{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "49daa237", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Feature importances:\n", " Feature Importance\n", "5 src_bytes 0.154657\n", "6 dst_bytes 0.138015\n", "34 dst_host_same_srv_rate 0.071176\n", "3 service 0.059652\n", "35 dst_host_diff_srv_rate 0.058795\n", "4 flag 0.054413\n", "33 dst_host_srv_count 0.050919\n", "40 dst_host_rerror_rate 0.045669\n", "12 logged_in 0.040251\n", "41 dst_host_srv_rerror_rate 0.035893\n", "1 duration 0.033289\n", "36 dst_host_same_src_port_rate 0.026924\n", "2 protocol_type 0.026902\n", "24 srv_count 0.025969\n", "23 count 0.023937\n", "32 dst_host_count 0.017974\n", "29 same_srv_rate 0.017088\n", "30 diff_srv_rate 0.016826\n", "10 hot 0.015973\n", "37 dst_host_srv_diff_host_rate 0.012852\n", "31 srv_diff_host_rate 0.012360\n", "27 rerror_rate 0.012099\n", "0 id 0.008639\n", "28 srv_rerror_rate 0.006791\n", "39 dst_host_srv_serror_rate 0.006439\n", "38 dst_host_serror_rate 0.004766\n", "13 num_compromised 0.004614\n", "22 is_guest_login 0.004384\n", "11 num_failed_logins 0.004181\n", "25 serror_rate 0.002886\n", "26 srv_serror_rate 0.002463\n", "8 wrong_fragment 0.000797\n", "16 num_root 0.000732\n", "17 num_file_creations 0.000467\n", "14 root_shell 0.000450\n", "19 num_access_files 0.000337\n", "18 num_shells 0.000196\n", "9 urgent 0.000092\n", "21 is_host_login 0.000084\n", "15 su_attempted 0.000043\n", "7 land 0.000005\n", "20 num_outbound_cmds 0.000000\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Selected features:\n", "src_bytes\n", "dst_bytes\n", "dst_host_same_srv_rate\n", "service\n", "dst_host_diff_srv_rate\n", "flag\n", "dst_host_srv_count\n", "dst_host_rerror_rate\n", "logged_in\n", "dst_host_srv_rerror_rate\n" ] }, { "data": { "image/png": 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nMHXqVPzzzz/o1q0bMjIy1Ovk5fOYmpqKp0+fqj+PedkmJ1lZ//07RUUHxwjRe3Fzc4OnpycAoHXr1lAqldiwYQN++ukn9OzZE2XLlgXw5o/oJ598kuM+atSoAeDNOJ6s3o3clC1bFmZmZti0aVOuj7/LwIEDsWDBAvUYpf3792PMmDEwNDTU2Ie7uzu+/vrrHPfh6OiosZzXfy22b98eU6ZMwS+//JKtxyNL1nwj7du312hPSEjItm5WW9YXuS5yb9++Ha6urti5c6fG4//+AilItra2OH/+fLb2nF5/Tjp27IgVK1bg3LlzWo0T+i/avi85vbc//vgjjIyM8Ouvv2p8ib89x0y5cuUAAHFxcdkK4rwoW7YsbG1tcfjw4RwfL1Wq1H9mzYlcLkdQUBCCgoKQlJSE33//HVOmTEHHjh0RGxsLc3NzrXKWK1cOp0+fhkql0roYKlu2LJ4/f57r45UrV1b/XWrRogXMzMwwbdo0rFixAuPHjwcA1K9fH2XKlMH+/fsxb968HN+H/fv3Q6VSqT+Pnp6esLGxwb59+3LdJidZWf/r7xNJgz1CpFPz589HmTJlMH36dKhUKtSoUQPVqlXDlStX4OnpmeNP1h9mb29vHDt2TH2qLCddunTBvXv3YGtrm+O+XFxc3pnPzc0NjRo1wubNm7Fjxw5kZGRg4MCB2Z7j2rVrqFKlSo7P8XZBkVeenp7o0KEDNm7ciDNnzmR7/PTp09i0aRM6deqkMVAaAP744w917xoAKJVK7Ny5E1WqVFH3HOgit0wmg7GxscYf+ISEBOzbty/bum/3muhCy5Yt8eLFCxw6dEij/ccff8zT9mPHjoWFhQWGDx+O5OTkbI8LIbINLs4Lbd6Xd+1DLpdrFN1paWnYtm2bxnodOnSAoaEhVq9e/c795fb+d+nSBc+ePYNSqczx9yDrHx7vo3Tp0ujZsydGjBiB58+fq3syTUxM1K/rv3h7eyM9PR1btmzR+vlr1qyJqKioPK8/YcIEVK1aFd9++y1evHgBADA2NsaXX36JmzdvYsGCBdm2efz4MSZPngx7e3sEBAQAAIyMjDBx4kTcunULc+bMyfG5Hj9+nO3znZU1t4HjJC32CJFOlSlTBpMnT8aECROwY8cO9O3bF2vXroW3tzc6duyIAQMGwMnJCc+fP8fNmzcRERGB3bt3AwBmz56NQ4cOoUWLFpgyZQo+/PBDJCUl4fDhwwgKCkLNmjUxZswY7NmzBy1atMDYsWPh7u4OlUqFmJgYHD16FOPGjUOjRo3emXHQoEEYOnQoHj16hKZNm2b7Ypg9ezZCQ0PRtGlTjBo1CjVq1EB6ejru37+PgwcPYs2aNfk+bREcHIx27dqhQ4cOGDVqFNq2bQvgzdiRZcuWoWbNmjl+MZQtWxZt2rTBV199pb5q7NatWxoFgi5yd+nSBXv37sXw4cPRs2dPxMbGYs6cOXBwcMg2Y/iHH36I48eP48CBA3BwcECpUqXe+0vW398fS5YsQd++fTF37lxUrVoVhw4dwpEjRwDgP3sOXF1d1b19Hh4eGDlyJOrWrQsAuHHjBjZt2gQhBLp3765VLm3el9x07twZixcvhp+fHz7//HM8e/YMCxcuVBcPWVxcXDBlyhTMmTMHaWlp+Oyzz2BtbY0bN27g6dOnmDVrFoA37//evXuxevVq1K9fHwYGBvD09ETv3r0REhICHx8fjB49Gg0bNoSRkRHi4uJw7NgxfPzxx1q/fuDNFVS1a9eGp6cnypUrhwcPHmDp0qVwdnZWXyn54YcfAgCWLVsGf39/GBkZoUaNGtl6oYA34742b96MwMBA3L59G61bt4ZKpcJff/0FNzc39O7dO9csrVq1wqZNm3Dnzp08jW8yMjLCN998g169emHZsmWYNm0aAGDixIm4cuWK+r++vr6wtrbG1atXsWDBArx48QK//vorrK2t1fvKKp5mzJiB8+fPw8/PDxUrVkRycjJOnjyJdevWYdasWWjWrJl6m3PnzsHW1lb9/lARI+lQbSq2cptHSIg3c65UqlRJVKtWTSgUCiGEEFeuXBG9evUSdnZ2wsjISJQvX160adMm29UXsbGxYtCgQaJ8+fLqOYJ69eol/vnnH/U6L1++FNOmTVPPkZI1n8nYsWM1rqx6+6qXLMnJycLMzOydV6w8efJEjBo1Sri6ugojIyNhY2Mj6tevL6ZOnaqeryjr6qsFCxZo9d69fPlSfPPNN8LDw0OYm5sLc3Nz4e7uLubOnZttLiQh/jcvzapVq0SVKlWEkZGRqFmzZo4TtOki97fffitcXFyEiYmJcHNzE+vXr1fPEfNvly9fFs2aNRPm5uZ5nkfobTntNyYmRnzyySfC0tJSlCpVSvTo0UMcPHhQABD79u1753ub5d69e2L48OGiatWqwsTERJiZmYlatWqJoKAgjSuacptQ0d/fP9sVWXl9X7KOV042bdokatSoIUxMTETlypXFvHnzxMaNG3O80io4OFg0aNBAmJqaCktLS1G3bl2Nq+aeP38uevbsKUqXLi1kMplGjtevX4uFCxeKOnXqqLevWbOmGDp0qLh79656vax5hHLy9udn0aJFomnTpqJs2bLC2NhYVKpUSQwePFjcv39fY7vJkycLR0dHYWBg8J/zCKWlpYnp06er58eytbUVbdq0EWfPns0xU5bk5GRhaWkp5s+fr9Ge2zxCWRo1aiTKlCmjMdmmSqUSISEholWrVqJ06dLC2NhYuLq6imHDhmW7AvPf9u3bJzp37izKlSsn5HK5KFOmjGjdurVYs2aNxizSKpVKODs7iy+++OKdr4mkIxPi/y9TIaIiSSaTYcSIEVi5cqXUUSTzzTffYNq0aYiJicl3bxyVLF988QX++OMPXL9+/b2v6ipIf/zxBzp06IDr16+jZs2aUsehHPDUGBEVKVkFX82aNfH69Wv8+eefWL58Ofr27csiiNSmTZuG4OBg7NmzRz2paFE0d+5cDBo0iEVQEcZCiIiKFHNzcyxZsgT3799HRkYGKlWqhIkTJ6rHdRABb6ZUCAkJQWJiotRRcpWYmIiWLVuqpwqhoomnxoiIiEhv8fJ5IiIi0lsshIiIiEhvsRAiIiIivaV3g6VVKhUePXqEUqVKFelLLomIiOh/hBB48eJFvu9Rlxu9K4QePXqUr/v3EBERkfRiY2N1OpWG3hVCWVO9x8bGwsrKSuI0RERElBcpKSmoWLFijrdseR96VwhlnQ6zsrJiIURERFTM6HpYCwdLExERkd5iIURERER6i4UQERER6S0WQkRERKS3WAgRERGR3mIhRERERHqLhRARERHpLRZCREREpLdYCBEREZHeYiFEREREekvSQujkyZPo2rUrHB0dIZPJ8Msvv/znNidOnED9+vVhamqKypUrY82aNQUflIiIiEokSQuh1NRU1KlTBytXrszT+tHR0fDx8YGXlxcuXbqEKVOmYNSoUdizZ08BJyUiIqKSSNKbrnp7e8Pb2zvP669ZswaVKlXC0qVLAQBubm64ePEiFi5ciB49ehRQSiIiIiqpitXd58PCwtChQweNto4dO2Ljxo14/fo1jIyMJEpWeIQQyFCooBKiQPavEoBCqcJrpYBSJfBaqYJCJaBQ/1fgtUr1v8f+tV5BZSIiIkpJfF4g+y1WhVBCQgLs7e012uzt7aFQKPD06VM4ODhk2yYjIwMZGRnq5ZSUFJ1kSX+tBACohMCjpHTcSkjB0xcZSHz1GkmvMqH8/6Ig/bUKj19kIDVDASHeFA3pr1XIUCih0qJuUChVeJGhQGqGQqvtiIiISoJ/dk0vkP0Wq0IIAGQymcay+P+C4+32LPPmzcOsWbPe6zlfZSpw/+krRD9Nxck7TxAW9Qwxz1+91z6LAyNDGQwNZDAyMIChoQxyA4P/tRkaQG7wv/83/P//z/koEBERvZ8n3Qbh5JIIne+3WBVC5cuXR0JCgkbb48ePIZfLYWtrm+M2kydPRlBQkHo5JSUFFStWzNPz/f34JRYeuY3fb/4DxTu6YUzkBvjA0Qq2liYobWYEOysTGBm+GYduZGgAu1ImKGVqBJnsTXFhIjeEsdwABrkUbzmRG8hgaSpHKRM5zE3kMNRiW23IZFAXOLkVl0RERAUtKioK58+fR+/evQEAKSm1Yb1kpM6fp1gVQk2aNMGBAwc02o4ePQpPT89cxweZmJjAxMREq+d58iID036JxJHr/6jbrM2MUKGMGeo7l0GbmnZwr1AaJvI3xY65sSGLBiIiIh0QQiA4OBgjR45ERkYGatasCQ8PjwJ7PkkLoZcvX+Lvv/9WL0dHR+Py5cuwsbFBpUqVMHnyZDx8+BDBwcEAgMDAQKxcuRJBQUEYMmQIwsLCsHHjRvzwww/vnUWpEthxPgYHLj/C+fv/G5BV0cYMM7p8gDY17WBgwGKHiIiooCQmJmLo0KHYvXs3AMDLywtlypQp0OeUtBC6ePEiWrdurV7OOoXl7++PLVu2ID4+HjExMerHXV1dcfDgQYwdOxbff/89HB0dsXz58ve+dP5VpgIBWy/i7L1n6jan0mYY3roKPmtQiQUQERFRATt+/Dj69euHuLg4yOVyzJo1CxMnToShoWGBPq9MCP265jklJQXW1tZITk6GlZUVhBAYEhyO32++OQ02oVMNtKhWDm4OVjBkAURERFTgpk+fjrlz50IIgWrVqiEkJAQNGjTQWOft729dKVZjhHRJCIH9Vx5h4ZHb6ivAlvjWQfe6FSRORkREpF9KlSr1pmNiyBAsXrwYlpaWhfbcelsIhd74B+P33QUAGBsaYHS7aiyCiIiICoEQAk+fPkW5cuUAAOPGjUODBg3QqlWrQs+it4XQ4WvxAN5czn7xq3awMi35s1ITERFJ7cmTJxg8eDDu3LmDiIgImJubw8DAQJIiCJD4pqtSOnrjMQBgeKuqLIKIiIgKweHDh+Hu7o4DBw4gOjoaZ8+elTqS/hZCANDZ3QEj21SVOgYREVGJlp6ejtGjR8Pb2xsJCQmoVasWzp8/j3bt2kkdTX9PjQHA8t51eWUYERFRAYqMjISfnx+uXbsGABg5ciTmz58PMzMziZO9obeFUG0naxZBREREBWzKlCm4du0a7OzssHnzZvj4+EgdSYNenxojIiKigrVmzRr06dMHkZGRRa4IAlgIERERkQ7t27cPkyZNUi87OTlh+/btsLOzkzBV7vT21JiVmd6+dCIiIp1LTU1FUFAQ1q1bBwBo06YNOnToIHGq/6a31YB9Ke3uSE9EREQ5Cw8Ph5+fH+7cuQOZTIbx48ejZcuWUsfKE70thJxKm0sdgYiIqFhTKpVYsGABvvrqKygUCjg5OSE4OBht2rSROlqe6W0hZGbM4VFERETvw9fXF3v27AEA9OjRA+vWrYONjY3EqbTDaoCIiIjypW/fvrC0tMSmTZuwe/fuYlcEAXrcI0RERETaSUlJwa1bt9CwYUMAQLdu3RAVFaW+eWpxxB4hIiIi+k9hYWHw8PCAt7c3Hj16pG4vzkUQwEKIiIiI3kGhUGDmzJnw8vJCdHQ0rKys8M8//0gdS2d4aoyIiIhyFBUVhb59+yIsLAzAmzFBK1euhLW1tcTJdIc9QkRERJTN1q1bUadOHYSFhcHa2ho7duzAtm3bSlQRBLBHiIiIiHJw7tw5vHz5El5eXti2bRucnZ2ljlQgWAgRERERgDfjgeTyN6XBokWLULt2bQQGBsLQ0FDiZAWHp8aIiIj0XGZmJiZNmgRvb2+oVCoAgLm5OUaMGFGiiyCAPUJERER67datW+jTpw8iIiIAAEePHkWnTp0kTlV42CNERESkh4QQWLNmDerVq4eIiAjY2Nhg7969elUEAewRIiIi0jtPnjzB4MGDceDAAQBAu3btsHXrVjg6OkqcrPCxR4iIiEjP9O7dGwcOHICxsTEWLVqEI0eO6GURBLAQIiIi0juLFi1C3bp1cf78eQQFBcHAQH/LAf195URERHoiMjISwcHB6mUPDw+Eh4ejTp06EqYqGlgIERERlVAqlQrLli1DgwYNEBAQoL4yDABkMpmEyYoODpYmIiIqgeLj4zFgwAAcPXoUANC5c2dUqFBB4lRFD3uEiIiISph9+/bhww8/xNGjR2FqaopVq1bhwIEDsLOzkzpakcMeISIiohJk9OjRWL58OYA3Y4F27NgBNzc3iVMVXewRIiIiKkFcXFwAAOPHj8e5c+dYBP0H9ggREREVY0qlEgkJCXBycgLwpkeoefPmaNCggcTJigf2CBERERVTsbGxaNu2Ldq0aYPU1FQAgIGBAYsgLbAQIiIiKoZ27twJd3d3nDhxAg8fPsSlS5ekjlQssRAiIiIqRlJSUuDv74/evXsjKSkJDRs2xOXLl9G8eXOpoxVLLISIiIiKibCwMHh4eCA4OBgGBgb46quvcPr0aVStWlXqaMUWB0sTEREVE3PnzkV0dDRcXFywbds29gLpAHuEiIiIiokNGzZg2LBhPBWmQyyEiIiIiiAhBIKDgzF27Fh1m4ODA1atWgVra2sJk5UsPDVGRERUxCQmJiIwMBC7du0CAHTp0gVt27aVOFXJxEKIiIioCDl+/Dj69euHuLg4yOVyzJo1C61atZI6VonFQoiIiKgIyMzMxPTp0zF//nwIIVCtWjWEhIRwcsQCxkKIiIioCOjWrRsOHToEAAgICMCSJUtgaWkpcaqSj4OliYiIioBhw4bB1tYWe/fuxfr161kEFRL2CBEREUngyZMnuHXrFry8vAAAXbt2RVRUFKysrCROpl/YI0RERFTIjhw5And3d3z88ceIi4tTt7MIKnwshIiIiApJeno6xowZg06dOiEhIQEODg548eKF1LH0GgshIiKiQhAZGYkGDRpg2bJlAICRI0fi4sWLcHNzkziZfmMhREREVMCWLVuGBg0a4Nq1a7Czs8Nvv/2GFStWwMzMTOpoeo+FEBERUQG7c+cOMjIy0LlzZ0RGRsLHx0fqSPT/eNUYERFRAcjIyICJiQkAYMGCBWjUqBH69esHmUwmcTL6N/YIERER6VBqaioCAwPRqVMnKJVKAIC5uTn69+/PIqgIYo8QERGRjoSHh6NPnz64ffs2AODkyZNo3bq1xKnoXdgjRERE9J6USiW+++47NG7cGLdv34aTkxN+//13FkHFAHuEiIiI3kNsbCz69euHEydOAAB69OiBtWvXwtbWVuJklBfsESIiInoPfn5+OHHiBCwsLLBx40bs3r2bRVAxwkKIiIjoPaxcuRJeXl64fPkyBg0axAHRxQwLISIiIi2EhYVh/fr16uU6dergxIkTqFq1qoSpKL8kL4RWrVoFV1dXmJqaon79+jh16tQ71w8JCUGdOnVgbm4OBwcHDBw4EM+ePSuktEREpK8UCgVmzpwJLy8vDB8+HOHh4erH2AtUfElaCO3cuRNjxozB1KlTcenSJXh5ecHb2xsxMTE5rn/69Gn0798fgwcPxvXr17F7925cuHABAQEBhZyciIj0SVRUFFq0aIFZs2ZBqVTC19eXPUAlhKSF0OLFizF48GAEBATAzc0NS5cuRcWKFbF69eoc1z937hxcXFwwatQouLq6onnz5hg6dCguXrxYyMmJiEgfCCEQHByMOnXqICwsDFZWVggJCcH27dthbW0tdTzSAckKoczMTISHh6NDhw4a7R06dMDZs2dz3KZp06aIi4vDwYMHIYTAP//8g59++gmdO3fO9XkyMjKQkpKi8UNERJQXAwcOhL+/P16+fInmzZvjypUr8PPzkzoW6ZBkhdDTp0+hVCphb2+v0W5vb4+EhIQct2natClCQkLg6+sLY2NjlC9fHqVLl8aKFStyfZ558+bB2tpa/VOxYkWdvg4iIiq56tatC7lcjq+//hrHjx+Hi4uL1JFIxyQfLP32ADMhRK6Dzm7cuIFRo0Zh+vTpCA8Px+HDhxEdHY3AwMBc9z958mQkJyerf2JjY3Wan4iISo7MzEzcv39fvfzFF1/gypUrmDJlCgwNDaULRgVGspmly5YtC0NDw2y9P48fP87WS5Rl3rx5aNasGb788ksAgLu7OywsLODl5YW5c+fCwcEh2zYmJibqu/8SERHl5vbt2/Dz80NKSgouXboES0tLGBgYoFatWlJHowIkWY+QsbEx6tevj9DQUI320NBQNG3aNMdtXr16BQMDzchZFboQomCCEhFRiSaEwNq1a1G3bl1ERETg+fPnuHnzptSxqJBIemosKCgIGzZswKZNm3Dz5k2MHTsWMTEx6lNdkydPRv/+/dXrd+3aFXv37sXq1asRFRWFM2fOYNSoUWjYsCEcHR2lehlERFRMPXnyBN26dUNgYCDS0tLQrl07XL16FQ0aNJA6GhUSSW+66uvri2fPnmH27NmIj49H7dq1cfDgQTg7OwMA4uPjNeYUGjBgAF68eIGVK1di3LhxKF26NNq0aYPvvvtOqpdARETF1JEjRzBgwAAkJCTA2NgY8+bNw5gxY7KdeaCSTSb07JxSSkoKrK2tsfzQZXzRqY7UcYiISAJCCHTp0gUHDx6Em5sbduzYAQ8PD6lj0TtkfX8nJyfDyspKZ/tl2UtERHpHJpNh48aNmDBhAsLDw1kE6TEWQkREVOKpVCosW7YMw4cPV7eVL18e3333HczMzCRMRlKTdIwQERFRQYuPj8fAgQNx5MgRAG/Gp7Zs2VLiVFRUsEeIiIhKrH379sHd3R1HjhyBqakpVq1ahRYtWkgdi4oQ9ggREVGJk5qainHjxmHt2rUAAA8PD+zYsQNubm4SJ6OihoUQERGVKEII+Pj44OTJkwCAL7/8EnPmzOFdBihHLISIiKhEkclkmDhxIu7du4etW7eibdu2UkeiIoyFEBERFXuxsbG4c+eOuujx8fHB3bt3eUUY/ScOliYiomJt586dcHd3R8+ePTXuRsAiiPKChRARERVLKSkp8Pf3R+/evZGUlITq1atDqVRKHYuKGRZCRERU7ISFhcHDwwPBwcEwMDDAV199hdOnT8PV1VXqaFTMcIwQEREVG0IIzJkzB7Nnz4ZSqYSLiwu2bduG5s2bSx2Niin2CBERUbEhk8nw7NkzKJVK9O3bF5cvX2YRRO+FPUJERFSkCSGQmpoKS0tLAMC3336LNm3a4OOPP5Y4GZUE7BEiIqIiKzExEb6+vvDx8VEPhDYzM2MRRDrDHiEiIiqSjh07hv79+yMuLg5yuRx//fUXmjZtKnUsKmHYI0REREVKZmYmJk6ciLZt2yIuLg7VqlXD2bNnWQRRgWCPEBERFRm3bt1Cnz59EBERAQAYMmQIFi9erB4