diff --git a/CVE2016.ipynb b/CVE2016.ipynb index 3cfa406462..c54e984702 100644 --- a/CVE2016.ipynb +++ b/CVE2016.ipynb @@ -15,10 +15,10 @@ "id": "91b44dc2", "metadata": { "execution": { - "iopub.execute_input": "2024-10-15T20:19:55.051330Z", - "iopub.status.busy": "2024-10-15T20:19:55.050821Z", - "iopub.status.idle": "2024-10-15T20:19:55.686723Z", - "shell.execute_reply": "2024-10-15T20:19:55.686175Z" + "iopub.execute_input": "2024-10-16T01:20:25.215743Z", + "iopub.status.busy": "2024-10-16T01:20:25.215573Z", + "iopub.status.idle": "2024-10-16T01:20:25.843601Z", + "shell.execute_reply": "2024-10-16T01:20:25.842993Z" }, "tags": [ "remove-cell" @@ -100,10 +100,10 @@ "id": "98bafc2f-2e20-4032-a091-ec2dc0ecb7a5", "metadata": { "execution": { - "iopub.execute_input": "2024-10-15T20:19:55.688934Z", - "iopub.status.busy": "2024-10-15T20:19:55.688477Z", - "iopub.status.idle": "2024-10-15T20:20:16.335826Z", - "shell.execute_reply": "2024-10-15T20:20:16.335267Z" + "iopub.execute_input": "2024-10-16T01:20:25.845773Z", + "iopub.status.busy": "2024-10-16T01:20:25.845417Z", + "iopub.status.idle": "2024-10-16T01:20:45.222047Z", + "shell.execute_reply": "2024-10-16T01:20:45.221475Z" }, "tags": [ "remove-cell" @@ -226,10 +226,10 @@ "id": "fb2368b3", "metadata": { "execution": { - "iopub.execute_input": "2024-10-15T20:20:16.338046Z", - "iopub.status.busy": "2024-10-15T20:20:16.337686Z", - "iopub.status.idle": "2024-10-15T20:20:16.346882Z", - "shell.execute_reply": "2024-10-15T20:20:16.346420Z" + "iopub.execute_input": "2024-10-16T01:20:45.224304Z", + "iopub.status.busy": "2024-10-16T01:20:45.223933Z", + "iopub.status.idle": "2024-10-16T01:20:45.237489Z", + "shell.execute_reply": "2024-10-16T01:20:45.236933Z" }, "tags": [ "remove-input" @@ -274,10 +274,10 @@ "id": "39c9867a", "metadata": { "execution": { - "iopub.execute_input": "2024-10-15T20:20:16.348608Z", - "iopub.status.busy": "2024-10-15T20:20:16.348423Z", - "iopub.status.idle": "2024-10-15T20:20:16.365525Z", - "shell.execute_reply": "2024-10-15T20:20:16.365059Z" + "iopub.execute_input": "2024-10-16T01:20:45.239546Z", + "iopub.status.busy": "2024-10-16T01:20:45.239185Z", + "iopub.status.idle": "2024-10-16T01:20:45.256666Z", + "shell.execute_reply": "2024-10-16T01:20:45.256198Z" }, "tags": [ "remove-cell" @@ -309,10 +309,10 @@ "id": "a776139d", "metadata": { "execution": { - "iopub.execute_input": "2024-10-15T20:20:16.367146Z", - "iopub.status.busy": "2024-10-15T20:20:16.366972Z", - "iopub.status.idle": "2024-10-15T20:20:16.592740Z", - "shell.execute_reply": "2024-10-15T20:20:16.592145Z" + "iopub.execute_input": "2024-10-16T01:20:45.258584Z", + "iopub.status.busy": "2024-10-16T01:20:45.258242Z", + "iopub.status.idle": "2024-10-16T01:20:45.482823Z", + "shell.execute_reply": "2024-10-16T01:20:45.482210Z" }, "tags": [ "remove-input" @@ -355,10 +355,10 @@ "id": "endless-cylinder", "metadata": { "execution": { - "iopub.execute_input": "2024-10-15T20:20:16.594713Z", - "iopub.status.busy": "2024-10-15T20:20:16.594526Z", - "iopub.status.idle": "2024-10-15T20:20:16.800887Z", - "shell.execute_reply": "2024-10-15T20:20:16.800300Z" + "iopub.execute_input": "2024-10-16T01:20:45.484918Z", + "iopub.status.busy": "2024-10-16T01:20:45.484575Z", + "iopub.status.idle": "2024-10-16T01:20:45.693494Z", + "shell.execute_reply": "2024-10-16T01:20:45.692960Z" }, "tags": [ "remove-input" @@ -403,10 +403,10 @@ "id": "common-louis", "metadata": { "execution": { - "iopub.execute_input": "2024-10-15T20:20:16.802987Z", - "iopub.status.busy": "2024-10-15T20:20:16.802653Z", - "iopub.status.idle": "2024-10-15T20:20:16.985314Z", - "shell.execute_reply": "2024-10-15T20:20:16.984764Z" + "iopub.execute_input": "2024-10-16T01:20:45.695566Z", + "iopub.status.busy": "2024-10-16T01:20:45.695001Z", + "iopub.status.idle": "2024-10-16T01:20:45.876201Z", + "shell.execute_reply": "2024-10-16T01:20:45.875726Z" }, "tags": [ "remove-input" @@ -451,10 +451,10 @@ "id": "smooth-stupid", "metadata": { "execution": { - "iopub.execute_input": "2024-10-15T20:20:16.987292Z", - "iopub.status.busy": "2024-10-15T20:20:16.986964Z", - "iopub.status.idle": "2024-10-15T20:20:17.188482Z", - "shell.execute_reply": "2024-10-15T20:20:17.187973Z" + "iopub.execute_input": "2024-10-16T01:20:45.878127Z", + "iopub.status.busy": "2024-10-16T01:20:45.877767Z", + "iopub.status.idle": "2024-10-16T01:20:46.080012Z", + "shell.execute_reply": "2024-10-16T01:20:46.079544Z" }, "tags": [ "remove-input" @@ -498,10 +498,10 @@ "id": "0652f359", "metadata": { "execution": { - "iopub.execute_input": "2024-10-15T20:20:17.190489Z", - "iopub.status.busy": "2024-10-15T20:20:17.190120Z", - "iopub.status.idle": "2024-10-15T20:20:17.332651Z", - "shell.execute_reply": "2024-10-15T20:20:17.332083Z" + "iopub.execute_input": "2024-10-16T01:20:46.082122Z", + "iopub.status.busy": "2024-10-16T01:20:46.081696Z", + "iopub.status.idle": "2024-10-16T01:20:46.225020Z", + "shell.execute_reply": "2024-10-16T01:20:46.224533Z" }, "tags": [ "remove-input" @@ -510,7 +510,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABSMAAAKqCAYAAADBrksiAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABGI0lEQVR4nO3deZxVBf3/8ffIJiAziMoWi4gLIuCChuNSriCiuVC5YKKSlmFfFTWlnxtqYlp+tUXJHiZakl8ptbSQEBUzyRTFtUhJBWWz1BnA2Of3R1/n2yQojnAujM/n43EfD+455977OXiHB744S1lNTU1NAAAAAADWs01KPQAAAAAA8MkgRgIAAAAAhRAjAQAAAIBCiJEAAAAAQCHESAAAAACgEGIkAAAAAFAIMRIAAAAAKIQYCQAAAAAUQowEAAAAAAohRgIAAAAAhRAjAQAauJkzZ+YrX/lKttlmm2y66aYpLy/P3nvvneuvvz7//Oc/89RTT6WsrCwXXnjhGt/jpZdeSllZWUaMGFG77NFHH83AgQPzqU99Kptuumm6dOmSww8/POPGjavz2kWLFuWSSy5Jr1690rJly2yxxRbZZZddcuaZZ2bOnDkfOv+rr76ak08+Od27d8+mm26a9u3b5zOf+UwuueSS+v+mAABQEmU1NTU1pR4CAID14ze/+U2+8IUvpFmzZjnxxBPTq1evLFu2LI8++mh++ctf5qSTTspNN92UHXfcMcuWLcvMmTNX+z6jRo3KpZdemmnTpmW33XbL+PHjc8wxx2SXXXbJsccem8033zyvvPJKHnnkkTRp0iQPPfRQkmT58uXp169f/vKXv2To0KHZZZddsmjRorzwwgu59957M378+Oy3335rnP/ll1/OHnvskebNm+eUU07J1ltvnblz5+app57KhAkTsmTJkvXx2wYAwHoiRgIANFCvvPJK+vTpk06dOuXBBx9Mhw4d6qx/+eWX85vf/CZnnnlmrrjiilx00UWZOnVq9txzz/e9V48ePVJWVpY///nPSZKddtopZWVleeqpp9K0adM62y5YsCBt27ZNkowfPz5f/OIXc/vtt+f444+vs92SJUuybNmylJeXr3Efhg8fnptuuikvv/xyunbtusbPKcLixYvTsmXLwj4PAKAhcpo2AEADdfXVV2fRokW5+eab3xcik2TbbbfNmWeemSQZMmRIkrzvFOskmTZtWmbMmFG7TfKvU7/32GOP94XIJHUC4XtHWu69997v2+69U8Y/yMyZM9OpU6f3hcj//Jz3TJgwIZ/97GfTqlWrlJeXZ4899njfPo0fPz59+/ZN8+bNs+WWW+aEE07IG2+8UWebk046KZtttllmzpyZQw89NK1atard/1WrVuW6667LTjvtlE033TTt2rXLV77ylbz99tt13uPJJ5/MgAEDsuWWW6Z58+bp1q1bTjnllA/cXwCAhk6MBABooO69995ss8022WuvvT50227dumWvvfbKnXfemZUrV9ZZ917M+/cjG7t27ZrJkyfn9ddf/8D3fS8i3nbbbanPCTldu3bN7Nmz8+CDD37otmPHjs2gQYPy1ltvZeTIkbnqqquyyy675P7776+zzRe/+MU0atQoo0ePzqmnnpq77ror++yzT955550677dixYoMGDAgbdu2zXe+850MHjw4SfKVr3wl5513Xu11N08++eTcfvvtGTBgQJYvX57kX0dt9u/fP6+++mouuOCCfP/738+QIUPyxz/+8SP/HgAANCRO0wYAaICqq6tTUVGRI444Ivfcc89aveaGG27I8OHDM3HixPTv3z/Jv44C7NKlS7p06ZLHHnusdtuf/OQnGTZsWJo2bZq99947++yzT/r375+99torm2zyf//e/c9//jO77rprZsyYka5du2b//ffPvvvum8MOO2ytTrF+4YUXsscee+Sf//xndtlll3z2s5/N/vvvn4MPPjgtWrSo3a6qqiqdO3dOz5498/DDD2fTTTetXVdTU5OysrIsX748nTp1Stu2bfPEE0/UbvOb3/wmhx12WC6++OKMGjUqyb+OjLz11ltzwQUXZPTo0bXv9eijj2bfffd932nnEydOzCGHHFK7/J577slRRx2VJ554Irvvvvta/f4DAHwSODISAKABqq6uTpK0atVqrV9zzDHHpEmTJnVOa54yZUreeOONOqdoJ8