific feature column to the `color` parameter." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-07-16T03:48:14.378221Z", "start_time": "2024-07-16T03:48:14.299856Z" } }, "source": [ "shap.plots.scatter(explanation[:, \"Age\"], color=explanation[:, \"Workclass\"])" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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Nd67CZemZ7eUp29dz8+bF3tcR1nbeXPBht+MjA3RxjDQFFqZ1S6rJ//cOVJdHGFmK29l81+pu5457ehTzBmfQbDaQnxDB05eP46rpPZO48+8NvoLY4YY3NitEj/fEcnaYDDh0Hm9h1GkB4jsPA6tTpar90MRhncWz1q5UtAmxKRAE4r///S9DhgzBaDQSHR3NWWedhdXa/RbJZ599xsUXX0xycjKSJPGvf/3Lb8zatWu54YYbyM7Oxmw206tXL/7617/S0dHhM+6RRx5BkiS/f2+++WaPX+fhIrbRBYJTHKdbpdGiEhfiefasXVDF1v3KEZV+WIBs1PRIdx1peBZvv/UG9635idLQKMZW5GOe3Lfb8X8fJfOHBZ3CLSUEftc3sNhsXFXnZ2ve0IDicCPr/beBbxxr5L+vjeY/2xSMWonHhkqcntIzsYm2AILN5oLEBwYzyxZFrd6ErCgMNds456Ke8aYCPL9W4dGVCm0OGBYHn52rISv8wK+pd6Tn3679WsSbtTAlTcRsCgRdeeKJJ3jmmWf429/+xpgxY6ivr2fBggW43QE+APbyxRdfUFhYyDnnnMNbb70VcMxnn33Gnj17uP/++8nJyWH79u384x//YPXq1SxcuNBnrMlk8rNlZmYe/sX1MEJsCgSnMB9tcPDnH+zUtqv0j5f56HITfFfqN67qu7JDEpsdxe3Uzq3AmGAm7swk5N9NhO/WkTN7LTlNNZASDS9e3+3xdwyRyYmEr/eoJARJ3DJQ6tazGdo33M8W3Cs0oNDcxzXZKpO3lmIt6iCuVxIQ6X1P2V0LIUbkhNADvVwv1/eT2VDTKZIl4Pf9JT77xkKt3uSZX5ZZZzOzfoOVESOCDvocXVldpXLfks5zrq+B6+e4WXrFgX/MS5LE1+druHmum18qPMlUL0+Wu73nAsGpyq5du3jkkUeYPXs2Z511ltd+8cUX/+pxn332GbLsebDvTmw+8MADxMTEeF9PnDiRiIgIrr76atavX8+wYcO878myzOjRow/nUo4KQmwKBKcoxY0Kv/+fDfdefbKtWuHyWVa+jjX5jTXGBtjP/g2qvitj3e+Xebe1I0ZEM/b7KWi+/StsLYHGdhjbG3S//jE0JU1mShfnX0dRG7ue2kLrjhaixsbS+8EBxM9IIv6cFKq/LwNAE6Sl/7PDu53XbXOzfPpcWjZ53Hh5T2xh8KujSZ4cjfWC/6CsLQNZQnvtcIzvXY6kOfCoozuHysgSzNymYNZ5suGnpMl8vtPmN3bHTluPiM15xf5b3cvKwe5SMWgPXCzmRkksv1KLW1HRiCx0gSAgM2fOJCMjw0doHgj7hOavsb/Q3MeQIUMAqKys9BGbJwoiZlMgOEVZWODyCs197KpTkC/JxpjQKTgljUTOgwMOev7tD23wCk2AprX1VHxVAoArI5GWiATc7oMXM267m1Uzfkb5cC2Ra7bS9uoq1l6zBEkjM+ilkSTf0hvNRVmM+t9EYicneI9TFRV7vQ11b7H1ym9KvELTMwB2PrYJ+32zPUITQFFx/XctzvfXHPQ67xgis/ZaLUuu0HLh3nJNiQn+JY4SE3um7FFOhL8tLZSDEpr7I4SmQNA9q1atYsCAATz++OPExsai1+sZN24cq1d3Hyd+OCxfvhyAPn18K1dYrVZiYmLQarX07duXd95554ic/3ARnk2B4BQlK8r/WTPUACnpJtKXz6DskyKczXYSL0gjbEAAJfMrqIqKpaTdz24paqP04wK2PbAOV5sLXYSeIa+PIX5G8gHPXbegksSC3RQak3HrNaCqhCwpomFVLU//XzFvjepHW5yBpO9b+U9dDdMuiKN2fiVb7lmDpbSDoMwQBr86Cmu5xW9ue60N99JCP7t7aSHcePhbVVPOCCG/wO59bdBLDB9uPux5AS7sJTEpRWJRmUdMa2V4fqLwJwgER4Lq6mrWr1/P1q1bef311zGbzTz55JNMmzaNPXv2EBvbc4l/9fX1PPLII5x//vn06tXLa8/OzuaZZ55hyJAh2Gw2Zs2axS233EJLSwv33Xdfj52/JxBiUyA4RTk9U8tF/bV8ta0z0/yJM42Y9RJEG8m+KzfgcfvqROrC9F5b8cw9lMzMR5Ih/eYcUq/OImZSAnULq3yODRsaybprl6M6PS5VZ5ODjbetZGrehbRub6b0/XxUVNJ+l03kKP+tJADt1jKP0JT2xmJKEm3aYJa8kMcLp49G2btNVREVyg2bLRRNdrL22qW4LZ6g/Y7CNtZes4xR/5tI3uObYb/d55jJCcjWDtwVvuWINAMS6AlWr/UVuHaHytKl7Zx/Xvhhz63TSMy/TObnIpXSNjgzXSItTHgnBYKDoQ3fmJ2QbsYpikJ7eztffPEFAwcOBGD06NGkp6fz6quv8thjj/XIepxOJ1dccQUAb7zxhs9711xzjc/rs88+G4fDweOPP87dd9+NTnf8NIsQYjMAZWVlfPjhh2zbto2CggLS0tL4/PPPj/WyBIIe54trTMzf4yavTmFyloZ+8d0n07htbjbdtYrKLz1b4UmXpjPo5VFUfFnClj91bjNvumMVWrOWQS+PYsPNv9C4sg5NqJbe9w9EUiWv0NyHs8VB2SeFbLt/nXfbvfyTIkZ/NZmYifEAOIpb0IQb0IQb0ZmkTqG5HyssRq/Q3EdFkJnVP1Rhaukg3OEReq06E62NoLgUch8ZzJ7ntuFqdxF1WixDXhtN1fNaQn/OR696RHibPhjt+YMP8s4GprzccUC2Q0WWJM7KFAJTIDjSREREEBUV5RWaAJGRkQwZMoTt2/3rCR8Kqqpyww03sGbNGpYtW0ZCwm8/9F522WV88cUX5Ofnk5sb2GFwLBBiMwAFBQX88ssv9OvXD0VRUJTui0gLBCcykiQxNUfL1JzfHpv/7x1UfF7sfV3+aREhOaHULqr2G1s6qxBTahCORs+WsT5MT0hOKME5/pndslGmdm6lT3yn6lYpfDOP8EwzFRd/h21dDZJeQ8SfhhDxx8HwUAFIvqKqT4DYxyDFTdCcfKKtnZ5Ks9uJCtjKO9j11FaUvXWKWrc24+pwseubOlzB/Yl0teKSNDRrQsj9rpJe9wYOJXBbXVR8UUJHcRuxUxKJGtP99lnvHCN1db7hBb17H3zylUAgOLb069ePgoKCgO/ZbP6JgIfCfffdx+eff86PP/7IoEGDemTOY4UI6AnAhAkT+OGHH3j22Wf9gnEFglMFa6WFlm1N3oSaukVVfmNqF1WjMfl7GTVGDWuvWUr7rlbPXGUW1v1+GS1b/Tv6hPQJR3X5P9C5LW6q71iAbV0NAKrDTeOz67BvrCehS4inRla47qX+nKNt89okVeWpiRqCd/iL4TCXld0zC7xCE8DZ7GD3yztR7G4USUO9LoJmbShIEu5AhTMBxeHml7PmsenOVez513Z+OXMeBa/tDDgW4IrLI8jK9PTMlCQYOyaIiad3t1EnEAiOV8455xwaGhrYtGmT19bQ0MCGDRt6JFv86aef5sUXX+T999/njDPOOODjPv30U8LDw8nOzj7sNfQkwrMZgAMpTSAQnKyoisqGO1dTMasAVNClhTDhm0kEZYbQuNK3cHpQRjCuDv/uQjFnJFA1u8zH5ra4KfvY3xPQUdhG9l251M73FbMpV2diuf47//E/FtCnYDM6YqnVRWJS7PSzFiKtGcOXumrmv7KJXXGxTMgvoO+6JBpSw2lf5zuHMTmI/D0WuvoUy7e3kX5lBsVv7fbaJK1E0iWBC69X/1BO88ZGH9uOp7eScXMOjkYHxTP3YK+1kXheCjGTEggP1/LoI4lUVTkxGCQiI8VHsEBwInLBBRcwYsQILrnkEp544glMJhNPPfUUBoOBO+64A4Abb7yR//73v7hcnZ+RO3bsYMeOHd7XW7du5YsvviAoKMhbRmnWrFn89a9/5ZprriEjI4NVq1Z5x2dlZXlLIw0bNozrrruOPn36YLVa+fjjj/nqq6946aWXjqt4TRBiUyAQdKHsixIq9hOFzpI25l+3kjPeH03tvErstZ4tIkOckcxbe7P0jJ/95tAGaXEZtWzOSaUyPgKz1UG/vFKycsKomVPpM9acGkTQlGS2j+tFwvZKUKEwI57Y9Bji+0ZhW1/jM16XGMR2OYVafRQANo2RTXIO4wobcPz1BwZaNPQubSTC1Ybr8zrCXrmS9m8LPI3VASRIfmECc/5dTXZNm8/czVnR6CN8HzYljYSs89gURaWiwkloqIawMA0Fe/wz2tVWJx2l7aw6ex4hZVUYFCeb3wkj++UJpN/gySRNCFACqfi93ZR9UoTGrCXrD32Im57kN0YgEBwfyLLMjz/+yD333MOtt96Kw+HgtNNOY+nSpcTHe2LN3W63Xzehzz//nEcffdT7+oMPPuCDDz4gLS2N4uJiAObOnQvARx99xEcffeRz/MyZM/n9738PeLLRX3zxRaqrq5EkiQEDBvDRRx9x9dVXH6GrPnQkdd8emSAgjzzyCDt27PjNBCGHw4HD0Rno39HRwdlnn83ixYsJDg4+0ssUCHqMeb9bgfXbIh+bU6vh3KrLkGxuqr4vQ5Ig4ZwUnG1O5uV+7TfH4NdGM2uli21tnRnrGlQefzieXZfPw1KwN25Rlhjx8WmscgTz5VfN6B1O9A4X7cEmkpN1/GO6SvGZXyPbPJ4B96B40j6bwcKR3+Ppy9PJ8Cf7kXf/Gtq1ewukqwr9LIWkvnMWzuxEml7fDC6F8JsHEDQtnTeeLyfu2WXorC4koDXcTNJH07D+/mccDXafudNvziHqnkG88FINNTUuNBqYOiWU9jAtsdf+gFbp/BjdmhbLWZfHEveP/xGqeMSoAhQk92Zo2a0B73nhW7vYdv9+7lcZxv0wlaixPds3XSAQ/Dpt0r0+r0PUF47RSk4uhGezh5g5c+ZxW0xVcHzhaLJT/O5u2vJaiBofR+q1Wcja4yd0w5XoH0PYHGrG6VQJCtWRelVn311tiI6IkdE0ran32jRmDdFTEti5wNcj6UZi4xYr5v3DMxWV2jmV1PTLZMCOEnIKKtEoKi0hJjZNymWZPZEvzp1GVmUNFqOBosRYbptZRFehCVDwXU2n0ASQZPLMGWRMzqb4yyqKtzpAhbQt7fSaqnJ2cT6W2v227tsgvqSM5e1Ov7kbV9Xyzcx6amr2il43zPm5lRnXxfLcRWO5buFm4po62JgVzxeXDueqVXO9QhM8wfEpVR4Bn19gY8HCNhS3yumnh9A310Th63m+J1Q8AvREEJsztyp8sEMlSAf3DJM4I+34+V0WCATHB0Js9hDXX3+9j+t6n2dTINgfxaWw4pz5tG5rBqDiixKa1tUz5LUxx3Zh+zHsrhxmf1lCbK0ng9uu19J2fm+CggKXRUq9NoumdfUe9x0QOTYWU5wJrdONW+5yzJIyLEW+2dilHxdgP9tI7p4Kry2szcqwjYUsTAnBajSwLTPV+15+jUqgvHBbjX8GqFvSUDKvnp2PbvLa8v5vM/pIA8q8Ir/xHT8UoY82Yqvw3R6XDRr27LbhJ3LLOuh/WQq353oyloxa+HiGTESJ/70yuB3s3tHBE8/Vsm9nbcXKDv58bxz2Ov+1d+S3BrjK44vXNyr8YUHn08OcIpXlV0qMThTllwQCQSfiEbSH0Ov1BAcHe/8FBR1+r2PByUfdwiqv0NxH+SdF2Ot7plTGweK2uSn9qIAdj2ykfqknazs2ycCgxwbTkhROS7iZtqlZXP9o4MxG1a2w68ktXqEJUDe/isrZZeTsLPcZa7bYMa2tpCuqS0W7s87PHlTWTFGzf5SPY1QiUpcWjJJGIub0eL+xEipVs0v97JVflaBN9S/DpEsNIf3GXn72xPNTCbf6/4xM+Q28M13Dlus0fHmeTOktGi7Kkdncy7+WVNuwTOYu6mD/EC5VhZ9/bg3kqMUQd/yXRHp7i28VAbcK724VpeIEAoEvQmwKBEcRV7t/5rbqVnFbA5fWOZKoboUV585n0x9Wkf/iDlacu4Dd/9pGW14LNXcvI6yimbBmC9E/7KL2P55t3rol1az93TLWXrOU2vmV2Bvs2KqsfnNXfFlMbn4F41bvJL2khn55pUxZugUs/lvUSBDV6p9oA7BW6yu43IAhJ4RRn09EG+ZJstEEaRk2czx9rkhAq+x3f1WVdFsFOpf/OXWRBqL/ORrJ1Lm5o00MIuKPQ8i6M5foCXEgezLRU6/LIvOOPgzbVYLW2Tl/QnUj2arn2gfESFyUIxNj9qjGxU2h1ISEdy4F2JKaQXO+b0ISgN3iRnH4//yD0o98SaTCZpV3tygsLTu00P1A7dNFS3WBQNAVsY0eAJvN5m16X1VVRUdHB/Pnzwc8pQYiIg6uT7RAsI+4qYloQ3S42joFUPiwKMwpR98TXjO30ifWEmDPi9ux19lQ7L7eqZL/7CF8cCQrL1oEe5Nhqr4vY8SsCcgG2W+8LlRHaVIUW3PTsJgMJNQ0ATWY4w1Yi7v0TFfB3OIvNiWgxKjHERFCptWOS5LYbTby+yQDtrVWXC2ee+jucJH/7x2MfmEgY9q3UqGPwSobSHDUE6ZYsF+cRM36Fm9NTckgk/3HXMzDo8nc+XtaP9+FHKQj9Mo+aCKMbP7jauqX7q3tqah0FLQha2WGTo0i+P311MaEYbI5iGrpIOXp6QHv7YCyQuLamn2uZeiiNZTnGMjrneUzNlftQHX4iz1rVWABfihsrlX5pUJlQIzEackeNThzq8JNc5V9P04uzZH4/LzuO0gF4o7BMjfP7fzZ62S4ZaDwYQgEAl+E2AxAY2MjDz74oI9t3+s333yT4cOHH4tlCU4C3DZ/L1Z3BcOPNIE8ku52F4oz8DZo0bt7vEIT8JQoej3PT2gCdMSGsHpYHOreLj+VCZFsijEyxlBIQ5exOpxg0uPs6t3VSFzQX8f2hc2kldRQH2wkdWwqZ2TJLDh3k8/Q5vUN1OY7iJyUSdqifK9dHpxE1A0DyLXr2P7YZmxumYhYPftqcOjSQon6y4j97omFkg/zfeZuWF5L9U/lRIyORv/eHpKrPHU1g3uFEtIvPOC9GhXtv+Vubm4jqbCaUe1u8jMSUCSJzJIa+qZFEqgPiaWrKD9Enl6t8NdlnT+jG/pLvD5F5r4lis+P83+7VRaXKkxMPXCxeNNAmRA9fLDdkyB09zCZ4fE959pUVZVFZSq7G+GMNIleEcJtKhCciAixGYDExETWrVv32wMFgoOkdn6lnzhr296MpaQdc1rPlMhqWFlL2axCNGYt6Tf0IqR3WMBxcdOTkPUyiqNzPREjo8m8pTdlHxf6dNdJu6EXjavrqI8IpiougiCLndSK+m63/7eVKV6huY9SjYn6Yv8+4OFYkEelU/NThY/dEGvkGXs5O79e67WZ60px3zIFe4BkIGtpB6ZvbsDx3CLcq0qQhyShv38S7btbmfNKCRsnDMFm1BPaZqHutrVcsXq6XxUAZ4vTJ/7Uu/YPC6id76kBuo/2Pa1U/K+YlCszKPmggKY19cSdmUjCuanEX9UPy/O+9Uc14zJIGJCFa1YhaeUej7KkkUi+bCiFr+f5tOsECMo4/G30RqvKIyt8L+g/21Su6KPSGCBMOK8RJqb623+Ny/vIXH4EGq2pqsrFsxW+3uO5LxLw9jSZm4TnVCA44RBiUyA4ihjiTAHtmm4yvQ+Wqh/KWHv1Uq8oKv0gn9MWnElo33C/saYkMyM+msD2hzbQUdBGzKR4Br40CnNKEON+mEL+yztwNNhJvjSDtN9n88VLJSzUdwqXgox4bh7mpn5DI3P6prElKZqUpnbO21KIye4vKg0OF+2KEfBVOc7YCEJj/JNhVKdC4bNbAZBVz3ktO1uomVOBNlSHq9U3FjN8aCRSqBGuGYVrcBamMYnI0cEsvfhnVg/rhbK3M1hriJkl6enM2NVCeD/fkJiQPmHIRo2P0AawlHYE9OA2rqpjz4vb6dgbi1k2q5D4s5MZOet0DK9ehP3hn6DJijwyFeN/r2RAXBhBDdXIP60jSLZhunokYQMiiZ2WSM2P+4ltCXL/ORjwtMTsKGrHlBKE1nxwH9llbWAP8DzQbFPpHQm79mt+JAGTU48fz+HCUtUrNMHzK/3AUoVr+0oYtMfPOgUCwW8jxKZAcBQJ7R8e0F7yfj459w047PkLXtnp431zW9wUvbObQS+ODDjeODqelr+Pp7XVTdbwIMwpHjHcsrmRhl9qcdTbkXUy0VMSmLtDIajdyoCdpWjcCruyE8nv0PLa6YNY2DsFgNUZsDIjgZ9HdLD2u3aawzu9tcPa6okYE0fTpmafNUScl4USoLeEKSWIlk2NxFlbCHN64hfbtCbatzf5CU0AS3EHtQ8spfHZvbsSWpn4N8+gqElC6VL7sSPISKtWT3iAe5J4URrlswp915JkpjVAX3dnm8MrNPdR/UM5HUVtBP1hPLqbR6O22JBjPPeh/bs8SubUY5X7gqqS+u4eBiZ+Sd3CLtejgqWknYovi9nzr+2obhVkyLqrL/0eGxJg1YHpFw2JwVC53468QQMTU2U+iYArvnezuwnCDfD0BJmcyONHxO32v9002qDeCkminbxAcEIhxKZAcBTpulW6j6Y1XSMZD439E49+zQbQ2urmoX9U0NTkcX3Nm9/GjTdEMzjYzpZ7O7eu6xZVs+7O1ZjtkUxasd1bpSexpony0kgWnzXWZ96KiGA2bq9j8vIdlCZF02E2kFjTRFRLOyn/mkHpR4Wda5IhbkYya3+/zG991rIOUpIgfkcVQXQAYHOZsBVWozFrcFt8XXZau71TaAK4FGrvWUJIgn9fc43LTXSqiY4ON5s2WzGbZAYONKHRSPR/YigdBa00rfZsdcdMTiDx4jRq5lT4zeMOUF0APLGfQRkhSHotUkyn4N5y3zqsktnzQpIo1WcQ/dI6FFt/vznyX95Bw7LaToMCBf/eQdy0RKLHxwU8b1e0ssQX52n43Y9u8pshPghePcOTNR9jhrwbNJS2QlwQGI8zb+EZqRISPs9O5ERAUsjxtU6BQPDbCLEpEBxFTInmgEIpcnzPdIpJviyDHds2+touT0dVFJxvr8L1407kjEj0f57I0q2SV2juY/bsZmLN/jUvWxZVMTKo0accpASYGzpQAtS6cW2sQ+tWyCyt9bEXvLLTV/wqsPmGpbhb/fd6nc0Ooq1FBO8VmgAmrLi/XU/2Py9k11NbvfaIEdEEh8p0LSyktDkYdEkYu4rrKE2O8dpHKi1UVTl57ulKMvcUEtnRxvzh2fzh+b6YIw1oHhnHjnnNmEwSfS+OIi5CQjbKKLbOrXR9tIGkS9OpnV/lc05JKxExIgbV6sD13Q5wK2jP7YcUbKDJt6mS594qofipKjyZ8KgqdIl9rV1QdcBiE2BMosTuGzVUdUCs2SNAvWuVJNICh/Qec2osfreEdP/SqAKB4ARAiE2B4Cgz4IWRbLp9pfeb1JweRPrv/QuJHwpZd+WiulXKZhUiGzVk/aEPcVOTsN3zDc6XlgKeWpWu/23G/sQtfse3tbuxNHT42QFkp78gjLTYGVVSxuq0lP1sHfTL30wV/kXWG1f7C1lrkwu9WcLRJTleH2VAm++fMa+3W+j94EAiRsZQt6iK4OxQki9LR6m1eIo87pdirYk2MvCNsRjP+xrj5z+iU500pybRZ9ONPPdiHbd8+yW9aj2F5t3rlrE15CJapw7gvx90epo35lXx6COJDHtvPFv+vBZ7tRVzejBDXh9N5OgYSj8q6PRAaiQGvjASqlvoGP8qaqlnL1hKCMW87E6C08y0Fftek2l4MokJaVR+WeK16SL0JF+WQduyKpyS78d0cObBJ5JJkkRiz+SfHTW+K/CPkV3m71wWCAQnAEJsCgRHmdQrM4kYGkX1D+UYYo0kXpiGNujg/hSVNhtbTv83vbdswKrV8+NpZ3D2t9cRYZbodW8/et3bzztWtbtwvrUSBWjRBKNV3YRUtTKmppBvpCT2D5ccMzoYxxf+acoqsCEjjvG7fL/t20P1vPHDp/xz/IVsSo4jtamF/1v+BX2sZVQQj1ZV0Kku7LIeAEegit+SRO/zoyn7bwmtOhOqJBHkspNzzyBsd20l2O0rzuwGTzJR7OQEYicneO1yQhByuAFlvzRrTXwQtiUlJM5d6fXKhubnY7n9ayJro7xCE0CjqqS9M48XJd90bJcLlixp53fXphA7PBz7dzvRD01AO8zjXRz3/VRK/ruH1h3NpF/fi5A+4dju/NIrNAHUqlbsj8/DkBpDe1EHquSJITUr7dSF9WbkyyNI3rmdhg1NGFQnCedlosRribG1UWUK92b2m1wOIhN0/vfwJCQ5xN/dmyJiNQWCExIhNgWCY4Ax3oQxyYzGqPFrvXgg7DnrTQZvXA2Aye3kmvmzeeXaCO768nz/wYpCh0vHxuBcnLJHqIS72hhpUrnrzli++aaZ5hYXI0cEceUVkaz+0D8OUQIa4kNgl6/dEGugsjWbm1bsBHYCYFHTsKWpJOfXkWmrQIebDtnIdlMG5om9KSnaw6LeqVSFBTG0rJbTSksJCjEQa28n1t6Ouvd88rIS9LILm6LDqHq23l3IaC8OnEjVMb/ER2gCOLY1UP+XeX691N2fbaTPmf796IOaWpECeHAVRcU1exvWyz8AmwsroL16KIYPrmLdtcup/r4MgOJ39zD0rbFE5NX6z5FXi5wY5xWaABY5GHO7C/ujPxO0ahf7SvsrH61HSo4i2OUgvb2eDq0BreomyOVAH6DN5snIdf0k3tjkKccEoJHg8fGi7JFAcCIixKZAcJRp3d7EsnMXUq3qMFsdxCbqGf/zNAwByv90R9jG7X62M+csRlXPQ+oS4yeZ9GyL7I3T2vlF3awNoaTJzLCBRqLXtVGXX01kYwwaVziaQF5WGc7K9+8xHlRtwdnlY8QtaalN7UfOthVeb2KQYqOvtQjTHVdwE0loqq2YnC6emj4CZ1QWOSs74y/3HWPf3kD85bk0f7yNKm0EMipBOidxL50Z8J5IusDlo2wW/6Qsl6xh0J8Gw+ylvpd5ehYTpkQw65POmkAaDZw2PgjbxK/A1inEXR9voGNgFqU/VbA8J5m6YBPDS2vR/209p1+XTduCciyYkVEJpo3gM3qRPDDDL8Yz+fIM3C9847dGeXMpodfm0vrhTsKdHu9u6LW56HNOjQ5mYQaJtddo+DRPpcYC52dJ9I8RyUECwYmIEJsCwVFm4RN5fDdiAHaDDlSVrOJqEt/II/cfgw94DtXlv5Uqu3SoLhVJ5/uFbKu10mGV6fo1XTW/hsqff6JtRwsANXMqKP2wgPChkRhddhRJgyJJ6BQXrphgwqubaUbvM4fBIOFs3+eL3Lc4FX1tm9/5ghUbC7dZuP6bDeTUNQPQZDLw1EVjuGNsEnzfpdzQuCSkfgaq/1dNpT4GBYk4ZyMR3+3AeL1/KSfz5BT0/aJwbO+Mtww6JxPHsCTcjxag2a9au2NwBtGT0nG8fCG2h+cgtViRx6RjmnkFMzLCMBolVqzowGSSOOvMMDIjFNrLm/3O2bq6nAfPH0dBbDgAn4zozR1LtjBUa6CJKO84q2zGfM5gkkcn4mpzUvSepxtT2vW9SL02i8pHZbruENuDgkh4/0xCLsjGurYa4/A4Qi787dhex+4mJIMGXdqJ7wEN1kvcNFAITIHgREeITYHgKDPPHkaUpY3c0gqsBj2bstLZsqGeXDxdU2xVVgwxRmRd91uGhabexDpqvQLKLhko1GeTYnGy89ntlMwuR58azOgnBpO/sjHgHE6HG+uuVh9bR0EbwSaFFEuzj1hsqnZgiQmFVl8voSHRjK6umJdHj2FDShwJrR3cuXIVxtHJsG6rz1i3QUfrvEqv0ASIsNq5ZPlOjIsnoKyooGOv4DSNSSD6sbEUTfqIMkNnolG1Phrjc9sZeP1IVLeCvcGOIcaIJElIGpnURZfS+Px67JvrMJ2WROSfhuJaW4r9Ud9kk9D6OlRVRX/XaehuHYPaakOO7sygmTwplMmTfMWa1CsGdY9vgtPs7D4U7FetU5UkPh7Zm3s++sn3ZivQ8tFOTKMTSb8xh/Qbc3ze3tkQxmCpCr3q8ZxaJT0lHRGMkCVCLupFyEW/LTLdDVbKz/8W6y+eONTgC7JI/ORsZOOR/5hX22yoNpe3nqhAIBDsjxCbAsFRxGZXSK6t54Ll67xibnheIRsmDqJhVS0bb12JpbgdQ6yRAf8aQeL5gXsHOkPCWOyeSqKzDAUNZbpUHLKRRdf+gn2JZ5vWUdrGwsnVmG/t7+dlBGhvcxNw43lTjd/4EIeN9qBYaPVN1tFFGXhm0jC+yvWIp8KYMLYnnsXWiG1+02qTQ0lv6aBrre4+ra1ERerZfv8ZLBw4FAmYfl4kadEm6jsMfvPUt+qomVvBlnvWYC23YE4PZvBro4keH4c2xkzs06f5HrCh3G8ONb8etaEDKTrYUwsz+rdFUpMcSTCNaHGjAm2aMEo1Zk96/360mAw4FMn/nrsD11hVVZUOxcCq4P5EO5tRJIkGbThhroPrKlX38Aqv0ARo/6aAppc3EnHPMEre30PDijpC+4aTcUsOujD9r8x04Kiqiv2eb3C+sQIcbjRTczB9ci1SVNBvHywQCE4ZRLS1QHAUMRpkJm7e6SNEQq02+jXVsu665ViKPa1e7LU2Ntz8C/Z6T8KLqqoo+5X00Vvb6JCD2WPIpcCQg0M2osGFbYlvPKDWrdI2ryzgWvTOwMXe3Rp/aapoZcyZ/qnALruDb3r39bE1m0x8ne8/r1rYSMrp/vVEMybFsWx5G2+/U09+mZs9ZW5efa2ODRstmMck+o039Ylg3fXLsZZ7ugpZittZd90y3IH6MgLy0CQ/m5QeiRRpDjjerah8uF3hlrluXt6gYHGqOMva6NjVQQ3x1BBLNQm0uUM4y92E1KX70fCWZuJu7lKkXSsTdoN/4XbwlCUypQbhljTU6KOo00WiSDLJl2cEHN8d1uX+dYGsyyvYeOsKtt63jsqvSsh7fDMrzlvgqeHZA7g+Wo/z38vA4bn37nm7sd//XY/MLRAITh6E2BQIjiJqYwfh7e1+9jiTgr3a12uo2BUafqnlhx9buP0PpVx/YzFvvFmLtcNFgzPcbw63GtgTplb716oEiB0TA13bRKoKtvhwXF2SjNojQwnkHrVVtyMHaDXpdAfYNMmMIvV32SRdmu6dK3xoFMOeGsqSpf73ZMnSNjIeHoFs6PyYkg0ysRdn+nXucdTbadnsCRdwtjqpXViFpcQzp/b0bHS379flKMSA8c1LkOTAH3+3zlP43U8K72xRuXuhwtT/uZHDDUhmLSDhQo+y1yc8ZnI0T+hqieqwIqkqw2sb+OD6ECL/NJT4t6ZgGp9E0NkZpPx8EaYR/nVH9zHs3XFoQjrvWdy0RNJ/n93t+EAYBkb7GzMjqPiqxMfUsqmR+qUBqsvvxW1zU/55Efmv7KQ93xNmoaoqdY+sYHfka+wKepnquxaiOt245u/2O941198mEAhObcQ2ukBwFHEuKSRY7aAD321bRS8jG2QUu29sYZlLxydfdsZc/rKiA6MWogI9J8oSkgqSqmBW2nFIBpyyAX03ZRml4noMigO7Zu9WtaqS4GygoSOe0qAowhxWNKpCm86I3aolKS2YhuW+JX2MSRFMyStjTr90ry2q3crp0TLtsolgxSN0nWjYUxPCcFVl2Lvj6PvoEFwdTkJyPO1rtNpmv/VpNRL5L233uSeqohLSO9z/WrQS5tRgan6uYN0Nyz1iVIKsO3Pp9/hQjK9fgv5PE1AKG9CMzUAKDZz5X9WuMnObr3heUQnLmrT0f3Ak9f9Y4bWbJyYTNDWNv06XuLfORlullaj+aUgaz88m/JaBhN8yMPDN70LkqBim77qYhhU1GBPMhPU/+Izz6MfGYllWgavU00fJMDCakKtzYaZ/GIHbErjNpqvDxfLpc7194Hc+spHh75+GqaGVhkdXecc1v7oJbYyJkJwYvznk3v42gUBwaiPEpkBwFGlpgVBaUAErZmTcBNNOuTaX3g/msPPRTd6xaddls7bZ/090w1Yb07SSX591bZgOU2MdqirTrvEkt4S4W3CGJmALkCPUkGftFJoAkkSNLgpzkIb2dg3NBhMGxYlV1gESWX/MpfynCqplA0EWO+FahT6PDeO2M+eR0tTGxpRY4ls7uGBTAak3R7IqqA/BihW94qRZG4Jb0lD6ylYy/jwYU5LvFva0qWFs327zOlplGaZMDib/EV+vnOpUadnYQPqNvSh+b4/Xnn13X/TRBjbfvbrT66l62mMmXZRG+NAo5JxY5JxfbwvaYvc0IAqyORidV44iSazqk0yT3UD0w6MxnZaEZUEp+j6RhF6ag7S3SL0hxnhQpasCoQ3SEjfVf8s/EPX1Lr7+tonSUge9c4xceEE4QZnhZO25gY55JUhGLeaJyUgamZA+YbTltXiPlU0aoicGbndZ/mmhV2gCqC6VnY9uIifZv5tP2zcFRM2/ENesDSg79npKQwwYnphxEFctEAhOBYTYFAh6gJZtTRS/sxuXxUXKFZnEnpEQcJxFa6JBF02Ss44ImgEoNCSipoXxp4gM6qbrGFdQSV5qNH+8ozeRO/23lyMjtKgBkk3cFjcmxUattnO7tk0TRkhtIzb8hZBL1gK+IkKRZBKvysT91E/0cuxCxoWNELYmjqQSA99PH06HRUVCZcIoM5HDohnx+ii0t67knG3FSKj0+n0apsHRqFIlbZog9s9Cql/fRKBIxKFDzDzwl3gWL2lD1sAZk0LJyTFQHKzF2eTwGasN1THwzyNJujSdls2NRIyIIWJYFNbyDmxV/iEDzRsbCB8a5WcPRJ8oialKK9e+tpAwix2ApkVbGH/5NCCEoIkpBE1M+fVJjjAul8oTT1VRV+cR1UVFDoqLHTz09wQkvYbgszN9D+jStUmxuqlfWkP8mcl+c1tK/VuVWkra0Y70F+naxCCkyCDMG/+M67vt0GJDc14/n6x+gUAgACE2BYLDpmVbE8un/Izb6kmSqPi8mGHvjSPpknS/sebUIDabUqnWRRKsWGjVBNOuMVMUG4Ph0zweWuXpwjMpv4IFd7bx8JcjWbK0jYYGz9waDVx0UTilr0qoTl/BKdvttMn+STyyO3DiTPiYGBoWdY3dU4lJUpFdRWw19cMuGUh0ljOkYRUPvzOVjHXFpJXX49Rq2FWayLbTw8j6ZgVjmzbRpjFjVmwY3tuG+f4HCVKsdMgm78ySqhDSL7Lb+9i/v4n+/U0+tuw/9vXx9hqTzN77GjUmlqgxnSLIYJbQyy4ciu/HWsTwALGMv8LDO3bStFdoAkS02ah8bScxL/rX9jwWbN9h9QrNfeTtslFV5SShSytL1a3QtqPZb47m9Q0BxWbctETyX9rhY4udlkjkvQNp+3wX7gZPwppk0hL991Ge/+u16C4edDiXJBAITnKE2BQIDpOS/+zxCs19FLyeF1hspni8Pq3aYFr3i9ssV3Rctda3F+SEtYW4K3J58vEkVqzswGJRGDHCTGKCnoogDck1pSQ5PHUfK3XRlEanENTWjJUuZWdyo2GTFQVPRuC+EuxJl6cFEJsSln98z5agCbglz8dDvTYWu20HyfN2klHSWTB91MZ8Cr4IIe3zTWhRiHDv9cJ2gOuLLcTdNYSyV7bilmRAQgrWkfb7364XuT+97u1HcK9Qqn8sx5RkJv2mHPQR/uWQAFyz1qNzOnBoOj/WNLgJyQ07qHNS7u9N7ihsO7g5jiCaQP3l8TyIdEXSyIQNjKBli2/Bqe48vVHj4uj31DB2P7MVZ4uDmMkJDHxxJPpYExnbrqPl452oNjehV/VBn3GQ93UvdRaVynboH939tfQkzhYHpR8VYCluJ3ZKInHTDyxUQSAQ9BxCbAoEh0lXoemxdXqe1L29tiWdxlvKqCsjbG3o3f5xcda8Zizbmwj6sJAQg4zW3BsSEsnNcRNd2lnmKN1RTXBmHKvqo4kst2Lf61E0qe38ktofub2R7bmpBFnsOHVajDYHqWsCF3svaw/HLft+NBTrM4itbfUba/uxFAxacPludWPW0ftPfTAsL8KxoRpigkh4ebxfrOaBkHBuCgnn/vbWdfuOJjo0vvO70VC3pPqAYyEBYiYn0LS23sfWXVjEsaBvXyPJSTrKKzpLVw0aaCI2NnAm2MAXR7L68sU46j3e2pSrM4k7s/v7kXVHHzJuyUGxudEGd86pjQ8i6s/DD2vtf1/m5rm1Kk4F0kLh6/M1DIk7coLTbXOz/My53i5ZRW/vpvffBtL7gQFH7JwCgcAfITYFgsMk+YoMymb5tlpMuSoL1eXGfu+3ON/xZPHqrh9J29ABNJv0vD5hEOtSY4ltt3Dt6jwurG6mVKvB6OoUrirQvKWJghc7tzVr51cxdvYZhFX7l64xbiuhI3oIYZKTUFcjTkmPVRNMbH49S3IzUGWJ9mCPCLUbdGxsshHIv9WsjURyK0S42lAliSaNJ7nHrdEAvrU55XormnEZuOfu55UNMaC7bDCl587GvazCE7LZ4aDhxjmEF96IHNwzBcW7opuWAx+v97Pvyw4/UHrd24+OwjYqvyoBWSLl8gwyb+/TU8s8bGRZ4q9/TeCHH1ooK3OQk2PgrLO69zJGDI9m6vYLaVpThzHRTHD2b7exlLUycnDPVsZbVq7y5OrO0I+SVrjxZzcbfnfkvoaqvy/zCs195L+8g+w/9UVjOLii+QKB4NARYlMgOEzcFk+ZHfZ9j0oQkhuK85XlOF9Z7h3nfGMFkfeaeGnSEEqiQhlWWktxVCj/mjKUNFc5ya5Sv63u8nke72Wou4UgpY0GTTRrX9vNYLeGrn4sq00muqkNl6SnVdsZGxntdqAG2K4sqlQCik29EQbWbMekeryV7bKRzaZs0Pt/OZtdTpzLC6nTRqBBwSFp0Vrd6NZWYl3mW2TcXWelfU4xoZfk+M0D4LK4qPquDFebk4RzUjDGe4Sxa+EenG+vBElCd+sYtBM99Sc7itpoWOnpihM+OJKQC/oQ03cndTss3jmDe4UQc3rgzOvu0Bg1DHt3HANfGIkkgTakm9pRx5CwUA1XXdl9/GtXNEYN0RO6r/N5NFhe4Z/UtrEWOhwqQfoj4910NNr9bO52F4rNfcTFptOtYnNDyBG6NoHgREKITYHgMCl+d3en0ARQoeQ/+YTU7PAbqy7PJzYmhYfmrEGrqLgl+GR4bzYMiiCJzi4LEiArbiwWN4Ot69Gpblo0YSQ6y9mwwk7DyGyMO0vR7s0mdyNRl56OXOX/hW6o7yC43er1au4jrSRwYe9sarxCEyBYsTHEsptduWfQ/ItvtrI5Sk9RbQx7wlIoT4xEUiG5sgHjvFJPFnSXTjVyUGDhZq+3sXjMD9hrPWEG2+5fx8hPTidKbcU6411v8XnX55swzb2VskLY+pe13vuefmMvBr4wkhELzqXwtZ2e1oz9w8m+u+9Bezb3oQs9PJGpFNTjeHEJalUr2gsGoLv20LegHU12NGbtCe2NGxAgTys7HMxHUMvHz0hm+0MbfGq1xpyR0GPtOrvjpfUKj61UaLLBlDSJD2fIxAcJ0Sk4dRFiUyA4TAKVIVLdKmpqOM+OmcCHA4agVRRuW7+am5Ic3Lh4O9q9IkyjwpXrdrE7rrdfgx5FkoloraJWm0iNrjNmMLmumMamdOyGGNKd5UgqlOgTsCdGQ2UDXXE22hm7dhe/jOxDR5ARSVHIKagiqaMdh99oCHf6J8iYVAe5d/Ri5cpan2pJWX/qx+q/2flp/BAcBo9q2JabSnR9PTnX5NL6QafgNgyMJmhaWsB7uOupLV6hue/+bbxtBRP6tfh2OVJU7C8uZceGEB+BX/zeHtKu70XYgAhy/nJ48XiKU6H4vd3UL60huFcomX/ogzHW9NsH7j9HdSuWUf9GbfCIc9dXW1GKGzE8PO2g5rFWWNhw8y80/FKLNlRHzl/6k/3Hvr994HHIjEyJy3KgdVY+43aW0R5sYMLf+iJJB1ct4GAwJQcx8tOJ7Hx0E5aidmKnJND/2cOLO/0tlpWr3LOo849kfonKrXMVvr3wxH1QEAgOFyE2BYLDJO26bOoWVfvZ3rL25/HYTg/KX6bOICy9kbgFv/iM1agwUWqnq59RRiVEtVOh801OKdelkd1USq59tVegRtorKLZF0qwGQ5dWk6gq4a0Wpi/YSH1kMOFtNowOJ+bhUTjW+YtTe0oU5gbf7GsVCBsezegvJ1P01i7cNjep12aRfEk67/233is0AWxGPevcIZz+3hhMoxOwLCnH0DeSiLuGdOtlbFxd72dzNDpQbf79292tDtwd/h1w2na1EDbg4DvvdGXz3asp+7gzBrdqdhkTV519UF5F10frvUJzH46Xlh602Nx892oafvF0bXK1Otnx8EYihkURNS4OZ6sTVNXHS1fyQT4lM/NBgvSbcki9KrO7qXE02cl/aQfNGxuJGBZF9t190YUfOY+fLEk8tnMnu37a4rWpN1XSvvxsgrP8S3b1FLGTE4idfPQSvH4q8k/0+7GoZ3rRCwQnKkJsCgQHgdWqsH6DBUVRGT4sCLNZJvHCNIYDxf/ZA7JExk05xM9I5rNX2+laNP17Qww3SyqKup8gVFUiLRYagzQ4OzoThGIiwDA6G37okjUuScRIjX6e0CRrMVvo77dmCZUFk3J5f0hvWoKM9C2p5YHlmxh2Zy7rf7/cb/zGsycyYsuH6JXOtaxL70Uft56kLl/caqsNRwARZtFpkLQyEbcPIuL2367BGD48yqdzDYBs1KC7cRT2BXt87MY7x2F4uMCnl7yklXxqbh4qjkY75Z8W+dg6CtuomVNB4vmpBzyPagvQDtIeuEXkr1G7oMrPVjO3gtJZhZ51qpB4URqDXx1N1exSNt+12jtu0/qVaIwaki4K7E1eddEimjd4Hjbql1RTv7yG0+ZNP+g1HgzF7/n2TXdb3JR/Ukifh06eOp0ZYfsHcO+zHZu1CATHCz2bbigQnMTU1zu5/8Fy3nyrjrffqee++8uoqvJ43hIvTGPsd1MY++0Z3jI9ESb/GK3IYJlQu6Vza1hVMbmdOHY3Mu7rSUSHKIQ4rSTSTs7fBtFYH+hPVCUi0d+ujTQSpFj87I1hZl4eP5DkliauX7kKg2znnT+eQeK0eELw9b4FqVaCnG6eOPNKVsTlsjE8i6/7j2XWyElERwd4Ng3WM7i9ws88pPfBPcf2f3Io+mjf+pm5Dw9Ef+VQdO9egTIgCUalYfz4avSXDWLYe+MwJHi2tjVBWga9POqQyip1RXEqAcMiFLtHeFsrLZS8n0/1nHLU/UpVWRwqDR2dr3VXDgGj7z3QXX/wReGDMvy78XQUdVD2USGqS0V1q1T8r5i857ZR+lGh39jSjwsCztu0vt4rNL22NfW0bA5cDktw4FydKzFkv+cerQxPnya+agWnNsKzKRAcIN9930JTU6e3r7VV4dvZzdx2a0zA8fefbmBBvgXXXg1i1sEt6Q4atKbOrW5JwqrV0x4ZQsOfFhJZ4SnSjhVq7lhAR1KgeogSVekDSWaNj3ezxJRJWIoGV5kNh6xHQkUF1o7N5P558/n73Hnesa+edhptmYMJdlho03cWgVcUiciaBk5bUYtdMWPHTGiZg/FSEQaDf/kfSZY5949Z1L2cx5q0XkgqjHXXcOYfR6MqCu6fd6Fsr0YzMRvN8O5rZWrNOqZsucBTfLu0ncQL0ogcEU3NvArW/aMId3s8SJC1HfoBkixhtypUxYZjtDmoml1G8mUZyLrD+1I3xpmInZpI7bxKr00fZSDuzGRq5lWw9uql3mSTiFHRjJ09hX8ucfLiMgcWJ0zJ1jDrShMxWdGY5t+O4/F5qJUtaC8cgP5vUw56PX0fG8K665ahujwCOHxoFNY6/1qtOz4rIzHdSIyzkSRHHRKeQv9thYFbRwYS1L9m7ynSb+jFrqe2el9rzBqSr+x+q/9ExKyTWHmVhq/zPcXrz8uSyI4QyUGCUxshNgWCA6S62j9+MJBtH5Oztay5M4j/rnei18KNI3SYfi6mTvYXRJqMcOwf5FMcFUV9aDBRHR1k1NZjlp20qKpPHKakquxe5aLCNJZ0ZyGSqlKiz6BuvYHRD2Rje2AdTr0ekAhzWBndT8eMRxb4nO+O5cvROgagU12Ma9uMrCpU6aMpMCTTUu1Cs18WuayqpGq7v073oDRGxNaRuXoTkf1CGfzGeHR6DdaLZ+L6qlNY6J86G8ODZ3Q7jzZIS+atvb2vFZfChttW4m7fu/2sQsGreUSOiWXZi3uYM2YgDr0nVnRHZQPxX5eQdlmgzusHx7D3xrHrqS3ULakmuFcYff42EF2ojh0PbfTJam5aXc/3/87nicbOsIL5+W7u/s7GrCvNaMdloP3plsNaS8I5KUxefx41P1dgjDcRPyOZOVev8BtXjZ5+jmZSrJ0hAOHudnYWBhbfESOiCR0Q4RO6EJQdcsA95A+VnAcGoI8yUvVtKfoYI9l35R7ReM1jhUErcUUfITAFgn0I377guGJjjcp9i908tNxNUfPxFVTftW83QK/ATk0vvfPLufvlr7nn64Vkm9xEjgscVxg5PpZ1KWk4nFpCG2xYHTqW9OlNjOwg2t6OtHfbXVYUYmUL7lYXtboE1pjHsTpoPNW6JE8i0A39iOoDQx159KWIhHNjuPh0MzrFN3ZUVlUaPt5Mlr0SvepCi0KKo5Y0RxWuALpS1gf+qHDb3Kw8bwE186tx1dqpXVTH6iuW4F5R5CM0ARyPzUVtsQacJxDWcgvOev86ifn/3sGyoBiv0ASoSIxizeoOv7GHgi5MT/+nhzNp5TmM+OA0Qvp4Au7ad7f4jS3a5N9V6efdgXvRHypB6cFk3tqbxPNTkXUypkt7YTF2JvLY9Fp2900muqLc79gEh2er3NFkp+idXex5fhvtBW1IkuTXlclS2kFLl7jZnkaSJDJuzmHs91MYPnP8ERe3AsGR4v3330eSJL9/Dz74YLfHVFVVcf/99zN48GBCQkJITk7mqquuoqSkxGfc4sWLA859xRVX+M353XffMWjQIIxGIzk5OcycObPHr7UnEJ5NwXHD3GKFs79SvNvOr2xws+YaDb0jjw8PwVlnhrHh3SLyg8NAguSKesJeKMN13flog/z/lMpvmcPWT6pxyjpY20Tcp+8wNP860m7sRcl7nUkvsVMTaCy3EdrSuT2qVRQiGjqwhmmIdFgIc1pxSBoMiguXyUCT2f987mgzuy/8nOTNnm4+IXYr7i+X03DtQPRaPab9Wkq6JJn6dRWEd5kj0t2CdG0OzetW+tgTLwicHFO/pBpbla+AbNnUiOUXf+GD1Yla3YYUdmBlhExJZiSdhOr0fehQ7G6a44P8xrfGHDkPmbKrlghHC41a30wP84houpYR6BV1ZJ/hR50Tw98XD8O83bNdXpEQyaQZkZg7glG7lHY1pgZjq7aydPIcbBWeeN5dT29l1P8mUfG/Yp+xqkOh9KMCBjxzZEsDCQQnE3PmzCEsrPNzISlg6JOH9evX89VXX3HDDTcwevRo6uvr+b//+z9GjhzJtm3biInx9V7MnDmTPn06w5eio33LhC1fvpwLL7yQm266iZdeeomFCxdy4403EhISwiWXXNJDV9gzCLEpOG54arXqFZoArQ54eYPCa1MOvj6d4nCjKp7OKT1F66YGhizawSA8RdclPLnmdYurSDjbPx4x75NynHKnsKqRwym56gcGLbic7Hv6Uv1DOTET4gntG87C29b4HW+0O6mLi8ScX49GVTGpnu3kRlWPpdXl98fboNEzfrGvN1GjqtT8ZxOtxnT6dxRhVJ3YJS27jWmEdPjH/u1MjOH0K1IJdjgpeGUnLqub1Ksy6XWfJ8u9+L3dlH1ShMasJevOPmgCiGwAeVI2il4Djk4vn5QdjZTzG67g/efQySRfmk7ZLN/s8MQL08is11FQ5pvdPWjqkavX6N5QTm9rCdtNmbRqg5FVN2n2aiaebuC1ZTJbqjy/uCYdPH2W4TdmOzzMJpmHHkvlpzlh1Na6mDjQxORJISjJp2Ods9NbSF+VIOKFs9jzzi6v0ARQHAq7ntnS3fTU1TmZ+d8Gdu60kZio4+qrIumbe3B1RgWCU4Vhw4b5icDuGD9+PHl5eWi1nZ+bY8eOJTU1lQ8++IA///nPPuP79+/P8OHdP/z93//9H6NGjeLNN98EYNKkSRQUFPCPf/xDiE2BoDsarP7b5g0HvusKgKqo7Hh4I8X/2Y3iVEm+NJ2BL4xAY/L8qtuqLDhbnN6t0YOh8O08wD/2RB/pLy5cFicW2f8LunpnO9lAUEowSRekeVshRobJdC2lbjHqSYmBCnM4EQ4LkqrSojPRodPjjgtGW+97c2xRZtyKjA7fbVx3h0KbHMLK4AEYVCcOSYcqSYSZmmnX6wl2eDyeVq0Wq8