fRKRrLISIiKhIEEJgwIABiIiIgI2NDTZs2IDu3btLHYtKOJ4aIyKiIkEmk2HDhg3o0qULIiMjWQRRoWAhREREkjly5AhWrFihXq5duzYOHDgAR0dHCVORPuGpMSIiKnTp6emYOHEili9fDkNDQzRp0gSenp5SxyI9xEKIiIgKVWRkJPz8/HDt2jUAwLBhw/DBBx9InIr0FU+NERFRoVCpVFi2bBkaNGiAa9euwc7ODr/99htWrFgBMzMzqeORnmKPEBERFTghBD755BPs27cPANClSxds3LgRdnZ2EicjfcceISIiKnAymQzt2rWDqakpVq1ahf3797MIoiKBPUJERFQgUlNT8fDhQ1SvXh0AMGLECHTu3Bmurq4SJyP6H/YIERGRzoWHh6NevXrw9vbGixcvALzpFWIRREUNCyEiItIZpVKJb7/9Fo0bN8adO3eQkZGB6OhoqWMR5SpfhZBCocDvv/+OtWvXqiv9R48e4eXLlzoNR0RExUdMTAzatm2LyZMnQ6FQoEePHrh69Src3d2ljkaUK63HCD148ACdOnVCTEwMMjIy0L59e5QqVQrz589Heno61qxZUxA5iYioCNu5cyeGDh2K5ORkWFhYYMWKFRgwYABkMpnU0YjeSeseodGjR8PT0xOJiYka8z50794df/zxh07DERFR0SeEwPbt25GcnIyGDRvi8uXLGDhwIIsgKha07hE6ffo0zpw5A2NjY412Z2dnPHz4UGfBiIioaBNCQCaTQSaTYePGjdiwYQO+/PJLGBkZSR2NKM+07hFSqVRQKpXZ2uPi4lCqVCmdhCIioqJLoVBg5syZGDx4sLrNzs4OU6ZMYRFExY7WhVD79u2xdOlS9bJMJsPLly8xY8YM+Pj46DIbEREVMVFRUWjRogVmzZqFzZs34+zZs1JHInovWp8aW7JkCVq3bo1atWohPT0dfn5+uHv3LsqWLYsffvihIDISEZHEhBAIDg7GyJEj8fLlS1hZWWH16tVo2rSp1NGI3ovWhZCjoyMuX76MH3/8EeHh4VCpVBg8eDD69OnDm+YREZVAiYmJGDp0KHbv3g0A8PLywrZt2+Ds7CxxMqL3p3UhdPLkSTRt2hQDBw7EwIED1e0KhQInT55EixYtdBqQiIikI4RAx44dceHCBcjlcsyaNQsTJ06EoaGh1NGIdELrMUKtW7fG8+fPs7UnJyejdevWOglFRERFg0wmw+zZs1G9enWcPXsWU6ZMYRFEJYrWPUJZl0u+7dmzZ7CwsNBJKCIiks6tW7cQHR0Nb29vAECnTp1w7do1XhFGJVKeC6FPPvkEwJt/HQwYMAAmJibqx5RKJa5evcpBc0RExZgQAuvWrcPYsWNhZGSEK1euwMXFBQBYBFGJledCyNraGsCbD0qpUqU0BkYbGxujcePGGDJkiO4TEhFRgXvy5AkCAgKwf/9+AECzZs2yTZxLVBLluRDavHkzAMDFxQXjx4/naTAiohLi8OHDGDhwIBISEmBsbIx58+ZhzJgxMDDI1325iYoVrccIzZgxoyByEBFRIRNCICgoSD1Jbq1atbBjxw7UqVNH2mBEhUjrQggAfvrpJ+zatQsxMTHIzMzUeCwiIkInwYiIqGD9+8KXkSNHYv78+ZwPjvSO1v2ey5cvx8CBA2FnZ4dLly6hYcOGsLW1RVRUlPoKAyIiKppUKhWSkpLUy/PmzcMff/yBFStWsAgivaR1IbRq1SqsW7cOK1euhLGxMSZMmIDQ0FCMGjUKycnJBZGRiIh0ID4+Hj4+PujSpQsUCgUAwNTUFG3atJE4GZF0tC6EYmJi1JfJm5mZ4cWLFwCAfv368V5jRERF1L59++Du7o4jR44gPDwcly5dkjoSUZGgdSFUvnx5PHv2DADg7OyMc+fOAQCio6MhhNBtOiIiei+pqakIDAxEt27d8PTpU3h4eCA8PBwNGjSQOhpRkaB1IdSmTRscOHAAADB48GCMHTsW7du3h6+vL7p3767zgERElD/h4eGoV68e1q5dCwAYP348zp07h1q1akmcjKjo0PqqsXXr1kGlUgEAAgMDYWNjg9OnT6Nr164IDAzUeUAiItKeEALDhg3DnTt34OTkhK1bt6Jt27ZSxyIqcrQuhAwMDDQm2erVqxd69eoFAHj48CGcnJx0l46IiPJFJpNhy5Yt+Prrr7FixQrY2NhIHYmoSNLJtKEJCQn44osvULVqVV3sjoiI8mHnzp1YtGiRerlWrVoICQlhEUT0DnkuhJKSktCnTx+UK1cOjo6OWL58OVQqFaZPn47KlSvj3Llz2LRpU0FmJSKiHKSkpMDf3x+9e/fGxIkTObEtkRbyfGpsypQpOHnyJPz9/XH48GGMHTsWhw8fRnp6Og4dOoSWLVsWZE4iIspBWFgY+vTpg+joaBgYGGDKlCn48MMPpY5FVGzkuRD67bffsHnzZrRr1w7Dhw9H1apVUb16dfU9aoiIqPAoFArMnTsXc+fOhVKphIuLC7Zt24bmzZtLHY2oWMlzIfTo0SP1JZeVK1eGqakpAgICCiwYERHlTAiBTp064Y8//gAA9O3bFytXroS1tbXEyYiKnzyPEVKpVDAyMlIvGxoawsLCokBCERFR7mQyGXr06AErKyuEhIRg27ZtLIKI8inPPUJCCAwYMAAmJiYAgPT0dAQGBmYrhvbu3avbhEREhMTERDx8+BC1a9cG8GYet+7du6N8+fISJyMq3vLcI+Tv7w87OztYW1vD2toaffv2haOjo3o560dbq1atgqurK0xNTVG/fn2cOnXqnetnZGRg6tSpcHZ2homJCapUqcKr1YioRDt+/Djc3d3RtWtXpKSkAHjTK8QiiOj95blHaPPmzTp/8p07d2LMmDFYtWoVmjVrhrVr18Lb2xs3btxApUqVctymV69e+Oeff7Bx40ZUrVoVjx8/Vt9FmYioJMnMzMT06dMxf/58CCFQtWpVxMfHw8rKSupoRCWGTEh4p9RGjRqhXr16WL16tbrNzc0N3bp1w7x587Ktf/jwYfTu3RtRUVH5niAsJSUF1tbWWH7oMr7oVCff2YmICtLt27fh5+ennhMoICAAS5YsgaWlpcTJiKSR9f2dnJys038M6GRm6fzIzMxEeHg4OnTooNHeoUMHnD17Nsdt9u/fD09PT8yfPx9OTk6oXr06xo8fj7S0tMKITERU4IQQWLt2LerWrYuIiAjY2Nhgz549WL9+PYsgogKg9b3GdOXp06dQKpWwt7fXaLe3t0dCQkKO20RFReH06dMwNTXFzz//jKdPn2L48OF4/vx5ruOEMjIykJGRoV7OOr9ORFRUHTx4EGlpaWjXrh22bNnCezgSFSDJeoSyyGQyjWUhRLa2LCqVCjKZDCEhIWjYsCF8fHywePFibNmyJddeoXnz5mkM5q5YsaLOXwMR0ftSqVQA3vxN3LBhA1asWIEjR46wCCIqYJIVQmXLloWhoWG23p/Hjx9n6yXK4uDgACcnJ42r09zc3CCEQFxcXI7bTJ48GcnJyeqf2NhY3b0IIqL3lJ6ejjFjxsDf31/dVq5cOYwcORIGBpL/W5WoxMvXp2zbtm1o1qwZHB0d8eDBAwDA0qVLsW/fvjzvw9jYGPXr10doaKhGe2hoKJo2bZrjNs2aNcOjR4/w8uVLddudO3dgYGCAChUq5LiNiYkJrKysNH6IiIqCyMhINGjQAMuWLcP27dtx8eJFqSMR6R2tC6HVq1cjKCgIPj4+SEpKglKpBACULl1a6/uOBQUFYcOGDdi0aRNu3ryJsWPHIiYmBoGBgQDe9Ob0799fvb6fnx9sbW0xcOBA3LhxAydPnsSXX36JQYMGwczMTNuXQkQkCZVKhWXLlqFBgwa4du0a7Ozs8Ntvv8HT01PqaER6R+tCaMWKFVi/fj2mTp0KQ0NDdbunpyciIyO12pevry+WLl2K2bNnw8PDAydPnsTBgwfh7OwMAIiPj0dMTIx6fUtLS4SGhiIpKQmenp7o06cPunbtiuXLl2v7MoiIJBEfHw8fHx+MGTMGGRkZ6Ny5MyIjI+Hj4yN1NCK9pPU8QmZmZrh16xacnZ1RqlQpXLlyBZUrV8bdu3fh7u5e5C9l5zxCRCQVIQQ8PDxw9epVmJqaYvHixQgMDMz1AhEi+p8iM4+Qq6srLl++nK390KFD6rvTExFRdjKZDAsXLkTdunURHh6OYcOGsQgikpjW8wh9+eWXGDFiBNLT0yGEwPnz5/HDDz9g3rx52LBhQ0FkJCIqtsLDwxEXF4ePP/4YANC+fXu0bduWV4QRFRFaF0IDBw6EQqHAhAkT8OrVK/j5+cHJyQnLli1D7969CyIjEVGxo1QqsXDhQkybNg1mZma4cuUKXF1dAYBFEFERkq+ZpYcMGYIhQ4bg6dOnUKlUsLOz03UuIqJiKzY2Fv369cOJEycAvLl1EKfuICqatP5nyaxZs3Dv3j0AbyZFZBFERPQ/O3fuhLu7O06cOAELCwts3LgRu3fvhq2trdTRiCgHWhdCe/bsQfXq1dG4cWOsXLkST548KYhcRETFihACAwcORO/evZGUlISGDRvi8uXLGDRoEAdEExVhWhdCV69exdWrV9GmTRssXrwYTk5O8PHxwY4dO/Dq1auCyEhEVOTJZDKULVsWBgYGmDZtGk6fPo2qVatKHYuI/oPW8wi97cyZM9ixYwd2796N9PT0In93d84jRES6olAokJiYiHLlygEAMjIycPnyZTRq1EjiZEQlT5GZR+htFhYWMDMzg7GxMV6/fq2LTERERV5UVBRatGiBjz/+GAqFAsCbexuyCCIqXvJVCEVHR+Prr79GrVq14OnpiYiICMycOTPbneSJiEoaIQSCg4Ph4eGBsLAwXL9+HTdu3JA6FhHlk9aXzzdp0gTnz5/Hhx9+iIEDB6rnESIiKukSExMRGBiIXbt2AQCaN2+Obdu2wcXFRdpgRJRvWhdCrVu3xoYNG/DBBx8URB4ioiLp+PHj6NevH+Li4iCXyzFr1ixMnDhR4+bTRFT8aF0IffPNNwWRg4ioyFKpVPjyyy8RFxeHatWqISQkBA0aNJA6FhHpQJ4KoaCgIMyZMwcWFhYICgp657qLFy/WSTAioqLCwMAAwcHBWLFiBebPnw9LS0upIxGRjuSpELp06ZL6irBLly4VaCAiIqkJIbB+/Xo8ffoUU6ZMAQC4ublh1apVEicjIl3LUyF07NixHP+fiKikefLkCYYMGYJ9+/bBwMAAPj4+8PDwkDoWERUQrS+fHzRoEF68eJGtPTU1FYMGDdJJKCIiKRw5cgTu7u7Yt28fjI2NsXDhQri7u0sdi4gKkNaF0NatW5GWlpatPS0tDcHBwToJRURUmNLT0zF27Fh06tQJCQkJqFWrFs6fP4+xY8fCwOC9550loiIsz1eNpaSkQAgBIQRevHgBU1NT9WNKpRIHDx7kneiJqNhRqVRo3bo1zp07BwAYOXIk5s+fDzMzM4mTEVFhyHMhVLp0achkMshkMlSvXj3b4zKZDLNmzdJpOCKigmZgYIABAwYgKioKmzdvho+Pj9SRiKgQ5bkQOnbsGIQQaNOmDfbs