diff --git a/01_materials/notebooks/Classification-1.ipynb b/01_materials/notebooks/Classification-1.ipynb index 7b6959a7a..3eceef49e 100644 --- a/01_materials/notebooks/Classification-1.ipynb +++ b/01_materials/notebooks/Classification-1.ipynb @@ -21,7 +21,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -425,7 +425,7 @@ } ], "source": [ - "cancer = pd.read_csv('dataset/wdbc.csv')\n", + "cancer = pd.read_csv('dataset/wdbc.csv') # assign to object called cancer\n", "cancer" ] }, @@ -461,7 +461,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -470,7 +470,7 @@ "text": [ "\n", "RangeIndex: 569 entries, 0 to 568\n", - "Data columns (total 33 columns):\n", + "Data columns (total 32 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 id 569 non-null int64 \n", @@ -505,9 +505,8 @@ " 29 concave points_worst 569 non-null float64\n", " 30 symmetry_worst 569 non-null float64\n", " 31 fractal_dimension_worst 569 non-null float64\n", - " 32 Unnamed: 32 0 non-null float64\n", - "dtypes: float64(31), int64(1), object(1)\n", - "memory usage: 146.8+ KB\n" + "dtypes: float64(30), int64(1), object(1)\n", + "memory usage: 142.4+ KB\n" ] } ], @@ -525,7 +524,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -552,7 +551,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -596,7 +595,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -626,7 +625,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -638,7 +637,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 21, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -656,7 +655,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -668,7 +667,7 @@ "Name: proportion, dtype: float64" ] }, - "execution_count": 20, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -692,12 +691,12 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -726,7 +725,9 @@ "plt.ylabel('Concavity Mean')\n", "plt.title('Scatter Plot of Perimeter Mean vs Concavity Mean')\n", "plt.legend(handles=handles, title='Diagnosis')\n", - "plt.show()\n" + "plt.show()\n", + "\n", + "# Benign tumours have lower perimeter and concavity mean values compared to malignant tumours" ] }, { @@ -759,12 +760,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -824,7 +825,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -903,7 +904,7 @@ "54 97.26 0.05253 Malignant 0.298910" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -912,9 +913,9 @@ "new_obs_Perimeter = 97\n", "new_obs_Concavity = 0.20\n", "cancer[\"dist_from_new\"] = (\n", - " (cancer[\"perimeter_mean\"] - new_obs_Perimeter) ** 2\n", - " + (cancer[\"concavity_mean\"] - new_obs_Concavity) ** 2\n", - ")**(1/2)\n", + " (cancer[\"perimeter_mean\"] - new_obs_Perimeter) ** 2 # squared difference to get rid of negative values\n", + " + (cancer[\"concavity_mean\"] - new_obs_Concavity) ** 2 # same here\n", + ")**(1/2) # square root\n", "\n", "nearest_5 = cancer.nsmallest(5, \"dist_from_new\")[[\n", " \"perimeter_mean\",\n", @@ -962,20 +963,9 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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84x8EAKmrqyOEEFJWVkaEQqFbYdYbLMsSm81GKisrCQDy2Wef8a899NBDRC6XuwiygoICAoC8/vrr/LbuIo+Q3t21paWlRCAQkFdffZXfZjKZSGhoqMuP3N4YzddPd7hnwzPPPENCQ0NdnjWJiYlEJpO5fM9NJhMJCQkhd9xxB7/t2muvJXK5nNTX17scU0ZGhkcir6SkhIwfP55/9snlcnLRRReRN954g/9BwK01JSWFLF261OX9CxcuJKmpqfzaOZE3adIkF3fvmjVrCABy+eWXu7z/gQceIABc7kWJiYlELpeT6upqflteXh4BQKKjo13cptu2bSMAyOeff85vy8jIIFOmTOkRVrJ48WISHR3Nr6svd+35559PAJA9e/a4fW3y5Mku2+666y6iVqtdvuvu4EQeIV3fq6ioKGKz2UhLSwuRSqVk06ZNbu/dnt73u+OLa8wTBuSu/fOf/4yjR4/iyy+/xMqVK3HvvffipZde8moO0s082RszZsxASUkJdu3ahT//+c/Izs7Gnj17cPPNN+Pyyy/n59m5cydkMhlWrlzZ53zHjx/H5ZdfjtDQUAiFQojFYtx8881wOBw4e/asV8fgjNlsxp49e3DllVdCoVDAbrfz/y677DKYzWYcOnTI5T2///3vvdrHunXrIBaLIZFIkJmZiQMHDuCZZ57B3Xff3et7vv32W4wbNw4zZ8502b58+XIQQvDtt996tQZ/zwsAO3bsgFgshlgsRnJyMv773//ivvvuw7PPPuv388wwDC677DL+b5FIhLS0NERHR2PKlCn89pCQEERERLi4kLdv34558+YhJibGZV0LFy4EAOzbt6/PfQfiGuKOcfny5Xj//fdht9vx7rvv4pprrkFQUFCPsQcOHIBOp8OyZctc1sOyLC699FIcPXoUBoMBAGC32/H8889j3LhxkEgkEIlEkEgkKC4uRmFhYY+5L7/8cpe/J06cCAD9hh8MFoPBgMOHD+Oqq65yOWahUIibbroJ1dXVPdx+/a119+7dcDgcuOeee/rcd2NjI+68807Ex8dDJBJBLBYjMTERAFzO0cqVK2EymVwCwDdu3AipVIobbrhhAEfdlQi3ePFirFu3jr9vfvjhh2hpacG9997r8Tyj9fr59ttvcfHFF0Oj0fDPhqeffhotLS093JaTJ09GQkIC/7dMJsPYsWNd9v3dd9/hoosuQmRkJL9NKBTi2muv9Wg9qampyM/Px759+7B69WpcfPHFOHr0KO69915kZ2fDbDYD6HLd3nvvvdi+fTuqqqoAdCUh7dq1C3fffXeP7OvLLrvMxd2bmZkJALxbt/t2bk7nY4+Nje0x7oILLnAJh+C2c+ekpKQEZ86cwR/+8AcA6HF/q6ur89jdHhwcjAsvvLDH9j/+8Y/Iy8vD/v37AXRl27///vtYtmyZ2+uzN1asWIGGhgbs3LkT//nPfyCRSHgXcne8ue/7+hrzBM8D6ZxISEjgd849EJ944gksW7aMjzfqD26hMTEx/Y4Vi8W45JJLcMkllwDoilW46qqrsH37duzcuROXXXYZmpqaEBMT0yNOz5mqqirMmTMH6enpeO2115CUlASZTIYjR47gnnvugclk8mjt7mhpaYHdbsfrr7+O119/3e0Y57gbAL3GW/TGNddcg0cffZRP805NTYVQKOx3XUlJST22c+e9paXFqzX4e14AOO+88/Dqq6+CYRgoFAqkpqZCIpEAAGpqavx6nhUKBWQymcs2iUSCkJCQHmMlEgl/owWAhoYGfPHFFxCLxR6tqzuBuIY4VqxYgdWrV+P555/HsWPHet1fQ0MDgK7M7t7Q6XRQKpV46KGHsHbtWvzpT3/C+eefj+DgYAgEAtx6661uv1uhoaEuf0ulUgAY0PeQux+Vl5cjIyOjz7Gtra0ghLg9d71dv/2ttampCQAQFxfX635ZlsWCBQtQW1uLp556ChMmTIBSqQTLspg9e7bLcWdlZWHGjBnYuHEjbr/9djgcDnzwwQdYunSp22vRU/74xz/ioosuwu7du7FgwQKsXbsW2dnZXmeZj7br58iRI1iwYAEuuOACvPPOO3xs1bZt2/Dcc8/1mLP7vrn9O49raWlBVFRUj3HutvWGQCDA3LlzMXfuXABdP1BuueUWbNmyBRs2bOB/4K9cuRJPP/003nzzTTz//PNYu3Yt5HK5W6NH9+uHu7f2tt35HjeY93PXwiOPPIJHHnnE7fH2d4/k6O2+t3TpUiQlJWHt2rXIzc3Fpk2bYDAY+v3x1Z3ExERcdNFF2LBhAyoqKnDddddBoVC4jffz9L7vj2vMEwYk8rozc+ZMvPnmmygrK/NY5H3++edgGIa/eL0hNDQUDzzwAPbu3YtTp07hsssuQ3h4OH788UewLNur0Nu2bRsMBgO2bt3K/3oGuur/DZbg4GDeEtDbBZWcnOzyd/dfWP0RHh6O6dOne/We0NBQ1NXV9djOBY2HhYV5NZ+/5wW6grt7O85AnOeBEhYWhokTJ+K5555z+3p/P2gCeWzx8fG4+OKLsXr1aqSnpyMnJ8ftOO5zfP311zF79my3YzhLxQcffICbb74Zzz//vMvrzc3N0Gq1A1qnp1xyySV4++23+VJNfcGJB19ev9x9r7q6GvHx8W7HnDp1Cvn5+di0aROWLVvGb+8tWWbFihW4++67UVhYiLKyMtTV1fUa+O0pF154IcaPH4833ngDQUFBOHbsmNs6p/0x2q6fjz76CGKxGNu3b3f5kbdt27YBzxkaGor6+voe291t8xSlUoknnngCW7ZswalTp/jtGo0Gy5Ytw7/+9S888sgj2LhxI2644Qa/nzdv4K6FJ554Ar/73e/cjklPT/dort7uewKBAPfccw/+/Oc/4+WXX8a6detw0UUXeTyvMytXrsSNN94IlmX7LN/l6X3fH9eYJ/hE5H333XcQCARISUnxaPzGjRuxc+dO3HDDDS7myO7YbDZ0dHS4VbSc+Z47gQsXLsTmzZuxadOmXl223IXB/eIDutzG77zzTo+xvSnm3n4tKhQKzJs3D8ePH8fEiRP5XzFDzUUXXYQXXngBx44dc/m1/t5774FhGMybNw+A97+CPZ3X1wzX8wwAixcvxo4dO5Camorg4OBexw2Xa+jhhx+GXC7v1Q0BdNUs1Gq1KCgo6NelxzCMy3cLAL788kvU1NQgLS3NJ2vujaVLl2LChAl44YUXsHjxYrcZtl999RXmzJkDpVKJWbNmYevWrXjppZcgl8sBdFnaPvjgA8TFxfWaJdobCxYsgFAoxPr165Gdne12jLv7DwC89dZbbsdff/31eOihh7Bp0yaUlZUhNjYWCxYs6Hct/f3av//++3HnnXeivb0dkZGRfX7+fTGarh+GYSASiVw8IyaTCe+///6A55w3bx4+//xzNDQ08ELW4XC4rcHmjrq6OrcWq+7PPo77778f69atw1VXXYW2tjavXPCBID09HWPGjEF+fn4PId+dwVhlb731VqxatQp/+MMfUFRUhL///e8DWu+VV16JK6+8EhqNptcfKIDn931/XGOe4JXIu/3226FWqzFz5kxERkaiubkZH3/8MbZs2YJHH320hxXPZDLxMUQmkwllZWXYtm0btm/fjvPPPx9vvvlmn/trb29HUlISrr76alx88cWIj4+HXq/H3r178dprryEzM5P/RXD99ddj48aNuPPOO1FUVIR58+aBZVkcPnwYmZmZuO666zB//nxIJBJcf/31eOyxx2A2m7F+/Xq0trb22PeECROwdetWrF+/HtOmTYNAIMD06dOhUqmQmJiIzz77DBdddBFCQkIQFhaGpKQkvPbaazjvvPMwZ84c3HXXXUhKSkJnZydKSkrwxRdfDCpObaA8+OCDeO+997Bo0SI888wzSExMxJdffol169bhrrvu4h9mfR3XYOb1B8PxPANdFf93796NnJwc3H///UhPT4fZbEZFRQV27NiBN998E3FxccPmGlqwYEG/oiEoKAivv/46li1bBp1Oh6uuugoRERFoampCfn4+mpqa+F+5ixcvxqZNm5CRkYGJEyfi559/xosvvtinC7M/9u7di3nz5uEvf/lLn1XmhUIhPv30UyxYsADZ2dm46667MG/ePCiVSlRWVuKTTz7BF198wX/XX3jhBcyfPx/z5s3DI488AolEgnXr1uHUqVPYvHmz1xbSpKQk/PnPf8Zf//pXmEwmXH/99dBoNCgoKEBzczNWr16NjIwMpKam4vHHHwchBCEhIfjiiy+we/dut3NqtVpceeWV2LRpE9ra2vDII4/0GY7CMWHCBHz00UfYsmULUlJSIJPJMGHCBP71G2+8EU888QS+//57/N///d+Af0yMputn0aJFeOWVV3DDDTfg9ttvR0tLC1566aUeotMb/u///g+ff/45LrzwQjz99NNQKBRYu3YtH4PYH1lZWbjooouwcOFCpKamwmw24/Dhw3j55ZcRGRmJW265xWX82LFjcemll2Lnzp0477zzMGnSpAGv3V+89dZbWLhwIS655BIsX74csbGx0Ol0KCwsxLFjx/Dxxx8DAP8j7e2334ZKpYJMJkNycrJbg093tFotbr75Zqxfvx6JiYlYsmTJgNYqk8k8Kjrt6X3fH9eYR3iTpbFhwwYyZ84cEhYWRkQiEdFqteT88893WwaFy4Dh/imVSpKSkkKuuuoq8vHHH3tUzNFisZCXXnqJLFy4kCQkJBCpVEpkMhnJzMwkjz32WI9yESaTiTz99NNkzJgxRCKRkNDQUHLhhReSAwcO8GO++OILMmnSJCKTyUhsbCx59NFH+Uxf50wenU5HrrrqKqLVagnDMC4ZbN988w2ZMmUKkUqlBIBLNmt5eTlZuXIliY2NJWKxmISHh5OcnBzy7LPP8mO47LCPP/7Yk9NOCHFfQsUd7oohV1ZWkhtuuIGEhoYSsVhM0tPTyYsvvtjjM+jruNzh6bzeZtd6Mnaw57m37Fouu8qZ3jLF3a21qamJ3H///SQ5OZmIxWISEhJCpk2bRp588kmi1+v5ccP1GnJXAoOQrvIWixYtIiEhIUQsFpPY2FiyaNEil/23traSW265hURERBCFQkHOO+888sMPP5Dzzz/fJduzt7Vz2X9cKQVCur6vAHqUaOqNtrY28te//pVMnTqVBAUFEbFYTBISEsiNN95I9u/f7zL2hx9+IBdeeCFRKpVELpeT2bNnky+++MJlDJdde/ToUZft7q4fQrqy/GfMmEFkMhkJCgoiU6ZMcTmegoICMn/+fKJSqUhwcDC5+uqrSVVVVa/Z1l9//TV/Dz179myP191l11ZUVJAFCxYQlUrFl8zozvLly4lIJHLJkuyP0X79bNiwgaSnpxOpVEpSUlLICy+8QN59990ex9PbPar7OgkhZP/+/WT27NlEKpWSqKgo8uijj5K3337bo+zat956i/zud78jKSkpRKFQEIlEQlJTU8mdd95Jzp075/Y9mzZtIgBcygBxcOfnxRdfdNne2/l0d+33duzuro3e9pefn0+uueYaEhERQcRiMYmKiiIXXnhhj89ozZo1JDk5mQiFQpfPtb/KHYR0lUgCQP72t7/1Oc6Z3u7/zvRWGcHT+74/rrH+YAjxMM2VQqFQAsxjjz2GzZs3o7i4uEdCDGVgWK1WJCUl4bzzznMpQjsa+a1dP7///e9x6NAhVFRU9JoI8Fvg4Ycfxvr163Hu3DmPrH+jGZ/E5FEoFIo/+O677/DUU0/9Jh7Q/qapqQlFRUXYuHEjGhoa+k1QGQ38Fq4fi8WCY8eO4ciRI/j000/xyiuv/GYF3qFDh3D27FmsW7cOd9xxx29e4AEAteRRKBTKb4BNmzZhxYoViI6Oxl/+8he3Lc4oI4+KigokJydDrVbjhhtuwBtvvNFvaa3RCld267LLLsPGjRu9qo03WqEij0KhUCgUCmUUMqCOFxQKhUKhUCiU4Q0VeRQKhUKhUCijECryKBQKhUKhUEYhVORRKBQKhUKhjEKoyKNQKBQKhUIZhVCRR6FQKBQKhTIKoSKPQqFQKBQKZRRCRR6FQqFQKBTKKISKPAqFQqFQKJRRCBV5FAqFQqFQKKMQ0VAvgEKhUCj+g2VZWK3WoV4GxUdIJBIIBNQ+Q/EMKvIoFApllGK1WlFeXg6WZYd6KRQfIRAIkJycDIlEMtRLoYwAGEIIGepFUCgUCsW3EEJQVVUFm82GmJgYav0ZBbAsi9raWojFYiQkJIBhmKFeEmWYQy15FAqFMgqx2+0wGo2IiYmBQqEY6uVQfER4eDhqa2tht9shFouHejmUYQ79aUehUCijEIfDAQDUrTfK4D5P7vOlUPqCijwKhUIZxVCX3uiCfp4Ub6Aij0KhUCgUCmUUQkUehUKhUAIGwzDYtm3bUC/DK/bu3QuGYdDW1jbUS6FQvIKKPAqFQqEMmuXLl4NhGDAMA7FYjMjISMyfPx8bNmxwKeFSV1eHhQsXDuFKvScnJwd1dXXQaDRDvRQKxSuoyKNQKBSKT7j00ktRV1eHiooK7Ny5E/PmzcMf//hHLF68GHa7HQAQFRUFqVQ6xCv1DolEgqioKBoPRxlxUJFHoVAoFJ8glUoRFRWF2NhYTJ06FX/+85/x2WefYefOndi0aROAnu7aP/3pTxg7diwUCgVSUlLw1FNPwWazucz77LPPIiIiAiqVCrfeeisef/xxTJ48mX99+fLluOKKK/DSSy8hOjoaoaGhuOeee1zmaW1txc0334zg4GAoFAosXLgQxcXF/OuVlZVYsmQJgoODoVQqkZWVhR07dgDo6a7tayyFMpygdfIoFAqF4jcuvPBCTJo0CVu3bsWtt97a43WVSoVNmzYhJiYGJ0+exG233QaVSoXHHnsMAPCf//wHzz33HNatW4fc3Fx89NFHePnll5GcnOwyz3fffYfo6Gh89913KCkpwbXXXovJkyfjtttuA9AlBIuLi/H5559DrVbjT3/6Ey677DIUFBRALBbjnnvugdVqxffffw+lUomCggIEBQW5PSZvxlIoQwkVeRQKhULxKxkZGThx4oTb1/7v//6P/++kpCQ8/PDD2LJlCy/yXn/9ddxyyy1YsWIFAODpp5/G119/Db1e7zJPcHAw3njjDQiFQmRkZGDRokXYs2cPbrvtNl7c7d+/Hzk5OQC6xGN8fDy2bduGq6++GlVVVfj973+PCRMmAABSUlJ6PR5vxlIoQwl111IoFArFrxBCeo1n++STT3DeeechKioKQUFBeOqpp1BVVcW/XlRUhJkzZ7q8p/vfAJCVlQWhUMj/HR0djcbGRgBAYWEhRCIRZs2axb8eGhqK9PR0FBYWAgDuv/9+PPvss8jNzcVf/vKXXkWpt2MplKGEijwKhUKh+JXCwsIe7lUAOHToEK677josXLgQ27dvx/Hjx/Hkk0/CarW6jOsuEN21XO/e4othGD6rt7cW7c7i89Zbb0VZWRluuukmnDx5EtOnT8frr7/u9n3ejKVQhhIq8igUCoXiN7799lucPHkSv//973u8tn//fiQmJuLJJ5/E9OnTMWbMGFRWVrqMSU9Px5EjR1y2/fTTT16tYdy4cbDb7Th8+DC/raWlBWfPnkVmZia/LT4+HnfeeSe2bt2Khx9+GO+8806vc3ozlkIZKmhMHoVCoVB8gsViQX19PRwOBxoaGrBr1y688MILWLx4MW6++eYe49PS0lBVVYWPPvoIM2bMwJdffolPP/3UZcx9992H2267DdOnT0dOTg62bNmCEydOeBUHN2bMGCxduhS33XYb3nrrLahUKjz++OOIjY3F0qVLAQAPPPAAFi5ciLFjx6K1tRXffvutiwB0xpuxFMpQQkUehUKhUHzCrl27EB0dDZFIhODgYEyaNAn//Oc/sWzZMggEPR1HS5cuxYMPPoh7770XFosFixYtwlNPPYVVq1bxY/7whz+grKwMjzzyCMxmM6655hosX768h3WvPzZu3MjX7LNarZg7dy527NjBu3kdDgfuueceVFdXQ61W49JLL8Wrr77qdi5vxlIoQwlDegtWoFAoFMqIxWw2o7y8HMnJyZDJZEO9HJ8yf/58REVF4f333x/qpQSc0fy5UnwPteRRKBQKZdhiNBrx5ptv4pJLLoFQKMTmzZvxzTffYPfu3UO9NApl2ENFHoVCoVCGLQzDYMeOHXj22WdhsViQnp6O//3vf7j44ouHemkUyrCHijwKheIXuEgQ2u+TMhjkcjm++eaboV4GhTIioSKPQqH4HJZlYbVaYTKZIBaLIRKJIBQKIRQK3QbgUygUCsX3UJFHoVB8BiEEDocDdrsdDocDhBDYbDa+UTzDMBCJRLzoE4lE1NJHoVAofoKKPAqF4hM4QedwOAAAAoEAAoGAbzVFCAHLsrzo0+l0EAgECA8Pp6KPQqFQ/AAVeRQKZdA4HA7YbDawLAuBQMC3lHIWbAzDuPQWbW1tBcMw0Gq1sFqtYBiGF4VisZh371LRR6FQKAODijwKhTJgCCGw2+2w2+0AwAs8T2AYhnffcnNxlj5n0efs3qWiL/DYHSxEQkGvf1MolOELFXkUCmVAcIKMawLPiTZP6T7W2dLHZeZyCRwWi4WKvgDjYAkAgl2n67HjZB3aTTZo5GJcNiEaC8dHAWAgFNBzT6EMZ6jIo1AoXuFscSOEeC3uus/lDm4+KvqGBpYQfH+2CY99cgJNeovLaztO1iM8SIp/XDUR56eHQzCMz3dFRQWSk5Nx/PhxTJ48GXv37sW8efPQ2toKrVY71MujUPwOtblTKBSP4ZIrrFbroAUewzC9ijx3YzlLn7OoI4TAYrHAaDSis7MTHR0dMBgMsFgssNvtHs9P+RUHS7CvqAm3vvdTD4HH0aS34Nb3fsK+oqZfLH6+Y/ny5WAYBnfeeWeP1+6++24wDIPly5cPaO6cnBzU1dVBo9EMcpW+Z9OmTVR4UnwOFXkUCsUjOCua3W7nrWiDsZoN9r2c6OOSNAQCgYvoO3PmDBobG2E0GmGxWPiSLpT+IHjskxP9ijcHS/DY/074ZQXx8fH46KOPYDKZ+G1msxmbN29GQkLCgOeVSCSIioqi1l7KbwYq8igUSp9wyRVWqxUOh2PQ4q773L7AXWbuuXPnYDabYTabYTAY0NHRgY6ODhiNRv5YqOhzxe5gsfNUfa8WvO40dVqw61Qd7A7Wp+uYOnUqEhISsHXrVn7b1q1bER8fjylTpvDbdu3ahfPOOw9arRahoaFYvHgxSktLe5137969YBgGbW1t/LZ33nkH8fHxUCgUuPLKK/HKK6+4WNRWrVqFyZMn4/3330dSUhI0Gg2uu+46dHZ2eryOiooKMAyDrVu3Yt68eVAoFJg0aRIOHjzIr2vFihVob2/nf8CsWrVqEGeQQumCijwKhdIrhBC0trZCp9OBEOJTgeeNu3Ygcztb+kQiEW/pM5vN0Ov1VPS5QSQUYMfJOq/es+NkvV+ybVesWIGNGzfyf2/YsAErV650GWMwGPDQQw/h6NGj2LNnDwQCAa688ko+Gag/9u/fjzvvvBN//OMfkZeXh/nz5+O5557rMa60tBTbtm3D9u3bsX37duzbtw9/+9vfvF7Hk08+iUceeQR5eXkYO3Ysrr/+etjtduTk5GDNmjVQq9Woq6tDXV0dHnnkEW9OF4XiFpp4QaFQ3MLVvquurobNZsP48eOHekle49w/1zmZgxDC/zObzfyY7jF/vhS1I4V2k82v4z3lpptuwhNPPMFbwfbv34+PPvoIe/fu5cf8/ve/d3nPu+++i4iICBQUFHh0vb7++utYuHAhL6jGjh2LAwcOYPv27S7jWJbFpk2boFKp+LXt2bOHF4SeruORRx7BokWLAACrV69GVlYWSkpKkJGRAY1GA4ZhEBUV5eEZolD6h1ryKBSKC87JFVxx44FYuHQ6HcrKytDS0sJ3wXDGn5a8/uju3uUsfSzLwmKxQK/Xo7OzE52dnb85S59GLvbreE8JCwvDokWL8O9//xsbN27EokWLEBYW5jKmtLQUN9xwA1JSUqBWq5GcnAwAqKqq8mgfRUVFmDlzpsu27n8DQFJSEi/wACA6OhqNjY1er2PixIkucwBwmYdC8TXUkkehUHhYluX7zgK/Fjf2RtywLIvS0lKUl5cjNDQUjY2NsFgsUKvVCA4ORnBwMNRqtb8OYUB0zxLmrHwOhwMOh6PXki2jzdJnd7C4bEI0dpys9/g9l02I8luB5JUrV+Lee+8FAKxdu7bH60uWLEF8fDzeeecdxMTEgGVZjB8/Hlar1aP5uQzx7tu6Ixa7Clmuo4u363Ceh9uvp65lCmUgUJFHoVD6rH3njcgzm83Iz8+H1WrFrFmzIJVKIRAIYDKZ0NraitbWVtTW1sJut0MikUAoFKK9vR0qlQoCwfBxLHDHz63JnehraGhAeHg4FAqFS9/dkSz6REIBFo6PQniQ1KPki3CVFJeOj/ZbUeRLL72UF0qXXHKJy2stLS0oLCzEW2+9hTlz5gAAfvzxR6/mz8jIwJEjR1y2/fTTT17N4Yt1AF2Zv+4s3hTKYKAij0L5jdO9NVl3oeKpu7axsREnT55EREQEpk2bBoFAwD+g5XI55HI5YmJiQAiB0WhEaWkpOjs7ceLECbAsC61WC61Wi+DgYKhUqkGLJV+6g92JvrKyMigUCv41dzF9I1P0MfjHVRNx63s/9VlGRShg8I/fT+z1dV8gFApRWFjI/7czwcHBCA0Nxdtvv43o6GhUVVXh8ccf92r+++67D3PnzsUrr7yCJUuW4Ntvv8XOnTu9+sx8sQ6gyyWs1+uxZ88eTJo0CQqFAgqFwut5KBRnhs9PZwqFEnC42nc2W1fwvDv3Y39iiWVZnDlzBvn5+cjMzMSECRP4frTuYBgGSqUSWq0WGo0G5513HqZNm4aQkBC0t7cjLy8PP/zwA06cOIFz585Br9cPu1g47hyJRCK+ZAvDMLDb7TCZTHz2rl6vh9lsdmn/NtwRChicnx6Of908HeEqqdsx4Sop/nXzdJyfHu731mZqtdqte18gEOCjjz7Czz//jPHjx+PBBx/Eiy++6NXcubm5ePPNN/HKK69g0qRJ2LVrFx588EHIZDKP5/DFOoCuQs133nknrr32WoSHh+Mf//iH13NQKN1hyHC7e1IoFL/DuR7tdjufXNGb9aKyshItLS2YOnVqj9eMRiPy8/PBsiwmT54MpVLJv8YJyN7csFVVVWhvb8eECRN6rK2zs5N377a1tUEoFPLxfMHBwZDL5f1aWw4cOIDMzEwEBwf3dzoGxPfff48pU6a4BOQ7HwPnAnd2f3dvweZPF7XZbEZ5eTmSk5O9Ei0cnBVv16k67DhZ79S7NgqXju9KGhiNvWtvu+02nDlzBj/88MNQL8Utg/1cKb8tqLuWQvmNwWXPdk+u6I3eLHl1dXU4ffo0YmJikJ6e3sOd1h+97ZNhGN56k5iYCJZl0dHRgdbWVjQ0NKC4uBhisZgXfFqtFnK53Kt9+5veYvq4rGUAbvvuDqe4RE7AXZIVhUUTY/jtdgc7qsTdSy+9hPnz50OpVGLnzp3497//jXXr1g31sigUn0BFHoXyG4KzrvVnvXOmu8hzOBw4c+YM6urqMGHCBERGRg54PZ44EgQCAR+vl5ycDIfDgfb2dj6J48yZM5BKpS6WPqnUvZvR13gau9Wf6BsKS5+ndM+a9UcW7VBy5MgR/OMf/0BnZydSUlLwz3/+E7feeutQL4tC8QlU5FEovwE49yyXPetN6Q9nkafX65GXlweRSITc3NxBWdAGmpAgFAoREhKCkJAQAIDdbudF37lz51BQUACFQgGbzYa2tjYEBQX1KIEx1LgTfVx2MxcfaTQaIZFIoFKpXLJ3Kb7lv//971AvgULxG1TkUSijHG/ds91hGAYOhwPV1dUoLCxEQkICxowZ4xMrky9CgkUiEUJDQxEaGgoAvLgrKChAXV0dysvLERQU5OLe7SsxxFN8Gc7MZeY6z11ZWYmgoCA+qYMr3tw9e5dCoVB6g4o8CmUUw1nvvHHPdodlWRgMBpw9exaTJ09GeHi4T9bmr44XYrEY4eHhkEgkSE9PR1BQEJ/EUVxcDLPZDJVKxYs+jUbjdTyhv3FuwSYWi10sfZx717ljB+fepaKPQqE4Q0UehTIK6V77bqACr6OjAyUlJWBZFnPmzPFpNl+g2ppJJBJERkbysYNms5kXfYWFhbBarS7dODQajcdWSn+LKueC1JwQ5c6ZO9HnbOWjhRMoFAoVeRTKKIN7+HN12QbiViWEoKqqCmfPnkVERAT0ev2ABB4n5IaThUkmkyE6OhrR0dEghLiIPq4bh0aj4UXfUHXj6E2kOVv5nMdxSTVcCzauPA5XxsX5vRQK5bcBFXkUyijB2aU3GPeszWbDqVOn0NbWhmnTpsFut6O4uHjAa+qrVIo/rU2eZg6768bBib6qqioQQvhOHMHBwQgKCgqIFdJTcdyb6OMSOFiW5eMxnbtzOL+3Txw2QCju/W8KhTJsoSKPQhkFDDa5gqO1tRX5+flQqVTIzc2FRCJBU1PTb8b1x3XjUCqViIuLAyEEer2eF33l5eVgGAbBwcG8IORam/lrPQN9Dyf6nOfgSrc4j+1V9LEOAAQo/AIo+AwwtwEyLTBuKTDucgAMIBhesYwUCsUVKvIolBEOZ71zOBwDFneEEJSXl6O0tBRjxoxBYmKiy4PfHyIvUNawwcAwDFQqFVQqFRISEsCyLN+No6mpCadPn4ZIJHKx9HnSjSMQa3em+3o4safX66FUKl0+665/AEr2gPn8HkDf6DpZwTYgKAK4fC0w5mKAGZl185KSkvDAAw/ggQceGOqlUCh+g4o8CmWEwsWTmc1mSKXSAQs8i8WCEydOwGg0YubMmdBoNC6v+1PkjTQEAgE0Gg00Gg0qKiowffp02O12vhvH2bNnIZFIXAozDzRZxZ+xjM6faXdLn4AhQPG3YD667hdrnhv0jcBH1wHXfQSkXeRTi97y5cvx73//m/87JCQEM2bMwD/+8Q9MnDjRZ/s5evSoSxs+CmU0MjJ/glEov3E492xtbS1Onjw5YIHX0tKCAwcOQCwWIycnp4fAA7pEAJfE4UsClV3rL7ii0lwnjqlTp2Lu3LnIzMyEVCpFTU0NDh48iIMHD+LMmTNoaGjgW5p5On8ghLCzy5ZLMGE+v6d3gcfBOoDP7wXg+8/w0ksvRV1dHerq6rBnzx6IRCIsXrzYp/sIDw+HQqHw6ZwUynCDijwKZYThcDhgsVhgt9shEAgGJAZYlkVxcTGOHTuGtLQ0TJo0qdeuEAMVY56saagTL3wN140jNTUV06dPx5w5czBmzBgIhUJUVlbixx9/xOHDh3H27Fk0NTXxyRHDBYY4gILPe7poe0PfAFL4BYjD5tPPUiqVIioqClFRUZg8eTL+9Kc/4dy5c2hqagIA1NTU4Nprr0VwcDBCQ0OxdOlSVFRU8O9fvnw5rrjiCrz00kuIjo5GaGgo7rnnHpfznZSUhDVr1vB/nzlzBueddx5kMhnGjRuHb775BgzDYNu2bQCAiooKMAyDrVu3Yt68eVAoFJg0aRIOHjzos+OmUHwNdddSKCMEd7XvBAKB11Y2s9mM/Px8WK1WzJ49GyqVqs/xnJAcCH0JrZHoru1Of8cgEokQFhaGsLAwAF0Zr62trWhra0NZWRkMBkOv3Tj8YclzLvosFAqh1Wq7j+hKsvACpuAzIOvKwS+uF/R6Pf7zn/8gLS0NoaGhMBqNmDdvHubMmYPvv/8eIpEIzz77LC699FKcOHECEokEAPDdd98hOjoa3333HUpKSnDttddi8uTJuO2223rsg2VZXHHFFUhISMDhw4fR2dmJhx9+2O16nnzySbz00ksYM2YMnnzySVx//fUoKSnxSRcVCsXX0KuSQhkBdK995+xe80aANTY24uTJk4iIiMC0adM8ejD506063BMvfI1YLEZERAQiIiIAdMVDtrW1ue3GwfUZDjjmNu/Gm/of722dvu3btyMoKAgAYDAYEB0dje3bt0MgEOCjjz6CQCDAv/71L36+jRs3QqvVYu/evViwYAEAIDg4GG+88QaEQiEyMjKwaNEi7Nmzx63I+/rrr1FaWoq9e/ciKioKAPDcc89h/vz5PcY+8sgjWLRoEQBg9erVyMrKQklJCTIyMjw6NgolkFCRR6EMY5xr33GWHecHpafxcizLoqioCNXV1cjKykJMTIzHa6CJF+7xxTmRSqW9duMwmUw4c+YM6urqeEufWq0eVGFmrsQO998mk4kXU8Avlj6Z1rtJ5doec3cv0CyTydyWauntGpg3bx7Wr18PANDpdFi3bh0WLlyII0eO4Oeff0ZJSUkPC7TZbEZpaSn/d1ZWlovlMjo6GidPnnS7v6KiIsTHx/MCDwBmzpzpdqxz8kd0dDSArh9PVORRhiNU5FEow5Tute+6CzzAM1eq0WhEXl4eACAnJ8frjMKRbMkbaTh349Dr9YiOjoZAIEBrayuqq6vhcDig1Wqh1WoREhKCoKAgn3bjIA4bMG4pmIJtnr9n3NKuAslOId7cdUoI4a/f3mr0df9vAFAqlUhLS+P/njZtGjQaDd555x2wLItp06bhP//5T4+1OPdV7h5j2tcPIm9c487zcu/xR2ISheILqMijUIYhnta+6y8mr66uDqdPn0ZMTAwyMjIGJAhGcp08f+Nva6RMJkN4eDhiY2NBCIHBYOBj+rhuHFwsn3M3joFCGCGYcZd31cHzJPkiKBLIXAICAdBHG7be6vS5E33urgkuNMFkMmHq1KnYsmULIiIioFarvTvAXsjIyEBVVRUaGhp4q+rRo0d9MjeFMpRQkUehDCM4ywfXd7S/0ii9WSccDgcKCwvR0NCACRMm8A+ugTBS3bUj3R0MuB4DwzAICgpCUFAQ4uPj3Xbj4Eq6cIKvL9x9pl0WLYBcvrbvOnkAIBCCLF3b61yeHhf3fud/ZrMZNTU1YBgGra2tWLt2LfR6PZYsWYKZM2fixRdfxNKlS/HMM88gLi4OVVVV2Lp1Kx599FHExcV5tRYAmD9/PlJTU7Fs2TL84x//QGdnJ5588km3a6VQRhJU5FEow4SBtCZz567V6/XIy8uDSCRCTk4O5HL5oNbFiTx/ZHuOVEteINbd3z7668ZRUVGByMhImM1mCIVCCIXCHpZcd58nSxgIxlwMct1HYD6/F9A39Nx5UCTI5W8AaReBZXtfp6fnqbuY/eqrr3ixplKpkJ6eji1btmDu3LkAgH379uHxxx/H7373O3R2diI2NhYXXXTRgC17QqEQ27Ztw6233ooZM2YgJSUFL774IpYsWTLgYtYUynCAijwKZRjgcDj47FlvChs7u2sJIaipqUFhYSESExORlpbmk3itQHRd8Bf+nt+fVh5vRbVzN46kpCSYTCY0NDRAIBDAZrPBbDaDYRiIRCKXhAR3sCyBIO1CkIcKgMIvusqkmNoAubYrBi9zCT+uP7w9Rxs2bMCGDRtctjkncgBdsXcbNmzoNaZv06ZNPeZ1rokHwKWuHtDlsv3xxx/5v/fv3w8AfGxgUlJSj+tJq9WO2B8qlN8GVORRKEOIc+07roOCNw9Fzl1rt9tx+vRptLS0YMqUKXxdNl/gHERPXVeBZTDnm7PcSSQSyGQyPhTA4XDAarXygomz9IlEIpf9seSXThgZi13r4DlsIBh47cSB0F9Mn91uh1gsdpvB6ymffvopgoKCMGbMGJSUlOCPf/wjcnNzkZqa6puDoFCGACryKJQhghNn3rhnu8O5aw8cOAC5XI7c3FxIpVKfrtM5g9CXmZwjOfFiOLhrvYWz4olEIkilUthsNlgsFgCA1WqF2WyGQCDgBR9n7SMQAA7n2Lzekyz8fQwc3fvtckK1u9vXG9HX2dmJxx57DOfOnUNYWBguvvhivPzyy35ZP4USKKjIo1ACTH+177yZp6amBgAQExOD1NRUv1jaOGHnD9FB6Z1AWE4ZhuFjzjirMtc2jxP1nODrLqK82Yc/4a5L5x8gfWXv9ib6br75Ztx8881+XSuFEmioyKNQAkj31mQDFXhWqxWnTp1Ce3s7ACA5OdmvsXPAwERef9a6kd67djjF5A2E7pYvsVjM14FjWZZ375rNZhBCeLE3GNEXCLwp2TJQ9y6FMhLwne+FQqH0CVf9n2uSPhD3LAC0trbiwIEDIIRg1qxZ/Nz+YjAir795R6q7NlD4QngM9BwLBAKIxWLIZDIEBQVBqVRCLBaDZVmYzWbo9XoYjUZYLBY4HI5eS7L4G0/24SzonK9nZyHrcDjAsmwPMTjcGM5roww/qCWPQvEz3ta+62uesrIylJWVYcyYMUhMTOTF3UgVef5mJHfqGOw+OPelzWYbdBkdbj5O+AGuMaUmk4m39Dm7d4HhaVHtHtPH/f9IsPRZrVYA6DdDmkIBqMijUPzKQGrfucNiseDEiRMwmUyYOXMmNBoNPx+3H38xGJFnMBgglUohErm/1VCrRO8M1l0rFAohlUrR3NwMkUjUI2nGuaPKYOASOpwzd7u34nM4HH4TJdw+zWazT+br7ZocDqKPZVk0NTVBoVD0+p2iUJyhVwmF4ic49+xgrHcA0NzcjBMnTiAkJARTpkxxublzDx1/98701rXKsiwKCwtRXV0NANBoNAgODkZISAhUKtWgzsdwYjh37WAYBiEhIaivr0dVVVWP1zn3ZPcer76Cs/Q5XzecNdCXnz+XxOTrrPLucHG03b9/zv8fCAQCARISEkbF94fif6jIo1B8DCEEFosFtbW1iIqKGvADjWVZlJSUoLKyEhkZGYiLi3M7T6BEnqf7MBqNyMvLAwDMnj0bhBC+9da5c+f4fqsKhYKPgfLHA2ukPwR9YeUUi8WIi4vj40Cdqa2thclkQnx8/KD30xsVFRVgGAbx8fHQ6/Xo6OhAW1sbDAYDhEIh1Go1NBoN1Gr1gDtLtLa2orm5GRMnTvTx6l0pLS2FRCJBREQEH88HdF1n3RNS/PkjRiKR+LSUEWV0Q0UeheJDOPesyWTCyZMnER0dPaCbvclkwokTJ2Cz2TB79myoVKpex7prbeZrPLXkNTY28sednp7OB+QrFArExsby/VZ1Oh2amprAsiz279+PkJAQ3tLnb4uMLwhUTJ4vhALDMJBIJG63A3D7mq/g4vRkMhlkMhlfpNvhcKCjowOtra1oaGhAcXExpFIpgoOD+X+eXgeBOA6ga80ikchFjDpn7XKWS+fSM1x84mixXFNGHlTkUSg+ontrsoHCCaXIyEhkZmb2G8sUCEtef8fDsiyKi4tRVVWF8ePHIzo6mk84cca532p4eDgOHz6MrKws6HQ6viWbQqHgRV9wcPCgYo9GeszfSC/R0tt3QSgU8p8v0OUKbW9v5629BQUFUCgU/BitVturiPN1ke7eYFm2x3fROUZPKBS6CD6LxcIXmKaijzJUUJFHoQyS7rXvuBs6AK8C21mWRVFREaqrq5GVlYWYmBiP3hcoS15vQtJsNiM/Px82mw3Z2dkICgryam7nh73NZkNbWxt0Oh1KS0thMpmgUql40afRaIaVq8rfIsyfcG30/AnLsh6dI5FIhNDQUISGhgL49TpobW1FeXk5DAYDgoKCXEQf9x0LlMjz5Lvcve4lJ/q4pBSLxQKGYfgsZed2clT0UfwBFXkUyiDggr45AcQ9BLj/99TCZjAYkJ+fDwDIycmBUqn0eA1DmXjR0tKC/Px8hIWFYdq0aW6tbr1ZjNxtE4vFCA8PR3h4OIAuAdna2gqdTofa2lrY7XZotVpe9AUFBY3ah6O/LW2BsOQNVEh2vw6sVisf11lSUgKj0QiVSoXg4GA4HI6AXAPuLHn9wYk35yx455JK3Ouc2Dt+/DimTp064PhECqU7VORRKAPAuTWZu+xZ536v/VFXV4fTp08jNjYW6enpXj8UBQJBwEWec82+vpJC+qM/a5VMJkN0dDTv/jUYDLzoKy8vh0Ag4GP5goODfVIPzhfr9tU+/ClePLWyDXYfvrCySSQSREZGIjIyEsCv4r+trQ1NTU2w2+34+eefeUufWq32eckWX5SB6U302e12WCwW5ObmorS0FCkpKb5YMoVCRR6F4i2e1L7jbuR9iS+Hw4HCwkI0NDRg4sSJiIiIGNB6Ap14YbVacfLkSej1esyaNQtqtXrAcwKeixmGYRAUFISgoCDEx8eDZVk+eL+urg5FRUWQyWS86Bvp8XjA6IjJ88c+nMW/VCqFXq9HWFgYWltbeYsvV7YnODiYL9szGPzhFnYWfUajEQD6TLKiULyFijwKxQs46x0Xn9PXA6wvkdfZ2Yn8/HyIRCLk5OQMygIVSEteW1sb8vLyoFarkZOTM6gaa4N9+AsEAmi1Wmi1WiQnJ8Nut/eI4yotLUVnZydCQkKg0Wh8bt3xl0gaDZZCbh/+jpcjhEAikSAmJgYxMTEghMBoNLqU7WFZFlqtlhd9A3Hz+7OgM9AVsgHA65hWCqUvqMijUDxgIK3J3IkvQgiqq6tx5swZJCYmIi0tzScdBwIhChoaGlBTU4O0tDQkJSX5TCD4SmyIRCKEhYXxZTqOHj0KtVoNm82GwsJC2Gy2HkWZh2s8H/d5+tuSN1wSLwa7D+fjYBgGSqUSSqUScXFxfNkeTvSVl5eDYRgX0adUKvtdpy+6g/SF0WiEWCweESWEKCMHKvIolH4YaGuy7iLPbrfj1KlT0Ol0mDJlCi9GBou/LXl2ux1WqxV1dXWYPn06nwk7WPzVE5dDIBBAo9EgKioKhBCYTCbodDq0trbyHSC4h3xISAjkcrnHgiQQma/A6BB5gdhHXxY257I9CQkJYFmWr9XY0tKC0tJSl5IuXGxn93M/kMQLb9Dr9VAoFMP2hwdlZEJFHoXSB91r33lzAxYIBLwwbG9vR35+PuRyOXJzc336a92f2bWdnZ04fvw4CCHIzMz0mcADfCBg7GYw+nqAdQCyYBBFSJ/7UigUUCgUvHWns7OTL8pcUlICsVjsksQxHCwqIz0mL1BC0puwAYFAALVazceSOsd2NjQ04OzZs5BIJD0KM/tbsOr1eq+y6ikUT6Aij0Jxg7vad94+EIVCIRwOByoqKlBcXIyUlBSkpKT4/MHqr8SLmpoaFBQUICkpCY2NjX6zYgxk7UxHLYTVh8AYmgCGgIgUYMMzwUZPBQT9r5NhGP5Bn5SUBIfDgfb2duh0Or4Yr1Kp5AWfc1227vP4g0C43wPlSh3uGbzdYzu5a6G1tRU1NTU4c+YML/hbWloQFhbmlx8AXC1Aasmj+BIq8iiUbnSvfTeYQqWlpaWwWq0+dXN2x9eWPOesX86t3Nzc7LXw6O+8DfhhZjNCWH0AMLeD1SZ2iTpzO4R1xwCZFmzoGH5+T9csFAoREhKCkJAua6DNZuNjuIqLi2E2m6FWq3lLn7/rmAXKXTtaLHm+/AHS/Vqw2+1obm5GQUEBampqUFRUBKVS6RLTN5gEJA6j0UgteRSfQ0UehfILzrXvuAfgQB+Cra2t0Ov1UKlUyMnJ8WtfTV9a8gwGA/Ly8iAUCl2yfv1ZpsVr8dhZB8bYAlabBDC/CAiZBsSqB6MrBX4ReYNBLBYjIiKCL2tjMpn4+nw1NTW8G/7cuXMIDQ31KHB/IIx0kReomDx/7kMkEkGj0QAAZsyY0SOL+9SpU7124/AG6q6l+AMq8igU9EyuGKjAcy4SLJfLER8f7/fG6b5KvKivr8epU6fcFmX2RwbvQBMvGIcVIPhV4HEIJWBsRh+tzhW5XA65XM6X6GhtbUVeXh7/oBeJRC5JHIO19I2WEiojwV3r6T6EQiEYhunRjcNisfCij7P6ct04uFZ8nlgaDQYDFXkUn0NFHuU3jze17/rCYrHgxIkTMJlMmDlzJkpKSgLysB6su5brmVtTU4Px48cjKirK7T78JfK8hcg0gEAE2EyA+Jf6goSAsbSDDU724Qrdw5XoAIBJkyaBEMLHcNXW1qKoqAhyudwlcN9bd95oya4dLRm8fZVPkUqlbrtxtLa2orCwEFarlS/do9Vqe+2/zMXkUSi+ZPh0+qZQAgyXXGG1Wgct8Jqbm7F//35IJBLk5OTwN3LOMuhPBuNKNZvNOHLkCHQ6HbKzs90KPMC/tfi8nZcERYENTYOgswaMvgGMSQdBazmIPARs6Fi/rLEvuNZqKSkpmD59OubMmYO0tDQwDIPy8nL88MMPOHr0KEpLS6HT6by6JkaDu3Y0WfI8gevGMW7cOOTk5GDWrFmIjIyEwWDAqVOn8P333+P48eOoqKhAe3s7/wNtMJa8devWITk5GTKZDNOmTcMPP/zQ69gff/wRubm5CA0NhVwuR0ZGBl599dUe4/73v/9h3LhxkEqlGDduHD799NMBrY0ytFBLHuU3yUBr33WHZVmUlJSgsrISmZmZiI2N5ecRCoV+70QBDNxd29zcjPz8fERGRiIzM7PfWmMDyoL1R+IFI4AjbjaIPAQCXQngsIKNGAc2LANEETqwOb2kr3PRvSizxWLh6/MVFBTwLbe4zF13RZlHi7v2t2DJ6wvn0j2xsbF8/2XOvVtVVYXCwkJ8+umnsFgsSElJ8fp4tmzZggceeADr1q1Dbm4u3nrrLSxcuBAFBQVISEjoMV6pVOLee+/FxIkToVQq8eOPP+KOO+6AUqnE7bffDgA4ePAgrr32Wvz1r3/FlVdeiU8//RTXXHMNfvzxR8yaNcvr80AZOqjIo/zmGEztO2dMJhPy8/Nht9sxe/bsHj0nA9FuDPDeXUsIQUlJCSoqKpCZmYm4uDif78N5X74Y0wORFGzkBLARWQBhu9y33QhEJxBPrh2pVMr3WXVuuaXT6VBRUQGGYVzq88nl8oC4az21slnsLM61miAWChAfLIPAi4LRgRB5/u5EAfgug9e5/zJXrzEqKgoNDQ14//33ceLECYSHh+OCCy7AhRdeiDvuuKPfJI5XXnkFt9xyC2699VYAwJo1a/DVV19h/fr1eOGFF3qMnzJlCqZMmcL/nZSUhK1bt+KHH37gRd6aNWswf/58PPHEEwCAJ554Avv27cOaNWuwefPmQZ8HSuCgIo/ym8G59h338BnoQ7ShoQGnTp3q0woWKJHnjVvYarUiPz8fJpPJrTDtDX9mjg5KiDGCngkYw5juLbdYlkVnZ6dLIV6pVMp/Llar1W+JO55Y8vaX6vBpfj0aO60QChgkh8px48w4pIQp+p3fuQSRPxnOlrz+YBgGY8eOxdNPP42KigpkZWXh0ksvxXfffYcff/wRd999d5/vt1qt+Pnnn/H444+7bF+wYAEOHDjg0RqOHz+OAwcO4Nlnn+W3HTx4EA8++KDLuEsuuQRr1qzx7MB+IRDWYkrfUJFH+U3AsizsdjuOHDmC5ORkhIaGDtg9yyUpZGVlITo6utexw82Sx2WEBgcHY8qUKV6VefCXVWykPgB8dS641msajYYvytzW1obGxkYAXfFTXHmOkJAQaLVan9WE6+8BfKq2ExsOnoPVwSI8SAIHS1BQp8cb+yrw9MIx0Cr6TibhztFocNf6u6UZ0FUnT6VSYfbs2Zg9e7ZH72lubobD4eCTPjgiIyNRX1/f53vj4uLQ1NQEu92OVatW8ZZAoCvTfiBzdmekfr9HE1TkUUY13WvfcUkWA7n5GAwG5OfnAwCys7P7DZIWCASw2WwDWrc39Jd4QQhBRUUFSkpKMHbsWCQkJHh9/P4UrIGIPxspCIVChIaGQiaToaGhATk5OXymZlFRESwWC5+pGRISApVKNWCB058rdW9xCwxWh4vVLjFUiIoWE45WtWF+Rnif8482S56/RZ5erx9wdq27mM7+zvsPP/wAvV6PQ4cO4fHHH0daWhquv/76Qc3pzE8//YSysjKYTCbIZDKoVCqo1WpIJBJMmTLFJwWkKf1DRR5l1NK9NRnDMHyrMW+pra1FQUGB2xpyvRFId21v+7HZbDh16hTa29sxY8YMaLXaAe3Dn5a8kSryApH5KpFIXMpzmEwmPomjuroaLMu61OfzpsF9fw/t6jYzFBJXYSMUMGAANOv7//ESCEse9yNupLprnTEYDB6HT3CEhYVBKBT2sLA1Njb2sMR1Jzm5q9zQhAkT0NDQgFWrVvEiLyoqakBzcnz66ad44okn0NLSAolEAqvVCovFApZlYTQace7cOcTGxnp6mJRBQEUeZVTiXPuOYRj+Bu1txqtzi6+JEyfyHRA8IVAlVHpz13Z0dCAvLw8KhWLQXTdGort2pLuK3K1fLpcjNjaWz9TU6/XQ6XRoaWlBaWkpRCIRn8AREhLSZ4/V/kRejEaKyhbX4tIOloAwQKiyfysMl9jhbzEMwO9WtkC5a70toSKRSDBt2jTs3r0bV155Jb999+7dWLp0qcfzEEJgsVj4v7Ozs7F7926XuLyvv/4aOTk5/c7DMAwefvhhLFiwAI8++iiioqJgt9ths9lgs9lgMpkQExPjxVFSBgMVeZRRBSEEDocDdrvdbfasN5a8zs5O5OfnQywWu7T48pRAWvKcBRghBNXV1Thz5gxSUlKQkpIy6AftcKqTNxzm9rf10ZP5GYaBSqWCSqVCYmIiHA4HOjo6+NZrhYWFUCgUvOgLDg52icPsL7v2gjGhyKvuQHWrGeFBEtgJQUOHBTEaGWYkavtdX6Bq5AH+j/vztyWPK60yEHftQw89hJtuugnTp09HdnY23n77bVRVVeHOO+8E0JUZW1NTg/feew8AsHbtWiQkJCAjIwNAV9znSy+9hPvuu4+f849//CPmzp2Lv//971i6dCk+++wzfPPNN/jxxx/7XAv3eTc1NeHxxx9HUlKS18dD8S1U5FFGDZ7UvvNEeDmLpKSkJKSmpg7oBh+oOnnOljy73Y6CggI0Nzdj6tSpCA31Td04f9TJ8+T13yoDyUoUCoW8mAO6XPVtbW3Q6XQoLS2FyWSCSqXiRV9/ImxirBrLZ8fj0/x6NOmtEAgYpEcG4cYZsQjuJ+mCO4ZAJEQAgUnuGEg/Wm8YqMi79tpr0dLSgmeeeQZ1dXUYP348duzYgcTERABAXV0dqqqq+PEsy+KJJ57g2/Glpqbib3/7G+644w5+TE5ODj766CP83//9H5566imkpqZiy5YtHtfIe+yxx7Bjxw7cfvvtfj9vlL6hZ58yKmBZFlartd/ad/1Z8ux2O06dOgWdTocpU6bwBW0HQqAteXq9Hnl5ebzlcbD9U50ZqZY8f+JvgTrY+bv3WOXabel0OtTW1sJqtaKkpAQREREIDg5GUFBQj33OTQvBjEQNqnRddfISQ+QQCjxbV6CyXgH/fxYOh8PvPaiNRuOAEy/uvvvuXsutbNq0yeXv++67z8Vq1xtXXXUVrrrqKq/X4nA40NDQgL///e+oqanBxIkT+SQhrkYgtfAFDiryKCMazj3LZc/2V/uuL5HX3t7Ox7Dl5ub2Gc/kCYEUeWazGQcPHkRCQgLGjBnj84crTbwILP44J1y7La4o8w8//ACNRoPW1laUl5fz7dmcizIDgFwsRHqk9+IjUG3TBlPv0pv9+DMmz+FwwGQyDbit2XDCaDTim2++wZQpU/Dhhx/i7bffhsVigc1mg8VigVarhU6nozX0AgQVeZQRy0Bak7lLhiCEoLKyEsXFxUhNTUVycrJPbj6BEHksy6KmpgYGgwFTp071KjHEGwba8WIo3bWBCPj35/yBODfR0dEICgriizLrdDrU1dWhqKgIUqkUISEhfH0+by1ZgbLk+XsfgP9j8vR6PQB4nV07HFGpVDh06BCsVivf9YRLujCbzfw4KvACAxV5lBHJQFuTCYVCvqQK0FUx/uTJk+js7MT06dP5eCZf4G+RZzKZkJeXB6vViqCgIL8JPGDgIs8TRmLihb8JVF9Zbh/ORZmTk5Nht9v5/qoVFRXQ6/VQqVR8zJ8nRZkDlXgRKJHnT0uewWAAgAG7a4cbAy3VRPE9VORRRhTda99566pxdtfqdDqcOHECarV60CVG3OFPkdfY2IiTJ08iKioKYWFhKC4u9st+OEZiCRVPqW0347P8Bpys7YBWIcYlmeGYmxYy6pNG+hKSIpEIYWFhfEyq1Wrl6/OdOXMGVqsVGo2Gt/SpVCq3xXNHetYrh7/dtUajEVKpdNQUCDabzdi7dy9qa2v5+0ZwcDBkMhkiIiIwffr0IV7hbwcq8igjBq723WAy6gQCAex2O0pLS1FWVjbgDhCe7svXdfJYlkVJSQkqKyuRlZWFmJgYNDc3+90t3F9Xjd5obm6G0WhEWFhYrzGOQ2ltK2s24qH/FaBZbwXDAIQA+0tbcd20aNw1N2nI1hVoS15/SCQSREVFISoqCoQQl6LMXOamVqvl4/kUCgV113qBXq/3qpD1cMZoNGLt2rV444030NnZiba2NoSGhqKlpQUAMG/ePOzZswd2u51m3gYAeoYpwx7n1mSDDbRmWRZtbW0wGAyYOXMmNBqNj1f7K74uoWKxWJCfnw+LxYLs7GzetTNQAeYN3lryWJZFcXExqqqqoFAoUFRUBKVS6RLjJRQKhzzx4p39VWjSWxGiFEPwyzWlN9vxyfF6XDIuwqWllzMjPSaPi5UayD4YhoFCoYBCoUBcXBwIIXw8X1NTE0pKSiAWiyGTyfhg+8EmMfVGoESevy15er1+xCddcNfT0aNH8fbbb2PNmjUQiUR46qmnsH//frzzzjv45ptv8NprrwEAFXgBgp5lyrBmIMkVvdHc3IyysjIIBALk5OT4/SbjS3etTqdDfn4+QkJCMHXqVJe1+zNeznkfngobq9WK/Px8mM1mzJw5ExKJBCzLorW1FS0tLThz5gxsNhs0Gg3sdjtMJhO0Wq3PRU1/85ltDvxc1Q6ZWMALPABQSoXQGW04WtnWq8gLBIFIHPGFQGIYBmq1Gmq1GklJSXA4HGhvb8e5c+eg1+uxf/9+KJVKPnNXq9X67LtnsNhR0k5gLtEhSi1FWrjC5bP0Ff625HHlU0ayJY8TeSUlJQgLC8OVV16JTZs2QSqVQqlU4oEHHkBdXR1eeeUVrF27NiD9gClU5FGGMc6tyQZrveOsSrGxsWhtbQ3Ir0hfiDxCCMrLy1FaWor09HTEx8e7LfA8XCx57e3tOH78ODQaDbKzswF0FeUVi8WIiIhAREQECCEwGo3Q6XRob2/H2bNnUVZWxlv5goOD/Wb5cYZhGIAB0Mth9Xe5jfTsXcA/xyAUChESEgKTyQQAGDduHFpbW9Ha2ori4mKYzWao1Wpe9KnV6gEJqLJmI9482ICqFjuCGqshFQowMVaFm2bF9ei5O1j8bckzGAyjwpIHdAlW5xqdEokEDQ0NiIyMhMFgQENDg8t4in+hIo8y7OivNZk3mEwm5Ofnw263Izs7m48lCgSc+BqoW4zL/NXr9X26lgNRqsUTkVddXY3CwkKXMjTOmczOcymVSiiVStTU1CA1NRUikQg6nQ7nzp1DQUEBgoKCeNGn0WgG/IDta81SkQCzk7TYU9QChZhA8EuR306LAzKRALOTfJdp7S2BcNcC/hWqXHats8AHur6TnOj7Oe8EbA6CqNBfkziUSmW/67LYWfznaA3qOq2IVAoQHa6A3mLH4co2RKiluHJSlE+PJRAxeSNd5HHnJyUlBYmJiaipqcHUqVPx1ltv4dVXX8X48ePx7bff4sYbbwQw8hOXRgpU5FGGFb50zzY0NODUqVOIjIxEZmYmhEIhrFarz5MheoO76Q3ECsBZxLjM376y7gIR19bXPliWRWFhIerr671upcYwDF+ENzg4GKmpqbDZbNDpdNDpdCgsLITNZuOD+j0VAZ5yW24CCur1qG+38FY9sZDBjbPikBDSe6/iQFghRrrI6y27Vi6Xw86IcbRZiDyjGGaLDcEmBzI7m6H+pSgzZ9ENCQlx27mlqEGP6lYzooPEYO1dxxIkFUEjc+BIRRsWjguHTOwbyxvLsiCEUEteP3DXUk5ODhQKBYxGIyZOnIibb74Zf/nLX9DW1oYbb7wRt9xyCwBQV22AoCKPMmwYaO277rAsizNnzqC2thZZWVmIjo7mX+uvrZkv4R5w3sSeEEJw7tw5FBUVIS0tDUlJSR4VeB4qS57ZbMbx48dBCEFOTg7fJcEbus8rFosRGRmJyMhIF9euTqdDWVkZRCIRL/hCQkIGVfomPliON6+bgC9PNeJUXSeC5WJcnBGGGYn+S8jxhJHsruXorU6ezcHio59rkV/TgWC5GAqpBLVGK/SQ4uaZYxEmsbsUZZbJZLzoCw4OhlgshsnmgJ1lIWQIiNM+pGIBLHYWVgeBzEfVSLjvlr9LqIyWGnnBwcGYN28e//ddd92FlStXwuFwQKEYuhjX3ypU5FGGnMHWvnPGYDAgPz8fwK+/KJ3xR1mT3nC25HkC1ze3tbUV06ZNQ0hIiMf7GYxb2BPcibyWlhbk5+cjPDwc48aNc/sQHGytOWfXbnx8PFiWRXt7u09du2FBEiybHefVezxZ+2Dwt7s2ED1fe8t8LW40oLBej4RgOeS/WNs0chFKm404VNGGG2fG8cV0uaLMOp0O5eXlOHXqFFQqFewSNSQMiw6LA0rRr8fQarBjTIQCQVLfCbLBlGzylNHgrgV+vW7r6upw+PBhVFdXIzc3F1OmTEFnZyc6OztHRVePkQQVeZQhpXvtO4ZhBvzgqa2txenTpxEXF4f09HS3N2VflzXpC06serK/zs5O5OXlQSqVIicnx6vEA+58+VMYOFsLCSGoqKhASUkJMjIyEBcXN6j9emO16u7atVqtaG1tdevadTgcIza4OxAxeYP5rnm6D3ffwSa9FXaW5QUe8EuGrkyECp3J5di7F2W2WCx8lnaMSI+8JhYyEQO9nYGJFUAtl+LijHCfZtg6HA4+rMBfjAZ3LQBe4P35z3/GkSNHUFhYiFWrVmHKlCn45JNPsHv3bjz99NPIyMgY6qX+ZqAijzIkcLXvqqqqQAhBTEzMgB84drsdhYWFaGxsxKRJk/ps7yUUCvl9B6K+lieu1JqaGhQUFCApKQlpaWlenwdni6G/jomz5DlbG2fMmDHo9kWDjSeUSCS9unZbW1vR0dEBvV7vE9euM6MhJi8QLcfc7YPLfHWwBELBr6+bbA5EqqV9rksqlfJFmdPGOvCfvSdwrNYEi82GEIENE+V6CFtZ1DBd7l25XD7o4wxEVw2DwYCYmBi/7sPfcGEpr776KkpKSrBnzx7cfPPNvBv60ksvxdtvv41z584hIyMjINcghYo8yhDgnFzR0dEBh8OB2NjYAc3FWcAkEglyc3PdBmk7w7nyAtUOqS+R53A4UFhYiIaGBkyePBnh4eED2gd3o/SnhZLLlD106BAkEonH1sZAtgbr7to9ceIEJBIJRCIRqqqqUFBQAJVKxcd3abXagFwDA2GkF1vm9uHu/GZEBiFaLUOlzoj4YDlEAgY6ow0OlngVCykVC5GboMB5SSokJCVDLOhye7a2tqKhoQFnz56FVCrlLb8DFfn+Lp8CjK6YvN27d+Pee+9FVFQUmpubeQtldHQ0Ghsbh3h1vz2oyKMElO6178RiMaxWq9fzEEJQXV2NM2fOICkpCampqR49sL2NkxssvYk8o9GIvLw8MAwz4IQF530A/hUGnEUsKSkJY8eO9ak48te6uc4MCQkJAH7tv6rT6VBQUAC73c4//ENCQrxuKzWSLW2BsuS5E0cqmQhXT43G1rx6nGs1w0EIVFIhLs4Iw/QErVf7cDgckEskfCatRqOBRqPhizK3tbXxrde4+E3uM9doNB7VywyUJW80uGuBru+FxWIB0PWdCw7uKkVUX18Pi8UyaOs/xTuoyKMEhN5q3w0k29Vms+H06dNobW31umQHt99AJl90F3kNDQ04efIkYmNje40d9AZ/WvIIISgpKUFFRQVkMtmAYmn6EhOBbGvWvf+qwWCATqdDS0sLSktLIRaLXQoy+8q1O1BGg8jr7dpOC1fi/guSUNpshM3BIkYjQ4TK+wLYfe1DKBQiNDSUvz9YrVY+iaOoqAgWiwVqtZr/zFUqldu5AmHJ0+v1I96Sx52jFStW4MMPP8TcuXOh1+thsVig1+vxzDPPYOzYsYiL60pyoq7awEBFHsXv9FX7zluR197ejry8PCgUCq8TFDgCXUaF2xfLsjh79iyqq6sxfvx4REX5pmArF0Dva7FktVpx4sQJGI1GZGRk8I3oPUFvtuNIZSsqWwyQCoFpCVokhw6f8gkMwyAoKAhBQUFISEjgW3HpdDpUVlbi9OnTvGuXs/o4C4CR7k7tLV7Ol/TmruWQiYXIih5cpqU3cagSiaRHUWYudrO6uhosy7q4djnLbiAseUajcdRknd5222348ccf8dhjj6G+vh6bNm3C+vXrUVRUhK1bt7qUtKL4HyryKH6lv9p3QqHQbVeE7hBCUFlZibNnzyItLY3vqDAQAlFXjoPL5jWbzcjLy+M7b/jaNePrY+ro6MDx48ehUqmQnZ2N9vZ2j4VNs96C174tw9kGfZcFl2XxzZkWXD89BuePcbW6+tOS5831wbXi4srWOLt2T58+DYfD4VKQOVB17Pw5/1AlXvh6HwMVYHK5HLGxsYiNjQUhhI/n4yy7IpEIwcHBgyrp5CmjwV3LZbNLpVJ8+OGHeOeddxAXF4empiZMnjwZH374IZKSkoZ6mb85qMij+A3OgtdXcWORSNSvVY1r79XZ2YkZM2bwMR4DJdCWvPb2dpw+fbrPenK+2I+vRB5XiiYlJQUpKSleWwq/OFGPM/WdSApVQCTosoTUd1rw8fE6ZEWrEBb0qxt0uLps+nPtctdQQ0MDQkJC+uxIMhBGQ0xef5Y8X+CrjHKGYaBSqaBSqZCQkOBSj7GhoQFmsxmHDh1ySdrx1WfOXV+jxV3L/fedd945hKuhcFCRR/EbnDjo65dwf4JLp9MhPz8fWq0Wubm5PrmxBkrkEUJgsVhQUVGBcePG8bEo/sAXFjGuU0hdXV2PbF9P6/1Z7Sx+qmyDRi6GWCjgxUSUWoryFhMK6/WYk+Za5NmfVitfzO3OtVtbW4uysjJUVFRg1+HTqLbKQERypEdrcMG4GISr+s7y9nS//iJQAmyokjsGi3M9RrFYjNbWVsTExKC1tRWlpaUwmUxQqVQuSRyDOZ+jwZL39NNPQ6FQQCAQQKFQQKVS8YkwGo0GarUaKpUKkZGRQ73U3xRU5FH8Sn83+d4EFyEEpaWlKC8vx9ixY5GQkOCzB0Ygul5w8WwWiwXJycl+FXjA4C15ZrMZ+fn5vDu5e6cQT0Vkl3uWQNDto2IAgHTVRhvIvMMJoVAIlUoFkUiEdnUKDpfXQW+ygNjNOF7diW9OnsM1WWqMjQsbUNYuMHrctSPFktffPsRiMcLDw/kfPmazmS/Cffr0adjtdmi1Wl70BQUFeXV+R3pMnsFgwLPPPgsAGDduHKRSKZqamtDR0QGr1cp3NJJKpTCZTEO82t8WVORR/Ep/D3GRSNQjJs9sNuPEiRMwm82YNWsW1Gq1T9fk764Xra2tyM/Ph0aj8WkB3r7w1NLmjtbWVuTl5SE0NBRZWVluLSNc67T+kIqFmBCrxt6zzQhRSsA95loMNqhkIoyNdLVWDFd3rSe0Wwi+LWyCTCxCYkjXcdlZFmfrO3GqXYQQWbNL1m5oaChvGeoP6q71jECIPHeJFzKZDNHR0YiOjnYpwt3a2oqKigoXS2BISEifJZJsNhssFsuItuQJhULcfPPNKCkpQXR0NC6++GJMnz4dCQkJMBgM6OzshMlkGnE/6EYDVORRhhTOksc9dJqamnDy5EmEhYVh6tSpHtWxGug+fQ2XHFJcXIwxY8YgMTER+fn5AUny8FSEOUMIQVVVFc6ePduvtdQbi9viCVEoaTKgtMkAmUgAi90BsVCAxRMiEKPp6cYcDokXA6HOCLSZ7EgN+9XqKRIIEKGWo8YEZI4fB7EAPXqvOpftUKvVbkXKaMiuHe6JF97soy+XsLv+yp2dnXw8H1eUmYvn616eR6/XA8CItuTJZDKsXbsWO3bswLZt2/Dxxx/j5MmTuPDCC5GTk0MTLoYQKvIoQwp387Tb7SgrK0NVVRUyMzMRGxvrtweEP0SezWbDqVOn0N7ejunTp/PJIYHK5PV2Pw6HA6dPn0ZLS4vLenvDG5GXGKrAnxaMwffFzThT34kgiQCzkoMxPaFnN4NAWJP8NS/D/OqGhtNhEBAIfolHFQoFLrXaLBYLn7V78uRJvmwHJ/p80YbL8/VTS54nOBwOr2KBBQIBH4eWnJwMu93eozxPUFAQQkJCUF9fz/flHUjixbp16/Diiy+irq4OWVlZWLNmDebMmeN27NatW7F+/Xrk5eXBYrEgKysLq1atwiWXXMKP2bRpE1asWNHjvSaTqd9uQkqlEldffTWuvvpq7N+/H//973/x/PPPIzY2Ftdddx2uv/56r4+PMnioyKP4lf4eJJyl7ujRo2BZFtnZ2X7PMvNHuRHn2n3Ov9IDEf8HeCfCjEYjjh8/DqFQiOzs7H5v3t7ODwBRGhmumR4HlmVhtVr7fBCPVBdOrJKB1ipGfacF0b/0XLU7WOiMNlyUHgapqOcxS6VSFzefXq+HTqdDU1MTiouLeYuPJ2WFBgONyfNuH4NJ7hCJRD2KMnPxfH/84x9RXl4OgUCAv//975g/fz6mTZvmkQdjy5YteOCBB7Bu3Trk5ubirbfewsKFC1FQUMB3eXHm+++/x/z58/H8889Dq9Vi48aNWLJkCQ4fPowpU6bw49RqNYqKilze68k9gutdCwC5ubnIzMzE9u3bcd9996G8vBzXX3897Vc7BFCRRxlSuF6GSqUS48eP93tlecC3lrzq6moUFhYiOTkZqampbusADidLXlNTE06cOIHo6GhkZGR4/ID0V4LESL7hqyQMLp8Qif/l1aG4yQChgAFLgNQwJRZkhPX7fueyHYmJiXwbLk702Ww2/PTTT/26dgfCaMquDYQlz5f3JYlEgsjISERGRuLo0aPYunUr7rvvPuTl5eGVV14By7L4z3/+g0WLFvU5zyuvvIJbbrkFt956KwBgzZo1+Oqrr7B+/Xq88MILPcavWbPG5e/nn38en332Gb744gsXkccwzIAKtQuFQpw8eRIHDx7EqVOncObMGdTW1mLx4sVYvny51/NRfAMVeZQhweFwoKioCLW1tRAIBEhJSQmIwAN8I/IcDgcKCgrQ1NSEKVOm8C6X7gTSkteXyCOEoKysDGVlZcjKykJMTEyvY6tbTfihpAWdZjtSwhXITQn1q8gbqZY8hmEwJy0EsVoZ8ms6oDfbER8sx9QEDdQy72+tzm24hEIhjEYjQkNDe3Xtds+A9obR4K4lhIx4a6FAIEBERARCQ0Px8ccfg2VZ5OXlIT4+vs/3Wa1W/Pzzz3j88cddti9YsAAHDhzwaN9c7CBXAJxDr9fzPzomT56Mv/71ry4i0B3FxcV4/fXX0dnZCYPBAI1Gg/vuuw9LlixxGTeSf9SNVKjIo/gVd19qg8GAvLw8CAQC5OTk4PDhwwErTgwMXngZDAYcP34cYrEYOTk5fboyBAIBbDbbgPflKX0lXthsNr6YdH/Zyt8VNeHVPaXoMNkABmDAICMqCE8uSAYhxC/iYCSKPOc1p4QpkBLm25ZthBCIRCKPXLtcQL83cWOjwV3L/agZaZa87nCFkLle3tOmTev3Pc3NzXA4HD1qzkVGRqK+vt6j/b788sswGAy45ppr+G0ZGRnYtGkTJkyYgI6ODrz22mvIzc1Ffn4+xowZ0+tc3333Hd544w1otVpcffXVmDt3LkwmE7Zs2QK5XI7g4GAoFArExsb6rJ0jxTOoyKMEFK6bQnx8PMaOHQuBQOBxazNfIRQKYbVaB/Te+vp6nDx50mX9fTHUiRednZ04fvw4FAoFsrOz+yznojNY8c/vymCw2BGtlUHAMLDaWRTUdeLDn+owsa8FEAKYdABxAPIQQODZrWW4tDUbbnQXYX25dsvLy1167YaGhkKlUvV5bY6G7NpAijx/7mMwhZC7n19PxfvmzZuxatUqfPbZZ3wvXwCYPXs2Zs+ezf+dm5uLqVOn4vXXX8c///nPXucbN24cLr/8cgiFQhw/fhx79uyB2Wzmy8MQQtDZ2Yk77rgD69evh91u90vlBEpP6FmmBAS73Y7CwkI0NjZi0qRJLjcWT1qb+ZKBuGtZlkVRURFqamowceJEj6u2B0rkuXPX1tXV4dSpU0hKSkJaWlq/N/8jFa1oNdoQpZZC8MtYiUgApUSI/WWtyEjs5SFiaISg4gcwbVUAYUGCIkHis0FCU316jAPBn1ZCf4ukvuZ3du0CXbUluazdmpoasCzLW/m612kjhKBcZ0H+OQsKrDVIDFVgcpwacrFvrVX+dtcGSuT5q6sGh16v91rkhYWFQSgU9rDaNTY29ntv2rJlC2655RZ8/PHHuPjii/scKxAIMGPGDBQXF/c5Ljs7Gx988AGAX93oDocDdrsdNpsNNpsNBoOBv16pwAsc9ExT/ArDMOjs7EReXh4kEglyc3N7uDcD2UsW8N5dazKZkJeXB0IIcnJyvIqFClRMnrO7lmVZnD17FtXV1T0EdV+Y7SyAnt0qhAIGdpbAQdy44KwGCIp2gGk/B6KKARghmI5qMGd3wJH1eyCob9fMSI7J8yfenhOZTIaYmBjExMTwVhPnOm0ymYx36x5tcGDr8VbozTYEtTWDAZAVo8KtOQlQDSCWsDcCYcnj2ib6k+FoyZNIJJg2bRp2796NK6+8kt++e/duLF26tNf3bd68GStXrsTmzZv7TewAuq7DvLw8TJgwoc9xQqFwxPfeHa1QkUfxK01NTTh69CiSkpKQmprq9mY5FO5aT61rXDZqZGQkMjMzvf5FH+jsWovFgvz8fFitVmRnZ3v18MiKVkEmFqLTbIda3hXfRQhBh9mOqfEayIQdPcQHoysD014NEpIGCLrODZGkgGkuAtNY4JHIG64YrQ6cbdTDYmcRHyx3KeQ8nNuOMQwDtVoNtVqNpKQk2O123rV76FQpPiqyQCQQIFohRLBGDJYR4mRNJ74vacGi8b7pK8qdH39b8vwt8Lj9+NOSZzQaBySQHnroIdx0002YPn06srOz8fbbb6Oqqgp33nknAOCJJ55ATU0N3nvvPQBdAu/mm2/Ga6+9htmzZ/NWQLlcDo2mq4bl6tWrMXv2bIwZMwYdHR345z//iby8PKxdu9ZHR0sJNFTkUfyKVqvFtGnTemRwOTMc3bWEEJSUlKCioqLfbNS+CKS71mQy4eDBg9BqtQPqFpIWrsT8jHB8eaoBBqsDEpEAJqsDGrkYN86MQ9OZ2p7ixtrZ9f8C14cgkSjBGBo92u9wtOQV1uvx4U81qGu3gCUEKqkIuakh+N3kKIi6mzq9oKnTgv1lrShpMkAjF2NGogaTYtVuBZ2vBLBIJEJYWBjCwsJQxTZDUn0OIUIz7DY7mpqbAQAOhwjfF9biwlR1ny24PCUQrtRAibzhaMkDgGuvvRYtLS145plnUFdXh/Hjx2PHjh1ITEwE0BWuUVVVxY9/6623YLfbcc899+Cee+7hty9btgybNm0C0NWd5fbbb0d9fT00Gg2mTJmC77//HjNnzhzcQVKGDCryKH6F69vZF4F21/a3P84aZrFYMHv27EG1GwqUyDMajWhra8PYsWORlJQ0IIHAMAzuvzAVqeFKfFXQCJ3BhtyUEPx+agwyIoPw9Rk3gkysBEAAwgLMrw9CxmYEq/SsVtxwo91kw3uHq9GktyI+WAaRgEGr0YavC5sQpZJg7piuuCJv117TZsbreytwrtUEiUgAm4PFofJWLJ0Yicsnulo8/SV8Hb/EyYnFEoiEIgQHB8NqtcKs00NvNOHQoUO8a5dz7w4kfoq75v3trvW3yOPiy/wdkzdQV+fdd9+Nu+++2+1rnHDj2Lt3b7/zvfrqq3j11VcHtBZnAiXAKf1DRR7Fr3hykx+KmLzehJdOp0N+fj6Cg4N90jvX3yLP4XCgsLAQ7e3tiIiIQHJy8qDmEwsFuGJyDK6Y7Gq55ERHd/FBQlJBVDFgdKUgqtgui56+AZAEgYRn9rs/f2fXDmTuk7WdaOi0IDlUAeEvVrsQpQR6iwMHylp5kectX55uRFWrCSlO8zbpLdhV0ISZSVpEqV3dwf4QSKlhCijEQugtVih/SbQWiMRwCKS4aEI85owP5127paWlMJlMPXrterKu0eKu5coG+dtdyyUkjHQaGhoQGRnJfy60w8XQQ0UeZcgZipi87qKSEILy8nKUlpYiPT0d8fHxPrk5+VPkmUwmHD9+HAzDICYmxq8PIu5c9BBN0iCw6ZdBUL4PTEc1wLIgyjCwCTmAJh52qxU6nQ5arbZXwTzc3LUGa9e1IezmlpWJBWgz2fgHvzdY7CxO1XQiWC52mTdMKUFZixEnqjtwjHTgRE0HJCIBYgQWTI/3vO6dp6SGKZCbGowdeXq0mYFO1gSznUVqmAJz00JdXLtA1zXGteA6d+4cAPToteuO0WLJ4+4T/nbXjvSkBe6zWL16NUQiEa655hpMnTp1UAW7Kb6BijzKkCMSiWCxWAK2v+4ijysW3NHRgZkzZ/JByL7AX9m1LS0tyMvLQ1RUFDIzM1FcXOx3odyrZUwVDXbCNYChCWAdgDIMEEpgNBpx7NgxWCwW2O12qNVqvuwHV/x1oCLAbHOAJYBC4nthG6WWQiRgYLI5+LIihBB0mOzISgkemCv8l/8h6GYJBeBgCf5ztBb1nZYuzzcA4rChuI3F/6X41hLCMAyumRoDqVmHohYb5OogZEQqMTspGFpFT1Epl8shl8tdsnZbWlpQX1+Ps2fPQi6X84LPWchzma8jXeQFIrZwNIg87nPOyMjAe++9h8OHD2P69OlYunQpJk+e7HGGP8X3UJFH8SvD3V3b3t6OvLw8BAUFIScnp89iwQNBKBT61FJFCEFFRQVKSkqQmZmJuLg4AG46XtgtYOqOg2mv7rK2xUwDlOGD2nefVklGAAT9mpnJidDo6GgkJSXBZrPxddwqKyshFAoREhICq9XqUfNzjsZOCzb/VItD5a1gCTAuOgjXTYtBeqTvHpLjooIwLioI+dWd0ChEEAsFaDVaoZGLMDft1/hSbwSMRCTA1Hg1vi5sQrBcDJGw6/Nq6LTAbGfRpLciSi2FRNQlJhrb7PixyoTj1R2YGu+7Hx1Al4UyK1yCSdEKpKZ67t53ztpNTk6G3W7nrXzFxcUwm83QaDS8hc/fbjp/J0Rw+/B3mZbBFEMeLnA/AO+//37ccsst2LJlCzZu3Igvv/wSOTk5WLZsGWbMmAGtVktj9QIMFXmUIWeo3LVVVVUoKipCamoqkpOT/fJQ8qUlz2634+TJk2hvb+9hcXQRYKY2CA+uAVOXDxAHGEIgCIqCY+YdILHTB7x/T2LcCCGorKxEcXExMjMzERMTwwu52NhYxMbGgmVZtLe3Q6fToaWlBTqdDnq9vt9uDXqLHX/dWYLiRj2CZCIIGeBgWSuKGw3465J0JIf+6hoyWh34vsqM080GiI+bMSlOjQWZ4YhSS/s9TrFQgJU5CdhV0IifKtthc7AYH63C/MzwQYnJRVkRKGs2oazZAAYMWEIQJBNBKhLAKhLwAg8AlGIGTUaCY1XtPhd5gG9ipUQiEcLDwxEe3vXjwWQyuQh5lmVx6tQp3tLnjZj3hEBZ8vzdU9tgMAwquWu4wDAMrFYrlEolVq5ciZUrV+LIkSN48sknsXDhQmRkZOCOO+7AsmXLoNVqh3q5vxmoyKP4nf7EQaAtedxaSkpK+i3vMlh8FZOn1+tx/PhxyGQytxZH544XgsJPIaj5CUSbBIjlIIQFoyuH8Kd3YQ9LB6QDe6D09zk6HA6cPn0aLS0t/K92d8cuEAgQHByM4OBgEEJgs9mg1Wr5pBcAvDAIDQ2FVNolzH4sbUVpkwHRGinEwq6Hu1omQnWbBTtONeKe85MAADYHi3XfV+D7EhMkQgZKhxWfn2hAXnUHHpuf6pHQU8tEuGZqDC6fEAmrg0AlFbqIooFYZ8NVUjx8UTJ+qmxHhc4IlVSEqQkavLynDHqL+x85rJ/CFf0REC+Xy3kh397ejvz8fCiVStTV1aGoqKhX1+5ACVRMnr/3MRoseRzcfam6uholJSU4ffo0UlNTUVFRgaCgILz00kt47rnn8O6772LJkiVDvNrfBlTkUYacQNbJ48QSAMyYMcPvv6A5kTeYh2pDQwPfL3fMmDFuHzq8u9ZuhqByP4gsGBD/EhTPCECCEwFdGZiGkyAJOQNaR18iz2w28+c1OzvbK6uNQCBAdHQ0oqOjXeK+amtrUVRUBKVSiZCQEJypsYMlhBd43JqkIgaF9Xp+W151B36uakeoXACFRIigICkcLEFFiwnfnGnCjTPjPF6bTCyEzIf5Dxq5GBdluJaWyU4ORmmTEXYHC9Evx2ayE4iEDCbHqX23cyf83Y2Cy0hNTk7u17UbEhIClUrl9XpGgyWPEDIqYvI4PvvsM/z88884ceIEzp49C0IILrvsMvzvf//DxIld3a9Xr16NO++8E5deeinEYt8nF1FcoSKPMuQEypJXW1uL06dPIzExEWVlZQG5wQymlAAhBMXFxaisrMSECRMQFdV79wjeYuiwA6wNEHY7NkYIBixgN3t9DPwUvYi8trY2HD9+HGFhYRg3bpxXD8Xu56R73JdzLF9HSzPMZhYdHXZIJBJIJGIIBALYHMQlaaC0yQgHSyCT/Dq3UMBAIRHiZG3nAI7cs7UPlMXjI3C4og3FTQYIfznHNhtBdoICUxN876oF/F/aorsA6+7aNRqNvOirrKzkrbveuHYDZcnzt7vWaDSOGkveG2+8Ab1ej5kzZ+Khhx7C3Llz+de4a+7OO+/E6tWrqcALEFTkUfzOULtrHQ4Hzpw5g/r6er6Xa0VFRcB6ygLeP5CsVivy8/NhMpmQnZ3d7y993l0rUYKEjIGg+giIPATgHuSmFhCJGiQkdcDH4u5zrK6uRmFhIcaMGYPExES3oq0/+ro2xGIxIiMjERkZiRvDDMj/tAAdFhuCiAUGgxFmloEdQkyPlvAPZImI6cpQ7TavnWX5bNnhRIhSgueWpOPrM004fq4DMpEAcaJOXJgROqjuGn3hb5FHfim63BsKhQIKhYKP0eR67bpz7QYHB7sVWoGy5AXCXTsaYvIMBgNiYmLw6quv8iEw3HfQOdM6PDwc5eXlQ7bO3xpU5FGGHJFI5LfEC6PRiLy8PDAMg5ycHL6uV6Csh84iz1O4jF+VSoWcnByPYpd4dy3DgB13BRhdKdBcBMg0YGwmEMKCzVgCaBIGfCzOIo9lWRQVFaG2thZTp07ts5hrX2LCm4LFKeFK3Dk3CRsOnEO72Q4iIJCIgPNiRAiz1OKHHyqh1WoRIQyCXMyg1cwiVNF1/vUWO+wsMDs52Isj7h1f1/bTKsS4ZmoMrpnaVYT6xIkTfhN4QP8ibLB44w4WCATQaDTQaDS89ZYryHz27FlYLBbetetcficQSRH+tuRZrVbYbLZR4a7t6OjAjz/+CEIIrFYrhEKh23MnEAj41msU/0NFHmXI4QSXr60LjY2NOHHiBGJiYpCRkeHyUAtUuzFun54KypqaGhQUFCAlJQUpKSkenw/nxAsSOR6O8x+HoPgrME1nwGoTQZIvAJsy71fLnrfYzQjuKITsbDlYVTBOtIihF6iRnZ09qIKn3n7e8zPCMSVOg+PV7bA5CMZFBSEpVAFCCIxGI3Q6HUhzM8bLO3Cog0Gl2QGpgUAmESM3JRjzxo6MzgKBsLQNpSWvL8RicQ/XrnPWrkAg4Mvv+KLPbl/4O/FCr++KJR0NIg8AIiIiUF9fP2o6eIwGqMij+J3+Hibcrz1f/TJnWRbFxcWoqqrC+PHjER0d7XafgbDkcTW2+hOULMvizJkzqKurw5QpU/iOAy4QAqbmJwiqDwNCKdjUi0BCUgD0rJNHwtLhCEv3zUGY2yE8vA7JNfsgaZHAYDIhRR6KoPPvhWCQFe0JIShttaH8dCOCpCJMi1dDKe37thQWJMH8DNeafwzDQKlUQqlUIj4+HhMnOrD7UD7ONFlgddgRKjJiooqgrppxsQYNBn/XgRvJIs+Xbk7OtRsXFweWZdHR0cGLvtbWVrS3t7tk7frS8uZva6HBYACAURGTJ5fLMXnyZDz11FN48sknoVaroVAoIJFIIBaLIZVK/S7KKT2hIo8y5HDuSLvdPugbqtlsRn5+Pmw2W5+xbIEs29KfyDObzcjLywPLsr1bxhxWiHb9CYKSXV1dJUAgPPRP2HMeBDttpV8tk4KzO8HUHYdBEo42VghtuAYhaAdOb4E9KguQD8wFarQ68K9jbThZbwIjsoBhGESppbjv/CSMjxlcjJJQKERymBJpkWqkpaXxNdxaWlpcijGHhoYiJCRk2AWBB0KEjcT5BQIBtFottFotzGYzpFIpVCoVdDodioqKYLFYoNVqedE3WDHvb0seVz5lJBcI5q7VxsZGfPPNN6iqqsJPP/2E9PR0yGQyyGQy2Gw2TJo0CatXr6b9bAMMFXmUIYcLyh2s6GppaUF+fj7CwsIwbdq0PmPZAuWu7W9fOp0OeXl5CA8P7zMzVXBiMwRnvwQRyQDJL2U1LB0Q7X8FttjpYITR/ukBy9rBnDuETpsQViKAVqOBNiQYhFWDaSkG01gAkpjb4212Bws7SyAV9f7w2ppXh+N1ZqjFDMKDZXCwBLXtZry+rwKv/C6zX4ueNzjXcHMuxlxZWYnTp09DrVbzok+tVvf7EPJ3v91AzD9c3bWewrIsxGIxIiIiEBERAUKIS0HmiooK3rXL/eNqLnqzD39a8vR6PRQKxYgWPdzatVotHnjgATAMw1tYjUYjLBYLWlpa+PNIRV5goSKP4nf6+0IzDDMoyxohBGVlZSgrK0NGRgbi4uI8chEPpSXPuTNEeno64uPj+1yzsGBb13+Inax8UjVg0kFwdgcEWbf5RbTarRa0NzXAbrNBIg2CRPpLEWZGAIYAcFhdxnea7fjfsRrsLW6G1c4iPTIIl48Px7hoV8uczcFib7EOMpEAMnHXTV8kZBCjkaKuw4Jj5zowJ80/RaqdizGnpqbCYrHwVr7q6moAcLHyeSsMfMFIj8ljWZbPcPbXfrpb2RiG6dW1W1NTg8LCQr7moqeuXX9b8kZT+RSRSIQrrrgCsbGxfY4byVbLkQgVeZRhwUBbm1mtVpw4cQJGoxGzZs2CWu1Z8VivRJ65HcIfX4Lw1MeA3QQ26Xw45jwGEjneo7d3F3l2ux2nT5+GTqfD9OnTERzsgbvT3A7CdHsgMQwAAlj0frFMGgwGHDt2DClByUiwnkWdgwE4A5OxBUSmcinJYnOwePHrYhytbIVSKoJIwOBQeSvO1Hfi8QWpyIz6VehZ7SzMNge6VzQRCrraffXWAcIbPBUXUqnUpRhzR0cHWlpaeGEQFBTEiz6NRsM/pHwtXmwOFrXtFggYgB3BlrbTdZ3YdlyHihYjEmpLcF5qCOakhfg8W7i/uD9n125KSgpsNhtfm+/MmTOw2WwuBZnduXYdDodfRb5er4dSqRzRli0uA/nTTz/F9u3b8emnn8JisfBxwhKJBB988AEKCwvx3HPPBaQsDeVXqMijDAsG0vWira0NeXl50Gg0yM7O9iquyuOesnYzxP9ZCqapCAzpGi8o2Q1B+V7Ylu0EicjyaF+cADMajTh27BjEYjFycnI8foCQuBkQnP4fXyYFAOCwAQwDEjXRq1IkntDU1IT8/HzExcUhZtytYA6/DuW5AgiFoWAsv5SFSV8EaOL59xw/147j1e2IUssgl3Spt2C5COUtRmw/1egi8hQSIeKD5cirMsG57q3B6oBUJEBS6OASOgYKwzB8OQ9OGHBWvtOnT8PhcCA4OBgikcinojq/pgO7TjeiodMKhgHEZit+p7Sij/rXg8JfFrYTNR14Z/85NLebIRcyqG414f3D1WjotOC6aTE+3Ze3YqE/165QKHQpyCyVSv0uSEZDtwvOGtrc3MwnknS/r/3000+orKwEEJjag5RfoSKP4nc8eZh4Y1lzdnWmpaUhKSnJ6weWUCj06CEtKNgGQWOByzaGOEAcgPDHl2H/3Yb+5/hFUHLCKTY2Funp6V7d6BzTVoIp+xaMqQVEKAVAwDisIOGZYNMvg8DM+kR0EEJQUVGBkpISZGVlISam68Fsz30YTd9tQiRaQMJiwcZng8TPdinJUtZkAMsSXuABXZ99kFTk0naM237lpCgU1bWhwWgHkdhgtbMw2liclxqCjEjfuLAGK3ydizETQqDX69HS0oL6+noYjUYcOnSIt/INNLOzrNmIj36qgdHKIlItBcsSnGl24NPTrUiLj4LVQbCvuAUNHRZEqaW4YGwoIlSDsy75Q+SxhGBXQRMMVjviVF3fr+BgOXQGK/aX6nB+WgiiNZ63u+t3f4MQC+5cu1ycJlfgW6lU8jF5/qqXx8XkjWQ++eQTbNmyBVVVVTAYDHjllVcgFouhUqkQGhqKjo4OHD16FAsWLADg/6x0iitU5FGGBZ6KPLvdjlOnTqG1tdVzV+cg9ieo/BGEEfJWPA6GOCAo3+fRvgQCAerq6tDc3OwinLyBhKXD/rsNEB5aC8G5gyBCCRxjr4Zj9r2AJAiMpXPQIs/hcPDndubMmdBonFpqaeLQFHsJRNHRkMe57/2qlIpA0PWwFzjdyK0OFpEqSY/xM5O0uGVaKLYXNKOTAGqZGJdPCMGVk6MD/iAobzHip8p2GK0OxAfLMCtJ2yPxg2EYqFQqqFQqyGQyVFdXIzExES0tLbz7T6vV8rF8ngbU/1zVhjaTHWPCf3XbRSkYNBrs+OxEA74+04wWvRVdvnIGn51owJ8vSUPWIDKQ/SHyOs12VLeZEaIQAzY7P3+wQozSZhOqWk3DRuR1p3ucJmfBLSkpQWNjI+rr66HRaPjP1lcuVqPROOIteVarFe3t7Th79izMZjM2bdqE9vZ2WK1W2O12GAwGXHrppbj++usB0Ji8QENFHmVY4EnXi87OThw/fhxyuRy5ubmQSHoKB0/x2F0rUXZZq9wZhCT9/wK32WwwGAwwGo2YPXv2oNoXkcgJsC99s6uECsMAjGtx58FYrUwmE44fPw6BQIDs7Gy3buT+XMIzk4Kx5adq1LSZEaORQcAAnWYb7A6CC3opQjwpWo5YsRxjMsdDIhJALAz8A+DbomZ8cLQGHSY7wAACBvj2bAsemJeMsKDerzGBQMAX7XUuxtzS0oLS0lJIJBLeyse5eN1R32GFXCx0EQ2CX8715ycbYLQ6EK2RQsB0xSvWtVuw7odK/PPqLAgHGOfmjxInYqEAYgEDm4NA7BRWYGMJhAJA5uOWcv50+3EW3OrqasTExECtVvOu3bKyMohEIpes3YHei0aDu/aaa67BDTfcgDfffBNSqRQrVqwAy7LQ6/UwGAwIDg526UVMLXmBhYo8yrCgP8sa50JJTk5GamrqoG8UQqEQNput33GOrN9BeGxjj+2EEcAx4do+38uJUoZhkJyc7Lv+lAL3rYIGaslrbW3F8ePHERERgXHjxvX64OxP5EWqpbj7/GSs/74C1a0mEAAykQAXjg3FpZnhbt/Dlc/xZbmU7hBCUKEzoazZCJGAQUZkECLVXSK2WW/F5p9qYXOwSA6Tg2EYWO0sCuv1+PxkA1Zmx/c6Z/fjcC7G7HA40NbWxgs+k8nktjUXAESpJSio73SxrrGEhcnGot3UZQXlLKMChkGIUoyqX45nTET/bu2KFiP2FregpMkIjVyE7ORgsA7fizyFRIhpiRrsOt0EtYCFXCyAnSU412pGrFaGdA/W6g2BaGvGsixEIpHLZ+vs2j137hwKCgr45JyQkBBoNBqP18XVyRvJcD9e7rzzTgBAaWkpqqurMW7cOERHR8NoNMJkMtFCyEMEFXkUvzOYmDyHw4GCggI0Njb23gliAAiFQpjN5n7HkbhZsGffD9HBf4IIur4uDGsHiZoIR/YDvb6vtrYWp0+fRnJyMjo6OnqcA6b2OAQnN4MxtXXNlXE5oB1cX1nAezdcVVUVioqKPCrj4omQzEkNRUaUCseq2mCysUgLVyAlpO/4MX/VhGMYBg6WYMuxOvxQooPRagfAQCsX4YpJUTh/TChO1naizWRDYoicP3aJSAC1TIQjFW24aWbsgKyLQqEQoaGhfHunvooxT4oJwrFz7ajUmfiYvFo9gVYlQqvZ5uL6BsBb9GyO/kV9caMB63+oRLPeCpVMhPp2M87U65EiYTFpou8tKovHR6Khw4KjJQ1gTSzkNhOi1FLcNDN2RFnyONyVUOnu2rVarXzWbmFhIe+250RfX65dvV4/4i15HDabDWvWrMH333+PPXv24MUXX8Q999yDffv2obKyEldddZXP7t8Uz6EijzIscFdCxWAwIC8vD0KhELm5uS4mf1/sz9NED8cF/wd2zKUQFHwKxmYCmzSnK7NU2NNFw7IsioqKUFNTg0mTJiEiIgL5+fku4kiw73mIfvoXYLd0ubRKdkNw6mPYF/0TJHrSgI6HexB5at1gWRaFhYVoaGjA1KlTPeo16WkGb4hSgoszIwB0CTibzdbr+3ydFdyd001W7KlshkYuRrRaCpPNgbONBrz4TSmOnWtH0C8WxO7PYIGgK7aQ9XBp5S1G7D3bgnazHalhCswbG8rPDbgvxswJPoPBgMlKBfJtYtS12iGRiBGvEuCKaRFYd7grHi9CJeHPVavRhkiVBKnhfVuACCHYVdCIZoMVaeG/xgfqDFacagLqO21wDrv0BWqZCPeen4Qdkk50OkRIiY/BhBgVVDLfP2oCIfI8+T5JJBKX5BznXrv9uXaNRiOi/JVCHSC4z2HTpk3YuHEj7r77bhQWFvLf65CQEDz77LOYNGkSwsLCaDHkAENFHmVY0F3k1dfX49SpU4iLi8PYsWN9fjP31r1JYqfDETu9zzEWiwV5eXmw2WzIycnhs+ac4/+Ysm8hOvo24LAD4l/cF3YrmNZyCH98Cfar3uupODw8HsCzhxK3zuIWKypJFDbvqEKwsg7z0sNxcUZ4r5Yrfwgyf9/sTzVaQCBGsEIMg9WOwno99GY7zHYWB8paEawQw2Jn0Wq0IUTZ9fBlCUGb0Y7z00L67NjBrf3rwia89l0FDNau65cBg0/z6/H85emIUvf8YeJsCQLAF2NOb2pGSV0rBACCQwjChCZcNyUCbx+sQW27BRKRAFY7C4VEiJtmxfW5NgAw2ViUNhsRqhC7nOdghRjldqCqzYJ09zk0g0IsFCBVK4RKFYTExIElRnlCoCx53riEu7vte3PtmkwmdHR0oL29fUDu2nXr1uHFF19EXV0dsrKysGbNGsyZM8ft2K1bt2L9+vXIy8uDxWJBVlYWVq1ahUsuucRl3P/+9z889dRTKC0tRWpqKp577jlceeWV/a6Fuye8/fbbuP3223Hvvffi/fff592zU6ZMQVNTk0fhMRTfQ9NcKH7Hkwc5VyePszCdOnUK48ePR0ZGhl9u5L7ueNHW1oYDBw5AJpNh9uzZLmURnMu1CI+/11XfTqIABKKuf2I5QAgE9SeAjuoB7d/ZXdsX7e3tOHjwIMr1AnzVIMdPVZ2wOByoaDHiXz9W4L1DVX3uwx9WN39a8kx2ArGw69zUtJmhtzigVYghEwkQqpQgTCmBXCxAu8mOyhYTatvNqGg2IUYjxeUTI/tds85gxbrvK2G2OxCpkiBKLUWoUozSZiM2HDjX53s5uGLMkydOwO/mn4eLZk+CUMCgpaUF8uYz+H2iHfEqBoR1IFYrxcqceFzYSyKLMyIBA5GAgb2bOdJBAAYEUpH/4tn83daMZdmAtU4bzD44QZ+amooZM2bgvPPOQ0JCAgoLC3H//fdj586deP/997FmzRoUFBR49F3YsmULHnjgATz55JM4fvw45syZg4ULF6Kqyv139/vvv8f8+fOxY8cO/Pzzz5g3bx6WLFmC48eP82MOHjyIa6+9FjfddBPy8/Nx00034ZprrsHhw4c9Pta2tja+24VOp+Pd0IQQtLW10Zi8IYKKPEpA8KTNmNVqxZEjR6DT6ZCdne1XN4avRB4hBFVVVTh69CiSk5MxceLEHlmUDMP8ajXsrO1pqeP+Zu3AAAWPsyWvN2pra3HkyBHEx8fjlF4JvcWB5DA5woOkiA+WQy0TYW9RM861mty+fzAir8Nsx3uHq3HLB/m4cdNxvPZdOc61mvxuyUvUiGC0OmBzdFnrZCIBHOwv5VBkIoQFSRCikODSceGYkahBcogCV0yKxOML0votyEwIwZGKNrSbbAhxspaJhAyUEiEOlrfB8EvnDqudxRcnG/Dw1gLcvvkkXv22DEUN+h5zCgQCaDQaiEQipKenY9qsbJT+P3vvHSfXXV7/vz/33ulle9HuSiutrN57cS9gGxsXig0JLbSAIQkhgYRvILQkQAhgIIEYAqEF2xQbYzC44N6tsqorrVbSrraX2d3pM7d9fn/cmdld7Uralb2y4Dfn9bItz9y593PvjOaeeZ7nnJMJMJAwMA2d7qEoP3iqje8/3kIqlTrt+tyawoZ5pYymTTKG81m3paR7NEPYDUtrZs+fbTbUuyfvH2bXjkNK+Yr747ndbmpra/nABz7A0aNHWblyJatXr+bBBx9k48aNXHvttWfcx1e/+lXe85738N73vpdly5Zx++23M3fuXL797W9Puf3tt9/Oxz/+cTZt2sSiRYv4t3/7NxYtWsT9998/YZvXvOY1fOITn2Dp0qV84hOf4Morr+T2228/43ry78Ell1zCvffeCzjXLj9/98Mf/pDa2trC93mxVXtuUWzXFnFeIJ1OE4lEqK+vZ9myZbOumpu2hcppkBeFDA4OsmHDBsrLp85aHa/klRWLYfCQk/mqehyCZ9sgLWTJXCg5u/5ZQZU5BcmTUtLa2kpnZydr165F9Zdw4sl9VAQmt/GODaU4NphkbtnkX91nS/IyhsXnf3eEHR1RDMvGBtoGUzx1dJhPXlo1q5W8dbUeenSFY0MpMqaNZUmEsKgOuqkOupESFEWwuj7MpsbSae0zmjb42b5hnjyaImkdI6FblFg26jjVcz6azLQlUkr+++kOnjgyjEsVuFWFJ9uG2d8T52NXLWRp7akH7588FmP/oE59RRi/2/kcDcTS/ObgMN5kPwsrfQXvtqnMmF+3ooru0TQH+xJYuYpeRcDNsoBFyDv9hJiZ4lxU8mB2Sd5sH0NRFIQQvOENb+DNb34zmUyG7u7u075G13V27tzJP/7jP054/LWvfS3PPvvstI5r2zbxeHzC99Vzzz3H3/7t307Y7uqrr54Wyct/h/zDP/wDf/EXf8EHP/hBjh07xgMPPMCjjz7Kd7/7XT71qU+dlT9oES8fRZJXxKsKKSVtbW10dnbi8/lYuXJ6ebAvF9NNvDgVUqkUzc3NCCHYvn37aUUh4+f/5LKbkF0vIBL9YOYqZrYJmg/zkk9M8L6bKabyysvqOnc/upPdvWkqquZgDNhsanRamCerM03bMTH2ul7Zmbxnj43wUo7gqYrAJZxjt0fS/GT3MG9pmj11bblP5bZL5vFgyyC/2tPPkK6zqNLPktoQqiLojmaoCLhYdAYRQx5Z0+bzvzvCrhNRFCQul8AwbTpHMjSW+3BrznuQyFqsawgT9moc7k/y/PFRyv2uggChIuCifTjN/fv6pyR5+eH0Z4+NoCkK/lyKiMvloq5co304jVo7n4WNHiKRCPsOtLB30KRb9+L1etnUVMnlS2sp8bn4q8sWsK8nRs9oFr9bZXV9iP0v9c06Qfpjr+QVRixm6QenlHKCT57X62XhwoWnfc3Q0BCWZVFTM3GUoKamhr6+vmkd9ytf+QrJZJJbbrml8FhfX9/L2ifA4sWL+fKXv8yXvvQltm7dyi9/+Us8Hg+f+tSn+Ku/+qtp76eIVxZFklfEOcFUBCGbzbJ3717S6TRLliyhq+vs5tHOBtNu10obEBNarENDQ+zZs4c5c+ZMa2ZwPMmzF14JyY+i7PpflFgX2BYyVIt52T8hmy59Oac0SUwSi8f53C9f4sV+QNUgMswjrcOsbShlzdwS/nBokKBHw+tSsWxJ12iGulIvq+qnllyejuSZls3uzijHhpKEvC62LigrCBn2dMdIGxZel4pbzbc0VYyMye6eFG+cP3sVJYCRlMG+njgu1ZlRaxtKEc0YVAc9lAXcXL+yhlL/9Nbw7LER9vXEKfOpCBsCAQ+GZTOYMOgazVDqd6GbNmGvxju3OpY0R4dSZEyLcr/mZPOqAk1VKPFqtPQnMCx7ktglT/Kypj3J8FgIgQAsKaiqqqKkrILfdLl4PjKMaVlYZoIXO6I8tPs479lURV11BWvrytg4rxQYIy+zTcLOBYmczXPIfz/M5nmcrYXKyec9XcXqnXfeyWc+8xnuu+8+qqurX5F95mFZFtu3b+e+++47q9cXMTsokrwiXhWMjIzQ3NxMWVkZ69atIxqNvqJCiDPhTJU80bMb9al/RznxDKge7OU3Y1z09xwfSHD06FGWLVtGwynivU7GBPIlBPaat2Ivei1iuA1UL7J6Oagvn+iMJ2EDAwPc+9RedgxphIMewrnWXNa0aO4cZUVdiLUNJRzoiWNJCUiqQ17ef9H8QtXodPsfj3jG5F9/d5jmziim7ZDiioCbv3/NBWxsLCVr2thScrIYVBECS0pGM2Pvw0jKYDChE/Zq1IZfXj4rwGjG4ke7OxhI6NSVeKkr8dI1kiZl2CyvC/HGtXOoL52+Nc+h/gS2LUEKhlI2vakUAonfraAqCjUhD8trg9y8pnZchU4SSRj0RbPY0hFE1IbduFWFUr9rkg9eHkII1jWE+WVzH5YtC2QvqVtoqmBJLt/3+fZRXuyIUlPiK7x3ad2kcyTNnn6ddHzMjDmfsZvf/2zhXLRrz5XoYjav00xjzSorK1FVdVKFbWBgYFIl7mTcfffdvOc97+HnP/85V1111YTnamtrz2qf46GqKocPH6ajo6NgIO12uwkGgwQCgWK79lVCkeQVcU4hpaS9vZ22tjYWL17MvHnzEEJMK9bslcTpZvJE/z5cd70JjJxZsp1C2ftT7COP0738c2zevG1iris4UWPJAXAHwTMx2WJKuxZ/BdJ/ZoXkTJA/p6NHj3Ls2DFi3hqkiBYIHoBHU1EVwUvtI/znW9awpytK50iasFdjQ2MpZf5TxzOdiuT93wudvNg+QlXQg8/tVAV7oxm+9oc2/vvP1rJxXin37ukjYzgpCCLXrpVSUhVw41YdYcI9e/p45ugwiayFR1NYNzfMWzbUUeI7ewJ8YFCnP24yr8xXIEkLqwJ0DKeJZ8wZETxwUh0sCd0xHcOSaJqNlGBYkpqQyvfftnpSVW5HR5SEbiIQeDQnBaJjOEPQo/L61TVTRpPlr/PVy6vY1RnleCRduLaWLdm2oIw19WEA9nXHsKWcQM59bg2XpjJgB3jH1tWFmdfh4WGOHz8OQGtrK5WVlZSXl+NyvbLV1HPRrn01jJBfSZzcrp0O3G43GzZs4OGHH55gb/Lwww9z4403nvJ1d955J+9+97u58847ue666yY9v23bNh5++OEJc3kPPfQQ27dvn/a5/OIXv+CrX/0qpmmSSqUK36+WZREKhdi1a9d0T7OIVxBFklfEOYNhGOzbt49YLMamTZsKFQV45S1NzoR8JW+qloL67Dcco2JFK7RpLdPEm+zkotJ+xEkET2m5D/WlOxCxHqTqwr7gaqwL/xZyJO5lizz0BCgu0M5c2Tpy5AipVIotW7ZweNcQEJ20jRCOrYZbU9g0v4xN86fnZTZeJdwfy/KHQ4N0jqT4/cEB3KrAlyMZqiKoLfHSF83wYvsIly0qZ019mOauGAndRuBc1pBX4+L5IUKuOL/Z389v9vVT4nVRG/KQ0i2eODKMbko+fGnjWROGeNYurGk8fC6Fgbg+4/1d2FTG957tJGNKPKrjCWfaEsV2RBbNXbEJAo72SIrm7hi1IQ+jabMwB2nnSNyVS6ZOAMh/LqtDHj5x9QU83DLI7q4YPpfKtqYyrlhcUSCTijJ1trKEQpXQ5/PR0NBAQ0MD2WyWZ555BrfbTUdHBwcPHiQUChUSOkKh0MsmaOdrJc/KvU9u9cyt3tmOTctkMliWNeN27Uc/+lHe/va3s3HjRrZt28Z3vvMdTpw4UYgV+8QnPkF3dzc/+tGPAIfgveMd7+DrX/86W7duLVTsfD5f4cfq3/zN33DJJZfwpS99iRtvvJH77ruPRx55hKeffnpaaxoeHuajH/0ol19+OTfddBNer5dsNks2myWdTp8yt7mI2UfxyhdxThCLxdi5cyfBYJDt27dPCvTOk7xzNceR//K2LGvSF5DS+ZxjZaI4lSvbthGKigBcfbsweefYtod/i/aHfwZLR7qDYBmoB36BGG3HfOMPQVHPWuQhOp9He+zziJ5doCjYF1yDeeVnp1TgplIpdF3H7XYXru/aBoN7d/eQ0q1Clce0bQzLZlvT1Erg00FRFAzD4EBPjI/ds5++aBbTsjFsiaY4+bP5qqEqQCJJ6RaaqvCpay7gv57soKU/iW3bhL0uNswL87rFAbpPRHmyY5igx7E0Acf+Q1EE+3pidI5kmFd+eo+tA71xHjk0RHskTXXIzWWLK6gCKv0qAnvC3JuUkqRusaYhPONrcEFVgKqgm2TWwLDBMmwUAVVBN25VcGQgOYHk9UQzZAybOSUeKoNuYhkT25aFqmhKPzX5z/89qA55+PPNDfz55qm3W1Mf4vHWCMmsWcgATukWQsC6uaeOtFi4cCGKopDNZgtVvs7OTkewMi6hweOZedv8XFTyZkLAsqbNQy2DPNk2TDJrMr/Cz9XLqwrV0KnwStunnIy8Bc5MSd6tt95KJBLhc5/7HL29vaxcuZIHHniAxsZGAHp7eyd45t1xxx2YpsmHPvQhPvShDxUef+c738kPfvADALZv385dd93FJz/5ST71qU+xcOFC7r77brZs2TKtNUUiEdLpdIFYFnH+oEjyijgn6OnpoaGhgaampim//E9HumYDp/OVk54wIj2MbUukzM3lAEjnubENJcrO7zkEL5AbYnaBND0ovc2IE88g518y43QNANHbjOuuNzvJGAC2hXLkd7h7d6G/53Hwjt28I5EIzc3NaJrGokWLCgR6y4IyLlxYwVNtEaJpA0U4CtqmygA3rZkzo/VAPgvW5vO/OcSJSBpFOBUy3ZLoluTYYJLVDSUoQjCSMsgaNo8fHqD58DG2Nvj5623V9GRqSeo2FQE3S2oCxEZHaDUgaViUnmTpEfSoDCZ0Ikn9tCTvpY5Rvv1UB/GMid+j0hPNsL83zuUNKhvnuNg76uLIYIqKgAtNEUSSBkGPxmuWVs34GgA0VfpIZ3SEtPB4vYS8GiGPyomR7CRlckXAjVtTyBhOUkVFTowykjLQFIWyUwg+ZqJi3tRYyoVNZTxzbMSpTgqngre5sYztTZOrtPl95/8eejwe6urqqKurK9hrRCIRurq6aGlpIRgMFmxaSkpKplVBOxfCi+nuX0rJD57v4vEjQ3hdKl5NobkrSttgktsumc/aU5D92W7XJhIJhBATjNOni9tuu43bbrttyufyxC2Pxx9/fFr7fNOb3sSb3vSmGa8FIBwOc+211/KrX/2Km2666az2UcTsoEjyijgnWLZs2Wlblnlid65J3lRrMpa/Cdcz/wHSRFVza7FNRzSx/A1jG+pJlNEOpHbSl7TmhWwcMXTkrEme+tzXnTm/8cpeKSHeh7r3LqzNf1kwYm5tbWXp0qWTHO9dqsI/XbuY3x8c4MkjETKGxab5Zbx+VS0VwVPP3p0KQgjaRwzaBhIoCnhdTnVTKIJk1iJt2PSMZpBSMhDPoiqCp48MoiiCJzt1buoZYXHYpLy8nDJ/BaNxONCbYiht4XepxLPmhLmyRNbC71YKxOhkdI2mOTKQ4q4d3SSyJvMrfAXi0h/P8kRHmjXVLj5yxQJ++lIP+3viZAybBZU+3rBmDivrQlPu90y4aGE5B7ujhFyC6jKfc74JnbBXZUNOwZrH4uoAy2oC7O6KAW68LoVk1iKZNXn96ppTzhvOpKLtUhU+eEkjGxtL2NMdR0rJ6vowmxtLcU8RfZbf91T7z5sxl5SU0NTUhK7rhRzW/fv3Y9t2ocJXUVFxSuug86ldezyS5oX2ESoC7sL1LvO7aI+keWD/AGvqp25Pz3a7Nj+P96egQK2treV973sfH//4x+nq6qKuro5wOEw4HMbv91NZWflHn9H7x4oiySvinOBMX2R5Fdu5mssTQkw5BxiNRtmjr2RjxTpKh5tzFioShMC6+OPIunVjG7t8Tos2PTxx57bpvGbcTN5MSZ7S9aJzbDHuJiMESIno2YVt2xw4cIDBwUE2btxIWVkZXV1dE44jjj9BYNf/8qahVt5YNh974zuwF61xyGJqyNm/v2raWblCCPqSJqYt8ai56ibgUgQ+l1OtMi2LjClxKYIKj0XA58XlcjEQ13ks4uHmi5tIRke4Z1cXjxzPkLIcO5CAL4FQVBQBYa+LlG4RSepsaypjbtlEImFYNt99ppNHDw8RzZiMpIwCGcz70FUG3ByNp+mKGWwKe/nolU0MJXR0y6Y65EGbQuwwXVy9rIqdbX3s7E6QHk6BdOYL/2xTPY0nVRyFEPztFU187dFjtPQnGUkZ+FwKly+u4F1bTq/OnsnN36UqbG8qZ/s02vAzIZD5hIba2lrH/y+RIBKJ0NfXR2trKz7f1GbMs92unUmV7cRwmoxhTVBrCyEo87s4MZImqVsEPZNvheeikuf3+/8kSN7w8DAPPfQQ7e3tfPazn8Xj8WCaJlJKBgcHue6667j//vtnvQVexGQUSV4R5w3OtfjiZEFEvj11wQWL8F3+a4z2J1E6ngaXH3vp9cjKJSftQMVe8UbUF7+N1JPg8oNtItIjyGA1dtMVhePMlORJXwUiFTnpQQlCwXSHefHFF7Fte4IR8/jjKAd+ifbgP+QqkAoi3oPS+QLWxveAkUb07wcksmoZ9rp3IKuWTVqDadn84fAgjx4aYiSlM8drMcfnEArdkqjKuKQNCR6XwsdfcwFffqgVLxahQACXy4WUkvKAi6GEztFRG1uW8FjvEIonQLVqkUpniCazgMQrdaJJjaDPw6WLynnLxvoJN0HTlty1o4ff7Osj6NWoL/GQyJqkdIuWvgTr55UU8loV4RDQPCrPono5FbwulXdvKGdVmY0VqsXjUtg4r2TKlBCAmrCHL9y4lNaBJJGkTn2pbxIZPBmzmQJytnOvQghCoRChUIj58+djmmahynfo0CEMw6CsrIzy8vLzSl3rd6sFsVE+xxicOb2AW8UzRbUzf4zZnskLBKZnwn2+Iv8+PPHEE3z729/ms5/9LJdffjmWZWEYBoZhkEgkChFnRYJ37lEkeUWcNzjXNip5QYRt27S0tNDX18f69eupqHAqcLLpcqymy0+7D2vj+xCjHShHH3EsVISCDM3BvPpL4HVmfc6G5Nlr/gz10c+OmTFD4c+7rMX4/X5WrFgx4UuzYHFiZlGf/JJD8NzBsUpdNo76wreQZU3I0BxAoHS+gBg9gXn1F6FkbmFfUkp++sReont/y6XWMQzVzzPmUh50LWNBZYDW/gQZExQhsaWjFl1eE4JoL4ZpUhLw43Y7rbG8ylNKx/7jkcND6KZNQ5kP0zSwDJ0LykvoHEmxbb6fue4M6MPUubMMdpvIykq8/iD37Onn9wcHONTnZL763CouVRD2aowkdVK6xXBSpyLgpiOSJmva/KIlya7RVi5fXMlFC8vGiIeZQcR7nPWF6qelXB4PVREsqdBYvXp63l9CCBZU+Al5tSmrRidjNgVIr9S+NU2jurqa6upqR0SSShGJRBgaGkJKSXNzM5WVlQVvvldyDGMmJG9lXYg5YQ/dIxkayn1oiiCRNUlkTV6ztHKS5U0e56KSFwgE/qgrefkfI11dXaxatYoPf/jDr/KKijgZRZJXxDnBdL7IXg0blXQ6zaFDh5BSsn37dny+01dYJsHlw7zmPxCDLYiBA+ApwZ5/kVPVy+FsLFSsDe9BdO9AOfybXNSZBAQt9bdSvuo1NDZOthXJk0kx2IJIDTmzgeO3EQpYBtJbCj5nIF96w4hIG8rRP2Cvf1dh066uDpbv/hzzrBOgqCimzSb5EvdnLqKl9u24FMHxoRS6ZePRFOaWebl5nk6pprJoThlHh1IEvc6akZJIUkdVBCeGUxzsTeAqVE9Ebu0CRVHwh8q4aftcdF0nEolw8MQgL7R282If7BtVcGsqlnSI5YnhDLaE2rAH3bSJZkx6RjMMJXSGkwZuRTKYshjqiLKrM0bXyBzeuqkeZeAg6rE/oCQHALCDNVgLr8KuXDqj92i6N2cpJQ8fGuJ3BwYZSel4NIUt80u5ZUPdlITvZGHEK43ZqLIJIQgEAgQCARoaGnj88cdpamoiHo9z5MgRMpkMpaWlhVm+l0tuZlrJe/e2ufzPs510DqeRSNyqwtb5pVy/svqUr5vt1uJMPfLOR+Svz5VXXklnZyePPvooV1xxxau8qiLGo0jyijhvcK5JnpSSgwcPUltby7Jly87+C10IZPVyJ7liChQsVEY7nPav5sVeeNUEhezkF7kwb/ouov1JxKFfMxLPcsC/jcVbry60PiYvI+djp7pxyNNJLT/bckifOu6vvVBAdSMibRM2ze66iwaznYinnmNWDfvMBlQzjWXb7D3WTVVlJasbSphf4eeCche+aAcL5lSwYsUKRE2Uzz9wmJ5oFrcqSOsWacOiKujmwZZBBhNZUrpN2KPiiFGdCh+IwtzUcEby/T0JWvos0rqfrtEMARcEVZNRbHQpsJH0x7JUBFzUlXhQFMFVSys50JvAtCTVPomUkkDASySp86t9/VxRbzH36K/BzGDnKpci1o126NcYa0uRwVd+OPzRwxF++HwXigIlXhcZ0+J3BwcZTZv87RULTkl2zvdK3un2D046w5w5joo7lUoVWrvHjx9H07SCL19ZWdmMzZhnqt5dPifE565fzN7uGEndor7Ey5Ka4JRG1OOPMZskLz+T98eM/PvQ1dXFnXfeyT333MO73vUuampqCIfDlJaW4na7Wbp0aeGzUMS5RZHkFXHeQFXVc9KuzadupFIpGhoaWLly5dntKBNF2Xsn6r6fIVJD2HPWYW35IHLu1gmbKQKWd/4Ed/MfxoiW5sN83Vexl9889b6lRDl4L6L5J2SGe/Ag2F6vI9iIZGqSpygKUkpk1VJkeRMi0pozdFaceT7bdP7fe9Jwvq1DYFxFQ0pqIi8wIP38LL2Zh/UV6FIjKzUMVDTTxp+1GE4a9EeTlKfSXLN+IQsWOIRlW1M5X37DCu7b08OR/gT9cZ0Kxc3quhCq4lijvNgR4+hQisZSNykDYqMZGsq8XLSwjJRu8Q/3tnBoIIEiBLYtyZg2AoWyoJ85ZTadIxlMW5IxTE4MRDFRWD0nyNs3zuEj9xymPOBGSL1AOMr8LrpHM7QcOcI8fXRC1U6WLUAZbEEZPIQ1TZI33Zk5w7L5fcsgQkBdiTM7GfA4c2DNXTHaBlMsqp44lzWb83j5/c/2vBxMJKl+vx+/309DQwO2bTM6OlogfAcOHCAcDlNeXk4gXEbzgEFzl5PisbYhzEULyydVPM/GoiXo0aYlTHk5x5gJZhppdj7jxIkTBUXtT37yE1KpFJlMBtu2GR4e5gtf+AL/8A//UBRevAookrwizgmmc1PRNG3WK3mmabJ//35GRkYKvzRnCtG/H2XvXagt90IqkquGuVCOP4Zy4hmMm/8HueCywvaeA3ezcPAhh9zl1bJmGu3+D2NUr0BWLp58jOOPw3P/STKVxvJVEA74UIZakI99HvP1/zVlFbBQyRMK5mu/iOved0MmmhNsCHAHsUNzEPEeZNiZJRPxPnCHsJuc9ZqWTVq38HvcHGABv8+uREUSIk2KMAo2lnCi0Sq90slHDZfwgfljFSkpJUuq/fz9lU20D6f594ePOn5xLufc60r9rNAlRweTDMYzuBTBqrog795aj1+Dbz/dwcG+BG5NwaMpZE0LaUDGtBlJGcwr8zKnxEndMG2J3+tmdbXGJdUZdu14kXTahaapqNrYZ865BAK3lcxVOk+C6kJkJqeDvFzEMyaRpF5Q/eYRcKsMxg36YtlTkrw/1kpeQfxzCoKkKErBhuWCCy4gk8kwPDxM78AQ33iik6Mx8Lg0XC6NPV1Oq/2vL5s/geidq1izVzrubTz+FNq1+ffgXe96F29605smuBbkhRepVKoovHgVUSR5RZw3mO12bTKZZPfu3YVUiAMHDsz4eGKoFfUPn0aMdjgED3JVMtuZwzNSaE9+EWP+pYV5OFfzj5AIxHg7FJmLpNp7J9YVn550nOzunyMTo1DWREnuRiBdXsToCZSOp7CXXD/pNflKHoCs34D+zt+j7v85YvgYsqQBa8WbUCJtKLu+jxhpByQyUIW99u2Y1au4d1c3v97bx0hSp9L6M4TZjYlCSKRISTcSgQsTQ7joG01SF4CasiD9SZvBhE51yO2IK3LXVFEUTNuJkhpvWSKEoDaokU6YXL8owMXrljI35zenmxZPtg0D0sm5BXwulbRhY1iS0ZRO1rRz7V3Y3lTG569fQmnOVDiTyfB8/DDPdsQRmoWqgJQJRrJQGvCwoq4UTmRz9jQ5kiBtsA1kcGbmyNMhSgGPhldT6I1miaYNvJpKecCVS+AQlPpO/RU8myRvtjNZYfrr93q91NXVcTztZQiLphoFYRtkslnSmRQvHElxryfD69c2EA6HC7Ons00YzpXw4k8BmqYVfjDnk4vytlh/zMKSPwUUSV4R5w1mk+QNDAywd+9eGhoaWLx4MYqinJ1/Xct9iES/o1qFscqcbYI0nfm2oVbHOy/vk5foQ548HycESBsR753wsJSStrY2qvsOEw5W4Br/S1/J/XVNDEy9tpPPJzQHa9tfT9jGLpuP3bAZMbAfpHTmCH1l/PCZDv7vxU5Uxcmg7dLLiFiO/YlXMbFQEBKk0EA6VialpWXEMhaqcLJA80pl5/ScL/eGMi/lfhcDiSwNpY6oJZPJcLQ3QkOZn7dcuQGPNnazThpZDEuiKgq2lIXs1bBHI5IyMG3ImhaKELhVhXjGpHs0UyB5Xq+XD165hOHft3GkL4plWGTTJllTEkvr/MUjcFN4EW8zD+Euq0MASqIfO9SAVTnZRublYjCRpTeWpWM47YxDKgKfS6XUr7G6LszS2smVnD+Fdu3Z3NwP9yewJYQDXsBLKBTCtm2yA3EOD6SYv29fwYxZ13VCobMzs54uzoWFSknJaeZy/4hgGAa/+tWveOKJJxgdHcXtdhMKhQiHw5imyfve9z6amppe7WX+/xJFklfEeYPZmMnLk6b29nZWrlw5Yfj3bEil6N+H9AQRljHuwVxAfD6hQlFBHbPksGtWItqfGmubOgtz/jNOrGGaJnv37iUej7Nw3mrc/bsmUkPLcPQUoannxqZNWr1h5Lzthf8dTurct6cHtyaoDDrrDns1UrrNSNrA9IQJKAItraLnTrEi5MOSEE3rXLGkipDHURALISZUPwIyxbvL99Hc2k5nYg6t2mIGomkqSgL8+UWLEQj298QQCBbVBAj5XMwp8TKcMsiaErfqEMa06bxPtWE31UE3frdKqU/jxEiWhw8NsWJcekVdiZd/u2EJ9z5/mCePJ2gdsQl6BUGPSixr8r2BRbQnNT4YfQmf34ereimupVej+CZHgJ0K0yFiUkq+8Vg78YxJRcBFUrcwLLuQ7PGBi+dNad/xx6iuHY+zrRRqU1wLRVHQNDdzakq56KJG4vF4IWM3Go0yMjJSUOyWlJS8oqRstit5qVSK+vr6Wdv/uUC+bf6///u/fPGLX6SyspLKykoSiQTxeJxsNktrayvXXnstTU1N56TNXsREFEleEecE053JMwzjjNtNF7qus3fvXlKpFFu3bp30y/+sKoeugDPHlq+q2ZZD6gAn3NbGXvha8IxVaKytH0Zrf2qi550Q4C3FWv1WYKyV7PF42LZtG2qPApEDiGgn0l/pmCwn+5FlTdiNF0+5tIJP3gwwmjL40oOttA2mUASMpkxqSzwEPRq1pT7iusWgXYJXAVUxkJZAUwSGLemPZllUHeQdW+oLX97j32eltxnXY59lbbyHZaZNQrdplY28sORjXLJ+OZGkzvt/uof+WBYB1JZ4ef9FjVy/qpau0QxJ3cK0bEzbxrSc9u26uSU4hjISJATdCq0DcQzDKBxfURRKfC62Nvi4ryVGwKNSGXRj2RLThqQh+X1yEQuWrGNTRZbhhIHefJSysuGC4vNMVjpSyjNe6/bhNC39CcoCbgJuFd20yZo2umWDhKx5+tf/Mc/knc2NfGVdiEcPOznL+fixRNZECFjbEEYIUYjKisfjhEIh/H4/kUiElpaWCWbMFRUVL1u5ei7UtX/s7dr834FvfOMb3HLLLXzxi1887fZFgnfuUSR5RZwznImEqKpKJpN5RY4Vi8XYvXs3oVCIbdu2TTlAPVP/OhE5iuh6HpHoo0DWsJ24ByHAtpFl8zEv+9SE18kFl9J8wV+zpv9nKIl+57HatZjX/gcEqhgaGmLPnj3U1dWxZMkSZ7au8SKsbX+Dsuf/EIkBUDRk/SasrX8FnqnbVDM9H920+dgv99PcFcWWjoVJNGOS1C0uqPIjJdSGvayoVNndFafU52JdtWTL8gWouVbslvkl+DRlEsHDSON64l8R8W7sUB3ZVAZNpNgqTrA5+Bj7xCq++oejpLIWFUFnlq9zJM2XH27jizcv422bG3jgQD8jScMReQTdjKaMHInLCzwgY0nmlDpCivy554neQNIklrUpzRG8zpEMacOZF7IlfG9viv6V1Xzk8gVkM2kikQgDAwMcOXKkENeVN/LN35z6Yhl+sbuPxw/1IS2bq0Y7eNPaWqpCk82UExkT05K4vc563ZqCW1MwLJvhpEEiO3XV+k9BeHE2+19TH+aKJRU81hphMKEDApcquHBhOZvnl046hsvlmmDGnEwmGR4eZmhoiLa2Nrxeb4HwnY0Z82xX8pLJ5B89ycu/zxUVFaxatepVXk0RU6FI8oo4b/BKzeT19PRw4MABmpqaaGpqOuUNZ6btYe3+25wZOjm+JSpAKNgLLsVecj32shunJGEDldsYuvIvKYvuR0RPIEvmYpfMo/34cdra2li+fPnE1o0Q2Euuw266HDHagdS8UDr/tDmzBXXtNPHkkSH298Yo87uwpSRj2GgCTNumN5rFrSksKYMb6nQ+c/3mQuvlwgsbHaKUm8GbRPAApWcHItaF5a8hnkghhCBYVgWZUZT2x3nIuJl4xqKh1FN4bX2JQtdohscPR3jfRY1ct6qGQ31x2gaTRFMGj7ZGaBtI0lTlR1MEwykDCVyxtBq3e0z0Yds2lmWh2QaqcMhsIut49bkUgURg2ZKgW+Wx1giXLqpgU2MpgUCAefPmFeK6IpEIBw8exLIsLG8JLTEXv29LEs9a+FUbKSX3NvexrzvGv92wtDAXmMe8ch9hr0YsY1IRGFP0xjImIa92ymizP/aZvLNt16qK4G2b61nbEKalz5nPW1oTYFV9eFLW8MkETAhBMBgkGAwyb948LMtiZGSE4eHhCWbM+Zzd6Zgxn4uZvD8Vde2Xv/xl7rnnHh5//HEWL16My+XC5XKhaZpjcv5H7gf4x4wiySvivMHLjTWzbZtDhw7R29vL2rVrqao6vVpyJqRSHPo1oncPIJ1WrZRjCk2XD3v9u7EXvdbZOBt32ri+0rFjCYlv13+jdTwCegJQSChhRmvfwKZL33pqKxeXf8pc2QmIdqL07KZkYIhIaPrigYO9cZDg0RQqgx4G41mypo2UDhFZValww3w327Ztw+v1FuKqxgsspiJ4AEJPYFsGsUQal9uNP+BHIBxhipmhZziFpkysVgkhUISgJ+pUcxMZk5/v7KV9OIWUkDYsElkTw3Zat2Gvi+tX1XLZ4orCzUZV1cIcppkYZsO8Mp4/kSBtWIXaq2lJvC6FyqCbnmiWXZ1RNjWOXf+T47ru2XmC7z/fzVDSJG06SmHbBTUBBb/fw7GhFI+1Rrh57cRZyRKfixtX1/DjF7vpj2XxuVXSuvN5u3F9daEleTLORSVvNitUM2nXZgyLPd0xukcz+Fwqq+vDhX9ezjFUVS3Mh8GYGXMkEuHYsWO4XK5Cle9UZszFxIvpY/Hixdx///1897vfZePGjZSUlOD1egkEAkgp+epXv1okeq8SiiSviHOG6bRrz7aSl8lk2LNnD6Zpsm3btml9ocxEXavuvQuQOdsNkfO8Ew6Zs00wMzByHO3JL6K0Pw1I7NrVWBf+HbJhE7WR5/H1/Qp8YazQXBKxETzpATaO/BrL9cazOmekjfrcN1D3/B/oKebYFpVaGCX0eexFV5/x5UGPhsS56btVwZwSL2nDYjSlE9ZsPra9jLWrVxVudEII0rrJT144waOHIyR0i/VzS3jT+jouqJrYdhqkgrAh8HsN3IExQYPIjGKXX0BDRSk7evsnVJXybdSGUsc0+K6d3RyLJJlf7kNTHXuYjuE0Hk3hL7bNY9mcUMFgOA/Lsjhw4ADRaJRNmzaxEhefvv8wzx0fxrQdjbMTw+bBmeyTk4JBxqNjOM2Pdw4iFQ2PCwzbRBWCuCFxpy1sK4ZuKLx0rJ/rlpfjdk/04HvLxjpCXo1f7+snktBpKPNyw6oarjtNnFbhWv2Jt2ujaYPvPnOCg30JbNt5N35/cJBbN9Sxven0IpiZzv2NN2O2LItoNEokEplkxlxRUUEoFEIIMavt2nx7ebYVwucKH/zgBxFCcPPNjrl7KpUiGo3S19fH8PBw0UblVUSR5BVx3uBsSd7IyAjNzc1UVDixWtP99T2jSt5opyOwsG0csicYE1Eo2OVNuH7xTkSsy1HWCoHS9SLKr96Lccud1EaeBQSGK0w8GsXt9uIpWYiIdSGPP4m98k0zPm/l8G9Rd/0vUnFBqAYrk0HNDKP+4dPYFYug/PSWBZcvqeTHL3QykjIo9buwbEk8baCbFvOq/ZQ2XFC4llJKFFXjzlaLg8NHcWlOjuzvDmR5qWOUf37dYhor/IQ9Kh0dHRzvTHDR4mvwdDwE8V5M1YOiJxAuL9bat3N1uIZHW4fpiTqxZBKIJA1K/RpXLq1iJKVzoCdORcBdUF0KIagv9dI9mqHE55pE8HRdZ8+ePdi2zebNm/F4PASBr9+yki8+eIT79/UTdKtUBd14XAqJjOkYMc/xo+t6YZZvvEL4ibZhRlKOB2BaFzmzVwXDsBjOClxuN7Y0sdIJnn76acLhcGGWLxQKoQjB63OkLmPYeF1KwRbmVDhfSNjZYrqVwodaBtnbHaex3IdHc0h8dzTLL3f3srQmQHlgCtPqHF6OSlNV1YIZM1AwY45EIpw4caJg1pxv/c8W/hRm8vK4++67efjhh7nyyitf7aUUcRKKJK+I8wYznZGTUnLixAlaW1tZvHgx8+bNm9HNayYkT5Y0OAROZgBHHZmvANkNm1FPPIeId4OnZExtq/kgM4q6+4e4jSgGKslYFL8/gNfrdSiiEIj0yLTXPB7KwXudSmIg15ZWNAx3Ge5sDPXI77C2fOi0r19QGeBvrlzINx49ykBcJ5E1kVKiqYIjwya33bmXf7x6EZc1gNj/S+TRHdwYt6gNbKVFWYphWQjT4tiAzvt/spuqkIc5PslF1QY3X7KRQWMjX+hdz/M9JprUWe3qZuG8Bi4rvZBFlQH+/jUL+d4zJ+iNZRAIFlT4ec/2eVSF3CSyJrYE90lvpyIEds6nbzxSqRS7du0iGAyyatWqCUS/L5YlktSRwGDSIJIy8LpUSrwaVy2tYvOCCgSyMMuXx6NHRvjf5zoZSZvEMpbTppWStGFhS0dv0xc3UAQsmj+PizbVEolEiEQidHZ2IoQoEL7y8nL87umlJ/yxz+RNh0SatuSljiglXg2PNkbi60o8HIukaOlLcOHCU0eQvZJWHHkz5rq6OmzbJhaLEYlEkFKyc+dOQqFQocqXN2N+JfCn0q41TZPLLrvsrNKDiph9FEleEecMZ/rin0msWb4tF4lE2LhxI2Vl0/c4y2MmJM9edQtKXzNSdTkeeVYWAOktwbzmP9Ce+Yozo6eMqyIKR5QhenYR9TZQEd1HqKJ6rKVnZgGBLFsw47WDE0km1XHEQeT/JcfSOM6Am9bMYX1DmPf/6CWyOlSFPYR9zvoGEzo/ffhZrvT/F2qskxLT4rWWzZXZ57nfeyP3Bt5AfzqJIS0sU5JOpTkYh+64RuWcIb71/AAnRspypALa9Tq04wpPPdDKF29azvamcjY2lnJ0MImU0DaY5CcvdjGSMqgMunGpzhpCXq3w2RlK6JT5XSweFwW251gvX/jdIdoTAk1NsKH1IB+9aiGN5X50y+Y/Hj7K4YEki6sCJLImQwkd05ZcsqiCj161EC1307ZtuyDe2NUZ5UsPHyOt52f5JLolnVHMcZfbrQq8LoWnjg5zy4Y65syZw5w5cyaQhfb2dg4ePFio8lVWVp5x8H+2K22vtoWKlBLTlqgnCSoEFMy2X+4xzgaKolBaWkooFKKjo4MtW7YQj8eJRCLs27cPKSVlZWUF4u71es+80ymQb9f+KZA8KSWbNm3ik5/8JB//+Meprq7G5/Phdrtxu914PJ4/GdPnP0YUSV4R5w2mS7pSqRS7d+9GVdWCKOBsMJOZPHvZjVijHai7fwh6EjQPMlCFeeXnoHQe0l8BiImGxwDSYsRw0Vl5IVX6CdypXpBlzhxfJoqsXY3deOFZrV/WrEQZ7XAqP0LkbpAmCIGsWDT1i+K9iOGj4CtDVi0nq+vs37uHRNaipsRLyOuQRgmUBVxcF/0FMtuODNWQydpEDJ1SmeS6zP38Qa4nY1agCoEqJGGfhleqDCUNbn+8g4G0RNoCt+a0OW0psWxJ22CSRw8P8dZN9bhVhWW1Ie7a0cVdO3pQhcDvUekYThXUvvt7Epi2E2VW4nPx5vVzeKx1iP09cZLJJI+2jZKxBAIJGPzh8BDNXTHues96OkcyHBtKMifswaMphLwac0q89MeytEdSjC+ajRdv3LdvEN2SVARcDCYNdNOp3jpGM6ApUOEV1FUEcasKfbEs+3tibG8qL+yrtLSU0tJSFi5cSCaTKVT5Ojo60DStUOUrKyubYO9xLtSvr/b+XarCstogTx0dpjzgKrSwR9ImAY9GU+XpZ2pn21Q3/z2UFw/U1tYipSwQvt7eXg4fPozf7y8QvvFWO2dCKpVCSvknQfKSySQPPvgghw8fpqWlhaampgLBE0JQW1vLHXfc8Wov8/+3KJK8Is4b5Ene6W4Sg4OD7N27lzlz5rB06dKZfdHHulH33umoZAOV+BquwjKnORMjFKztH8Fa9RaUnp1IzYect9XJqwXspTei7r0TsrGchYpA6gksy2a44TWImm0M1ddQ1/07xMhxUDTspa/H2vwBcI2z0jBSkB6FQKWjRO3dg3LgF4hIG5Q0YC27Edl4EQDWmj9HtD/pVPQ8YZRMHK8eR5bNxW66YuL6LR316a+gHLofYaSQqgujfCm7S29ADTbhdtuouWspAaTEZZtsYw+m6kVTVPxuwYgiiNp+KomySt/L8/ZlSCDsUehNCXTTxLQhYYBAoCgUFLkIgZSQNSyODCQKSxtNGTywfwCvS6Eql7hR6nPRG80wmMiiWxLdtAtVn3uae1GFQJEmxyNpUqbApYDH5VRRLVsynNT5ryfauXBhOZaUhZZgHj63SiznCVjqm/icLSUtfQlAEstYWJYc351HUwXzw4KgW8PnUgrGyLp56h8MXq+X+vp66usd4+jR0VEikQhHjx4lnU4X7D0qKipmdQ4Mzh917dXLqjg6mKRtMEXQo5I1bQTwmmVVBfHNyz3G2WJ8/nIe482YFyxYgGEYjIyMTDJjLrTnTyP+SqVSAH8SJM/tdvPhD38YgNHRUeLxOOl0mnQ6TTQaLRiLz/aPiyKmRpHkFXHeIF/NsCxrknGplJJjx45x7NgxVqxYQV1d3Yz2LQYPof3ynYjkEPnbddmh3zCv5nrgsunvKFSLveS6SQ/LOWswL/1/aE9+yanQSRtDKsQvuJnGZRvw7rwLr1vDXvlm7Orl4C0F77gWhpFCfeZrKAfvQRgZpL8ce96FKO1PgZEA1YMYbEG0P4V14UexV93iHPPar6A+81WUnl1oZhZLuEBPoz3wt1hXfh5ZsRAAdef3EHvuxNT8aIEqzEwKeeIF1qeiqG//BXe27aO1P4nXpRRS2uIZI5dL67wXblWhPOBiOKFjS4lhGFhSEvKo6LbAsGyHTJk22GMtt3x0l5QSC4lt2UQHemjek6Gmupr2lEb3aIawVyOtm/jcuc+BLRlNm8wt81EZcGNaNkeHUhzuT1LmFfgViSGd/AtbOtsrikBVnJrezhNR3rSuDpeikDYsfK6xVnoia9JQ5iPomSjSaemL8/1nT9AXyxDPODd6VRF4VAVb2uiWcxyP4ig2BY5gJOzVWFLlnZS8MRXyg/3l5eUsWrRoSnsP27aJRCKUlpa+4jYe54tP3rxyH399+QKeahumdSBJ2KuxqbGULfNLT7u+/I+G2Saqqqqedh2nMmMeHBzkyJEjeL3eAuErKyub8D4mEglUVT3rLsT5BLfbzbvf/e4zvh9FgvfqoEjyijhnONNf8vyX4MkkzzAM9u3bRzweZ8uWLYTDp/fQmnLfT34RkRx0iJXIfRllYizo+TWMfgRKG2e8z5Nhr3072aarGHr+LoaHBqjaeANVA8+iPPppKpMxhKKg9j+NaNiKdeVnJrxWe/AfUVp/h1Q1pOKGRD9q84/AFUBWLnaqYOA8/tJ36J9zOYdHFTzacjZWrcI9cgzdVUrK1igN+BBDraiPfQ7zDd+jZziO69mfomYkI4oLVzJDQJVUhGsIprowenbwl+vL+cxvexkYtHEJG1PxoXl8xGq3UjfyJFKGQCiUeF0E7CTprIdscBm1STeGDfGMiVtTMG0bBFSH3PTFsmPkS4CVK4V53BrHsy4+83QCTY5wPGqTtgS9sSyqoNBSHUg4c48Bt0r3aJrBhI6e28lIWpJ1K05EGI4IIpurpCk5lupWFVbVh1k+J8TuriilPmfIP5Z2xD2vX1VTmMcD+M2+fr744BHiWTNnmuzAtKUjzJCgCqdd25/VyObauIZlUxPS+NeHjnNBpZ8rF5ezpMapECuKUvjnVDjZ3qOnp4ejR49y+PBhdF0vVIemE7c2Hcy2unYm+68r8XLrhpn9YMsLU2bTw26mJPJkM2bTNAvV2tbWVrLZbKFaq+t6QVk7U6L6rW99iy9/+cv09vayYsUKbr/9di6+eOqYw97eXv7u7/6OnTt3cuTIEf76r/+a22+/fcI2P/jBD/iLv/iLSa9Np9NnJKD5Hwv79+/nne98J+9+97u54oorJiRfmKZ5xs9/EbOLIskr4rxBvgIyfi4vHo+ze/du/H4/27Ztm+RDNi1kYihdL4LmGSN4gHQFUIxhaH8Se+3bX/b6DcNg75Eekt4NrL9hPaGR/SiHf4P0hMiKEhRFweVRUTqfQ7Y+gL3yzQCIocMoRx9BuryF9q9QVKf1a6YZmwQD6S0nNdLHf999H89Yyykjzlf0h6gKlqB5wshUyjnPYC1iuI1kRzNfe3KUv8/EMIQHbJu0lBi2Sljx4bajiP79XNz6e77uM/mFsoVWo5paZZTrazI0XvlX2A8ccaLchOqISyybodor+Zub3siWzhRfeugIpIe50NqPX2Y4pjUR9y4jbWhE0+aEIXq3Khx7QRSyUnJkWCIRKIANWNKp3sXSCSROFNhgQmcwoWOP249D5wRuVZAxZa7F7IxD5o+3pCaAqgg+9pqF/M8zJ9hxYpRYxqTU7+LGNbVcs3zMq+63+/v53AOHSemOijZrTWyZmja4FKgPa6QshdX1YTRVYSDuKHdNW5IyJM+0RznQl+TDlzayotYxgjVNk7Rhsa83iWFJltUGqS2ZmqypqkpJSUlh3jSVShGJRArVoVPFrc0EJ1fyBuJZfr23nx0nong0hUsXlfO6FdV4XWdHos5FlQ1mNwf15Roha5o2pRnz0NAQb3jDGzBNE8Mw+OUvf8lVV101LWXq3XffzUc+8hG+9a1vceGFF3LHHXdw7bXXcvDgQebNmzdp+2w2S1VVFf/0T//E1772tVPuNxwOc/jw4QmPTafCmP8MVVZWsm7dOn784x/z29/+losvvpjXve51LF269E/GIuaPGUWSV8R5hfEK297eXvbv38/8+fO54IILXvHqQ8GE1375UWqJRILdu3fj8/kKWbnK/pccBW3JXDDiDhFx+UBRUdqfGiN5g4cdta67IpekYVGgPrbl7CM3txfL6GR0C8OtMK/cR7k+jBzQ6Upo1HvGqQg0L1g6Tx2Psm9YI6OGCVvDZIQHVTgVsK6hYUqFzXefHqHWnMcNlf18Rj6OsLJIBCKRQU9uQX/jD1H3/xy6djCQtHnRs41nA1fAH06weX4ZX1jRTeVLX6aUOAAGLp4cWcPt4p1smFfGkpoQw0mdgFvl+eMjVIc9+FwqLX3xwnIVReRInPOe2IAmQDctBuOTZ9QEkDIsSrwqGdN5/xxjZ+c5lypy6R2S8oCbj7/2AgbjWeJZk9qwF7977AaeNS2++3QHhmWjCKc9a5knqzudtnTA78POmLxj61yqQx4++esW5pR4Kfc7Pz6qgm7ah1P89sAQ6+Y5yuIXjw/zjcfb6Y87be6gR+X1K6t4++Z6NFWdRFbyJEwIQSAQmBC3NjIywtDQEHv3HyCStqkpL2FBXRUVFRXTbv2NJ3n9sSz/eN8hTgyncWkKti052Bdnd2eMf37dokKrfSY4F+pdmH2S90ruf3y1dt++fXzta1/jjjvu4NOf/jRvectb2Lp1K//zP//D0qVLT7mPr371q7znPe/hve99LwC33347Dz74IN/+9rf5whe+MGn7+fPn8/Wvfx2A73//+6fcb14ccTaQUtLQ0MAPfvAD9u7dy09+8hN+9rOfcf/993P99ddzww030NTUdFbdlyJeGRRJXhHnDNP54ldVFcMwOHToEF1dXaxZs4bq6jOnA5wW3jB2/UaUjqcd8pOv5hlJbOHCmncxL6fxMzg4yJ49e5g7dy6LFy8eO0+ZG9dPDOCLdjmPibnOfzMx1BfvgNRgIR5NpIbAyFXuhDNrhrQhMYjQ42AbBCzJMHUMl65EEYKEu5qMuwy/HiGWDeHJy0Uzo+AOcsIqR5cJHhIXciv3EbRjxGwffnTCpGi2FnF/polaUc76vt1UqMdRsBG5ZA+l8wXMpiuJrHg3L2XX8auMh8NDwGAMS0r2tBzm2/w7fplkgDKkEPjJcKXYQZvdwJxlH+Rtm51z/vELXbzQMVqYjcsY9kktUYeg2Tht0aW1AQ71JzFtUMhV65xwtELlLqk7N/wSr0qeIFYEXPg9Gt3RDNG0WciUTWQtHmoZJJLUWVQV5JoVVYS9Lo4NpYgkdbwulZRuYdpOa3YMElUIYrpERjNsXVDGmoYwT7cNk8xazK/wIKXEsBxLkDKfm+NDKeJZk0TG4l8ePMpo2qDS78KwJcNJg/99vgcQvG1jbYHQjY+Im+rvSr46tH9E4dcDNn3RNJzIMr+tg63lrcwpCxSqfKfzcxtPwn61t48TI2lqwp6CsCVtWLzQPsoL7aNcdBqvulPhXIkiZptIzlY7OBAIsHr1aubPn09zczOdnZ08+OCDzJkz55Sv0XWdnTt38o//+I8THn/ta1/Ls88++7LWk0gkaGxsxLIs1q5dy+c//3nWrVs3rdfm87Ity2L16tX8+7//O//+7//Ol7/8ZT796U/zmc98hje+8Y28733v44orrpg0a13E7KN4xYs4r6AoCi0tLUgp2bZt2ytW7rcu/jhi4CAiPUyeDAhF4Vj11dSHGqYmeWYW5dD9KMcfByT2gsuxl17vJFpICylUjh8/ztGjR6cUg9jVK1DjfYjhY7jzdCY9CIrbmQ/sfsF5TErIJkCOqyjKseqVSPYV/uwCGulic/IJng2+BlO4eTp4NVcP/x++VB+K5oaEDmYGe/nNaNJHNjvEH0quwaMLLko9QolIokuVJ+y1fFt5K2ER4+/Vu5gnexixg1S69UJUm9rxNF19fRw8eJB+rZbDI1FCXkeZOpw0uIydBNUEfZQ5RBVI4SMgsrxefY4X7A8W1u53qw5vLVSqJl7u8QpWj6YQ8LgIuhTiuuVsn7tUmgKW7fzZrTjVv6bKAAHP2NdZJKnj0RQ8LodsPHhwgH/9/RFSuoWVI5Q/ebGT/7x1NV7NGbD3aIKsYRdm+/JkUuCkXNhSsqDCzyevWYymKAXFbl80Q19cJ2M6rV6fS6GuxMdQQudzv22laySNqgiOZ0ykdCqFpmXz/ee6KPG5uHlNzQQjZl3Xnc/PFGTpueOjfPeZE9hSUhrwoJs2h+IGWqCcD8wtJToyXPBzyxv4VlRUTBhzkFIWCMyL7aO4VWWCX53PpTKSMtjXHT8rkneu1LuzSfJmM9IMHGKVV9bOnTu3UJ07FYaGhrAsi5qamgmP19TU0NfXd4pXnRlLly7lBz/4AatWrSIWi/H1r3+dCy+8kD179rBo0SlsmE5CfuZO13V27NjB/v37GRoa4qKLLmJ4eJje3l7e+MY3cs011/DNb37zrKuGRZwdiiSviPMGo6OjpNNpSkpK2Lhx4yv6q0/WrMT4s1+i7vk/RM9uCFRiL38jR9pMaqfy5jMzaL++DeX4E2DpgEQ59Bvks7eDNwx6ioi7nmjZpWy+5NYpzT5F9w7HEmVCOKoEOwtZGxlqANUFZjZHPqdxHggULG4duYPnAlcghcqTnssZdSX5oPprfKlOhK5hN2yhveJyQu2dVJf4GTbgJ+J67jC3Uc8Ag1aQEVc1mhCsEj1coHQTJYAtNSrJ5vqeGlasl+O7n2DVxit4bscIumXTEzVIZC2khJCaypEzh+AJIfBqCthuSmUSMc6IbuuCUu7e2U1/PEt5wE3WOLVVSFXQTTyZRMXmgko/PTEDr0shnjGcShsO2bNtUIWkrT/K3JCK1+NmNAu9cR2/W+WjvzjA1csr+eZj7UTTRmGuT0o4NpTik79u4YfvXMfi6gD7e+KU+jUG43pBJKIIWFwdIOzV6IlmuWxxZaEyuKo+jKYIWvoTuFUFd44kRtMGdSVefvR8Jx0jKRQhUITAyrUZXULg1hQMW3Lv3gE2LShnfrnPsWHRdbq7u/F6vYX0l/FK3d8dHMCwJPPKndZswK3icykcHkzRZ8xhw/LlBT+3oaEhurq6aGlpIRQKFYyYxwsjPJpDXid8xmReFX12JGo2q2D5/c/2IP9sn0MqlTqrH7AnE9uX2xrfunUrW7duLfz/hRdeyPr16/nmN7/JN77xjdO+Nn/sw4cP84tf/IL9+/dz/PhxEokES5Ys4QMf+AA33HADmqZx+PBhbrzxRv77v/+bz3zmM2e93iJmjiLJK+Kc4XRfRp2dnRw6dAiv10tDQ8PslPVLG7Eu/X8THlKOPzylAbPSch/KsUdzqRS5m6DUEZFWpLeUlAgRsnezKXsCK74WWbJ50j7UfXczkeCNg2UgRtsnP54XN5zidXnNZ1DGaIjvYZ+2ikxqlDeKRwnoEex8pu6J56nq/xuuvvUuGleWcu9Dj7Etcg/L1cNECfErtvOgcjkSBU3YqNjoUsOFDaYOQiHrKsG2LNYuacRXVQWM5OLGnDUoAtqYi0TgQcfAXbC3cMsM+5TVLK8LFW4G9aU+3n9RI999uoPjg6lCi5aTzlYAWT1LIi1ZXl/Kx69ezL/+/giH+xNoqoIQEtWW+N0qNWEvumXTG83QmQCRyJLQHRJjmDZPtUV4ui1SaO+qylgF0bQlu7tiHB1K8rHXXMDH7znIQDzrkEfL8cNbUhOk3O8imjbwu1XWzx0j8061UStYtmRNJ9mjzOdmKGEQz5rUhb3E0gmypuUEoOCsS1UcO5pk1mR3Z5SmykBBRS6EYM2aNSiKUrielmWhmzZdI2mCbmW8FgevS8WydXpjGaBkgp9bU1MTuq4XjJibm5uxbRu/308gEODCplJaB5JkTbuQHxvLmHg0hU3zS6f+7J4Btm3jck0vwu1s9z/bJO9cVPJmQvIqKytRVXVS1W5gYGBSde/lQFEUNm3axJEjR864bZ4IP/jgg/z4xz9my5Yt3Hbbbdx0002FGTyZs1pasmQJGzduLPgDFnHuUCR5RbyqsCyLlpYWBgYGWL9+Pe3t7bNuBjseqqpOeTyl9XfOfJwQDvHKz8cBMptAls3D5atDiXXC7h9iNkwkeWLgICLee4ajT0XkchLRM+SXCmBz4jH2+Jv4q+ATLBhud9qlUmJbFpZQCRsDWO2/YUvjxWzXP4+ljpJFotLPKnGUdfI4/8p7OC7nkBIB/MLA5/Fge6pJWRqqlcYdLIM6Zxh8YVUAqxBF5SgcnrWX06xcwAallYx0Y6AStjPE8HE3V3H8N600lHpwawoHexMIAVsXlHFBVYDf7u8n6NVwqwoZw8KwJIZlY1oSDckNG+by55vnUhXy8K23rOLOl7ppHUjSE00TSepcUBUsJCVUBtz0xtKkdBsfVqHlqgLGOEGHVoh+A0VIbCl59ugI79g6l/++dRl3PNTMYMZFxPQykjKIZ8yCPcy1K6pZXR9iT1eUA71xdNMmkTVZMSeEnlu3361S6tM42JvAlAor5/jpGs0QSeqF99eWjlJ3TomX0bSBYUkymQy7du3C7/cXsnd106ZjJA3YzCvz4VUsynwa3dEspdLOvQUCw3ZMhMt8UxMrt9s9IW5tz549SCnp6OigIpZkQdDN0WgaKRQUReDRFG5eU8vqutAZPr9T43wxW345eLnq2jNhppFmbrebDRs28PDDD3PzzTcXHn/44Ye58cYbX7F1SSlpbm6eYINyKuSvz1VXXcWVV17JihUrJm0jhCgQ/m9961tFK5VXAUWSV8SrhnQ6ze7duxFCsH37drxeL52dndPOk30lcKooNZEcwLmL5v6KjCNdirQIeF2gCKQnhOg/4FT8NM/YNrt/RMFVeCbIiTCmg6vNP7DdPELZSH/OaiUX9C7zXnEK4tjjqN07UTKjKKqCZqdyMWiSm3mcXxub2a2s4g/Kdt4gHsOtqPQlBR5S+F0CfdkbHeNmYFNjKQGPRjLrzJbZEqTQ+Gf7ffyFeICrlF24MTioLuWH1jW0uZYjbMmzx0YcYqMKFEXwwP4BasIegl4N07QxTGcOzrYllgSXCj6/n/29CZ44EmFbUxn/fP9hWgcSSAmxjIlbE8wJ+wh5nfenPOCmL5bBsCSm5VQONSUvYnBMjGHMw03KnMBDEYykdL77RBuPHejEwEVpOMjSSh/zK3zEsyZuVWHDvFJW1AX54kNtPN02jGHZ2BJiGYPasIelNWOEKGtYeN2qQ15NyYZ5JTx/fIRo2gThXIdF1Y69i1tVmF+i8uKLL1JZWVlIcXmxfYSf7eyhL5ZFCJhX5uPPNzdwzcpavvt0ByMpk1KvRtay6I1lmVfmZVWtH8uyzmjE7HK5CIVCNDY2kslkWDowxKOH+jnQm8CjKWxuLGH7Iu+UpuTTwdn68B0ZSPJQyyBHh1JUBd1ctriCrVMYI5+rdu1sHiPvkzcTfPSjH+Xtb387GzduZNu2bXznO9/hxIkTfOADHwDgE5/4BN3d3fzoRz8qvKa5uRlwKoeDg4M0NzfjdrtZvnw5AJ/97GfZunUrixYtIhaL8Y1vfIPm5mb+67/+a1rn0N3dXdgXON/p+/btIxKJMH/+fBYvXlwgg0WF7auDIskr4pxh/Jd1vnVUW1vLsmXLJuSG5meRzgVORfLsyiWo3TvGZdGOY2tCGRNGWAb4gs5s3Tgo3S8h3SFEZmTmixonukBoTh7tFNCwKDMHnDU4q3aqjvn12abTFu56yfl/M+1oUxVnmM0jDL4Q/DnfX/Zayus+zou7K5jb9yBBMowQ5ndcxvGui/hM1iTo0Zhf4Wfz/FL2dMUwLNsxFRYQlQG+ad/K/SVv45rFIX62L0Yw4KLcpRYMkfOiCp9LxbYlfbEsW+eX8nz7KIblVKLy25k2DCcN0obNfz/Vzo9e6GQooVPqc+HWnKpf1pAc6I2zeX4pSi4XN//psqQsmBxL6cwx5t8/W44JOBCgSMnPd5wgoUtsKXC7bBo1g4Ru0R/P8ndXLeSCKudm/MvdPTzeGqHEqxHweLClJDtk0TWSocznpjzgoj+epT+epbHMx8r6EnZ0jFLq01jdEKa5M0rGsKkKuskYNindZltjkGRnC/Mb59HU1IQQgiMDCe54uoNU1qQ67EFKODKY5L+eOM4/XbOYm9bO4ZGWQbpiWTRFYXFNkPdua8DnnvhZPpUR8/g5Lq/Xy/x5Dbx7XsOEuLVjx45x4MCBCXFrfr9/WuTtbCp5zV0xvvqHY4ykDXyaytGhFLs6o/zZxnpuXjtxUP9PpZJXUVExo9fceuutRCIRPve5z9Hb28vKlSt54IEHaGx0jNx7e3s5ceLEhNeMV8nu3LmTn/70pzQ2NtLe3g44c9Dvf//76evro6SkhHXr1vHkk0+yefPk8ZOT8fOf/5z9+/fz4Q9/mPnz5wNwxx138PWvf53R0VHKysr45je/yXXXTU4IKuLcoUjyijinkFLS3t5OW1sby5Yto6GhYcLz433yzgjbQnQ+j9K/H+kNO3mtwWnOp0gJVhZFMGW71tr0AdT9v3BEFydX4zQfqG4wUggri7XkuknVN+krR4n3OObGxsznUGRwDrj8iNQwZE9DFG0baZsFglMwiss/Ha5HHTnm+PAhCgpYhwhK5ikDfGKD5MGOFJ/su5hSz8U0+g3iSpiEpRHpSvKrPX28bXMDqiJ455a5fDVxlOGUQcijMZI2kFKybm4p79k+j7bBJJaMF2xSElmHoCrCSb5AOp54UkqSusW8Mh+D8Qy6aWJJgcSpbhm2pCHoJp42OB5JU+F3CB44iRhGUiepm0TTBqU+F33RLDVhDyV+N/t7YljSxraFc8xxUBTnx4ZbdeLbTMvGsmxA4FYklmXRPpRkw9wwI0mdx1uHCiTvD4eGUAQFFa8iBPPL/bQOJOkaTXOoP4Fh2bhUhd5YlpA3ySWLyjnYkyBjWmyZX0bIq5HSLQIejVVVGqWJEyxetIi5c+cW1vjEkQixtEFTpUOqdNPGlpIX20f54F17ecPaOXz6usUMJw38bo0ltQE0RcG2nfSNnR0jjKQM6sJullT7J1m0nIqEnRy3lk6nC7N8x44dw+12FwjfyTFdEz+SMyNhtpTctbOH0bRBY5mvQCQH41nu3dPHJYvKqQiMqYPPVSVvNu0+kslkgZzNBLfddhu33XbblM/94Ac/mPSYPMPYx9e+9rXTGiWfDvfccw+LFi0qkNWDBw/yla98hRtuuIH3ve99/Mu//Atf/vKXWbly5VmdaxGvDIokr4hzBsuy2LNnD6Ojo2zevHlKRWreJ++MyCbQfv/3KJ3POVPygHzum1hXfBp70dWnfp2UKIfud7JcRzvYZLvJpt4IV3x0YjWuagnJNe/C0/xDVGk4CRTgkCqXB2LdCEXDbrwIa927Jh3GXnYjSl9zzvdu5hCJflBUh0ye+mTATOUnzAAbgT1GSlUPZt0mMLNorb+loDiQEqfqpwAK3Qee5dGORoTqIhj0MVxQXjoK1idah3jb5gbE6AnWa8N8/qoqHu6wOR5JURvycNniSlbVO60YZ/hfFmb3lHGVHyFEgYAK4WTMYhk0BSzCpSXs6EoicFqohu20XT0uRwxgjbtZhbwaGcMikbXoGs0wknKI3ru2zaU27OHdP25mNG2SvxBCOFdHUQTVQTd+t4pbUzH0LAMxk4DPQzppoEvHmgUkezpHqQsKdrcZDC0JoPlCDCayOQ3xGDRVIezVcKkKUkJV2E/IozGc1NndGcOW8Nnrl2DaknK/u0BUu7u7OXToECtXrZw0ON8zmsGjOYTMsGx2dUaJpk0sW9IXzfD9Z0/w3LFhvvyGFYV2NcCJkQxfeeQo7ZEUli1xawqr60P89aWNBN1jSTKWZWHb9hnJks/no6GhoRC3Nj6m63RxazNt1w4ldDqG05T73RNeVx5w0z2a5nB/ku1NE0nebFbZwLlGZ5WuM02cTbv2fENbWxtvfetbCYWcUYWf//znLFmyhM985jNUVVXxn//5n1x++eUMDAzQ2Ng46ybZRUyNIskr4pxBURSCwSDLly8/5ReoqqpkMpkz7kvd+T2UjqeQ3lInDULakBxEffSz2HPWnrKip+z/GdqjnwPbQGpe3Powvr3/gxQJrKs+X9iup6eHA+Ii1m1poHbgSUj0IWtWYy25zmnBZmPIquXIhs0OGTsJ9qpbkS98C5GJTuvaTIbt+IPY0yC8+e2FhiHcaN4ACAXpDiLnX4w5dxPa0Ydybd08WRJIbym6rSB6mlkQ6+PFzDJ8kSiWv4qsr5pYxiSaNukeHOHFu77ARbEHUOwsS9wBFi67CfO62ya1qS9aWM7/PtvJUCJLZdBDqU/LKXLBq1IwDRbAyhKDp0d13CVhvF4vikg5c3k2qEKgqQIpFRQhMKwxkqcIgd+toakKb1o3hzklXjY2llJX4tiKfPWNK/jAnXudeDPpEDyfW6U27MGSki/cuAwZ7eHfHovj93nIWLk1ibHkjZQlGMyqLPEo/Mfv9rOz32ZEF2QtMCyLOaU+FCHIGhaWlAjbprHC57RWBxJkDBvLljx3bITP/LaVf7pmEe6cerW9vZ329nbWrVtHeflkH7q6Ui/7emJIKemJZomlTTyawLCg1O8i6NE41J/gwYMDvGm9481o2jZf+8Mx2gaT1IY9uFVBSrd4sSPKXbv6ue0S5ybb3d1NNBqlsbFxkkXL6Wb5VFUtELpFixadNm5tppU258cAk6xcbDlxtrLw+P+PLVTOJ5imOeEcHnvsMbZs2VJIXqmoqGBkZGRWyXIRZ0aR5BVxziCEYNGiRadtIUxrJk/aKId+jVTdhbgvhAKBKkSiH+XYo9ir3zr5dZaO+uJ/g20i/U6mpCU1hJVBa/kV1vq/wC6dT2trK11dXaxdt57Kqqsx+cvccSWitxkxchzp8iJL5o4RvNEO1AP3IEaOIcP12CveiDAz4A467Vo5m4rhsZkzS3GjCgXh8mGueyeUNzlzbqvfhrb3JxOInszEsHzVzB99lovNepapz7FaHoMkPJlcz7eMG0jZFcTMJP/UtpjX+S0+XvE0qh5Ha/4RaD7MTe8vrKJtMMm9zb14XQq6JemJZtAU4fy/6bREM6Yzf7e5VmF7jY0nNJfH2kZQVIPygIue0QyKgMqQB0VAf9ygJuQmY9r0x7O4FKcFK4TgprW1/OXF8yddjRK/i4qAxmjKJGs5SRmWlOimQ7z2trQy15tl29IGfrlngFTWHDNmlg7ZUxVBypTE8XFwyMLthnLNoi9u0hvLEkvrlHg1TClYUBmgP5ZFUxWODibJGDZel1PZy1o2RweT/PD5Tj7+moW0trbS39/Pxo0bCxWQk3HpogqeOz7CieE0A7koNMMCl6oQ9GiFqLGdJ6IFknegJ87xSIqakLtg0hzwaGRNm2eODvOOrQ0M93Vz/Phx1q1bR2lpKZZlTbBoyeNUs3yFT9sp4tYikQgtLS1ks9nCPqcTt1YRcLNyTohnj40Q8GhouXb+QDxLdcjNypNUvqcieUMJneORFB5NYUlNsHAdzgazbaEyU3Xt+Yh169bx85//nIsvvphYLMYzzzzDxz/+8cLnur+/H0VRCh2bYhXv1UGR5BVxTpGfCToVpjWTZ5ugJ0E56eObi+IS2fiULxOjnYjkANI9/he0wNb8YESxe5rZeTRCJpNh2+YNBFyMqV0tHe3hf0I58vuC0EE+ezvWRR9Dljeh/fo2RGaUvIGZuvcu58+KCwJVkByamGjxiiInKgjVEvUtIi59xOdciLvsUqricYLBIFLzgjXWwgRQpIE/M4gdrGG9vZeUIohLLx6pc714klVaKx+S/0CpjJLAxwOZlVys93KhvxORHEQ9eA/m2reBy89TbRH+330tpHUrF0DmtGqvWVPLdSurSekWTx8dwTINqq0hNs4NsWrVKlZbEo/HxXPHRgi6VYIeDdOWWJakL5qlzO/iQ5fO56c7utl5IkrCtFEVwdLaIG/f3DDl1TjUl6A/bkyIJksbNl2jGUo8ghLN8QKbn7J49MgIQwkdVQgs6dibCAEeTSCEQktfgoBboSRnTxL02XSPph1fOVWyqcxkTcUoP41p9AxbpHQLj+ZUH9OmhVdTqAl52N8T44mX9uAykmzevHlCe/NkLKoO8v4LG/n5rh66RzNIHC+8yqB7LEtWglsbu2nGMiaGZU8iNh5NIaXb7DvUhjHaz4YNGwoqxzyJsW0n43d8G3d8Puz4mb6poGkaVVVVVFVVIaXk+eefx+/309fXR2trK36/v1DlKykpmXI/b9tcT080w4nhdEGkU+538Z7tcyfkDMNkAmZLyX17+niwZYhoxkRToK7Ey7u2zmVZ7dkRqfPNQuV8xMc+9jHe+ta3csMNN9Dd3c3FF1/MJZdcUnj+nnvuYe7cuZSVlb2KqyyiSPKKOK9wKrXrxI3cyJpVKCeeQXrCY7NmRhoUFbt6sl8TgPQEHfWpPVYpFADSRAqFg8e60WpruVhtxnXvv0I24VTl1r4N0iMoh3+D1PzgKQUkpIbRHvlnpOpysmV9FUjN7VSD0iNOlU+aIPzYgWpEoq9gZvyKQ6gomVEqGsrxr/9LhF2CcehB0k8+ibRiVEb34ZiG5JHLxrV1lMwo2AZ+oeBjFEf+IFmudPBL/pHbzTexX11OzPTzXHouF/o7neH94Ta8P7qGbPlSvnTiraSzECSFIi0kgjg+nmkb4uOvuQC3prCiQqW5uZk5c+YUMn4DKrzvwkZuXjOHkZRO2KtxuD/J8UiKEp/GhQvL+b8Xu2iPpJlf7sPrUhlN6bQNJLn1ezu5akkVN6+dw4pctWcgnuU7T3VMsBnMq2mt3H+v2L4Rt0uj3g2funYJH7p7r0POVAWfS6U84EJTBKNpJ10jMI5k+FwKjeU+RlIm//bG5ayqCxONRum2j3HvwSgZXWKrzhVUFUFDqRevJuiOJIklXVx70eZpta+2LChjcXWALz/SxoMHBwGZS+uQpHQLRRFctHBMnTmv3EfA48TNlYzzy4tlTAKKiR4dZPOmTVO2CMcr24FCFS5P/vKEbzpt3fxztbW1VFRUYBgGw8PDRCIR9u/ff8q4tbllPv7l9Ut49tgI3aMZSnwutjeVUV86uQp4ciXvmaMj3LOnD59LZX6FD9OSdI1k+M7THXz6dYsLCSUzwWy2a6WUJJPJU1Zy/1iwceNGvvGNb/D73/+ezZs388EPfnACcd27dy+33HLLH/15/rGjSPKKOK8wXQsVa9N7Ef17EfFepzJnmwhLx27Yihg4gPr8NwGQCy7DWnUr+MogWIM9/2KUtoecVq/qBiyUbIy4qwLvostZ0/lT1NYHnMqX5kEMt6E+/i9jHnjuQC5rNo7IDIO0x0bxk30Id9ipMCoa2DqyZB4i2oXIVwRno5onlJzaN43W8iuC3TsIqhoiE0MikWYGxXIEIM40nJhINo2U85jUKXgF554uJ8bfqj/jdvlndLMRSyqI5BAi1ulsk+inZcTLQCqNTziWKrpQEVLikykiUYsDv/8OSwIpDqerWbjq0glK0jwqg24qg84NvybsZUNjCTvaR3nk0CAPHRwk4HLSJfqiGfpzLcxMQue+vX08fGiQz16/hMsWV/LcsRGGU/qEfefPVAG8HjexrEWVy/nqWzevhJvX1PLbAwOU+lyUeDXShk0kqbO4KkjHSJqMaRNUx0hFxrBxa4KKgAchBKWlpfzN69Yxt66Xr/3hKFnDwq9BictC1eN0xKDcq3DFlrXTnk8aTRt88aE2DvTEcKmCWMYinknj0RyhxxVLKrls8RjJayz3c9HCCh46OEDWtPG5VGJZEz2T5bJ5sHXzptNWD8djfKv25CrfVG3d/J/zGC+8cLlc1NTUUFNTU4hbi0QidHd3T4hbq6ioIBwOc+2K6jOu72SS92RbBCRUhZy/o25NMLfcR0fEsWG5YknltM77dMd4pfGnMJMHcO2113LttddO+dz//M//nOPVFDEViiSviHOKM81lTNdCRTZswbz+G6g7vofo2wu+MNYFVyN6d6E993VkrnWr9O9DHHsM86bvgLcE87JP4op2IYYOAQLV0MmoYVJX/iuLqtwoTz6G9JaAJ2fc6QlDvAcxOq7Nm40hkv2T5+xsCzIjBXsShMBuugJZtRSa/w+187mZX7AzQdFA9YCZE6sIBQkoI8cd4le+EJEcBD3hPF1oho2/mM683ISHyHM9QVCkuUY+w8OsZaPreI7gSXCHwBPCEkFISaS0GZIh8rRXIPFKA9n6e/zKUdb5anjCVc6v2pyIsG1N5SyfM/lX/p6uKF96qI3+WBbdsonmhAeMpkkZsrA2RUDArZA2Lb7+2DG2LywnkTXJmHZhGyc8RCId3TFuTSm0/wbjWe7f10fHcBq3qjAQzzKSMgi4VdY0hPnYaxbyzcfbefbYMIoQ+FwKKcMmljW5dFHlhCqTqgjevL4OBccOxJYSryoYiCZwK4KtNfDi888W8mMrKytPO6v223397O+JUV/qo7HCz0jKoDeawZbwgYsbecO6ulzyyBg+cHEjlQEXjxwaIqmbhBWdbQtU3nftRjwezymOdHqcqco3lXjjVBYt4+PWFixYMCFuraurCyHEhCrfqaLRTiZgQwkd70kt3Xx8XTRzdp6bxXZtEX8qKJK8Is4rTKtdm4Ns2ILZsMWZkVNUlH0/Q23+EdJfUbAekZaBMrAf5eC92OvfBaE5GG/5GbLtD/QffJoR3Y2+4ArWrLoEceh+p+Xrq3D2KW1nP54wZKKOkCI5BOkIp42ykBRayMqBe5BVyxyrl1e0VSuQ/ipw+xHxvrEoNM2DsK3cHKGJzCYwDJPT3eJtFBQmXvM8F7dzzdt6McSlrkNcaj3nXBeXH+lxCNpKrZsykWBIhlGwsHNfKxJBGjeabRErX85n+i9i/4tZLH83KCq/2tvHO7bM5c058QA4vnpfeLDNGboPupFALJMgqdso4wJEJI55sqIoBNwK/TGd1v4ELjVHMnKXI0/w8hiIZ3n//+3lbZvr2dkRpXUgQUXQzaq6EF0565Kb1tSiW5Jf7OplUXWAeNaktT/BSNrAq6lsmV/GR65YMOW1fMO6OiqCHh7Y28PRnggravzcun0RmxtLSSaTDA0N0dvby6FDhwgGgwXCV1JSMuEH0LPHhvG51YLlSnnATZnfRcdwutAKPhlel8rbtszlptXVPL+zmZDby4b1615Rv7eTq3zj/8kLOaZr0XJy3FosFiMSiXDixAlaWloIh8MFwhcMBgvX5+Rs3AWVfp47PkpVcMyiQzedamJt+OzI7WwKL2zbLpK8Is4ZiiSviPMKMyF5Yy9yvvCVzuecO/t4bznVBQiUE884JA9I6Ra7hsK4G26irKyMbDIJgPSWOG3VocNjBsaaB+kJI/0ViMQAZIemWMBJiRg5rzrpK0ekhhDHHpnZ+ZwRCgiBMJKgx3NGxzjziMFahJktbKlnkiiqyxGATGHHIlUftitELKtTKkfHPQFWrq1rCYWwZvEP164DvQEe/zzS5SsU/zzC4kPqr/iC+WdkmdyOfGfqr1g70E+7WUK9iKB5A0hfJZGUwU9e7GJTYynzK/wAPH98hMF4luqQp2CdoSmOhYp9cgESCubDjgWfoCbswedWSesWViHtYgw+l0rbQJLP/raVOSUeVteHC2KGUr+L5q4o//lE+wQ7j+qgh7+6rAlwvPtWzAlSeoqcWCEEqysVZEWE+RvmM3/+/ALxCIVChEKhCVWsoaGhQrRfnvBVVFTkEjwmEzknGeTUPxay2Sz7mndRGfQVMnBnC1MRvpaWFlRVxefzzciiRVEUSktLKS0tZeHChWSz2UKVr6OjY4KFi2maEyqTVy6pZH9PnI7hNBUBN4ZlM5w0WFYbZF3D2UVpzeZMXirlfLcUSV4R5wJFklfEeYV8u/asjDNPVtvmIXMqV8bi1Orq6liysJGuEx3Ec4PlsnIxZOMOwVNy8WBGCmGksOddhMjEcuTv5Jvs1DddkR4Ze258FNrLho3UQggsJ5Ejb4mi+cFXhtSTiEQvtrRRXF4sLcBoRidEFIFEUbTcNVGhrJFELEqvrCBIHG1cRU/BaTl7sFEVi9T+XxB97RepKPlflNETTls71567Xn0eNwYfNT84abVZNHZk6lCxgRKMqIJPz1Lu14ikDF5sHy2QvGjaRMJJ3minJjWGaaNbkrllXpbUBgiOKFT7IAoYqKQNu+CB59EcCxKJZCCu0xfLsnyOZDDhWL2U+V30RrNkTZsLqgIowrFr6Y9n+cZjx0jrJgndRhXQVBngX29cyqLqiTfqvr4+Dhw4wLJly6irq5t60UyuYkWjUYaGhjh+/Dj79++nTvVxNCkp9Sp4XBoIQTxj4tGUSZYieaRSKXbt2kVpaSnLly8/52HwBw8eJJFIsGnTJtxu96QqXx5nsmgB8Hg81NXVUVdXV7g++eSNVCqF1+stEL/ltUH+8qJGfr2vn57RDKoiuGxROW9eX4fXdXZEbTYrecncj8oiySviXKBI8oo4pzgTccv/ej6bcHS76QqUtocce5X8/JyRAkXBWngl7e3tHDlyhJWNlTR0/Rzl2UeZl80Q9s1HzPkEon+v06dU3Y5AIj+rJhREagipJ2aojp0lJS0gjIRDsFxB8IQd5a6RhHgfulTQbIEqFKxMgrSZQGDTL8vwYGDYHmrdGWSgGqm48etDLMWxV5F5UYYAISGDi6PqBTyoXsma/jZcT/4Kf/WtrIn/F1rGIY1CKCTw8zP7Mk6e7YOxOUAdlUFKUAyFqJllKKkT8miY42Llmir9aIpj5Ot3qznzZOc5RThGyOa4kl7atKkIuPm7KxeCbTN8opVV5bB31IfPrTKSMuiLZVEV4eTemhZuVcGtOqTp4ZYBLNtZtUdTSOomJV5XIalDVZxc3K7RDJrizPTZNhzqT/DBO/dy3wc2F2LOTpw4QVtbG6tXr6aqqmra76WiKJSVlVFWVlaIE6s80ceR0S7a+kbRFIGiarg1jWtW1rBiijnGeDzOrl27qK2tLSiXzxUsy2Lv3r1ks1k2btxYEJdMJd6QUp5ylu90Vb789bngggvYvXs3mqYxMjIyIW7ttk3l2O4Afo9rgsJ4psivd7YqeclkEpfLddZzkkUUMRMUSV4R5xVeFsm74LXYx59wvOzySROKijX/MvYa8xk6fpzNa5dT8ejfoQy2IF0BBFAyvAftgb9FVi8HRUUGqhFG2iF6qgtpZiE1hLCypz3+aXG2VTzhwmn/ntzClo5Vix5DKioyXI+IdUO8FxcgVA1D8ZAxbLrVuez0XUiLaznvHf06JTJKwjcHv6aiDLXgyhE8GxWBjUSQwoOKTaes4aPWhzBMlYfthdzomsO1G5ZyqGYR3tZf480MYJfM5ba2jRy0K5mK2LqxMHDeVwG4NCVn8GsTzxoTxBdrGsKsm1vCi+2jZEyrYH4Mzgze+Hk7gBVzQvzLDUupD2ns2LEDTdP45Bu38LuWCI8cGiSadsiEbUsSGYsEFnkuISUYlsTvUrElxLMWlk0hd9e5ypJo2mlze11qobVrWjaDCZ27dnTz7u3zOHr0KF1dXaxfv57S0tKze69z8Pl8rF2ygNsb6nmkZYAdx4fAzNDozbLEamfPnhhVVVVUVlbi8XgYHR1l9+7dNDY2smDBgnNK8EzTpLm5Gdu22bBhw5RiiVOJN87GiBkcYlhRUUFdXd2EuLWjbUfQdZ3S0tJCa9fv98/4nMZ7BM4GEokEgUCgaA5cxDlBkeQVcV4h/6t+xnN5AKoL87X/hrLoakTH04AkW7uRHSMlyLTOtm3b8B/7PcrgYWSw1iFwhkHGduNORSDaSb4SJd1jNwehJ7ErliCSA/lHmLpKd6rHXwak6ahYjZTz5ymOJzKjWKE6LC2AZqYgWIMMVtM/msZlDBIWKXZ4t2Ej2Om/iDXJZ9HSSQKm0+o1FC+anc254ymo2ChSEpd+gkqWek8GnxFnrjiBceQwVoPJBesvQW64nFgsxv89f5zD2XxrenKbVRUSPXdZbJz0i1ziGIYlefJIhJV1ITTFMRH+5LWL+eHznTzWOkQyl0aRJ3WSsT97XQpvXl9HjQ9eeuklSkpKWLFiBYqicNXSKvqiWY4NpQqzfKpwCKJlO4TRowp8LhXdkthSogrHSy+aMSgPONUo26ZQ6RvfQtZUBWnYtPYnOHjwIMPDw2zcuPEVbcGVB9zcsrGBWzY6ps9SShKJBENDQwULEq/XSyaTYd68eeec4BmGwe7du1FVlQ0bNky78nU6i5bpGDGPF3ScHLeWTqcLs45tbW0T4tZKS0unRdzyx5/NSt7ZkM8iijgbFEleEecU07kJaZo2La+8KaFo2AuvhIVXFiocFRXOzV9VVcTQYcB2BBlSomSi+NMDjkecmQFFQ6SHnUxcoTjWI0LB3vAulJGjkBri1ERuNtqzEozkGfz1JNZwOy47A4oLqbkRiT4ChkmEAGVmlPdE/5OFZhtustgIDDuAXbMKtacZTXEhUlnI0TyQ+NBBQAv1zNfbeLu8j2pGISPRHv4pWusm9Nd9nXC4jKfbkzmb5ZMJXk4NqXrAdAiWS1HQrdxNPLfl3Tt70BTBbZc6itWQV+PDly3gvRfO43vPnOB/nukga02+trYtWVOl8tJLL1FfX88FF1yAEALTtvnCg0fYeSJKKmvmclHJCTFyn0EpcamC6pCHrpE0GcMuvHvxjMXRoSSlPldOpZm3Yxk7Pys/x5keJRoVbNq06YzxXS8XQogJ4o2uri4OHTpEOBymu7ub3t7eCeKNV1JVezJ0XWfXrl14PB5Wr1591oTobIyYT6XaFULg9/vx+/3MnTt3UtyaYRgTLFpO9X5ZllUgl7OBvLK2WMkr4lygSPKKOO9wVgrbk9DV1UVLSwuLFi2isbFx7AvVGwZypaHkAFq8B2nnSjVGEtxhUN2IzIjDCFxerLXvACOFHZyDkppKXTubEKcheGPEx205w9xYFmLkGAiVEgRBHBuUlcZeMsJLnBA2NiVWinT7Tn5jb+eiUC8N6iiaNc5EWEj8ZCkhxjvkr5lLPyI3s6eYWcSxx9Ae+n/saPwAPTE9v9Ix6xU5dgOzbUfj6lIccpQPpDdtiUdT8LkE9+/r55YN9QVDZMuW/OTFLn7wfOeUBM85huTuJ/fztosWTTBY3nUiyt7uGFVBN52GhaYIXKogY9h4XCoNJV7ah1MYNvTFsqSNMV+9/JEyhoXt1di6oIxoxuTZo8NkDGeez5bS2ZcquXCOyqZNU7cpZxNdXV20trayZs0aqqqqCuKEwcFBjh49yr59+ygrKyuQvlfSeDeTybBr1y6CwSArV658RduaZzJizs/zjSeA041bSyaTRCIR+vv7Txu3lhddzCbJ+1MwQi7ijwNFklfEeYeXQ/Js2+bQoUP09vayfv16KioqJj6/8DUozf8HsR5EesipWwnHggN/ZWGWT/orIFSHue4dKL3NqE99Bcw0k1uyAoQGcrI9ySsBKVSEoiL9lYhE/xQt2yleg8CUAkW4AAMPBiYaplQBC0sqDEs/YZIMWn5uHXovX/b9gO3sHLcPp7XaRBcSBYHEyH1duBUB0kBt/R2y8k1UloSJZJKFVur4e6NbFbzvwnlYhs6du/qJZW2EtLERKApUBl343RrDSYOjg8kCyfvl7l5+8kLXlDnH+Tk9ISUdZnhSgsbxSArLlvhcKn6XE/UFziyglBKPS+Bzq5iWJJE1JzSZ83TBtB2T3WORFG9eV4dumOzuipPSLRDgVSW3LPNx/aWbZtWm5GRIKWlvb6e9vZ1169YVckHHixMWL15MOp1mcHCw0Lb0eDyFOb6ysrKzJmbpdJqdO3dSVlbG8uXLZ7UadXKVz7Is2traMAyDQCAwI/GGEIJgMEgwGKSxsRHDMBgZGWFoaIgDBw5gWVahyud2u2f1PU0kEkVlbRHnDEWSV8Q5xXRuCtONNjsZuq7T3NyMrufm76aYe5EVF2Bd/HHUxz4HlpHTkgpw+SA5WPCSE0kbLB3tiS868WVmxkm0OLklK9Qx4iVU5/lXzCoFhDRB5onk6YmvLQU6GrrUQMAdxvVcpBxgm3oQDZNSokhAx0VMhFCQ1Ikh4tLLZ9K3cL97Lx5hOMdSXBiWxE0GFQs991WhOhJXbFNBwWR9RYZNjY0cHUxh41TtbDmWSPH61bV86LImABbVlfOp+1uwbfBq4FclUs8QzQokKsJMI2UpErh3T68zYB90kx7JTKi02dI5gNetYSuTK2hhr7NWy5ZUBN1EUga66VRrNUXQF9OZE/ayqi7EL5t7C6/Lj9zlC4cSp9L3rafa+dhVC3n/xW6eOTJAdKiXyxdVcMmGV7aKdSZIKTly5Ai9vb1s3LjxtJmgPp+PefPmMW/ePCzLKsypHThwANM0JyRvTFflmUwm2blzJzU1NedcwSulpK2tjf7+fjZtciLaXo5Fi8vlorq6murq6glxcaY3bgAAoF9JREFUaz09PcRiMYQQHDt2rBC39kqeayqVKs7kFXHOUCR5RZx3mG602XjkLSTC4TDr168/7TySveR1MNqO9szXkC4fWcPGZ8TBzhNL4fzZSIFM5CLBTiGqGF9ZyysEXrYnnmPbgsitwzYQ8Z6pj19YRy5GDAOvcIjqdcpzHJd1heqayDVcPcKghBiWVDkhqwmRZkCWsdNexHb1IKguhKLiUSQYznmrgFAVx4zXtlGwQVEQLh83rKnlmWPDRJI6ummjCIFXUygLuLl5TW1hidcsr+KRQ4O82D5Cmd+FW3NEGIPxDDU+wW9fPMwjOw+zYV4pQ7E0btWxUNFUxww5f/a2hJBXRVMUNjWWTrgM0bTBk0ci9Mey9IxmKA+4qCvx0B/LkjKcTNeVdSH+8uL5eDWFx1qHGE0buFSnypc1Zf4dwKMpVAXdDCay3L2zh6/dMJ+0u5eGzQ0sXLjwnJKcvNHw8PAwmzZtmhFJUFV1AqFJJBIMDg5OyI/NE75TEZp4PM7OnTtpaDj35y6l5PDhwwwODrJx48bCuZ/c1s0TvplatJwct9bf309bWxvpdJo9e/ZMO25tuihW8oo4lyiSvCLOO8y0XdvX18e+fftYsGDBGW9AYuAg6iOfRBk+BlYWYWbwSAHYTAzNEmBkEIo68bHTEi3bqeYp6liW7EyQz7xVxreKFGdt+XZwzrvOQkXDwoNR6DWefNZNSi8X0EcGtyOkwEZK5xzcGHTJUu4yLyONBxC5/+IYLCtehLScvSoaqrSQ0nQCRaTtrEm4Ufp2s2zNSm67dAE/eaGLkaSOxEmPuGVDHevmloydnhD8/VUL+dT9h2gbTDqqVylxaSrDhuDRPhe2LXm0J07WtBjN6oCYlHQRcCuoisK8ch83jSORg/Esb/ruDoYSev5SMZgwGE4Z1Jd4uXp+GX+xbS6NFX6UnInztqZyHmoZxLAcT8T8oRRBwWvN51LpHkny3Eu7Wb1s0aT28GzDsiz2799PMpl82QKP8eKNpqYmdF1naGiIoaEhTpw4gaIok8QbeQHT/PnzWbBg6ji32YKUskBuN27ciM/nm7TNbFi0uN1uVqxYgZSSWCxWuD55UpyvhJ6NgKIYaVbEuUSR5BVxTjHddu10SF6+hdPe3s7q1aupqak5/QuyCbTf/R0i2on0lYPqRcQ6USbN04mxCDAxw3actMF8mfN5Mt/ynchuRqUfDyZR/LiwC23UoExPIngOJRW4sEjiyZE8gYIzs2chuMO8jkFKAfBisFo5lnux5ZBUKcEdwFj7dtRdP0SY6dzMml3YzvXif6Pt/xnX3vR9Nt+ykn3dMWwJK+tDVAUntwHnlHj51ltX81L7KD3RDC19cR5uGSToUfG5FCQwkjSIGTaWBFWApjitVzt3TrYEmRNzPHd8hOtX1aAIwWcfOMxQQkdVQFWcypyZax+vrg/z2euXTPj8CSH4xDWLUBXBHw4NOvN2gCagKuQptH3TWQOvMFm3ajl1c2onndOZ305J92gG05bMLfNNmTt7KpimyZ49ezBNc4LR8CsFt9s9IVlidHSUoaGhgngjGAySSCRYsGDBq0LwDh48yOjoKBs3bpw2uT2VeGO6RsyWZRUIoxCCkpISSkpKJsWtnThxYoKFS3l5+bQUzcV2bRHnEkWSV8R5h+lYqORvfslkkq1bt552PikP5fhjiFgXMlDtRKBpXqRrMXLwoBPhBTit0rwxm0RKaxyBOrmKJ8ATdrbPjL78WTw5Rp5Ohi0Fn9Lfzcddd1MvIohxpiXpQqVuwsrIr9yD4TyieRkyvQjbQhGSHXLJhGzX58UaXstzufgxDStUj33pP7A/W4+ryceyzE48XU87l8EdRrp9jiFzKoL70X+m/C2/5NLFlWc8TbeqcOHCcgDe+cNdKELgd4+ZJQe9KkNJHb9LwbQlli1RFIEqwLRAkTZuYXMikuCrjxxhOJHllo0N7OhwRDNq7oYthEBTwLAl+3piU/7AKPW5+Lcbl9F/eRPNXVG+8dhxRtNGIW1jNJkla1i8dUv9WRG8Az1x/uORNloHHPXz3DIvf315E9ubys/4Wl3XC+kOGzZsmFVLFHDIUXl5OeXl5SxevLhg0eL3+zl+/Dh9fX1UVlZSVVU1bc+5s4Vt2xw4cIB4PM6GDRvOuno53SrfeD++0+XWnipu7fjx4xw4cICSkpIC6TuV4XEymZxRIkoRRbwcnNtwwyKKYHrRZqer5CWTSZ577jls2542wQMgMUC+/Th2MBe2yFVHFM15flwVTUAh93YSFBXpKwXjLFqzM8Q+uYDn5Aq6ZYUjcEBgoZCUHmwEWSavUUOSxo07l2hh2iCkhUcY7LQXc0TWo2LhwsQG/jN7Pdfr/8at5md5u/ol3pT5f3zg/gH+5jcdfPTAPP5zcC0xEUb6q3Jm0c7soNS8KIMtiNGOGZ9XNG2iqRM/DzJnv+LRBNVeSV1IY165n1yULtWlPirDfip8KrZp8uNnj/LYc7uwLDtvZV2o2kjpmOOppyAksYzBPc29/GxnN4msyaevW8z8ch+xjEnPaBrDMLluZTXvuXTRjM+tJ5rhb3+xn/098VxFUnB0MMUnftXCwd74aV+byWTYsWMHXq+XdevWzTrBOxn9/f0cPnyYVatWsX37di677DIWLVqEZVns27ePxx9/nD179tDT00M2+zKSYKaAbdvs37+fRCLxsgjeVFAUBZfLhdvtLvwzngCapomu6wVD9rxNy6n2lY9a27JlC1u3bqWmpoZoNMqOHTt49tlnOXz4MENDQxO+zxKJxPS/s8bhW9/6FgsWLMDr9bJhwwaeeuqpU27b29vLn/3Zn7FkyRIUReEjH/nIlNv98pe/ZPny5Xg8HpYvX869994743UVcX6jWMkr4ryDqqoYxtQtz8HBQfbs2UNDQwOLFy+eWTWhJDdLZelOPm0ODudUc2TOBJSx2TrbQnrDiPToWAs3D82HSI+ANT2SJ9EQnJ3J84gMUSOGWaZ0EsdfIHUSgUualInEpNe4MDki61guTjjnaRsoaDxlr+ZL1lupFjGuVV5gmzjAPrmAB61NDFJBxu2hxOOmb2iENhpQkIwi+N7IGp4XH+ZHru/gHX/ZheIoj2190hrOhNX1YR49PIT0yomtVEA3TKrLfLhdLlK6hS0douTVVDRVcXzQ3B6GkzrSG6TSl6TDkGSnuMSXL6qY9Njh/gQfu+cA/fHcuqWkKuThX16/hJbWowxGk1y9ZQ1L6s9cdZsK9+/tYzRtUOLTClm4blUQzZj8fFcPn75uyZSvSyaT7Nq1i/LycpYtW3ZOFbwAPT09HDp0aEIGr6Zpk9SoQ0NDdHZ2cvDgwYJ4o6qqilAodNbCDNu22bt3L5lMhg0bNrzi7enxmKrKF4/H6e7upqGhYUKV70ziDXAUzfX19dTX10+IWzty5AiZTIZIJMLhw4fp6+tj27ZtM1rr3XffzUc+8hG+9a1vceGFF3LHHXdw7bXXcvDgQebNmzdp+2w2S1VVFf/0T//E1772tSn3+dxzz3Hrrbfy+c9/nptvvpl7772XW265haeffpotW7bMaH1FnL8QciojqiKKmEXouj6l/1keR48eJZFIsGbNmsJjeX+wtrY2VqxYQV1d3cwPbGbRfv7nKAMtSE/4/2PvvOOjKtM2fJ1p6b2HQGihBRKSUKWJCtIkwQKKXT/LqqvYUddd17qWtawudmXFLk1QVECKAkpJo/cUQnrPlEw77/fHMMeEBAiQZFDP9fuxa2bmlJlM5tzzvM9z367UC2s9dosRvVYCrwCX+DvWhycZy44NUByLSjiWF4tGC1ovRHgC2ExI1YeOLbG2NpihOXazy0jYvcx6uhwVYTxhu56XDW8qgxcAstCglZxEUdv64SUdaLXgtFPon8T9dVeww9EVf2HiOcMHpEj7mG+fyOfyhThcgWZYJF80wo6EwAcrx1xTcMiuiuHThvnMCDrg2r8QSNY6RHA8jdevbF4lbQO7Sxp4YPEu6i0OfA1anLLAbLPjp3HikPQgafDWazDZnNSa7QT76ukS/FvzvdnmpNHu5L9XDqKwxsK9X+3EcdxLLAFzxsRw09iE3y7oQnDDR9nsLm5A4DJmdo8hd/GT+NtwA0POUmQ8tGQ3a/dVEuLbvMpa3+igZ7gvn96U1mIb95R4TEwMCQkJnZ6KUFhYyMGDBxk8eDChoW0Tt+7hjYqKCqqrq5XhjYiIiDb3qYGrF2779u3YbDZSU1M73WDaZDKxbds2unTpovQfNk3fcNOW4Y3jMZvNrFq1iv/85z9s27aN8PBwrrzySqZMmcK4ceNaHShpyvDhw0lNTeXNN99Ubuvfvz8ZGRk899xzJ932/PPPZ/Dgwbz66qvNbp81axb19fV89913ym2TJk0iJCSEzz77rM3PTeXcRq3kqXQ60rHJxhNxvIWKe7qwpqaGYcOGERQUdMJtAbCZXP13lQcQXgGInhcgQnuCzgvH1NfQrXsG6eg2sFnBN5yDkdPp5u/E/9A3YK/jWEIqwj8CqSbfVdWT+M0nT3aNANgv+S/anV+i3TzPFXDa2uStVwBC64XUWIOEdEbVLoAuUhX9NAVYMaAXDhzolH66QEy/jda20AQOcLpKW12sh4jS1HMAGxdrtzFK2s4ROZyF8ji0OAmWjAgkahDU4osGJxoEGiGDcH1YNKJnqzOBSxu3IjQ6JNkJOi/sox8+bYEHMCAmgH9lDGDB5iPsOFqPhJORkTJzJiWzr0ZmcU4xR6ob6RPpQ0OjndJ6K3anjF6rwe6UqbPYGRQbQK8IP4TgmBWKKxsXyZVPK4Tgs8wS4h1HiQgPJSIighrhy/4y07GINVcCh5AkHE7BkQaBNqoPGq2O73eVs7esgWAfPSldg0jq0nbPtKgAr2Ptnc2rlLIQxAS1XIKsqakhJyfHI1OsAHl5eeTn55OamkpwcHCbt2tteKOiooIDBw5gsVgICQlRjJhPNHDgdDqVARNPC7ymE/onils7HYsWAF9fX9LT00lPT2fcuHFccMEFmEwmbr31VoYMGcLixYtPuK3NZiMzM5O5c+c2u33ixIls2rTpjJ/zL7/8wr333tvstosvvriFGFT5faOKPJVzjqY9eRaLhezsbDQaDSNHjjy1caupAt33DyCV7XRVmQCRswDn6AeQ+10CgV1wTJ8HdUVI1npESHdKN2cRmNAbr8QpaHd8gVSwAexmpIbyY5Ourp62Zsg29J9ehpx0JWh0iGNCSmr2OMk1xeu04egyHI25HE3V/jN+Xf6qW8ou0Z0+0lE0ohG7pMUfC144Wnd2aapFdN5oZRvPhSzjL/KjXFO7Gm9s/CoGYMVAGHWuWDIEPpKVOuGDjMblh3cMcex+X6yu52XwwxnRH0fKDchxZ768k9QlkH+l9yMrZzvWRjNpqSNcZr7RMKF/BLIQaCSJwmoLf/9mLwXVFuX5xof68MCE3mgkid2lrj63MD+9ErshIWFzyJhkQbf+/fGyN1BcXExOUT0WmxZZBr3O9Ughy2gl1+zwku1lPLJsHxUNVgSuZeIwPwPTBkXx1/E9qDTaMFqddAn2xkffepP+1IFRLM0tod7qwN+gQ5LAZHXFrDW1fgFXG8KOHTvo06cPcXFxZ/xanglCCA4dOkRRUdEpTZZPRdPhjb59+2I2m5UqnztKzG3R4h7ecDqdZGdnI4Q4pcdlR3AigXf882o6sXs2RsyNjY2MGTOG9PR0Zen7ZLh7+o53D4iKiqK0tPR0nmozSktL232fKuceqshTOedwJ15UV1eTk5NDZGQkAwYMaNPyiDbzAzQl2xEBMaAzuCqGxlK0m15FjhsG/sc+1ILiFF2k1WpdthxhvZHKdyI5rQjfMISlBslu4kQKSjJXIu1ZTr1vPAH1+12aSvDb4zU6aKxF6HzQluUi2Y71zYnfXPea7O6UGCQnKdKhY5FluCaC3du1dorKwLCE8AkBh40A8xHe674IfX0REgKt5N6F+3+FqzoHaJGxo0WPEwFYMaBBMFG7FclSjeWmtWA4sd+XEIKDFSYyC11Tr2ndgukd4dviIupOKpEkieHDhrWo4rj72bqF+vDWVUlsOlxDaX0j0YHenNczBO9jIivQW+8KsBcS2ibHcArX84wODSLYN5wePXrQu7+ZeXu2AKJJc/1vEn3l7nJsToFGAq3kilGrNNlYtr2U3SUNVBhtOGRBiK+eK1JjuWRQVIvn1S/an0cnJfDyj4eps7j6OX0NWm4+L57RvX5bCi0pKWH37t0MHDjw1DZA7YzbaLi8vJyhQ4e2e6aqr6+vkrzh/pt2C1pZlgkJCcFkMqHX60lLS+vUiDhom8A7ntYsWtpqxCyEwGw2K0LabcTcFo4/t+MrxGdCR+xT5dxCFXkqnc6pPkR0Oh2NjY1kZmbSt29funbt2rYPHqcNzaHVCC8/0BncB3MJu7oiNAUbkRMvbbGZu3Ko2b8SyViO8I/+zZjYXE2rCkpyDWVQk4fWPx5nn8noijZDYz3ofZB9Ql0i0GlFstYp9iji2D+3XFV0WAvVdxxNTsGOBpvQ4y81cqpLooyEBoFkM7mmgGUb3ge+AVxCboxmO2+QTgM+BGIGwIoOGQ3dKKOMEOzHhjw0yFynXckwaT/YBZpDPyL3T2/9uELw3sYCluaW0mh3PXdv/REuHRzDTed1U4Sb2WwmOztbCbs/1UXeW6/lgr6t27Sc1zOECH8D5Q1W/A06NBoJu1PG7pSZ0D+C4Ca9caEBvvSO8GNvmRGn/Nt70l2ttB1bmddpj/VnasAhBFUmOw3WOuJDffHRa6gy2Xjr53x89Fom9G9pizE5MYrRvcLYWlCLQ5ZJ6xZMmN9vfX5Ne+COz1nuaNw+dDU1NUpUWEdy/PBGTU0NO3fuxOFwKJm47irf2QxvtJUzEXjHcyZGzCaT6bTEdHh4OFqttkWFrby8/Ky+FERHR7f7PlXOPVQLFZVzClmWOXLkCFarlbS0NLp169b2D1/Z4fonHS8UJJd+crbeD+cWeVJdES6fDs1v+ztRwoVw4JJQMn6WYnRHt+I4716s//cTjZNeRhKyaxnXO7iZf550rPjm7uCTaKLt2jACJQAfnAS5BV6bxqYkVzSb7DJExvDbBSZeKuNq7SpkNFSKICpFEPVSIBIQhIlXdPOYpV3D1dpVfKB/gTm6r5Ak12ukLc484RF/OVzDwqwSNJJETKAXMYFeaCSJr7KK+TWvBoC6ujq2bNlCeHg4SUlJZ13F8dZreS69P6F+Bkx2J0arA6tDpn90AA9O6N3i8ZcNCMRPJzDoNGg1Ej4GLaG+egxajavCKYFT/s1GQwjXgIaXTkOgtw5vvZaoAC+cMizNLTlhn2mAt44L+oYzsX+kIvDcS6SHDh0iNTW10wWeLMvs2LGDurq6EyZJdCQOh4P9+/cTEBDAuHHjGDNmDF26dKGhoYFt27bx888/s3v3bsrLy0874rAttIfAa40TWbRIkoQsyxiNRmpra0/oHtAaBoOBtLQ0Vq1a1ez2VatWcd55553xuY4cObLFPleuXHlW+1Q591AreSrnDFarlZycHKxWK3q9vs3TfQp6X0R0Mpq89S5x5f7gttYj9D6I6KRWN3MboIqAWBSfPEmDZDlBFa8JkqQBnyBXxur6Z9D+/IJrWVZ2uCZbRU3LbWhetDu+unfS47XhMU3RSMfO3y1AtAaEVyCS3axYwlyp/ZEemjLWO5MolGLJpQ/CCbn0Yoh2HxPZhtxkUVcGNEKgzV+HsyQHOWZwi+OuP1CJXRZE+vxWPQv20XO0tpGfDlSREODyW+vVqxfx8fGn+axclcKt+bVsK6xFAobGB5MWH8zgrkEsuW0oa/ZVUmm00TvCj/N6haA7bqm/sLCQCOtRZqVE8VO+CZPNiQYI9TfgZ9CSfaTOlcOr0YIQyG7PPSR8NAK73YHe1cyHn0FDSb2VRod8wv68priXSMvKyhg6dGinR1y5p1itVmuHpGicCvcggY+PD0lJSWg0GrRarWI/IssyNTU1VFZWcuDAAXbs2EFISIgysXu2grSjBN7xHF/la2xs5KabbiI8PPy0+y7vu+8+rr32WoYMGcLIkSN55513KCws5PbbbwfgkUce4ejRo3z00UfKNjk5OQBKVnFOTg4Gg4EBAwYAcM899zB27Fief/550tPT+frrr1m9ejUbNmw426eucg6hijyVTqe1D9W6ujqys7MJDg6mX79+bNmy5Yz27Uy7Cal8F9QVgs4HnK5sV7l/OiKif6vbuCt5ct8piJyPkIylrsECu9l9xpxY7AmEwQ/JWOmyU2kqw0TbPPHO+hJzqqGLpmgNOAXYtQEgm/ESVnQSDOYgZq0Pm6U0nHbgWIjYfMdE7tQtO2auImhEj1XoCNbaEDYT+nVPYpv0b0RI82nQhkZHq6JVI0FpVR3btxc260GzOWVyi+rYdLiG/EoTNqcgpWsQUwZGEXvcJKrdKfPCqoOs2Vvpsj4BFueUMLF/BHed3wNfg5bpSa2nUzQbMkhL5aLgYC6rNrOn1IiXVkNqtyD2lRm5f9EuHLLAccxg2Z0voteAn0HCZDIihECv12O0S8SF+OKtO7VMl2VZieoaOnRop8dbuZNinE4naWlpnT7FarVayczMVJbnW+uz1Wg0SmpE3759MZlMpxzeaCtugRcbG9uhAu94bDYb119/PeXl5ezateu0v8DOmjWLqqoqnnzySUpKShg4cCArVqxQviCVlJRQWFjYbJuUlBTlvzMzM/n000+Jj48nPz8fgPPOO4/PP/+cv/3tbzz++OP06tWLL774QvXI+4Oh+uSpdDpOp7NZbFlxcTG7du2iV69e9OjRA6vVyrp167j44ovP6ENYqtiDZseXaEqyET6hyH2nIveb7vLFa4Vdu3ah1+vp06cPUtFWdOueQqotBFO5qyKnNXBM+dBMUUla11CDb4TLUw/ZVb2DEwu8U/21nejpnu5f6QlfNolGfQhOnQ+NFhMaZB4Td5Bl60a1FIJdltEgH6vcSQRhZJ7+NRI1+Ui4vP4EGjQBkfhF9kJTm4cjaTaOYX9pdpRPthTx3qZCogO8lKxWhyxztNrMhbFO7pkymJCQEAC25tfw0upDHKwwYXXIaDUSYb56DDotcSHe/HNaP7oE/yb0Vu4p518/HMTXoMXvWBxapclGndlOrwg/ekX4MS4hjAv7hTer4MmyrITdp6SknLSCtii7hLd+yqfK5Bqw0GokxvcJo6LBRmm9lXB/PRoE1cZGzDYnE7s4mZgQqFSbWou0clfQGhsbSU1NPfWkeDtjt9vJzs5Gq9WSnJzc6VOsjY2NZGVlERAQQGJi4hmZPDscDqqqqqisrKSyshJZlgkLC1NE38mqkk0FXu/evTtN4Nntdm666Sb279/PmjVr1EgzlU5FreSpeAwhBPv37+fIkSMMHjxY+fBzL284nc4zuhCJiP44L/gHbe3kcds4AIi4odivWoRUtgPNljfR7lneLObsNySX+JMdxwTgsb47jfZYL18ncty1qvkMh4SQNEhKHq7A29mASXbihZ31hrEc8h6JzWhDOhYVIZAI0lipl72pw5/b7PcyRbuFEdJuHJKOnZp+3Bd+BDROhNbgMoM+jkmJkazcU0FhtRkfgxYE1JutRHjL3DThN4F3tNbCP77dR5XRhs3hkpZOWVBhstMrXE9RjYVl20v5y9juyr5/OlCNUxaKwDNandQ3OrA5BdVmG751Wj7afIQqk43ZQ13LYu44LrPZzNChQ08ZlXVZSgxDugXx35/y2FNixEunwc9Lx4T+EXyzo4z8KjN2pyDAx5vLh0Yya3AktdVVVFRUcPjwYby8vIiIiFByXt0+cLIsM2TIEKWCJgvBuv1VfL+7nPJ6KwmRfkxPimZQl7ZNXLYVm81GVlYWXl5e7dL/eLq4Y9pCQkIYMGDAGQssnU5HVFQUUVFRCCGor6+nsrKSwsJCdu/eTWBgoOLJ5+/vrxzHUwLP4XBw++23s2fPHtauXasKPJVORxV5Kp2OJEnY7XZyc3OxWCyMGDGiWVXlbEXe6dIiRk2rR8Sm4pzwLOJoDpr6IjTKkq3GJeQkjTLIITmtKLJKnCLR4mQrvye77pxou1a2aW7NIrmGQJoi27EBS5nAUp9r0EgSUYFeOOwSR6uNOIWGbvoG8mwazEKPER++dI7jB4ah1whmB+7FX+d0+RA6bS67muMI8zPwbHp/Pt9WxIaD1TQ2WhgeJXHX5FS6Rf5mZv397grqLA6EEDhFk6cpBHmVZuJCvNlWUNts3412ZzPnmFqL3TUJq5HQaTTEhfhQZbSx/kAV5yeE89OBCr789TD1dkFq93D8Kq0kx51c5DXanby+Lo+dxQ34e2nRaiS2FtRysNzE3yb3QSAwWp30ivAlwt9VkfP3jVPisNzVph07driGeiRJyaFtukT6yZYiPtlyFKcsY9BpOVJjYWtBLXMvTmBEj5CTnmNbcVfQTrZE2pG4J2fdMW3tJbAkSSIoKIigoCB69eqF1WpVKnx5eXnodDplUvfQoUN06dKlUwWe0+nkrrvuIjMzk3Xr1qlTqyoeQRV5Kp1OQ0MDW7Zswc/PjxEjRrT0RTvmLeVwODplSUur1dLY2DJ/trDKQmmXm0nzXY5PfR40uvzehG+oa1nWaUUO6YHodh6avcvR1BxumW/bGsd727X1mnMm16ZmAs+1BNvoFcrX1lG85riM4EaBl8G1RKux1uONnXBNA1UOP7w1DuxODQ40eGEjUDJxgSaX2+TvkazdXQMthgCcvS5q9dBdgr25a0xXRvpVoNf7kTJ4cAvRXlrfiFMWWByuF0OSlBQ4HLKg2mwnPqx531pat2CXJYlTRuCySXFft8P8Xct1IX56Dleaee77fWzOqwYJvA0Gfj5YQ+aRep5L78+w7icWUZvza9lT2kB0kBdex3rtgnx0FNY0smJXWavTum60Wq1iFWI2m9m2bZvyvDds2EBwcDDh4eHgE8Si7BL0WomoQNcwgRCC4rpGPvr1CMO6BytWM2eKW2CdbQXtTDGbzWRmZhIREUHfvn079PheXl4thjdKSkrYu3cvkiTR0NBAUVER4eHhHT5NLMsyc+bMYePGjaxdu/bMYhhVVNoBVeSpeISYmJiTfqs+PtqsI2m6XAuuD+i9e/dSUlJCytiZaINuxl66HalyH1LFPqjJQ/aPxtlnMiJ+DFJNHoZ93x2bpm25VCuQkDS6Y2O0TURgp3uOCtDq0Uf05pKGwyyzWDhk0aO1NGBwGLELDd2kCl7T/5dcEsjVDMDLYSJOKiXaYKNHqBfdjdmupJBKGyKiP460mxDRya0ezWg0kp2drQiM1ipIXYK8ccquyVW3uHOjkVzZtCOOE2OTB0by474KDpSb0GjA7hAIBCF+BuKO9e7ZHDI2u53NefUYdBqC/Vy3CyGoNtl5d2MBQ+ODT/j+K6gyIwsUgQeuypGvQcueUmObXm2TyaQInH79+iFJEhaLRRki+OngQSrrtEQF6LHbJXQ6HZIkEeyj50iNhdJ6a4uhk9PBffzIyMgOF1gnO350dHSn5/BqNBq8vb2pqqoiPj6e2NhYqqqqKCsrY9++ffj6+irLukFBQe1a3ZRlmQcffJDVq1ezbt06unXr1m77VlE5XVSRp9LpBAQEkJCQcNLHNI0262i0Wq3ihWa32xUbl5EjRyrTj6JLGnJsqpJf6a42Amjz1iI5zMhRyWgqdoHTVRVUfPAkDULv+1viRSfRqAnAWz4uMslpQ1ucSajBj9eGVPGRNZGfcvYhHGbO88lnptcvxNhNdHX+wnQ2gF6D8A5GjhwIPn7IISOgtgAJsE59HQJan2J157B27dr1pFOMFw+IZP6vRzDbnGg14GhaeBTgo9dy8YDmfUzBPnpemDGAJTkl/HSwGoO2EbtTkBgToGTaFlQasVksSJKGIN/fqsGS5PLDO1hhpq7RQbBP68M4fl6uj8bjEwBsDpkQ31NPpLqnxePi4po9fx8fH7p27UrXrl0xBVSw7Og+nLLAZDIBoNfrsMpaJI0Wg/bMhUdDQwOZmZktjt9ZGI1GMjMzO70Hzk1rPXj+/v7Ex8djt9uV5I3c3FyEEMrgRlhY2FlZysiyzKOPPsry5ctZu3atRzKIVVSaooo8lU6nLR/47mizzsAtKE0mE1lZWfj6+jJixAhliU0c80hzRxc1FXgAWF3LuJK1BoSMrPVFFgItzmPGyvIxgdd5g+wODHhJJ1g6lu1IjbXE7ZvPfVPTuKRgCTu1vvj4+BDhGwAiAZupBr2pGKekpcGvNwbhhbfTiUarA+8gQAKv1jNOy8rK2LlzJ3379j2lH1hMkDd/m9yHh5bsxu5wLbuKJobRgd66VpcsQ/0M3DwqnptHxVNrsfP2z/nsKmlwTcM67PjKZob3CWPhrnrX/prsQhYCnUZCrz3x+/C8niEszCqmuM5KdKAXGgnqGx0IwQkTN9xUV1eTm5tLz549T+oBmBYfSkywDxUNNqKCfJGdMo1WK9UmK/2CZAr27cB0bFr3dKxW6urqyMrKonv37h4RGW6B2bVrV3r27HlOCLym6PX6FsMbFRUVFBQUsGvXLoKCghTR13R441QIIfjnP//JV199xdq1a0/5RVZFpTNQLVRUOh0hBDZb6+kTbn755Rd69OhBdHTrlaL2pLS0lAMHDmCz2ejSpUuzpa2m4g5cAlWSJLBb0BRsQFN1AKnmENrDa12DGI11OCU9Wq3GNZTgE4pkrQeHu+evc/7cnHp/CmxBHJHDiJGqSJCO0vxapcFmCOIpze2sbuiOTZZA0hCotfJw2EYm+h1CqitA1npj1Qdh1ARht9vR67QE2kpx9r4Y6YLHWlwACwoKOHToEIMGDTqtScJPthzhP2vzMFqdx6qfoNFI+Oi1DO4ayLwrk07an+aQZfaUGNlTUEJ1aRGThvUnMCScqz7IxGh1VewkScLhlKmzOJiUGMk/pvY96TltOFjFWz8XUG2yuZJGDFou7BvObWPiW5gruykvL2fnzp3069evTX1Yvxyu5qXVh6iz2JXKb7dQXx65KB4vewMVFRXU1NQoy4sREREEBQWdUHi485579+7tkWXC+vp6srKyiI+P94jAPNsp2sbGRmV4o7q6Gr1erwi+0NDQE04lCyF47rnneOedd1izZg0DBw5sj6ejonLWqCJPpdNpi8jbsmWL0kTd0ezevZvCQpc5b9PKkxBCyaGE3xzssVRjWPUomrIdrsEGIbsybu1mpGMmwoBrSje0F1LlvmMDECcbrW0/ZK03z1hnstwxHDt69DhI0+znKf0HhEv1rvPQaFkgTec188X4GLT42msRGj3Vsi9+GjsLwj+iq1SBY+BMtHlrkGwmZCQcditGfQQ7w6ag9QkiMK4f4VGxBAUFceDAAVcfY0oKQUFBpzzPplhsDqa/tZVqkw2dVoO3TkOAtw6nLGO2ybxyeSKp3YJPuL0Qgvz8fPLz80lOTiY0NBRZCFburuDF1Qex2H5b+u8Z7se/L0skKvDUQz21ZjuZR2qx2mX6RvnTM9z3hMKhuLiYvXv3MnDgQCIjI9v83IvrXCkg1SYb3UJ9GZsQSqD3b0vCbm+4iooKKisrARQ/vrCwMKXiXFFRwY4dO+jbt2+n/N0cj7uC2KNHD7p3797px29vmxT38Ib7dbdarYSGhiqizz28IYTg3//+N6+99hpr1qwhObn1HlUVFU+gijwVj2C1Wk96v7thvSOrEbIss2/fPo4ePYpWq2X8+PHKfW6B19ryrO6X19Bt/wwRGAs6L5x2O1JxJjq55YQuGv3JM3DbHYkDPslcUXsnPqIRb2xY0WPGm5GaXczTv+Z6Llo9V9ieIN8RSmigP1JjLTisyAKqRAB3+a/lmmFdcIy8F6l8B9qCn5EstchBcWgq9qAp+BnZ1ohNF8Ch0PPJDx6NRqslISGB2NhYpeJxoNxIXpWZUF8DKV2DFGPk4ymua+SaD7Mw6KRm0WBCCCqMdh65OIFpg1q3oHD7LZaWlpKSkoKs9+HzbUdZu68Sm1MmIcKPcH8Deq2GhEh/xvcNw8/Qvp0q7grm4MGDTz+O7zQQQlBbW6sMb5jNZkJCQvD29laSEDqj+n08tbW1ZGdn06tXL49UEDvaB08IgdlsVgRfbW0tixcvRqvVIoRgyZIlrFq1iiFDhrTrcVVUzha1J0/FI0iSdMJAd+j4njy3T19jYyMDBw5kz549yn1CCOXYLfrvZAfaw2sQBj8QMs7qIwhjOTphw5U+606idT++7UHk7YHDEMhT9tl4+QTg22gEIfDBBgIy5b4cFF1I0JQivAKpafRBpxFg8EXW+yBbjWjsFnAaqO5xCY7zxoGkQUQn44hOBiFjWH4HmsKNoPNBa/DFx15P36ML0er0NPa7jIKCAvbv349PYAifH5DJKWnE5nT1wPUM9+XJS/rRPaxlf1mIrx4/gxaj1dFM5Lm3jT5B1U2WZXbt2kVdXR1Dhw5Fa/Di4SV72H60Hm+dBo1GYmtBHeH+Bp6f0Z+e4X7t+no3jUlLS0s77Qrm6SJJEiEhIYSEhJCQkIDZbObgwYMUFxcDkJeXh9FoVKZGO6Mfzr1E3KdPn9POZG0P3FO8HTnkIUkSfn5++Pn50b17d+x2OxUVFbz88svs2bOHgIAAXnnlFaZNm8akSZMUs28VFU/Tua6YKiptpCMtVMxmM7/++isAI0aMwNfXF1mWlf479xKt0n/XFNkBTiuSpQqpJAd93WEMzoZjhsPuZIym22g4vT8zTfPtdd601WtF6HzYNfpNdso9MBgMxyqN3iBpMGDHjpZiwl0pFQ4Lg7QFWDX+mG2Co/UO8k0G8mxBmGQvIrv1PTY00uTMSrejOboVvALBOwhZ541RuJas+jVson+f3owaNYrhw4fzbb7gl4IGHHYbvhoHBo1gf5mRvy3bi0NuaRjto9dyyaAo7E5BQ6MDhyyw2JzUWRwkRPqR0rWleHI4HGRnZ2MymZQc2I2HathZXE+Ev4EwfwMhvnq6BHtRZbKxOKekzb+FNr3eQrB3716Ki4sZMmRIhwu81nCbLqelpXH++efTo0cPLBYL2dnZ/PTTT+zatYvy8vIO+1uqqqoiJyenTUM2HYFb4J3Kkqm90el0mM1mjhw5wpo1a/j+++/p0aMHzz//PN99912nnIOKSltQK3kq5yQdZaHivijFxsYq3mXuYzUdsGhRwXOj80YYApGMO6Fp/12z5VjhyrUVsksoSceEm3zyJWoXTQSQzgc5pCeamkNNBjdaR3gFg85AuL8Ob2HF1mDBIFlA64XwCqTRqUPvtNHNYESS7SB0XGP4mU2WARytc1XOJAlkAUIjsSi7hMkDI5sta5rLD/KzpQ9WrzAGc4QAazl6nQ6dIRjJXIlkroKAaITOm83FNny9DPgbtDicDpxOJ3qc7C+tY9mmXVwwsGuLStMNI7vRYHXw/e4Kas12dBoNKV2DeHRSQotlXndMl16vZ8iQIUpf2v4yI7IAw3H+dt46DduL6tvw+rcNWZbZuXMnDQ0NDB06tMPNdVsjPz+fvLw8UlNTCQ4OBiA6Opro6GhkWaa2tpaKigoOHDjAjh07CAkJUYY3ThXr1hYqKyvZvn07/fv3JyamZepJR+MpgSeEYMGCBYpVyvnnnw/AyJEjefrpp0+6QqGi0tmoIk/lnESr1Z5yOON0OXLkCHv37qVfv3507dpVuV2j0SDLMhaLBS8vrxbGqJriLLQHV4KpDGdIAqa6avwl0Lg/zFubp3Dfp9WDEAjvICRzpSvv1mFp0/kKnxDQGVxCr3IfiNZEr+vCJjks4LQS8+tTTJGHsdA5AiHp8XY2YrU7adQGMcHrAN19GpEDB4OkIcVpo1/REaqdfV35tpKEn5cWfy8tBdVm1u6rUvrg1u6r5Lkfw6g1XodskvDGxrV+W/ir32akxhow+CK8XHmrNWY7NqeMl06DpJHQa/To9XoMBhmr0UZFg5WcnBwkSSI8PJzIyEhCQ0Mx6LTcf1Fvrh3elbxKM6F+BnpHtBx0MJvNZGVlERgY2CKmy8/L1SNltjow22U0ksuGxS6LZsMMZ4M7h9ZmszF06NCz8lU7E45fIg4MbJlzq9FoCA0NJTQ0lL59+2IymaioqKC0tJR9+/bh7++vmAEHBgaetkAqLy9nx44dJCYmeqQH0JMC74svvuCBBx5gyZIlisBrSmdbxqionAxV5Kl4hFP15Ol0OiyWtomhU9F0WS01NZWwsLBm9+l0OkJDQ9m4cSOBgYFKJJWvry/aXYvQb34D7GYEGhz71+DrMLq84hrrjhmwSaBxZ9m6n5MAjQ5kGXQG0OoQ/pFIdotL+FkbaKkMmyNZahB+EaA1ILyDkSxVrT071/857SBJaCp284D+CJLOm28tiZjwQS/sTNVvY67X1wj/yN+WYbUGikUYIRoTvkHhSJIGjWwDYccoJPaXGWFQFAXVZv7x7T4sNg1+Ghsa2Y5F8uED0yh6acu5RFuKo+8sMLh67SIDDAR666i12JslRlidAm+9jjGD+9Ivyk+pNO3btw+r1UpYWBiRkZGEh4cz/AS5rQ0NDWRlZREVFdVqisOw7sH8d30e+8ttrtxeXL+iAC8dF/Y7ub9dW3CbZQOkpaW1iOTraNxDJmVlZQwZMqRZ5vPJaNpPZrPZlGndwsJCNBqNUuE7mU2IG7cP4qBBg05riri98JTAA1i8eDF//etf+fLLL5kwYUKnHVdF5UxRRZ7KOUl7Lde6BywsFkuzBAtobpGSmpqKzWajoqKC8vJyDh48SLDewZB9b6DBjuzfBaPRiM4vCG/jIYSj0SXWNAbQaJtU2YRL2CFc+ktvcA1pGAKxD/k/dFkfoqkraMOZu8qDUkOp6ydbw8kfjoy7989bNvOo/zJu9d/AUWcQ0XIF0c5iBF4ITfPJz1CthSqnH1pno2vC1mk/ZkYcQIhxP9CL73aWY7E58dGBE190TjN+opF62YevzKlMTgnAPuxOZZ/eei0zU2N5e0MBdRY73notdqeM1S4zomcI/aNdBrPuSlOfPn0wGo1UVFRw5MgRdu/eTVBQEBEREYrYht9Mhrt370737t1bvbhnH6nHKXPMVFkgcC1B25wyafFn1zNntVrJysrC29ubpKSkU4qh9kYIwZ49e6iurmbIkCGnZZDcFIPBQExMDDExMYpNSGVlpSK2Q0NDFdF3fHZ0SUkJu3fvJikp6bR8ENsLTwq8ZcuWcfvtt/PJJ58wderUTjuuisrZoIo8lXOS9hB57nB0Hx8fRowY0azq4u6/a2qR4uXlRVxcHHFxcdjtdsw5i9FYa6nVhkBdHTqdDi9vH2QRhabhKEJjQHI2ghPX8qxGhxyWgO3Cp9DtXoKmaLNrOjWkO47ka5B7nI+z10R0+5ah3f4ZmvKdJzl7gaPPJaDTQ/kedKbyUz9hSeMaDBE2sJsJ9/EiXGsCmwkwgMHPVX30OVYlE4IM/RZesE/DbGrAV9gQko5afPDByuTS+WgKgyhrCMMpy8hOgcHLFyH5ITmtaGwyRX4DsF98W/NICeDqYXHIQvBlVjHGRid6rcTUQVHcPb5HiwuzJEkEBAQQEBBAz549aWxspKKigoqKCg4ePIivry++vr5UVlbSr1+/kzb4L99RhrdeQ2SAF2abE4HAS6vBaHOy4WA1s4eemTCyWCxkZmYSHBx8whzejqRpD+CQIUPapacOXMu6YWFhhIWF0adPH2VZ1+35FxAQoHjyNTQ0sG/fPpKTkwkPP/uq6OniSYG3YsUKbr75ZubPn09GRkanHVdF5WxRRZ6KRzjVB7ROpzsrC5Xq6mqys7OJjY2lb9++ykXZHVHmFpAnGrDQ6/WEhIQq23n7+CDLsqua55DxNoTiCB+AT/0BNJZahMEXZ+9JONJuRoT2wh43DBxW18CEkNGUbUdTsAE5JhVH6k04Ei/H66NpaGoOnOgVQlv4M9iMOBzuqd2T4HOsQtdYC0JGsptdPX2yE8lhxtltNHLUQHS5n4K9GKHzRrKbuTywnr0Bw/muLJhqAhECAjQ2Hg7fRHf5KI5dizE0Xg5CoDPokY4NQMhaA07JSZ/Y0BYCD0CrkbhhZDdmpnWhtL6RUF8DwW3IfAXw9vZW8l0dDgf79u2jpKQEjUbDoUOHqK+vP+HSYo3Zhl6rQa+VCPL57ePNdGxS90wwGo1kZWURGRnZ6hJxR+N0OtmxYwcWi6VDewDd+a7+/v706NEDm82m+PHl5+cjy7JSvXM6nZ1ayfSkwFu9ejU33HAD7777LldccUWnHVdFpT1QRZ7KOcnZVPKKiorYs2dPiwGLEyZYtIIsy+xv8KM73gTrrGh8wkCSELITaqqpDUkiM+YGCK0lJDyG8NhuhIeHK1OeAOi80O5bhn7zPJf4QkL4RWAf/RByrwtxnDcHw4q/HkvDaMqxpVpjKQIJnaatfV8SaL1cwtJpRTJXABJyYFfsY+YiQnogArui3fs1krEcZ2wactJVPJ7/E7MaF5KtS8ZbcjLGt4BwnQXZaMB4ZAfDE2eyvtibSpMdb51L0zXaZQw6DbOHnDxZwdegPWNvOneKRUVFBUOGDCEwMFBJINi7dy92u52wsDBlaVGv15MYE8DGQ9UEeGkVIWB3ul7f3hGnfx5uk99u3bp5JIfV6XSSk5OD0+lkyJAhndoDaDAYiI2Nxel0UllZSUJCAo2NjezZswe73a4s64aHh7dY1m1PPCnw1q9fz+zZs/nvf//LVVdd1WnHVVFpL9TECxWP4HA4Tiriqqur2bFjB+PGjWvzPpsOWAwePLjFgIXbA++E9ijHsNvtbN++HZvNxjDfQvwy3wabUem9EwEx2CY8jxzel4aGBsrLy6moqMBkMhEaGkpkZCQRERH4lGVi+O5ekJ2uqpoQruEJgx/WGR8iAmLwfnc0kqkcl+2K5phIazpw0sYoNK2X6/w0OoRWD5IOZ79LkMP74uwz9bcl2tY2zf0Y/S+vIgK6KEMZTqcDZ1U+9ZHD8bvyHQ5VmvnXyoPsKWlACIgJ8ubO87tzYd+O6cuSZZm9e/dSWVlJampqiwEDIQRGo1F57Y1GI8HBwZTJAby8qRKLXcbPS4dTFjTanfSL9mfelUl469tefaqqqiI3N9djObDuIQ9Jkhg8eHDzLxCdREFBAYcPHyYlJUWxaXG/9u4l9YaGBgIDAxXB5+/v325CzJMCb+PGjVx66aX8+9//5pZbblGnZlV+l6giT8UjOJ3Oky7H1tXVkZmZyQUXXNCm/TkcDnJzczGbzaSmpuLn91vV5mQRZcdjNpvJycnBx8eHQYMGodPp0JTkuCxUzBWIsD44+0xBBLasYLn7mcrLy6mvryet9FMiq7cgBXZBclcNhUAyFuNIuQFNTT6aA98h2cxNtNzxVT1NK7e1RHiHgE8wQueLZKnG2e8S7Bf885TbAWAsx2vJjUjGMoRvGA5Z4KgvQ6v3Rkx7FdFt5LFTFxTXNWJ1yHQL9UHXQX1p7uVJ9++yLf1nFotFER2/5tWwvkxPmUXCoNdyfp8Ibh0TT4R/26tN7gnSAQMGeMQDzu0D6OXl5ZEhD2juw3cyo2er1aos61ZVVWEwGJTqakhIyBn3L3pS4G3evJmMjAyeeeYZ7rzzTlXgqfxuUUWeikc4lcgzGo1s2rSJiRMnnnJfbt80b29vkpOTTzlgcSJqamrIzc0lJiaGPn36nNUHu9VqRf/l1eiq92PRBqDRaNDr9ej1OrSmMuToZDRlO0DnC3aTy2tOdipTukJrQHK6I9Ha8CcqaRHewaDzQgR3xzb5FURw26tPUul29BtfQlTsx2ptRBMQhXbUX3H2nXb6T/4scFevhBCkpKSc0fKkO3Iqr7ic+toa/AzaZhYhpxIdRUVF7N+/n0GDBnlkgrSxsZGsrCz8/f1b+AB2FocPH6awsJDU1NRWffhOhNPppLq6Wsl4dTgcypJ6eHh4m/sJPSnwsrKyuOSSS/j73//OnDlzVIGn8rtG7clTOSfR6XRK1NjJPmTPdsDCTXFxMXv27Gm3eCYvLy/0cYPQ1h9A5+ePw+nEYbdjbLTg67DRaDTi77SDrw+SwRendxA2Uz3ejaUubzfRxG/vFAi/GCRrHWi0OIbdgaPvJeB/ev5lIjqJQ0OfonTHOhJ6xBOcMBynvnNTHBobG8nOzj5rixK9Xk9sbCyxsbGKRUh5eTm7d+/G4XAo06Lh4eEtRKS7epWSkuKR/FH3FG9ISAj9+/fvdIHnNlo+evQoaWlpBAQEnNb2Wu1vgloIQUNDg+LH57bGcb/+fn5+rf5NelLg5ebmMn36dObOnasKPJU/BGolT8UjyLKM3W4/4f12u50ff/yRiy666IS9SO4Bi759+zbrmTp+wKLVDNomjz148CBFRUUkJSU16+M7W6SynXgt/wtY611VNiGQGmuxe4dSGTac8LylWPUhaHU6HE4HOo0WX1PBCZItcPXLCUEz4acxICL6umxSZDvW2UsRAbGndZ7u1+Do0aMMHjxY6b3qTEwmE1lZWYSGhnaYuHGLjqY9lE2jvoqKijh69OhpV6/aC7e48dQUr/t9UFxcTFpaWpuNlttKY2OjsqxbXV2Nl5eX8toHBwej0Wg8KvB27drF5MmTufvuu3n88cdVgafyh0Ct5Kmck7irOA6Ho4XIE0Kwb98+5YJ8/IBFW/vvnE6n4j02bNiwZn187YGIGohtwrPof/kPUl0hAHLMYORR9xNqCEBfvhaNzYLZ7u1KZ7DWHsu71eIyUz5e0B1L0BDuZW7JlaYBLn88jQ6hPz0fOFmW2bVrF7W1tQwdOrTdX4O2UFtbS05ODnFxcfTq1avDLq6SJBEYGEhgYCC9e/dW+vjKy8vZt28fkiTRpYur1/JUFeT2xp3kERsb2+niBlomaXTE+8Db21vxoXQ6nVRVVVFZWcmOHTuQZZmgoCDq6uo8IvD27t3LtGnTuP3221WBp/KHQhV5KuckGo0GjUbTYgK36YDFiBEjznjAorGxkZycHLRaLcOGDesw7zE5fgzWruch1Rx2ibDg7oqvXEX/G/DPegs/qQGNRgfCgpC0mL2j0Tgs6HCg0erQyFbXcIbswJ1V60Jy5cU6XObHzr7TwDu4zefmniK22+0MGzasQ20wTkRFRQU7duzwyASrj48PcXFx1NTU4OvrS9euXamtrWXbtm3o9fp2GR5oC3V1dWRlZdG9e3d69OjRYcc5Ee6p9MrKyrNK0jgdtFqtEh8ohKCsrIzdu3ej0WgoKiqioaFBef07+ovHgQMHmDZtGtdddx1PPvmkKvBU/lCoy7UqHkEIgc1mO+ljfvzxR4YOHaosnbkHLLy8vBg8ePAZD1jU19eTk5NDWFiYx/qelMb2bn6EVWWC3YymfDeaol8hIAbZKWN3OHA6HGitNcg6HwySA43ThoRAcphdwxZegSBpkCMHYJv8apt78dz9b+7pTU/Yc7j7ID0Vcu/+wuBwOEhJSVGEvizLyvBARUUFTqezWR9fe75W1dXV5OTkeMympWlUWlpaGj4+nduHCS178I5f1vXx8VFee/eybnuRl5fHpEmTuPTSS3nllVc8MuSiotKRqCJPxSO0ReStW7eO5ORkQkJCqKmpISsri5iYGPr163fCAYuT9d8BlJeXs3PnTnr06HHC/NOORJZldu/eTU1NDSkpKc36njQHV2H44QEw+IN76MFpB3MVlX1nU+g9AO+iDfjoJLTR/Qjx0eItLIjQ3sjdx4KubZU4d4KDJ0VuQUEBeXl57d4H2VbsdjvZ2dlotVqSk5NPKNyEENTX1yuCz+2F6K4ynU28WGVlJdu3b6dv377KMnFnIoRg165d1NXVkZaW1m5RaafDqXrwHA5HM8EthFAEd1hY2FmZQxcWFjJp0iQmT57Mf//7X1XgqfwhUUWeikdoi8jbsGEDffv2xWq1nnDAwm1w7BZ3JxuwcBu7JiYmEhUV1a7Ppy247UFkWWbw4MEtl0eddgw/PID28NpjvXnHIsTC+2Kd/jb4hin2IG6LCi8vL2XZKygo6JSitbq6mtzcXI8lOLh7v0pLS0lJSfHIgIPbosTPz4+BAwee1hSv2WxWXv/a2lr8/f0V8+vTMQF2+/B5qorpzsI1Go2kpaV5ZKn+dIcshBDU1dUp73334Ixb9J3OMnNxcTEXX3wx48eP5+233/aID6GKSmegijwVj9AWkbdp0ya8vb2pqalpNcHC3X8nSdIpI8r27NlDVVUVgwcP9oiwMJvNZGdn4+fnx6DEAehLtqEp3Q56b5zxYxChvVwPdFjR7vsG7eHV4LAix4/G0X9Gq4kV7ub18vJyKisrkSSJiIgIIiMjW/WDKykpYffu3fTr188jlSP3kEddXR2pqamd0vt1PGazmczMzHaZ4m2a7VpVVYVer1cE38mWFd3L1ElJSR7x4ZNlWTGbTktL67B+1JPRHlO0TQ2w3X2V7grryb7wlJaWMnnyZIYPH86HH37YKQJv3rx5vPjii5SUlJCYmMirr77KmDFjTrndxo0bGTduHAMHDiQnJ6fDz1Plj4cq8lQ8htVqPeF9DoeD9evXI0kSw4cPP+MBC5vNxvbt23E4HAwePNgjS1Lu6dGYmBj69OiKYe0/0Ob/dGyQQoDeH/uwv+BMOvNsTFmWqa2tpby8nPLycqWPzC34jh49yuHDh0lKSiI8PLz9nlwbcTgcSlRcSkqKRypH7gnWmJgYEhIS2rWK2dQEuKKiAlmWFcERFhamLAcfOXKEAwcOkJyc7JFlalmWyc3NxWq1kpqa+rsVeMfjcDioqqpSqnxAs2Vd9+tfUVHBlClTGDRoEB9//HGn9KJ+8cUXXHvttcybN49Ro0bx9ttv895777F79+6T9mG6vwz17t2bsrIyVeSpnBGqyFPxGDabjdbefu4BC6vVSs+ePZtNHJ6OwDOZTGRnZxMQEHDay3LtRVlZGbt27VIa67U5C9D/8prLN8/g6/LOM1eCRoc14z1EeN+zPqa7j8wt+MxmM5Ik0b17d7p169bpF3abzUZ2djY6ne6k/W8dSW1tLdnZ2XTv3r3DezGbLitWVFRgNpsJDQ1Fq9VSVVVFamqqR7wInU4nubm52O12UlNTz6qf7UxxC7zo6Oh2F9puhBDU1tYqgq+kpIQ33niD0aNH8+2335KYmMjnn3/eac9/+PDhpKam8uabbyq39e/fn4yMDJ577rkTbnfllVeSkJCAVqtl6dKlqshTOSNUCxWVc4qamhqys7OJjo5uJgJPN8HC3XsWFxfnMd8xdw9g03gs3YHvXKbGhmNLlZKE8A1Hqj+KNn89jnYQeZIkERQUhL+/P2azGVmWiYqKoqqqivz8fIKDg5VlxY6epnQnOAQGBnososs94JCQkEDXrl07/HiSJBEcHExwcDAJCQmYTCb27t2rDA7s27dPef1PlPrQ3jidTnJycnA6nX9ogQeu1z8kJISQkBD69OlDcXExWVlZvPXWW1gsFvR6PU888QSXXHIJw4YN69D3pM1mIzMzk7lz5za7feLEiWzatOmE23344YccOnSIjz/+mKeffrrDzk/lj48q8lTOGY4ePcru3buVAYudO3cqyRVuexQ49QRtUVER+/bt82jvmfuiPmTIkOY9gDaTy9S4KZLk+mcztds52Gw25Zv/8OHDlepdY2OjYgC8f/9+ZXAgMjKyfQSH04ZUuQ80OuoNMWTl5BIVFeWRBAdw9V/t2rXLYwMOQgiKioowGo2MGDECg8GgVPgOHz6spD64B2c6QnA4HA4lDzg1NdUjldTOEnit4e/vz8aNGxkzZgzz589n3bp1LF++nJkzZ7J///4ObeGorKzE6XS2GPSKioqitLS01W0OHDjA3Llz+fnnnz3yu1L5Y6G+g1Q8hiRJSoVu//79HDlyhJSUFKVnTKvV4nA4mkWUnewiKITgwIEDFBcXk5KSQmhoaKc8j6a4e8+sVivDhg1rUSmTuwxFu3vRsenZY8/F0ejyuosa1C7n4B7ycAfcN12m9vb2pmvXrnTt2lWZ1C0vLycvL++0J3WPR3NoNfpNryAZS5FlgVYTQt8hdxPVd6xHBF7T/jdP9CG6PeiqqqoYOnSoMmjSpUsXunTpogzOVFRUkJubC6D0UYaFhbVLe4HD4SA7OxuNRkNKSopHWhY8KfCMRiOXXXYZAQEBLFmyBB8fH6688kquvPLKTk01Of44Jzq20+lk9uzZ/POf/6RPnz6dcm4qf2xUkafiUdyiyF3paOobp9VqsVgsbeq/czgc7Ny5E5PJ5LF4rqYGw0OHDm31W7gj6So0hRuR6o+C3hdkJzhtyHHDkONPPW13Kurq6sjJyWlT9Uyv1xMbG0tsbGyzSV23KHALvrYkPmhKcjD8+DewW3Do/Gm0NxLsLCV0+8tYE1IQwZ1n9CuEIC8vj4KCAo/1v7knievr6xk6dGir1aLjUx/q6uooLy/nwIED7Nixo5kf35kMqtjtdrKystDr9SQnJ//pBJ7ZbOaKK65Ap9Px9ddft/jC1RnnEh4ejlarbVG1Ky8vb9XGqaGhgW3btpGdnc1dd90FuN5LQgh0Oh0rV67kggsu6PDzVvnjoA5eqHiM+vp6tm7dipeXF8nJyc0GAoQQlJaWsmPHDnx8fIiKiiIyMrJVLzK3uDIYDCQlJXmk36ihoYHs7GzCw8ObmTW3hlR1AF3OAjRFm0HvgzNhEo6kq8Er4KzOwR0R1rNnT+Lj48/4IibLMjU1NUqVr+mkrvuidTz6H/+Gds8ybIZQGm1WfHx80Gs1YCzDMfR2HMPvPKvn1laa+vClpqYSEHB2r+mZIMsy27dvx2KxnLFFiclkory8nIqKCurr6wkMDFSWddvyBcZmsynpMMnJyR7phfSkwLNYLMycOROLxcL333/vEdskN8OHDyctLY158+Yptw0YMID09PQWgxdus/SmzJs3jzVr1rBw4UJ69OjhkS+wKr9fVJGn4jHcPnhN/crcy7dNY8qqqqooKytTzH/dgi8wMFCJKIuIiDiluOooKioq2JmbTaJ/LTE+NvANx9lt1FmLttPB3YfY3r1nx0/qNjY2EhYWpgg+t4AxfHkVonQXZo0fPr6+6I4JQamhBEfCJOwXv9hu53Qi3H6INTU1HvPhcw84OByOdhtwsFqtSh9fdXU13t7ezfr4jhdP7mZ/X19fBg0a5JG/CbPZzLZt2zwi8KxWK1dddRXV1dWsXLnSI5XcprgtVN566y1GjhzJO++8w7vvvsuuXbuIj4/nkUce4ejRo3z00Uetbv/EE0+o07UqZ4y6XKviMVJTU5t9+B8/YKHRaNBqtURHRxMdHa0sKZaVlZGVlYUkSTgcDuLi4ujTp49HLmZHjhyhcNcWxtV9jW/eYcD1nUkX2AXbBf9ERPTv0OM3zcHtiD5E96RuUFAQCQkJGI1GKioqOHLkCLt37yY4OJiIiAhCZH9CHDZ8gyN+q/QJgQBEYFy7nlNrOJ1OduzYgcViYciQIR7xQ3QnmkiSRFpaWrs1zXt5eREXF0dcXFyzZXX3Rb+pH5/D4SAzM1Ppx/yzCTybzcZ1111HeXk5q1ev9rjAA5g1axZVVVU8+eSTlJSUMHDgQFasWEF8fDzgMikvLCz08Fmq/FFRK3kqHsM9VAG/+d+1dcDi8OHDih1IQ0MDkiSdVg/Z2dJ0yGOs+Tt8j6xDBMaCzhucdqT6o8hhCdgy3gdtxywfuytX1dXVLXJwO4PGxkZKS0vJz88noGYXQwrfQSfJ4BuKRgKpsQYMgVgv+99viR4dgHt6VJZlUlJSPLJc714eNRgMndb/Jsuy0sdXUVGB1WpFkiT8/f1JTk72iOG0JwWe3W7npptu4sCBA6xZs8YjwzYqKucaqshT8RhNJ2fbanDs7llxR50FBAQoPWTuJUUhhLKcFRYW1u6Cz+l0KrmfqX27EvztLS4LlKbRY45GJHMVtsmvIMemtevxofkUb0pKikcrV0IIBg4ciCPnSwJy30XTWIMkSTj9omg870G8B0zqsIu922jZk8MFVquVzMxMV2Sdh5dHDQYDkiTR0NBAUFCQUuXrjD4uTwo8h8PBrbfeyvbt21m7dq1HsqlVVM5FVJGn4jGcTid2u/20Ispyc3ORZZnBgwe3Wqlwu927BZ/D4SA8PJyoqKh2saWwWq3k5OSg0Whc1RJTMV5Lb0IY/MHQ5EIqZKTaI9gmPofcfdxZHbO1c2gqbDzhpeUedvH29iYpKem319VmhpIcausbOCpHUF5dh1arVUR3e1ZZGxsbycrK8ujSpNvsOTg4mAEDBnhM4GVmZipDP5Ik0djYSGVlJeXl5VRXV7c51/VszsFTAs/pdHLnnXfy66+/sm7dOmJjYzvt2Coq5zqqyFPxGFu3bqVnz54YDIZTCjyj0UhOTg6BgYEkJia2Say1NjTgFnzh4eGnLY6MRiPZ2dnKBV2r1YLThtei65Eaipr3npmrAAnbpfMRATGndZy2nENISIjHRIXJZCIrK4vQ0NBmQzOtcXyVtWmm64kmdU/nHMLCwujfv79HfPjc59BUXHniHDIzM4mKiqJPnz6tnkPTXNeKigo0Go3yO3DHrZ0NnhR4sixzzz33sG7dOtauXXvSLFgVlT8jqshT8QhCCJKSkigsLGTSpElkZGQwYcKEViciq6qq2L59O127dqVXr15ndBERQmA0GpvluYaGhhIVFUVERMQp+7jcMWmtnYN2/7foN74EDhvCyx/JbgEh4xh4JY4Rd532uZ6ImpoacnJyPBbVBi4fvuzsbLp06XLa59A00/X4Sd22/A7c1NfXk5WVdUbn0F40NDSQlZVFbGysx87BaDSSmZlJTExMm8WVLMtKrmt5eTl2u52wsDBFdJ+u3YunBd6DDz7Id999x9q1a5tlXKuoqLhQRZ6Kx5Blmc2bN7Nw4UKWLl1KWVkZEydOJCMjg4svvpiAgABeeeUVYmJiGDduHDEx7VcRc/uQlZWVYTQaCQkJUQTf8cvAxcXF7Nmz58QxaUKgyVuDbudXSLWFCN8wnP0uwTng0pYRZmdIWVkZO3fupE+fPp2Sv9oa7gzY3r17n3XFRAih/A7Ky8uV34F7WfdEPYZusd2jRw+6d+9+VudwpriFbrdu3ejRo4dHBV6XLl3O+ouPW/AZjUaCgoIU0X0qCxpPC7xHH32UJUuWsHbtWnr37t1px1ZR+T2hijyVcwJZlsnKymLRokUsXryYgoICIiMjqays5H//+x9TpkzpsIuIxWJRBF99fT1BQUGK4CsuLqawsJCkpCTCwsJOviMhQLaDRu8axGgnCgsLOXjwIAMHDiQyMrLd9ns6uIVuR2XAWiwWRWzU1tYSEBDQLFMXfjN77tu3r0cyieG3aqrbcNoTNDQ0kJmZSbdu3ejZs2e77deda+z24/P19VUEX2BgYLO/P08LvCeeeIJPPvmEdevW0bdv3047torK7w1V5Kmcc9TV1TFt2jT27t1LcHAwhYWFXHDBBaSnpzNt2jRCQkI67KLivtCVlZVRU+OaEnVnvXa2ua47vaGkpISUlBSCgoI69fhu8vPzycvLa5vQbQdsNpsi+Nzmv76+vlRVVTFw4MAOEZltwV3J7NOnD3FxHe/91xp1dXVkZWXRvXv3Dl2etNvtSh9fZWWlMjwTERGBt7c3WVlZHhF4QgieffZZ3nvvPdasWUNiYmKnHVtF5feIKvJUzinMZjPDhw8nNjaWL7/8ksDAQPbu3cvChQtZvHgxu3btYuzYsaSnp3PJJZcQERHR7hcZu91Obm4udrudmJgYqqurqa6uxt/fX6kudbQnndPpVLJPU1JSPBJl1DQiLCUlxSPRUA6Hg3379lFSUoIkSej1eqW61Bl+iG7Ky8vZsWMHAwYMaNe2gdOhtraW7OzsTq8iHh9zZ7Va8fX1pUePHqfVS3m2CCH497//zWuvvcaaNWtITk7ulOOqqPyeUUWeyjnH8uXLmTx5covpVyEEhw4dUgRfdnY25513Hunp6UyfPp2YmJizFnxms5ns7GzF88w9eWi325WLXFVVFT4+PkRGRhIVFdVqnu7Z4Pafc5v7nkn26dkiyzK7du2irq7OYxFhbtPrI0eOkJKSQkBAANXV1Yr5r3tS1+2H2FEeeSUlJezZs8ejy+U1NTVkZ2eTkJDgsZ5Ms9nM1q1bCQsLw8fHh4qKCoxGI8HBwYrw9vHx6ZBjCyH4z3/+w4svvsjKlSsZMmRIhxxHReWPhiryVH6XCCEoKChg0aJFLFmyhF9//ZVhw4aRnp5Oeno6Xbt2PW3hVVtbS05ODjExMSe0owBXdcntQVZZWYnBYFAE3/G9S6eLxWIhOzsbHx+f5v5znYjbaNlms5GSkuKR5AQhBPv27aO8vJzU1NQWlVP3pK57cMNqtRIeHq4sKbZXdamoqIj9+/eTnJzcKUvVrVFdXU1OTo5Hl4lP1IPn7qWsqKigpqYGPz8/RXgHBAS0y5cfIQRvvfUWTz31FN9//z0jRow4633+3nH7ip7qNhUVVeSp/O4RQnD06FEWL17M4sWL2bhxI4MHDyYjI4P09PQ2TUCWlZWxa9eu054cbZolWlFRgVarbRavdjoXObctR0REBP369fPIB7Y7QUKn03nMaLlpFTEtLe2U1aETTeq6q0tnmgbi7kVMSUnxWAZqVVUVubm59OvXz2Mmv20dsrDb7VRWVip9fDqd7qxNsIUQfPDBB/ztb3/j22+/ZfTo0Wf7dH73NBVzO3bswGq1kpSU5JGKv8q5jyryVP5QCCEoKytj6dKlLFq0iPXr1zNgwADS09PJyMhoUaFzVwQPHz7MoEGDiIiIOONjy7KsLCeWl5cjSRIRERFERUWd8iLn9gLs3r073bt394gth8ViISsri4CAAI8lSDidzmZxbWdSRXRPS5eXl1NXV9fqpO7JaLpMnJqa6pFeRPhtmrh///4e6wM80ynapibYFRUVOJ3OZn58bam0CiFYsGABDz74IMuXL+f8888/y2fTNubNm8eLL75ISUkJiYmJvPrqq4wZM6bVx27YsIGHH36YvXv3YjabiY+P57bbbuPee+/t8PP8xz/+wZtvvolWq8XHx4f//e9/jB492iOfHSrnLqrIU/nDIoSgurpaEXw//vgjCQkJTJ8+nRkzZtCrVy/uuusuRo4cyRVXXNGuF3O36axbbDidTkXwHZ8y4LYn6d+/v8eqNe4qYlRUFH379vXIhcLdiwgwePDgdllybTqpW1VVdVJbEHC9Zw4cOEBJSQlpaWkdPmBzItyDHgMHDvRYDmt72aQIIWhoaFAEn8lkOqUnohCCzz//nHvuuYelS5dy0UUXne3TaRNffPEF1157LfPmzWPUqFG8/fbbvPfee+zevbvVCn92djZ79+4lKSkJPz8/NmzYwG233cYrr7zCrbfe2q7nJoRQfgfr1q3jpptu4vXXXyckJITXX3+dFStW8L///Y/p06ery7YqCqrIU/lT4O7hWrZsGYsWLeKHH35Ao9FgMBh46623mDZtWod9MDbtHysrK8NutxMeHk5kZCQmk6ntPnwdhNtg2JNVRHcer5eXV4f1Ih7fS6nX6xWhERwcjCRJ7Nmzh6qqKtLS0jwybAJQWlrKrl27GDRokMcGPTrSB+94T0R/f38lYi0oKAiNRsOiRYv4y1/+wpdffsmUKVPa7dinYvjw4aSmpvLmm28qt/Xv35+MjAyee+65Nu3j0ksvxc/PjwULFnTIOS5cuFBZMfjb3/6m3H7zzTfzxRdf8NFHH5Genu6Rfl6Vcw9V5Kn86SgqKlIuHN27d2fNmjVERkYqFb60tLQOFXwNDQ2UlZVRVFSEw+EgJCSELl26tHkZqz1x9yJ60mDYvUzsziXujCpE06V196SuTqdDlmWGDBniEcsa+G2S92xbB86GzjQ6dvfxlZeX8+WXX/Lpp5/Sp08ftm7dyieffMJll13WYcc+HpvNhq+vL1999RUzZsxQbr/nnnvIyclh/fr1p9xHdnY2kydP5umnn+b//u//2v0c7XY75513HpmZmVx99dUthOQdd9zBggUL+M9//sP111+vVvRU6PyuahUVD2K1WhkzZgwXXXQR8+bNQ6/XYzKZ+O6771i8eDHTp08nKCiI6dOnk5GRwfDhw9v1G7EkSfj5+WE0GjEYDAwaNIi6ujry8/PZtWtXsyzXjm6kPnLkCAcOHPCoNYjRaCQrK4vIyMhOXSbWaDSEh4cTHh6O0+kkKysLk8mEVqvl119/VSqtnSm8i4uL2bt3r0cned0CLyoqqlOMjvV6PTExMcTExCjRZK+//joBAQH83//9H4sXL+bSSy/tFLFXWVmJ0+lssTweFRVFaWnpSbeNi4ujoqICh8PBE0880SECTwiBXq9n1apV3HrrrXz//fds3ryZ4cOHK4+ZN28eZrOZBQsWcOONN7b7Oaj8/lAreSp/Oty9Tq1dwCwWC6tWrWLRokUsX74cb29vLrnkEjIyMhg1atRZT5u6p1c1Gk2LvjOz2UxZWRnl5eU0NDQoE6KRkZHtamPiHiwoLCz06OSoOwO2a9eu9OzZ0yPLxE6nUzG+Tk1NRafTYTQalV5Kd//Y2U7qngq3VcvgwYMJDQ3tkGOciqYC72QWQh3F6tWrmT17Nu+++y6zZs1i69atfP3115SUlPDhhx92+PGLi4vp0qULmzZtYuTIkcrtzzzzDAsWLGDv3r0n3DYvLw+j0civv/7K3LlzeeONN7jqqqvO6nya9uAd/7PJZOKyyy5jx44dLFmyhGHDhjXb1j2Be/w+VP58qCJPReUE2Gw2fvzxRxYtWsTXX3+NJElMnTqVGTNmMHbs2NOutJnNZmVZ8lTTq8dPiLqD4yMjI8/KcFYIwZ49e6isrGzVf66zcHu/na5lTXvicDjIzs4GICUlpVUBbzablf6xuro6AgMDlT6+9lrSLSws5NChQwwePJiQkJB22efp4mmBt379embOnMl///tfrr32Wo8Ik/ZYrgV4+umnWbBgAfv27Tur83ELtB9++IE1a9Zw5MgRrrrqKsUo3mq1ctlll5GZmcnixYubCdOm26v8uVEX7FVUToDBYGDy5Mm89957lJSU8Nlnn+Hl5cVtt91Gz549ue222/juu++wWq2n3FddXR1btmwhMjKSQYMGnbJXxsfHh/j4eIYOHcqYMWOIjo6msrKSjRs3snnzZvLy8jCZTKf1fNz2JLW1tQwdOtSjk6M5OTn069fPYwLPZrORmZmJVqtVKnit4evr2+z3EBsbS21tLb/88gubNm3i4MGD1NfXc6bflQsKCjh06BApKSl/WoG3ceNGZs2axSuvvOIxgQeuv/e0tDRWrVrV7PZVq1Zx3nnntXk/Qog2fSacCkmS+OKLL7jqqqs4dOgQfn5+pKenK/YuXl5eLFmyhFGjRjFq1CgyMzNbbK+iolbyVFROE6fTyYYNG1i4cCFLly6loaGBSZMmkZGRwUUXXdRiKrO8vJydO3e2S9XqeEsQPz8/JW3Dz8/vpEa1OTk5CCEYPHiwx4xTjx49yr59+zzaB2i1WsnKysLX17dNgrs1TjWp25Z95uXlUVBQ4FEvPk8LvM2bN5ORkcGzzz7LHXfc4XFh4rZQeeuttxg5ciTvvPMO7777Lrt27SI+Pp5HHnmEo0eP8tFHHwHw3//+l27dutGvXz/A5Zs3Z84c/vrXv/L000+f1bls2bKFGTNm8Oyzz3L99ddTXV1NdHQ0sixz5513MnfuXGJiYnA6nTz44IM88cQTHnsfqZy7qCJPReUskGWZX3/9VRF8FRUVTJw4kYyMDC6++GLefPNNDhw4wFNPPdXufmdNJxMrKyvx9vZWBF/TSKnGxkays7Px9vb2WFQa/JYgkZyc7LG+M4vFQmZmJsHBwQwYMKBdpg9lWaaqqkoR34Ai+I73RITmZstpaWkEBASc9TmcCZ4WeJmZmUyfPp1//OMf3HPPPR4XeG7mzZvHCy+8QElJCQMHDuSVV15h7NixANxwww3k5+ezbt06wDUk8vbbb5OXl4dOp6NXr17ccsst3HbbbWf13pJlmYULF7Jz506efPJJDh06xNixY7nlllvo27cv11xzDXPnzuXWW28lPj5e2c7hcHgkpUbl3EUVeSoq7YQsy2RmZrJo0SIWLVpEfn4+AHfeeScPP/zwWefangyn06kIvoqKCvR6PZGRkQQGBnLgwAHCwsLo37+/RywVhBAcOnSIoqIij1atTCYTWVlZhIeH069fvw75XQghmplg2+12ZWI6PDwcnU7HoUOHOHr0qEfNlj0t8HJzc5k6dSpz587lwQcfPGcEnqdp2kd3+PBh6uvr6d+/P+np6XTv3p033ngDi8VCUlISBQUFPPzwwzz77LPq66dyQlTJr6LSTmg0GoYOHUpycjJFRUWYTCamT5/OqlWrePPNN7nwwguZPn0606ZNO+1c21Oh1WqJiooiKioKp9NJdXU1RUVFFBYWotVq0Wg01NbWtnkpsb1wD3pUVVUxdOhQj/nPGY1GMjMziYmJ6VBrEEmSCAkJISQkhD59+iiTum6LHC8vL+x2OykpKX9agbdr1y4uueQS7r33XlXgHcM9DWu325VWip49ewIoWcC333674uWYkZHB2LFjGTZsmPr6qZwUtZKnotLO3HXXXfzyyy98++23REdHK0Jn4cKFLFmyhF27djF27FgyMjK45JJLCA8Pb/cP6srKSrZv306vXr3w9/enrKyMiooKhBDKlG5oaGiHCj5Zltm5cycNDQ2kpqae1VTw2eC2aunWrRs9evTwyEVRCMGuXbuoqKjAx8cHo9FIYGCg8rvorHQNTwu8vXv3MnnyZG699VaefPJJVaDwm8DbunUrL774IrW1tUiSxL/+9S/69+9PcXExycnJ/P3vf+eSSy7hww8/ZPny5WRmZuLj44PT6VTTLVROiCryVFTamZKSEvz9/VvttRJCcPDgQUXwZWdnc95555GRkcH06dOJjo4+6wufOws3MTGR6OjoZseura1VvPjcebqRkZGEhYW164XC7T9ns9lITU312KBHTU0NOTk59OzZs1nvUmfStJo5ZMgQfHx8sFqtSg9fdXU1fn5+yu+iaT9le+JpgXfgwAEmT57MNddcw7/+9S81jaEJmZmZjB8/nhtuuIGxY8fy7rvvsnXrVtasWcPgwYN5/fXXueeee+jZsydms5mVK1cycOBAT5+2yu8AVeSpqHgIIQQFBQUsWrSIxYsXK+716enppKenExcXd9oX4vz8fA4fPnzK1AQhBPX19Yrgs9lszVIezqZ52263NzN89lQjeFVVFbm5ufTp04e4uDiPnIMQgt27d1NTU0NaWlqr1Uz3AI17Wc7dTxkREdFuy/qeFnh5eXlMmjSJyy67jJdfflkVeMcQQmC327niiiuIj4/nP//5D42NjYwcOZJ+/frx8ccfK1++tm3bhs1mo3v37sTGxqoVPJU2oYo8FZVzACEER48eZfHixSxatIiNGzeSmppKRkaG0nR9sguzEIIDBw5QXFx82sMNQgiMRqMi+CwWS7N4tdOJ9XLbk/j4+DBo0CCPXYTKy8vZsWMHAwYMICYmxiPnIMsyu3btor6+nrS0tDalZbj7Kd0DNHDySd22YDabyczMJDIy0iMCr7CwkIsvvpipU6fyxhtv/GkF3olEmcPhYOzYsbz88suMGDGC/v37k5iYyKefforBYOCTTz5h2rRpBAUFKdu4l3hVVE6FKvJUVM4xhBCUlpaydOlSFi1axPr16xk4cCDp6elkZGS0GByQZZndu3dTW1tLSkrKWQ83NI31MhqNhIaGKr1jJ1t2dSd6tKc9yZlQUlLC7t27GTRokMe8+Nz9iEajkbS0tDOKpWttUjc8PJyIiIg2Z+p6WuAVFxdz8cUXc8EFF/D222//6YWJLMtceuml3HHHHUycOFG5/aKLLmLo0KH8+OOPxMbGsmDBAgICAjCZTMyePZsJEyZw1113efDMVX6vqCJPReUcRghBVVUVX3/9NQsXLmTNmjX06dOH6dOnM2PGDGJiYrjhhhu45pprmD59ertm3IJLJLhFRn19PcHBwYrga1qZamhoICsri+joaI+ICTfuDNhTLVd3JLIss2PHDsxmM2lpae3SjyiEoKGhQanwmUwmRXxHRES0+nv3tMArLS1l8uTJjBgxgg8++EBdWgQeeOABXn75ZcLDw5k/fz5TpkwB4KWXXuLf//43kZGRbN26VXnPvPLKK7zxxhssX76cAQMGePLUVX6nqCJPpcN57rnnePTRR7nnnnt49dVXAddF65///CfvvPMONTU1DB8+nP/+978kJiZ69mTPYdyVnWXLlrF48WJ++OEHAIKDg5k/fz6jR4/u0EpJY2OjIvhqa2uV6VAfHx92795NfHy8x6ZXwRURdvjwYY9mwLqj46xWK2lpaae11H06HC++g4KClGVdX19fjwu8iooKpkyZQlJSEgsWLFANeo+xefNmHnnkEcAV5/bJJ59w+eWXU1ZWxpw5c9i3bx9Dhw4lNTWVXbt28f7777N06VImTJigZtGqnBGqyFPpULZu3crMmTMJDAxk/Pjxish7/vnneeaZZ5g/fz59+vTh6aef5qeffmLfvn0eSwD4PZGfn8+ECRMIDQ0lJiaG1atXExkZSXp6OjNmzCA1NbVDBZ/NZqO8vJyioiIaGhrw8vKia9euREZGdroXXtMECU+aLbsnih0OBykpKR0m8I7HarUqFb7q6mplejciIoLExMROXyKtqqpi6tSpJCQk8Pnnn3fa6/B7oLi4mMsuu4xLL70UjUbDww8/zEcffcTs2bMpLy/n3Xff5YcffqC6upqBAwdy2223MX78eLUHT+WMUUWeSodhNBpJTU1l3rx5PP300wwePJhXX30VIQSxsbHMmTOHhx9+GHBdqKKionj++ee57bbbPHzm5zYmk4l+/fqRnp7Oa6+9hlarxWQy8d1337Fo0SK+/fZbQkJCmD59Ounp6QwfPrxDlsrKysrYtWsXCQkJaLVaysrKFJERFRVFZGQk/v7+HVp9cA+clJSUeDRBwul0kp2djRCClJQUj1Wu6uvrycrKQqfTYbPZMBgMzTJ1O7oSVFtby7Rp04iLi2PhwoUes87xNCcTZV999RWPPPIIX331FQsXLuT555/nvffe44YbblC2s1gs6PV6dDqdWsFTOSvUGrpKh3HnnXcydepULrroomZh3Xl5eZSWljZrPPby8mLcuHFs2rRJFXmnwM/Pj6+//pqUlBTlw9/Pz4/LL7+cyy+/HIvFwsqVK1m0aBEzZ87E29ub6dOnk5GRwXnnndcuAsTd+zZo0CAiIiIAiI2NxeFwUFlZSVlZGfn5+Xh5eSmCr71j3YQQ7N27l8rKSoYMGeKxNA2Hw0F2djaSJHlU4JnNZnJzc4mJiaFPnz7IsqxM6ubm5iJJEhEREURERBAWFtbulaH6+noyMjKIioriq6+++tMKPEB5ba+//npGjRpF//79GTNmDADjx48nKSmJw4cP88wzzyDLMjfffDPgysYF8PHxwV1/UQWeytmgijyVDuHzzz8nKyuLrVu3trivtLQUgKioqGa3R0VFUVBQ0Cnn93snNTX1hPf5+PgoXntWq5Uff/yRRYsWcc0116DRaJg2bRozZsxg7NixZ7SUlpeXR35+PikpKS1633Q6HdHR0URHR+N0OqmqqqKsrEypLrmHNs62quSeKK6rq1MMhj2B2xNQq9UyePBgjw0XtNaDp9VqFVEny7Iyqbt3715lUrc9fBHBVbW/9NJLCQwMZPHixe0+APR75OWXX2bBggVs3ryZ4OBg4uPjuffee0lJSeGCCy7g0UcfZerUqTz33HP4+vpy0003YTabueOOOwBV3Km0D6rIU2l3jhw5wj333MPKlStP6g12/IeYuizR/nh5eTFlyhSmTJnCW2+9xfr161m4cCG33HILdrudqVOnkpGRwfjx4095YW66NDpkyJBT9k5qtVpF1MmyTFVVVbOqkvu+kJCQ06oqNZ1eHTJkiMcEhd1uJysrC4PBQFJS0jkl8I5Ho9EQGhpKaGgoffv2VSZ1Dx8+zM6dO085qXsyTCYTl19+OXq9nqVLl3pMcJ9rXHPNNaxbt44NGzbw1FNP8fHHH/PUU09RVlbGQw89hFarZfHixcyePZvHHnsMWZYJDw/39Gmr/MFQe/JU2p2lS5cyY8aMZhc9p9OJJEloNBr27dtH7969ycrKIiUlRXlMeno6wcHB/O9///PEaf+pcDqd/PzzzyxatIglS5ZgNBqZPHkyGRkZXHTRRS0u1LIss2fPHqqrq0lLSzurrFV3VcltviyEaBavdjLB5x5usNvtpKSkeGxJ0GazkZWVhbe3N0lJSR5rim+PKVqTyaRErLkndd0C/FSCzWKxMHPmTBobG/n+++87dWhq3rx5vPjii5SUlJCYmMirr76qLIkez+LFi3nzzTfJycnBarWSmJjIE088wcUXX9yh51hTU0NGRgZGo5H58+fj5+fHJ598wqJFi9i+fTsvvfQS9913X4eeg8qfG1XkqbQ7DQ0NLZZdb7zxRvr168fDDz9MYmIisbGx3HvvvTz00EOA66IZGRmpDl54AKfTya+//qoIvsrKSi6++GIyMjKYOHEiWq2We+65h8suu4xx48a1KbmhrQghqKurUwSfw+FotozY9IuCu/cN8GjvmzvVw9fXl0GDBv2uBd7xNDY2KoKvpqYGPz8/RfAdP0RjtVq56qqrqKmpYeXKlc0SGTqaL774gmuvvZZ58+YxatQo3n77bd577z12795Nt27dWjx+zpw5xMbGMn78eIKDg/nwww956aWX2Lx5c7Mvmh1BQ0MD06ZNo7CwkEWLFpGamkp+fj5FRUWMHj26Q4+toqKKPJVO4fzzz1ema8FlofLcc8/x4YcfkpCQwLPPPsu6devabKFy9OhRHn74Yb777jssFgt9+vTh/fffJy0tDVB9+M4UWZbJzMxk4cKFLFmyhCNHjuDj44OPjw8rVqwgISGhw47tztN1+781NjYqgi84OJjt27ej1+tJTk722NKo1WolMzOTgIAAj9iTuOkMHzx3pm55eTmVlZV4eXnR2NiILMuMHj2aG2+8kaNHj7J69WpCQ0Pb/fgnY/jw4aSmpvLmm28qt/Xv35+MjAyee+65Nu0jMTGRWbNm8fe//72jTlPBZDJx2WWXkZuby9dff82wYcOU+9Q2FZWORO3JU/EIDz30EBaLhTvuuEMRYStXrmyTwKupqWHUqFGMHz+e7777jsjISA4dOkRwcLDymBdeeIGXX365mQ/fhAkTVB++U6DRaBg6dChDhw7lgQce4IILLqChoQFvb2+GDx/OhRdeyPTp05k2bVq7W3JIkkRQUBBBQUH07t1biVc7fPgwZrMZg8FAly5dkGXZIyKvsbGRzMxMgoKCSExM9NiFubOMjvV6PTExMcTExChDNAsWLODFF1+ksbERf39/5s2b1+lTzTabjczMTObOndvs9okTJ7Jp06Y27UOWZRoaGtpNnB5vmXK8cPPz82PJkiXMnDmTSy+9lC+++IJRo0YB6oCFSseiVvJUfnfMnTuXjRs38vPPP7d6v+rDd/bU1tYyatQo+vXrpwSl7969W6nw7d69m3HjxpGRkcG0adMIDw/vkIuVW1j5+voSFBSk5OmGhIQQFRV1RoMCZ4LFYiEzM5PQ0FD69+//hxd4J8LhcHDzzTezefNmJk6cyMqVK6mrq2PWrFm88847nXIOxcXFdOnShY0bN3Leeecptz/77LP873//Y9++fafcx4svvsi//vUv9uzZ0675xitXrmTChAkn/L3YbDYuv/xyvv32WwoLC+nSpUu7HVtFpTVUC22V3x3Lli1jyJAhXHHFFURGRpKSksK7776r3H8qHz6VUxMUFMQjjzzCF198gZeXF5IkkZiYyD/+8Q+ys7PZuXMn48ePZ/78+fTu3ZupU6fyzjvvUFpaSnt9bzSbzWzdupWQkBAGDx5Mz549GTFiBKNGjSI8PJzi4mJ+/vlntm7dSmFhIY2Nje1y3NbOY9u2bYSHh/+pBZ7T6eTOO+9k+/btbN68mffee4+CggJ+/PFHxo8f36nnAmc+nf/ZZ5/xxBNP8MUXX7SrwHvllVd4+OGHlXNo7e/AYDCwaNEiFi9erAo8lU5BreSp/O5wN/7fd999XHHFFWzZsoU5c+bw9ttvc91117Fp0yZGjRrF0aNHiY2NVba79dZbKSgoUDJfVc4eIQT5+fnKhWvLli2MGDFC8enr0qXLGYkRo9FIZmYmMTExJCQknHAf7kGBsrIyamtrCQgIUMyXz2YC2I3JZCIzM5OoqCiPCCs3nhZ4sixz991389NPP7F27Vq6du3aqcdvis1mw9fXl6+++ooZM2Yot99zzz3k5OSwfv36E277xRdfcOONN/LVV18xderUdj2v/Px8kpOTee655xSvu1OhxpWpdDTqu0vld4csy6SmpvLss8+SkpLCbbfdxi233NKsCRtUH77OQJIkevTowQMPPMDGjRvJy8vjiiuu4JtvvmHAgAFccMEFvPbaa+Tn57e5wldfX8+2bduIi4s7qcADl+Dv2rUrQ4YMYezYsXTp0oXq6mo2bdrEL7/8wuHDhzEajWf03IxGI9u2bVMSJP7MAu+BBx5g7dq1rF692qMCD1zVsLS0NFatWtXs9lWrVjVbvj2ezz77jBtuuIFPP/30rAWe0+ls9rPdbqd79+7cddddrFmzhvr6+ja931WBp9LRqO8wld8dMTExDBgwoNlt/fv3p7CwEIDo6Gjgt2QNN+Xl5S1SNlTaD0mS6Nq1K/fccw/r1q3jyJEjXH/99axevZrk5GTGjBnDiy++yIEDB054AaytrSUzM5Pu3bvTq1ev0xI0BoOBuLg4UlNTGTduHPHx8dTX17N582Y2bdrEwYMH23zxbWhoUIRm7969/9QC75FHHuHbb79l9erVdO/evVOPfyLuu+8+3nvvPT744AP27NnDvffeS2FhIbfffjsAjzzyCNddd53y+M8++4zrrruOf//734wYMYLS0lJKS0upq6s7o+O7B3+2b98OoCTHjBkzhh9++IHMzEz1C6XKOYEq8lR+d4waNapFc/X+/fuJj48HoEePHkRHRzf7pm+z2Vi/fv1Jv+mrtB+SJBETE8Mdd9zB6tWrKS4u5o477uCXX35h2LBhjBw5kmeffZbdu3cromvFihWsW7eOhISEsxYTer2e2NhYBg8ezLhx4+jZs6fSW7dx40b2799PbW1tq4Kvvr6ezMxMunXrdtpCsz05FwTeE088waJFi1i9ejW9evXq1OOfjFmzZvHqq6/y5JNPMnjwYH766SdWrFihfAaUlJQoX/oA3n77bRwOB3feeacyMRwTE8M999zT5mMKIXA4HMrPCxYsYNiwYdx0000sW7YMIQSTJk3i2muv5ZlnnqGqqqr9nrCKyhmi9uSp/O7YunUr5513Hv/85z+ZOXMmW7Zs4ZZbbuGdd97h6quvBs7eh8/hcPDEE0/wySefUFpaSkxMDDfccAN/+9vflCUW1Yvv9BFCUFNTw7Jly1i8eDErV66ke/fuJCQksHLlSl5//XWuueaaDju+2wqkvLycioqKZtFrISEh1NfXk5WVRY8ePTxatfK0wBNC8Oyzz/Lee++xdu3aFpXzPyP5+fnKe+Ldd98lODiY8PBwnnrqKYxGI42NjTz55JPs3r2bn376iRdeeIGkpCScTqfHfB1VVFSRp/K75JtvvuGRRx7hwIED9OjRg/vuu49bbrlFud8twN5+++1mAmzgwIFt2v8zzzzDK6+8wv/+9z8SExPZtm0bN954I08//bTy7f/555/nmWeeaebF99NPP6lefKdBXV0djz32GG+99RZarZa4uDjS09PJyMggNTW1Q3uWZFmmurpaMV8WQuB0OunSpQt9+/b9QxsdnwwhBC+99BKvv/46a9asISkpqVOPfy7y66+/ct5557FixQoWLlzIqlWr2Lp1K5GRkZhMJvLz83n11VfZt28f9fX1bN++ndmzZ/Pxxx97+tRV/uSoIk9FpRWmTZtGVFQU77//vnLbZZddhq+vLwsWLFC9+NqJ9957j3vvvZeFCxcyatQovvvuOxYtWsSKFSsICQlh+vTpZGRkMGzYsA6thlRVVZGTk0NgYCAWiwWn00lERARRUVGEhoZ2WiXmXBB4//nPf3jxxRdZtWqVkiDzZ6egoIA33niDefPm4evrS35+Pn5+fthstmb5ydu3b+fw4cO89NJLVFZW8tFHHzFs2DB16EvFY6g9eSoqrTB69Gh+/PFH9u/fD0Bubi4bNmxgypQpgOrF114cOnSIFStWcPHFF+Pv788VV1zB559/TmlpKa+99hq1tbVcfvnl9OvXj/vvv5+ffvqpWV9Ue1BVVUVubi79+vVj6NChjBkzhpSUFAwGA3v37mX9+vVs376dsrKyFlOV7Ylb4EVERHhM4L311lu88MILfPfdd396gZeens6cOXMAiI+PJzY2FovFgsVi4dtvvwVcwz6yLCvvi6SkJDIyMliyZAl6vZ5vvvkGUFMtVDyHWslTUWkFIQSPPvoozz//PFqtFqfTyTPPPMMjjzwCoHrxdSKNjY38+OOPLFq0iGXLlqHVapk2bRozZsxgzJgxymTjmVBZWcn27dvp169fs9+jGyEEDQ0NlJeXU1ZWRmNjI2FhYURFRREeHn5Wx25KU4HXt29fjwi8999/n8cff5wVK1YokVt/Zn799VeSkpIUv0X3MMc333zDa6+9xr///W9uueUWpUrn9rxz//zcc8+xevVqli1b1unRbyoqbtTsWhWVVvjiiy/4+OOP+fTTT0lMTCQnJ4c5c+YQGxvL9ddfrzxO9eLreLy9vZk6dSpTp07Fbrezbt06Fi5cyP/93/9ht9uZNm0aGRkZnH/++acVcVZRUcH27dtJTExUbHeOR5IkAgMDCQwMpFevXphMJsrKysjPz2fXrl2EhoYq8WpNl+1Oh3NB4C1YsIC//e1vLFu2TBV4xxgxYgQAb7zxBp999hkbN24kJiaG6OhonE4n999/P7Isc9ttt+F0Opk7dy6zZs1iyJAhgKtvOCQkBB8fH08+DZU/OWolT0WlFbp27crcuXO58847lduefvppPv74Y/bu3cvhw4fp1asXWVlZpKSkKI9JT08nODiY//3vf5447T8VDoeDDRs2sHDhQpYuXYrRaGTKlClkZGRw4YUXnvTiWlZWxs6dOxk4cOAZeyeazWbKysooLy+noaGBkJAQZVK3rWLzXBB4n3/+OXPmzGHp0qVceOGFnXr8c5Hjv6itX7+eK664guTkZH744Qc0Gg1FRUW8++67PP/881x99dXs3LkTp9PJtm3bANd7c/r06cyfP79do9NUVE4XtSdPRaUVzGZzi+lKrVaLLMuA6sV3LqDT6Tj//PN54403KCgo4JtvviEqKoqHHnqI7t27c/3117N48WJMJlOz7Q4dOsTOnTtJSko6K3NsX19fevTowfDhwxk1ahQRERGUlpYqeboFBQVYLJYTbu9pgQewaNEi7rnnHr788ktV4B3D/Xt4//33effddxk3bhzLly/n4MGDjBs3DofDQVxcHHfddRdvvvkmR44cISUlRRF4drsdnU7HihUrVIGn4nHUSp6KSivccMMNrF69mrfffpvExESys7O59dZbuemmm3j++eeBs/fiU+kYZFlm27ZtLFy4kCVLllBcXMyECRNIT0+nqKiIN954gw0bNnRYQLzValVsWWpqaggICFAqfO7eLIvFwrZt2zwq8JYtW8bNN9/MZ599xvTp0zv9+OcyFouFv/71r5SVlfHll1/i5eVFZmYmV111FeHh4axfv16p1jbNn3U4HOh0aheUyrmDKvJUVFqhoaGBxx9/nCVLllBeXk5sbCxXXXUVf//735Xeq9P14vvpp5948cUXyczMpKSkhCVLlpCRkaHc3xZzZavVygMPPMBnn32GxWLhwgsvZN68ecTFxXXo6/F7RZZlcnNzWbhwIR9++CElJSWkpqZy2223MXXqVIKDgztUYNlsNioqKigvL6eqqgo/Pz9CQ0MpLS0lMjKSfv36eUTgrVixguuvv56PPvqIyy67rNOP/3tg2bJlXH/99SxdupRx48YhyzI5OTlcffXVBAUFsXr1avz9/ZXHq/24KuciqshTUekkvvvuOzZu3EhqaiqXXXZZC5HXFnPlv/zlLyxfvpz58+cTFhbG/fffT3V1NZmZmaqr/kl46623eOihh3jttdcoKChgyZIl7Nmzh/PPP5+MjAymTZtGWFhYh16k7XY7xcXFHDx4ECEEPj4+SoUvMDCw0wTC6tWrmT17Nu+99x5XXnllpxzz98qNN97IwYMHWbZsGSEhIYDLC++iiy5i0qRJfPTRRx4+QxWVk6OKPBUVDyBJUjOR1xZz5bq6OiIiIliwYAGzZs0CoLi4mK5duypecyot2b9/PyNGjOCbb75R+iWFEOzfv59FixaxePFicnNzGT16NBkZGVxyySVERUW1u+hqukTbu3fvZvFqer2eyMhIoqKiCAoK6jDB5x4imDdvHtdee61aeWrC8uXLCQgIoE+fPoqdzooVK3j00Ud5/fXXGTNmjPLYQ4cO0bVr1zOeqFZR6SxUkaei4gGOF3ltmdZds2YNF154IdXV1UpVASA5OZmMjAz++c9/dvbT+N1QU1PT7DVrihCCvLw8RfBt3bqVkSNHkp6ezvTp0+nSpctZi6GT9eA5nc5m8WoajUYRfMHBwe0Wr7ZhwwYuv/xyXnnlFW666SZV4DXBbrdz1VVX8dNPPzFo0CAuvfRSbrvtNnQ6HTNmzKCmpoZ169a12E7NpVU511Gna1VUzgFKS0sBWkx7RkVFKfeVlpZiMBhaiJWmj1FpnRMJPHAJ7p49e/Lggw+yadMmDh8+zGWXXcayZcsYMGAAF154Ia+99hr5+fmcyXfiUw1ZaLVaIiIiSExMZNy4cQwcOBAhBDt27OCnn35i165dVFZWKpPdZ8LmzZu54oor+Ne//qUKvFbQ6/UsXLiQjz/+mDFjxvDwww8zadIk/vWvf3HfffdRW1vLkiVLWmynCjyVcx1V5KmonEOcibmy2vDdfkiSRLdu3ZgzZw7r16+nsLCQa6+9ltWrV5OcnMzYsWN56aWXOHDgQJsE3+lO0Wo0GsLCwhgwYABjx44lOTkZrVbL7t27Wb9+PTt37qS8vPy04tUyMzO59NJLefLJJ/nLX/7Sqe+VefPm0aNHD7y9vUlLS+Pnn38+4WNLSkqYPXs2ffv2RaPRKJFiHYFbMB89epT9+/ezb98+ACZOnMgTTzzBjh07GDJkCIsXL2bChAls376drVu3npHIV1HxJKrIU1E5B3AnLhxfkSsvL1eqe9HR0dhsNmpqak74GJX2Q5IkYmNjufPOO1m9ejXFxcXcdtttbNq0iaFDhzJy5Eiee+459uzZ0+rF/2xtUiRJIiQkhH79+jFmzBhSU1Px8vJi//79Sp5uaWnpSbN8c3NzSU9P59FHH+Xuu+/uVIH3xRdfMGfOHB577DGys7MZM2YMkydPprCwsNXHW61WIiIieOyxx0hOTu6w83JbnqxatYr09HQuuOACbr75Zu644w7lMT169FAGn5566ikuueQS7rnnHvXLlMrvD6GiotLpAGLJkiXKz7Isi+joaPH8888rt1mtVhEUFCTeeustIYQQtbW1Qq/Xiy+++EJ5THFxsdBoNOL777/vtHP/syPLsqiqqhIffPCBmDZtmvDy8hL9+vUTDz/8sPj1119FQ0ODyMrKEjfeeKPYtm2bMBqNwmQytds/o9EoSktLRW5urli1apVYtmyZ2Lhxozhw4ICora1VHrdlyxYRFhYmnnrqKSHLcqe/TsOGDRO33357s9v69esn5s6de8ptx40bJ+65554OOjMhNmzYIAICAsQLL7wg9uzZI15++WUhSZKYOXOm8hibzab8t9VqFUIIYbfbO+ycVFQ6ArWSp/KnRAhxVj1OZ4LRaCQnJ4ecnBwA8vLyyMnJobCwEEmSmDNnDs8++yxLlixh586d3HDDDfj6+jJ79mwAgoKCuPnmm7n//vv58ccfyc7O5pprrmHQoEFcdNFF/PTTT1xyySXExsYiSRJLly5Vjm2323n44YcZNGgQfn5+xMbGct1111FcXNzsHK1WK3/9618JDw/Hz8+P6dOnU1RU1Fkv0e8CSZIIDQ3lxhtvZPny5ZSVlfHYY4+xf/9+LrjgAhITExk9ejRFRUUkJCS0e/VHkiQCAgLo3bs35513HiNGjCAwMJDCwkKef/55xo8fzyOPPMKUKVO44447eOyxxzq9AmWz2cjMzGTixInNbp84cSKbNm3q1HM5nurqal588UUefPBBHnzwQeLi4nj99de56KKL+OWXX5RhKL1ej81mA1CmaFWjY5XfG6rIU/nTYbPZkCRJmVrsLMG3bds2UlJSlOnZ++67j5SUFP7+978D8NBDDzFnzhzuuOMOhgwZwtGjR1m5cmWz9IxXXnmFjIwMZs6cyahRo/D19WX58uVotVpMJhPJycm88cYbLY5tNpvJysri8ccfJysri8WLF7N///4WSQdz5sxhyZIlfP7552zYsAGj0ci0adNOqwfsz0ZQUBDXXHMNixcvZsuWLVgsFqKjo9m0aRNJSUnMnTuXX3/9tcNeQz8/P3r27MmIESO46qqrSEpKYt68eVRXV/Pzzz/z3//+l6NHj3bIsU9EZWUlTqfzpINEnYlospweGhqqLB03NDQwbtw4xo0bx9KlS7nhhhtYtmwZY8eOBVAtUlR+/3i4kqii0uk8/PDDYuTIkeLRRx8Vhw4d8vTpdAgctxzcGlu2bBGAKCgoEEL8thz8+eefK485evSouhzcRvLy8kR8fLy46667hCzLwmQyicWLF4urr75aBAcHiy5duojbb79dfP/996Kurq5dl3Dd/3bu3Cni4uLEnDlzRGFhoXj99dfF+eefL0JCQpotP3Y0R48eFYDYtGlTs9uffvpp0bdv31Nu357LtQ6HQwghRFlZmdi3b1+z+z766CNxwQUXiKKiIiGEEAsWLBAjRowQ48aNE/n5+e1yfBUVT6JW8lT+VFRUVLB3715MJhO//PILiYmJjB07lg0bNnj61Dqduro6JEkiODgYcE1h2u32ZktssbGxDBw40ONLbL8HfH19+ctf/sJ//vMfJEnC19eXGTNm8PHHH1NSUsJbb72F1Wpl9uzZ9OnTh7vvvpu1a9dit9vb5fiFhYVMmTKF6dOn8+9//5uuXbty1113sXbtWo4cOYJer2+X47SF8PBwtFrtSQeJOgO3j93OnTuZOnUqH3zwAUeOHFHuP3DgAPn5+UqO8YEDBxg1ahTffvst8fHxnd7SoaLS3qgiT+VPxdatWykvL+e+++5jzZo1HDhwgMjISJ555hksFounT6/TaGxsZO7cucyePZvAwEBA9eE7WyIjI3n44Ydb7X/z9vZm2rRpfPDBB5SWlvLRRx+h1Wq56aab6NWrF3fccQcrV65UesBOl+LiYqZOncrFF1/M66+/3sJA2c/P74z2e6YYDAbS0tJYtWpVs9tXrVqlpI50Blqtlry8PM4//3zGjRvHHXfcQdeuXZX7J0yYgFarZeLEidxyyy288MILXH311crr1V5G1CoqnkJ9B6v8qfj111/RaDSKRUNcXBzjxo1j48aNLRztZVn+Q/ai2e12rrzySmRZZt68ead8vFB9+NoVvV7PxIkTefvttzl69CgLFy7Ez8+PO++8k+7du3PLLbfwzTff0NjY2Kb9lZaWMnXqVMaMGcObb755zgiT++67j/fee48PPviAPXv2cO+991JYWMjtt98OwCOPPMJ1113XbBv3YJLRaKSiooKcnBx27959RscXx3pt582bx4UXXshLL72kCDz333VSUhKPP/44Op2OyspKfvzxR1JSUtQKnsofBnVUSOVPQ3V1NTt37iQhIYHBgwcrt+t0Omw2m7JkU1tbi16v7/TqR2dgt9uZOXMmeXl5rFmzRqniQXMfvqbVvPLy8k6tvvyZ0Ol0nH/++Zx//vn85z//YdOmTSxatIgHH3yQmpoaJk2aRHp6OhMnTmz1/VheXs60adNIS0vjvffeO6cSGGbNmkVVVRVPPvkkJSUlDBw4kBUrVhAfHw+4zI+P98xrGumXmZnJp59+Snx8PPn5+ad9fEmSkCSJgoIC5UuK+//dr5PD4eDaa6/l2muvxWw24+vrq/joqaj8EVCza1X+NKxevZq7776bI0eOcOedd5Kenk5ZWRl33XUX3bp1Y9OmTXz11Vd8/vnn7NixAz8/P/76179y3XXXNbNOEEIghECj0ShVLovFgo+PjwefXXOOz8aF3wTegQMHWLt2LREREc22qaurIyIigo8//piZM2cCrgtxXFwcK1as4OKLL+7Mp/CnRpZltm7dysKFC1myZAklJSVMnDiR9PR0Jk+eTEBAAFVVVUydOpU+ffrw2WefdWrP3e8Bh8OBEIKbb76ZyspKVqxYoQg4IQT19fW89NJLZGRkkJaWplasVf6QqF9XVP40bNy4kcDAQP72t7+Rn5/PxIkT+b//+z9Gjx7N22+/zYIFC3jyySdJS0vjq6++4vLLL+ftt9/mm2++UfbhcDha2K8A/PLLL6SkpLBy5UqPPDc4uQ+fw+Hg8ssvZ9u2bXzyySc4nU5KS0spLS1V+sBO5cPn5mR+fMdz2223IUkSr776arPbVT++k6PRaBg+fDgvvvgi+/fv5+eff6Z///48//zzdO/enRkzZjBmzBh69OjBp59+qgo8UJI/mrZY6PV6br31Vr7//nv++c9/Kn+3kiSxePFivvjiC3x9fZXbVFT+cHhoqldFpVOpqakRM2fOFFdeeWWz2wsKCoTNZhPl5eUiJSVFDBgwQGRmZir3P/TQQ2L06NFCCJfb/T/+8Q8xbdo0UVNTI44cOdJsX3v37hVGo1EIITySMLB27VoBtPh3/fXXi7y8vFbvA8TatWuVfVgsFnHXXXeJ0NBQ4ePjI6ZNmyYKCwubHWfFihXiscceE4sWLTqpVcuSJUtEcnKyiI2NFa+88kqz+26//XbRpUsXsWrVKpGVlSXGjx8vkpOTFbsLldaRZVns2LFD3HrrraJnz56isbHR06d0TuB0OoUQQtTV1YnZs2eLjIwM8eCDD4r9+/cLIYR48803hV6vF+np6eLuu+8W9913n/D29hafffaZJ09bRaXDUUWeyp+Cb7/9VgwaNEgRG8fHE61du1ZotVoxY8YMERUVJSIiIsQtt9wi7rzzTjFhwgRx5MgR0dDQICZNmiR0Op2YO3eukCRJXHvtteLIkSOivLxcCPHbxeb4//6jciKRV1RUJLp06SJ27twp4uPjm4k81Y9PpT1xfzGwWq0iISFBTJs2TcyaNUuMHTtWJCcnix07dgghhPjll19Eenq6GD9+vLj66qvFsmXLhBCe+UKmotJZqMu1Kn8KIiMjGTFiBGPGjAF+s0ZwL+3s27eP2NhYFi9ezKFDh5g/fz5Wq5UVK1ZQW1tLly5dlF62q666iksvvZT8/HweeughfvnlF0aPHs2XX36JRqNRrFiaNm//Ead0T4Qsy1x77bU8+OCDJCYmtrhf9eNTaS+EEGi1WhwOB5s2bWLChAksX76czz//nKeffppu3bpx+eWXs3XrVkaMGMHnn3/OmjVreP/997nkkks8ffoqKh2OOl2r8qdgyJAhDBkyRPnZLcDcU3ZdunRBlmVWrFjBlClTlH9ms5mKigokSeLbb78lKCiIN998s9mk4/fff49er1cmUJ999lmKi4u57bbbiIiIoEePHs2mHt32DH/UCb7nn38enU7H3Xff3er9qh+fSnvh7qO7//77+fjjjxk9erRy35gxY9DpdLzwwgtcf/31vPvuu4waNQpoHlem9uKp/JH5Y15lVFROk6lTp3LBBRcwf/58cnNzsdlsFBcXAxAfH099fT3Lly9nxowZ+Pn5KSkFJSUlbNu2jV69ehEXF4fJZOLgwYMsXbqUefPmcfHFF9O1a1e+//575VgajeYPK/AyMzN57bXXmD9//mlfPIU63ahyBgghSE5OZuDAgWzdupWKigrlvpEjR/LII4/Qp08fLr30UioqKtT3mcqfij/mlUZF5TSRJIlHHnmExsZGhg8fzrBhw3jsscf46quvAMjPzyc7O1sxb3WLtN27d7N//37FXiQ7O5ucnByGDRvG3XffzdatWxk/fjwvvvgiRUVFPPnkk/zlL38hMzPTM0+0g/n5558pLy+nW7du6HQ6dDodBQUF3H///XTv3h1o7sfXlM6OvFL5fXJ864MkSdx0003cf//9dOnShSuuuKKZr96wYcOYO3cun376KREREarAU/lToYo8FZVj9O/fn2XLllFTU8Pjjz/OmDFjuPDCCwFYsmQJ/v7+ypKse/k1JycHi8XClClTANi0aRP+/v78/e9/JzU1laCgIAYOHMjatWt57LHH8PX1paysjKuuuorNmzef8FycTmerrvviHLe1vPbaa9m+fbti5ZKTk0NsbCwPPvggP/zwAwBpaWno9fpmkVclJSXs3LlTNV1WOSkOh0P52/vqq6+YP3++YuEzffp0/vGPf6DRaLjuuus4fPiwst2IESOUv+Vz/W9IRaU9UXvyVFSOw8fHh8suu0z5WZZlxUgYXBcanU5HaWkpubm5JCQk0L17d8xmM9u3bycuLq6Zc/+ePXsYNGgQDz30EImJiQgh6NOnD0uXLmX48OHK46qrqykoKCAlJaXV5AK3I7+nMRqNHDx4UPnZ7ccXGhpKt27dCAsLa/Z4vV5PdHQ0ffv2BZr78YWFhREaGsoDDzzQwo9PRaUpQgjFlHz8+PEUFRWh0+k4dOgQkydP5qmnnmLatGlIksQbb7zBVVddxQcffNBi+Eet5Kn8mVAreSoqp0Cj0fD000/z1ltvKT8D5Obm8vPPP3P++ecDrqpeUVERqampeHt7A64lyL179zJt2jTlYiNJErIsExwcrBzjkUceYebMmVx++eWEhoZy1113UV5erlQdSktLmT59Oi+88EInPesTs23bNlJSUhQhe99995GSksLf//73Nu/jlVdeISMjg5kzZzJq1Ch8fX1Zvny5Im7bYri8Z88epk+fTlBQEAEBAYwYMaJZTJZquPzHwi3O7rzzThoaGvj111/ZsmULWVlZ7NmzhwceeIDy8nKmTp3K7bffjlarJTs728NnraLiWVSRp6JymrhF3oABA5g1axYzZswAXLFpDQ0NiugDWLNmDXa7vVllb8eOHVgsFnr16gXA66+/zldffcXjjz/Otm3bWLZsGVu3buWzzz5DkiRycnJ46623MBqN9O/fv/Oe6Ak4//zzlWi3pv/mz5/f6uPz8/OZM2dOs9u8vb15/fXXqaqqwmw2s3z5ciU8HsBkMpGcnMwbb7zR6j4PHTrE6NGj6devH+vWrSM3N5fHH39cEdcAc+bMYcmSJXz++eds2LABo9HItGnT/lR2Nn8k3L+3goICpkyZQlhYGL6+vgwcOJCVK1eSmZnJ888/D0B6ejoff/wx11xzjSdPWUXF83jCnE9F5Y+GLMvi/fffF7NnzxYWi0W5/ZZbbhHp6eni0KFDym3/+Mc/RGpqqjh48KDYu3evGDlypAgICBDz588XeXl5QgghVq5cKWJjY4XD4RA//fSTCA8PF5IkiVGjRomPPvpIMYB1G7k6nc4/bFoErRguz5o1S1xzzTUn3EY1XP790tScODs7WyxevFiUlJQIIVyGx0OGDBF//etflcdarVYhhBBPPvmkSEtLEw0NDSfcn4rKnw21kqei0g64J/w++eQTpZpUXV3Nzz//TExMDD179lQe+8MPPzB06FC6devGjh07qKurY9asWbz//vskJSUxfPj/t3fnQVVX7wPH36SiKOUILqkoQW7hmldAUSG0RFsGsdGmbLAwE8UQSJxcSyS1RhEtzS1E0swaNQRJMQJFQk1EMyEQFJAtQtBARLbz+4PhM12h9OcXF+h5/cXn3PNZ7tzr3MdznvMcWwICAjAwMKCqqoq+fftia2vLq6++ir29Pf7+/hw/fly7b92m6w3l8TVHNTU1HDx4kD59+uDk5ETnzp2xtbXVm9KVgstNV920bGBgILNmzSIwMJCIiAigtr7dO++8oy24MDAw0GrePfbYY5iYmNC6desGryfEf5EEeULcJyYmJuzdu5eZM2dqbRcuXCAlJYWRI0fSqlUr2rZtS15eHlu3buXYsWOcP38eV1dXKisrcXJyoqamhvj4eAoKCnBxcWHFihWkpKTg4OBATk4On332GRMmTMDR0ZEdO3ZQUVGh9wxKqQZX6TZlBQUFlJaWsmrVKsaPH09kZCQuLi5MmjSJo0ePAlJw+f9j48aNWFhY0KZNG3Q6HbGxsf/a/+jRo+h0Otq0aYOlpaWWq9qYVq9ejZ+fHx9++CH79+/Hzc1Ne+3ll19m6tSp+Pj4EBQURGZmJgkJCWzbtg0bGxtatWrV6M8jRFMlq2uFuI+srKz0jgsKCrCzs9NWmnbt2pWKigp27drF1KlTMTc3x8PDAw8PD27cuIGRkRFxcXEYGRkxfPhw7Trp6enMnTuXkpISJk+ezLVr1/jkk09IS0tj+fLlWj8DAwNtJKOmpkbbBqopqwtanZ2d8fb2BmDIkCH8/PPPbNq0CQcHh388V0khXD179uzBy8uLjRs3MnLkSDZv3syECRNISkqiZ8+e9fpfvnyZF198kRkzZrBz507i4uKYPXs2nTp10luR/r84fvw4mzZtIigoiPHjx2vtdZ9d9+7d8fT0xMTEBA8PDzp06EDr1q157rnn8Pf31+srxH/eQ50sFuI/qrq6Wvt7xYoVSqfTqZCQEJWfn69Onz6t5fDl5OSoV155RU2fPl3v/MWLF6uOHTuqo0ePam0nT55UZmZmKi4uTimlVHh4uHr//ffV2bNnVVlZ2QN4V/cHt+Xk3bp1S7Vs2VItX75cr9/8+fOVnZ2dUkqpqKgoBaiioiK9PoMGDVJLly6978/cVNjY2Ch3d3e9tn79+qkPPvigwf7z589X/fr102ubOXOmGj58eKM905YtW9Szzz6r8vLy6uXT3X6cnp6uYmNj1enTp7W25pqbKsS9kOlaIR6Cv29r5u7ujrOzM4sWLUKn0+Hl5cWZM2cASE1NJTc3V6+eXkZGBqdOncLY2BgXFxd69OiBh4cH7dq1o7S0VNtyLTExkZCQEPz9/XF2dsbS0pJz587Ve5bS0lK+//574uLigEe/WKyhoSHW1takpKTotaempmJubg5IweW7UVFRQUJCgl7eIsC4ceP+MW8xPj6+Xn8nJydOnz6tfe/+V/Hx8UDtzigGBgZ638e60bno6GjOnj2LpaUlo0aNQqfTAbWjvE19pFqIxiRBnhAPWYcOHViyZAlZWVnExsayZMkSbZrqySefpLi4mM6dO2v9b926RXZ2NkuXLuXq1ausWbOG/Px8Ro4cSXV1NQYGBty4cYNTp05RXV2NjY0Na9euZfbs2XplSupcvnyZZcuWMXr0aLZv3/6P01wPMvgrLS3Vdsyoe8azZ89qdfB8fX3Zs2cPW7duJS0tjc8//5ywsDBmz54N6BdcjoqKIjExkTfffLNeweU71eMrLS1lzpw5mJmZYWRkxDPPPMMXX3yh16ep1uMrLCykurq63lZy/5a3mJ+f32D/qqoqCgsLG+W5rKysuHLlivbZ3/59rK6uJjg4mPDw8HrnNtc9oYW4V/IvQohHiIWFBePGjcPY2Fg7dnR0ZOrUqdjb25OdnU3fvn25du2atvfrlClT2Lt3L5mZmURFRTFixAgSExO5cuUKc+bMwdfXFysrK+bNm4eJiUm9e168eJHi4mLatWvHE088AdTu6gFQUlLC+fPngQe7SvFOBZddXFzYtGkTn376KQMHDmTbtm3s3buXUaNGade4U8FluHM9Pm9vbw4dOsTOnTtJTk7G29ub9957j9DQUK1PU6/Hd/vnqu6Qz9ZQ/4ba75VOp+Pq1at89dVXeoFj3X3++OMP8vPz6dOnT6PcT4hm7WHOFQsh7k5GRobavHmzysnJUUoptWbNGjV06FB18uRJpZRSFRUVWr0wpZRavny5GjFihJar9PccwL8rLS1V3t7eysLCQi1atEj5+/vrvb5y5UplYGCgjI2NVVZW1v14a48MGqjH179/f+Xn56fXNnToULV48WKlVNOux3fr1i3VokULtW/fPr12T09PZW9v3+A5o0ePVp6ennpt+/btUy1btlQVFRWN9mz+/v6qZcuWytfXV6WkpCilanPtMjIylK2trZo4cWKj3UuI5kxW1wrRBJibm/Puu+9qx9OmTeP8+fM4OjoyYMAABg8eTOfOnVm2bJm2h26PHj20XKV/msbKzc0lMjKSWbNmUVZWxu+//6699sMPPxAQEMCgQYNQStWb6lX/gRWMo0aN4sCBA7i5udGtWzdiYmJITU1l3bp1wJ3r8Tk5OT2sR78jQ0NDdDodR44c0XZtAThy5AjOzs4NnjNixAjCwsL02iIjIxk2bFijli7x8fGhsrISPz8/QkNDGTx4MKWlpRQUFNC+fXv2798P1E7dSg6eEP9MpmuFaIJMTU3Zvn07WVlZvP3221qJlRYtWnDixAmys7O1xRr/VicvOTmZjIwMXF1duXLlirZwITQ0lC1btuDo6MjTTz/NmDFj6l2rLsBrKtOS92L9+vVYWVlhZmaGoaEh48ePZ+PGjdq0cFOvx+fj48O2bdsICgrSpqOzsrJwd3cHavdUdnV11fq7u7uTmZmJj48PycnJBAUF8eWXXzJv3rxGfS4jIyM++ugjDh06hJ2dHbm5uXTv3p3p06cTFRUF1KYUSIAnxL+TkTwhmjBTU1PtB7lOUVERSim9unoNKSsr49ixY5iZmdGlSxcsLCzIzMykvLychQsX4urqSqdOnVi1ahVz584FakcEi4uLOXHiBCYmJtja2jbrH9r169dz4sQJDhw4gLm5OceOHWP27Nl07dpVbwHH7ZrKKOdrr73G1atX8fPzIy8vjwEDBhAREaEF+3l5edpiF6jNEY2IiMDb25sNGzbQrVs31q9f32g18m43bty4eqt5ofY/Fi1bys+XEHf0cGeLhRD3w93kR6WlpSmdTqe8vLyUUkoFBASoXr16KX9/f2Vtba1u3bqlFixYoFcXLSIiQvXq1UuNGTNGmZqaKnNzc7V79+4Gr19VVdWkapZxW05eWVmZatWqlQoPD9frN336dOXk5KSUknp8D4LsPSvEvZPpWiGaobvJj0pKSuLy5ctMmzYNqF1pmp6eTnJyMhs2bODGjRvExsZib28PQExMDAsXLsTT05OoqCgKCgrw9vZm9erV5OXladctKioCoEWLFk16lK+yspLKysp6+YwtWrTQpq2lHt/91xRGRIV4VMl4txD/QZWVlfzyyy9UVVUxZMgQoHYxR1FREW5ubgwYMICwsDAyMjJYsmQJAMHBwZw7d47du3djZGTE5MmTmTlzJhEREYSGhuLu7s7169f5+OOPiY6OxsLCglmzZjU4rVlTU/NI1DQrLS0lLS1NO66rx2diYkLPnj1xcHDA19cXIyMjzM3NOXr0KCEhIQQEBAD69fhMTU0xMTFh3rx59erxCSHEw2Cg1CNe3l4Icd+kpqbSp08fqqqq9HKcysvLWbVqFd9++y1JSUlA7arRyZMnY2pqSmhoKKmpqfTr14+EhAQCAgLw8vIiIyODxMREDA0NCQsL46effmLu3Ll4eHg0eP+HvZ9uTEwMjo6O9dqnTZtGcHAw+fn5LFiwgMjISIqKirRVzt7e3toIU3l5Ob6+vnz99dfcvHmTsWPHsnHjxgYLTwshxIMkQZ4QQlM3wpaSksIbb7zBwIEDCQ4OJjc3lylTpjBx4kRtJeXFixc5cOAA4eHhBAUFYWFhAdQGPW3atAHA39+fgwcPsmfPHnr27ElRURG7du3CxsZGb6s2IYQQjU+CPCFEPdeuXWPNmjU8//zzODg4UFNTg5ubG7/++ivR0dG0b9++3jkXL15k7dq12v64L730ElZWVnh4eBATE0Pv3r05deoULi4uWFtbo9Pp+PHHH/Hy8mLixImSeyWEEI1MgjwhxF1JT09nxowZtGvXDjc3NywtLcnJycHR0ZGbN2/y1ltvceHCBZYsWcJff/3Fvn37tBItWVlZKKUICQnB3d0dR0dH3N3diY+PZ8eOHXzzzTfaAg8hhBCNQ4I8IcRdS0pKIjAwkMOHD9OxY0fs7Ozw9/enqqqKHj16sHPnTiZNmgTUjgaOHTuWQYMGsX37dgoLC/Hy8iIpKYkzZ84AtbX6xo4dy8CBA9myZcvDfGtCCNHsyOpaIcRds7Ky0oKxjIwMoHaFaUlJCcOGDSMiIgJ7e3uuX7/Ohg0bSExMZOXKlQBkZ2cTHx+Pl5eXdr3q6mq6d+9OSUkJ8OisuhVCiOZAgjwhxD156qmntL8ff/xxFixYgIeHB/3792fcuHEcPnyYbt268cILLwDw22+/8eeffzJlyhTtvLy8PGJiYli9ejUgNdGEEKIxSZAnhGgUEyZM4NKlS1y6dIny8nJMTExIT0/HwMCAwsJCoqOjGTRoEF26dNHOSUhIoKioSAv8JMgTQojGI0GeEKJRWVpaArBu3TrKy8sBKC4u5vDhw8yYMUPrV1ZWRkREBMOHD6dt27YyVSuEEI1MgjwhxH1TVy+vd+/eJCQkYGxsrL2WlZXFd999R2BgICCjeEII0dgkyBNCPBB/n6YFMDQ0xNramtdffx2QIE8IIRqblFARQgghhGiGJAFGCCGEEKIZkiBPCCGEEKIZ+j9i+ghfjbjKIQAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Create mapping between values and colors\n", "labels = cancer[\"diagnosis\"].unique().tolist()\n", @@ -1025,13 +1015,13 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 22, @@ -1040,7 +1030,7 @@ }, { "data": { - "image/png": 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", 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" ] @@ -1094,7 +1084,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1179,7 +1169,7 @@ "54 97.26 0.05253 0.1616 Malignant 0.304562" ] }, - "execution_count": 13, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -1234,7 +1224,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1253,7 +1243,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1270,7 +1260,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -1388,7 +1378,7 @@ "[569 rows x 3 columns]" ] }, - "execution_count": 16, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -1407,7 +1397,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -1415,7 +1405,8 @@ "text/html": [ "
KNeighborsClassifier()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
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KNeighborsClassifier()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "KNeighborsClassifier()" ] }, - "execution_count": 17, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -1847,7 +2042,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1855,7 +2050,8 @@ "text/html": [ "
KNeighborsClassifier()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
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KNeighborsClassifier()