mOfksRGbf0JuOW3j7zFL6Zx7YHOnuP1y+rYez3ZxA+LIrm9Z2ZzYkXpBI0PAHnp9di+cM3OKps6HtHEPzZVUhda4D+BoNeHg2y5CnzI0mkXp1J1p253FTj4vkXaqivdyFJMHFiCMOGHn42endoRqZixMUwyy7skhatqqCNMhHUL4a1g7TM3uGiwaJyXl8tCaGe35DGtfVU/K8YbbCWtOuyMacFTtY5FKKitFxzte8WtDypF6aFt+N8cyUoKrqbRqGd2hvb9yv9jreWdZD1h1y2Pdj585T1MqnXZvHsy7WUlHh+J0pKHDz/Qg0vvZBCSIgoSi4QHA7h4eF+tuTkZGJiYqisrPQ/4Few2+0sWrSIZ5991sd+xRVX8Mknn1BcXEx6evphrLZnEWJTcNxwWW+ZrfVKF9vBiZPSDwooeHWn93XZrEKM8Sb6PDyIzXev9pSHUVRC+oYx8pOJBKUfuACo/rYsoN2U6C9ytGYdDp0GvdNX+O1MTWFoaTvrr19O07oGNEFaet3TF71RQ7tRh9nmRAbckoRDr8EQH4JF24JF6yto+z3Un22/X47R7gmwbAkxkXNuIqUr4smxda7TJunQj0xFWZOPLEnYJU+snwo4Q43EOgrYFZlJkzmExPZKztuVj9o8za+GJ0Dhm7t8DYpK6X/zGfPNGRS/u5vWbU1Ejokh7TpP73Kry0h1UxgqwbAbIj8uIHZQ91tMgZB1MkNeG8PA5z1lg/Z5qlOS9bzwr2SKih2EhWoCl2XqQeSsaAzPnI397z9hcLogxIDhvcuRjDr0wCUDfXsuVn1fxtprl3rLrBa9s5vTl5xFUOaRTYbRnp6N9vRsH5smxP/eGGJNZN7eB22ojvLPi9GF6cn6Qx/sscGUlDT7jLXbVbZstTJubM+JZYHgZKFfv37U19eTlpbGzTffzP33349Gc+APZrt376a2tpbc3Fy/92bMmEFDQwMJCQlceeWVPPbYY5hMHidGQUEBTqfTZ5sd8M6Tl5cnxKZAEIgHR0lYXBLvb1MxaeHe4TIX5Rxc/FvNXP+ajzXzKgnpF07pB501B9t2tLDtwXWM+nQi9nobTevqCekdRlBG92LAU6i7y3pUFdmoYdtf11P0zm5QVeLPTmHgSyOQFX9PbX1YKJvvXkPT3s497g4XeY9vof+zwwjer1uORlUJb7ViVQL/icZH6zAsPpvlbxThUCWGXJdKP72F+bporLKBaGczDklHpS6aWJv/drkENKUmw2qJvo17YG95RbesRz69X8Bz2mv83cwdxe3oQnX0utf3GMXuouaOBai2vWJbhcbn1hF6dS7GQQe+lb6PQOEQsiyRlXlkt6z3R/+XyWivG4Gyuw7N4CSk4O7PnffEFp96/q5WJ7uf38aQ18YchZX6Yq/0/7m5rZ4QhNSrs0i9Ostr7+hwo9WCq0v9+bAw4dUUCPYnISGBRx99lFGjRiFJErNnz+ahhx6ioqKCV1999YDmUFWVP/7xjyQmJnLllVd67WFhYdx///1MmDABk8nEwoUL+de//sXOnTv5/vvvAWhq8iTzdfWWRkR4uqg1Nh5fNXOF2BQcN2hliSdP0/DkaYc+hznVP3HEnBJE48paP3vjijrKPy9i052rPCVtJOh1bz9y/zE44NxGjROr20BtVCj1kSGEt1pIqG6k5L97KHw9zzuu6ttSbFUdaN3+beuSGluoX+vfIrJuaddmlR6cDf7Z2ADaYB1ZfYPIeqWzY5DapiPdVU2RLtGbyJJir8aRMRRVqvDtMQ5oJ2RiWd8fQ2E+Guy4MeD64wWYDb5eus4T+JuMAby6AK6yNtz1/iLHtrH2kMTm0URxKex8ZBNlHxciG2Uy78gl+y6Pt0CODUGO/W3vpKXUv79846q6Hl/rgWBM8A/n2OeNb97YQPWP5RjiTKRcnkFQiI7p08L44cfOzPs+vY3062s8ausVCI4lFST7vPavLuxh+vTpTJ/e2XFr2rRpmEwmXnzxRf7+97+TkPDbLVIfeeQRFixYwJw5cwgK6vzuGjJkCEOGDPG+njx5MgkJCdx5552sWbOGkSMPvkHEsUaUPhKcVGTe0QdDXOcXozZES879/QntG+43NiQ3jK33reusnajCnue305bnX+IGIHxAKJv7prF4fH+29U1j+ehcVg/LoeDVPL+xTWsa/LSZCvQaFExQgLqCrlaHnw3AmGCm65526ICIgNejmvRo9BpGtm+nj7WYEe07iHE1kxAbyvqhvi0LW8NMDL8oiRWOHLYYh5KnH8oq81jWb/cX6/uInea/BZ58aXrAsbq0ULQJ/nOZRh+9HtWHyp4XtlPwyk4cjXZslVZ2PLSBii+LD2oOXai/YNcEqCBwNMi8vQ/6qE4vrGzU0Osv/Sn7pJClk+aw+9ltbP3zWpZOmoOrzcmVV0Ty53vjmHFWKDffGM39f4k76FhbgeBU5LLLLsPtdrNp06bfHPvOO+/w2GOP8dZbb3HGGd3XH95/bvBktEOnB7Olxff7ap/HMzIy8mCWfsQRYlNw4uJwwqfL4blvYIcnTtGcGsxpC6aTel02addnM2nVOYQPiSLlqkyiTovzHqqL0JNxSw7OFn+R17I18PaD+Y4R7M7yFUulKTHU6/UBx7vlzi9oFY9mbEuLpN8TQ33qVkaMiiakbwSS0tUTquJosPt5FDWmwFuaitVNvhpHvjEZp6SlXB/LJnMOjhobv/90FBsvH8SeXrEUnpHF2DlTaVxZi7PFiV0xYVGCwS3TvKoOS4m/Vw5gwHPDidpbJ1Q2asi+p2/ALHwASachfuZ05Ii9IkcnE/PkeAx9jq8PwEBUfVvqZ6vsJl63O9J+n+1nS7ni8AvO78PV4aLg9Tw23bmK0lmFPq0zuxKUGcLEVWfT9/Gh9HloEJNWnU3U6Fjyntjs87vVvqeVsr194YcMNnPVlVGcfnoI+m5qrAoEgkPj66+/5vbbb+exxx7jhhtuOKQ5srKy0Ol05OX5Ojv2ve4ay3msEdvoghMTmwNOfxjW7K1X+eBH8N+7aBk4gJXnL8TR6Nl+bl7fwNjvp6AL0zPu+yk0rKjF0WgnZmI8kk5GH23AsX/hcAkihkVT8XUJm+9ejavFiS5Sz5A3xrD2owrUCH/PnDXUTHidf0Fx7X4xm/tkp662g7hpuZyx+XxK/puPOSWIlCszyH9kLWoX75GkKjgDbEV311JQG6IjalwsDb/QWQ9SloibnkhIrJZ/vt0f6Nx2rylvJbmjCaPiCdALcdkxKU40wYE/FoxxJsb9OBVbrRWtWYs2uJvt9r0ET08nu+IW7Jvq0GWFo409ctniPYk+2n/L2BBzcLGhve7ph7XMQtmnRUgypF6bRcatvX/7wANAVVVWXrCApjX1AJR+WEDDLzW/Gg9qjDV5QwH2Yav2j+W1VVv8bPv47zaF/2xT0MkSfxwqcV62EKECwf58+umnaDQany3wrixevJgrr7ySm2++mYcffvig5gYYMWIEAAaDgUmTJvHFF19w9913e8d99tln5ObmHlfJQSDEpuBE5YuVnUITQFHgwQ/ZOfJKr9AEaNnSRPF7e7wJLFFjfTv4DHl9DBtuXoGzxYFskMn9x2C0oTrW37Dcm+DhbHSw9qqluGJDMfePxGLuFB5al5u45rbAazRKYPMVhuraaqyVFnZPn4WUX0mlNoa6hQNwry71aUkJoEoa4nrpaFiDjwcq7Xf+XrN9DH17LBvvWEX9kmqMSWb6PjKYkJzAZZ6CVKdXaO4jxGlH7nBAVPcxesbYA6+5KJt0mMYkHvD444GcP/ej4ZdaVKfnF0AXpifz9oPzEsh6DYNfHc2A54aDJB1WvVf3zhrcC3Yj58SimZpDw7Iar9DcR9msInIfHowx/sB/NvEzkn29uBLEzwjsqX5/m8L1c/Z5T1UWlqrMuQSmpQvBKTg1mT59OpMnT2bAgAEAzJ49m7fffpu7776b+Ph4AM444wxKSkrIz88HYOfOnVxwwQX06tWLa6+9llWrVnnni4mJISvLk6x3zTXXkJ2dzdChQzEajSxcuJAXX3yRCy64wKfu5sMPP8zEiRO54447uOyyy1i0aBGzZs3is88+O1q34YARYlNwYlLsn/BDZRPtef7t9tp2BY7BBIibHMfUW2RavykiuFcY+ikh7PmowCeTGDzeREkjMXZNHuuGZNMcFkRwu5WhWwoJt9vQOFuIdzWiIFOhj8EiGwlxdtCCb3ymc3c91vGPMahot2deYOsndTgT0/D7c1RVEq/KIfic3hS+sQvF7ib1mixSr82iO0zJQYydfQbtRW3IehlzUvcxmI0rAiclWUva0aWGdnvcyU70hHgmLp9B+WdFyCYNqVdlYkru/j7+Gvvqux4qjrdXYr/tC29yl+bcfjhvmuo/UFFxtTnhIMTmoJc8SQbVP5RhjDfR+68DiRgWuH3kO1t8/yBU4KX1ihCbglOWPn368N5771FeXo6iKOTk5PDSSy9x1113ece43W5c+5V2WL16NS0tLbS0tDBu3Dif+a677jref/99wFNO6eOPP+b555/HbreTkZHB3/72N/7617/6HDN+/Hi++uorHnroId577z1SU1N59913ufTSS4/chR8ikqqqgffkBIdFe3s7EydOZPHixQQHi/p0Pc76Ahj+F1/b1EFsyJjqKQC+H4NeGUXa77JRVZWGX2px1NuJmZzgSeK47U14a27n4MhgKp57gPX3bPI7pX5wJI5NnnhOl0b2ZpunuurIsnR6iBQkirRJaLWtFOp7+cwRSx2jW5f62Jxo2Tn1copXWX28m2a9iyl11x3wLQFwtTtZf8Nyan72FAiOPzuZoe+OQxsgOWXt1YsxfrIJjarglmS0qoJNoyN99VXdig7B0UO1u2hP+Cc0+YZS6GffxKI/7vDx4IcNiuT0pWcd9DncNjdNa+owJgURHCBxbR9jPnaxqsrXFmaA5ruEv0JwcpEnveDzuo967zFaycmF+KQQnJgMy4I3b4WHP4G6VpjUH/7zB/rqg+goaqNpdT2SRiLlqkxSr87EbXOz6uKFNCz3eES1YTpGfzKByJkLfedtbCfRWsrWGCN1bQpFUaGkN7QSF65B71LYl060f1kjg8s39k1GJUxtpz4iGrqEcuqj9dDqa9PhQp8dAWttPh7VxDv6c7DseX67V2gCVP9QTsHLO+j94EC/saa0EEqCIlEkGVWS0ChukGUGDYo46PMKeh61ocNPaAJIFc2M+WYy2/+xkbYdzUSNjaXfk8MAKCtz8N0PzTQ1uRk2xMy0aaHIcuBM8sbVday5coknCQ1I/V0Wg14eFTDzfGS8xKoqX79Eix32NKn0ihCZ6gKB4NcRYlNw4nLrdLhpCticEOSJMTQCp82dTkdxO9ogLYYYj730v7u9QhPA1eJk+8ObCFTSU5KgeOYM7vnWRrDFTrtJzzPnmpjw1nLsWxw45M7sc43qJlRjwSFpqdDHYJf0RLuacWlk6uRo6NI60pmbiVoiI+0nVq2mUFyhoaD4uo7KPyuh76PD2PR9FWv+vQuHTSHs0iyuuSu121I09b/4b43XL68lUGpK7BkJFL7WmcnoljVow3RIGiEejgfkxDDkfvEo26v3M0pop/QiLDuSsd/6lktpaHTx2OOVWPe2fd2500ZTs5srrwhcAWDzPWu8QhM83bcSzkshbqp/iauLcmRe3uj7u2zQQLRomQ6AtbwDjVkbsHWtQCAQpY8EJzoajVdo7k9QerBXaAIU/Hun35imzY1w/WSc6GkigVaiUSJDaTh3HO+8W8UrnyzirU8X8casBXzxRgmx02Lpby3E7PZ4m0yKjf6WApR+SawL6kOxIZEqfTRbzdkUGxJwtbn9zqno9Ugz70SN9mxZutLiMS57OGANRkkrsWd+NcXXLCJ+TQWpW6oIe3g5Lz5e2O3tCOntnwzUXR94S6l/Br2rxYm1vPuMZMHRxfjptcgDPBUQpOggjO9ejpwduCj+ypXtXqG5jwULWwOOddvdtG1v9rM3bwhc9mtCMkxL930IuXe4RITx1H4wsdVYWTbtZ+b1+4afe33JlvvWIiLTBAJ/hGdTcPJhc8CXKz3b6+ePxBUXhaW0HZ3biUZVUQGXLKNIOjoumEb5e1ZUl+cLQh8ZSlk13LZwCzsHZFATG47e7uTsPeVsv20wIzV2RnXswIWMBgUMWta747DLvsLNSuBsbkkDXDsR6fJxUN+GNtHjdUoJb6PwzV24OzqDyTNu6c3q1/IJ6fLl5f5fPupDmQG9mzl/6U/doiqsZR7BaE4L9msluY/gXv5JQLpwvY9IFxxbNP0TCNryF5SaNqQIE5L+4D+yVVX1+13RGDSE9g+ndVuzj727WF1Jkvj+QpkvdqvsaFA5PUViSprwVWz/63qaVnsqA6guleJ3dhM5OobkS9KP7cIEguMMITYFJxetFhj3N9i2N2HngQ/hoz9jtDuwa3U4933pqipGk0Tdwyu9QhPAkd9K8oeb+D43hZrYcI/NoGNr/wz6r6xjuyaN3lIJetWFQ9KyW5+GtT5w959AeNs76nWQ2Lm9GZwVwvi50yh7fA3aolpCLu9L0h/7snLBMv9JFNVbJL4r5tRgJq87j9r5lUiyROyUBGR94LI70ePjSLwojcqvSjwGWaLf40MPq0yP4Mggx/km7zia7JR/XoyzyU7iBWmE9AljzJhgvp3d7OPdnDwptNuQi4EvjWLNFYs9dWYlSLsum5gzuu/wpNNIXJl7ansyu1K/LEDYypJqITYFgi4IsSk4uXh/UafQBHC40D7xKVrdQGz7yzNJApsb+x7/skiGdhvVccl+9rw1rfTShdOgDcWoOLDJelRJPqg/ol+L6TL+bzVpn+3NjF+zEbutiSG39iN/SRnyft5NxwXZyL/SPlBj1JBwTuB6iV0ZPnM8DTfn0L6nlegJcQRl/Hbfb8GxxV5nY+mkn7ze693PbWPExxOIPzOZh/+eyPc/NNPY5Gb4UE+CUHdEjohm6vYLaVpXjynRTFCm+NkfLME5odhrfRMEA4WyCASnOkJsCk4udlf623aUo9P1Bq1vW0nF7sZqNmBssfvY5d5RBK+x0hbk2/FGX+Up3q5KMlZN51azxqTB1eL0O21LiImwts5sYrtOixweeItaKW3C8fg8H5vjn3PoWzaS5rdPZ9Oru3Ha3WgvyOIv96cHnONQiRob61fsXnD8Ujxzj1dogmf7dteTW4k/M5nUVD133H7gP0uNUUP0+LjfHigISN9Hh7DywoW4Wj1//2GDIkm7rvumCwLBqYoQm4KTisZmha65t4pTIVGtoUnr67kJUTuo6AghXqMnyO1AQaJJb8a+q53+O+pYNSwHdW/ZmIjmdvpVltEe4E9GCZC97QaWjutHSnk98TVNdAQZyctOIjw+kkC9aJS8WlC6JBa4FJTddYy/LIvxl/lnCAtOTWyV/glcv9ZmUnDkiBgezZQt51M7rxJduJ6YyQnIWhHLKhB0RYhNwUnF5u0wyc+qEqW0kWstolwfi4JMgrMeNSMKmymMikIZWVVQkVAliRAZUiobCGvdSGVcJCabg+SqBkL6B2Pd3EqubQdR7npaNWGsTx5JR5MLfZczWs16bAY9u7MS2Z3V2a7RFhR4G10zMhXMOrDs5yENMaAZ6r+dLzi1STgnhZKZ+T62+Bni9+RYoY8wkHxZxrFehkBwXCMewQQnNMquWpxfb0Gp9pR42RSaiQOdz5gycwrVMUnEOxsZ3pHHyI4dxDqbqNVE0O+JIUg62VvYPHZqIg5VRqO4CG230aegkrSKegwuB4Vh0QxU15PpLCBMaSHFWcqkip/RWex+69IoKhlm377jkqoysE9gsSmFmzAOCkbaW5dTwo0pRUUKFnX7BL7ETkmk/9PD0McYkfUyyVdk0O/xocd6WSck9gYb1nL/EmACgaBnEZ5NwQlLy+UfI3++HvD0apb+Ng3XObksXz+BBFcVJsWKS9KwNWooOotCq1EmytWCXdZTpo/DXmmn7JMiVGdngXW3xYVkknFLvhnZbklGbmkhpd03JjTM0UZESCPNzmgfuy05mAHfbsLWP5OquAjMVjsDdpbQ9m4jPD3c/2KKatCt3IgWCRUNEi6kHcDKXTAmUEl2wfGG6lKQjtIWaubtfci8vU/AskY9gWv+btwri9EMSUIzIxdJPrn8EqpbYfOf1lD2cSGqWyVqXCzDPzgNQ7Qo+yUQHAmE2BSckDhWlXqFJnjKAKlPzuX8FxLJ04SzRxPufU/T4kYK1lLtjKZav58olCSqZpf5zNvwSy36SK1Pj3IAVdIQbgj8pZ7gakXvlKnVRoAkEepqp7/SzjZLMOPX5PmUKWrZ2ilibVUW9FEGT2miVsve61CR2M8j2iK8Lsc7tk21VN8yD9vaGvT9ooh//QzME47OtvaREJq2P32N89+dJbe01wzD9OHVPX6eY0npx4WUflDgfd3wSy07/rGRIa+POYarEghOXk6ux1XBKUPLfzb62STA8crKgOOz7+4LXYqjR40LnLWrWPw7/wAknJZIpSHRx9aqCUO2QT9rEWPatzKqfRvDLLsIL65AG6L1rss7x/mptGxtYtGo75nb52t+zvmK0g8LYGA6DEjzPWFiJEwaEHAtguMD1aVQft632NZ66i06tjdQft63KO0HXnv1eEIpb8b5ynIfm+uj9bi3VXVzxIlJwPqYAWz707S+ns13r2bz3atpWt9wpJYmEJyUCLEpOCHRDA9cR7K9PfD47HNjyVXLMbut6BUnyY5ahv0+juDevnUIDfFG0s4LXNg6vF8k2i/vIy9yMDXaeArC+tLx7n244iIAMKpOzIonftMeEYr7LyNpCA8GwKWRKe2fRPpNOay/cTlteZ76ns4mB5v+uJr2wnb44e9w2VhIjoJzh8P8R8CgC7gWwfGBbVMtrrI2H5vSYseypPwYrejwUCtb/KsiAGpp0zFYzZEjJCdAW9dfqY9Zv7yG5dPmUvJ+PiXv57N82s80/PLr4lQgEHQixKbghCTylqHYQoJ9bE6zkbYI/3Z7kkbC8coyatQQ9iQnUhIfTYekw/H8YrRBvmLO1eYi+8nRAc/ZUdBO7Nnp5FQ/RFDe06TXPErC7/vRlJtFm2zyjrNLWkpi0vlxo5NYQwODXLtI1VVSG6Lnf/+rp31Xl37Vikr90mpIiYbP7oOyd2D23yBXZBgf72gTgkD238rWJp+YBdLlIclIiV0KwYcZ0UzIOqLntZS2s/GOlSyZ8BPbHlyHo8k/6a4nybg5h9D+4d7Xugg9uf8Y1O34wjfyfDqNqS6Vgtd3HcklCgQnFSJmU3DCosmOomqrlmDFjlXSE5oWTFCvcKzVvh4HQ4KJxcvcfDljCpG2RnSKi039J2FfsxZLu+92mLvDxa5ntnkewxSft4ge79l2l3UywVn7fSFnR3J2xm0kdXjmXpuSxuO1xVw192cGlxcBEGlp564F3/Ja6KWMCtfjbPbdZg3OOjHFyamOLimEiDsH0/RyZ1hHyGU5GAfFHMNVHTqSToPp2xux3fw5yqYK5Nw4DK9ffESrIigONyvOWYClxLMt0bK5kZYtTYz7ceoRO6cuXM+EJWdR9/ke2FpJxHUD0PfpWqG3E1e7y8/m7vBv5CAQCAIjxGYAiouLefbZZ9myZQtBQUHMmDGDO+64A51ObGkeK1RVZUsdhBsgLUzCva6U7btkmsydHhdjmY2si4KpX+wrNlOvyeSTOe3cvew/DKjeA0BRZDLfpp9FZn6j37nql1T5CU3wdAoKxNKz+7Npu4FNdG6/f52cxQf/meUzzuhyMnbtFno/OoHNf1rtSaEHEs5NIXpC/AHdB8HxR9y/JxE0IwPrikqMQ2IJPu/IegGPNJrhKQRt/DOqzYlkPPKfeXVLqr1Ccx8Nv9TSnt9KcHb37TYPF9fbKzHf/TW4FOzP/QDPnoP+3okBx6ZckUH94mofW/IVoramQHCgCLHZhdbWVm677TZSU1N57rnnqK2t5cUXX8Rms/HAAw8c6+WdkhS3qJzzlZvtDZ5km6v7Svx7wTqatL6eCJtsxBShIecv/Sl8exeqUyH12myy/pDLsA/e8QpNgIzGckab1lKny0Z1+saodVe+pmFFHeFDo/3sOzHiVY572eIyomg0yG7fZKPwGANpv88manwsdYurCe4VSvQE0S7wRCd4ejrB09OP9TJ6lKMhNIFuO+4cyTJSSn079nu/Bdfep0q3gv2B79FeMQQ50T92M+XKTNwWF8X/8XyGpN/Qi5QrMo/Y+gSCkw0hNrvw5Zdf0tHRwXPPPUdYmOdDx+1288wzz3DDDTcQE3Nibo+dCLg6XBS9tYumdfWEDYok8/Y+6EJ13LNIYfve3W4V+GiHynhrKAlY/ebQOi30eWgEiRel4Wi0EzkqBlkn06emiAZNFPn6HBySgSRXORkNZbRmDsBW7tvqTw3g1QQo+6yIrDtz/eyZO6sAX89kWmUz2utHwbsrvDaLxkDvVz1bg8HZoUfUayMQnChET4gjpG8YbTtavLa46YkEpQf/ylGHh7KjBuxdtsZdCsq26oBiEyD9xhzSb8w5YmsSCE5mhNjswooVKxg5cqRXaAJMnTqVp556ilWrVnHuuecew9Wd3Ky9Zil1Cz0lVqp/KKd2fiWnzZvOikr/7NitMckkqNW+9TBVFWOwxOorFlPzUwUAphQzo7+cTIctjN3mgSh7i7U3aaOIc1fitvjHYkmBd8sxRHni1hbudlJYauec4Ubiw7WM/GQTYwf0Y0VfT4Z8cl0LV3+2GvOeC7EPTab9/Y24o0IIf3Y6pv7iYUUg2B9JIzP2uykUvLyTlm1NRI2JJfMPfQ56ntbtTWz76wZaNjUSPjyKAc8MJ7hX4Ac6zcBEMOvBsl/stEGLPCTpUC9DIBD8CkJsdqG4uJjzzjvPxxYSEkJ0dDTFxcXHZlGnAG27WrxCcx9Na+ppWlfPwJgI5pf4Cs5BGWF+hdeRJAp3aKj5qbNQu7XMwtb719EWl4PS6Css64OScDf610M0Jptp297iZx/w1jgmvtzKEocZMKJf5+b93i0kmmUe+HIFVQuD6TDoyKpuQpJBUsF8+2jMtwfObhcIBB4M0Ub6PjbkkI9XHG5WXbwIW5Vnt6NuQRWrLlnEGRvORdL4b8dL4SaMb12C7bYvoMMBJh2GVy5Ejjly3lSB4FRGlD7qQmtrKyEh/pnBISEhtLa2BjjCg8PhoL293fuvo0N0fjkY3NbAhdTdVjfPT5SJM3faJqZIXHlRNLpw35gyjVlD9bxqutKwvIb4C9L97Look58NQNZo/P4ywkdE8m2RuldoenBoNfxlvYY+f/eUTEloaie7ugkJiD8zydMZSCAQHHEaVtZ5heY+LMXtNG/0TwDch+6a4QRX/BPzij8SXPkI+hvFQ6FAcKQQYrOHmDlzJhMnTvT+O/vsswFobm72jikvL6e0tNT7urW1lW3btvnMs2LFil99vWrVKtz7JZ3s2LGDpqbOgssn6jkqdFUE5fqKfH2qkaixMQyMkdh8hYXXhpWx4ioNiy7XEByqQx5j8LbnkXQyplvCcdTb6IriUgP2PA4aGzg2y1LUxogPJ2BINOMwaQgbEsmID05nw3b/GNGK8GCkGAMjPz2d4JxQNJFaEq5NZdjM0wAoXFfA6geXse3BdTSurT9hfh7iHOIch3uOhhW1zL/lB4pm7sa1N1ylp86httlwzd6Ge00Jq1atQhMWeJNOF2H41XNIYSY0Y9JZucO3I9nJ+PM4kc8hOPGRVFX1D4j7FSwWC8899xzjxo1jypQpR2pdx4ypU6dy/vnnc+edd/rYzzrrLGbMmMFdd90V8DiHw4HD0bkl29HRwdlnn83ixYsJDhZbMweCrcrCzsc307qmhtCBEfT+5zDMqYHvXcOqWn6ZPs/HFn1aHLXLa5C7/EYrgDnJjK3CNxEo47beFL3pX5g5clQ01XERzLOE0BFkJLTNwmRbPea/D+HsVWafsX0r6tn0aBS6UP/MXUtZB0tP/wlHw94C1RIMnzmexAvT/MYKBCcTBa/tZPvfNnhfhw+JZPzcaT3i7XevKMJy9rvQ7Hn405zdF9PX17PmmmXUzKnwjku8MJXh75922OcTdI/iUqj6tpTWbc1Ejo4hdloiUtfwphOMPOkFn9d91HuP0UpOLg46ZtNsNjN37lwGDeq+28KJTHp6ul9sZnt7O/X19aSnp3d7nF6vR6/XH9nFneQYwzQMaV0Dm5bDdg1EnAnP/g5kfwd83SL/7fL6ZTWoehkc/unkztYABZglQAN02cEPnhDP9zuCcAV5vhhbQ8zM0cXzpGrldmsr72mjcei0pNS18HKuNaDQBCj5z55OoQmgwu7ntwuxeQKgVLeirC9HHpSInBx+rJdzQqE4FXY/4+upat7YSPUP5T3yu2+7+xuv0ARw/7AD1+ebGPHhaZR9UkTL5kbCh0eTfFn6YZ9L8Ousu3YZ1T92tmbNuCWHAc+NOIYrEhyvHNI2emZmJlVVVb898ARk7NixrFmzhra2zn7H8+fPR5ZlRo8WMT1HlEc/g4+WgMsNVgc8Pxv+syDgUFOy2c+mDdFh7hvhZ5cBR6LvFr0COO0KWrP/89a21e24tL4eGJtRT2mFk9cfTiZ/ho2lSVXk/cHAGbd0X9g5UMs95xFuwyc4fBxv/EJH6v9hPeddOtIfx/H84mO9pBMKt8WFs8U/8c5W7R+G8ptz2d2UfVbE7ue20rzRU/9M2VzpP25TBbJeQ9p12Qx8YSSpV2V2W79T0DM0rW/wEZoAxe/tOaSfs+Dk55D+Gn/3u9/xxRdfUFJS0tPrOeZcfPHFmM1m/vznP7Nq1Spmz57Nv//9by666CJRY/NI8+OGA7MBKP7RH26bm5yrA4g/g8yClFRqE8xoJAcmqR17gpNNxW5cbf6lj/SVnkx02a1gsHm+NCVFJWOyp11lyqBwTrsypdst/n0E8uIIr+bxjdrQgf2eb8G5193tVrA/+D1KRfMxXdeJhC5MT/Rpvo0KJK1E3PSDKyukONysOHs+G29ZQd7jW1g6cQ7F7+1GM97/b1wzXhRYP9rYa/xFpepWsdcKsSnw55BKHxUXFxMXF8cVV1zB+PHjSU1NxWj0TcCQJImbbrqpRxZ5NAkNDeWNN97gueee489//jNBQUFccMEF3HHHHcd6aSc/6bGwrdTXlhEbcKjq8hebqltFDRAuZIg0EORo4bo9s9Ape0VEC6xQJlCP/wNEtF5hmrMO89xC9C43jeFB6G4ZQFTswYVJxJwez+DXR5P/4g6cLQ6SLk2nz8MnZ/jJyYK7u2LfW6uQk8KPyZpORIa+M5bNf1pD7bxKzOnB9H10CEGZ/lU+fo2q78tpWlvvY8t7YgvJsy/CdtFM1D11IEvobhuL9rx+Pbl8wQEQNT4ObZgOV0tniJI5PZjQ/v67SwLBIYnNt99+2/v/xYsXBxxzoopNgIyMDF5//fVjvYxTjprxpxH5/SZ0eL7sbVoT0u+mYQgwVhkej0uW0O7n4XRHGrEUt/uNdTbamb7tl06huZeUimLqtQG81SqE/9jZ2jKyuQPjR1vg7wff8zr16ixSrz6xe2WfSmgGJvgX+9ZrkIcmH7tFnYAYE8yM+mziYc1h7ZLQB3hioNOiCMp7AGVrFVJMcLcdfwRHFl2ojlGfTmTr/eto3dZE5OgYBr44Ekk+sROEBEeGQxKbs2fP7ul1CARs/18zzuBpJLoqcKOhUpdMr4XN9Brkv/02b4WVKI0M+wlITb0VXbi/99EQYyTV6qBFDqNCl4JGdZHqLCbaZEF1eqsndRJnhp2+Rd1tlRbqV9QSPTawp1VwciCFmTC+famn2He73VPs+98XIMcenFfuZKRxbT27n9mKtbyDuDOT6P3gQDTGI1dLNm5aIjv+sdEnZCbqtDi0IZ6EPE2AzwXB0SVqbCwTl8841ssQnAAckthMSEjo6XUIBNhrbThlE0X67E5bnaduZvOmRtrzW4kaG4sp0UxLUTsJTv9C8LVrG/xs1koL8j1TWPqvVFTJE6ZcpM/mtFvDmZuXztT5O5Hx9F1fl5VAdN9EMhb7J8C1bmsUYvMUQHf1MLTn9kPZVoWcG4cU4Z+MdqphKetg5XnzcVs8f3NtO1tw1NkZ/NqRS5oM6R3G0LfHsOOfm7BVWog+PZ4hR/B8AoHgyHHY7Sqbm5uprPRkByYmJhIeHn64UwpOURLOS6H0wwI/26Y7V3ntklZi8OtjiNxTR7vZQLDFN7tbbQ6Q7a1A8Q+1XqEJ4JANFJNOZGWbN0tOAowuF5tGZ5D13kYUu28JpYhh0Yd9jYITAynUiGZs95UGTjUqvy7xCs19lH9exMCXRiLrjlzWd/KlGSRdko7qVERHLoHgBOaQxebu3bv517/+xaZNm3zsgwcP5i9/+Qu9evU63LUJTjH6Pz0MVVWp/KYUQ5SRnPv7I8mSjwBVXSpb711DvA7qdHr0Wg16lxtF8vQi1xj8v/hkg0xHoX8sZ/WGBkbsqPWxDSipI7m+nhEfTmDtdctQrG6QIOvOXCE2BacsGpO/0JMNMtJRqC4kSRKSEJoCwQnNIYnN/Px8brrpJux2O6effjqZmZ6yE4WFhSxdupSbbrqJ//znP2RlicQIwYGjDdYx5LUxDHltjNdW8OpOv3Gudhch/cIobdSwelhvtIqC2WJjyNZi2vP9+9dHjomhZkktW/ulU5ISg9blps+eCrINgb/AYheXEPfhWKbtuIDqOZVEjowiOFskIQhOXZIuTmf3c9uw13S2g824pTeS5uSrZal22HF9sw3cCtrz+yOFmY71kgSCE55DEptvvfUWWq2W9957z8+DmZ+fzy233MKbb77Jc8891yOLFJy62BtsoKokuiqIcDfQKodRrktFPzGZVaUhKHu7CzWHBWEz6Jm+YYffHM5mBzsHp7E7NRGNy41LI7N+cBYZqRbkRf4FoiNwU/V9GZvvXo2j3o4+2sDgV0YTP0NkJAtOTfSRBk5bcCaFb+RhLesg7qxkUq48+cIMlNImLONeQS1vBkCKCca09A9o+sT9+oECgeBXOaTH0g0bNnDppZcG3CrPzs7mkksuYcOGbopxCwQHgcakYZBtA8Otq8ly5DPEtp6R1pUU2XReobmPxsgQnAGSORwNDmp6xTF8Uz4X/LiGC35cw/CN+ZTIgRM/YsZEs+HWFTjqPfGfjno762/+BVdbgJaXAsEpgjkliP5PDmPEhxNIvSrzhO+BHQjHc4u8QhNArWvH8fi8Y7cgwQlDe3s7ycnJSJLEunXrfnXsNddcQ69evQgKCiIiIoIJEyYwd+5cnzGPPPKIJ4QkwL/bbrvtN8e9+eabR+Q6D5VD8mzabDaioqK6fT86Ohqbzdbt+wLBgRLbW0+4s9jHFueqJiXSDvW+YlHndpMwKpKa8jYfuyHWQJ/KOpJKOuMzM0trse8J8WQFdakP7+5w4273LeztbnfRvLGB6Anxh31NAoHg+ETZXXdANoGgK//3f/+Hy+XfkS4QDoeDe++9l169emGz2XjvvfeYMWMGixYt4rTTTgPgpptu4swzz/Q5bunSpTzwwAOcddZZPnaTycTChQt9bPvCG48XDklsJiUlsXz5ci677LKA7y9fvpykJFEDTdAD1LX618EEkjfuItqaS310Zyxl/+JKsl/IpXZ2GaqzM5M849Y+WF7bTdduzVEVTbT7NyJC0klIGgnV3fmmpJEIyg49zIsRCATHM9qpObjn7vK1Tet9jFYjOFHIy8vjtdde4/nnn/fxOnbH559/7vP6rLPOIiMjgw8//NArNpOTk0lO9g3devPNN4mIiPATm7IsM3r08V0W7JC20WfMmMHKlSv5+9//TkFBAW63G7fbTX5+Pg899BCrVq3inHPO6em1Ck5Bauv0tMtBPja7pKfOEcHpK3Ywav1u+uaVMXnZVnptKyM4K5iwQZ3t0jRmDUHpwcQN8BeKEf3CiRjpm2EuGzWkXJFJr7/097HnPDAAU6KotygQnMzo7p6A9vcjQCuDLKG9dBD6v03p0XO4N1fg/HwTSpV/MqPgxOSuu+7itttuo3fvQ3sw0Wg0hIeH43B0dYl0YrPZ+Prrr7nkkkvQ6w+udfLxwCF5Nq+99lp27drF3LlzmTdvnjd2R1VVVFVlypQpXHPNNT26UMGpiT7WzGrTOAbaNhHhbqBFE8424yBiRsZRu7SBtPLO3sn6KAO186poXtdZ2N1tcbPtwfVk351L2UeFPnMbYo30eWgQW+5dQ92iKoJ7hdL3saEY4030+etAEi9IpWVTI+FDogjpI7LRBYKTHUmnwTTzStSXLgBF7fGC/rZbP8f59irPC50G4/tXoLtqWI+eQ3B0+eKLL9i6dStffvnlQeWqqKqK2+2mpaWFmTNnsmfPHt56661ux3///fe0trZy1VVX+b1ntVqJiYmhqamJnJwc7rnnHm6++eZDup4jxSGJTY1Gw1NPPcX555/PkiVLqKioADzb6xMnTmTUqFE9ukjBqUv0uDi2akJYGXSa1yaZZEJr/GOCHU12mtb5dxBq2dZI3ZIaP3v1T+X0fXRItz2cQ3PDCc0NP+S1CwSCA0cpbsS9ugR5YCKa3GOb/X0kyh25V5d0Ck0Apxv73d+gvWQQkv6w+6sIjgEWi4V7772XJ598ktDQgwuzeu+997yCMDg4mM8++4wxY8Z0O37WrFkkJSUxYcIEH3t2djbPPPMMQ4YMwWazMWvWLG655RZaWlq47777Dv6ijhAH9Bv+6KOPcvHFF9P//9u776goj/WB49/dZZcuXUAQRUFQFMWKHRV7w8So0fyuMbFdk5jEmBjTi6ZquolJNKbZYjSxGyuW2GtsqKCiNJHe2+7+/uC6ui4aQBCB53OO59ydd97ZGXbvvc/OO/NM8+JHi0ePHsXb25vg4OAHfp2AqN5s/e2w9LIm90q2ocyyrhXZlzJNK+sgJybbpNjcyQKFwnRxpsKs5uUIFKI6KvhqN/nP/mk4B10zsxfm7w2s2k5VMO1J0yNw9UnZ6OMyUDR0rIIeiZKcr2P8Q8f/LnVnzZqFq6sr48aNK/P7hIWF0apVK5KSklixYgUjRozgjz/+MFmPCcUnNW7YsIGnn34a5W1ZWG5/ijxw4EAKCgqYNWsWzz77LGq1usx9qwyl+n/bdevWERMTY3g9efJkDhw4UGmdEjVf4fJj5D76C3kvrEYXnXLHehln04wCTYCc6Cy02abnogPklhBsqh3NyY3LNSmvP+bB2q0nRG2kT8sl/6V1hkAToOCD7egu1Kxd4KoupnlJFQ0dUXjZ3//OiHsWHR3N3Llzefvtt0lPTyctLY2srOKT6rKysgz/+U6cnZ1p27Yt/fr1Y+HChfTv358XX3yxxLorV64kPz+fMWPGlKpvI0aMID09ncjIyLINqhKVKti0t7cnOfnm40m9voQtvEKUUv77W8kb9QtFy45R+MlOslt8jC6xhJlKio+nLMmdUhA5tDadIXBs70ziFtPk7WrbB+MXnxDVQW5MNpFfnOHi/AjykyoutZ0uMglyb8thq9ejPWU6E1idqfxdMZ87BCyL/3dH4V4Hi59Ho1DKE5bq6NKlSxQUFDBw4EAcHBxwcHBg8ODBAPTo0YPQ0LJtLGvTps0dg8MlS5bg7+9PUFDQPfe7qpTqMXpgYCA//PADCQkJhnUJ27dv5+rVq3e8R6FQMH78+IrppahRCj4wzgdGZj55k1Zg9ccTJnUt3EteO1W3pxsX5501CUY9RnoTvzaGwtTiXX1KcyUewxsYna9+Q01MSi1EZUg9kszewVvRZhfnETz/8Sm6bumLdSPbe25bGeAKjlaQknOzUK1C1bHhPbf9oNFMC0H9RAd0V1JRNnNFYSZnvldXrVq1YseOHUZlx48f5/nnn2f+/Pm0a9euTO3t2bOnxNyY8fHxhIeH89Zbb5W6rWXLlmFvb4+Pj0+Z+lCZShVsvvDCC7z11lssX74cvV6PQqFgx44dJn/oW0mwKe4oO9+kSLf3colVC5JN6wKkn0wtcdbzyo9RhkATQJev49L883iO8jbaja5xscB9cP0ydlyI2unC3FOGQBOKT9WKmneWwLnt77lthaUGy19Gkzd2KfqkbLA1x+KLYSjdamZeW4W9JSp7OW+9urO3tyckJKTEa23atKF169YA9OrVi+joaMOs5fr16/n5558ZNGgQ9evXJyUlhSVLlvDXX3+xdOlSk7aWLVuGTqcrcRf6jfcaO3Ys/v7+5ObmsnjxYlatWsVnn332wKzXhFIGm/Xq1eO7776jsLCQ5ORkBg8ezAsvvED37t0ru3+iBlL61UV3xnh3uMKx5BQj6adTSywvzCo5H1lJG4dSjyQRemIoNo3rkLg9HuuGNvg8H4DavjhXmV6v58AVLQoFtK+vkhlPIW6TG5NTqrLyMhvQDOuYN9GdT0Tp7YTCxrzC2haiKmm1WqOThRo3bkx+fj4vv/wySUlJODs7ExgYSHh4eIkx1ZIlS2jfvj2NGzcusX0fHx8+/fRTEhISUCgUtGjRgl9//bXU6zvvlzLlW1Cr1bi5uTFo0CCaN2+Ou7t7ZfVL1GDmP4wit/MXcMsJPeoXQgC4tiWWywsuoNfpafC4D+nHS948lHbINMURgH2Qk1GezRtlSo0K32kB+E4LMLp2PUtH34U5HIsrPnGotYeSv560wtla1lEJcYNrfw/STxj/d9Gtv+cdapePwtwMVYt6FdqmEPdTSEiIyZ6W8PBwo9f+/v78+eefpW7z0KFDd72+fPnyUrd1N1qtlvz8fKysbk78pKWlsXDhQlJSUhg1ahQtWrQod/vlSu715ptvlvsNhTDr0ACrPc9Q8MVu9Jn5qP+vLeoRrUjcGseBR8INZ5Unbo7DZ1oz0OvhttlGXWI2boM8SVh3M0tCnRYONHsniOyoTK5vL95cYOVlTbN377yoevb2AkOgCXA0VscHOwqYM8ii4gYsRDXX5IUA8hNyubr0Igq1Eu/xTfAaW/JMixCi+pk0aRL79+/n1KlTABQWFtKlSxfOnDkDwCeffMK+ffto1apVudqXTLKiSqiCG2IZ3NCo7PzcU4ZA84Zr66+aBJoA5rp8ghZ24dL350nZl0idAHsaTfHHzMqMjn/0JP2fFAozCnEMdkF5l3yah2NNUygdiik5rZIQtZVSo6Ll5x1oMbcdCqUChVKWmghRk+zZs4eHHnrI8Pr333/nzJkzzJs3j6CgIEaNGsUHH3zAsmXLytW+BJuiSmjztSSFJ6BQK3Hp7opCpSQzwvSs4ILruSj0OvSKWwJGvR7fnhaoLFT4PNMUnmlqcp9dYOmSJLf3VPH3ZePgsoOX7BAVoiR3++EmhKi+4uPj8fa+mQt2/fr1BAQE8N///heAiRMn3vU4zX8jwaa47zLOprGn918UZRYvmrZsYE23Hf3QZhWa1NWjxFtxiYv6RoYZzjraNGz/r2eF9OXVnhr2XC7iUEzxo/T29ZW8HCKbE4QQQtQeN85qvyE8PNxoptPd3Z3ExMRyty8/U8V9d/DRnYZAEyA3Optzs/5BV6QzqavT64nW+Bg9Ss8wcyDuZMm70cvKyVrJwWdsOPyMNUemWnPgaRscreQRoRBCiNrD29ubv/76C4C///6b+Ph4evToYbgeFxeHnZ1duduXmU1RqQp/PUzhDwfB3AzN1K6o+viRc9n0GK+k3QlgGmuiUEBRgWk+zeS/E/Ec3rDE98yKyiBm2SVQKKj/qDfW3v+eeLqNpzw6F0IIUTuNGzeOadOm0bx5c2JjY6lbty59+/Y1XD9w4AD+/nc7Kf7u7jnYvHr1KsnJyfj4+GBjY3OvzYkapPDHg+SNu7mYOPevc1hsnYxCrURfYBxZmtezIuuCaY5MbX4JEShg61fyL6zUI8nsHbgFbW7x44Cor87SZVPvUq/hFEIIIWqbZ599lszMTP7880+CgoJ47733DGmQkpOT2b9/P9OnTy93++V+jL57926GDh3Kww8/zMSJEzl79iwAKSkphIWFsXXr1nJ3StQMBd/tNy7Q6ylasJ/GTxn/OlKaK/H6zx3SqCgVmNUxPgVB7aDBe2KTEqtHfn7GEGgCaLOLiPzibNk7L4QQQtQSCoWC119/nSNHjrB9+3aCg4MN15ycnEhMTOSll14qd/vlCjYPHz7M9OnTsbOzY8KECUZJTB0dHfH09GTz5s3l7pSoGUpMj6JU0OytIFov6ETdPvXwGtuYnkeG4NzFtcQ2HIIc0TgZb9hRWarQa00frQMUJOWZlOVfNy0TQgghxN0lJSVx4cKFe26nXMHmggULaNKkCT/++COPPPKIyfUWLVpw7ty5e+6cqN7UUzoZF6iUqCcXl+m1eoqyCsm5lEX68RQs3axMZjABXELcyblkvMYzLy6XpF3XKEjN58RzB9jaajX7h+8g7XgK7kNMzzuvN9Sr4gYlhBBC1DA///wzEydONCqbOXMmrq6u+Pv707lzZzIzTZe6lVa51myeOXOGSZMmoVSWHKu6urqSlJRU7k6JmkE9ug1YqCn84SAKCzPUT3fBrEsjri67yLFJ+wz1knZdo8PvIVh6WpF5Jt2ojduPyLsh7VgSF78+S+LW4pOCci5lkXowiZ5HB1OQnM/lRZEolNDwySY0GOdTeYMUopZIPZLE1SUXUaqVeI31oU5T+6rukhCignz77bf4+fkZXh8+fJgPP/yQbt264e/vz8KFC/nkk0/KfYJkuYJNnU6HRqO54/W0tDTUatNZKlH7qB8KRP1QoFHZpe/Om9SL/PQMhemmeTYLUvJBgcnJQnkJeYZA84bC9AKu/RWL/6st8X+15T33XQhRLHFbPAce2WFYvhL9YyRdNveRjXdC1BCRkZFGT6pXrFiBo6MjmzdvRqPRoFAo+O2338odbJbrMbq3tzfHjh274/Xdu3fTpEnJGzhE7ZJ9OYuI2Sc48+YxMs6mAZCXkGtSLysyA6XG9OuoL9JTp7m9Sbl9aycUatP6ZtbyI0eIihb15RmjddLaXC0Xv5WlUkLUFOnp6UZ5NLdt20ZoaKhhYrFt27ZcuXKl3O2XK9gcOnQo27Zt488//zRsDlIoFOTl5fHxxx9z8uRJhg0bVu5OiZoh42waO9qv5fxHp4j87AzhndZzfVcClvWsTOoqLVTY+NYxKbdqYGOUAB4ABTh1rkuDscY72G186+Da36NCxyBETaXX6yn4bh85od+QO+pntIev3rFuYYbpU4fCNNMyIUT15ObmZtgIdP36dY4fP07Xrl0N17OyslCpyp+PulyP0YcPH86JEyeYPXs2n332GQqFgldffZW0tDR0Oh2DBw+mf//+5e6UqBlOzTyC7tY8mTo4Mm4PAbNak3rIeE2v58MNsaxvReLmuJuFSnAP8ypO0H4rPSTtTKDFx+2wb+XE9R3xWPvUwXtSE1TmkpxdiNIoeH8bBa9uMLwuWnMa6+MvoGxS16Su54iGpB1JNikTQtQMPXv2ZN68eTg6OrJjxw4UCgUDBw40XD937hweHuWfzCl3Uvd3332Xnj17smHDBqKjo9Hr9QQEBDBw4EB69epV7g6J6i03Jhu1ozlmVmakHU02uV6QlI/nKG+yozK5+O05dPlaPEd402RGC7YG/mlcWQd5cTkoLVXobsmdCWDd0AaFUoHX/zXG6//ukKNTCHFHhd/sNS7ILaTwx0OYvzfQpK73JD+0uVqu/BKFUqPEe5KfZHkQogZ555132Lt3ryGX5muvvUbDhg0BKCoqYuXKlTz88MPlbv+eThDq0aOH0dmZomZJP5VKwvoYzOta4Dm8IWa2d14PmRWZweHH95BxMhWVjRlNXmyO2k5D0e2bfpTFSy78X2uJ3yuB6HV6lGZK9Do9+ddM82HGLL8Et+XUNK9rgVPXkvNyCiFKSV9CrtqSyij+76zv8wH4Ph9QyZ0SQlQFT09PTp8+zZkzZ7Czs8PL6+aPyZycHL777jtatiz/xttynyAkarbYlZfZ2XUj5977h3+eO8iuHpsoTC+4Y/1jU/aRcTIVAG1WEWffPI7now1N6pm7WQLFa8CuLr3IlV+iyE/OK04AX8K3UVeoQ3fb0Zb5Sfmm6ziFEGVyI+etgYUZ6sfbV01nhBBVTqVS0aJFC6NAE6BOnToMHTrUMNNZHuWa2fz+++//tY5CoWD8+PHlaV48ACJm/QO6m7McWRcyuLrsEo0m+ZnU1eZpST1gmlc18a94k7L8uFwyz6WzL2wbeXHFu9LPvnmcThtCsfS0IvdKjlF9x/bOpB81zrWpMleiVJdwOpEQotQ0r4aicLKi6LfjKJxt0LwYgtLPdL2mEKJ2ycrKMuzBud3tgWhplSvY/O677+54TaFQoNfrJdis5nLjckzK8koog+KzzS29rMm9km1cP6Hk+he/jjAEmlCcH/PM60fJjTGtn3EyDStvG6NThBpOaILK8p5WgAhR6ykUCjT/7Yzmv52ruitCiAfAsmXLmDVrFmfPnr1jHa1We8drd1Ou/8des2ZNiR2IiYlhyZIlZGVl8dZbb5WrQ+LB4DbAk7hV0SZlJVEoFDR/rw2Hx+1BX1j8S8ilhxt5iXnkJ5iuw0wtYeNQysEkMP0RhTaniK5b+nLp+/NkX8qkbmg92QUrhBBCVKA///yT0aNH06RJEyZNmsT8+fMZPXo0RUVF/PnnnwQGBhrtTi8rhV5/hxXh5aTX65kwYQJBQUE89dRTFdl0tZKVlUVISAjh4eHY2NhUdXfKrCAlnxPPHiBhfQwaFwv8Xm5Bw3G+d70nNzaHxK1xWNa3xqWHG3/330LKvusm9dQOGgpTb1v/qVJg3dCG7Cjjs1eDvu1I/VGN7nk8QgghxL9ZY7fY6PWQ9DFV1JP7q0uXLqSmpnLkyBGysrKoW7cuW7dupWfPnpw6dYrOnTvz888/M3To0HK1X+EbhBQKBb169WL9+vUV3bS4jzSO5rT7pRuDro+i77mH/jXQBLD0sKLBWB/q9nQvTvIfX/JjdJNAk+Id5p039sY2wB4UoLJU4Tst4Gag+fdZeHYhvL0c4ko+L10IIYQQZffPP/8wduxYLCwsUCqLQ8Mbj8ybN2/OxIkTef/998vdfqUsfCssLCQ9Pb0ymhb3mUJV/t8jeddNH6EDKK1V6LKN133YBdhj4WpJj70lTNMv2QWPfX4zLcvXm+DYXKgn5zILIYQQ90qr1eLk5ASApWVx1phb4zg/Pz+++eabcrdf4TObZ86cYdmyZfe0RV7UDApFyTvGbX1Mj6XMKWFzkMHslcb5/xLT4fst99o9IYQQQlCcZzM6unifhqWlJXXr1uXIkSOG6+fOncPa2rrc7ZdrZvNOz+zT09PJyclBpVLx2muvlbtTomZQWanQZpnmwyzKNd3Nlp+Qa1JmkJJpWpZcQpkQQgghyqxTp05s3bqVd955B4AhQ4bw2WefYWlpiU6nY968eQwePLjc7Zcr2HR1dTWZtVIoFPj5+dGgQQOGDRtGvXr1yt0pUTMo1SVPnCs0pjOeKsu7nGk+ojN8ccsaYIWiuEwIIYQQ92zKlCn88ccf5ObmYmlpyezZszl48KAhs1BAQABz5swpd/sVnmfzXmRnZ7NkyRL2799PSkoKb7/9NoGBgaSlpbFixQp69+4tj+erEX1hyYkO3AfW58Ip4zW9dfve+cdJyvD+ZPwYiVvmZQoUGlJDu+PV2R9J6y6EEELcu3bt2tGuXTvDaxcXF44fP84///yDSqWiadOmho1D5fHAZMZOTU3lySefJDY2lvr16xMbG0t+fj4A9vb2rFu3jszMTKZNm1bFPRWlpc0rIfmrCrxGN+LiVxFos4sfsSstVHhPNj2Z6IYTM46RSXP+sW1eXLAfLLfFUzdUZs+FEEKIyhIYGFgh7TwwZ6N//fXXJCcn89NPP7FgwQJuT//ZvXt3Dh06VEW9E+Vh7W2aX9TCzZJL3543BJoAujwtV36MAiArKpOor84Ss+IS2jwt2jwtmafTTNopKTG8EEIIIR48pZrZbNeu3R13Ft+JQqHgwIEDpa6/Z88eHnnkEfz9/UlLSzO57uHhwbp168rUB1HxtPlaLi84T/Lfidj629HoKX/MnSxKrNvyq47s7rERfdHNHw4B77Tm0sLzJnXTT6QQv/4qh/+z21C/TouzdNnUG9tmdmSeMX7s7tDaqQJHJYQQQtQejRqV/bAUhUJBVFRUud6vVMHmwIEDyxxsllVaWhqeniUfhwigVCoNj9VF1Tk2eZ/hGMuE9TEkrI+h+98D0OVpubrkIllRmbj0cMOtnyf2gQ40Ch/Ct8uTyC+CsaE2eIQ6c2xVLGB8spDO0oyzbx83CkwzTqZyddklWn7WgYOP7qQgOR8U0OA/Prj0cr+fwxZCCCFqDC8vr0qP625VqmDzfpxz7uTkRGxs7B2vnzt3Djc3t0rvh7izvPgc4v4wPi89MyKda5tjOf/BKdJPFJ/sc2n+OZq81JyiiYF02mFBpn3xj4gfT8JWfz2X/0nD67a2k/YnotGabihK/jsR7/FN6H1mGKmHkrD0sMK6kW2ljE8IIYSoDcLDw+/r+z0wazY7d+7M6tWrSUpKMrl26tQp1q9fT/fu3augZ+IGXYEOSthgnrL/uiHQvCHqq7N8sbeAzFtOpizQwocHdbjFZZi0YZajxdzV0qQ8+3JxPk2VhQrnrq4SaAohhBDVzAMTbE6YMAGVSsWYMWOYN28eCoWCdevW8corrzBhwgRcXFwYO3ZsVXezVrNqYINTV1ejMnM3Syw9TE8V0OZoSUszTeh+PUuLWqszbVwBNn52puVFJadPEkIIIUTFOHbsGPPmzbvj9Xnz5nH8+PFyt1/uYPP48eM899xzhIaG0qFDB9q3b2/0r0OHDmVqz9nZmUWLFhEQEMCaNWvQ6/Vs2LCBrVu3EhwczPfff4+dXQnBiLiv2v3clYYTmmDbzI56DzWg8/pQ3Ad7gsp47YdtUzsGtzWdqRzup0RlYZrA3cLNEufuribl7kNvf+AuhBBCVL0NGzbQvXt3XFxcMDc3p1GjRkybNs3oTPGShISEoFAoTP5FREQY1UtPT+fJJ5/E0dERW1tbhg8fTnx8vEl7e/fupWPHjlhaWtKgQQM+/PBDk4w+/+btt99m/fr1d7y+ceNGw+lC5VGuPJtHjx5lypQp2NjY0Lx5c/7++2/atWtHTk4Op0+fxsfHB39//zK36+bmxieffEJWVhbR0dHo9Xrq168vQeYDRONoTuCcdkZlidvj4bb1loXpBTzWVEH4t5dZ6eiGVqXALyaZVpeuUf+5Zpz/4KRR/RaftWfztBM43FKmB+JsbWhSSWMRQgghyislJYUOHTowdepUnJycOHXqFG+99RanTp1i8+bNd723c+fOJify3H5ozciRIzl9+jTz58/HwsKCV199lf79+3P48GHMzIrDt8jISPr27Uvv3r2ZNWsW//zzDy+//DIqlYrp06eXeiyHDh1i6tSpd7zevXt3Pv/881K3d7tyBZs//PADzs7O/PLLLygUCnr37s24ceNo164d+/fvZ8aMGcyYMaPcnbKxsSEgIKDc99+L/fv3s3btWk6dOkVsbCyPPPLIPY2lNsgoIQ9mXlwul36JZNDPhxh6yy+s77s3Z/7j7lxdfJHcq9kAWPvaYmauwjIp26gNBRC9+CJMaliJvRdCCCHK7rHHHjN6HRISgrm5ORMnTiQuLu6ux3bb29sTHBx8x+v79u3jr7/+4q+//qJPnz4A+Pn50bRpU1atWsWIESMA+Pjjj3FycmLZsmVoNBp69erF9evXmT17Ns888wzm5ualGktSUhKOjo537W9Je2pKq1yP0U+fPk1YWBgODg6GrfM6XfE6vODgYAYMGMD8+fPL1GZCQsK//ktLSyvz1HBZ7du3jwsXLtC6dWtsbWUzSmk4dXIxKTOro+bkbzGobvu8Wl9M4K/vog2BJkD2hUxifr+MVlnCmeklPHIXQgghHkROTsU5oAsKCv6l5t1t3LgRe3t7evfubSjz8/OjVatWbNiwwaheWFgYGo3GUDZq1CjS0tLYt29fqd+vbt26nD59+o7XT506dddg9N+Ua2azoKAAF5fiAOPGAHNycgzXmzRpYvTHKI3BgweXKueThYUF7dq1Y9KkSTRpUvEPWJ999lmef/55AA4fPlzh7dcEer2ejNNpaOw1WHpaY9XQNCgvyihEpdNx+1YgpU6P9nquSf2sCxlobzt3tcBMReNODiZ1hRBCiAeFVqulsLCQM2fO8M477zBkyBCTR+K327lzJ9bW1mi1Wjp06MC7775Lt27dDNcjIiLw8/MziYuaNm1qWNuZnZ3N1atXTZYt+vv7G9aAhoSElGoMoaGhLFiwgAkTJpg8WT5z5gwLFy7koYceKlVbJSlXsOns7ExiYiIAlpaW2NraEhUVRY8ePQBITEw0rCcorfHjx/P3339z7tw5goODadCgAQCXL1/mwIED+Pn50aZNGy5fvsyePXs4dOgQ3333XbnWht7NvRw0X9PEr71K7O+XUdtr8J7sR52m9mRfzuLgyHAyI9JBAZ4jvXHs6AyASq+ljjabXKU5eUpz7BRakhWgvGVy83LXhgxwyubiDuP3cmjrTObpNNItNOSbq9ErFVhl59Oglf39G7AQQghRRg0aNDDkCe/Xrx9Lliy5a/3u3bvzn//8B19fX+Li4pgzZw6hoaHs3LmTjh07ApCamoq9vb3JvQ4ODqSkFKcavHHa4u31NBoNVlZWhnql8dprr7Fq1SratWvHE088QatWrYDizeA//PADGo2G119/vdTt3a5cwWazZs04ceKE4XWHDh1YsmQJbm5u6PV6fvvttzKvuWzUqBErVqxgyZIlNG7c2OhaZGQkkyZN4j//+Q/PPvssFy5c4Mknn2TBggUmC2xFxbi04DwnX7h5Fn3M75fpvmsAZ147WhxoAughZtklrBra4FSYRrPcS5ihQw9c0biibeKDFgUZfyca2nnKX4dzC3cufh1hyNmpMFfS8ElfzJ0tOPv2cazzih8/2LV0xG2Ax/0ashBCiFruXOCdTzK8kw0bNpCdnc3p06eZNWsWgwcPZsuWLahUJS8De/vtt41eDxo0iICAAN59990yPxWuKI0bN2bbtm08/vjjfP3110bXAgICWLRoEb6+vuVuv1zB5tChQ1m3bh15eXlYWFjw1FNPcfz4ccMf0MnJ6a67mkqyaNEiHnnkEZNAE8DHx4dHHnmEH374gdDQUHx9fQkLC7vrNv37raCgwGiNRnZ29l1qP/gufmOcgkGbVcSVnyNJOXDdpG5+XDZ++Vcw+99DcwXQoOAamfUURC9KNKp7+cN/iPKqY5QcXp+vI/KXS7R6qyX2rZ1I3BaHtbctniO9UWpkzaYQQogHV2BgIAAdO3akXbt2tGrVij/++IPhw4eX6n5ra2sGDhzI77//bihzcHDg6tWrJnVTU1MNaydvzGjenmqpoKCAnJycMq+xbNu2LadOneL48eNcuHABKF4W2bJlyzK1U5JyBZvBwcFGu6g8PT1ZtWoVBw8eRKVS0apVK2xsbMrUZnR0NA4Od16f5+DgQHT0zaMSvb29jdaJ3klWVlapdlB5eHigVqtL19kSLFq0iO+//77c9z9odPlakzJtnpY6AfYk7bpmVG7vocFCl4s5KajIQ4eafBxRRiSYtpGrJe9KFha3lUcfSqUV4BLihkuIHEsqhBCi+gkMDEStVhMZGXlP7fj7+7N161b0er3Rus2IiAhatGgBFAep9evXN8nPee7cOfR6fZmWGaanpxvSTLZq1crwGP1Wp06donnz5uUYTTmDzZJYWlre03GSjo6OhIeHG7bz30qv1xMeHm4UpaemplKnTp1/bXfr1q3MmjXrX+v9/vvv/7qg927GjRvHmDFjDK+zs7MZOHBguduravXHNDbKhalQKag/yhuFSsG+YdspSMoHwKmrKw4DG2I+8zpqisuU5KMigdh80w1fZrZqEl0c8LpoPOOpbeZciaMRQgghKt+BAwcoLCykUaNGpb4nOzubdevW0a7dzRzW/fv3591332Xbtm2EhoYCcP78eY4dO2aUjrF///6sXr2ajz76yDBhtnz5cuzt7enUqVOp+zBkyBC2bNlitKv9VmfOnCE0NJSEBNNJpNIoV7A5ZswYBg8eTL9+/UpcwFoeQ4cO5dtvv+XZZ5/l0Ucfxcur+OSY6Oholi5dypEjR5g4caKh/p49e/Dz8/vXdsPCwggLC6uQPt6NRqO544dUHfnNaIHKUkXs79FoHDT4PNsM+6DilA6hJ8NI2pWAxsEcxw4unBy1gRb/CzRvUKBHezwaMJ6ttmpgjf1jAeS+mYpFfiEKIMdSQ8fHG9ynkQkhhBD37qGHHqJt27YEBgZiaWnJiRMn+PjjjwkMDDTEHU8++SQ//fQTRUXFxzfv3r2bjz/+mGHDhtGwYUPi4uKYO3cuCQkJrFixwtB2x44d6du3L0888QRz5841JHUPDAw02hX+4osvsnjxYh599FGmTJnCyZMn+fjjj5k9e3aZYpJjx44xZswYoz7ccO7cOXr16oWVlVU5/1LlDDZTU1OZO3cun3/+OZ06dWLgwIF069atzDvQb/XEE09w/fp1Vq1aZZIbSq/XM2zYMJ544gkA8vPzGThwYIXvRBc3KZQKfJ8LwPc5041eZlZmuPW7uYhaq1CjQ4ES45yaam9HiDEuc+zgQr2CNCLyCw1lVrkFpC+KgNtOJhJCCCEeVO3bt2f58uV88MEH6HQ6GjZsyIQJE5g+fboh0NNqtWi1N5elubu7U1BQwCuvvEJycjLW1tZ06tSJ+fPn0759e6P2ly9fzrRp05g4cSJFRUX06dOHL7/80ijW8vHxYfPmzUybNo0BAwbg4uLC22+/zQsvvFCmsaxYsYLBgwfzzDPP8OWXXxrKIyMj6dmzJ2q1mu3bt5fnzwSAQl+OLOl6vZ4DBw6wfv16du7cSV5eHra2tvTp08ewq6q8Ll68yO7du4mLiwOKP5hu3brRqFEjCgoKKn32MD4+3pDY9MMPP6Rp06YMGTIEwDCVXRpZWVmEhIQQHh5e5vWr1c25VdFoRn2Jd+FFQ1mK0gH1ubkcHLmL7MhMAKwb2dJpfSj/TDvItY2xRm3YNrOjx75B97XfQgghxK0+7rrT6PWLu8u/PLC6+emnnxg3bhyzZ89m5syZXLp0ie7du6PVatm1a1eJG7hLq1xTkQqFwrBJKDc3l23btrF+/XpWrVrFypUr8fLyYtCgQTz++ONlbrtRo0Ymax3Onj3LBx98wJYtW9i2bVt5ulxqhw8fNkpLsHfvXvbu3Wu4JkxtnBNJI4tWpJg541R0nUylLdEabxovj6bHgUEkhRev8XDu7oZSraROM3uTYLNOM/sq6LkQQgghAMaOHUtcXByvvfYaCoWC7777joKCAnbu3HlPgSZUwAYhS0tLBg0axKBBg7h27RobNmzgp59+4ptvvilXsHlDeno6GzduZM2aNURGRqLX6w3rOCvT4MGDGTx4cKW/T01ilZQDCgWx6vrEqusbygtS81GaKakbanw+bKOn/EnYEEPm2eJ0DRb1LPF7JfC+9lkIIYQQxmbOnElsbCyvvPIKLi4uhIeHl2p/zL+psN3oMTExrF+/no0bN5KdnV3u9Zv79u1jzZo17Nq1i8LCQry8vJgwYQI9e/a858haVA7HoV7w3SmjMj3gP6PkANLcyYLuewaQFJ6ANl9L3V715Ax0IYQQ4j5555137njN2dkZW1tbunXrZrRhSKFQlPsUoXKt2bwhKyuLzZs3s379ek6ePIler8fX15eBAwfSv3//UicUjYuLY82aNaxbt47ExETs7e3p0KEDf/31Fx988AE9e/YsbxerTE1Zs3l7jq87+dV/DbbxmSgoDjSdhzek88LOld4/IYQQoqLUljWb5TmaW6FQGG12KotyTT/u3r2b9evXs3v3bgoKCnB0dGTUqFEMGjSIJk2alLqdG4/Jjx49ilKppEuXLrz44ot07tyZhIQENm3aVJ7uiQqQG5fDiakHSNwWj1V9a5q9E0S9MC8KMwqJ/imSrHPpOHd3xWN4QxQKBY9FDCHpeDIJm+Lwm+qP2qr8CfKFEEIIUXkuXbp0X9+vXMHmtGnT0Gg0dO3alUGDBtGxY8c7ngF6N2+88QYeHh5MmzaNvn37VljOTnHvjk3cS9Lu4pOCcqKzOPLEHmyaDuDY+L2k/5MKwJVfokg9mESLj9tx4dPTnJ9zCm1WESl/xdJmUResG1bfGV0hhBCipmrQ4GZua51OR0xMDDY2NmU+4rK0yj6PCsyYMYNNmzbxwQcf0KVLl3IFmlCcCD0+Pp6dO3eyb98+8vLyytWOqFiFGYWGQPMGvVbPxXnnDIHmDZcXRZLwVwxn3zqONqs4aW3a0WROPLP/vvVXCCGEEOVTUFBAo0aNWLhwYaW9R7lmNkt7uPy/2bRpExs2bGDNmjW88cYbWFlZ0atXLwYNGoSLi0uFvIcoO5WlCrW9hsK0AqNypcb0t4m+UEfSjmsm5Um7rqHX6lCoyvV7RgghhBD3gYWFBc7OzlhbW1fae1RpJGBra8vIkSNZvHgxv/zyCwMGDCA8PJzJkyczfvx4FAoFWVlZVdnFWkmpVuI3s4VRmX1rJ5q81ByzOsZrMR07umDf2nTa3crbRgJNIYQQohoYMGAA69atq7T2H5howN/f3/B4/p133jEkdp81axajR49mwYIFREVFVXEva49Gk/3psqUPTV5qTquvg+m8IRSLupYEzm2H0vJ/yyaU4NDWmXphXjh0uGUmWgHeE+89L5cQQgghKt9HH31EfHw8Y8eO5eTJkxW+rPGeUh9VtltTIl27dg2lUsmBAweqululUlNSH91uZ/eNpB9PMSrrsrkPfz13DOsz1w1leksz+p0eirmTxf3uohBCCFEutSX10e2USiUKheKu6Q4VCgVFRUXlar/CkrpXhnr16jF58mQmTZpkSPYuqk5RTpFJoAlw7verWN4SaAIocouI+i2aZv+VGU4hhBDiQfaf//ynVDm1y+uBDjZvUCgUdOrUiU6dOlV1V2o1laUKSy9rcq9kG5UXuVmjVypAZzxJnl9UeV9cIUTNoYtNo3D+PvSJmZg93BKzPvIjVYj76ccff6zU9ssUbBYVFbFz506uXr2Kvb09ISEhkhuzFlEoFFi4WxoFm7bN7Gg92YcFS2LwjkwwlOdZmxMwtmEV9FIIUZ3ormWS0/ZT9AmZABR+tx/zb4ajmSyTC0LUFKUONjMyMpg0aRJRUVGGZ/pffvklX331FU2bNq3MPooHRPK+RFIPJBmV5URnY67XEfpTRzbPPIXF+WTM6lnT46NANHU0VdRTIUR1UbjooCHQvKHgg20SbApRBXbs2MEff/zBxYsXAWjUqBHDhg2jR48e99RuqYPNhQsXEhkZSZcuXejYsSNXrlxh5cqVzJ49m19//fWeOiEeQEVa+GwdLNsDno7w8VhyLpvuTtNmF5F3LY+A5rYErG2PTqdHqZTH50KIUkrPNSnSp5mWCSEqj06nY+zYsSxZsgS9Xm84O12n0zFv3jzGjBnDTz/9VO51naVOfbR79246duzIp59+yogRI5g+fTpPP/0058+f59o106Teopp74it48Sc4EgWrD0HAszg3MkNhZvxFs/K2wbqRDXkJuRydvJcdbdZy6LFdZEVmVFHHhRDVidmIVnBbTl716NZV0xkhaqm5c+eyePFihg8fzvHjx8nNzSU3N5fjx48zYsQIFi9ezCeffFLu9ksdbF67do3OnTsblXXr1g29Xk98fHy5OyAeQHkFsHiXcVmhFsvZv+I2uD7a/81cFqqUoAddnpYDI8KJWXqJ7IuZxK+9yt4h29AVaKug80KI6kQV5InFysdRtvFE4WmP+rlumM8dUtXdEqJW+fHHH+nTpw/Lly8nMDAQtVqNWq0mMDCQpUuX0rt3b3744Ydyt1/qx+gFBQXY2dkZldna2gJQWFhY7g6IB5NWr0CF8e7y3JMJ/NHEkqsDg1EXFlFgrsbvQiwN5keQfsI4JVJebA5Ju65RN7Te/ey2EKIaUg9tjnpo86ruhhC11sWLF5kyZcodrw8ePJjp06eXu/0KOUGoMnMziSpgoSHd0cOk+JiVH1dcndArFRSYFx9beb6xO+mZuhKbUVlVi8xaQgghRK1mbW191yWRCQkJ93R2epmigV9//ZW//vrL8Fqr1aJQKPj6669NZj0VCsU9Pd8XVSu2Tz/Mli+njq547WWSypkLzv4m9fRKJbZ9vXA/n0b82quGcoe2Tjh2dDGpL4QQQogHS9euXfnqq68YOXIkAQEBRtfOnDnDvHnzCAkJKXf7ZQo2z507x7lz50zKT548aVIms53VW91xgYSvS8Zem4pOoSRDZU+rfnXZfVFBXv7Nx+sO1uDbzg79ws5EL7pAyv7r1GnugPdEP/kOCCGEENXA22+/TceOHQkKCmLo0KE0a9YMgNOnT7N27Vo0Gg1vv/12udt/oM9Gr85qwtnoV36NIurLsxRlF1J/VCP8ZrbgzLl8Fi24TkKSFi9XFZOecaWBl3lVd1UIIYS4Z7XpbPSUlBQcHR0Nrw8fPsyzzz7Lvn37jOp16tSJzz//nDZt2pT7vWRRnbgjr8caU/9Rb/Q6UKqLl/da/X2VbosOowVUOj0ZCj/4qG3VdlQIIYQQZeLi4kJgYCDdu3enR48edO/enb///pvr169z6dIlALy9vXFxufclcRWyQehWycnJ/PTTTzzyyCMV3bS4z06/eoT17stZV3cZB8fsJDchlzNvHAWdHtX/zkG/9O05Mk6nVnFPhRBCCFEWvXv3JjIyki+++IKHHnoIZ2dn2rRpw4cffsi1a9fw8/OrkEATKmhmU6fTsXv3blavXs3evXvRarVYWVlVRNOiikR+dZaoryIMrxPWxaDL16LNMc2dmfR3InUCHO5n94QQQghxDzZt2oRWq+XQoUOEh4ezY8cO9u7dy7Fjx/j0009RKpW0atWKkJAQevToQdeuXQ0pL8vqnoLNy5cvs2bNGjZs2EBKSgq2trb079+fXr160aFDh3tpWlSxywvOm5Ql70kssW5han5ld0cIIYQQFUylUhEcHExwcDAvv/wyWq2WgwcPEh4eTnh4OHv37uXo0aN88sknmJmZkZ9fvv+/L3OwmZuby+bNm1mzZg0nT55EpVLRsmVLUlJSePXVV+nZs2e5OiIeLNrcEk7/UYJCo0BfYLynTGUtS3+FEEKI6k6lUtGxY0c6duzIs88+y44dO/j444/ZtWsXRUVF5W631FHC8ePHWbNmDdu2bSMnJwc/Pz+mTZtGv379yMzM5KGHHip3J8SDR6kxXc5bp4Uj+ddyybmUZVSedSHzfnVLCCGEEJUgNzeXv//+2/BI/fDhwxQVFeHo6EhYWBjdu5d/Z36pg80JEybg6OjIsGHDGDRoED4+PoZrWVlZd7lTVEeFaQUmZXUC7EnNMj2atKiEukIIIYR4cOXl5bF3715DcHno0CEKCgqoW7cu3bp1Y/To0XTv3p3mze/9KNkyPf/Mz88nKytLgstawKlzXa5tjDUqc+nqiqW7FRmn0ozK6w1rcB97JoQQQoh75eDgQEFBAW5ubnTr1o0xY8YQEhKCv7/paYH3qtSpj1asWEFYWBi7d+9m4sSJhIWFsWDBAuLj4yu8U6LqtfiwLXVaFO8wV6gUNBzvi3uYF679PTB3tTCU13+sEfXCvKqyq0IIIYQoo/z8fFQqFUFBQbRu3ZrWrVvTpEmTSnmvUs9sNmzYkOeee46nn36aXbt2sXr1ar7//nu+//57fHx8UCgUyGFENYdFPSs8RzQk3lKFtbcNjZ9phkKh4Mjje8i/lgeAXqsnZukl/F9tiWU9K7R5WvITc7Gsby1HVQohhBAPsH379rFjxw7Cw8N55513yMnJwcbGhk6dOtG9e3e6d+9Ou3btMDO7903A93RcZVJSEmvWrGHt2rXExMSg0Wjo2LEjPXv2pFu3btX2mMaKUN2Pqzz+9H6u/BJleG3uakHwyp7s7LLBpG6TGc2x8rLh9KtHKUwrwMrbhjYLO+PQxvl+dlkIIYS4J7XpuMpb3ZryaOfOnfz9999kZ2djZWVFx44dDcFn165dy9V+hZ2NfuTIEVavXs327dvJz89HrVazd+/eimi6WqrOwWZRViEbG/6OvlBnVB7wXmtOvXKUW+csdYBrH3eStiWg1978Klk1sKHX8SEolDLDKYQQonqorcHm7W5N9r5u3Tr27duHQqEod/qjCkuQ2KZNG9q0acNLL73Epk2bWLNmTUU1Le43PaAz/Q2SfTmL20NHJaDP1xkFmgA50VlkX8rCpnH5ThsQQgghxP2Xm5vLnj17DLvUjxw5cs/LJCv8bHQbGxuGDx/Ozz//XNFNi0qg1+k599FJtrb4k21t1nDp+/OY2arxGG68w1zjaE56sIfJ/VqFgqxQ093oKksVFu6WldZvIYQQoqqsWLGCoUOH4unpibW1Na1ateKHH34oVVAWGxvL2LFjcXFxwdLSkqZNm7J48WLD9UOHDvHEE0/g4+ODlZUVvr6+zJw5k+zsbKN23nrrLRQKhcm/+fPnl2kseXl5bNu2jddff50uXbrg4OBAv379eP/99zl+/DhdunThnXfeYdeuXWVq91alntlMT08vc+N2dnZlvkfcX1HzIjg3+x/D65PTD2HuYkHLL4KxbmRL3J9XsHCzJOD9NuzKVHPc25VWl64Z6m9v2ZCmVwrxvK1dnVZfYmJ4IYQQorr75JNPaNiwIXPnzsXFxYUtW7YwYcIErl69yptvvnnH++Lj4+nYsSN+fn5899131KlTh9OnTxsdA7l8+XIuXLjASy+9RJMmTTh9+jRvvPEGBw4cYPv27UbtWVpampQ1atSoVGN44403CA8PN+TX1Ov1aDQaOnToQI8ePejRowcdO3ZEo9GU4S9TslIHm6GhoWXaYaxQKDhw4EC5OiVMxa+9yrkPT5J/LRe3QfUJmNUaswo4JjL298slltn41SHq6wiK0gvJPJvO/oe2U29sE/7bpxVNY5JpdC2NM/WduVzXjj67DnL7bzl9vpaEDTHUGyJpkYQQQtQsa9euxdn55ibYnj17kpyczCeffMLrr7+OUlnyZMtLL71E/fr12bRpEyqVCoBevXoZ1ZkxYwYuLi6G1yEhITg4ODBmzBiOHDlCmzZtDNeUSiXBwcHlGsOsWbMwMzOjXbt2huCyc+fOWFhYlKu9uyl1tDJw4ECjYDM/P58tW7YQHBxs9AcXFS/9ZCqHx+42rIuM/uECugItQfM63nPbanvTXyxqew37H9pOUfrN04Ly4nLJ2R7HG+ci+alnIKs7NKFJXApvLt2NY0trkm9rQwFkR2Xcc/+EEEKIB01JcU9QUBDff/892dnZ2Nqa7lfIyMjgt99+44cffjAEmiW5NdC8tW2AuLg4o2DzXmzcuJEuXbpgbW1dIe3dTamDzbfeesvodVpaGlu2bOE///kP7dq1q+h+iVvE/RltsgEnbmV0hQSbrqHuJIUnGJXVaelglPbohuSLWdTTFfHSqn03CxXg5u1E8m7junqFAqXWeDe7EEIIUVPt2bMHDw+PEgNNgKNHj1JQUIBaraZ79+7s3bsXJycnxo4dy6xZs1Cr1XdtGzA53Sc3NxcXFxdSU1Np0qQJzz//PBMmTChVf/v27VvKkd27CtuNLiqPxsHcpEztaFpWHsn7rpuW7bxGkVKB2W070q852NB/hi/HnryZ0src2QKzRvbAVZN2bCXPphBCiGrkhHf5ln7t2bOHZcuWMXfu3DvWSUgontgZP348EyZM4K233uLgwYO88cYbKJVK3n///RLvS0pK4q233mLo0KH4+voayn18fPjwww8JCgoiLy+PJUuWMHHiRNLT05k+fXq5xlFZJNisBuqPbkTU1xHkxeYYynynBVRI23kJuSZlhZmFXGvoiMdF44fjZhZKzrx2zKgs/3oeCftTSmzbxlc2iAkhhKjZYmJiGDlyJD169GDq1Kl3rKfTFT/tCw0NNQSlPXr0IDMzkzlz5vDGG29gaWmcxaWwsJBRo0YB8M033xhde+yxx4xeDxw4kIKCAmbNmsWzzz5715nS+022C1cDGkdzuoX3w/+1QBqO96Xj6l54j6+Y80t1+VqTMvO6Frhm5ZiUO5+9Tn68aXBaUsCqdtJgUbfiFxkLIYQQD4q0tDT69++Pk5MTK1euvOPGIAAHBwegeDPRrXr16kV+fj6RkZFG5Xq9nieeeIKDBw+yYcMG3N3d/7U/I0aMID093aStqiYzm9WERV1LmrzYosLbLUjONylTmikpzCoy+XLoi3QmSd0BHNo5UaeZPVeXXARAoVbS4qN2KDV3XgAthBBCVGe5ubkMGjSI9PR09u3b96/pHps1a3bX63l5eUavp0+fzm+//caGDRto2bLlPfe3Kt3zzGZZ0iGJB49De9Ndbw7tnImzMz1iU6tRYd/OyahMoVHi/0pLgr7pSLfwfrRe2JneJ4fiObxhZXVZCCGEqFJFRUWMGDGCs2fPsmnTJjw8TA89uV2DBg1o0aIFW7duNSrfsmULlpaWRsHoBx98wKeffsqPP/5okhrpbpYtW4a9vT0+Pj6lH8x9UOqZzRtrBm7Q6XQoFAreffddkzUGUByELl269N57KCqVz7NNiV9zhVsTZRblFqGw10D8bZXr29J+SXdOzzzC9fAEbHzr0Ozd1mj+t1nJPsgJ+yAnhBBCiJpsypQprFu3jrlz55KRkcH+/fsN14KCgjA3N6dXr15ER0cbPdKePXs2Q4cO5bnnnmPgwIEcOnSIOXPm8NJLLxlSEC1ZsoSZM2fy2GOP4e3tbdR248aNDamR2rRpw9ixY/H39yc3N5fFixezatUqPvvsswdqvSaUIdjMzs42mcV0c3NDr9eTk2O6vk9UDyenH+b2jOxn3z5OfUvTL6qzkxkWdS3xmN2Ba8dyUNqpsGlpBYCuUEf0j5Ek/30N26b2eE9sUuIueiGEEKK627x5MwAvvPCCybVLly7RsGFDtFotRUVFRtcGDx7M0qVLeffdd/nmm29wd3fn7bff5uWXXzZp+9dff+XXX381un/RokU8/vjjQPFu9E8//ZSEhAQUCgUtWrTg119/ZcyYMRU51Aqh0N/r6eqiRFlZWYSEhBAeHo6Njekj6QfFGofFUMp0mB6PNEQ3uRVfzUtE+799RQ28NLz+ujtnntlHzPLLhrp1mtvTbWd/lGayB00IIUT18Nh/Lhm9/vVn7yrqSc0ikUBtd6dA08x0LW69MC+W/5ZqCDQBoq8UsHNjKjEroo3qZpxKM0kWL4QQQojap0KCzaKiIk6cOMHWrVuJijI9eUY8uBSaEjZ4mStMUivVaeGAaz8Prl8vNKmemFgIOtMJ8qLsIpMyIYQQQtQupV6zefjwYXbs2MGTTz6Jo6OjoTw2Npbp06cbBZkDBw7kzTffrNieikpRp5k96cdTjcosXa1o/kEbHNo5kxSegE2TOjR43BelmZIiV0sUccZ5Ndt1syOpkwspe2+eRqRxsaBuaL37MgYhhBBCPLhKPbO5bt069u3bZxRoArz99ttERkYSGBjI6NGj8fb2Zv369axbt67CO1ub6Yp0JG6LJ3F7PLqiijtz3G1gfZMy5y6u6PK0ZEdmkH0xk+yoTArT8jl2Tc9KOwcO1rPngIcD5x2tOVbPHsf6FrT7pRte/2mMdWNb3AZ50mltL8ysJY2rEEIIUduVOho4ffo0wcHBRmWXL1/m2LFjBAUF8d133wEwefJkxowZw/r16xk0aFDF9raWyovP4e9BW8mOzATApkkdOq0NxcLNNOVUWTX+rz/Xt8eT8r8z0m2a1MH/1UCOTd5H3J9XAEj+O5FrW+LIWjaAfLWKC862Rm3EZUPduha0+jLYpH0hhBBC1G6lntlMTk7Gy8v4gPrDhw+jUCgICwszlFlYWNCvXz8uXLhQYZ2s7c7POWUINAGyzmdw4ZPTFdK2ma2aLpv60C28H53/6k2PA4NQWqiIW33FqF5ebA7qv29PvAno9ZidL/lsdCGEEEKIUgebBQUFmJsb5008c+YMAK1btzYqd3V1JSsrqwK6J6B4Z7dpWappxXtgH+SEU3BdFMo7nwilLSlJlkLBnmVxFdoXIYQQQtQcpQ423dzcuHjxolHZ8ePHcXBwwM3Nzag8Ly8PW1vjR62i/ByDTY+ULKmsPPR6Pec+Oskmn5VsbLiCM28eQ+OgwX2w8VpOi3qW9BhdD/MirVG5Q24BhdmSqlUIIYQQJSt1sBkUFMT69esNxy7t2LGDq1ev0qlTJ5O6kZGRhuOUxL3zfaE5zt1vBvQuPdzwfT6gQtq+8ksU52b/Q8H1PApTC4j87AxR8yJo/V0nmrzcAseOLnj9pzFdNvXBxlLFwLNxuGXmYVFQRMOULLpfTqJ+G/sK6YsQQgghap5SbxB6/PHH2bhxI6NHj8bOzo709HTUajWPPfaYUT2tVsuuXbvo2bNnhXe2tlLXUdNpTS+yojIABTaNK27WOH7N1RLLfKY2w39mIMwMNJSnHLxOn71nGP5XDta5BeiBWHdHgh5qXmH9EUIIIUTNUupg08PDg++++47vv/+eq1evEhAQwJNPPknjxo2N6h0+fBg7Ozu6d+9e4Z2tbFqtll9//ZU9e/Zw8eJF9Ho9vr6+TJ48maCgoKruHjaN61R4m+auFqUqA7Cqb417YprhtQLwjE9BF5dT4f0SQgghRM1QpkSIzZo149NPP71rnQ4dOrB8+fJ76lRVyc/P58cff2TQoEGMHTsWpVLJH3/8weTJk/nqq69o165dVXexwjV+uinxa65SlFF8MpDKUoXPcyU/ordwtyqOMG9bopkbI8GmEEIIIUomWbdvYW5uzurVq6lT5+YMYocOHRg5ciRLliypkcFmnab2hOwdSMyyi+iK9HiO8L7jY3pdkQ6FmRJ9oXFS+YrI9ymEEEKImkmCzVuoVCqjQPNGma+vL1evmq5trCms6lvT5MUW/1ovJzrLJNAEUNmqK6NbQgghhKgBJNj8F0VFRZw8efJf12wWFBRQUFBgeJ2dnV3ZXat0uiItMcsuo7ZT4zbAE8t6VqjtNBSmFxjVswuwr5oOCiGEEOKBJ8Hmv/j555+5fv06o0ePvmu9RYsW8f3339+nXlW+5L2J7B26DX1B8Uym2kFDj/2DCPigDSee2Y++qHjhZsPxvtgHOVVlV4UQQgjxAKvxwWZWVhZJSUn/Ws/DwwO12vhx8P79+/n2228ZP348TZs2vev948aNY8yYMYbX2dnZDBw4sHydvs/yEnK5uuQiRVmFeDzcgDoBDhx+fLch0AQoTC3gxLSDdFjSHZcQN1L2JWLjZ4ddc4cq7LkQQgghHnQ1PtjcunUrs2bN+td6v//+Ow0bNjS8joiIYMaMGfTr148JEyb86/0ajQaNRnMvXa0SOVey2NVjEwVJ+QBEfn6Gdou7kX8tz6Ru+oniM9At61nh8XDD+9lNIYQQQlRTNT7YDAsLIywsrEz3XL16lalTpxIYGMjrr79eOR17QER+edYQaALoi/Sce+8f1A4aClNvW5sZKLOYQgghhCibUh9XWVskJSXx9NNP4+bmxocffoiZ2YMRj+t1etKOJZMTnVWh7SbvuWZSlhWZScsvgo2+HWoHDa2+Cq7Q9xZCCCFEzfdgRFIPiLy8PKZOnUpaWhovvPACUVFRhmtqtRp/f/8q6VdWVAYHHgknOyoTAM9R3gR9HYxCde+/FVRWpl8BlbmSekPq0zfyYa4uvYRFXQs8R3gDxUHvtc2xpP+TimN7F1xC3EzuF0IIIYS4QYLNW6SkpHD+/HkApk2bZnTN3d2dtWvXVkW3OPniIUOgCRCz7BIuIa7Uf7TxXe4qHY+HGpB2ONmozH1IfQDMnSzwedp4Y9TRSXuJ/e2y4XWjKf40f7/NPfdDCCGEEDWTBJu3qFevHocPH67qbphI/jvRpOzSwsgKCTa9JzQh7UgysauiQQ9OXV1p+mbJOUUzTqcaBZoAl749h8/UpsVHWQohhBBC3EaCzWpAZaFCl2d8ck9Bkulu8fJQalS0+aELAbNboyvQYdXA5o51SzoDXa/VkxuXK8GmEEIIIUokG4SqAcfguiZlFb0z3MLd6q6BJoBTp7qoLFVGZSobM+xayi51IYQQQpRMgs1qIO1/+S1vZWZdsZPSGWfTSDl4Hb3W9OzzGxQaJQq18VdGm1VE5um0Cu2LEEIIIWoOeYz+gNMV6ciPzzUpT9gUWyHta/O0HPq/XSRujgPAupEtwat6YO1ta1I3LzaHooxCk/L0f1Kxa+lYIf0RQgghRM0iM5sPuBtnkN9Oqa6Yj+7Kz5GGQBMg+2ImZ14/VmJdSy9rLNwtTcodOjhXSF+EEEIIUfNIsPmAU1mosPYxnWVs+nrLCmk/9UiySVnaMdMyAKWZkqBvOqJxNC9+rVHS9K1W2Daxq5C+CCGEEKLmkcfo1UC3Hf05MHIHqQeTUJor8ZsZiNf/+QCQtOcaqQevY9/GCZfu7mVu27qxaSBreZeNQi493Ol9dhgZp1OxamiDuZNFmd9TCCGEELWHBJvVgLqOmi4b+5iUn5h2kOiFFwyv7YIc6R7ev0xtJycWmJRdTNXR5S73qK6n4nD4CMQ7Qf8gUKnuUlsIIYQQtZkEm9VUTnSWUaAJkH4shcivzpqc+nM3kedysL+tLPda/p1vWHsIHv4YCouKX3dpClvfAnN1qd9TCCGEELWHrNmspnKuZpdYfm1jTJnayW5v+uj9pN9dzjt/4cebgSbAnrPw299lek8hhBBC1B4SbFZTDm2cUJgpTMrrtLhzgnVtbhGxv1/myi9RFKQUz14OnNqI9V38yVOr0CoU7G5WH+dpgSU3oNdDZIJp+fk40zIhhBBCCOQxerWlsjSj+QdtOPniYfhfdiS1kwafZ5qRfSmTyM/PkHM5i7qh9fCe7EdBSj57+mwm51IWAGavqum8NhSvlo5M/ak1n+5rQUKGniHN1UwINA1iAVAooFcL2PqPcXmfVpU3UCGEEEJUazKzWY1pnCxQ/u/4SIVagd+MFpjZmLGn72aiF0VyfUcCp189yskXDnHpm3OGQBOgKL2QiPeKg8YAZwULBmtYN8aciS2VKBR3CDYBFkyBDr7F/9nGAt5/DLo2q7QxCiGEEA+iyMhIJk+eTKtWrTAzM6N58+b/ek94eDgKhaLEf/7+/v9ab9SoUSZtrl27lpYtW2JhYUGTJk1YtGhRhY6zIsjMZjVVlFnI8Wf2o8vRAqAv1HPmtWPoi/TkX8szqnt1yUVcetczaSM7KtPwn7MiM9AV6KjTzP7ub9ygLuz/EBJSwc4KLM3veSxCCCFEdXP69GnWr19Phw4d0Ol06HR3Pu75htatW7Nv3z6jsoyMDPr370///qbZZBYtWmQUhDo7Gx+ismfPHoYNG8b48eP57LPP2L59O08++SS2trYMHz68nCOreBJsVlMZZ9LQZhUZlekKdORczjKpq9fpcenuxrX1xpuHXHq4UZRdxKHHdnF9ezwA9m2c6PBbCObO/5I/0+3Oa0OFEEKImm7w4MEMHToUgMcff5zDhw//6z116tQhODjYqOzHH39Ep9MxevRok/rNmzenbdu2d2zv3XffpUOHDsyfPx+AHj16EBUVxRtvvPFABZvyGL2asvGtU+Kn59K7HmoHjVGZx/CGeE9oQsMJTVBqlKAAtwGe+L/WkotfnzUEmgBpR5I5994/tzcrhBBCiFsolRUTQi1ZsgRfX1/atWtXpvvy8/PZsWMHjzzyiFH5qFGjOHv2LJcvX66Q/lUECTarKaWFyrAx6FbZ5zPosqkPHo80xKGtE34zW9Dy8w4olAoC57Sj38Xh9Ls4nPZLu6O205ByIMmkjZSDpmVCCCGEqFjXrl1j+/btJc5qAgwYMACVSoWnpycvvvgiubm5hmtRUVEUFhYaPWYHaNq0ONd2RERE5XW8jOQxejWl1ChRmivR5RmvEdHpdNj629FmQecS7zOzNU6+bhfoQOKWOJMyIYQQorZZ7O5k9PrXSn6/5cuXo9VqTYJNOzs7XnrpJbp164alpSXbt29nzpw5nD17lnXr1gGQmpoKgL29vdG9Dg7F/x+ekpJSyb0vPQk2qymlmRKVpRm6POPjJguTTY+fvJvGTzclcUsc6f8Uf2mtvG3wm3mHPJtCCCGEqDCLFy+mTZs2NGnSxKg8KCiIoKAgw+uePXvi7u7O008/zcGDB2nfvv397uo9kcfo1ZjS3PRMcl3hv++Gu5XG0Zxuu/rTeUMoHf/sSc/Dg7Gqb11RXRRCCCFECaKiojh48CBjxowpVf0RI0YAcOTIEeDmDGZ6erpRvRszno6OjhXV1XsmwWY1Vn+Ut9FrhUqB5yMNy9yOQqHAqbMrLj3cUZrJV0IIIYSobEuWLEGpVJaYO7M0GjdujFqtNlmbeeP17Ws5q5JEFtWY/+st8XslEFt/Oxw7udB+WXfsg5z+/UYhhBBCVKmlS5cSEhKCu7t7qeovW7YMwLBr3dzcnB49evD7778b1Vu+fDlNmzalYcOGFdrfeyFrNqsxpZkSvxkt8JvRoqq7IoQQQtQqOTk5bNiwAYDo6GgyMjIMgV/37t1xcXGhV69eREdHExkZaXTvsWPHOHv2LC+88EKJbT/22GP4+PjQunVrLCws2L59O59++ilhYWFGeTdff/11QkJCmDJlCiNGjGDHjh0sWbKE5cuXV9Koy0eCzWpAn5ZL1v8tRb/xDForCxTP9sD+3V5V3S0hhBCi1kpMTDTJcXnj9Y4dOwgJCUGr1VJUVGRy75IlSzA3N+fhhx8use2AgAAWL17M3Llzyc/Px9vbm1deeYWZM2ca1evSpQurVq3itddeY+HChXh5ebFgwQKTflU1hV6vLyFbo7hXWVlZhISEEB4ejo2NzT21lTHoBxI2x3PZ3J0ihQqXwlS83u2E6/TqtRtNCCGEeJApZmQYvdZ/WKeKelKzyJrNaiB1y1UiLBuSpzSnSGFGvMaFCx+fKnM7eUV6vv9Hx7Pbtfx+Tof8zhBCCCFEZZPH6NVAorlp+oK0fHUJNe9Mr9fTf6WO8KvFAeYXR/U81UrBV6Gm6ZOEEEIIISqKzGxWA2ZtPU3K1E6WXNscyyaflaxxWMxffiu5vjvhjm3sisEQaN4w/4SexGyZ3RRCCCFE5ZFgsxpouqwfahvjGUj/d4I4OGonBdfzQAf5CXnsH7YdXZG2xDau55gGlVo9pORVSpeFEEIIIQB5jF4tWNS1pOfxMK78GkVBSj71wrxI2XcdvdY4gNQX6rm67DINHmts0kZwYSbWeWqyLTSGMt+CHPydZPGzEEIIISqPzGxWEwWp+RRlFWJmq8a8riXmdS1KrGfhWnJ51tpo3liyC7+rSVjkF9LmQhwzfgqvxB4LIYQQQsjMZrWQvDeRfUO3oSsoPvc86quzdN3aF7WDhsLUAkM9c1cLXHt7lNiG2laNf2wyH/24zVCmcSk5MBVCCCGEqCgys1kNXPjktCHQBChKL+Ti1xH0OjoE96H1sWpkQ73hDeh1dPAd2/Ac5Y35bbOePs82A2BNpI5ev2npsrSIhSd1Jd0uhBBCCFEuMrNZDeQnmu7iyb+eh8bRnHY/dzO5lhWVyaHHdpEdlYG5qyWt5gXj0s2Nbjv6c3nBefIScnEb5In7wPpsuawj7E8dN1Z//h2rQ6+H8YHyO0QIIYQQ906CzWqg3tD6pJ9Iua3M6471d4VspCijEIDcK9nsC9tO/4sPY+lhRdM3WxnV/eGUntv3qS84qZNgUwghhBAVQiKKaqDxs81oPLUpGkdzzN0safpWKzxHeJdY9/quBEOgaaDVE/n52RLrq0v4BpRUJoQQQghRHjKzWQ0ozZQEvNuagHdbm1xLPZJEUngC1r51cBvgiZlVyR+p0lJF0p5rnP/oFHlxObgN8MTvlUD+20rJ0ggtRbcs1XwmSKJNIYQQQlQMCTarscjPz3DmjWOG1y693Ale2QO1kzmFyfk3KyrBbYAHu3v+hS5fZ7i3IDWfjl8Gs3OkinnHdeQVwbjmCgY1lmBTCCGEEBVDgs1qqii7iHMfnjQqu74tnqTwBCzcLI2DTR1EfRFhCDRviFl+iZafd6CTh4JOHnJGuhBCCCEqnkxhVVMFKflos4tMyrOjs8g8nWZSnp9kuqNdZWmGQqmojO4JIYQQQgASbFYb++L0TN6iZeo2Laeu67Gqb41NMzvjSipwDa2HXaCDyf2eoxpiZqc2Kmv0lH9ldlkIIYQQQoLN6mDTJR1dlmr59oSeL4/pabdYy7FrehzbOhvVUygUFGUVEfhpezTO5oby+o81wtzF0mSXusbRHCGEEEKIyiTBZjUw55Ae3S3JMPOK4MtjOhLWxxjV0xfpifntEg5tnel9ehid1oXS8+hgguZ15OqSi9yeUPPKL1H3ofdCCCGEqM0k2KwGMgpuT7sO6fmg1Cix0OXiUXgFO20qAErz4o0+ep0eXYEOfWHxvUqN6UetNJePXwghhBCVS3ajVwOPNVNyKEF3W5mCFu3zcf1lI8r/TVnGWDXE8dGhJO9P5OConRSmFgDgObIh3hP9iFl+GX3hzXYaTfK7f4MQQgghRK0kwWY18EyQgoIcPftWxqJWQJ/RHgxroEW/6S8Utzwb98y5DNFXOPDSRUOgCRCz/DLug71w7ubK9W3xAGiczLFr7XS/hyKEEEKIWkaCzWogLy6XVlO20CQ6CwDLzVbkLmyD5fUMk7qRuy6TeSadXLUZqbYWuKVkoQSif4kyBJoABcn57O6xif6XH7lfwxBCCCFELSTBZjVw4dPT5Pwv0ATIvZrDuV9icajrRoPEBKO6P1j6ktQulV96tCDPXI1rahYvrtyLVWS6SbuFqQWkHU3GXmY4hRBCCFFJZIdINZAZYRooZp7P4PXJzxBtX5z+KFttznNDxnJa7cL3/VqTZ16cU/Oagw2fDAtGaVHyCUG5sdmV13EhhBBC1Hoys1kNOHepS/Lua7eVudLrIT8aWX9Fk+txxNo5UmBtxbjCZMDGqG6cUx2sxjcl6/n9xg0rwCW0XiX3XgghhBC1mcxsVgONpzYjr6un4bW6ez18pwUwtrmSP7oWMNBMxxOOBfz9qIp+jU1nMO1y8nF31ZiUOwa7YGYpvzeEEEIIUXkk0qgGPj0BUbkW9FYpUWl17I0Ht2t6XDZeQvHf/XT7Xzoj1enGDPmqA72mXmVbg+IZS5VWx5Pbj5MYqTNpNy82576OQwghhBC1jwSb1cCJhVF4p2fz8uO9SLWxIDgiFofXjtNs/xWjvJlXfo3C6z+Nmb7uIH0tbYh1sqXF5Wu4ZOSSZ+5s0q7GxeJ+DkMIIYQQtZAEm9WAfVwG7z/SBa2qeNXD+va+ZEdcwSflgkndjDNp6NHjF5uMX2yyodyhjTPZkZkUJOUDoFApaPJi8/szACGEEELUWhJsVgPx3k6GQPOGvb4evNrAxiglEoBTp7qoLM0o5GZSdxTQcLwvPlObceXXKIoyC/F4uAF2gY73o/tCCCGEqMUk2KwG6qabpieqg46g7zpy5Im/yYvNQWWlwv+1lkAJazH1kHM5m7o93WkyXWYzhRBCCHH/yG702/z