2QMbGxv1Y8bGxnB2doajo2OBhCQi0qX4+HgkJCSgbt26AIDPP/8cn376qcbfNSLSD3kuhFq2bAngzX3GKlWqBJlMVmChiIgKyr59+zB48GBYWFjgypUr6t5uFkFE+ilPhdDVq1dRu3ZtGBgYIDk5GZGRkbmuyyssiKgoSk1Nxbhx47B27VoAQMWKFZGUlITSpUtLG4yIJJWnQsjDwwMJCQmws7ODh4cHZDIZhBDZ1pPJZFAqlToPSUT0PsLDw+Hn54c7d+5AJpNh/PjxmDNnDkxMTKSORkQSy1MhFB0djXLlyqn/n4ioOFCpVFiwYAGmTZsGhUIBJycnBAcHo02bNlJHI6IiIk+FkLOzc47/T0RUlMlkMvz1119QKBTo0aMH1q1bx7FARKQhXxMq/vbbb+rlCRMmoHTp0mjatCkePHig03BERPmRdW9EmUyG9evXIzg4GLt372YRRETZaF0IffPNN+qJxsLCwrBy5UrMnz8fZcuWxdixY3UekIgor1JSUuDv749+/fqpxzHa2tqiX79+vNKViHKU58vns8TGxqJq1aoAgF9++QU9e/bE559/jmbNmqFVq1a6zkdElCdnz55F3759ER0dDQMDA0yePBl16tSROhYRFXFa9whZWlri2bNnAICjR4+iXbt2AABTU9Mc70FGRFSQFAoFZs6cCS8vL0RHR8PFxQUnTpxgEUREeaJ1j1D79u0REBCAunXr4s6dO+jcuTMA4Pr163BxcdF1PiKiXN27dw99+/ZV3yesb9++WLlyJaytrSVORkTFhdY9Qt9//z2aNGmCJ0+eYM+ePbC1tQXwZp6Ozz77TOcBiYhyolKp0KVLF5w7dw7W1tbYsWMHtm3bxiKIiLQiEznNjFiCpaSkwNraGssPXcYXndh1TlSc/fnnn5g9eza2bt3KqT2ISris7+/k5GRYWVnpbL9anxoDgKSkJGzcuBE3b96ETCaDm5sbBg8ezH+JEVGBOnbsGJ4+fYpPP/0UANCmTRu0bt2aV4QRUb5pfWrs4sWLqFKlCpYsWYLnz5/j6dOnWLJkCapUqYKIiIiCyEhEei4zMxOTJk1C27ZtMWjQINy7d0/9GIsgInofWvcIjR07Fh999BHWr18PufzN5gqFAgEBARgzZgxOnjyp85BEpL9u3bqFPn36qP+h1bt3b9jb20uciohKCq0LoYsXL2oUQQAgl8sxYcIEeHp66jQcEekvIQTWrl2LoKAgpKWlwcbGBhs2bED37t2ljkZEJYjWp8asrKwQExOTrT02NhalSpXSSSgi0m8qlQqffPIJhg0bhrS0NLRr1w6RkZEsgohI57QuhHx9fTF48GDs3LkTsbGxiIuLw48//oiAgABePk9EOmFgYIAaNWrA2NgYixcvxpEjR+Do6Ch1LCIqgbQ+NbZw4ULIZDL0798fCoUCAGBkZIRhw4bh22+/1XlAItIP6enpeP78ubrgmT17Nvr164cPPvhA4mREVJLlex6hV69e4d69exBCoGrVqjA3N9d1tgLBeYSIip7IyEj4+fnB3Nwcp0+fhpGRkdSRiKiIKah5hPJ8auzVq1cYMWIEnJycYGdnh4CAADg4OMDd3b3YFEFEVLSoVCosW7YMDRo0wLVr13D//n38/fffUsciIj2S50JoxowZ2LJlCzp37ozevXsjNDQUw4YNK8hsRFSCxcfHw9vbG2PGjEFGRgY6d+6MyMhIuLm5SR2NiPRInscI7d27Fxs3bkTv3r0BvLm5YbNmzaBUKmFoaFhgAYmo5Nm3bx8GDx6MZ8+ewdTUFIsXL0ZgYCAnRySiQpfnHqHY2Fh4eXmplxs2bAi5XI5Hjx4VSDAiKpmUSiXmzp2LZ8+ewcPDAxERERg2bBiLICKSRJ4LIaVSCWNjY402uVyuvnKMiCgvDA0NERISgokTJ+LcuXM8FUZEksrzqTEhBAYMGAATExN1W3p6OgIDA2FhYaFu27t3r24TElGxplQqsWDBAqSnp2PmzJkAgOrVq3O6DSIqEvJcCPn7+2dr69u3r07DEFHJEhsbi379+uHEiROQyWTo2bMnateuLXUsIiK1PBdCmzdvLsgcRFTC7Ny5E4GBgUhKSoKFhQVWrFjByRGJqMjRemZpIqJ3SUlJwRdffIHg4GAAby6sCAkJQdWqVSVORkSUHQshItIZpVKJ5s2bIzIyEgYGBpg6dSq++uorzhRNREWW1jddJSLKjaGhIUaPHg0XFxecOHECs2fPZhFEREUaCyEiei9RUVE4f/68ennQoEG4du0amjdvLmEqIqK8YSFERPkihEBwcDDq1KmDHj16IDExEQAgk8k0ptQgIirK8lUIbdu2Dc2aNYOjoyMePHgAAFi6dCn27dun03BEVDQlJiaid+/e8Pf3x8uXL+Hi4oJXr15JHYuISGtaF0KrV69GUFAQfHx8kJSUBKVSCQAoXbo0li5dqut8RFTEHD9+HO7u7ti1axfkcjm+/vprHD9+HE5OTlJHIyLSmtaF0IoVK7B+/XpMnTpV42arnp6eiIyM1Gk4Iio6lEolJk2ahDZt2iAuLg7VqlXD2bNnMWXKFN54mYiKLa0LoejoaNStWzdbu4mJCVJTU3USioiKHgMDA9y7dw9CCAQEBCAiIgINGjSQOhYR0XvRuhBydXXF5cuXs7UfOnQItWrV0kUmIioihBBIS0sD8GYQ9Nq1a7Fv3z6sX78elpaWEqcjInp/Wk+o+OWXX2LEiBFIT0+HEALnz5/HDz/8gHnz5mHDhg0FkZGIJPDkyRMEBATA2NgYu3btgkwmg42NDT766COpoxER6YzWPUIDBw7EjBkzMGHCBLx69Qp+fn5Ys2YNli1bht69e2sdYNWqVXB1dYWpqSnq16+PU6dO5Wm7M2fOQC6Xw8PDQ+vnJKJ3O3z4MNzd3bF//37s378fN2/elDoSEVGByNfl80OGDMGDBw/w+PFjJCQkIDY2FoMHD9Z6Pzt37sSYMWMwdepUXLp0CV5eXvD29kZMTMw7t0tOTkb//v3Rtm3b/MQnolykp6dj9OjR8Pb2RkJCAmrVqoXz58/ztDcRlVjvNaFi2bJlYWdnl+/tFy9ejMGDByMgIABubm5YunQpKlasiNWrV79zu6FDh8LPzw9NmjTJ93MTkabIyEg0aNAAy5cvBwCMHDkSFy9eRJ06dSRORkRUcLQeI+Tq6gqZTJbr41FRUXnaT2ZmJsLDwzFp0iSN9g4dOuDs2bO5brd582bcu3cP27dvx9y5c//zeTIyMpCRkaFeTklJyVM+In2iVCrxySef4O+//4adnR02b94MHx8fqWMRERU4rQuhMWPGaCy/fv0aly5dwuHDh/Hll1/meT9Pnz6FUqmEvb29Rru9vT0SEhJy3Obu3buYNGkSTp06Bbk8b9HnzZuHWbNm5TkXkT4yNDTE+vXrsXjxYmzYsOG9enqJiIoTrQuh0aNH59j+/fff4+LFi1oHeLt3SQiRY4+TUqmEn58fZs2aherVq+d5/5MnT0ZQUJB6OSUlBRUrVtQ6J1FJs3//frx8+RJ+fn4AgFatWqFVq1bShiIiKmQ6u+mqt7c39uzZk+f1y5YtC0NDw2y9P48fP87WSwQAL168wMWLFzFy5EjI5XLI5XLMnj0bV65cgVwux59//pnj85iYmMDKykrjh0ifpaamIjAwEB9//DE+//xz3Lt3T+pIRESS0bpHKDc//fQTbGxs8ry+sbEx6tevj9DQUHTv3l3dHhoaio8//jjb+lZWVtlu4bFq1Sr8+eef+Omnn+Dq6pr/8ER6Ijw8HH5+frhz5w4AYNiwYahQoYLEqYiIpKN1IVS3bl2NU1dCCCQkJODJkydYtWqVVvsKCgpCv3794OnpiSZNmmDdunWIiYlBYGAggDentR4+fIjg4GAYGBigdu3aGtvb2dnB1NQ0WzsRaVIqlViwYAG++uorKBQKODk5YevWrZyCgoj0ntaFULdu3TSWDQwMUK5cObRq1Qo1a9bUal++vr549uwZZs+ejfj4eNSuXRsHDx6Es7MzACA+Pv4/5xQiondTKBTo2LGj+vRxjx49sG7dOq16cImISiqZEELkdWWFQoGQkBB07NgR5cuXL8hcBSYlJQXW1tZYfugyvujE+VFIP0yZMgXLly/HihUrMGDAgHdOgUFEVBRlfX8nJyfrdLyvVoOl5XI5hg0bpjEvDxEVPSkpKRq9qbNmzcLVq1cxcOBAFkFERP+i9VVjjRo1wqVLlwoiCxHpQFhYGDw8PNCjRw+8fv0aAGBkZITKlStLnIyIqOjReozQ8OHDMW7cOMTFxaF+/fqwsLDQeNzd3V1n4Ygo7xQKBebOnYu5c+dCqVRCpVIhJiYGVapUkToaEVGRledCaNCgQVi6dCl8fX0BAKNGjVI/JpPJ1BMhKpVK3ackoneKiopC3759ERYWBgDo06cPvv/+e1hbW0ucjIioaMtzIbR161Z8++23iI6OLsg8RKQFIQSCg4MxcuRIvHz5ElZWVli9erV6tmgiInq3PBdCWReXZV3aTkTSUyqVWLVqFV6+fAkvLy9s27aNn1EiIi1oNUaIV5sQFQ1Zp6Llcjm2b9+OPXv24Msvv4ShoaHU0YiIihWtCqHq1av/ZzH0/Pnz9wpERLnLzMzE9OnTYWhoiK+//hoAUK1aNUyaNEniZERExZNWhdCsWbM4+JJIIrdv34afnx8iIiIgk8nQv39/1KhRQ+pYRETFmlaFUO/evWFnZ1dQWYgoB0IIrFu3DmPHjkVaWhpsbGywfv16FkFERDqQ50KI44OICt+TJ08QEBCA/fv3AwDatWuHLVu2wMnJSeJkREQlg9ZXjRFR4VAoFGjWrBnu3r0LY2NjzJs3D2PGjIGBgdYTwhMRUS7y/BdVpVLxtBhRIZLL5ZgyZQrc3Nzw119/ISgoiEUQEZGO8a8qURESGRmJs2fPqpf9/f1x6dIleHh4SBeKiKgEYyFEVASoVCosW7YMDRo0QK9evdTTUMhkMpiYmEicjoio5NL6pqtEpFvx8fEYOHAgjhw5AgCoU6cO79lHRFRI2CNEJKF9+/bB3d0dR44cgampKb7//nv8+uuvKFeunNTRiIj0AnuEiCSgUCgwcuRIrF27FgDg4eGBkJAQ1KpVS+JkRET6hT1CRBIwNDREYmIiAGD8+PE4d+4ciyAiIgmwR4iokCiVSqSlpcHS0hIymQxr1qxBYGAgWrduLXU0IiK9xR4hokIQGxuLdu3aoX///urJScuUKcMiiIhIYuwRIipgu3btwtChQ5GUlAQLCwv8/fffqFatmtSxiIgI7BEiKjApKSkYMGAAfH19kZSUhIYNG+LSpUssgoiIihAWQkQFICwsDB4eHti6dSsMDAwwbdo0nD59mkUQEVERw1NjRDqmUCjQt29fREdHw9nZGdu3b0fz5s2ljkVERDlgjxCRjsnlcmzevBl9+/bFlStXWAQRERVh7BEiek9CCGzbtg1CCPj7+wMAWrRogRYtWkicjIiI/gsLIaL3kJiYiMDAQOzatQvm5ubw8vJC5cqVpY5FRER5xEKIKJ+OHz+Ofv36IS4uDnK5HNOmTYOzs7PUsYiISAsshIi0lJmZienTp2P+/PkQQqBatWoICQlBgwYNpI5GRERaYiFEpIXXr1+jefPmuHDhAgAgICAAS5YsgaWlpcTJiIgoP3jVGJEWjIyM0LFjR9jY2GDPnj1Yv349iyAiomKMhRDRf3jy5AmioqLUy9OnT8e1a9fwySefSJiKiIh0gYUQ0TscPnwY7u7u+PTTT5GZmQngTa+Qg4ODxMmIiEgXWAgR5SA9PR1jxoyBt7c3EhISkJ6ejoSEBKljERGRjrEQInpLZGQkGjRogGXLlgEAvvjiC1y8eBGVKlWSOBkREekaCyGi/6dSqbBs2TI0aNAA165dg52dHX777TcsX74cZmZmUscjIqICwEKI6P+pVCr8+OOPyMjIQJcuXRAZGQkfHx+pYxERUQHiPEKk94QQkMlkkMvl2L59O0JDQzF06FDIZDKpoxERUQFjIUR6KzU1FUFBQbC2tsb8+fMBAFWqVEGVKlUkTkZERIWFhRDppYsXL6JPnz64c+cODAwMMHToUBZARER6iGOESK8olUp8++23aNKkCe7cuQMnJyeEhoayCCIi0lPsESK9ERMTg/79++PEiRMAgB49emDdunWwsbGROBkREUmFhRDphczMTHh5eSEmJgYWFhZYsWIFBgwYwAHRRER6jqfGSC8YGxtj7ty5aNiwIS5fvoyBAweyCCIiIhZCVHKdPXtWfRoMAPr27YszZ86gatWqEqYiIqKihIUQlTgKhQIzZ86El5cXPvvsMzx79gwA1HMFERERZeG3ApUoUVFR6NOnD86dOwcAaNu2LYsfIiLKFXuEqEQQQmDr1q2oU6cOzp07B2tra+zYsQPbtm2DtbW11PGIiKiI4j+VqdjLzMxEv379sGvXLgCAl5cXtm3bBmdnZ4mTERFRUcceISr2jI2NIZfLIZfL8fXXX+PYsWMsgoiIKE/YI0TFUmZmJtLS0tSnvVatWoWxY8fC09NT4mRERFScsEeIip1bt26hSZMm8Pf3hxACAGBtbc0iiIiItMZCiIoNIQTWrl2LevXqISIiAqdOncL9+/eljkVERMUYCyEqFp48eYJu3bohMDAQaWlpaNeuHSIjI+Hq6ip1NCIiKsZYCFGRd/jwYbi7u2P//v0wNjbG4sWLceTIETg6OkodjYiIijkOlqYiLTMzE8OHD0dCQgJq1aqFHTt2oE6dOlLHIiKiEoI9QlSkGRsbY9u2bfjiiy9w8eJFFkFERKRT7BGiIkWlUmHFihWwsLBAQEAAAKBZs2Zo1qyZxMmIiKgkkrxHaNWqVXB1dYWpqSnq16+PU6dO5bru3r170b59e5QrVw5WVlZo0qQJjhw5UohpqSDFx8fD29sbY8aMwahRo3hFGBERFThJC6GdO3dizJgxmDp1Ki5dugQvLy94e3sjJiYmx/VPnjyJ9u3b4+DBgwgPD0fr1q3RtWtXXLp0qZCTk67t27cPH374IY4ePQpTU1MsWrSIs0MTEVGBk4msGekk0KhRI9SrVw+rV69Wt7m5uaFbt26YN29envbxwQcfwNfXF9OnT8/T+ikpKbC2tsbyQ5fxRSeON5Faamoqxo0bh7Vr1wIAPDw8sGPHDri5uUmcjIiIipKs7+/k5GRYWVnpbL+SjRHKzMxEeHg4Jk2apNHeoUMHnD17Nk/7UKlUePHiBWxsbHJdJyMjAxkZGerllJSU/AUmncvIyEDDhg1x48YNAMCXX36JOXPmwMTEROJkRESkLyQ7Nfb06VMolUrY29trtNvb2yMhISFP+1i0aBFSU1PRq1evXNeZN28erK2t1T8VK1Z8r9ykOyYmJvj000/h5OSE33//HfPnz2cRREREhUrywdIymUxjWQiRrS0nP/zwA2bOnImdO3fCzs4u1/UmT56M5ORk9U9sbOx7Z6b8i42NxZ07d9TL06ZNw9WrV9G2bVsJUxERkb6SrBAqW7YsDA0Ns/X+PH78OFsv0dt27tyJwYMHY9euXWjXrt071zUxMYGVlZXGD0lj586dcHd3R69evdSnK+Vy+TtPbRIRERUkyQohY2Nj1K9fH6GhoRrtoaGhaNq0aa7b/fDDDxgwYAB27NiBzp07F3RM0oGUlBT4+/ujd+/eSEpKgqmpKRITE6WORUREJO2EikFBQejXrx88PT3RpEkTrFu3DjExMQgMDATw5rTWw4cPERwcDOBNEdS/f38sW7YMjRs3VvcmmZmZwdraWrLXQbk7e/Ys+vbti+joaBgYGGDq1Kn46quvYGRkJHU0IiIiaQshX19fPHv2DLNnz0Z8fDxq166NgwcPquePiY+P15hTaO3atVAoFBgxYgRGjBihbvf398eWLVsKOz69g0KhwNy5czFnzhyoVCq4uLhg27ZtaN68udTRiIiI1CSdR0gKnEeocCgUCrRs2VLdI7Ry5Ur22hERUb6VuHmEqOQRQkClUsHQ0BByuRzbt2/HuXPn8Nlnn0kdjYiIKEcshEgnEhMTERgYCCcnJyxevBgA4OrqCldXV4mTERER5Y6FEL2348ePo1+/foiLi4ORkRHGjBmDSpUqSR2LiIjoP0k+oSIVX5mZmZg0aRLatGmDuLg4VKtWDWfOnGERRERExQZ7hChfbt26hT59+iAiIgIAEBAQgCVLlsDS0lLiZERERHnHQoi0lpGRgTZt2iA+Ph42NjbYsGEDunfvLnUsIiIirfHUGGnNxMQECxcuRLt27RAZGckiiIiIii32CFGeHD58GEZGRuqbo/r5+eGzzz7L0w1yiYiIiir2CNE7paenY/To0fD29kbfvn3x5MkT9WMsgoiIqLhjjxDlKjIyEn5+frh27RoAoGfPnhwMTUREJQp7hCgblUqFZcuWoUGDBrh27Rrs7Ozw22+/YcWKFTAzM5M6HhERkc6wR4g0pKeno1u3bjhy5AgAoHPnzti0aRPs7OwkTkZERKR77BEiDaamprCzs4OpqSlWrVqFAwcOsAgiIqISi4UQITU1Fc+fP1cvr1y5EhERERg2bBgHRBMRUYnGQkjPhYeHo169evD394cQAgBgZWUFNzc3iZMREREVPBZCekqpVOK7775D48aNcefOHVy6dAkPHz6UOhYREVGhYiGkh2JjY9G2bVtMmjQJCoUCPXr0wJUrV1ChQgWpoxERERUqFkJ6ZufOnXB3d8eJEydgYWGBjRs3Yvfu3bC1tZU6GhERUaHj5fN6JD09HVOmTEFSUhIaNmyIkJAQVK1aVepYREREkmEhpEdMTU0REhKC3377DdOnT4eRkZHUkYiIiCTFQqgEUygUmDt3Luzt7TFs2DAAQOPGjdG4cWOJkxERERUNLIRKqKioKPTt2xdhYWEwNTVF165dORiaiIjoLRwsXcIIIRAcHIw6deogLCwMVlZW2LhxI4sgIiKiHLBHqARJTExEYGAgdu3aBQDw8vLCtm3b4OzsLHEyIiKioomFUAmRlpaG+vXrIzo6GnK5HLNmzcLEiRNhaGgodTQiIqIii6fGSggzMzMMHDgQ1apVw9mzZzFlyhQWQURERP+BhVAxdvv2bdy8eVO9PHnyZERERKBBgwYSpiIiIio+WAgVQ0IIrF27FnXr1oWvry/S09MBAHK5HJaWlhKnIyIiKj44RqiYefLkCQICArB//34AgJ2dHV6+fAlTU1OJkxERERU/7BEqRo4cOQJ3d3fs378fxsbGWLRoEY4ePYqyZctKHY2IiKhYYo9QMZCZmYmJEydi6dKlAIBatWphx44dqFOnjrTBiIiIijkWQsWAoaEhwsPDAQAjR47E/PnzYWZmJnEqIv0hhIBCoYBSqZQ6ClGJZmRkVOhXPLMQKqJUKhWUSqX6l2Lbtm24fv06fHx8pI5GpFcyMzMRHx+PV69eSR2FqMSTyWSoUKFCoV74w0KoCIqPj8fAgQNRs2ZN9ekwZ2dnzhBNVMhUKhWio6NhaGgIR0dHGBsbQyaTSR2LqEQSQuDJkyeIi4tDtWrVCq1niIVQEbNv3z4EBATg6dOnOHXqFCZMmABHR0epYxHppczMTKhUKlSsWBHm5uZSxyEq8cqVK4f79+/j9evXhVYI8aqxIiI1NRWBgYHo1q0bnj59Cg8PD1y8eJFFEFERYGDAP5VEhUGKHld+uouA8PBw1KtXD2vXrgUAjB8/HufOnYObm5vEyYiIiEo2nhqT2KtXr+Dt7Y0nT57AyckJW7duRdu2baWORUREpBfYIyQxc3NzLF++HD169MCVK1dYBBERSejZs2ews7PD/fv3pY5S4qxcuRIfffSR1DGyYSEkgV27duHIkSPq5d69e2P37t2wtbWVMBURlRQDBgyATCaDTCaDXC5HpUqVMGzYMCQmJmZb9+zZs/Dx8UGZMmVgamqKDz/8EIsWLcpxzqRjx47Bx8cHtra2MDc3R61atTBu3Dg8fPiwMF5WoZg3bx66du0KFxcXqaMUiPj4ePj5+aFGjRowMDDAmDFj8rRdTEwMunbtCgsLC5QtWxajRo1CZmamxjqRkZFo2bIlzMzM4OTkhNmzZ0MIoX58yJAhuHDhAk6fPq3Ll/TeWAgVopSUFAwYMAC+vr7o378/njx5on6Ml+QSkS516tQJ8fHxuH//PjZs2IADBw5g+PDhGuv8/PPPaNmyJSpUqIBjx47h1q1bGD16NL7++mv07t1b40ts7dq1aNeuHcqXL489e/bgxo0bWLNmDZKTk7Fo0aJCe11vf/nqUlpaGjZu3IiAgID32k9BZnxfGRkZKFeuHKZOnZrnuxMolUp07twZqampOH36NH788Ufs2bMH48aNU6+TkpKC9u3bw9HRERcuXMCKFSuwcOFCLF68WL2OiYkJ/Pz8sGLFCp2/rvci9ExycrIAIJYfulyoz3v27Fnh6uoqAAgDAwPx1VdficzMzELNQETaSUtLEzdu3BBpaWlCCCFUKpVIzXgtyY9Kpcpzbn9/f/Hxxx9rtAUFBQkbGxv18suXL4Wtra345JNPsm2/f/9+AUD8+OOPQgghYmNjhbGxsRgzZkyOz5eYmJhrlsTERDFkyBBhZ2cnTExMxAcffCAOHDgghBBixowZok6dOhrrL1myRDg7O2d7Ld98841wcHAQzs7OYtKkSaJRo0bZnuvDDz8U06dPVy9v2rRJ1KxZU5iYmIgaNWqI77//PtecQgixZ88eUbZsWY02hUIhBg0aJFxcXISpqamoXr26WLp0qcY6OWUUQoi4uDjRq1cvUbp0aWFjYyM++ugjER0drd7u/Pnzol27dsLW1lZYWVmJFi1aiPDw8Hdm1KWWLVuK0aNH/+d6Bw8eFAYGBuLhw4fqth9++EGYmJiI5ORkIYQQq1atEtbW1iI9PV29zrx584Sjo6PG7+7x48eFsbGxePXqVY7P9fZn7t+yvr+znlNXOFi6gCkUCsydOxdz586FUqmEs7Mztm/fjubNm0sdjYi0lPZaiVrTj/z3igXgxuyOMDfO35/sqKgoHD58GEZGRuq2o0eP4tmzZxg/fny29bt27Yrq1avjhx9+gK+vL3bv3o3MzExMmDAhx/2XLl06x3aVSgVvb2+8ePEC27dvR5UqVXDjxg2t54f5448/YGVlhdDQUHUv1bfffot79+6hSpUqAIDr168jMjISP/30EwBg/fr1mDFjBlauXIm6devi0qVLGDJkCCwsLODv75/j85w8eRKenp7ZXkOFChWwa9culC1bFmfPnsXnn38OBwcH9OrVK9eMr169QuvWreHl5YWTJ09CLpdj7ty56NSpE65evQpjY2O8ePEC/v7+WL58OQBg0aJF8PHxwd27d1GqVKkcM4aEhGDo0KHvfL/Wrl2LPn365OGdzZuwsDDUrl1bYzqXjh07IiMjA+Hh4WjdujXCwsLQsmVLmJiYaKwzefJk3L9/H66urgAAT09PvH79GufPn0fLli11lvF9sBAqQK9evUK7du0QFhYGAOjTpw++//57WFtbS5yMiEq6X3/9FZaWllAqlUhPTwcAjdMUd+7cAYBcp+moWbOmep27d+/CysoKDg4OWmX4/fffcf78edy8eRPVq1cHAFSuXFnr12JhYYENGzbA2NhY3ebu7o4dO3bgq6++AvCmQGjQoIH6eebMmYNFixbhk08+AQC4urrixo0bWLt2ba6F0P3797PN3WZkZIRZs2apl11dXXH27Fns2rVLoxB6O+OmTZtgYGCADRs2qIc+bN68GaVLl8bx48fRoUMHtGnTRuO51q5dizJlyuDEiRPo0qVLjhk/+ugjNGrU6J3vl729/Tsf11ZCQkK2fZYpUwbGxsZISEhQr/P2uKqsbRISEtSFkIWFBUqXLo379++zENIH5ubmqF69Oq5fv47Vq1fDz89P6khE9B7MjAxxY3ZHyZ5bG61bt8bq1avx6tUrbNiwAXfu3MEXX3yRbT3xr3FAb7dnfYH/+/+1cfnyZVSoUEFdnOTXhx9+qFEEAW/+Yblp0yZ89dVXEELghx9+UA/8ffLkCWJjYzF48GAMGTJEvY1CoXjnP0TT0tJgamqarX3NmjXYsGEDHjx4gLS0NGRmZsLDw+OdGcPDw/H3339n69lJT0/HvXv3AACPHz/G9OnT8eeff+Kff/6BUqnEq1evEBMTk2vGUqVK5dpbVJByOv5v/168vU7W79bb7WZmZkXq3n0shHQsMTERCoUC5cqVAwCsWLECM2fOLLFXIBDpE5lMlu/TU4XNwsICVatWBQAsX74crVu3xqxZszBnzhwAUBcnN2/eRNOmTbNtf+vWLdSqVUu9bnJyMuLj47XqFTIzM3vn4wYGBtkKsdevX+f4Wt7m5+eHSZMmISIiAmlpaYiNjUXv3r0BvDmdBbw5PfZ278m7TsuVLVs225V1u3btwtixY7Fo0SI0adIEpUqVwoIFC/DXX3+9M6NKpUL9+vUREhKS7Xmyvh8GDBiAJ0+eYOnSpXB2doaJiQmaNGnyzsHWUpwaK1++fLbXm5iYiNevX6t7fcqXL6/uHcry+PFjANl7qJ4/f65+D4qC4vGJLiaOHz+Ofv36wd3dHb/++itkMplk1TsR0b/NmDED3t7eGDZsGBwdHdGhQwfY2Nhg0aJF2Qqh/fv34+7du+qiqWfPnpg0aRLmz5+PJUuWZNt3UlJSjuOE3N3dERcXhzt37uTYK1SuXDkkJCRo9Cxcvnw5T6+nQoUKaNGiBUJCQpCWloZ27dqpv3Dt7e3h5OSEqKgorQqCunXrYvv27Rptp06dQtOmTTWuuMvq0XmXevXqYefOnbCzs4OVlVWO65w6dQqrVq2Cj48PACA2NhZPnz59536lODXWpEkTfP311xqF8NGjR2FiYoL69eur15kyZQoyMzPVPWNHjx6Fo6OjRkfAvXv3kJ6ejrp16+o043vR6dDrYqAgrhrLyMgQEydOFDKZTAAQ1apVE/Hx8TrbPxFJ411XsBRlOV01JoQQ9evXFyNGjFAv7969WxgaGoohQ4aIK1euiOjoaLFhwwZRpkwZ0bNnT42rfb7//nshk8nEoEGDxPHjx8X9+/fF6dOnxeeffy6CgoJyzdKqVStRu3ZtcfToUREVFSUOHjwoDh06JIQQ4saNG0Imk4lvv/1W/P3332LlypWiTJkyOV41lpN169YJR0dHUbZsWbFt2zaNx9avXy/MzMzE0qVLxe3bt8XVq1fFpk2bxKJFi3LNevXqVSGXy8Xz58/VbUuXLhVWVlbi8OHD4vbt22LatGnCyspK42q3nDKmpqaKatWqiVatWomTJ0+KqKgocfz4cTFq1CgRGxsrhBDCw8NDtG/fXty4cUOcO3dOeHl5CTMzM7FkyZJcM+rCpUuXxKVLl0T9+vWFn5+fuHTpkrh+/br68b1794oaNWqolxUKhahdu7Zo27atiIiIEL///ruoUKGCGDlypHqdpKQkYW9vLz777DMRGRkp9u7dK6ysrMTChQs1nnvz5s2icuXKuWaT4qoxFkLv6datW6JevXoCgAAgAgICxIsXL3SybyKSVkkrhEJCQoSxsbGIiYlRt508eVJ06tRJWFtbC2NjY1GrVi2xcOFCoVAosm0fGhoqOnbsKMqUKSNMTU1FzZo1xfjx48WjR49yzfLs2TMxcOBAYWtrK0xNTUXt2rXFr7/+qn589erVomLFisLCwkL0799ffP3113kuhBITE4WJiYkwNzfP8e9uSEiI8PDwEMbGxqJMmTKiRYsWYu/evblmFUKIxo0bizVr1qiX09PTxYABA4S1tbUoXbq0GDZsmJg0adJ/FkJCCBEfHy/69+8vypYtK0xMTETlypXFkCFD1F/kERERwtPTU5iYmIhq1aqJ3bt3C2dn5wIvhLK+r/798+/3fPPmzeLtfpIHDx6Izp07CzMzM2FjYyNGjhypcam8EG8KSS8vL2FiYiLKly8vZs6cmW3ahw4dOoh58+blmk2KQkgmRC4j5UqolJQUWFtbY/mhy/iiU94mk8qJEALr1q3D2LFjkZaWBhsbG6xfv159hQIRFX/p6emIjo6Gq6trjoNoqeQ5ePAgxo8fj2vXrsHAgHMO69K1a9fQtm1b3LlzJ9dB6+/6zGV9fycnJ+d6ujE/OEYon9LS0rBgwQL1uektW7bAyclJ6lhERPQesubxefjwISpWrCh1nBLl0aNHCA4OLnJTyLAQyidzc3OEhITg9OnTGDt2LP/lQERUQowePVrqCCVShw4dpI6QIxZCeZSeno6JEyeiSpUqGDVqFACgUaNG/zl6n4iIiIouFkJ5EBkZCT8/P1y7dg2mpqbo1asXypcvL3UsIiIiek88n/MOKpUKS5cuhaenJ65duwY7Ozvs2bOHRRCRntGza0qIJCPFZ409QrmIj4/HgAEDcPToUQBAly5dsHHjRtjZ2UmcjIgKS9ZNSl+9evWfsyQT0fvLmlVb2xvzvg8WQjlITU1F/fr1ER8fD1NTUyxevBiBgYH5utcOERVfhoaGKF26tPpWAebm5vw7QFRAVCoVnjx5AnNzc8jlhVeesBDKgYWFBb744gvs2rULO3bsyPXuzERU8mWdCs8qhoio4BgYGKBSpUqF+g8OTqj4/8LDw2FiYoLatWsDAJRKJRQKBUxMTKSKSkRFiFKpzPGGoESkO8bGxrlOR1NiJ1RctWoVFixYgPj4eHzwwQdYunQpvLy8cl3/xIkTCAoKwvXr1+Ho6IgJEyYgMDAw38+vVCqxYMECfPXVV6hRowYuXLgAMzMzGBoaFuo5SiIq2vg3gahkkvSqsZ07d2LMmDGYOnUqLl26BC8vL3h7eyMmJibH9aOjo+Hj4wMvLy9cunQJU6ZMwahRo7Bnz558PX9sbCzatm2LyZMnQ6FQoGbNmuqBWkRERFTySXpqrFGjRqhXrx5Wr16tbnNzc0O3bt0wb968bOtPnDgR+/fvx82bN9VtgYGBuHLlCsLCwvL0nFldawMmfYdf1sxDUlISLCwssGLFCgwYMIADIYmIiIqggjo1JlmPUGZmJsLDw7NNud2hQwecPXs2x23CwsKyrd+xY0dcvHhR63P3W76diKSkJDRs2BCXL1/GwIEDWQQRERHpGcnGCD19+hRKpRL29vYa7fb29khISMhxm4SEhBzXVygUePr0KRwcHLJtk5GRgYyMDPVycnKy+v8nTJiACRMmwMjICCkpKe/zcoiIiKgAZX1P6/pEluSDpd/uhRFCvLNnJqf1c2rPMm/ePMyaNSvHx+bPn4/58+drE5eIiIgk9OzZM53ewV6yQqhs2bIwNDTM1vvz+PHjbL0+WcqXL5/j+nK5HLa2tjluM3nyZAQFBamXk5KS4OzsjJiYGJ2+kZQ/KSkpqFixImJjY3V6zpe0x2NRdPBYFB08FkVHcnIyKlWqBBsbG53uV7JCyNjYGPXr10doaCi6d++ubg8NDcXHH3+c4zZNmjTBgQMHNNqOHj0KT09P9VT4bzMxMclxLiBra2v+UhchVlZWPB5FBI9F0cFjUXTwWBQduc0zlO/96XRvWgoKCsKGDRuwadMm3Lx5E2PHjkVMTIx6XqDJkyejf//+6vUDAwPx4MEDBAUF4ebNm9i0aRM2btyI8ePHS/USiIiIqBiTdIyQr68vnj17htmzZyM+Ph61a9fGwYMH4ezsDODNjU//PaeQq6srDh48iLFjx+L777+Ho6Mjli9fjh49ekj1EoiIiKgYk3yw9PDhwzF8+PAcH9uyZUu2tpYtWyIiIiLfz2diYoIZM2bw1hlFBI9H0cFjUXTwWBQdPBZFR0EdC7271xgRERFRFknHCBERERFJiYUQERER6S0WQkRERKS3WAgRERGR3iqRhdCqVavg6uoKU1NT1K9fH6dOnXrn+idOnED9+vVhamqKypUrY82aNYWUtOTT5ljs3bsX7du3R7ly5WBlZYUmTZrgyJEjhZi25NP2s5HlzJkzkMvl8PDwKNiAekTbY5GRkYGpU6fC2dkZJiYmqFKlCjZt2lRIaUs2bY9FSEgI6tSpA3Nzczg4OGDgwIF49uxZIaUtuU6ePImuXbvC0dERMpkMv/zyy39uo5Pvb1HC/Pjjj8LIyEisX79e3LhxQ4wePVpYWFiIBw8e5Lh+VFSUMDc3F6NHjxY3btwQ69evF0ZGRuKnn34q5OQlj7bHYvTo0eK7774T58+fF3fu3BGTJ08WRkZGIiIiopCTl0zaHo8sSUlJonLlyqJDhw6iTp06hRO2hMvPsfjoo49Eo0aNRGhoqIiOjhZ//fWXOHPmTCGmLpm0PRanTp0SBgYGYtmyZSIqKkqcOnVKfPDBB6Jbt26FnLzkOXjwoJg6darYs2ePACB+/vnnd66vq+/vElcINWzYUAQGBmq01axZU0yaNCnH9SdMmCBq1qyp0TZ06FDRuHHjAsuoL7Q9FjmpVauWmDVrlq6j6aX8Hg9fX18xbdo0MWPGDBZCOqLtsTh06JCwtrYWz549K4x4ekXbY7FgwQJRuXJljbbly5eLChUqFFhGfZSXQkhX398l6tRYZmYmwsPD0aFDB432Dh064OzZszluExYWlm39jh074uLFi3j9+nWBZS3p8nMs3qZSqfDixQud32BPH+X3eGzevBn37t3DjBkzCjqi3sjPsdi/fz88PT0xf/58ODk5oXr16hg/fjzS0tIKI3KJlZ9j0bRpU8TFxeHgwYMQQuCff/7BTz/9hM6dOxdGZPoXXX1/Sz6ztC49ffoUSqUy293r7e3ts921PktCQkKO6ysUCjx9+hQODg4Flrcky8+xeNuiRYuQmpqKXr16FUREvZKf43H37l1MmjQJp06dglxeov5USCo/xyIqKgqnT5+Gqakpfv75Zzx9+hTDhw/H8+fPOU7oPeTnWDRt2hQhISHw9fVFeno6FAoFPvroI6xYsaIwItO/6Or7u0T1CGWRyWQay0KIbG3/tX5O7aQ9bY9Flh9++AEzZ87Ezp07YWdnV1Dx9E5ej4dSqYSfnx9mzZqF6tWrF1Y8vaLNZ0OlUkEmkyEkJAQNGzaEj48PFi9ejC1btrBXSAe0ORY3btzAqFGjMH36dISHh+Pw4cOIjo5W3yycCpcuvr9L1D/zypYtC0NDw2yV/OPHj7NVjVnKly+f4/pyuRy2trYFlrWky8+xyLJz504MHjwYu3fvRrt27Qoypt7Q9ni8ePECFy9exKVLlzBy5EgAb76MhRCQy+U4evQo2rRpUyjZS5r8fDYcHBzg5OQEa2trdZubmxuEEIiLi0O1atUKNHNJlZ9jMW/ePDRr1gxffvklAMDd3R0WFhbw8vLC3LlzeRahEOnq+7tE9QgZGxujfv36CA0N1WgPDQ1F06ZNc9ymSZMm2dY/evQoPD09YWRkVGBZS7r8HAvgTU/QgAEDsGPHDp5z1yFtj4eVlRUiIyNx+fJl9U9gYCBq1KiBy5cvo1GjRoUVvcTJz2ejWbNmePToEV6+fKluu3PnDgwMDFChQoUCzVuS5edYvHr1CgYGml+dhoaGAP7XG0GFQ2ff31oNrS4Gsi6F3Lhxo7hx44YYM2aMsLCwEPfv3xdCCDFp0iTRr18/9fpZl9+NHTtW3LhxQ2zcuJGXz+uItsdix44dQi6Xi++//17Ex8erf5KSkqR6CSWKtsfjbbxqTHe0PRYvXrwQFSpUED179hTXr18XJ06cENWqVRMBAQFSvYQSQ9tjsXnzZiGXy8WqVavEvXv3xOnTp4Wnp6do2LChVC+hxHjx4oW4dOmSuHTpkgAgFi9eLC5duqSeyqCgvr9LXCEkhBDff/+9cHZ2FsbGxqJevXrixIkT6sf8/f1Fy5YtNdY/fvy4qFu3rjA2NhYuLi5i9erVhZy45NLmWLRs2VIAyPbj7+9f+MFLKG0/G//GQki3tD0WN2/eFO3atRNmZmaiQoUKIigoSLx69aqQU5dM2h6L5cuXi1q1agkzMzPh4OAg+vTpI+Li4go5dclz7Nixd34HFNT3t0wI9uURERGRfipRY4SIiIiItMFCiIiIiPQWCyEiIiLSWyyEiIiISG+xECIiIiK9xUKIiIiI9BYLISIiItJbLISISMOWLVtQunRpqWPkm4uLC5YuXfrOdWbOnAkPD49CyUNERRsLIaISaMCAAZDJZNl+/v77b6mjYcuWLRqZHBwc0KtXL0RHR+tk/xcuXMDnn3+uXpbJZPjll1801hk/fjz++OMPnTxfbt5+nfb29ujatSuuX7+u9X6Kc2FKVNSxECIqoTp16oT4+HiNH1dXV6ljAXhzU9f4+Hg8evQIO3bswOXLl/HRRx9BqVS+977LlSsHc3Pzd65jaWmp1d2p8+vfr/O3335DamoqOnfujMzMzAJ/biLKGxZCRCWUiYkJypcvr/FjaGiIxYsX48MPP4SFhQUqVqyI4cOHa9zV/G1XrlxB69atUapUKVhZWaF+/fq4ePGi+vGzZ8+iRYsWMDMzQ8WKFTFq1Cikpqa+M5tMJkP58uXh4OCA1q1bY8aMGbh27Zq6x2r16tWoUqUKjI2NUaNGDWzbtk1j+5kzZ6JSpUowMTGBo6MjRo0apX7s36fGXFxcAADdu3eHTCZTL//71NiRI0dgamqKpKQkjecYNWoUWrZsqbPX6enpibFjx+LBgwe4ffu2ep13HY/jx49j4MCBSE5OVvcszZw5EwCQmZmJCRMmwMnJCRYWFmjUqBGOHz/+zjxElB0LISI9Y2BggOXLl+PatWvYunUr/vzzT0yYMCHX9fv06YMKFSrgwoULCA8Px6RJk2BkZAQAiIyMRMeOHfHJJ5/g6tWr2LlzJ06fPo2RI0dqlcnMzAwA8Pr1a/z8888YPXo0xo0bh2vXrmHo0KEYOHAgjh07BgD46aefsGTJEqxduxZ3797FL7/8gg8//DDH/V64cAEAsHnzZsTHx6uX/61du3YoXbo09uzZo25TKpXYtWsX+vTpo7PXmZSUhB07dgCA+v0D3n08mjZtiqVLl6p7luLj4zF+/HgAwMCBA3HmzBn8+OOPuHr1Kj799FN06tQJd+/ezXMmIgJK5N3nifSdv7+/MDQ0FBYWFuqfnj175rjurl27hK2trXp58+bNwtraWr1cqlQpsWXLlhy37devn/j888812k6dOiUMDAxEWlpajtu8vf/Y2FjRuHFjUaFCBZGRkSGaNm0qhgwZorHNp59+Knx8fIQQQixatEhUr15dZGZm5rh/Z2dnsWTJEvUyAPHzzz9rrDNjxgxRp04d9fKoUaNEmzZt1MtHjhwRxsbG4vnz5+/1OgEICwsLYW5urr6T9kcffZTj+ln+63gIIcTff/8tZDKZePjwoUZ727ZtxeTJk9+5fyLSJJe2DCOigtK6dWusXr1avWxhYQEAOHbsGL755hvcuHEDKSkpUCgUSE9PR2pqqnqdfwsKCkJAQAC2bduGdu3a4dNPP0WVKlUAAOHh4fj7778REhKiXl8IAZVKhejoaLi5ueWYLTk5GZaWlhBC4NWrV6hXrx727t0LY2Nj3Lx5U2OwMwA0a9YMy5YtAwB8+umnWLp0KSpXroxOnTrBx8cHXbt2hVye/z9nffr0QZMmTfDo0SM4OjoiJCQEPj4+KFOmzHu9zlKlSiEiIgIKhQInTpzAggULsGbNGo11tD0eABAREQEhBKpXr67RnpGRUShjn4hKEhZCRCWUhYUFqlatqtH24MED+Pj4IDAwEHPmzIGNjQ1Onz6NwYMH4/Xr1znuZ+bMmfDz88Nvv/2GQ4cOYcaMGfjxxx/RvXt3qFQqDB06VGOMTpZKlSrlmi2rQDAwMIC9vX22L3yZTKaxLIRQt1WsWBG3b99GaGgofv/9dwwfPhwLFizAiRMnNE45aaNhw4aoUqUKfvzxRwwbNgw///wzNm/erH48v6/TwMBAfQxq1qyJhIQE+Pr64uTJkwDydzyy8hgaGiI8PByGhoYaj1laWmr12on0HQshIj1y8eJFKBQKLFq0CAYGb4YI7tq16z+3q169OqpXr46xY8fis88+w+bNm9G9e3fUq1cP169fz1Zw/Zd/Fwhvc3Nzw+nTp9G/f39129mzZzV6XczMzPDRRx/ho48+wogRI1CzZk1ERkaiXr162fZnZGSUp6vR/Pz8EBISggoVKsDAwACdO3dWP5bf1/m2sWPHYvHixfj555/RvXv3PB0PY2PjbPnr1q0LpVKJx48fw8vL670yEek7DpYm0iNVqlSBQqHAihUrEBUVhW3btmU7VfNvaWlpGDlyJI4fP44HDx7gzJkzuHDhgroomThxIsLCwjBixAhcvnwZd+/exf79+/HFF1/kO+OXX36JLVu2YM2aNbh79y4WL16MvXv3qgcJb9myBRs3bsS1a9fUr8HMzAzOzs457s/FxQV//PEHEhISkJiYmOvz9unTBxEREfj666/Rs2dPmJqaqh/T1eu0srJCQEAAZsyYASFEno6Hi4sLXr58iT/++ANPnz7Fq1evUL16dfTp0wf9+/fH3r17ER0djQsXLuC7777DwYMHtcpEpPekHKBERAXD399ffPzxxzk+tnjxYuHg4CDMzMxEx44dRXBwsAAgEhMThRCag3MzMjJE7969RcWKFYWxsbFwdHQUI0eO1BggfP78edG+fXthaWkpLCwshLu7u/j6669zzZbT4N+3rVq1SlSuXFkYGRmJ6tWri+DgYPVjP//8s2jUqJGwsrISFhYWonHjxuL3339XP/72YOn9+/eLqlWrCrlcLpydnYUQ2QdLZ2nQoIEAIP78889sj+nqdT548EDI5XKxc+dOIcR/Hw8hhAgMDBS2trYCgJgxY4YQQojMzEwxffp04eLiIoyMjET58uVF9+7dxdWrV3PNRETZyYQQQtpSjIiIiEgaPDVGREREeouFEBEREektFkJERESkt1gIERERkd5iIURERER6i4UQERER6S0WQkRERKS3WAgRERGR3mIhRERERHqLhRARERHpLRZCREREpLdYCBEREZHe+j9N5CIS7ck6XgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Stability Score: 0.986426338394222\n", "Accuracy: 0.9863985807214666\n", "F1-Score: 0.9864040283473643\n", "Recall: 0.9863985807214666\n", "Precision: 0.9864270121762745\n", "ROC AUC: 0.9993617679304463\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Import necessary libraries\n", "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.model_selection import cross_val_score, train_test_split\n", "from sklearn.preprocessing import StandardScaler\n", "from itertools import combinations\n", "import numpy as np\n", "import pandas as pd\n", "from sklearn.preprocessing import LabelEncoder\n", "from sklearn.metrics import accuracy_score, f1_score, recall_score, precision_score, roc_auc_score\n", "import matplotlib.pyplot as plt\n", "# Import additional libraries\n", "import seaborn as sns\n", "from sklearn.metrics import roc_curve\n", "\n", "# Function for preprocessing data\n", "def preprocessing(file_path, target_column):\n", " # Load data from csv file\n", " data = pd.read_csv(file_path)\n", " \n", " # Store the feature names\n", " feature_names = data.columns.tolist()\n", " feature_names.remove(target_column)\n", " \n", " # Separate target from the rest of the data\n", " target = data[target_column]\n", " data = data.drop(target_column, axis=1)\n", " \n", " # Handle