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" ], "text/plain": [ "KNeighborsClassifier()" ] }, - "execution_count": 18, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "# Predictor X, response y; model uses training data\n", "knn.fit(X=cancer_train[[\"perimeter_mean\", \"concavity_mean\"]], y=cancer_train[\"diagnosis\"])" ] }, @@ -2281,7 +2682,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -2290,7 +2691,7 @@ "array(['Malignant'], dtype=object)" ] }, - "execution_count": 19, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -2326,7 +2727,7 @@ ], "metadata": { "kernelspec": { - "display_name": "base", + "display_name": "lcr-env", "language": "python", "name": "python3" }, @@ -2340,7 +2741,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.14" } }, "nbformat": 4, diff --git a/01_materials/notebooks/Classification-2.ipynb b/01_materials/notebooks/Classification-2.ipynb index 96db650b8..765ba8485 100644 --- a/01_materials/notebooks/Classification-2.ipynb +++ b/01_materials/notebooks/Classification-2.ipynb @@ -21,7 +21,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -38,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -424,12 +424,13 @@ "[569 rows x 32 columns]" ] }, - "execution_count": 5, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "# Diagnosis column = column of interest; modify with replacem method\n", "cancer = pd.read_csv('dataset/wdbc.csv')\n", "cancer" ] @@ -444,7 +445,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -453,12 +454,13 @@ "array(['Malignant', 'Benign'], dtype=object)" ] }, - "execution_count": 6, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "# rename with .replace\n", "cancer[\"diagnosis\"] = cancer[\"diagnosis\"].replace({\n", " \"M\" : \"Malignant\",\n", " \"B\" : \"Benign\"\n", @@ -478,7 +480,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -864,17 +866,19 @@ "[569 rows x 32 columns]" ] }, - "execution_count": 8, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "# Perimeter mean is on a much larger scale than concavity mean (Classification-1.ipynb), causing perimeter mean to dominate classification\n", + "# # Scale to standardize\n", "# Create a copy of the original 'cancer' dataframe to ensure we're not modifying the original data\n", - "standardized_cancer = cancer.copy()\n", + "standardized_cancer = cancer.copy() # .copy() creates a separate copy of the dataframe\n", "\n", "# Specify the columns that we do NOT want to scale (ID and diagnosis columns)\n", - "columns_to_exclude = ['id', 'diagnosis']\n", + "columns_to_exclude = ['id', 'diagnosis'] # id and diagnosis columns as a list\n", "\n", "# Select the columns that we want to scale by excluding the 'id' and 'diagnosis' columns\n", "# This will return a list of the numeric columns we need to scale\n", @@ -887,6 +891,7 @@ "# has a mean of 0 and a standard deviation of 1, which is essential to prevent larger\n", "# scale features from dominating the analysis, especially for distance-based algorithms like KNN.\n", "standardized_cancer[columns_to_scale] = scaler.fit_transform(cancer[columns_to_scale])\n", + "# fit_transform() computes the mean and std to be used for later scaling and then scales the data\n", "\n", "# Output the standardized dataframe with the scaled numeric columns\n", "standardized_cancer\n" @@ -910,7 +915,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**Golden rule of machine learning**: you cannot use the test data to build the model! If you do, the model gets to “see” the test data in advance, making it look more accurate than it really is. \n", + "**Golden rule of machine learning**: you cannot use the test data to build the model! If you do, the model gets to “see” the test data in advance, making it look more accurate than it really is (perform better on the test data than it would on new, unseen data).\n", "\n", "How about simplifying it like this:\n", "\n", @@ -956,7 +961,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -964,8 +969,8 @@ "np.random.seed(1)\n", "\n", "#split the data\n", - "cancer_train, cancer_test = train_test_split(\n", - " standardized_cancer, train_size=0.75, stratify=standardized_cancer[\"diagnosis\"]\n", + "cancer_train, cancer_test = train_test_split( # split the standardized_cancer dataframe into train and test sets\n", + " standardized_cancer, train_size=0.75, stratify=standardized_cancer[\"diagnosis\"] # takes two arguments: the dataframe to split and the proportion of data to include in the training set\n", ")" ] }, @@ -978,7 +983,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -986,7 +991,7 @@ "output_type": "stream", "text": [ "\n", - "Int64Index: 426 entries, 164 to 284\n", + "Index: 426 entries, 164 to 284\n", "Data columns (total 32 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", @@ -1033,18 +1038,19 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ + "diagnosis\n", "Benign 0.626761\n", "Malignant 0.373239\n", - "Name: diagnosis, dtype: float64" + "Name: proportion, dtype: float64" ] }, - "execution_count": 11, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1070,48 +1076,649 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
KNeighborsClassifier()
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" - ], - "text/plain": [ - "KNeighborsClassifier()" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ + "# Step 1: initialize model (with knn object we defined)\n", "knn = KNeighborsClassifier(n_neighbors=5)\n", - "knn" + "knn\n", + "\n", + "# Step 2: define our x and y\n", + "# X = cancer_train[[\"perimeter_mean\", \"concavity_mean\"]]\n", + "# y = cancer_train['diagnosis']" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
KNeighborsClassifier()
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KNeighborsClassifier()
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" ], "text/plain": [ "KNeighborsClassifier()" ] }, - "execution_count": 13, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "# Step 2/3: define our x and y and fit model\n", "knn.fit(X=cancer_train[[\"perimeter_mean\", \"concavity_mean\"]], y=cancer_train[\"diagnosis\"])" ] }, @@ -1124,7 +1731,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1248,6 +1855,7 @@ } ], "source": [ + "# Step 4: make predictions on the test set\n", "cancer_test[\"predicted\"] = knn.predict(cancer_test[[\"perimeter_mean\", \"concavity_mean\"]])\n", "cancer_test[[\"id\", \"diagnosis\", \"predicted\"]]" ] @@ -1277,7 +1885,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1292,6 +1900,7 @@ } ], "source": [ + "# knn.score checks accuracy (how close our predictions are to the actual values)\n", "knn.score(\n", " cancer_test[[\"perimeter_mean\", \"concavity_mean\"]],\n", " cancer_test[\"diagnosis\"]\n", @@ -1363,7 +1972,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1424,6 +2033,7 @@ } ], "source": [ + "# Confusion matrix with crosstab\n", "pd.crosstab(\n", " cancer_test[\"diagnosis\"],\n", " cancer_test[\"predicted\"]\n", @@ -1488,7 +2098,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1503,6 +2113,7 @@ } ], "source": [ + "# Precision score = \"when the model predicts malignant, how often is it actually correct?\"\n", "precision_score(\n", " y_true=cancer_test[\"diagnosis\"],\n", " y_pred=cancer_test[\"predicted\"],\n", @@ -1523,7 +2134,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1538,6 +2149,7 @@ } ], "source": [ + "# Recall score = \"of all the actual malignant cases, how many did the model correctly identify?\"\n", "recall_score(\n", " y_true=cancer_test[\"diagnosis\"],\n", " y_pred=cancer_test[\"predicted\"],\n", @@ -1592,26 +2204,29 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.8785046728971962" + "0.897196261682243" ] }, - "execution_count": 19, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "# Validation set approach, testing different parameters of k to find the best one\n", "# We're re-using the train_test_split function here in order to split the training data into sub-training and validation sets.\n", "cancer_subtrain, cancer_validation = train_test_split(\n", - " cancer_train, train_size=0.75, stratify=cancer_train[\"diagnosis\"]\n", + " cancer_train, train_size=0.75, stratify=cancer_train[\"diagnosis\"] # 75% sub-training, 25% validation; also specify stratify to maintain proportions of malignant/benign\n", + " # shuffle is a default parameter set to True (don't need to specify)\n", ")\n", "\n", + "# Try out k = 3\n", "# fit the model on the sub-training data\n", "knn = KNeighborsClassifier(n_neighbors=3)\n", "X = cancer_subtrain[[\"perimeter_mean\", \"concavity_mean\"]]\n", @@ -1623,7 +2238,9 @@ " cancer_validation[[\"perimeter_mean\", \"concavity_mean\"]],\n", " cancer_validation[\"diagnosis\"]\n", ")\n", - "acc" + "acc\n", + "\n", + "# no seed set here, so accuracy can change each time we run (can get optimistic or pessimistic accuracy)" ] }, { @@ -1650,6 +2267,8 @@ "source": [ "### Cross Validation\n", "\n", + "More efficient way to validate model using training-testing sets.\n", + "\n", "In cross-validation, we divide the training data into $C$ equal parts. Each part is used once as the validation set while the other $C-1$ parts form the training set. \n", "\n", "So as an example lets try and perform a 5 fold cross-validation.\n", @@ -1671,7 +2290,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -1703,32 +2322,32 @@ " \n", " \n", " 0\n", - " 0.002303\n", - " 0.004767\n", + " 0.003191\n", + " 0.002364\n", " 0.930233\n", " \n", " \n", " 1\n", - " 0.001559\n", - " 0.003668\n", + " 0.001217\n", + " 0.002290\n", " 0.894118\n", " \n", " \n", " 2\n", - " 0.001143\n", - " 0.002115\n", + " 0.001373\n", + " 0.001637\n", " 0.870588\n", " \n", " \n", " 3\n", - " 0.001001\n", - " 0.001845\n", + " 0.000857\n", + " 0.001129\n", " 0.952941\n", " \n", " \n", " 4\n", - " 0.000851\n", - " 0.001786\n", + " 0.000767\n", + " 0.001033\n", " 0.917647\n", " \n", " \n", @@ -1737,38 +2356,41 @@ ], "text/plain": [ " fit_time score_time test_score\n", - "0 0.002303 0.004767 0.930233\n", - "1 0.001559 0.003668 0.894118\n", - "2 0.001143 0.002115 0.870588\n", - "3 0.001001 0.001845 0.952941\n", - "4 0.000851 0.001786 0.917647" + "0 0.003191 0.002364 0.930233\n", + "1 0.001217 0.002290 0.894118\n", + "2 0.001373 0.001637 0.870588\n", + "3 0.000857 0.001129 0.952941\n", + "4 0.000767 0.001033 0.917647" ] }, - "execution_count": 20, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "# Cross validation\n", "knn = KNeighborsClassifier(n_neighbors=3)\n", "X = cancer_train[[\"perimeter_mean\", \"concavity_mean\"]]\n", "y = cancer_train[\"diagnosis\"]\n", "\n", + "# Split the data into 5 equal folds (splits); each fold will be used once as a validation set while the other 4 folds form the training set\n", "returned_dictionary = cross_validate(\n", " estimator=knn,\n", - " cv=5, # setting up the cross validation number\n", + " cv=5, # setting up the cross validation number; a fold is one complete cycle of training and validation\n", " X=X,\n", " y=y\n", ")\n", "\n", - "cv_5_df = pd.DataFrame(returned_dictionary) # Converting it to pandas DataFrame\n", + "# Converting the returned dictionary to a pandas DataFrame to be able to read it easily\n", + "cv_5_df = pd.DataFrame(returned_dictionary) # Converting it to pandas DataFrame\n", "\n", "cv_5_df" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1800,14 +2422,14 @@ " \n", " \n", " mean\n", - " 0.001371\n", - " 0.002836\n", + " 0.001481\n", + " 0.001691\n", " 0.913105\n", " \n", " \n", " sem\n", - " 0.000261\n", - " 0.000593\n", + " 0.000442\n", + " 0.000280\n", " 0.014264\n", " \n", " \n", @@ -1816,18 +2438,18 @@ ], "text/plain": [ " fit_time score_time test_score\n", - "mean 0.001371 0.002836 0.913105\n", - "sem 0.000261 0.000593 0.014264" + "mean 0.001481 0.001691 0.913105\n", + "sem 0.000442 0.000280 0.014264" ] }, - "execution_count": 21, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Compute mean and standard error of the mean (SEM) for each column\n", - "cv_5_metrics = cv_5_df.agg([\"mean\", \"sem\"])\n", + "cv_5_metrics = cv_5_df.agg([\"mean\", \"sem\"]) # aggregate scores across folds to get overall performance\n", "\n", "cv_5_metrics" ] @@ -1884,7 +2506,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -1896,6 +2518,7 @@ "`range(stop)` starts from 0 and goes up to `stop-1`. For example, `range(4)` produces 0, 1, 2, 3.\n", "\"\"\"\n", "\n", + "# Start at 1, go all the way up to 100 (not including 100), skipping by 5 each time\n", "parameter_grid = {\n", " \"n_neighbors\": range(1, 100, 5),\n", "}" @@ -1903,10 +2526,11 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ + "# initialize grid search (above), specifying knn model, parameter grid, and number of folds for cross-validation\n", "cancer_tune_grid = GridSearchCV(\n", " estimator=knn,\n", " param_grid=parameter_grid,\n", @@ -1916,7 +2540,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1964,10 +2588,10 @@ " \n", " \n", " 0\n", - " 0.001236\n", - " 0.000532\n", - " 0.001921\n", - " 0.001362\n", + " 0.000929\n", + " 0.000331\n", + " 0.001148\n", + " 0.000301\n", " 1\n", " {'n_neighbors': 1}\n", " 0.953488\n", @@ -1986,10 +2610,10 @@ " \n", " \n", " 1\n", - " 0.000739\n", - " 0.000039\n", - " 0.001109\n", - " 0.000077\n", + " 0.000605\n", + " 0.000037\n", + " 0.000822\n", + " 0.000065\n", " 6\n", " {'n_neighbors': 6}\n", " 0.930233\n", @@ -2008,10 +2632,10 @@ " \n", " \n", " 2\n", - " 0.000642\n", - " 0.000028\n", - " 0.000983\n", - " 0.000054\n", + " 0.000512\n", + " 0.000012\n", + " 0.000708\n", + " 0.000031\n", " 11\n", " {'n_neighbors': 11}\n", " 0.906977\n", @@ -2030,10 +2654,10 @@ " \n", " \n", " 3\n", - " 0.000591\n", - " 0.000042\n", - " 0.000902\n", - " 0.000028\n", + " 0.000471\n", + " 0.000015\n", + " 0.000659\n", + " 0.000033\n", " 16\n", " {'n_neighbors': 16}\n", " 0.906977\n", @@ -2052,10 +2676,10 @@ " \n", " \n", " 4\n", - " 0.000560\n", - " 0.000055\n", - " 0.000879\n", - " 0.000042\n", + " 0.000438\n", + " 0.000007\n", + " 0.000622\n", + " 0.000017\n", " 21\n", " {'n_neighbors': 21}\n", " 0.906977\n", @@ -2074,10 +2698,10 @@ " \n", " \n", " 5\n", - " 0.000539\n", - " 0.000011\n", - " 0.000888\n", - " 0.000066\n", + " 0.000417\n", + " 0.000006\n", + " 0.000598\n", + " 0.000013\n", " 26\n", " {'n_neighbors': 26}\n", " 0.906977\n", @@ -2096,10 +2720,10 @@ " \n", " \n", " 6\n", - " 0.000553\n", - " 0.000030\n", - " 0.000899\n", - " 0.000049\n", + " 0.000400\n", + " 0.000022\n", + " 0.000582\n", + " 0.000026\n", " 31\n", " {'n_neighbors': 31}\n", " 0.906977\n", @@ -2118,10 +2742,10 @@ " \n", " \n", " 7\n", - " 0.000532\n", - " 0.000011\n", - " 0.000890\n", - " 0.000015\n", + " 0.000392\n", + " 0.000018\n", + " 0.000585\n", + " 0.000025\n", " 36\n", " {'n_neighbors': 36}\n", " 0.906977\n", @@ -2140,10 +2764,10 @@ " \n", " \n", " 8\n", - " 0.000541\n", - " 0.000023\n", - " 0.000918\n", - " 0.000048\n", + " 0.000391\n", + " 0.000030\n", + " 0.000599\n", + " 0.000039\n", " 41\n", " {'n_neighbors': 41}\n", " 0.906977\n", @@ -2162,10 +2786,10 @@ " \n", " \n", " 9\n", - " 0.000551\n", - " 0.000041\n", - " 0.000936\n", - " 0.000028\n", + " 0.000376\n", + " 0.000006\n", + " 0.000631\n", + " 0.000124\n", " 46\n", " {'n_neighbors': 46}\n", " 0.906977\n", @@ -2184,10 +2808,10 @@ " \n", " \n", " 10\n", - " 0.000554\n", - " 0.000036\n", - " 0.000965\n", - " 0.000057\n", + " 0.000380\n", + " 0.000016\n", + " 0.000592\n", + " 0.000011\n", " 51\n", " {'n_neighbors': 51}\n", " 0.906977\n", @@ -2206,10 +2830,10 @@ " \n", " \n", " 11\n", - " 0.000553\n", - " 0.000047\n", - " 0.000977\n", - " 0.000046\n", + " 0.000383\n", + " 0.000017\n", + " 0.000607\n", + " 0.000011\n", " 56\n", " {'n_neighbors': 56}\n", " 0.906977\n", @@ -2228,10 +2852,10 @@ " \n", " \n", " 12\n", - " 0.000552\n", - " 0.000017\n", - " 0.001015\n", - " 0.000091\n", + " 0.000388\n", + " 0.000020\n", + " 0.000627\n", + " 0.000038\n", " 61\n", " {'n_neighbors': 61}\n", " 0.906977\n", @@ -2250,10 +2874,10 @@ " \n", " \n", " 13\n", - " 0.000573\n", - " 0.000072\n", - " 0.001017\n", - " 0.000080\n", + " 0.000374\n", + " 0.000004\n", + " 0.000628\n", + " 0.000022\n", " 66\n", " {'n_neighbors': 66}\n", " 0.930233\n", @@ -2272,10 +2896,10 @@ " \n", " \n", " 14\n", - " 0.000530\n", - " 0.000008\n", - " 0.001025\n", - " 0.000093\n", + " 0.000377\n", + " 0.000006\n", + " 0.000642\n", + " 0.000018\n", " 71\n", " {'n_neighbors': 71}\n", " 0.930233\n", @@ -2294,10 +2918,10 @@ " \n", " \n", " 15\n", - " 0.000552\n", - " 0.000045\n", - " 0.001024\n", - " 0.000052\n", + " 0.000380\n", + " 0.000008\n", + " 0.000655\n", + " 0.000020\n", " 76\n", " {'n_neighbors': 76}\n", " 0.930233\n", @@ -2316,10 +2940,10 @@ " \n", " \n", " 16\n", - " 0.000528\n", - " 0.000015\n", - " 0.001038\n", - " 0.000071\n", + " 0.000384\n", + " 0.000025\n", + " 0.000663\n", + " 0.000025\n", " 81\n", " {'n_neighbors': 81}\n", " 0.930233\n", @@ -2338,10 +2962,10 @@ " \n", " \n", " 17\n", - " 0.000538\n", - " 0.000022\n", - " 0.001039\n", - " 0.000036\n", + " 0.000414\n", + " 0.000030\n", + " 0.000733\n", + " 0.000078\n", " 86\n", " {'n_neighbors': 86}\n", " 0.906977\n", @@ -2360,10 +2984,10 @@ " \n", " \n", " 18\n", - " 0.000535\n", - " 0.000017\n", - " 0.001055\n", - " 0.000070\n", + " 0.000397\n", + " 0.000020\n", + " 0.000684\n", + " 0.000018\n", " 91\n", " {'n_neighbors': 91}\n", " 0.906977\n", @@ -2382,10 +3006,10 @@ " \n", " \n", " 19\n", - " 0.000548\n", - " 0.000048\n", - " 0.001064\n", - " 0.000042\n", + " 0.000387\n", + " 0.000013\n", + " 0.000688\n", + " 0.000019\n", " 96\n", " {'n_neighbors': 96}\n", " 0.906977\n", @@ -2408,48 +3032,48 @@ ], "text/plain": [ " mean_fit_time std_fit_time mean_score_time std_score_time \\\n", - "0 0.001236 0.000532 0.001921 0.001362 \n", - "1 0.000739 0.000039 0.001109 0.000077 \n", - "2 0.000642 0.000028 0.000983 0.000054 \n", - "3 0.000591 0.000042 0.000902 0.000028 \n", - "4 0.000560 0.000055 0.000879 0.000042 \n", - "5 0.000539 0.000011 0.000888 0.000066 \n", - "6 0.000553 0.000030 0.000899 0.000049 \n", - "7 0.000532 0.000011 0.000890 0.000015 \n", - "8 0.000541 0.000023 0.000918 0.000048 \n", - "9 0.000551 0.000041 0.000936 0.000028 \n", - "10 0.000554 0.000036 0.000965 0.000057 \n", - "11 0.000553 0.000047 0.000977 0.000046 \n", - "12 0.000552 0.000017 0.001015 0.000091 \n", - "13 0.000573 0.000072 0.001017 0.000080 \n", - "14 0.000530 0.000008 0.001025 0.000093 \n", - "15 0.000552 0.000045 0.001024 0.000052 \n", - "16 0.000528 0.000015 0.001038 0.000071 \n", - "17 0.000538 0.000022 0.001039 0.000036 \n", - "18 0.000535 0.000017 0.001055 0.000070 \n", - "19 0.000548 0.000048 0.001064 0.000042 \n", - "\n", - " param_n_neighbors params split0_test_score \\\n", - "0 1 {'n_neighbors': 1} 0.953488 \n", - "1 6 {'n_neighbors': 6} 0.930233 \n", - "2 11 {'n_neighbors': 11} 0.906977 \n", - "3 16 {'n_neighbors': 16} 0.906977 \n", - "4 21 {'n_neighbors': 21} 0.906977 \n", - "5 26 {'n_neighbors': 26} 0.906977 \n", - "6 31 {'n_neighbors': 31} 0.906977 \n", - "7 36 {'n_neighbors': 36} 0.906977 \n", - "8 41 {'n_neighbors': 41} 0.906977 \n", - "9 46 {'n_neighbors': 46} 0.906977 \n", - "10 51 {'n_neighbors': 51} 0.906977 \n", - "11 56 {'n_neighbors': 56} 0.906977 \n", - "12 61 {'n_neighbors': 61} 0.906977 \n", - "13 66 {'n_neighbors': 66} 0.930233 \n", - "14 71 {'n_neighbors': 71} 0.930233 \n", - "15 76 {'n_neighbors': 76} 0.930233 \n", - "16 81 {'n_neighbors': 81} 0.930233 \n", - "17 86 {'n_neighbors': 86} 0.906977 \n", - "18 91 {'n_neighbors': 91} 0.906977 \n", - "19 96 {'n_neighbors': 96} 0.906977 \n", + "0 0.000929 0.000331 0.001148 0.000301 \n", + "1 0.000605 0.000037 0.000822 0.000065 \n", + "2 0.000512 0.000012 0.000708 0.000031 \n", + "3 0.000471 0.000015 0.000659 0.000033 \n", + "4 0.000438 0.000007 0.000622 0.000017 \n", + "5 0.000417 0.000006 0.000598 0.000013 \n", + "6 0.000400 0.000022 0.000582 0.000026 \n", + "7 0.000392 0.000018 0.000585 0.000025 \n", + "8 0.000391 0.000030 0.000599 0.000039 \n", + "9 0.000376 0.000006 0.000631 0.000124 \n", + "10 0.000380 0.000016 0.000592 0.000011 \n", + "11 0.000383 0.000017 0.000607 0.000011 \n", + "12 0.000388 0.000020 0.000627 0.000038 \n", + "13 0.000374 0.000004 0.000628 0.000022 \n", + "14 0.000377 0.000006 0.000642 0.000018 \n", + "15 0.000380 0.000008 0.000655 0.000020 \n", + "16 0.000384 0.000025 0.000663 0.000025 \n", + "17 0.000414 0.000030 0.000733 0.000078 \n", + "18 0.000397 0.000020 0.000684 0.000018 \n", + "19 0.000387 0.000013 0.000688 0.000019 \n", + "\n", + " param_n_neighbors params split0_test_score \\\n", + "0 1 {'n_neighbors': 1} 0.953488 \n", + "1 6 {'n_neighbors': 6} 0.930233 \n", + "2 11 {'n_neighbors': 11} 0.906977 \n", + "3 16 {'n_neighbors': 16} 0.906977 \n", + "4 21 {'n_neighbors': 21} 0.906977 \n", + "5 26 {'n_neighbors': 26} 0.906977 \n", + "6 31 {'n_neighbors': 31} 0.906977 \n", + "7 36 {'n_neighbors': 36} 0.906977 \n", + "8 41 {'n_neighbors': 41} 0.906977 \n", + "9 46 {'n_neighbors': 46} 0.906977 \n", + "10 51 {'n_neighbors': 51} 0.906977 \n", + "11 56 {'n_neighbors': 56} 0.906977 \n", + "12 61 {'n_neighbors': 61} 0.906977 \n", + "13 66 {'n_neighbors': 66} 0.930233 \n", + "14 71 {'n_neighbors': 71} 0.930233 \n", + "15 76 {'n_neighbors': 76} 0.930233 \n", + "16 81 {'n_neighbors': 81} 0.930233 \n", + "17 86 {'n_neighbors': 86} 0.906977 \n", + "18 91 {'n_neighbors': 91} 0.906977 \n", + "19 96 {'n_neighbors': 96} 0.906977 \n", "\n", " split1_test_score split2_test_score split3_test_score \\\n", "0 0.837209 0.906977 0.860465 \n", @@ -2540,19 +3164,23 @@ "19 0.047625 14 " ] }, - "execution_count": 24, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "# fit grid search to training data (it will test all values of k specified in parameter_grid)\n", "cancer_tune_grid.fit(\n", " cancer_train[[\"perimeter_mean\", \"concavity_mean\"]],\n", " cancer_train[\"diagnosis\"]\n", ")\n", "\n", + "# obtain results from grid search\n", "accuracies_grid = pd.DataFrame(cancer_tune_grid.cv_results_)\n", - "accuracies_grid" + "accuracies_grid\n", + "\n", + "# best parameters are found using the .best_params_ attribute (below)" ] }, { @@ -2601,12 +3229,12 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -2641,7 +3269,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2656,6 +3284,7 @@ } ], "source": [ + "# best parameters argument\n", "cancer_tune_grid.best_params_" ] }, @@ -2683,12 +3312,12 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -2789,7 +3418,7 @@ ], "metadata": { "kernelspec": { - "display_name": "base", + "display_name": "lcr-env", "language": "python", "name": "python3" }, @@ -2803,7 +3432,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.10" + "version": "3.11.14" } }, "nbformat": 4, diff --git a/01_materials/notebooks/Regression-1.ipynb b/01_materials/notebooks/Regression-1.ipynb index c57a7d219..d797c4d25 100644 --- a/01_materials/notebooks/Regression-1.ipynb +++ b/01_materials/notebooks/Regression-1.ipynb @@ -26,10 +26,11 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ + "# import libraries\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -51,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -297,8 +298,9 @@ ], "source": [ "# Output dataframes instead of arrays\n", - "set_config(transform_output=\"pandas\")\n", + "set_config(transform_output=\"pandas\") # changes default output from numpy arrays to pandas dataframes\n", "\n", + "# Read in Sacramento housing data\n", "sacramento = pd.read_csv(\"dataset/sacramento.csv\")\n", "sacramento" ] @@ -328,7 +330,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -338,7 +340,7 @@ } ], "source": [ - "# Plot\n", + "# Scatter plot for continuous variables\n", "plt.scatter(sacramento[\"sq__ft\"], sacramento['price'])\n", "\n", "# Add labels and legend\n", @@ -352,7 +354,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We can see that in Sacramento, CA, larger houses tend to have higher sale prices. This means we might be able to predict the sale price of a house we haven't sold yet based on its size. \n", + "We can see that in Sacramento, CA, larger houses tend to have higher sale prices on average. This means we might be able to predict the sale price of a house we haven't sold yet based on its size. \n", "\n", "> **Note**:\n", "> It's important to remember that we're not saying a bigger house **causes** a higher price; we're just observing that larger houses generally sell for more, so size can help us estimate the price. \n", @@ -370,7 +372,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "KNN regression is like K-Nearest Neighbors, but instead of predicting a category, it predicts a number. It looks at the closest `k` data points and then takes the average of their values to make the prediction. For example, if you want to predict a house price, KNN regression will look at the prices of the closest `k` houses and use their average as the predicted price.\n", + "KNN regression is like K-Nearest Neighbors, but **instead of predicting a category, it predicts a number**. It looks at the closest `k` data points and then takes the average of their values to make the prediction. For example, if you want to predict a house price, KNN regression will look at the prices of the closest `k` houses and use their average as the predicted price.\n", "\n", "Let's start with a small sample of the data to understand how K-nearest neighbors (KNN) works for regression. By using this small subset, we can illustrate the basics of KNN regression and how it predicts house sale prices before building and evaluating a full model.\n", "\n", @@ -379,7 +381,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -946,7 +948,9 @@ "source": [ "#set seed for reproducibility\n", "np.random.seed(10)\n", - "small_sacramento = sacramento.sample(n=30)\n", + "\n", + "# Sample 30 random rows from the Sacramento houses\n", + "small_sacramento = sacramento.sample(n=30) # dataset name.function(parameters)\n", "small_sacramento" ] }, @@ -967,12 +971,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -983,7 +987,7 @@ ], "source": [ "# Plot\n", - "plt.scatter(small_sacramento[\"sq__ft\"], small_sacramento['price'])\n", + "plt.scatter(small_sacramento[\"sq__ft\"], small_sacramento['price']) # size vs. price\n", "\n", "# Add a vertical line at 2,000 square feet\n", "plt.axvline(x=2000, color='red', linestyle='--', label='2000 sqft')\n", @@ -1007,7 +1011,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1154,40 +1158,42 @@ "786 310 " ] }, - "execution_count": 6, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Calculate the absolute difference between 2000 and the square footage of each house\n", - "small_sacramento[\"dist\"] = (2000 - small_sacramento[\"sq__ft\"]).abs()\n", + "small_sacramento[\"dist\"] = (2000 - small_sacramento[\"sq__ft\"]).abs() # 2000 square foot absolute difference (doesn't matter if larger or smaller)\n", + "# dist = distance\n", "\n", "# Find the 5 rows with the smallest distances (closest to 2000 square feet)\n", - "nearest_neighbors = small_sacramento.nsmallest(5, \"dist\")\n", + "nearest_neighbors = small_sacramento.nsmallest(5, \"dist\") # 5 nearest neighbors to the 2000 square foot house (absolute difference)\n", + "# saved as nearest_neighbors variable\n", "\n", "# Display the 5 nearest neighbors\n", - "nearest_neighbors" + "nearest_neighbors # most similar size to target home" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 7, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -1210,7 +1216,9 @@ "plt.xlabel(\"House size (square feet)\")\n", "plt.ylabel('Price (USD)')\n", "plt.title('Scatter Plot of House Size vs Price')\n", - "plt.legend()" + "plt.legend()\n", + "\n", + "# Note: only need scaling/standardization for multiple variables" ] }, { @@ -1222,16 +1230,16 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "255630.0" + "np.float64(255630.0)" ] }, - "execution_count": 8, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -1259,23 +1267,26 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Step 1. Split the dataset into test and train" + "**Step 1. Split the dataset into test and train**" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ + "# Split into training & testing sets\n", "sacramento_train, sacramento_test = train_test_split(\n", - " sacramento, train_size=0.75, random_state=42\n", - ")" + " sacramento, train_size=0.75, random_state=42 # train size = 75% of data (25% test data); random state = equivalent of setting seed for reproducibility\n", + ")\n", + "\n", + "# Note: setting seed earlier doesn't affect train_test_split here because random_state is set within the cell itself" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1284,18 +1295,18 @@ "(609, 12)" ] }, - "execution_count": 10, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "sacramento_train.shape" + "sacramento_train.shape # check training set shape" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1304,20 +1315,20 @@ "(204, 12)" ] }, - "execution_count": 11, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "sacramento_test.shape" + "sacramento_test.shape # check testing set shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Step 2. Cross-validation\n", + "**Step 2. Cross-validation**\n", "\n", "In KNN regression, to evaluate how well the model predicts the response variable, we use root mean square prediction error (RMSPE). The formula for calculating RMSPE is:\n", "\n", @@ -1342,7 +1353,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -1385,25 +1396,25 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " n_neighbors mean_test_score\n", - "0 1 -115096.457636\n", - "1 4 -93675.812662\n", - "2 7 -90334.266322\n", - "3 10 -88585.351601\n", - "4 13 -87276.736534\n", - ".. ... ...