888+MHj2akJAQunTpwsiRI1m+fDl6vf7fb64kIccu4ZRhHEA+mX0N+yAn6oa6ozRXotAo0eZoUZgpSmxDeYdyIYQQQojKJDObt8nMzKRPnz40btwYjUbDoUOHmDNnDtnZ2TzxxBNV0if/3q7MWbiFv1o3JsXWkuCIGJ75LIBz7//DlZ+iANDl64iYdQJrbxtcerkbHU1pG2CPUxfXKum7EEIIIWo3CTZv89RTTxm97tChAwkJCaxbt67Kgs2A2W3QF+px+eMcGkcNvi80x7mbG/9MP2RSN359DO1+6UbUV2dJOXAdu+YONH62KQqlAl2Rjpjll0g9mESd5g54/V9jVHc4WUgIIYQQoiJIsFkKdnZ2FBYWVtn7m1mb0WpeMK3mBRuVW7hZkXUuw7jM3RIzazPqhtbDwtUShw7OmDsVpzg69t99xP522VA3fu1VOq3pVen9F0IIIUTtJWs276CoqIjs7Gz27NnD+vXrGTVqVFV3yUSTl5qjNL/5EWpcLGg02Y+TLx1md89NnHj2AOHB67nwyWlyorOIXXHZ6P6knQmkHk66z70WQgghqr+IiAh69+6NtbU1bm5uvPTSSxQUFPzrfcnJyUyePBkvLy+sra1p3rw58+fPN6rz+OOPo1AoSvz3wQcf/Gu9TZs2Vfh474XMbJbg6tWrDBs2zPD6ySefZMyYMXe9p6CgwOhLlp1tuoO8ojl3cSVk3yDiVl1GZWmG50hvClLzufTtOaN65z74B4f2zlDCHqeC1PxK76cQQghRk6SmptKzZ098fX1ZtWoVsbGxTJs2jZycHL766qu73vvII48QERHBe++9h5eXFxs2bOC///0vKpWKCRMmAPD6668zefJko/uWL1/OZ599Rv/+/Y3KGzVqxOLFi43KmjZtWgGjrDg1PtjMysoiKenfZ+88PDxQq9UAuLq68vPPP5OTk8Px48f58ccfUSqVTJo06Y73L1q0iO+//77C+n279BMpRMz+B22BFt/nA3Dp7gaATWNbmrzYwlAv5eB1k3t1+TpUlio0LuYUXL8ZXGpczHHu6lZpfRZCCCFqovnz55ORkcEff/yBo2NxzuqioiKmTJnCK6+8Qr169Uq8LyEhgR07drBo0SIef/xxAHr27MmhQ4dYtmyZIdhs3LgxjRs3Nrr35ZdfplmzZrRs2dKo3NLSkuBg42V2D5oaH2xu3bqVWbNm/Wu933//nYYNGwKg0Who1qwZAG3btsXa2prPPvuMhx9+GGdn02MfAcaNG2c0+5mdnc3AgQPvfQDAtS1xHHhkh2FmMmlHAs0/bEujyX4mdes0tzcpU5gpSDuabBRoAti3cpQNQkIIIUQZbdy4kdDQUEOgCTBixAgmT57M5s2bDYHk7W7s/7CzszMqt7OzIysrq6RbAIiNjWX37t28++679975KlDjg82wsDDCwsLuqY2mTZui1WqJj4+/Y7Cp0WjQaDT39D53cvqVIyaPwCPeO1FisBmzL9mkTF+k58JnZ0zKk3Zdq7A+CiGEELVFRESESYYae3t73N3diYiIuON99evXp0+fPrz33nv4+flRv359Nm7cyObNm00ehd9q6dKl6HQ6Hn30UZNrkZGR2NnZkZubS4sWLXj99dfvOe6paDU+2KwIx48fR6FQ3HFavLIVpJiuqyzKKiqx7t9pZtweDusVkFfSmmXJ8y6EEEKUWWpqKvb29iblDg4OpKSk3PXeVatWMXLkSAICAgBQqVR8+eWXPPzww3e8Z8mSJXTs2BFvb2+j8qCgINq1a0dAQABpaWl88803DBs2jBUrVjB8+PCyD6ySSLB5i6ysLKZOncqAAQPw9PSkqKiII0eOsGzZMh566CGcnJyqpF+u/Ty4+utFozKHtiX3JbuNG+7KXAp1loYyN20sV3r0wHz5eaO67kO9Kr6zQgghRHXlYlWpzev1esaNG8eFCxdYsmQJ7u7ubNmyheeeew4HB4cSM99ERERw7NgxvvzyS5Nrzz77rNHrIUOG0KlTJ9544w0JNh9UGo2GBg0asHjxYhITE7GwsMDT05OZM2dW2PrL8mj5WQdyorNJ3nMN9GDjb0eH5SEl1h1pn4Zd+hY2e3QhTWVHw5wY2l8/jKtfewreaEnkp6fRFeqoG+pOm+8639+BCCGEEDWAg4MD6enpJuWpqalG6zhvt379elasWME///xDixbFm3tDQkJITEzkhRdeKDHYXLx4MWZmZowcOfJf+6VUKnn44Yd56aWXyM3NxdLS8l/vuR8k2LyFRqPhzTffrOpumFCqlXReFwqAXqtDobqZW/PaX7HEropG42iO94QmuNioGPr486xt1tZQZ87an5nqpmbnB5EUZRY/fk9YF0v0T5E0GOtzfwcjhBBCVHP+/v4mazPT09OJj4/H39//jvedOXMGlUpF8+bNjcqDgoJYsGABOTk5WFkZz64uXbqU0NBQXFxcKm4A95kkda9mbg00Ly+6wIER4cQsu8TFryPYFbKJv2LNjQJNgDf7jSQi2Z6cK8a5P89/fPK+9FkIIYSoSfr378/WrVtJS0szlK1YsQKlUkmfPn3ueF+DBg3QarX8888/RuVHjhyhbt26JoHmgQMHiIqKYvTo0aXql06nY8WKFQQEBDwws5ogM5vVWtSXZ41eF6YXcGrLdVB7GJVnq82JS9KZ3J9/XRK6CyGEEGU1efJkvvzyS8LCwnjllVeIjY3lxRdfZPLkyUabiXv16kV0dDSRkZEADBgwAC8vL4YPH86bb76Ju7s7mzdv5scff+Ttt982eZ8lS5ZgaWlpdNDMDdHR0YwdO5ZHH30UHx8fUlNT+eabbzh8+DArV66svMGXgwSb1VjetVyTslZXE1E1cEd7ywyo5/V0GjrqOadUgO5mDqV6YbJBSAghhCgrBwcHtm3bxjPPPENYWBi2traMHz+e2bNnG9XTarUUFd3MHmNra8u2bdt49dVXmTFjBmlpaXh7e/PJJ5/w9NNPm9z722+/MXjwYGxsbEz6YGtri52dHbNmzSIxMRGNRkPbtm3ZuHEjffv2rZyBl5NCr9eXcIihuFdZWVmEhIQQHh5e4pekIvxW/3fWBDbmvIcjvnEpDD5wnibDvVh+vJCFvVuRXMeKxvEpPLf6AINfb4qZjRkR7/1DXkIu7gM9aTGnPeo66krpmxBCCFHdKOYYpxXUT5c5uYogf8Vq7N3hXTjlUZxV81ATD457u7LSPYlHctPp+Placs3VWOcXorbX4D64PvHrrpIbl4sup4j4v+JwH5qA+8D6VTwKIYQQQtRkEmxWU8eu6Q2B5g1nGtQluUcdOjxrgVUDGxK3xWPdyBa/Gc3RFeg4/txBFNriiWxtWgH7J+5j8AV3zKzkayCEEEKIyiFRRjWVry25XOluTcqBBOLXXiX7YiYoQGmhImZfEjsCGrChrQ96hYK+R6Poc+wiUUfS8Ota8hGcQgghhBD3SoLNaqq9OzRzgjO3HIXezAlaqfPYNjIcXUHx7vOMf1LZ1W0jh+YN4POh7oa6kfUcQa9HaWuD6QnrQgghhBAVQ/JsVlNKhYLNw1WMa66guTOMa67gr+EqkrbGGwLNG4qyith0znQqdGn35vi6yu8NIYQQQlQeiTSqMQ9bBT/0UxmVJdhrSqyrySsCa+MyrdqMOkgyAiGEEEJUHpnZrGFc+3mgNDf9WKcG6lHcmuVKr6e/Lht3d0l9JIQQQojKI8FmDaNQKFA7mJuUt4pNYnl3HUHaPJpk5vC0WQZfPuVQBT0UQgghRG0ij9FroKLMQpOy/Ot5PNLenJ5F6aQdT8GhnTOOzvLxCyGEEKJySbRRA7kPqU/M0ks3CxTgPsSLf144yOUFFwzFPs82o9k7QVXQQyGEEELUFvIYvQZq/F5b8gZ4o7VSY9bQltbfdUJtrzYKNAGivjpLblxOFfVSCCGEELWBzGzWMDmFerqtVfJPm/bQpj0KYGFTJQMvJZjU1Wv15FzJwrKe1f3vqBBCCCFqBZnZrGGWRej55/rN13rgtb91ZPg7k6Mx/m2RbW2OfSun+9tBIYQQQtQqEmzWMDGZpmUJ2bDluoqPhnfimn1xss04RxtmP9yJ+EL5CgghhBCi8kikUcMMbqxAcVvZwEYKfBwUuKVmUaBSEm9vzeZW3lz1ccHJokq6KYQQQohaQoLNGibIVcGifko8bUGpKA4+F/RR0vRwNJM3HqV+cibuadk8vv0knyZfxFJ9e2gqhBBCCFFxZINQNaHV6dkXB3bm0MLl7gHi2OZKxjZXotXpUSmL6x74Pdqknu/+y4BfJfRWCCGEEKKYBJvVQGSqnj6/a7mUXvx6gLeCVUOVmJvdPei8EWgCqOuYHkuptiv5HHUBcXFx/1qnXr1696EnQgghRPUmj9Grgek7dYZAE2DDJT0LTurvfEMJ6o9pzO2LOZ26uFZA74QQQggh7kxmNquBQwmmgeXhEsruJu1YcnEepFtcmh+B77PNytWn0sz8gcz+VQWZlRVCCPEgkWCzGmjvpuDPSONIsZ1b2Tb2ZJ5NNynLi8slNzYHS48HP6l7dQ5uJfgTQghRm8lj9Grg4+5KGtndfD2wkYInW5Qt2LTxrVNieeY50yBUCCGEEKKiyMxmNeDjoOD8kyr2x4OdBpr/y270kji0dymxvDYeVVnaWdLarjrPJgshhHhwSLBZTaiUCjp7lP9+bXZhieW6fG35GxVCCCGE+BcSbNYSzl1dUdtpKEwvMJRZedtQp4VDpb6vrFes+eQzFkIIcTeyZrOWMLNR02FFCIVN9aQo09C3VeH1hR/xCfHExcUZ/RNCCCGEqCgys1mLOHZwoeOqnlXdDVECmR0UQghRU0mwWQ1IIFJ6MjMrhBBCPFgk2BSiFnoQg3L5USWEEDWTrNkUQgghhBCVRmY2hSinB3F2UBSTWVIhhHhwSLApqpwEbaUjf6eKJQGpEELcHxJsChMS1AghhBCiokiwWUNIgChE1ZFZUiGEuDPZICSEEEIIISqNBJtCiEp3+ylVJf2rqHaq8yx/TR+fEDVJREQEvXv3xtraGjc3N1566SUKCgr+9T69Xs8HH3yAl5cXlpaWdOzYkf3795vUi4uL4+GHH8bW1hZHR0fGjx9PRkaGSb21a9fSsmVLLCwsaNKkCYsWLaqQ8VUkeYwuhBD3QUUGifLYXoiqlZqaSs+ePfH19WXVqlXExsYybdo0cnJy+Oqrr+5674cffsibb77JBx98QGBgIPPmzaNPnz4cP36cRo0aAVBYWEjfvn0BWLJkCTk5OUyfPp3Ro0ezbt06Q1t79uxh2LBhjB8/ns8++4zt27fz5JNPYmtry/DhwyvvD1BGCr1er6/qTtREWVlZhISEEB4ejo2NzT21JTMZQoiyKk2wKUGrEMYUc4qMXuunlzwn9/777zN79myuXLmCo6MjAN999x1TpkzhypUrd/zvTV5eHq6urjz11FO89957ABQUFNCkSRMGDBjA119/DcDSpUsZM2YMZ8+exc/PD4DNmzfTt29fDhw4QPv27QHo27cvWVlZ/P3334b3GD16NMePH+fMmTP38JeoWDKzKYQQNVBF/UgtbTsSlIraZOPGjYSGhhoCTYARI0YwefJkNm/ezOOPP17ifXv37iUjI4MRI0YYyjQaDQ899BCrVq0yaj8wMNAQaAL07t0bR0dHNmzYQPv27cnPz2fHjh189NFHRu8xatQoli5dyuXLl2nYsGHFDPgeSbAphBDivpCZVFFTRERE8MQTTxiV2dvb4+7uTkRExF3vA/D39zcqb9q0KVeuXCE3NxdLS0siIiJM6igUCvz9/Q1tREVFUVhYWGJbN95Lgs0a7sbqhOzs7HtuqyLaEEKIynThwoUHqp3qzN3dvaq7UKL4+Ph/rVPRfbe2tkahUFRomxUhNTUVe3t7k3IHBwdSUlLuep+5uTkWFhYm9+n1elJTU7G0tCxV+6mpqQAm9RwcHADu2o/7TYLNSpKTkwPAwIEDq7gnQgghRPVUEfseyuJOazTFvZG/aiVxcXFh/fr1WFlZPVC/yrKzsxk4cCDr16/H2tq6qrtTaWScNYuMs2apDeOsDWOEyh/ng/q3c3BwID093aQ8NTXVaB1nSffl5+eTl5dnNLuZmpqKQqEwzErerf369esb6gAm9W7MeN6tH/ebBJuVRKlU4urqWtXduCNra+v7+muxqsg4axYZZ81SG8ZZG8YItWecN9y6dvKG9PR04uPjTdZQ3n4fwLlz52jZsqWhPCIiwpB380a9kydPGt2r1+s5d+4cvXv3BqBx48ao1WoiIiIMaZJutHXrez0IJKm7EEIIIUQZ9O/fn61bt5KWlmYoW7FiBUqlkj59+tzxvk6dOlGnTh1WrFhhKCssLGTVqlUMGDDAqP0TJ04YrWHetm0bycnJhnrm5ub06NGD33//3eg9li9fTtOmTR+YzUEgwaYQQgghRJlMnjwZW1tbwsLC2Lx5M4sWLeLFF19k8uTJRhkVevXqhY+Pj+G1hYUFM2fOZM6cOXz++eds376dRx99lOTkZKZPn26oN3z4cAICAnj44YdZt24dv/32G0888QQDBw405NgEeP3119m3bx9TpkwhPDycN998kyVLlvD222/fnz9EKclj9FpGo9EwYcIENBpNVXelUsk4axYZZ81SG8ZZG8YItWect3NwcGDbtm0888wzhIWFYWtry/jx45k9e7ZRPa1WS1GRcaL4GTNmoNfrmTNnDtevX6dVq1b89ddfhtODANRqNZs2bWLq1Kk8+uijmJmZ8dBDD/Hpp58atdWlSxdWrVrFa6+9xsKFC/Hy8mLBggU88sgjlTf4cpAThIQQQgghRKWRx+hCCCGEEKLSSLAphBBCCCEqjQSbQgghhBCi0sgGoRpo69atbNiwgYiICDIyMvDy8mLkyJEMGTLEKMH8n3/+yc8//0xCQgINGjRgypQpdO3atQp7XjZ79uzh559/5uLFi2RnZ1O3bl26d+/OxIkTjfK97dq1i2+++Ybo6Gjc3Nx4/PHHGTJkSBX2vPxycnIYPnw4iYmJ/PzzzzRr1sxwrTp/nmvXri1x9+TYsWN55plnDK+r8xhvtW7dOpYsWcLly5extLQkICCAjz76yJDkubp/ZydOnMjRo0dLvDZ79mxDTsCa8Hnu3LmTH374gUuXLmFpaUlQUBBPP/00np6eRvWq+1h3797N/PnzuXjxIo6OjgwZMoTx48ejUqmM6lX3766oHBJs1kCLFy/G3d2d5557DgcHBw4cOMDs2bO5du0aEydOBOCvv/5i9uzZPPHEE7Rr147Nmzczffp0FixYQIsWLap4BKWTkZFBQEAAI0eOxM7OjqioKL777juioqKYN28eAMePH+fFF19k6NChvPDCCxw6dIh3330XKysrQkNDq3gEZbdgwQK0Wq1JeU34PAG+/PJLox8KLi4uhv9cU8a4cOFCfv75Z8aNG0eLFi1IS0vj0KFD6HQ6oGZ8Z19++WWys7ONypYsWcL27dvp0KEDUDM+z8OHD/Piiy8ycOBApkyZQnp6OvPnz+fpp59m2bJlhh8P1X2sJ0+e5IUXXqBv3748/fTTREVF8c0335Cbm8tzzz1nqFcTvruikuhFjZOammpSNmvWLH23bt30Wq1Wr9fr9cOGDdO/8sorRnXGjRunf+aZZ+5HFyvNqlWr9G3atNEnJibq9Xq9/qmnntKPGzfOqM4rr7yiHz58eFV0755cunRJ36VLF/3vv/+ub9Omjf706dOGa9X981yzZo2+TZs2JX53b6juY9Triz/D9u3b6/fs2XPHOjXpO3urIUOG6KdOnWp4XRM+z9mzZ+uHDBmi1+l0hrJDhw7p27Rpoz969KihrLqP9emnn9aPGTPGqOyXX37Rd+jQQZ+UlGQoq6nfXXHvZM1mDWRvb29S5ufnR3Z2Nrm5ucTExHDlyhXDkVc39OnTh0OHDlFQUHCfelrx7OzsgOITGQoKCjh8+LDJL+o+ffpw6dIl4uLiqqKL5fbRRx/x8MMP06BBA6Pymvx53lBTxrh27Vo8PDzo3Llziddr2nf2hhMnThAbG0v//v2BmvN5FhUVYWVlZbQ86cbMvP5/WQVrwljPnTtHcHCwUVlwcDBFRUXs27cPqLnfXVExJNisJY4fP07dunWxtrbm8uXLACZHWTVs2JDCwsJq9z8KWq2W/Px8IiIiWLBgAd26daNevXrExMRQVFRkMk5vb28Aw9+hOti6dStRUVGMHz/e5FpN+jxHjBhB+/btGTp0KIsWLTIsGagpYzx58iSNGzdmwYIF9O7dm+DgYJ544glOnToFUKO+s7fatGkTlpaWdO/eHag5n+fgwYO5ePEiK1asICsri5iYGObNm4efn5/h3OuaMNb8/HzUarVR2Y0k7jfGV1O/u6JiyJrNWuD48eNs3rzZsLYmMzMTwGhtHECdOnUASE9Pv6/9u1eDBw8mMTERKD539sYJDhkZGQDY2toa1b8xzhvXH3R5eXl8+umnTJkyxeQzg5rxeTo7OzNp0iSaN2+OQqFg586dfPPNNyQmJjJjxowaMUaA5ORkIiIiiIqKYsaMGVhYWLBo0SKeeuop/vjjjxrznb1VUVERW7dupVu3blhaWgI14zsLEBQUxJw5c3jttdf48MMPAWjSpAlffvmlYeNMTRirl5cXp0+fNio7efIkcLP/NfG7KyqOBJs13LVr15g5cyZt27Zl1KhRVd2dSvH555+Tm5vLxYsXWbhwIc8//7xhg1BNsHDhQpycnGr0js6OHTvSsWNHw+vg4GAsLCxYsmQJTz75ZBX2rGLp9XpycnL48MMP8fX1BaBFixYMGTKE3377zeRRZU1w4MABUlNT6devX1V3pcKdOHGCN954g7CwMLp27UpaWhoLFy7kueee4/vvvzdsEKruhg8fzrvvvsvSpUsZMGAAly5d4uuvv0alUhktIRDiTuQxeg2WmZnJ1KlTsbOz46OPPkKpLP64b/zyzMrKMqp/45fnjXWP1YWvry+BgYGEhYUxd+5cDh8+zI4dOwy/qO80zhvXH2Tx8fH8+uuvTJw4kaysLDIzM8nNzQWK0yDl5OTUuM/zhtDQULRaLefOnasxY7S1tcXOzs4QaEJx3/38/IiKiqoR39nbbdq0CTs7O6MfEzXl85wzZw5t27bl+eefp23btoSGhvLZZ58RERHBhg0bgJox1sGDB/Poo4/y2Wef0atXL/773//y8MMPU6dOHZydnQFq5HdXVBwJNmuovLw8nnvuObKysvjiiy+MHuHcWFNz+xqay5cvo1ar8fDwuI89rVi+vr6YmZkRExODp6cnZmZmJY4TTNdQPYhiY2MpLCzkueeeo0ePHvTo0YPnn38egMmTJzNlypQa/XneUFPG2KhRozteKygoqBHf2Vvl5eWxc+dOQkNDMTO7+SCtpnyeFy9exM/Pz6jM1dUVe3t7YmJigJoxVqVSyQsvvMC2bdtYunQpmzdvZtiwYaSmphpSN9W0766oWBJs1kBFRUXMnDmTy5cv8+WXX1K3bl2j656ennh5ebFt2zaj8i1bttCuXTuTheDVyalTpygqKsLDwwONRkPbtm1LHKe3tzf16tWrol6Wnp+fH/Pnzzf6N23aNABmzpzJyy+/XGM/z82bN6NSqfDz86sxY+zatSvp6emcO3fOUJaWlkZERARNmzatEd/ZW+3atYucnByTR+g15fN0d3cnIiLCqCw+Pp60tDTDZ1VTxgrF6059fX2xtbVl+fLleHh40L59e4Aa990VFUvWbNZAH374Ibt37+a5554jOzvbsJAbioMXjUbDxIkTef311/H09KRNmzZs2bKFU6dO8f3331dhz8vmxRdfpGnTpvj6+mJubs758+f55Zdf8PX1JSQkBIDx48czadIkPvjgA0JDQzly5AibNm3i/fffr9rOl5KtrS1t27Yt8VrTpk3x9/cHqPaf59NPP03btm3x8fEBioOUP/74g1GjRhke01X3MQKEhITQrFkzZsyYwZQpUzA3N+fHH39ErVYzfPhwoPp/Z2+1adMm3NzcaNWqlcm1mvB5Pvzww8ydO5c5c+YYfkgsXLgQR0dHoxRA1X2sp06d4ujRozRp0oT8/Hx27drFhg0b+OKLL4xOEKpJ311RsRT6G8nARI0xePBg4uPjS7y2Zs0awy/MP//8k59++slwfNpTTz1VrY5P+/HHH9m8eTOxsbHodDrc3d3p2bMnjz32mNGygRs7m289Pm3o0KFV2PN7c/jwYSZPnlzicZXV9fOcM2cOe/fu5dq1a+j1ery8vAgLC2PkyJEmR6xW1zHekJaWxty5c9m9ezeFhYUEBQUxbdo0o0fsNeE7m5GRQd++fXn00UeZOnVqiXWq++ep1+tZuXIlK1euJCYmBisrKwIDA3nqqadMHhtX57GeO3eO999/n4sXLwLQvHlzJk+eTGBgoEndmvDdFRVPgk0hhBBCCFFpZM2mEEIIIYSoNBJsCiGEEEKISiPBphBCCCGEqDQSbAohhBBCiEojwaYQQgghhKg0EmwKIYQQQohKI8GmEEIIIYSoNBJsCiGEEEKISiPBphCi2svIyKBz5860bduW9evXV3V3hBBC3EKCTSFEtbdx40YKCgrw8PBgzZo1Vd0dIYQQt5BgUwhR7a1evZq2bdvy6KOPcvToUWJiYqq6S0IIIf5Hgk0hRLUWERHB+fPnGThwIP369UOlUpU4u6nValmwYAGDBg2iU6dOjBo1is2bN/Ptt9/Stm1b4uLijOonJSXx/vvvM3DgQIKDg+nXrx+zZ88mJSXlfg1NCCFqBLOq7oAQQtyL1atXY2VlRa9evbC0tKRr166sX7+eyZMno1Te/D390UcfsXLlStq2bctjjz1GWloaH374IfXq1TNpMyEhgXHjxlFYWMjQoUPx9PTk6tWrrFy5ksOHD/PLL79gY2NzP4cphBDVlgSbQohqKz8/n02bNtGzZ08sLS0BGDhwIDt27GDfvn107twZgKioKFauXEnHjh35/PPPDUFoaGgoo0ePNmn3o48+oqioiMWLF+Pq6mooDw0NZdy4cSxevJhJkybdhxEKIUT1J4/RhRDV1o4dO8jMzGTQoEGGsi5duuDg4GD0KH337t0AjBo1ymi208fHh+DgYKM2s7Ky2LNnD926dcPc3Jy0tDTDv3r16uHp6cmBAwcqeWRCCFFzyMymEKLaWr16NQ4ODtStW5erV68ayoODg9m6dStpaWnY29sb1mM2aNDApI0GDRqwd+9ew+vLly+j0+lYvXo1q1evLvF9PTw8KngkQghRc0mwKYSolmJjYzl8+DB6vZ6HHnqoxDobNmwo8TF5afTv399oxvRW5ubm5WpTCCFqIwk2hRDV0tq1a9Hr9bz22mslbtb55ptvWLNmDaNHjzZsAoqOjsbT09OoXnR0tNFrT09PFAoFRUVFdOjQofIGIIQQtYQEm0KIaken07F27Vp8fHwICwsrsc7Fixf57rvvOH36NF27duWrr75i2bJldOzY0bBuMzIykv379xvdZ29vT+fOndm+fTsnT56kRYsWRtf1ej1paWk4ODhUytiEEKKmkQ1CQohqZ//+/Vy7do2ePXvesc6Na6tXr6Zx48YMGzaMffv2MWXKFJYtW8b8+fOZNGkSfn5+ACgUCsO9L7/8Mi4uLkyYMIF3332X3377jWXLljF37lzCwsL47bffKneAQghRgyj0er2+qjshhBBlMWPGDLZt28ayZcvw8fG5Y72HHnqIlJQUNm3ahFqtZuHChaxevZqUlBQaNGjAk08+yenTp/n111/ZvHkzjo6OhnvT0tL46aef2LlzJwkJCWg0GlxdXWnXrh0PPfQQjRo1uh9DFUKIak+CTSFErfb8889z6NAhdu7ciUqlquruCCFEjSOP0YUQtUJeXp5J2YULF9i7dy/t2rWTQFMIISqJbBASQtQK69atY8OGDXTu3BkHBwcuX77MH3/8gZmZmZwGJIQQlUgeowshaoVTp04xf/58zp8/T3p6OtbW1rRs2ZKJEyfStGnTqu6eEELUWBJsCiGEEEKISiNrNoUQQgghRKWRYFMIIYQQQlQaCTaFEEIIIUSlkWBTCCGEEEJUGgk2hRBCCCFEpZFgUwghhBBCVBoJNoUQQgghRKWRYFMIIYQQQlQaCTaFEEIIIUSl+X+//R6o9/e5IgAAAABJRU5ErkJggg==" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the plot above we see that the Workclass feature is encoded with a number for the sake of the XGBoost model. When plotting though we often would rather use the original string values before they were categorically encoded. To do this we can set the `.display_data` property of the Explanation object to a parallel version of the data we would like displayed in plots." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-07-16T03:48:14.865736Z", "start_time": "2024-07-16T03:48:14.378718Z" } }, "source": [ "X_display, y = shap.datasets.adult(display=True)\n", "explanation.display_data = X_display.values\n", "\n", "shap.plots.scatter(explanation[:, \"Age\"], color=explanation[:, \"Workclass\"])" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using global feature importance orderings\n", "\n", "Sometimes we don't know the name or index of the feature we want to plot, we just want to plot the most important features. To do that we can use the dot-chaining capability of the Explanation object to compute a measure of global feature importance, sort by that measure (descending), and then pick out the top feature (which in this case is `Age`):" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-07-16T03:48:15.415825Z", "start_time": "2024-07-16T03:48:14.866330Z" } }, "source": [ "shap.plots.scatter(explanation[:, explanation.abs.mean(0).argsort[-1]])" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 6 }, { "cell_type": "markdown", "metadata": {}, "source": "And the second top feature, which is `Relationship`:" }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-07-16T03:48:15.955086Z", "start_time": "2024-07-16T03:48:15.416355Z" } }, "source": [ "shap.plots.scatter(explanation[:, explanation.abs.mean(0).argsort[-2]])" ], "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can explicitly observe the distribution of the shap values for different classes in `Relationship`. \n", "\n", "Note that how we chose to measure the global importance of a feature will impact the ranking we get. In this example `Age` is the feature with the largest mean absolute value of the whole dataset, but Capital gain is the feature with the largest absolute impact for any sample." ] }, { "cell_type": "code", "metadata": { "scrolled": true, "ExecuteTime": { "end_time": "2024-07-16T03:48:16.556386Z", "start_time": "2024-07-16T03:48:15.955459Z" } }, "source": [ "shap.plots.scatter(explanation[:, explanation.abs.max(0).argsort[-1]])" ], "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The max function is potentially sensitive to outliers. A more robust option would be to use the percentile function. Here we sort the features by their 95th percentile absolute value and find the Capital gain has the largest 95th percentile value:" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-07-16T03:48:17.139898Z", "start_time": "2024-07-16T03:48:16.556954Z" } }, "source": [ "shap.plots.scatter(explanation[:, explanation.abs.percentile(95, 0).argsort[-1]])" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploring different interaction colorings" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-07-16T03:48:18.288027Z", "start_time": "2024-07-16T03:48:17.140706Z" } }, "source": [ "# we can use shap.approximate_interactions to guess which features\n", "# may interact with age\n", "inds = shap.utils.potential_interactions(explanation[:, \"Age\"], explanation)\n", "\n", "# make plots colored by each of the top three possible interacting features\n", "for i in range(3):\n", " shap.plots.scatter(explanation[:, \"Age\"], color=explanation[:, inds[i]])" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" 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" 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Customizing the figure properties" ] }, { "cell_type": "markdown", "metadata": {}, "source": "### Change title and tick label" }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-07-16T03:48:18.480672Z", "start_time": "2024-07-16T03:48:18.288511Z" } }, "source": [ "# by passing show=False you can prevent shap.dependence_plot from calling\n", "# the matplotlib show() function, and so you can keep customizing the plot\n", "# before eventually calling show yourself\n", "import matplotlib.pyplot as plt\n", "\n", "scatter = shap.plots.scatter(explanation[:, \"Age\"], show=False)\n", "plt.title(\"Age dependence plot\", color=\"g\")\n", "plt.ylabel(\"SHAP value for the 'Age' feature\")\n", "\n", "# plt.savefig(\"my_dependence_plot.pdf\") # we can save a PDF of the figure if we want\n", "plt.show()" ], "outputs": [ { "data": { 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 11 }, { "cell_type": "markdown", "metadata": {}, "source": "### Control outliers " }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-07-16T03:48:18.668922Z", "start_time": "2024-07-16T03:48:18.481097Z" } }, "source": [ "# you can use xmax and xmin with a percentile notation to hide outliers.\n", "# note that the .percentile method applies to both the .values and .data properties\n", "# of the Explanation object, and the scatter plots knows to use the .data propoerty\n", "# when passed to the xmin or xmax arguments.\n", "age = explanation[:, \"Age\"]\n", "shap.plots.scatter(age, xmin=age.percentile(1), xmax=age.percentile(99))" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 12 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-07-16T03:48:18.858725Z", "start_time": "2024-07-16T03:48:18.669340Z" } }, "source": [ "# you can use ymax and ymin with a percentile notation to hide vertical outliers.\n", "# note that now the scatter plot uses the .value property for ymin and ymax if\n", "# an explanation object is passed in those parameters.\n", "age = explanation[:, \"Age\"]\n", "shap.plots.scatter(age, ymin=age.percentile(1), ymax=age.percentile(99))" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 13 }, { "cell_type": "markdown", "metadata": {}, "source": "### Opacity of the points" }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-07-16T03:48:19.044276Z", "start_time": "2024-07-16T03:48:18.859234Z" } }, "source": [ "# transparency can help reveal dense vs. sparse areas of the scatter plot\n", "shap.plots.scatter(explanation[:, \"Age\"], alpha=0.2)" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 14 }, { "cell_type": "markdown", "metadata": {}, "source": "### Change point size" }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-07-16T03:48:19.314655Z", "start_time": "2024-07-16T03:48:19.044887Z" } }, "source": [ "# transparency can help reveal dense vs. sparse areas of the scatter plot\n", "shap.plots.scatter(explanation[:, \"Age\"], dot_size=2, color=explanation) # default dot_size is 16" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 15 }, { "cell_type": "markdown", "metadata": {}, "source": "### Add x-jitter to points" }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-07-16T03:48:19.534096Z", "start_time": "2024-07-16T03:48:19.315063Z" } }, "source": [ "# for categorical (or binned) data adding a small amount of x-jitter makes\n", "# thin columns of dots more readable\n", "shap.plots.scatter(explanation[:, \"Age\"], dot_size=2, x_jitter=1, color=explanation)" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 16 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-07-16T03:48:19.756887Z", "start_time": "2024-07-16T03:48:19.534564Z" } }, "source": [ "shap.plots.scatter(\n", " explanation[:, \"Age\"],\n", " dot_size=4,\n", " x_jitter=1,\n", " color=explanation,\n", " xmin=15,\n", " xmax=65,\n", " ymin=-4,\n", " ymax=1.8,\n", ")" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 17 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-07-16T03:48:19.958845Z", "start_time": "2024-07-16T03:48:19.757370Z" } }, "source": [ "# for categorical (or binned) data adding a small amount of x-jitter makes\n", "# thin columns of dots more readable\n", "shap.plots.scatter(explanation[:, \"Relationship\"], dot_size=2, x_jitter=0.5, color=explanation)" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 18 }, { "cell_type": "markdown", "metadata": {}, "source": "### Custom colormap" }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-07-16T03:48:20.183672Z", "start_time": "2024-07-16T03:48:19.959296Z" } }, "source": [ "import matplotlib.pyplot as plt\n", "\n", "# you can use the cmap parameter to provide your own custom color map\n", "shap.plots.scatter(explanation[:, \"Age\"], color=explanation, cmap=plt.get_cmap(\"cool\"))" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 19 }, { "metadata": {}, "cell_type": "markdown", "source": "### Other customizations" }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-07-16T03:48:20.436487Z", "start_time": "2024-07-16T03:48:20.184075Z" } }, "source": [ "fig, ax = plt.subplots(tight_layout=True, figsize=(10, 8))\n", "\n", "from matplotlib.colors import LinearSegmentedColormap\n", "\n", "start_color = (1, 0, 0) # red\n", "middle_color = (1, 0.843, 0) # gold\n", "end_color = (0, 0.392, 0)\n", "\n", "cmap = LinearSegmentedColormap.from_list(\"custom_cmap\", [start_color, middle_color, end_color], N=1000)\n", "\n", "ax.grid(linestyle=\"--\", color=\"gray\", linewidth=0.5, zorder=0, alpha=0.5)\n", "\n", "shap.plots.scatter(explanation[:, \"Age\"], color=explanation, cmap=cmap, ax=ax)" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 20 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-07-16T03:48:20.915611Z", "start_time": "2024-07-16T03:48:20.436871Z" } }, "source": [ "fig, ax = plt.subplots(tight_layout=True, figsize=(10, 5))\n", "\n", "# or you need more flexible customization\n", "scatter = ax.scatter(\n", " explanation[:, \"Age\"].data,\n", " explanation[:, \"Age\"].values,\n", " c=explanation[:, \"Education-Num\"].data,\n", " marker=\"^\",\n", " cmap=plt.get_cmap(\"rainbow\"),\n", " rasterized=True,\n", " zorder=5,\n", ")\n", "\n", "cbar = plt.colorbar(scatter, aspect=50, format=\"%2.1f\")\n", "cbar.set_label(\"Education-Num\", fontsize=14)\n", "cbar.outline.set_visible(False)\n", "\n", "ax.set_title(\"Customization\", fontsize=18)\n", "ax.set_xlabel(\"Age\", fontsize=16)\n", "ax.set_ylabel(\"SHAP value for\\nAge\", fontsize=16)\n", "\n", "ax.tick_params(labelsize=14)\n", "\n", "ax.grid(linestyle=\"--\", color=\"gray\", linewidth=0.5, zorder=0, alpha=0.5)\n", "\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], "execution_count": 21 }, { "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": "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": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 2 }