categorical variables via Label Encoding\n", " label_encoder = LabelEncoder()\n", " for column in data.columns:\n", " if data[column].dtype == 'object':\n", " data[column] = label_encoder.fit_transform(data[column])\n", "\n", " # Scale the data\n", " scaler = StandardScaler()\n", " preprocessed_data = scaler.fit_transform(data)\n", " \n", " return preprocessed_data, target, feature_names\n", "\n", "# Step B: Gini Index Calculation and Feature Ranking\n", "def calculate_gini_index(preprocessed_data, target, k, feature_names):\n", " clf = RandomForestClassifier()\n", " clf.fit(preprocessed_data, target)\n", " importances = clf.feature_importances_\n", " indices = np.argsort(importances)[::-1][:k]\n", "\n", " # Create a DataFrame of feature importances\n", " importances_df = pd.DataFrame({\n", " 'Feature': np.array(feature_names),\n", " 'Importance': importances\n", " })\n", "\n", " # Sort the DataFrame by importance\n", " importances_df = importances_df.sort_values(by='Importance', ascending=False)\n", "\n", " # Print feature importances\n", " print(\"Feature importances:\")\n", " print(importances_df)\n", "\n", " # Visualize feature importances\n", " plt.figure(figsize=(10,8))\n", " sns.barplot(x='Importance', y='Feature', data=importances_df)\n", " plt.title('Feature Importances')\n", " plt.show()\n", "\n", " # Print selected features\n", " print(\"\\nSelected features:\")\n", " for i in indices:\n", " print(feature_names[i])\n", "\n", " return indices\n", "\n", "# Step D: Feature Interaction Analysis\n", "def feature_interaction(preprocessed_data, indices):\n", " combinations_of_features = list(combinations(indices, 2))\n", " for (feature1, feature2) in combinations_of_features:\n", " interaction_term = preprocessed_data[:, feature1] * preprocessed_data[:, feature2]\n", " preprocessed_data = np.column_stack((preprocessed_data, interaction_term))\n", " return preprocessed_data\n", "\n", "# Step E: Stability Analysis\n", "def stability_analysis(preprocessed_data, target, folds):\n", " clf = RandomForestClassifier()\n", " cv_scores = cross_val_score(clf, preprocessed_data, target, cv=folds)\n", " stability_score = np.mean(cv_scores)\n", " return cv_scores, stability_score\n", "\n", "# Step F: Model Training and Evaluation\n", "def model_training(preprocessed_data, target):\n", " X_train, X_test, y_train, y_test = train_test_split(preprocessed_data, target, test_size=0.3, random_state=42)\n", " clf = RandomForestClassifier()\n", " clf.fit(X_train, y_train)\n", " y_pred = clf.predict(X_test)\n", " accuracy = accuracy_score(y_test, y_pred)\n", " f1 = f1_score(y_test, y_pred, average='weighted')\n", " recall = recall_score(y_test, y_pred, average='weighted')\n", " precision = precision_score(y_test, y_pred, average='weighted')\n", " roc_auc = roc_auc_score(y_test, clf.predict_proba(X_test)[:, 1])\n", "\n", " # Plot the ROC curve\n", " fpr, tpr, _ = roc_curve(y_test, clf.predict_proba(X_test)[:, 1])\n", " plt.figure()\n", " plt.plot(fpr, tpr, label='ROC curve (area = %0.2f)' % roc_auc)\n", " plt.plot([0, 1], [0, 1], 'k--')\n", " plt.xlim([0.0, 1.0])\n", " plt.ylim([0.0, 1.05])\n", " plt.xlabel('False Positive Rate')\n", " plt.ylabel('True Positive Rate')\n", " plt.title('Receiver Operating Characteristic (ROC)')\n", " plt.legend(loc=\"lower right\")\n", " plt.show()\n", "\n", " return accuracy, f1, recall, precision, roc_auc\n", "\n", "\n", "# The BukaGini Algorithm\n", "def bukagini_algorithm(file_path, target_column, k, folds):\n", " preprocessed_data, target, feature_names = preprocessing(file_path, target_column)\n", " indices = calculate_gini_index(preprocessed_data, target, k, feature_names)\n", " preprocessed_data = feature_interaction(preprocessed_data, indices)\n", " cv_scores, stability_score = stability_analysis(preprocessed_data, target, folds)\n", " accuracy, f1, recall, precision, roc_auc = model_training(preprocessed_data, target)\n", " print(f\"Stability Score: {stability_score}\")\n", " print(f\"Accuracy: {accuracy}\")\n", " print(f\"F1-Score: {f1}\")\n", " print(f\"Recall: {recall}\")\n", " print(f\"Precision: {precision}\")\n", " print(f\"ROC AUC: {roc_auc}\")\n", "\n", " # Plotting the scores for each fold\n", " plt.figure(figsize=(10, 5))\n", " plt.plot(range(1, folds+1), cv_scores, marker='o', label='Fold Score')\n", " plt.axhline(y=stability_score, color='r', linestyle='-', label='Stability Score')\n", " for i, score in enumerate(cv_scores, 1):\n", " # Adjust vertical offset for text annotation to be closer to the node\n", " offset = 0.005 if score < stability_score else -0.005\n", " plt.text(i, score + offset, f\"{score:.4f}\", ha='center', va='bottom')\n", " plt.title('Scores for each fold vs Stability Score')\n", " plt.xlabel('Fold')\n", " plt.ylabel('Score')\n", " plt.xticks(range(1, folds+1))\n", " plt.grid(True)\n", " # plt.legend() # Hiding the legend as per reviewer's suggestion\n", " plt.show()\n", "\n", "\n", "\n", "\n", "\n", "\"\"\" \n", "UNSW_NB15\n", "file_path = 'D:/ML_LAB/UNSW_NB15/UNSW_NB15_training-set.csv'\n", "target_column = 'label'\n", "#WUSTL EHMS\n", "file_path = 'D:/ML_LAB/IoMT/IoMT.csv' target_column = 'label'\n", "#WSN-DS\n", "file_path = 'D:/ML_LAB/Wireless/WSN-DS/WSN-DS.csv' target_column = 'label'\n", "\n", "\"\"\"\n", "file_path = 'D:/ML_LAB/NSLKDD/KDD.csv' \n", "target_column = 'class'\n", "k = 10\n", "folds = 10\n", "bukagini_algorithm(file_path, target_column, k, folds)\n" ] }, { "cell_type": "code", "execution_count": null, "id": "b8c16668", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 5 }