\n", - "62 187 -96196.284147\n", - "63 190 -96501.008677\n", - "64 193 -96773.410839\n", - "65 196 -97024.993747\n", - "66 199 -97253.073041\n", + " n_neighbors mean_test_score\n", + "0 1 -115096.457636\n", + "1 4 -93675.812662\n", + "2 7 -90334.266322\n", + "3 10 -88585.351601\n", + "4 13 -87276.736534\n", + ".. ... ...\n", + "62 187 -96196.284147\n", + "63 190 -96501.008677\n", + "64 193 -96773.410839\n", + "65 196 -97024.993747\n", + "66 199 -97253.073041\n", "\n", "[67 rows x 2 columns]\n" ] @@ -1411,36 +1422,44 @@ ], "source": [ "# Step 1: Split training data into X (predictor) and Y (response)\n", - "X_train = sacramento_train[[\"sq__ft\"]]\n", - "y_train = sacramento_train[\"price\"]\n", + "X_train = sacramento_train[[\"sq__ft\"]] # double square brackets for predictor to keep as DataFrame\n", + "y_train = sacramento_train[\"price\"] # single square brackets for response to keep as series/vector\n", "\n", "# Step 2: Initialize K-NN regressor\n", "knn_regressor = KNeighborsRegressor()\n", "\n", - "# Step 3: Define parameter grid for GridSearchCV\n", + "# Step 3: Define parameter grid for GridSearchCV. \n", + "# Dictionary of n_neighbors: range from 1 to 200, skip by 3s (skip by 3s to reduce computation time; doesn't need to be every single number, and doesn't typically provide significantly different results)\n", "param_grid = {\n", " \"n_neighbors\": range(1, 201, 3), # But wait...? What is this?\n", "}\n", + "# Goal is to explore a sufficiently wide range of k values to find the optimal number of neighbors for the K-NN regression model.\n", "\n", "# Step 4: Initialize and fit GridSearchCV\n", "sacr_gridsearch = GridSearchCV(\n", - " estimator=knn_regressor,\n", - " param_grid=param_grid,\n", - " cv=5,\n", - " scoring=\"neg_root_mean_squared_error\"\n", + " estimator=knn_regressor, # K-NN regressor defined earlier\n", + " param_grid=param_grid, # required parameter grid (from Step 3)\n", + " cv=5, # how many folds (5-fold cross-validation)\n", + " scoring=\"neg_root_mean_squared_error\" # scoring metric to evaluate model performance based on RMSPE (could have used R² as well)\n", ")\n", + "# negative allows the grid search to maximize the score (since lower RMSPE is better, negating it allows maximization)\n", "\n", + "# Step 5: Fit the model\n", + "# Will try different values of k (n_neighbors) and evaluate model performance using 5-fold cross-validation\n", + "# Will pick the value of K that results in the best performance (lowest RMSPE)\n", "sacr_gridsearch.fit(X_train, y_train)\n", "\n", - "# Step 5: Retrieve and format results\n", - "results = pd.DataFrame(sacr_gridsearch.cv_results_) # After fitting the model, we extract the cross-validation results using `cv_results_`. This output includes various metrics and parameters tested during the cross-validation process.\n", + "# Step 6: Retrieve and format results\n", + "results = pd.DataFrame(sacr_gridsearch.cv_results_) # After fitting the model, we extract the cross-validation results using `cv_results_`. This output includes various metrics and parameters tested during the cross-validation process.\n", "results = (\n", " results[[\n", " \"param_n_neighbors\",\n", " \"mean_test_score\"\n", " ]]\n", " .rename(columns={\"param_n_neighbors\": \"n_neighbors\"})\n", - ") # we specify the scoring metric as \"neg_root_mean_squared_error\" to evaluate the model performance based on RMSPE.\n", + ")\n", + "# we specify the scoring metric as \"neg_root_mean_squared_error\" to evaluate the model performance based on RMSPE.\n", + "# root mean squared prediction error always non-negative; lower values are better.\n", "\n", "print(results)" ] @@ -1478,7 +1497,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -1510,27 +1529,27 @@ " \n", " 0\n", " 1\n", - " -115096.457636\n", + " 115096.457636\n", " \n", " \n", " 1\n", " 4\n", - " -93675.812662\n", + " 93675.812662\n", " \n", " \n", " 2\n", " 7\n", - " -90334.266322\n", + " 90334.266322\n", " \n", " \n", " 3\n", " 10\n", - " -88585.351601\n", + " 88585.351601\n", " \n", " \n", " 4\n", " 13\n", - " -87276.736534\n", + " 87276.736534\n", " \n", " \n", " ...\n", @@ -1540,27 +1559,27 @@ " \n", " 62\n", " 187\n", - " -96196.284147\n", + " 96196.284147\n", " \n", " \n", " 63\n", " 190\n", - " -96501.008677\n", + " 96501.008677\n", " \n", " \n", " 64\n", " 193\n", - " -96773.410839\n", + " 96773.410839\n", " \n", " \n", " 65\n", " 196\n", - " -97024.993747\n", + " 97024.993747\n", " \n", " \n", " 66\n", " 199\n", - " -97253.073041\n", + " 97253.073041\n", " \n", " \n", "\n", @@ -1568,23 +1587,23 @@ "" ], "text/plain": [ - " n_neighbors mean_test_score\n", - "0 1 -115096.457636\n", - "1 4 -93675.812662\n", - "2 7 -90334.266322\n", - "3 10 -88585.351601\n", - "4 13 -87276.736534\n", - ".. ... ...\n", - "62 187 -96196.284147\n", - "63 190 -96501.008677\n", - "64 193 -96773.410839\n", - "65 196 -97024.993747\n", - "66 199 -97253.073041\n", + " n_neighbors mean_test_score\n", + "0 1 115096.457636\n", + "1 4 93675.812662\n", + "2 7 90334.266322\n", + "3 10 88585.351601\n", + "4 13 87276.736534\n", + ".. ... ...\n", + "62 187 96196.284147\n", + "63 190 96501.008677\n", + "64 193 96773.410839\n", + "65 196 97024.993747\n", + "66 199 97253.073041\n", "\n", "[67 rows x 2 columns]" ] }, - "execution_count": 15, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -1604,7 +1623,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -1694,23 +1713,23 @@ "" ], "text/plain": [ - " n_neighbors mean_test_score\n", - "0 1 115096.457636\n", - "1 4 93675.812662\n", - "2 7 90334.266322\n", - "3 10 88585.351601\n", - "4 13 87276.736534\n", - ".. ... ...\n", - "62 187 96196.284147\n", - "63 190 96501.008677\n", - "64 193 96773.410839\n", - "65 196 97024.993747\n", - "66 199 97253.073041\n", + " n_neighbors mean_test_score\n", + "0 1 115096.457636\n", + "1 4 93675.812662\n", + "2 7 90334.266322\n", + "3 10 88585.351601\n", + "4 13 87276.736534\n", + ".. ... ...\n", + "62 187 96196.284147\n", + "63 190 96501.008677\n", + "64 193 96773.410839\n", + "65 196 97024.993747\n", + "66 199 97253.073041\n", "\n", "[67 rows x 2 columns]" ] }, - "execution_count": 16, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -1737,61 +1756,31 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
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n_neighborsmean_test_score
61986621.515595
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" - ], "text/plain": [ - " n_neighbors mean_test_score\n", - "6 19 86621.515595" + "{'n_neighbors': 19}" ] }, - "execution_count": 17, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "results.nsmallest(1, 'mean_test_score')" + "# Find the row with the smallest mean_test_score (best performance)\n", + "results.nsmallest(1, 'mean_test_score')\n", + "\n", + "# or with the best_params_ attribute\n", + "sacr_gridsearch.best_params_" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -1800,7 +1789,7 @@ "{'n_neighbors': 19}" ] }, - "execution_count": 18, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1811,12 +1800,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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JsdHrV2P29YOIekh4rzn9gJnzsyrSbRakqD8zAKQfPiUAoJgovKhro4pwKTSogri+0OXs/tqiRYs8t6HWblXdzVmUS1RJWV8sFeK94BHOggUL7KeffnLBQwHEk1833HD3pZY3FVSK5Eu8uoPqpEJvo0aNct2JVVlawSbS8JIfhW4V0FKLes5pj7SvXgjLK7zkpUGDBu4LuIrEBbdMq4WxsMJ1adbzokJ13o8W+ju4Z0RwtWr9EBLpcAV1SVfLr05qpVMBNT0XkYTunIFGBapUDE1F8/Tjj9f1XUXeCjq+Op7hjl00x1PPp3pTRPJcqneJCnbppOdRj1+9TtQy7IVR9fZQkS6dtF0Fcf2Ak1fo9l4Tev7U4hs8hESt5rq+qERz7KPlPY68Xn/quaIf6xJJrdNTpkxx72t1B/dEMxwg3OtHz58qrQcPc8i5TqyfGQAgdC8HgGKklu7Ro0e7kKGWGnUl15e64FNwVehwXwbV2q3goK7owVT5W6FIX1BzturosjfFjtcSFLyO/g6eSqkgan1Si7mmTcpJXeAVPrwvzTn3xfui63Ux96qhe7cpTGu3WizVuhlMLYCq/q2KyuHGlasbd1681kNVFg+mCs6FNXPmzJAxqer1oP1X9WQ9Rzrpby0LnkpL4U4/XKjFWY8rP3qOcnbBVZBQBfxYu/irF4Z+QNKPHBpjq+1pmV6T4eoNBB9fHU897uDnSD0u8uoxkddrT9tQC3ZOeg3p9Sc5p5TSjxReVXzvsedcR62oCuP5HRt1sZec82Q/+uij7jzSqQDjIZpjHy39UKP3qn6cC35vaqiCegV4xyGRwn1WSWHmKFdvDb0WNLQgZ0u5dz+F+cwAAKGlGwCKmabw0fRf6matOZ81zlRF1iJ1++23u26PaoEKnnJIgVxzHmvqJIU0fbnU3LJqpVXX4t69e7tuqOpOrnX1t7qU68ulphaKdIypN1Zb0/+o1VMBSuFQrW1qgVKhKwV4Fd3SF3YFVj1m3aeKPemx6z69L+1qKVf3e02fpRZ6tTxqyixv2qxIadynugbPmzcvpAVO96WpflSITi28mrdcLcka166iV2qtV6ttOCp0pjHp+pKvgOZNGaYWaSlMK70en77cB08ZJvrRxKPnUz0QFLDVSqturQpYCoUaq10QHW91T9ZzoR4UCpXqoaCp69TFP1bq6qvpoTRlnApXady39lHjolWoSy2w+nFA4VjT0Ok5EXUJV08N9fRQMTpvyjCNw1X4juR46r5VyE3T7nlTb2lssXpwaCiDXvtqhVVLtbapcbk6BhqjrB9LFCS9Fmq97hRatQ297jRdmDe9Wl50HDWVlIZ5KIzqvaBp3vRa13tOvQCKUqTHPhYaiqDeECqCpinPvCnD9CNXXjUU4knvXfU80Gtd4VdTmynwB89RHi39qKLPUP1gqGEX+rFS7z+9J/RjlD7TCvOZAQBO2JrmAICECJ72K6eHH37YXXfmmWf6du3aFdVtvam8gqcM87z99ttuWiBNq6TToYce6qaMWrx4cWCd77//3tehQwffvvvu6zvggAPcFDiaCkjb1P3mNf1WTs8995yvdevWbuofTWOlqYtuueUWN62VfPvtt24aofr167tpkjT9kB5v8FRZoumEtB1Nj1XQ9GF5TW8UPG1QuH3W7Tp16uSm/NHUXAcffLCb+it4X3JODyVbt251x0/TWul4aRovHUutN3To0Fy31fRO4Z7H4OmwdFnbfO2119y0Tjo2Rx11VMhUSR4dQ+237jszM9N36qmnhky/lN9rZceOHb6bb77ZTY2l50fHRX8//fTTeR7fgrYpmmpJx08nb/opTWumaaRq1qzppserU6eOe641zVgwTRd20kknucdct25dN1XdE0884e5LUzIFTzWV13RemtJp4MCBvsaNG7vXjF7DmiJL76mdO3e6dXS/HTt2dK85raPX4FVXXeVbvXp1YDv33Xef79hjj3XTQ+k1rPeKptbztpHXa0Lv17vvvtvXsGFD91jr1avn9id42q78HoOm+9OpIN7rpCCRHPv8ns/83lOaMu6EE05wx0dTsJ111lnu8yNYXq/9/I5BuMem94iWP/TQQ4Flv/32m5veS8+R3rvnn3+++3zJa8q+SN5/8t///te95/Q61LSDej4mT54c9WcGAISToX/4/QEAgNipdf+oo45yrbZ5TXeFyGlogFrwNaY6kumsAABIZozpBgAgCupSm5O6m2tcqLq+onDHU932NVxCXaQJ3ACAdMCYbgAAoqDxpHPmzHFjdTWm2pt+SmPkI60ejr00PljjqDWuWmOPX3zxRdu0aZOrKA4AQDqgezkAAFFQITMVN9MUQ+r+rKJfKrCkYkzM1xu92267zRUrU5EvFU5ToarBgwczNRMAIG0QugEAAAAASBDGdAMAAAAAkCCEbgAAAAAAEoRCakUoOzvbVq1aZfvtt58btwYAAAAASE2afXvz5s1Wu3ZtN4tJXgjdRUiBm8q2AAAAAJA+Vq5caXXr1s3zekJ3EVILt/ekVKpUqSjvGgAAAAAQR5riUo2qXs7LC6G7CHldyhW4Cd0AAAAAkPoKGjpMITUAAAAAABKE0A0AAAAAQIIQugEAAAAASBBCNwAAAAAACULoBgAAAAAgQQjdAAAAAAAkCKEbAAAAAIAEIXQDAAAAAJAghG4AAAAAABKE0A0AAAAAQIIQugEAAAAASBBCNwAAAAAACULoBgAAAAAgQQjdAAAAAAAkCKEbAAAAAIAEKZ2oDSO17Nlj9vnnZqtXm9WqZXbSSWb77FPcewUAAAAAqY3QDXvnHbPrrzf77be9B6NuXbPHHzc77zwOEAAAAACkZPfy6dOn21lnnWW1a9e2jIwMGz9+fMj177zzjnXs2NH2339/d/13332XaxunnHKKuy74dPXVV4ess2LFCuvSpYtlZmZa9erV7eabb7bdu3eHrPPpp59aq1atrFy5cta4cWN76aWXct3XU089ZQcddJCVL1/e2rRpY7Nnz7Z0CNz//Gdo4Jbff/cv1/UAAAAAgBQM3Vu3brUWLVq4MJvX9SeeeKI9+OCD+W7nyiuvtNWrVwdOw4YNC1y3Z88eF7h37txpM2bMsJdfftkF6kGDBgXWWbZsmVvn1FNPdcG+X79+dsUVV9hHH30UWGfMmDHWv39/Gzx4sH377bduvzt16mRr1661VO5SrhZuny/3dd6yfv386wEAAAAAopfh84WLXEVPLdTjxo2zrl275rpu+fLl1rBhQ5s7d661bNkyV0u3lj322GNhtztx4kQ788wzbdWqVVajRg23bMSIETZgwAD7888/rWzZsu7vDz74wBYuXBi4Xffu3W3Dhg02adIkd1kt28ccc4w9+eST7nJ2drbVq1fP+vbta7feemtEj3HTpk1WuXJl27hxo1WqVMmK26efmp16asHrTZum41wUewQAAAAAqSHSfJcW1ctff/11O+CAA+yII46wgQMHWlZWVuC6mTNnWvPmzQOBW9RCrQO0aNGiwDodOnQI2abW0XJRK/mcOXNC1ilVqpS77K2TilQ0LZ7rAQAAAADSrJDaRRddZA0aNHDjwufPn+9arRcvXuzGg8uaNWtCArd4l3VdfusomG/bts3+/vtv10093Do//vhjnvu2Y8cOd/Joe8lEVcrjuR4AAAAAIM1Cd+/evQN/q0W7Vq1a1r59e1u6dKkdfPDBxbpvQ4YMsbvvvtuSlaYFU5VyFU0LN8ggI8N/vdYDAAAAAEQvLbqXB9PYa1myZIk7r1mzpv3xxx8h63iXdV1+66hffoUKFVzX9X322SfsOt42wlFXd/Xv904rV660ZKJ5uDUtmBewg3mXNVSe+boBAAAAIDZpF7q9acXU4i3HH3+8LViwIKTK+OTJk12gbtasWWCdKVOmhGxH62i5qNha69atQ9ZRITVd9tYJR9OP6X6CT8lG83C/9ZZZnTqhy9XCreXM0w0AAAAAKdq9fMuWLYEWaW/qLoXmatWqWf369W39+vVujm1VHheN1Ra1LuukLuSjRo2yM844w83lrTHdN9xwg7Vr186OPPJIt67m+Va4/ve//+2mEtP47TvuuMP69OnjQrFoXm9VJb/lllusV69eNnXqVHvzzTddRXOPpgvr2bOnHX300Xbssce6auma0uyyyy6zVKdgfc45ZtdcY/b882adO5tNmEALNwAAAACkdOj+5ptv3NzYwcFWFG41l/Z7770XEmo1jZdoruy77rrLtUB/8skngQCsKby6devmQrVH3cInTJhg11xzjWuVrlixotv+PffcE1hH05EpYCuwP/7441a3bl174YUXXAVzz4UXXuimGNP83grumqZM04nlLK6WqtSF/PDD/X9XqULgBgAAAIC0mqe7JEi2ebpzeu45s6uu8rd6jx9f3HsDAAAAAMmrRM3TjfioUMF/HjTNOQAAAACgEAjdyBW6t23joAAAAABAPBC6EUDoBgAAAID4InQjgNANAAAAAPFF6EYAoRsAAAAA4ovQjQBCNwAAAADEF6EbAYRuAAAAAIgvQjcCCN0AAAAAEF+EbgRkZvrPd+4027OHAwMAAAAAhUXoRq6Wbtm+nQMDAAAAAIVF6EbY0L1tGwcGAAAAAAqL0I29L4ZSZmXL+v8mdAMAAABA4RG6EYJiagAAAAAQP4RuhA3dWVkcGAAAAAAoLEI3QtDSDQAAAADxQ+hGCEI3AAAAAMQPoRshCN0AAAAAED+EboQgdAMAAABA/BC6EYLQDQAAAADxQ+hGCEI3AAAAAMQPoRshMjP959u2cWAAAAAAoLAI3QhBSzcAAAAAxA+hGyEI3QAAAAAQP4RuhCB0AwAAAED8ELoRgtANAAAAAPFD6EYIQjcAAAAAxA+hG2FDd1YWBwYAAAAACovQjRC0dAMAAABA/BC6EYLQDQAAAADxQ+hGCEI3AAAAAMQPoRshCN0AAAAAED+EboQgdAMAAABA/BC6EYLQDQAAAADxQ+hGiMxM//m2bRwYAAAAACgsQjdC0NINAAAAAPFD6EYIQjcAAAAAxA+hG2FD9/btZj4fBwcAAAAACoPQjbCh2wveAAAAAIDYEbqRZ+jOyuLgAAAAAEBhELoRonRp/0moYA4AAAAAhUPoRi4UUwMAAACA+CB0IxdCNwAAAADEB6EbuRC6AQAAACA+CN3IhdANAAAAAPFB6EYuhG4AAAAAiA9CN3IhdAMAAABAfBC6kUtmpv+cKcMAAAAAoHAI3ciFlm4AAAAAiA9CN3IhdAMAAABAfBC6kQuhGwAAAADig9CNXAjdAAAAABAfhG7kGbqzsjg4AAAAAFAYhG7kQks3AAAAAMQHoRu5ELoBAAAAID4I3ciF0A0AAAAA8UHoRi6EbgAAAACID0I3ciF0AwAAAEB8ELqRC6EbAAAAAOKD0I1cMjP959u2cXAAAAAAoDAI3ciFlm4AAAAAiA9CN3IhdAMAAABAfBC6kQuhGwAAAADig9CNXAjdAAAAABAfhG7kQugGAAAAgPggdCPP0J2VZebzcYAAAAAAIFaEbuQZumXHDg4QAAAAAMSK0I18QzdzdQMAAABA7AjdyKVMGbNS/3tlELoBAAAAIHaEbuSSkUExNQAAAACIB0I3wqKCOQAAAACkeOiePn26nXXWWVa7dm3LyMiw8ePHh1z/zjvvWMeOHW3//fd313/33Xe5trF9+3br06ePW2ffffe1bt262R9//BGyzooVK6xLly6WmZlp1atXt5tvvtl2794dss6nn35qrVq1snLlylnjxo3tpZdeynVfTz31lB100EFWvnx5a9Omjc2ePdvSFaEbAAAAAFI8dG/dutVatGjhwmxe15944on24IMP5rmNG264wd5//30bO3asffbZZ7Zq1So777zzAtfv2bPHBe6dO3fajBkz7OWXX3aBetCgQYF1li1b5tY59dRTXbDv16+fXXHFFfbRRx8F1hkzZoz179/fBg8ebN9++63b706dOtnatWstHWVm+s8Z0w0AAAAAscvw+ZJjJma1ZI8bN866du2a67rly5dbw4YNbe7cudayZcvA8o0bN9qBBx5oo0aNsn/+859u2Y8//miHHXaYzZw504477jibOHGinXnmmS6M16hRw60zYsQIGzBggP35559WtmxZ9/cHH3xgCxcuDGy7e/futmHDBps0aZK7rJbtY445xp588kl3OTs72+rVq2d9+/a1W2+9NaLHuGnTJqtcubLb70qVKlkyO+ooM3Us0MPv1Km49wYAAAAAkkuk+S6lx3TPmTPHdu3aZR06dAgsO/TQQ61+/foudIvOmzdvHgjcohZqHaBFixYF1gnehreOtw21kuu+gtcpVaqUu+ytE86OHTvc/QSfUgXdywEAAACg8FI6dK9Zs8a1VFepUiVkuQK2rvPWCQ7c3vXedfmto5C8bds2++uvv1w39XDreNsIZ8iQIe6XD++klvFUQegGAAAAgBIeupPdwIEDXVcD77Ry5UpLFYRuAAAAACi80pbCatas6bp+a+x1cGu3qpfrOm+dnFXGvermwevkrHiuy+qXX6FCBdtnn33cKdw63jbCUSV0nVIRoRsAAAAASnhLd+vWra1MmTI2ZcqUwLLFixe7KcKOP/54d1nnCxYsCKkyPnnyZBeomzVrFlgneBveOt421IVd9xW8jgqp6bK3TrrxQndWVnHvCQAAAACkrmJt6d6yZYstWbIkZOouTdlVrVo1Vwxt/fr1LkCr8rgXqEWtyzppnPTll1/upvLSbRSkVU1cQViVy0XzfCtc//vf/7Zhw4a5Mdh33HGHm9vba4W++uqrXVXyW265xXr16mVTp061N99801U09+g+evbsaUcffbQde+yx9thjj7kpzS677DJLR7R0AwAAAECKh+5vvvnGzY0dHGxF4VZzab/33nshoVbTeInmyr7rrrvc38OHD3eVxLt16+aqhavq+NNPPx24jbqFT5gwwa655hoXxitWrOi2f8899wTW0XRkCtia8/vxxx+3unXr2gsvvOC25bnwwgvdFGOa31vBXVOXaTqxnMXV0gWhGwAAAADSaJ7ukiCV5ukeONBs6FCz6683e+yx4t4bAAAAAEguJWKebiQOLd0AAAAAUHiEboRF6AYAAACAwiN0IyxCNwAAAAAUHqEbYWVm+s+3beMAAQAAAECsCN0Ii5ZuAAAAACg8QjfCInQDAAAAQOERuhEWoRsAAAAACo/QjbAI3QAAAABQeIRu5Bu6s7I4QAAAAAAQK0I3wqKlGwAAAAAKj9CNsAjdAAAAAFB4hG4UGLp9Pg4SAAAAAMSC0I18Q3d2ttmuXRwkAAAAAIgFoRv5hm6vtRsAAAAAED1CN8IqV84sI8P/N6EbAAAAAGJD6EZYCtzly/v/JnQDAAAAQGwI3chTZqb/nNANAAAAALEhdCNPTBsGAAAAAIVD6EaeCN0AAAAAUDiEbuSJ0A0AAAAAhUPoRp4I3QAAAABQOIRuFBi6s7I4SAAAAAAQC0I38kRLNwAAAAAUDqEbeSJ0AwAAAEDhELqRJ0I3AAAAABQOoRt5InQDAAAAQOEQupEnQjcAAAAAFA6hG3kidAMAAABA4RC6kafMTP/5tm0cJAAAAACIBaEbeaKlGwAAAAAKh9CNPBG6AQAAAKBwCN3IE6EbAAAAAAqH0I08EboBAAAAoHAI3cgToRsAAAAACofQjQJDd1YWBwkAAAAAYkHoRp5o6QYAAACAwiF0I0+EbgAAAAAoHEI38kToBgAAAIDCIXQjT4RuAAAAACgcQjfyROgGAAAAgMIhdKPA0L17t/8EAAAAAIgOoRt5yszc+/e2bRwoAAAAAIgWoRt5Kl9+79+EbgAAAACIHqEbecrI2Bu8Cd0AAAAAED1CN/JFMTUAAAAAiB2hG/kidAMAAABA7AjdyBehGwAAAABiR+hGRKE7K4sDBQAAAADRInQjX7R0AwAAAEDsCN3IF6EbAAAAAGJH6Ea+CN0AAAAAEDtCN/JF6AYAAACA2BG6kS9CNwAAAADEjtCNfBG6AQAAACB2hG7kKzPTf75tGwcKAAAAAKJF6Ea+aOkGAAAAgNgRupEvQjcAAAAAxI7QjXwRugEAAAAgdoRu5IvQDQAAAACxI3QjotCdlcWBAgAAAIBoEbqRL1q6AQAAACB2hG7ki9ANAAAAALEjdCNfhG4AAAAAIHQjQQjdAAAAABA7WrqRL0I3AAAAAMSO0I18EboBAAAAIHaEbuQrM9N/vm0bBwoAAAAAokXoRr5o6QYAAACA2BG6EVHo3rnTbM8eDhYAAAAApEzonj59up111llWu3Zty8jIsPHjx4dc7/P5bNCgQVarVi2rUKGCdejQwX7++eeQdQ466CB32+DT0KFDQ9aZP3++nXTSSVa+fHmrV6+eDRs2LNe+jB071g499FC3TvPmze3DDz+Mel/SOXTL9u3FuScAAAAAkHqKNXRv3brVWrRoYU899VTY6xWOn3jiCRsxYoTNmjXLKlasaJ06dbLtOdLfPffcY6tXrw6c+vbtG7hu06ZN1rFjR2vQoIHNmTPHHnroIbvrrrvsueeeC6wzY8YM69Gjh11++eU2d+5c69q1qzstXLgw6n1J59DNuG4AAAAAiE6GT024SUAt1OPGjXNhV7RbagG/8cYb7aabbnLLNm7caDVq1LCXXnrJunfvHmjp7tevnzuF88wzz9jtt99ua9assbJly7plt956q2tV//HHH93lCy+80P0AMGHChMDtjjvuOGvZsqUL2ZHuS0H0A0DlypXdbStVqmSpolw5f/fyFSvM6tUr7r0BAAAAgOIXab5L2jHdy5Ytc0FZ3bg9ekBt2rSxmTNnhqyr7uT777+/HXXUUa4le/fu3YHrtG67du0CgVvUQr148WL7+++/A+sE34+3jnc/0exLOrd2Z2UV954AAAAAQGopbUlKIVfUmhxMl73r5LrrrrNWrVpZtWrVXDfxgQMHui7mjz76aGA7DRs2zLUN77qqVau68/zuJ9J9yWnHjh3uFPxLSKqG7o0b6V4OAAAAAGkTuiPVv3//wN9HHnmka9G+6qqrbMiQIVZO/aKLkfbh7rvvtlTHtGEAAAAAEJuk7V5es2ZNd/7HH3+ELNdl77pw1OVb3cuXL18e2E64bQTfR17rBF8fy76o1V39+73TypUrLRURugEAAAAgzUK3uoQr0E6ZMiWke7Yqhx9//PF53u67776zUqVKWfXq1d1lraupyXbt2hVYZ/Lkyda0aVPXtdxbJ/h+vHW8+4l1X9TSrgH1wadUROgGAAAAgCLuXr5kyRJbunSpK1KmeatV4VsVyKOxZcsWtx2PCpYpNGt8dv369V1F8vvuu8+aNGnigu+dd97pqoh7Fc5VxEzB99RTT7X99tvPXb7hhhvsX//6VyBQX3TRRa6Lt6YDGzBggJsG7PHHH7fhw4cH7vf666+3k08+2R555BHr0qWLvfHGG/bNN98EphXT4ypoX9IZoRsAAAAAiih0r1u3zk2xNXXqVBdGf/75Z2vUqJELtQq6Cq6RUrBVYM45Prtnz55uKq5bbrnFTeXVu3dv27Bhg5144ok2adIkK1++fKAlWQFZ826rYJnCsEJ38DhvVRn/+OOPrU+fPta6dWs74IADbNCgQW6bnrZt29qoUaPsjjvusNtuu80Fa00pdsQRRwTWKWhf0hmhGwAAAACKaJ7uSy65xNauXWsvvPCCHXbYYTZv3jwXuj/66CMXdhctWhTjrqS/VJ2nW435775r9uyzZkG/VQAAAABAibUpwnwXdUu3Wo0VsOvWrRuyXK3Dv/76a2x7i6RGSzcAAAAAFFEhNXWxzszMzLV8/fr1xT5FFxKD0A0AAAAARRS6TzrpJHvllVcClzWuOzs724YNGxYyPhvpg9ANAAAAALGJunu5wnX79u1dEbSdO3e6AmMax62W7i+//DLG3UAyI3QDAAAAQBG1dKui908//eSqd59zzjmuu/l5551nc+fOtYMPPjjG3UAyI3QDAAAAQBG1dK9YscLq1atnt99+e9jrNL820jN0Z2UV954AAAAAQJq3dGsu7D///DPs/N26DumHlm4AAAAAKKLQrWm9VTwtpy1btlj58uVj3A0kM0I3AAAAACS4e3n//v3duQL3nXfeGTJt2J49e2zWrFnWsmXLGHcDyYzQDQAAAAAJDt0qlOa1dC9YsMDKli0buE5/t2jRwm666aYYdwPJjNANAAAAAAkO3dOmTXPnl112mT3++ONWqVKlGO8SqYbQDQAAAABFVL185MiRMd4VUhWhGwAAAACKKHTLN998Y2+++aabImznzp0h173zzjsx7gqSlTd8f9u24t4TAAAAAEjz6uVvvPGGtW3b1n744QcbN26c7dq1yxYtWmRTp061ypUrJ2YvUaxo6QYAAACAIgrdDzzwgA0fPtzef/99V0BN47t//PFHu+CCC6x+/fox7gaSGaEbAAAAAIoodC9dutS6dOni/lbo3rp1q5tG7IYbbrDnnnsuxt1AMiN0AwAAAEARhe6qVava5s2b3d916tSxhQsXur83bNhgWVlZMe4GUiF0b9+uKeOKe28AAAAAII0LqbVr184mT55szZs3t/PPP9+uv/56N55by9q3b5+YvURShG4veAdfBgAAAADEMXQ/+eSTtl3Jy8xuv/12K1OmjM2YMcO6detmd9xxR7SbQwoIDtnqzEDoBgAAAIAEhe5q1aoF/i5VqpTdeuut0W4CKaZ0af9p926mDQMAAACAhM/TLWvXrnWn7OzskOVHHnlkrJtEElPrtobyM1c3AAAAACQwdM+ZM8d69uzp5un25aiqpSrme/bsiXaTSAGEbgAAAAAogtDdq1cvO+SQQ+zFF1+0GjVquKCN9Me0YQAAAABQBKH7l19+sbffftsaN24cw90hVRG6AQAAAKAI5unWtGDz5s2L4a6QygjdAAAAAFAELd0vvPCCG9O9cOFCO+KII9yUYcHOPvvsGHYDyS4z039OITUAAAAASGDonjlzpn355Zc2ceLEXNdRSC190dINAAAAAEXQvbxv3772r3/9y1avXu2mCws+Ubk8fRG6AQAAAKAIQve6devshhtucJXLUXIQugEAAACgCEL3eeedZ9OmTYvhrpDKCN0AAAAAUARjujVH98CBA+2LL76w5s2b5yqkdt1118WwG0h2hG4AAAAAKKLq5fvuu6999tln7pSzkBqhO71Dd1ZWce8JAAAAAKRx6F62bFli9gRJjZZuAAAAACiCMd0omQjdAAAAAJCglu7+/fvbvffeaxUrVnR/5+fRRx+NYTeQ7AjdAAAAAJCg0D137lzbtWtX4G+UPIRuAAAAAEhQ6A6eIozpwkomQjcAAAAAFMGY7l69etnmzZtzLd+6dau7DukpM9N/vm1bce8JAAAAAKRx6H755ZdtW5jkpWWvvPJKvPYLSYaWbgAAAABI4JRhmzZtMp/P505q6S5fvnzguj179tiHH35o1atXj2EXkAoI3QAAAACQwNBdpUoVy8jIcKdDDjkk1/Vafvfdd8ewC0gFhG4AAAAASGDoVgE1tXKfdtpp9vbbb1u1atUC15UtW9YaNGhgtWvX5jlIU4RuAAAAAEhg6D755JPd+bJly6x+/fquZRslB6EbAAAAAIqgkNoPP/xgX375ZeDyU089ZS1btrSLLrrI/v777xh2AakUurOyintPAAAAACCNQ/fNN9/siqrJggULrH///nbGGWe4FnD9jfRv6fb5intvAAAAACDNupd7FK6bNWvm/tbY7rPOOsseeOAB+/bbb134RnqHbtmxwyyoeD0AAAAAIF4t3SqalvW/PsaffPKJdezY0f2twmpeCzjSO3SHmaYdAAAAABCPlu4TTzzRdSM/4YQTbPbs2TZmzBi3/KeffrK6detGuzmkiDJlzEqVMsvO9ofuqlWLe48AAAAAIA1bup988kkrXbq0vfXWW/bMM89YnTp13PKJEyda586dE7GPSAIqVk8FcwAAAACIToZPk2+jSKj7feXKlW3jxo1WqVKllDvqBx5o9tdfKqBndsQRxb03AAAAAJD8+S7qlm5ZunSp3XHHHdajRw9bu3ZtoKV70aJFse8xkl5mpv+cMd0AAAAAEJmoQ/dnn31mzZs3t1mzZtk777xjW7ZsccvnzZtngwcPjnZzSCF0LwcAAACABIfuW2+91e677z6bPHmyq2TuOe200+yrr76KdnNIIYRuAAAAAEhw6F6wYIGde+65uZZXr17d/tKAX6QtQjcAAAAAJDh0V6lSxVavXp1r+dy5cwOVzJGeCN0AAAAAkODQ3b17dxswYICtWbPGMjIyLDs727788ku76aab7JJLLol2c0ghhG4AAAAASHDofuCBB+zQQw+1evXquSJqzZo1s3bt2lnbtm1dRXOkf+jOyiruPQEAAACA1FA62huoeNrzzz9vgwYNcuO7FbyPOuooa9KkSWL2EEmDlm4AAAAASHDo9qilWyeUHIRuAAAAAEhw93KUXIRuAAAAAIgOoRsRI3QDAAAAQHQI3YgYoRsAAAAAokPoRsQI3QAAAACQ4NB90EEH2T333GMrVqyI9qZIcZmZ/vNt24p7TwAAAAAgTUN3v3797J133rFGjRrZP/7xD3vjjTdsx44didk7JBVaugEAAACgCEL3d999Z7Nnz7bDDjvM+vbta7Vq1bJrr73Wvv3222g3hxRC6AYAAACAIhrT3apVK3viiSds1apVNnjwYHvhhRfsmGOOsZYtW9p///tf8/l8sW4aSYrQDQAAAADRKW0x2rVrl40bN85GjhxpkydPtuOOO84uv/xy++233+y2226zTz75xEaNGhXr5pGECN0AAAAAkODQrS7kCtqjR4+2UqVK2SWXXGLDhw+3Qw89NLDOueee61q9kV4I3QAAAACQ4NCtMK0Cas8884x17drVypQpk2udhg0bWvfu3aPdNFIkdGdlFfeeAAAAAECajun+5ZdfbNKkSXb++eeHDdxSsWJF1xpekOnTp9tZZ51ltWvXtoyMDBs/fnzI9RoXPmjQIFeorUKFCtahQwf7+eefQ9ZZv369XXzxxVapUiWrUqWK6+K+ZcuWkHXmz59vJ510kpUvX97q1atnw4YNy7UvY8eOda31Wqd58+b24YcfRr0v6Y6WbgAAAABIcOheu3atzZo1K9dyLfvmm2+i2tbWrVutRYsW9tRTT4W9XuFYxdpGjBjhtq8w36lTJ9u+fXtgHQXuRYsWuXHlEyZMcEG+d+/eges3bdpkHTt2tAYNGticOXPsoYcesrvuusuee+65wDozZsywHj16uMA+d+5c14Kv08KFC6Pal3RH6AYAAACAKPmidMwxx/jGjh2ba/nbb7/tO/bYY32x0q6MGzcucDk7O9tXs2ZN30MPPRRYtmHDBl+5cuV8o0ePdpe///57d7uvv/46sM7EiRN9GRkZvt9//91dfvrpp31Vq1b17dixI7DOgAEDfE2bNg1cvuCCC3xdunQJ2Z82bdr4rrrqqoj3JRIbN250+6vzVKRDqldMqVI6JsW9NwAAAABQfCLNd1G3dH///fduurCcjjrqKHddvCxbtszWrFnjunF7KleubG3atLGZM2e6yzpXl/Kjjz46sI7WV4E3rzVe67Rr187Kli0bWEct1IsXL7a///47sE7w/XjrePcTyb6Es2PHDtfSHnxKh5bu7GxVry/uvQEAAACA5Bd16C5Xrpz98ccfuZavXr3aSpeOeQayXBRypUaNGiHLddm7TufVq1cPuV77UK1atZB1wm0j+D7yWif4+oL2JZwhQ4a4cO6dNJ48HUK3bNtWnHsCAAAAAGkaujU+euDAgbZx48bAsg0bNri5uVXVHHt5x8k7rVy5MqUPT7lyZhkZ/r8J3QAAAABQsKibph9++GHXXVuFydSlXL777jvX6vvqq69avNSsWdOdq1VdFcM9utyyZcvAOirsFmz37t2uorl3e53nbJn3Lhe0TvD1Be1LXr0CdEoXCtxq7daUYYRuAAAAAEhAS3edOnXcFFyq5t2sWTNr3bq1Pf7447ZgwYK4dp/WXN8Ku1OmTAks05hojdU+/vjj3WWdq5VdVck9U6dOtezsbDfe2ltHFc13BQ1CVqXzpk2bWtWqVQPrBN+Pt453P5HsS0lBBXMAAAAAiFxMg7A1XVbwtFyx0nzaS5YsCVxWwTK1mmtMdv369a1fv3523333WZMmTVzwvfPOO92c3prOSw477DDr3LmzXXnllW4qLwXra6+91rp37+7Wk4suusjuvvtuNx3YgAED3DRg+pFg+PDhgfu9/vrr7eSTT7ZHHnnEunTpYm+88Yab/sybVkxziBe0LyUFoRsAAAAAIhdz5TNVKl+xYoXt3LkzZPnZZ58d8TYUbE899dTA5f79+7vznj172ksvvWS33HKLm8tbAV8t2ieeeKJNmjTJypcvH7jN66+/7oJ2+/btXdXybt26ufm0PSpg9vHHH1ufPn1cq/wBBxxggwYNCvnRoG3btjZq1Ci744473Nh0Bevx48fbEUccEVgnkn0pCQjdAAAAABC5DM0bFsX69ssvv9i5557rupOrBdi7uf6WPXv2RLO5EkVd0vUjgIqqVapUyVJRixZm8+ebffyxGXXzAAAAAJRUmyLMd1GP6VZXbHWvVgGzzMxMW7RokRszrbmyP/3008LuN5IcLd0AAAAAkMDu5TNnznTFytRNW925dVJXa81Jfd1119ncuXOj3SRSMHSrgjkAAAAAIH9Rt3Sr+/h+++3n/lbwXrVqlftbU4gtXrw42s0hxdDSDQAAAAAJbOlWcbF58+a5LuaalktTh5UtW9ZV+m7UqFG0m0OKIXQDAAAAQAJDtyp8q4q33HPPPXbmmWfaSSedZPvvv7+NGTMm2s0hxRC6AQAAACCBobtTp06Bvxs3bmw//vijrV+/3qpWrRqoYI70RegGAAAAgASN6d61a5eVLl3aFi5cGLK8WrVqBO4SgtANAAAAAAkK3WXKlLH69eszF3cJlpnpP9+2rbj3BAAAAADSsHr57bffbrfddpvrUo6Sh5ZuAAAAAEjgmO4nn3zSlixZYrVr13bThFWsWDHk+m+//TbaTSKFELoBAAAAIIGhu2vXrtHeBGmE0A0AAAAACQzdgwcPjvYmSCOEbgAAAABI4JhulGyEbgAAAABIYEt3qVKl8p0ebM+ePdFuEikYurOyintPAAAAACANQ/e4ceNyzd09d+5ce/nll+3uu++O574hCdHSDQAAAAAJDN3nnHNOrmX//Oc/7fDDD7cxY8bY5ZdfHu0mkUII3QAAAABQDGO6jzvuOJsyZUq8NockRegGAAAAgCIO3du2bbMnnnjC6tSpE4/NIYkRugEAAAAggd3Lq1atGlJIzefz2ebNmy0zM9Nee+21aDeHFEPoBgAAAIAEhu7hw4eHhG5VMz/wwAOtTZs2LpAjvRG6AQAAACCBofvSSy+N9iZII5mZ/vPdu/2n0lG/ggAAAACg5Ih6TPfIkSNt7NixuZZrmaYNQ8lo6ZZt24pzTwAAAAAgDUP3kCFD7IADDsi1vHr16vbAAw/Ea7+QpMqX3/s3oRsAAAAA4hy6V6xYYQ0bNsy1vEGDBu46pDcN5/eCN6EbAAAAAOIcutWiPX/+/FzL582bZ/vvv3+0m0MKopgaAAAAACQodPfo0cOuu+46mzZtmu3Zs8edpk6datdff71179492s0hBRG6AQAAACAyUdeevvfee2358uXWvn17K/2/0tXZ2dl2ySWXMKa7hIXurKzi3hMAAAAASLPQXbZsWRszZozdd9999t1331mFChWsefPmbkw3SgZaugEAAAAgMjHPstykSRN3QslD6AYAAACABI3p7tatmz344IO5lg8bNszOP//8aDeHFEToBgAAAIAEhe7p06fbGWeckWv56aef7q5D+iN0AwAAAECCQveWLVvcuO6cypQpY5s2bYp2c0hBhG4AAAAASFDoVtE0FVLL6Y033rBmzZpFuzmkIEI3AAAAACSokNqdd95p5513ni1dutROO+00t2zKlCk2evRoGzt2bLSbQwrKzPSfb9tW3HsCAAAAIB3t2WP2+edmq1eb1apldtJJZvvsYyUjdJ911lk2fvx4Nyf3W2+95aYMO/LII+2TTz6xk08+OTF7iaRCSzcAAACARHnnHbPrrzf77be9y+rWNXv8cbPzzishU4Z16dLFnXJauHChHXHEEfHYLyQxQjcAAACARAXuf/7TzOcLXf777/7lb72VesE76jHdOW3evNmee+45O/bYY61Fixbx2SskNUI3AAAAgGi6in/6qdno0f5zXc5rPbVw5wzc4i3r1y/v26dd6Nb0YJdcconVqlXLHn74YTe++6uvvorv3iEpEboBAAAARNpyfdBBZqeeanbRRf5zXdbyYLt2mT3xRGiX8nDBe+VK/1jvtO1evmbNGnvppZfsxRdfdNODXXDBBbZjxw43xpvK5SUHoRsAAABAYbuKjxxpVrq02YQJZhMnmm3cGNkxVXG1tAzdKqCm1m2N5X7sscesc+fOts8++9iIESMSu4dI2tCdlVXcewIAAAAgGUXSVfzSS0OXV6pktmlTwdtWNfO0DN0TJ0606667zq655hpr0qRJYvcKSY2WbgAAAKDkimQ6L12fX1dxj7qa9+ihRl6z1q3NDj7Y3xIeLqxnZPirmOv+0nJM9xdffOGKprVu3dratGljTz75pP3111+J3TskJUI3AAAAUDJFMkZbgTnScdcPPOA/HX+8Wdmy/mnBvIAdzLv82GOpN193xKH7uOOOs+eff95Wr15tV111lb3xxhtWu3Zty87OtsmTJ7tAjpKB0A0AAACU3DHaOVuwvTHaQ4ea3XSTWcOGZoMGRbbNWjm6ims6ME0LVqdO6HK1cKfidGGS4fOFa7iPzOLFi11RtVdffdU2bNhg//jHP+y9996L7x6mERWfq1y5sm3cuNEqacBCipo61ax9e7NmzcwWLSruvQEAAABQFF3K1aIdSZdxycz0t3hv2xb+eq+r+LJl4VuuI+nCnir5rlDzdDdt2tSGDRtmv/32m43WpGsoEWjpBgAAAEqWSMdoq7v522+b/fmn2Wuv+cN1LF3FtfyUU/zjvXWebIE7GoUK3R5VMe/atSut3CWEfrWSvH61AgAAAJA61Kr86admakfVuS7nNH9+ZNu68kp/F3BlhnTsKp7weboBoaUbAAAASJ9x2praK7gVW6FYBc3Uaj12rL/FOtLCaOHGaJ9zTvJ3FU8kQjeiRugGAAAA0qcwWs4qXwrg3bqZlS5ttnv33uXlypnt2BF+W/lN57XP/7qKl1Rx6V6Okhm6d+4M3/UEAAAAQHLT93i1cOdXVluBu3lzswcfNFuxwmzUqNjHaJdkhG7EHLpl+3YOIAAAAJCuhdGeeMLsllvM6tVjjHas6F6OQoVuFVOrWJGDCAAAACSL/KbbUsv2F1+Y3XFHZNvSNoIxRjt6hG5ErVQps7Jl/d3LqWAOAAAAJH9htPvuM/v7b7PnnjP74YfIt5ezMJqU9DHa0SJ0I+bWboXurCwOIAAAAJDshdEuvXTvZU3ndeGFZh984J9PO9y47vwKoyE6jOlGTKhgDgAAAKRWYbQyZcyefNJs1Sqz//7X7Jln/MspjJZYhG7EhNANAAAAJI/p0wsujLZrl9nhh5tVrrx3fPZbb5nVqRO6nlq4tVzXo/DoXo6YELoBAACA4i2KJlu2+KfyeuCByLZHYbSiR+hGTAjdAAAAQPEURXv8cbPGjc1GjDB77TWzzZsj3yaF0YoeoRsxIXQDAAAAxVMUrVu30GVNmpj17m02fLi/JZvCaMmF0I2YqOKhMGUYAAAAUPRF0USh/JprzE491V8MrVEj/zL9HXxbr1DaY4+Fdk1H0aCQGmJCSzcAAADgD8iffmo2erT/XJcLu77GcBdUFE369DE77bS9oZrCaMmJlm7EhNANAACAkli4LNIx1+Eqfxe0flaW2bvvmg0dGltRNNF2zjkn8seAxCN0IyaEbgAAAKSbaEJ0XmOuf//dvzznlFv5ra8x2uoi/s03hS+KJgrYp5wS+XaQWHQvR0wI3QAAAEgnXijO2a3bC9G6PpIx194ydf3++WezlSv92+jbN//1p03zB+6DDjK7/XazmjX3dhvPScvr1fO3YCP50dKNmBC6AQAAkC7dxQsK0Qq5V19ttnat2fLlZrNm5T/mWrdZs8bskEOi21e1qF97rVmpUmatWlEULV0QulGo0K1xJwAAAEAqdxcvqHCZQvSff/orhUejbFn/bXftimz9Aw/0B+7gomjh9l9VyMONGUdyInQjJrR0AwAAIJkVNOZ67FizZs3Mpk83e/XVyLbZsqXZiSf6W8afeabg9T/6yD+2Wl3HVWU82jHaFEVLD4RuxITQDQAAgGQVyZjrCy4wy86ObrvDh/tDtLb//vv+AB/uPtQdXS3S3pjrdu38lyNdPxhF0VIfhdQQE0I3AAAAknVO7EjmuVbgLlPGXzX8zjv9XbsjLVymIKwu6t51OdcVdQH3xo5Huz7SC6EbMSF0AwAAoKi7i6uyt0LyRRf5z3U5uKq4qIDZK69Ets0XXzSbOtXsnnvMRoyILhR7Y67r1AldXy3WOacLi2V9pI+kD92bN2+2fv36WYMGDaxChQrWtm1b+/rrrwPXX3rppZaRkRFy6ty5c8g21q9fbxdffLFVqlTJqlSpYpdffrlt2bIlZJ358+fbSSedZOXLl7d69erZsGHDcu3L2LFj7dBDD3XrNG/e3D788EMrqQjdAAAASJbpvJ5/3uw//zE7+WSz2rXNRo6MbLtqvS5MKNYyVTPXmO1Ro/zny5blHaCjXR/pIenHdF9xxRW2cOFCe/XVV6127dr22muvWYcOHez777+3Ov97Ryhkjwx6Z5UrVy5kGwrcq1evtsmTJ9uuXbvssssus969e9sovdLNbNOmTdaxY0e33REjRtiCBQusV69eLqBrPZkxY4b16NHDhgwZYmeeeaa7bdeuXe3bb7+1I444wkoaQjcAAACSZXz2/76yB7RpY/bjj/qeH90Y6lgKl0U75pox2iVPhs8X7mWYHLZt22b77befvfvuu9alS5fA8tatW9vpp59u9913n2vp3rBhg40fPz7sNn744Qdr1qyZax0/+uij3bJJkybZGWecYb/99psL8s8884zdfvvttmbNGiuruv5mduutt7pt/qh3q5ldeOGFtnXrVpswYUJg28cdd5y1bNnSBfVIKNxXrlzZNm7c6FrdU9mUKWYdOpjp94YFC4p7bwAAAJCuNHZbXckLou+ll1/uD8716+9tHZfgxON1F6dLNwor0nyX1N3Ld+/ebXv27HHduYOpm/kXX3wRuPzpp59a9erVrWnTpnbNNdfYunXrAtfNnDnTtVh7gVvUol2qVCmbpVnt/7dOu3btAoFbOnXqZIsXL7a///47sI5uF0zraHlJREs3AAAAiqIwmrpfR+K228z69fMHbmEMNZJFUncvVyv38ccfb/fee68ddthhVqNGDRs9erQLuo0bNw50LT/vvPOsYcOGtnTpUrvttttcK7jW2WeffVzrtQJ5sNKlS1u1atXcdaJz3T6Y7su7rmrVqu7cWxa8jreNcHbs2OFOwb+EpAtCNwAAAApDLdHqNh48TltdvlXlW128VeBM82drPu1I5JzjWpjnGskgqUO3aCy3xldr/LZCdKtWrdzY6jlz5rjru3fvHlhXxc2OPPJIO/jgg13rd/v27Ytxz82N/7777rstHRG6AQAAECuv63fOga4qjNatm1mVKmYbNoSOg85rerD85riOZcw1EG9J3b1cFKA/++wzV2185cqVNnv2bFcMrVGjRmHX1/IDDjjAlixZ4i7XrFnT1q5dm6vbuiqa6zpvnT/++CNkHe9yQet414czcOBA17/fO2n/0wWhGwAAAIkqjKbAXbWq2TXXqKCx2Zgx/nDNHNdIRUkfuj0VK1a0WrVquTHWH330kZ2jPidhqDiaxnRrXVH3dBVa81rGZerUqZadnW1tVNbwf+tMnz7dhXmPKp1rjLi6lnvrTFH1sCBaR8vzoirqGlAffEq30L19u1l2dnHvDQAAAFJljLYqg+ec+iscBe2nn9b3cH/rN3NcI1UldfVyUcDWLioAq/X65ptvdoXVPv/8czdeWt23u3Xr5lqcNab7lltucXN7a9ovb+owjfFWq7SqjHtThqmwmjdlmFqhtX1NGzZgwAA3RZm6tA8fPjxkyrCTTz7Zhg4d6iqpv/HGG/bAAw9ENWVYOlUv37zZzHsIW7eaZWYW9x4BAAAgWcdoa2y1Sh1NnKghmGazZxe8PX1V79EjdJlCfDTTeQGJFGm+S/ox3XoA6qatFmwVP1PAvv/++61MmTKum/j8+fPt5Zdfdq3Zmv5LwVmF14Ln6n799dft2muvdWO8VbVc23jiiScC1+tAffzxx9anTx83HZm6pw8aNCgQuKVt27YupN9xxx2uWFuTJk3clGIlcY7u4JZu2baN0A0AAFCSFTRG+x//MPvmG7P/TQwUc2E0xmcjFSV9S3c6SaeWbilTRuPjzTRUXb9iAgAAoORR6/NBB0XWZbx2bRVCVqOYmcouhUsiXmE0TRVGKzaSWVrM043kRjE1AAAARDpG++GHzVasMHvkEf9YbaEwGkoCQjdiRugGAAAo2YXRVOdHBc8ioVZur+VaY7wpjIaSIunHdCN5EboBAABKXmE0tVRXrGj22mtm777rr+8TyxhtBW9NSERhNKQ7Qjdi5lUsj/SDFgAAAKldGE0B/MILQ5c1aWL2xx/+Vu/8xmir0nhOFEZDSUD3csSMlm4AAID0mkPbW08t3PmVWy5VyqxvX7OvvzZbvNhs5Ej/csZoA7kRuhEzQjcAAEDqtFyrwvipp5pddJH/XJe1PFhWltmwYQUXRsvO9ncPP/pof9BmjDaQN7qXI2aEbgAAgNSeQ1vLn33WH6InTDD75BOz7dsj2+7q1aGXGaMNhEfoRswI3QAAAMVH3cALKkKWX1dxb1nv3qHLq1f3z6EdbWE0YYw2kBvdyxEzQjcAAEBydxePdA7tww83e+ABs/nz/S3gKnyWc3y2R8vr1QtfGA1AbrR0I2aEbgAAgKJtuY6ku/h99/mn9FKRsylTIrvv228369Fj7+XHH/dvSwE7+H68IP7YY+H3DUBuhG7ErFw5//msWf4KmHn9xwAAAIDY5sRW+NVY6Wi6iytARyvcHNpvvRV+nxS4g/cJQP4yfL78JgNAPG3atMkqV65sGzdutEqVKqX8fww9e5pt2ZL/fwwAAAAlVWFbrr1WZYXfdu3M5s3z/z1iRMH3ffzxZqefbtaqlX/MtvYhvzm0ly0Lv2+RPgagJNoUYb4jdCfhk5LsIvmPgeANAABKsmharjUWO79x1wq5ec2pnZdRo/Z2F/e+u0m4ruJ8dwMSm+8opIaoRNKlqV+/6P9jAAAASBdeyM0ZpL0x12++abZkidmkSWb9+xdc6Mz7XtW4sb/FO9ru4syhDRQvWrqLUDq0dGvstqpjFmTaNLNTTimKPQIAAEgekbRcx+LFF8169dq7fQX4aLuL01UcKJ58RyE1REXjeeK5HgAAQCqINLBOnRpZ4C5b1qxJE7PKlc1mzCh4/UaN/Oe6z1grizOHNlA86F6OQlW2LOx6AAAAqT4n9u7dZp98YnbllWbnnhvZNkeONFu40Gz69OjnxKa7OJBa6F5ehNKhe3lhujQBAACkUwFZLevc2ezbb83Wro1uu8FD8WItdEZ3caB4UUgNCeF1aZKcv8gW1KUJAAAg3QrIqhiaAvf++/un5po8ueharr3u4qpSrnO+fwHJie7liBpdmgAAQEmgMdyRjM9+8EH/WO9nnzXr0CG2Bgp9v1q+3N8Crum+dK6eg0zDCqQ+Qjdi4v3HMHy4/7J+3f3lF/5jAAAAqUGt2JqVZfRo/3nO6U41TvvDDyPbllquy5TZe5mWawDBGNNdhNJhTHdOWVn+qpv6j0khvEGD4t4jAACA/GkMtbqNB7diqyu3WqiPPNLsv/81e/lls1WrIjuSeU2VyphrIL0xZRiKRGam2VFHmX39tX+6C0I3AABIxcJoCuDduoUuq1bNbOdOs61b8y8gGzw+OxhTdAEQupej0Nq29Z9/+SUHEwAAJGd38YIKowXr1Mls7Fj/OG21eAsFZAHEitCNuIVutXQDAAAk2zzanokTIyuMduut/tbwsmUpIAug8ErHYRso4bzQPW+e2ZYtZvvuW9x7BAAASnp38d9/9y//z3/8XcTff9/ss88i26ZauIOpMNo55/irmeu6WrX8XcqZogtAJAjdKDSNZapf32zFCrPZs81OO42DCgAAkmMe7WuvjX67CtU5MT4bQKzoXo64oIs5AAAo6jHakc6j3bKl2aOPmv34o7+xIOf4bI+Wa/qvvAqjAUAsCN2IC0I3AAAoqjHa6i6uaboUpCNxyy1mN9xg1rSpf1owoTAagKJC93LENXTPnGmWnW1Wip9zAABADHNW5zdGW1N6tW7tb7HWNF6xdBfX+Oy33go/T/djj/mvB4B4yvD5Cpo0AUU9eXoq2rXLrEoVs6wss4ULzQ4/vLj3CAAAJAsF6XAhV63OwSFXwVwt2pF0Ga9e3axDB7NJk8z+/jv/ebSXLcsd8CP9EQAACpvvaI9EXJQpY9amjf9vpg4DAAA5W65zBmmvuriuV3dxFWPt1y+ywP3cc/6w/PrrZs8/H1t3ca8wWo8e/nMCN4BEIXQjbhjXDQAAoqkurpNC7377+X+8f/LJyI6fpif1hrJ53cXr1AldRy3cWk53cQDFjTHdiBtCNwAAJUOkXbMjqS6uVm7Zf3+zJk3Mvvoq+im9mEcbQDIjdCNujjvOf/7TT2Z//ml24IEcXAAAUkE045sjGZ+9cqXZ1KlmL7wQ2f2rCrm6lqsYq8Z0q+t5fmO0w03pxTzaAJIV3csRN9WqmR122N4q5gAAIPWn54p0fLYqi3fqZHbIIWb165tdeqnZF19Etg9HHeUP1ArOTOkFIN0QuhFXdDEHACC9ipwFt4Zfd13e47Pl44/Nfv7ZP95aY7RvvdXf8y1nkTOPlterF9pyzRhtAOmG7uWIqxNOMHvxRSqYAwCQ7N3FCypyJmqtHjPG311cw8fWrSv4vu+7z+zaa80qV/ZfPuYYf4BXwA6+r/yqizNGG0A6IXQjIS3dX3/tL4xStiwHGACAZJwT+7PPCi5ytnmz2ZtvRnf/jRrtDdzBLdfh9kmBO6/q4ozRBpAuMny+cL9vojgnT09lejUdcIDZ+vX+6qPe3N0AAKDouovn/HbntSo/8IA/zKoVXIXOtm4teJsXX2x2zjlmf/1l9n//V/D606b5570uTLE2AEinfEfoTsInJdWddZbZhAn+SqQ33FDcewMAQMmgUKsCaAW1XkfLC9He9guqLL5sGWEaQMmwKcJ8RyE1xB3F1AAAiC8F3k8/NRs92n+uy7HMie3VX3n4YbMvvzSrUyfyImdUFgeA2BC6EXf6z1xmzAj/SzgAAIjPlF76f/bbb83uustf9CwSffqY3Xij/0fyJ57wL8sZvPMqckZlcQCIHt3Li1BJ6V6eleUvoLJ7t9ny5WYNGhT3HgEAkDyiGduc1xhtT7Vq/joq0cg55jpc4TW1cOdX5Izx2QBgjOlORiUldMuxx/ormI8aZdajR3HvDQAAqVVZPJox2pmZZp07m515ptkdd/jDfLRjrgnRAJC4fMeUYUgIdVlT6NZ4MUI3AAB5t1qrMJmWa1otBW/1GNP/oa+/HtkY7XHjzDp29P+tnmbRzoktTM8FAInDmG4kBMXUAAAIbUlWC3e4Fmgt06lnT7PWrc3UWKLu388/H9kRXLdu79+MuQaA5ENLNxIauufNM9uyxWzffTnQAICSK5LK4vr/UkXRRFXFDz7YbPr0gretceHBFLw1rzZzYgNAciB0IyE0Zqx+fbMVK8xmzzY77TQONAAgPUUyHnrp0si21bev2c03+wuZRTovtjelVzC6iwNA8qB7ORKGLuYAgJI8nZdarjWvdteuZldfHdn21EqtwC3Miw0A6YHQjYSHbhVTAwAgXQuj5ew2rsvdupntv78/iL/7rn8azdL59C9Uq7XCds5Wa8ZoA0Dqo3s5Eh66Z840y842K8VPPACANOkunl9hNM/Onf5x2d27m114odlPP5mdf77/umgqizNGGwBSG6EbCXPkkf65QzduNPvhB7PDD+dgAwBSfx5ttVqPGBHZdF6qQK4u59K8uX9asHDbV+DOOU93MMZoA0DqInQjYcqUMWvTxmzaNLMZMwjdAIDUnke7d2+zP/80mzLF/4NyJNasCb1MqzUAlDyEbiS8i7kXuq+8koMNAEjNebTl2Wf3LtNUmCqUFu10XkKrNQCULIyyRUJRwRwAkC7zaMtll5nNmmW2bp2/W7g3HjvSwmgAgJKH0I2EOu44/7mKx6hLHgAAhW2R/vRT/1RcOtflwt5GXcCDW7Hz849/mB17rFnZsv5x3pIzeBdUGA0AULIQupFQ1aqZHXbY3irmAAAkYk7saG8zdqzZ++/759BWi/Ubb0S2D8HdxZnOCwAQiQyfL7/JLhBPmzZtssqVK9vGjRutUqVKJebgaiz3Cy+YDRhgNnRoce8NACCdipx5rcqqCp6z+ndetwlHhT/VK2vDhvDr634UzpctCz99WEFTjAEASm6+o5AaimRct0K3iqkBAJCIIme9epn9+KO/23fp0v6QfNdd+QfuUqXMrrvO/+Nws2Z7Q7puG8082hRGAwDkh5buIlRSW7oXLzY79FCz8uX9U6zoCxEAAJG2EmsWjNNOS8zx0rZPOSX/ebpVEK2gebQBACXPJlq6kSwOOcQ/tnv9erO5c/1d+AAACBdw1YVbBcrOPddswQJ/8TP1lorEySeb1a/vD/K//GL21VcF30ZhPxjzaAMA4o3u5Ug4dctTF/MJE/xdzAndAIC8xlv//rtZt27+8B3JFF7B1J3ca7VWlXIVTSsI82gDABKN6uUoEiec4D9nXDcAIJIx2grcZcr4q4urtbtOnejmxNbfzKMNAEgGtHSjSKil2xs7N2qUWe3aVHcFgJI6RlvXR9KKrdbwM8/0/616INEUOdPf6qYeS2E0AADiiZZuFAl1F5R168wuvjiyuVUBAOk1j/aaNWZPPWV2zTWRbW/z5sLNic082gCAZED18iJUUquXxzK3KgAgOUQ6B3V+n/VadvjhZt9/H9mc2XlVFo9mfwp7GwAA4pXvCN1FqCSGbn3RUStHXt0I9WVMrRTLlvEFCABSqbp48I+lBX3WB1MxTRVKGz7c3/IdLoTzfwMAIBUwZRiSQkHj9vRla+VK/3o5WzMAAMlZXVzLX3/d7LDDzBYvNps4MbLArYJo3bv7/z74YMZbAwBKBgqpIaFyzn9a2PUAAInvNh1JdXGN2Y5W8Pa88dbhWtJV4IxhRwCAdJH0hdQ2b95s/fr1swYNGliFChWsbdu29vXXXweu9/l8NmjQIKtVq5a7vkOHDvbzzz+HbGP9+vV28cUXuy7dVapUscsvv9y2bNkSss78+fPtpJNOsvLly1u9evVs2LBhufZl7Nixduihh7p1mjdvbh9++GECH3l6CDf/aWHWA4B0prCr+aXVIqxzXY61aFlh7iPS6uL77uufneL002P7rFewXr5878wWOtdwIwI3ACCt+JLcBRdc4GvWrJnvs88+8/3888++wYMH+ypVquT77bff3PVDhw71Va5c2Td+/HjfvHnzfGeffbavYcOGvm3btgW20blzZ1+LFi18X331le/zzz/3NW7c2NejR4/A9Rs3bvTVqFHDd/HFF/sWLlzoGz16tK9ChQq+Z599NrDOl19+6dtnn318w4YN833//fe+O+64w1emTBnfggULIn4suh8dcp2XFLt3+3x16/p8GRlq38h90vJ69fzrAUC60WfbtGk+36hR/vP8Puveftv/eRn8GanLWh5u3XCfq1qmU7jbRHIf+q9z9Gif74gjwn9m5zy9/vrex8lnPQCgpNkYYb5L6tCdlZXlgu6ECRNClrdq1cp3++23+7Kzs301a9b0PfTQQ4HrNmzY4CtXrpwLzqKArAPx9ddfB9aZOHGiLyMjw/f777+7y08//bSvatWqvh07dgTWGTBggK9p06Yh4b9Lly4h+9GmTRvfVVddFfHjKYmhO/jLYV5fEPP6cggAqSxRIdoLuHkF4bx+zMzvPnTeubPPV6VKZGHbO+mHhJzbz3kfBf0QAABAqoo03yV19/Ldu3fbnj17XHfuYOpG/sUXX9iyZctszZo1rku5R9XB27RpYzNnznSXda4u5UcffXRgHa1fqlQpmzVrVmCddu3aWdmyZQPrdOrUyRYvXmx///13YJ3g+/HW8e4nnB07driKdsGnkiiveVJLlfJ3J6QbIYB0LUKWs4u2V4QsuAt4JOOndf2SJfq/yOz++yMrUKlRUnPmmK1apf+PCr6PSZPMNmwwq1fP7PbbzWrW3Du1Y05arvU0htzDnNgAAKRgIbX99tvPjj/+eLv33nvtsMMOsxo1atjo0aNd0G3cuLEL3KLlwXTZu07n1atXD7m+dOnSVq1atZB1GjZsmGsb3nVVq1Z15/ndTzhDhgyxu+++u1DHIF3oy9g55+wdJ9i/v9mff5pt317cewYA8S1cFkmIvvJK/3RZO3f6564uKETr+iZNonumbrvNf4qGgro+n/WYWrWKvrp48Gc9c2IDAOCX1C3d8uqrr7piaXXq1LFy5crZE088YT169HAt1clu4MCBbk5u77RSTQ8lmL6caVqwf/3L7MYb/cs012u4L6YAkGwiLVw2eXLBRcjWrzfr08fshhvMnn8+svsvXdp/f82aRba+Qrp+GIjmv0tVDveCdKwt195nfY8e/vN4VFMHACCVJX1yPfjgg+2zzz5z1cYVWmfPnm27du2yRo0aWU31fTOzP/74I+Q2uuxdp/O1a9fm6rauiubB64Tbhnddfut414ejHwlUMT34hL2tPBUqmH33nb9FBABSubv4iBFmTz1ldsYZZmefHdk2NepJc1Z36hTZ+h9/7K/sPX++P/gW1PX7hx/8XcvVmv7225HdB9XFAQAogaHbU7FiRTctmMZYf/TRR3bOOee4LuEKvVOmTAmsp3HTGqutbumi8w0bNtgcDWz7n6lTp1p2drYb++2tM336dBfmPZMnT7amTZu6ruXeOsH3463j3Q+iU62a2b//vbe1GwCSVUHdxXW65hqza681mzjRLOi/knw99JB/2q4PPogsRLdr57+slmPvczPnbcJ1/da5unxHch/BY7Q9tFwDAJDmoVsBe9KkSa5omkLuqaee6ubKvuyyyywjI8PN4X3ffffZe++9ZwsWLLBLLrnEateubV27dnW311jwzp0725VXXulayb/88ku79tprrXv37m49ueiii1wRNc3fvWjRIhszZow9/vjj1l8D2/7n+uuvd/vxyCOP2I8//mh33XWXffPNN25biM111/nPx4/3z9MKAMko0jmrmzc3GzrUbN686AJutCE6lq7fsdwHAACIE1+SGzNmjK9Ro0a+smXLuunB+vTp46YF82jasDvvvNPNs62pwtq3b+9bvHhxyDbWrVvn5uXed9993Rzfl112mW/z5s0h62iO7xNPPNFto06dOm7+75zefPNN3yGHHOL25fDDD/d98MEHUT2WkjplWH46dPC3E914Y3HvCYCSJpI5tLOzfb4HHohs+ixtpzDTZ4WbYkxTf+U31VY084DHeh8AAKBw+S5D/8QrwCN/6vquKc1UVI3x3X7qVnnmmZrqzd+StO++vIoAFM0YbXUZD27BViuxWoPVSqzK26+/bvbKK2YLFkS2zWnT/IXD8rsPtXCrRTmvImSRVEcvrKK4DwAASoJNEeY7QncSPiklSXa22aGHmv38s78I0f/9X3HvEYCSUhQt50/O3tRYLVv6i5Xp80nKlPFXDt+2Lfz2dDsFdhU5Czd9GAEXAICSne+Sfkw30pumsunb1//3E0/s/ZILAIkQyRzamlVBn0Vt2/qrkmviitde84fraMdDU4QMAAAQulHsLr3UTD8MLV7snxIHAIq7KNqrr5p9+aXZVVeZaRKLWOesBgAAIHSj2O23n1mvXv6/mT4MQGFasT/91D8Nl851OWdLdo6ZH/MUrtVawVozLWjs9qhR/nN1KSdwAwCA/DCmuwgxpjtvv/xi1rix/0vxDz/4x3kDQDwKo2l+65dfNnvuObOffoqtKBoAAECs+a50ntcARahRI7OzzzZ7913/2O6nn+bwAyhcYTQF8G7d/EXQdu/2L6tY0X++dWv+RdG8ObQBAAAKi+7lSBpqpRK1SP39d3HvDYBk7y5eUGE0jwL3UUeZPfusf5osTQMWS1E0AACAWBC6kTTUlfPII82yssxefLG49wZAcbdeH3SQ2amnml10kf9cl7Xco6D95puRFUZ79FGz3r39NSQoigYAAIoSY7qLEGO6C6awfcUVZg0amC1Z4u8WCiA9RDpndX7zaMuVV5pt3hx5JXJR4bMePWLbHwAAgMLkO0J3ESJ0F2zbNrN69czWrfNPw6PxmADSu9BZcPVvBWG1aEcapkuV8s+pXRAKowEAgOLKd3QvR1KpUMHs6qv9fzN9GJAevJbrnEH699/9y8eMMZs3z+z1183+/e/IAnfPnmZTp5pt2OAP7znHZ3u0XD/kURgNAAAUF1q6ixAt3ZFZtcrfvVzFjzTFz7770vUTSFXRtlxHKri7uBfqJbhLuhfE1WuGubQBAEC80dKNlFW7ttlxx/n/VuGjvIooAUjuyuLy2WeRBW79uKbWaE0dGAmNwfZQGA0AACQzWrqLEC3dkVGwDjeWm1YrIDXGZ+/aZTZ9un89hfJIpgBU13L9wOa1jKvrebhpwLx5tJcty130jMJoAACgKFFILQkRugvfFTW/L9wAEi+/yuJadvLJZvPnRxa08yp0RndxAACQCuhejpRU0BRA+lK/cqV/PQBF211cy9TCHa4F2lum7uQK3AccYHb55WbvvmtWp050hc7oLg4AANIJsyAjqWi+3HiuByA+03lpWq5XXolsfPZjj5lde+3e3igqiqjWca813OMFca2fs+eK7vecc5hHGwAApD5CN5JKcHGkeKwHpItoxytHun5e3cU1plq1FTTOWtNyzZjhP49E9eqh9+W1XIcL9grceVUW1za8LucAAACpikJqRYgx3QUrTBEloCS3RMeyfrTTeZUrZ7ZjR3Tjs4NR6AwAAKQTCqklIUJ3ZPIqouR5+23m3EXJkV/hsnBzUBe0/htvmB1yiNncuWbvv282blzB+9Cnj9mll5odcYRZkyb8KAYAACCE7iRE6I5cuJY6Ofhgs59+MitVKt7PDlC0Imn1jaQlukYNs4kTzcqU8V/+xz/M1qyJ776OGmXWo4f/byqLAwAA+FG9HClNLXfLl/u7qeoLv1q399vPbOlSs5dfLu69A6Kv/B1MwVVh+tRT/WOmda7LWu7ZuNHs0UcL7vr9xx9mrVqZNW/uP0USuCtW9Hf/9nqURFNDgcriAAAA0WFMdxGipbtwHnnE7Kab/C17au2uVClOTwxQiLHHsYy3zm+e606d/Pe7YEH44RXh6L2g8dbbtplt2VLw+q+/7g/7hamhwPhsAABQ0m3atMkqV65sGzdutEr5hBM66SJl9O3rH4uqlr377ivuvUG6iqQVOmeAztkarRCr5TlvE8k81x99ZDZ/vv9ypFX6NRf22rX+MdqRqF3bf64grR8HJOc82vlN5+XdVq3l6naucwobAgAAhEdLdxGipbvwPvzQrEsX//jVhQv9IRwoSGGnzwpXtKyg8da6zYEHmt1/v9nPP/t7Z6h42a+/Fvx83XWXWe/e/qm3ommJjrXlOlxrfb16+U/nBQAAUNJtirClm9CdhE8K8qfQ7YXvCRM4Wqku0d2U4zl9VrVq/hC9c6fZokVmzz1nCVGYwmWxFjqjuzgAAEB0CN1JiNAdH4sX+6cu2r3bH75PPz1OG0ZYiQxj0Y6HTkTL9bnn+luGR440GzTI4k7FzU4+2d8rQ2OuBwyIfp7raFuiabkGAABIPEJ3EiJ0x48KqqmwWtOm/vGvZcvGceModChOxPzTiWi5Ll/erHJlf52ASLVubda4sdmGDf7x19EE6KIsXEbLNQAAQGIRupMQoTt+NJ2SWg5VPErTKt1wQxw3nuYSMb45ln0oaDx0XmOP89unsWP9rcqrVplNmhRZq7LoPho0MPvll8hDdGHGT8fS/RsAAADJhdCdhAjd8fXii2ZXXOGfLkmFqlR0CvmLVytxYVtkNZe1qoIXRM+tnle1Rus0c6a/i3Y8DR5sdsst/im3og3RsQZoun8DAACkPqYMQ9q77DJ/V99Nm8zuuKO49yb5RTq9VXa22bhx+XfLVsBcudIfrqOZbmvXLn8LtIJuJPTcLlliNmeO2dSpkQfuAw4wa9QosnXVap2ZGdv0WQrUCtZ16oSur3CeX4u1li9f7m81V9E0nSvM08INAACQfqheXoRo6Y6/L780O/FEfyj65huzVq0ScCdpINLxzSrOtWKF2Y4dkW1XIbFXL7Njj/UH8Ly6fmtZhw7+KbPWrYt8v//7X7MmTfzjpydONHv66YJv88orZv/+d9FOn8X4aQAAgJJnE1OGJR9Cd2JcfLG/tfCEE8zuvddszZrETD2VyiLtzu0pVcrf4h0Nb57ogqi7uMLr22+b/fVX5IE40scQXLiM6bMAAACQKHQvR4nx4IP+6uVq9T7ttPDdmks6ja+OxO23+4uJbd3qD705u1kHq1rV7F//Mjv0UP/lSAL3ww/7W56fecZsxIjounLrR5T89knL1SKt9Qrb/Vv3q+CuubJ1zo83AAAAiFWpmG8JJInZs8127sy9POdY5ZJKx0bjqCOhLuANG/q7muc3vlmnF14we/VVsx9+8P8didq1zUqXji0QxzLm2rsfxk8DAACguDCmuwjRvTz+ClNluyTQGOpLL/XPZZ6fwo5vjqXrd6zjoan8DQAAgGTAmO4kROiOv8KEvXSQV2BV6/Z995kNGWK2e7e/mnfPnv45zaOd3iqSUBxr0bJ4P24AAAAg2fLd/zp6Auk9Vlndi9MtvOU157aWqYL3ggX+Zeefb/bkk/4CZm3bhr9NfpW5vfHN+fG6fqs7v1etPJKu37GKZJ8AAACAZED38iJES3fxtXRrjPKFF/qnkvIKY+UVWhUek32+ZK8qd7hWZY9atzXFlkJ3Uf3QQNdvAAAAlBSbmDIs+RC646+gbs3hprJS4a6jjzZ7773wc0pLfpWtU2HO7QoV/FXIa9a0IpfKvQcAAACASDFlGEqEgipa6zRmjNkXX5hddZVZlSr+gP7uu+FDuresX7/IpsAqDgq0+QVu2bbN7McfrVgw3RYAAACwF1OGIeUVNPVUt25mJ5zgnxd6zRqzu+/Of3sK3itX+sNtUVPQV5f50aP95+GCv340iOd4dwAAAACJQyE1pE3wPuecgrs1lytn1qRJ0YXWaLpaFzTGfONGsxdfNBs2LLL71v0BAAAAKF6EbqSNSCtaRxpGJ04069TJrFq1xIToSAqjqVVbyzt3Nps+3WzrVv/ynBXCw03PpX0DAAAAULyoXl6EKKSWOsXXPJpuT8FZY7zV3buwITpcobZICqN5Dj/cvw/77mt28cXRz7kNAAAAID6oXp6ECN3JwwvFeYXWm24y++gjs/nz91YDV3GynGIJ0V5L9Jw5ZuvXm338sdl11xW8zw8/bNa//977ZHouAAAAIPnzHd3LUaKLr4VruX7sMf/1Q4eajR9vdtddZgsWhN+OF9ivuMK/nV27zL7/Pv9Wa69QW/Xq0e1z7dqhFdojHccOAAAAoPjQvbwI0dKdfCIZoz11qln79om5f/0gpq7iq1YVvO60aZGNWQcAAACQeLR0A3EqvvbHH5EdymOPNTvkEH+X8Q8/LHh9dV/v2LHgMeYURgMAAABSF/N0A3Gqdv7gg2avvmr23nv+burBXcGDaXm9entbzxX8VYzNuy7nuqIu73QbBwAAAFIPoRsogLqcRxKivSm6YgnR3hjzOnVC19f9UokcAAAASF2EbqAARRWitWz5cv/Y7VGj/OfLljH1FwAAAJDKKKRWhCikltpimaIrkkJtAAAAAFIP83QnIUJ36iNEAwAAABCqlwPFVO0cAAAAADyM6QYAAAAAIEEI3QAAAAAAJAihGwAAAACABCF0AwAAAACQIIRuAAAAAAAShNANAAAAAECCELoBAAAAAEgQQjcAAAAAAAlC6AYAAAAAgNANAAAAAEBqoaUbAAAAAIAEIXQDAAAAAJAghG4AAAAAABKE0A0AAAAAQIIQugEAAAAASJDSidowcvP5fO5806ZNHB4AAAAASGFervNyXl4I3UVo8+bN7rxevXpFebcAAAAAgATmvMqVK+d5fYavoFiOuMnOzrZVq1bZfvvtZxkZGUnxy4x+AFi5cqVVqlSpuHcH/8Pzkpx4XpITz0ty4nlJTjwvyYnnJTnxvCSnTUmWXxSlFbhr165tpUrlPXKblu4ipCeibt26lmz0gk2GFy1C8bwkJ56X5MTzkpx4XpITz0ty4nlJTjwvyalSEuWX/Fq4PRRSAwAAAAAgQQjdAAAAAAAkCKG7BCtXrpwNHjzYnSN58LwkJ56X5MTzkpx4XpITz0ty4nlJTjwvyalciuYXCqkBAAAAAJAgtHQDAAAAAJAghG4AAAAAABKE0A0AAAAAQIIQukuwp556yg466CArX768tWnTxmbPnl3cu1RiDBkyxI455hjbb7/9rHr16ta1a1dbvHhxyDqnnHKKZWRkhJyuvvrqYtvnkuCuu+7KdcwPPfTQwPXbt2+3Pn362P7772/77ruvdevWzf74449i3eeSQJ9TOZ8XnfRcCO+VojF9+nQ766yzrHbt2u74jx8/PuR6n89ngwYNslq1almFChWsQ4cO9vPPP4ess379erv44ovd3KpVqlSxyy+/3LZs2VJEj6DkPS+7du2yAQMGWPPmza1ixYpunUsuucRWrVpV4Hts6NChxfBoSs775dJLL811zDt37hyyDu+Xon9ewv1fo9NDDz0UWIf3S/F8L94ewXewFStWWJcuXSwzM9Nt5+abb7bdu3dbMiB0l1Bjxoyx/v37u+p/3377rbVo0cI6depka9euLe5dKxE+++wz98Hx1Vdf2eTJk90Xo44dO9rWrVtD1rvyyitt9erVgdOwYcOKbZ9LisMPPzzkmH/xxReB62644QZ7//33bezYse451BfX8847r1j3tyT4+uuvQ54TvWfk/PPPD6zDeyXx9Pmk/yv0g204+nx64oknbMSIETZr1iwX8vT/ir4oeRS4Fy1a5J7DCRMmuC/AvXv3LoK9L5nPS1ZWlvs//s4773Tn77zzjvsie/bZZ+da95577gl5n/Xt27eIHkHJfL+IQnbwMR89enTI9bxfiv55CX4+dPrvf//rQrcCXjDeL0X/vfiGAr6D7dmzxwXunTt32owZM+zll1+2l156yf0YnBR8KJGOPfZYX58+fQKX9+zZ46tdu7ZvyJAhxbpfJdXatWt9ejt+9tlngWUnn3yy7/rrry/W/SppBg8e7GvRokXY6zZs2OArU6aMb+zYsYFlP/zwg3veZs6cWYR7Cb0vDj74YF92drY7GLxXip5e9+PGjQtc1nNRs2ZN30MPPRTynilXrpxv9OjR7vL333/vbvf1118H1pk4caIvIyPD9/vvvxfxIygZz0s4s2fPduv9+uuvgWUNGjTwDR8+vAj2sGQK97z07NnTd8455+R5G94vxfO85KTn6LTTTgtZxvul6L8Xb4jgO9iHH37oK1WqlG/NmjWBdZ555hlfpUqVfDt27PAVN1q6SyD9AjRnzhzX9c9TqlQpd3nmzJnFum8l1caNG915tWrVQpa//vrrdsABB9gRRxxhAwcOdK0WSCx1h1W3s0aNGrlWBnVVEr1n9Mtr8PtGXc/r16/P+6aIP79ee+0169Wrl2t98PBeKV7Lli2zNWvWhLw/Kleu7IYuef+v6Fxdyo8++ujAOlpf//+oZRxF9/+N3jt6LoKpO7m6bR511FGuK22ydMlMZ59++qnrAtu0aVO75pprbN26dYHreL8UP3Vd/uCDD9wwmJx4vxTt9+I5EXwH07mG0tSoUSOwjnpbbdq0yfWwKm6li3sHUPT++usv1wUj+EUpuvzjjz/ylBSx7Oxs69evn51wwgkuXHsuuugia9CggQuA8+fPd+Py1C1Q3QORGAoI6oqkL0DqVnb33XfbSSedZAsXLnSBomzZsrm+qOp9o+tQNDT+bsOGDW48pIf3SvHz3gPh/l/xrtO5Akaw0qVLuy9VvIeKhrr66/+SHj16uHH1nuuuu85atWrlngt1y9SPvPoMfPTRR4toz0oedS1X19iGDRva0qVL7bbbbrPTTz/dBYd99tmH90sSUPdkjTHOOYyM90vRfy9eE8F3MJ2H+z/Iu664EbqBYqYxLAp1wWOHJXico365U3Gi9u3bu/+cDz744GLY0/SnLzyeI4880oVw/fDx5ptvusJQKH4vvviie570Y5SH9wpQMLUSXXDBBa7g3TPPPBNynWq8BH/26cvtVVdd5YoblStXjsObAN27dw/5P17HXf+3q/Vb/9ej+Gk8t3q8qeBwMN4vxfO9ONXRvbwEUndl/Yqas+KfLtesWbPY9qskuvbaa10xoWnTplndunXzXVcBUJYsWVJEewf9onrIIYe4Y673hro2q5U1GO+bovPrr7/aJ598YldccUW+6/FeKXre/x35/b+i85zFOtWFWRWa+b+naAK33kMqUhTcyp3Xe0jPzfLlyxO8Z/BoSJO+n3n/x/N+KV6ff/65611Y0P83wvsl8d+La0bwHUzn4f4P8q4rboTuEki/YLdu3dqmTJkS0pVDl48//vhi3beSQi0N+mAZN26cTZ061XUvK8h3333nztXijaKhqYzUs0DHXO+ZMmXKhLxv9B+yxnzzvikaI0eOdN2TVZ00P7xXip4+w/SlJvj9oXF0GqvtvT90ri9MGpvn0eef/v/xfihB4gK36lXoRyuN2y6I3kMaa59zOAAS57fffnNjur3/43m/FH+vKv2/r0rnBeH9kvjvxa0j+A6m8wULFoT8uOv9yNisWTMrdsVdyQ3F44033nBVZV966SVXIbN3796+KlWqhFT8Q+Jcc801vsqVK/s+/fRT3+rVqwOnrKwsd/2SJUt899xzj++bb77xLVu2zPfuu+/6GjVq5GvXrh1PSwLdeOON7jnRMf/yyy99HTp08B1wwAGuiqZcffXVvvr16/umTp3qnpvjjz/enZB4mmFBx37AgAEhy3mvFJ3Nmzf75s6d6076+vDoo4+6v70q2EOHDnX/j+jzav78+a7qb8OGDX3btm0LbKNz586+o446yjdr1izfF1984WvSpImvR48eRfgoStbzsnPnTt/ZZ5/tq1u3ru+7774L+f/Gq+Y7Y8YMV7lc1y9dutT32muv+Q488EDfJZdcUtwPLW2fF1130003uarL+v/mk08+8bVq1cq9H7Zv3x7YBu+Xon1ePBs3bvRlZma6ytc58X4pnu/FkXwH2717t++II47wdezY0X2eTZo0yX2WDRw40JcMCN0l2H/+8x/34i1btqybQuyrr74q7l0qMfRBH+40cuRId/2KFStcwK5WrZr7caRx48a+m2++2f1HgMS58MILfbVq1XLviTp16rjLCnUehYf/+7//81WtWtX9h3zuuee6/xSQeB999JF7jyxevDhkOe+VojNt2rSwn1ua+sibNuzOO+/01ahRw31utW/fPtfztW7dOhey9913XzeNy2WXXea+BCMxz4sCXV7/3+h2MmfOHF+bNm3cF97y5cv7DjvsMN8DDzwQEv4Q3+dFQULBQIFA0yBpCqorr7wyV8MH75ei/xyTZ5991lehQgU3TVVOvF+K53txpN/Bli9f7jv99NPd86dGEzWm7Nq1y5cMMvRPcbe2AwAAAACQjhjTDQAAAABAghC6AQAAAABIEEI3AAAAAAAJQugGAAAAACBBCN0AAAAAACQIoRsAAAAAgAQhdAMAAAAAkCCEbgAAAAAAEoTQDQBAilm+fLllZGTYd999Z8nixx9/tOOOO87Kly9vLVu2TPj9HXTQQfbYY4/F9Zi99NJLVqVKlTjtIQAAfoRuAACidOmll7oAN3To0JDl48ePd8tLosGDB1vFihVt8eLFNmXKlIQft6+//tp69+5dqH0GAKAoELoBAIiBWnQffPBB+/vvv9Pm+O3cuTPm2y5dutROPPFEa9Cgge2///4JP24HHnigZWZmWirYtWtXce8CAKAYEboBAIhBhw4drGbNmjZkyJA817nrrrtydbVWl2h1jQ5u/e3atas98MADVqNGDde9+Z577rHdu3fbzTffbNWqVbO6devayJEjw3bpbtu2rQuyRxxxhH322Wch1y9cuNBOP/1023fffd22//3vf9tff/0VuP6UU06xa6+91vr162cHHHCAderUKezjyM7Odvuk/ShXrpx7TJMmTQpcr1bqOXPmuHX0tx53YY6bfPHFF3bSSSdZhQoVrF69enbdddfZ1q1b8+xermOh0K9j0axZM/vkk0/cvqgVPdgvv/xip556qgvsLVq0sJkzZ+a6b92mSZMmbls6JitXrgy5/plnnrGDDz7YypYta02bNrVXX3015Hrdr9Y5++yzXev//fff735kuPjii92PBXpM2n645xQAkH4I3QAAxGCfffZxQfk///mP/fbbb4U6hlOnTrVVq1bZ9OnT7dFHH3Vdtc8880yrWrWqzZo1y66++mq76qqrct2PQvmNN95oc+fOteOPP97OOussW7dunbtuw4YNdtppp9lRRx1l33zzjQvJf/zxh11wwQUh23j55ZddePzyyy9txIgRYffv8ccft0ceecQefvhhmz9/vguiCpQ///yzu3716tV2+OGHu33R3zfddFOhjptazTt37mzdunVz9zdmzBgXwvUDQTh79uxxP1woSOt4Pffcc3b77beHXVfLtX8a233IIYdYjx493A8cnqysLBeSX3nlFXdMdBy7d+8euH7cuHF2/fXXu8eqHzX0vFx22WU2bdq0kPvRDw/nnnuuLViwwHr16mV33nmnff/99zZx4kT74YcfXCjXDx0AgBLABwAAotKzZ0/fOeec4/4+7rjjfL169XJ/jxs3zhf8X+vgwYN9LVq0CLnt8OHDfQ0aNAjZli7v2bMnsKxp06a+k046KXB59+7dvooVK/pGjx7tLi9btszdz9ChQwPr7Nq1y1e3bl3fgw8+6C7fe++9vo4dO4bc98qVK93tFi9e7C6ffPLJvqOOOqrAx1u7dm3f/fffH7LsmGOO8f3f//1f4LIepx5vPI7b5Zdf7uvdu3fIbT///HNfqVKlfNu2bXOXdcx0LGXixIm+0qVL+1avXh1Yf/LkyW6b2nbwMXvhhRcC6yxatMgt++GHH9zlkSNHustfffVVYB1dp2WzZs1yl9u2beu78sorQ/bt/PPP951xxhmBy1q/X79+IeucddZZvssuuyzf4wMASE+0dAMAUAgan6zWYrVexkqtxKVK7f0vWV3BmzdvHtI6rHHSa9euDbmdWrc9pUuXtqOPPjqwH/PmzXOtr+pa7p0OPfTQQEuyp3Xr1vnu26ZNm1wr/AknnBCyXJcL85jzO27ad1USD953ta6rm/uyZctyra/ibeqCrm7rnmOPPTbs/R555JGBv2vVquXOg4+rjuMxxxwTuKxjpi7/3n7qPJJjoeci2DXXXGNvvPGG65p/yy232IwZM/I5OgCAdELoBgCgENq1a+cC4cCBA3P/J1uqlJpvCyyqVaZMmVxjgsMtU+iM1JYtW1x3c3WjDj6pS7j22aMxx8l23LTv6rYdvN8K4tp3jaUujODj6lVMj+a4RirncdXY+l9//dVuuOEG9yNG+/bt8+2GDwBIH4RuAAAKSVNgvf/++7mKcqlo1po1a0KCdzzn1v7qq68Cf2tcsoqZHXbYYe5yq1atbNGiRa7gWOPGjUNO0QTtSpUqWe3atd345mC6rIJliThu2neNf8653zpp/HlOKmamYmcasx48pVgsdBw1Bj64FV3jur3jqvNYj4VeDz179rTXXnvNFYHT2HMAQPojdAMAUEjqCq7K1E888UTIclUH//PPP23YsGGuS/dTTz3lCmnFi7anwl6q3N2nTx9XIVtFu0SX169f7wqFKYDq/j/66CNX9EuFx6Khgm3qDq6CZgqht956q/vxQAXFEnHcBgwY4Lpfq3Ca1zr/7rvv5llI7R//+IdrAVegVeE1heA77rjDXRft/N9qCe/bt68ryKYfMVRd/rjjjgt0V9exUNd3FULTfqnw3TvvvFNgq/WgQYPcY1iyZIn7MWTChAmBIA8ASG+EbgAA4kDTZeXspqxQ9fTTT7twrOmpZs+eHdcuxWop1knbVnXv9957L1AR22udVsDu2LGjC7iaGkzjk4PHj0dC03X179/fVezWdlQJXfelaa8Scdw07lrTn/30009u2jBVYFdo1WMKR2PeNc2XuqVrPPYVV1wRqF6uab+ioQroCv0XXXSRG6ut8eT6scGjKumq5q5K7hqL/+yzz7qpv/QDS37UQq+u9Hps6lqvfdYYbwBA+stQNbXi3gkAAIB40g8OmrdbLcuFHQcOAEBhELoBAEDKUzd7tUqr9V1BW13fNc+5egAAAFCcShfrvQMAAMTB5s2bXbfwFStWuC72HTp0sEceeYRjCwAodrR0AwAAAACQIBRSAwAAAAAgQQjdAAAAAAAkCKEbAAAAAIAEIXQDAAAAAJAghG4AAAAAABKE0A0AAAAAQIIQugEAAAAASBBCNwAAAAAACULoBgAAAADAEuP/AQq/t/Asn/1AAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -1856,7 +1845,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1865,22 +1854,25 @@ "74240.70943389146" ] }, - "execution_count": 20, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# Make predictions on the test set\n", + "# Make predictions on the test set (that we held out earlier)\n", "sacramento_test[\"predicted\"] = sacr_gridsearch.predict(sacramento_test[[\"sq__ft\"]])\n", + "# Take model; we want to predict sale priced based on house sizes, and store predictions in new column \"predicted\"\n", "\n", - "# Calculate RMSPE\n", + "# Calculate RMSPE for test set with mean_squared_error argument (requires y_true and y_pred)\n", "rmspe = mean_squared_error(\n", " y_true=sacramento_test[\"price\"],\n", " y_pred=sacramento_test[\"predicted\"]\n", ")**0.5\n", "\n", - "rmspe" + "rmspe\n", + "\n", + "# \"On average, our predictions are off by about $75,000 from the actual sale prices.\"" ] }, { @@ -1903,7 +1895,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1912,18 +1904,18 @@ "0.49526130381694955" ] }, - "execution_count": 21, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# Calculate R² \n", + "# Calculate R²: requires y_true and y_pred\n", "r2 = r2_score( \n", "y_true=sacramento_test[\"price\"], y_pred=sacramento_test[\"predicted\"] \n", ")\n", "\n", - "r2" + "r2 # what portion of variance in the response variable is explained by the predictor variable(s)" ] }, { @@ -1944,20 +1936,20 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/juliagallucci/miniconda3/lib/python3.10/site-packages/sklearn/base.py:439: UserWarning: X does not have valid feature names, but KNeighborsRegressor was fitted with feature names\n", + "/Users/mcowan38/Documents/GitHub/DSI/LCR/lcr-env/lib/python3.11/site-packages/sklearn/utils/validation.py:2749: UserWarning: X does not have valid feature names, but KNeighborsRegressor was fitted with feature names\n", " warnings.warn(\n" ] }, { "data": { - "image/png": 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", + "image/png": 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178 rows × 14 columns

\n", + "
" + ], + "text/plain": [ + " alcohol malic_acid ash alcalinity_of_ash magnesium total_phenols \\\n", + "0 14.23 1.71 2.43 15.6 127.0 2.80 \n", + "1 13.20 1.78 2.14 11.2 100.0 2.65 \n", + "2 13.16 2.36 2.67 18.6 101.0 2.80 \n", + "3 14.37 1.95 2.50 16.8 113.0 3.85 \n", + "4 13.24 2.59 2.87 21.0 118.0 2.80 \n", + ".. ... ... ... ... ... ... \n", + "173 13.71 5.65 2.45 20.5 95.0 1.68 \n", + "174 13.40 3.91 2.48 23.0 102.0 1.80 \n", + "175 13.27 4.28 2.26 20.0 120.0 1.59 \n", + "176 13.17 2.59 2.37 20.0 120.0 1.65 \n", + "177 14.13 4.10 2.74 24.5 96.0 2.05 \n", + "\n", + " flavanoids nonflavanoid_phenols proanthocyanins color_intensity hue \\\n", + "0 3.06 0.28 2.29 5.64 1.04 \n", + "1 2.76 0.26 1.28 4.38 1.05 \n", + "2 3.24 0.30 2.81 5.68 1.03 \n", + "3 3.49 0.24 2.18 7.80 0.86 \n", + "4 2.69 0.39 1.82 4.32 1.04 \n", + ".. ... ... ... ... ... \n", + "173 0.61 0.52 1.06 7.70 0.64 \n", + "174 0.75 0.43 1.41 7.30 0.70 \n", + "175 0.69 0.43 1.35 10.20 0.59 \n", + "176 0.68 0.53 1.46 9.30 0.60 \n", + "177 0.76 0.56 1.35 9.20 0.61 \n", + "\n", + " od280/od315_of_diluted_wines proline class \n", + "0 3.92 1065.0 0 \n", + "1 3.40 1050.0 0 \n", + "2 3.17 1185.0 0 \n", + "3 3.45 1480.0 0 \n", + "4 2.93 735.0 0 \n", + ".. ... ... ... \n", + "173 1.74 740.0 2 \n", + "174 1.56 750.0 2 \n", + "175 1.56 835.0 2 \n", + "176 1.62 840.0 2 \n", + "177 1.60 560.0 2 \n", + "\n", + "[178 rows x 14 columns]" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.datasets import load_wine\n", "\n", @@ -91,12 +369,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 68, "id": "56916892", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "178" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your answer here" + "# .shape[0] gives number of rows in df\n", + "wine_df.shape[0]" ] }, { @@ -109,12 +399,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 69, "id": "df0ef103", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "14" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your answer here" + "# shape[1] gives number of columns in df\n", + "wine_df.shape[1]" ] }, { @@ -127,12 +429,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 70, "id": "47989426", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0 1 2]\n" + ] + } + ], "source": [ - "# Your answer here" + "# variable type\n", + "wine_df['class'].dtype\n", + "\n", + "# unique values in class column\n", + "print(wine_df['class'].unique())" ] }, { @@ -146,12 +460,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 71, "id": "bd7b0910", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "13" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your answer here" + "# number of predictors minus the DV\n", + "wine_df.shape[1] - 1" ] }, { @@ -175,10 +501,37 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 72, "id": "cc899b59", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " alcohol malic_acid ash alcalinity_of_ash magnesium \\\n", + "0 1.518613 -0.562250 0.232053 -1.169593 1.913905 \n", + "1 0.246290 -0.499413 -0.827996 -2.490847 0.018145 \n", + "2 0.196879 0.021231 1.109334 -0.268738 0.088358 \n", + "3 1.691550 -0.346811 0.487926 -0.809251 0.930918 \n", + "4 0.295700 0.227694 1.840403 0.451946 1.281985 \n", + "\n", + " total_phenols flavanoids nonflavanoid_phenols proanthocyanins \\\n", + "0 0.808997 1.034819 -0.659563 1.224884 \n", + "1 0.568648 0.733629 -0.820719 -0.544721 \n", + "2 0.808997 1.215533 -0.498407 2.135968 \n", + "3 2.491446 1.466525 -0.981875 1.032155 \n", + "4 0.808997 0.663351 0.226796 0.401404 \n", + "\n", + " color_intensity hue od280/od315_of_diluted_wines proline \n", + "0 0.251717 0.362177 1.847920 1.013009 \n", + "1 -0.293321 0.406051 1.113449 0.965242 \n", + "2 0.269020 0.318304 0.788587 1.395148 \n", + "3 1.186068 -0.427544 1.184071 2.334574 \n", + "4 -0.319276 0.362177 0.449601 -0.037874 \n" + ] + } + ], "source": [ "# Select predictors (excluding the last column)\n", "predictors = wine_df.iloc[:, :-1]\n", @@ -204,7 +557,7 @@ "id": "403ef0bb", "metadata": {}, "source": [ - "> Your answer here..." + "> KNN uses a distance calculation for its classification, so if the variables are not standardized/are on different scales, those variables with larger scales will overpower the distance calculation (more influence than smaller-scale variables)." ] }, { @@ -220,7 +573,7 @@ "id": "fdee5a15", "metadata": {}, "source": [ - "> Your answer here..." + "> The outcome we're interested in is categorical (not continuous), so standardization is not applicable -- and isn't involved in the distance calculation." ] }, { @@ -236,7 +589,18 @@ "id": "f0676c21", "metadata": {}, "source": [ - "> Your answer here..." + "> We have to set a random seed to control the randomness in our code (e.g., below). If we have a seed, the numbers generated will stay the same for each run (for reproducibility)." + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "09daf102", + "metadata": {}, + "outputs": [], + "source": [ + "# set seed\n", + "np.random.seed(38)" ] }, { @@ -251,7 +615,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 74, "id": "72c101f2", "metadata": {}, "outputs": [], @@ -260,8 +624,12 @@ "np.random.seed(123)\n", "\n", "# split the data into a training and testing set. hint: use train_test_split !\n", - "\n", - "# Your code here ..." + "X_train, X_test, y_train, y_test = train_test_split(\n", + " predictors_standardized, # standardized predictor variables\n", + " wine_df['class'], # response variable\n", + " train_size = 0.75, # 75% training data; 25% testing leftover\n", + " stratify = wine_df['class'] # keep same proportions in train/test\n", + ")" ] }, { @@ -284,12 +652,51 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 75, "id": "08818c64", "metadata": {}, "outputs": [], "source": [ - "# Your code here..." + "# 1. Initialize\n", + "knn = KNeighborsClassifier()\n", + "\n", + "# 2. Define parameter grid from 1-50\n", + "param_grid = {'n_neighbors': list(range(1, 51))} # include 51 to make range inclusive of 50\n", + "\n", + "# 3. Set up GridSearchCV with 10-fold cross-validation\n", + "knn_grid_search = GridSearchCV(\n", + " estimator = knn,\n", + " param_grid = param_grid,\n", + " cv = 10,\n", + ")\n", + "\n", + "# 4. Fit model on training data and get value of best k\n", + "knn_grid_search.fit(X_train, y_train)\n", + "best_k = knn_grid_search.best_params_['n_neighbors']" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "d7f8d793", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "7" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# check best k\n", + "best_k\n", + "\n", + "# Grid search suggests 7 is the best k" ] }, { @@ -305,12 +712,674 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 77, "id": "ffefa9f2", "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
KNeighborsClassifier(n_neighbors=7)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "KNeighborsClassifier(n_neighbors=7)" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Fit KNN with best k (7 from above)\n", + "best_k = knn_grid_search.best_params_['n_neighbors']\n", + "knn_best = KNeighborsClassifier(n_neighbors=best_k)\n", + "knn_best.fit(X_train, y_train)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "2f7859b7", + "metadata": {}, "outputs": [], "source": [ - "# Your code here..." + "# predictions on test set\n", + "y_pred = knn_best.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "da2dec75", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.9333333333333333" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Check accuracy\n", + "test_accuracy = accuracy_score(y_test, y_pred)\n", + "test_accuracy\n", + "\n", + "# Result: model produces 93% accuracy on the test set" ] }, { @@ -365,7 +1434,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.10.4", + "display_name": "lcr-env", "language": "python", "name": "python3" }, @@ -379,12 +1448,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.19" - }, - "vscode": { - "interpreter": { - "hash": "497a84dc8fec8cf8d24e7e87b6d954c9a18a327edc66feb9b9ea7e9e72cc5c7e" - } + "version": "3.11.14" } }, "nbformat": 4,