kpp5yS+++/P/vtt18effTRXH755dl3332z3Xbb1YmWzZs3z+OPP57zzjsvyb+OTBw2bFg6dOiQr3/961m6dOkHzrTTTjtl+vTpOeGEE/Lqq6/m+uuvz5FHHpl27drlxz/+ce12kyZNysKFC3PBBRfUCZFJUlZWluRfp00vWLAgX/va1+psM2jQoPTo0SO/+c1v3vf5p59+ep3n48ePT0VFRQ4++OD8/e9/r3307ds3m222We2Ne1q3bp0kue+++2qPlgQAQIwEAGiQ3rsW48KFC9f6NVtssUUGDBiQu+++u/Yu1ePGjUvjxo3zxS9+8X3bDxgwIBMnTsw777yTRx55JMOHD89rr72Www47LAsWLKjdrqKiIldffXVeffXVvPrqq7n55puzww475Ac/+EEuv/zyD51r++23z09/+tP8/e9/z7PPPpsrr7wyjRs3zmmnnZYHHnggyf9dm7JXr15rfJ/XXnstSbLDDju8b12PHj1q17+ncePG6dSpU51lL730UqqqqtK2bdtstdVWdR6LFi2q3e/PfvazGTx4cEaNGpUtt9wyRxxxRG655ZYPja8AAA2dGAkA0ACVl5enY8eOef755z/S60444YRUV1fnvvvuy7Jly/LLX/4y/fv3z1ZbbbXG17Ro0SL77rtvfvCDH+TCCy/M22+/nQkTJqx2265du+aUU07JH/7wh7Ru3Tq33377Ws/WqFGj9O7dOyNHjszdd9+dJB/p9R9Vs2bN6pxynvzrtPW2bdtm0qRJq31cdtllSf51NOYvfvGLTJ06NWeccUbeeOONnHLKKenbt28WLVq03mYGANjQNS71AAAArB+HHXZYbrrppkydOjWVlZVr9ZrPfe5zadWqVcaNG5cmTZrk7bffft8p2h/kvesjzp079wO323zzzdO9e/ePHEvX9Dndu3dPkjz//PPZdtttV/ua926mM2PGjBxwwAF11r13TcsP07179zzwwAPZe++907x58w/dfs8998yee+6Zb33rWxk3blyGDBmSO+64I1/+8pc/9LUAAA2RIyMBABqob3zjG2nZsmW+/OUvZ/78+e9bP3PmzFx//fV1ljVv3jxHHXVUfvvb3+bGG29My5Ytc8QRR7zvtZMnT17tZ/72t79N8n+nQj/zzDP5+9///r7tXnvttbz44ourPWX63/3+979f7TUX//Nz+vfvn1atWmX06NG1p5i/5737Ne6+++5p27ZtxowZU+d06QkTJuTPf/5zBg0a9IGzJMkXv/jFrFy5crWnl69YsaL2jtxvv/32++4evssuuySJU7UBgE80d9MGAGjAfv3rX+eYY45J8+bNc+KJJ6ZXr15ZtmxZHnvssYwfPz4nnXRSfvSjH9V5zaRJk2rvpj1kyJD87Gc/e9/7brbZZunWrVsOP/zwdO/ePYsXL84DDzyQe++9N3vssUcee+yxNG7cON/5zndyySWX5HOf+1z23HPPbLbZZvnb3/6Wn/zkJ1mwYEF+8Ytf5Kijjlrj/IcddlimTZuWo48+On369EmSPPXUU7ntttvSokWLPPnkk+nWrVuS5Oabb86Xv/zl9OrVK8cff3w233zzPPPMM3n33Xdz6623JvnXDXROPvnk9OvXL8cdd1zmz5+f66+/Pm3bts3TTz9de+OZk046Kb/4xS9We0r1V7/61fzoRz/KwIED079//zRp0iQvvfRSxo8fn+uvvz6f//znc9111+WGG27IUUcdle7du2fhwoX58Y9/nLlz52b69Om1MwMAfNKIkQAADdxLL72Ua665JpMmTcqcOXPSrFmz9OnTJ8cee2xOPfXUNGvWrM72K1euTOfOnTN37tz89re/zcCBA9/3nnfccUd+9atf5YknnsicOXNSU1OTbbbZJkcddVTOP//82rt4v/LKKxk7dmx+97vf5W9/+1veeuutbL755vn0pz+dc845J/vvv/8Hzv7YY49l3LhxmTJlSmbPnp133303HTp0yAEHHJCLLroo22yzTZ3t77333lx11VV5+umn06RJk/To0SNnn312jj322Npt7rzzzlx11VV58cUX07JlywwcODDf/va386lPfap2mw+KkUny4x//OD/60Y/y4osvpnHjxtl6660zcODAnHXWWenQoUOefvrpXHPNNfnDH/6Q+fPnp6KiIp/+9Kdz6aWXpm/fvh/8HwwAoAETIwEAAACAQrhmJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQjQu9QAbglWrVmXOnDlp1apVysrKSj0OAAAAAGxUampqsnDhwnTs2DGbbLLm4x/FyCRz5sxJ586dSz0GAAAAAGzUZs+enU6dOq1xvRiZpFWrVkn+9ZtVXl5e4mkAAAAAYONSXV2dzp0713a2NREjk9pTs8vLy8VIAAAAAKinD7sEohvYAAAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFKGmMvPHGG9OnT5+Ul5envLw8lZWVmTBhQu36/fbbL2VlZXUeX/3qV+u8x6xZszJo0KC0aNEibdu2zXnnnZcVK1YUvSsAAAAAwIdoXMoP79SpU6666qpst912qampya233pojjjgiTz/9dHbaaackyamnnprLLrus9jUtWrSo/fXKlSszaNCgtG/fPo899ljmzp2bE088MU2aNMmVV15Z+P4AAAAAAGtWVlNTU1PqIf5dmzZtcs0112TYsGHZb7/9sssuu+S6665b7bYTJkzIYYcdljlz5qRdu3ZJkjFjxuT888/Pm2++maZNm67VZ1ZXV6eioiJVVVUpLy9fV7sCAAAAAJ8Ia9vXNphrRq5cuTJ33HFHFi9enMrKytrlt99+e7bccsv06tUrI0eOzLvvvlu7burUqendu3dtiEySAQMGpLq6Oi+88EKh8wMAAAAAH6ykp2knyXPPPZfKysosWbIkm222We6+++707NkzSXL88cena9eu6dixY5599tmcf/75mTFjRu66664kybx58+qEyCS1z+fNm7fGz1y6dGmWLl1a+7y6unpd7xYAAAAA8B9KHiN32GGHTJ8+PVVVVfnFL36RoUOHZsqUKenZs2dOO+202u169+6dDh065MADD8zMmTPTvXv3en/m6NGjM2rUqHUxPgAAAACwlkp+mnbTpk2z7bbbpm/fvhk9enR23nnnXH/99avdtl+/fkmSl19+OUnSvn37zJ8/v8427z1v3779Gj9z5MiRqaqqqn3Mnj17XewKAAAAAPABSh4j/9OqVavqnEL976ZPn54k6dChQ5KksrIyzz33XBYsWFC7zaRJk1JeXl57qvfqNGvWLOXl5XUeAAAAAMD6VdLTtEeOHJmBAwemS5cuWbhwYcaNG5eHH344EydOzMyZMzNu3Lgceuih2WKLLfLss8/m7LPPzmc+85n06dMnSdK/f//07NkzX/rSl3L11Vdn3rx5ufDCCzN8+PA0a9aslLsGAAAAAPyHksbIBQsW5MQTT8zcuXNTUVGRPn36ZOLEiTn44IMze/bsPPDAA7nuuuuyePHidO7cOYMHD86FF15Y+/pGjRrlvvvuy+mnn57Kysq0bNkyQ4cOzWWXXVbCvQIAAAAAVqespqamptRDlFp1dXUqKipSVVXllG0AAAAapLIyN3Ld2NXUXFLqEWCN1ravbXDXjAQAAAAAGiYxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAoRElj5I033pg+ffqkvLw85eXlqayszIQJE2rXL1myJMOHD88WW2yRzTbbLIMHD878+fPrvMesWbMyaNCgtGjRIm3bts15552XFStWFL0rAAAAAMCHKGmM7NSpU6666qpMmzYtTz75ZA444IAcccQReeGFF5IkZ599du69996MHz8+U6ZMyZw5c3L00UfXvn7lypUZNGhQli1blsceeyy33nprxo4dm4svvrhUuwQAAAAArEFZTU1NTamH+Hdt2rTJNddck89//vPZaqutMm7cuHz+859PkvzlL3/JjjvumKlTp2bPPffMhAkTcthhh2XOnDlp165dkmTMmDE5//zz8+abb6Zp06Zr9ZnV1dWpqKhIVVVVysvL19u+AQAAQKmUlY0q9Qh8TDU1l5R6BFijte1rG8w1I1euXJk77rgjixcvTmVlZaZNm5bly5fnoIMOqt2mR48e6dKlS6ZOnZokmTp1anr37l0bIpNkwIABqa6urj26cnWWLl2a6urqOg8AAAAAYP1qXOoBnnvuuVRWVmbJkiXZbLPNcvfdd6dnz56ZPn16mjZtmtatW9fZvl27dpk3b16SZN68eXVC5Hvr31u3JqNHj86oUf5FCAAAiuKIrI2fI7IAWBdKfmTkDjvskOnTp+fxxx/P6aefnqFDh+bFF19cr585cuTIVFVV1T5mz569Xj8PAAAAANgAjoxs2rRptt122yRJ375988QTT+T666/PMccck2XLluWdd96pc3Tk/Pnz0759+yRJ+/bt86c//anO+713t+33tlmdZs2apVmzZut4TwAAAACAD1LyIyP/06pVq7J06dL07ds3TZo0yeTJk2vXzZgxI7NmzUplZWWSpLKyMs8991wWLFhQu82kSZNSXl6enj17Fj47AAAAALBmJT0ycuTIkRk4cGC6dOmShQsXZty4cXn44YczceLEVFRUZNiwYRkxYkTatGmT8vLyfP3rX09lZWX23HPPJEn//v3Ts2fPfOlLX8rVV1+defPm5cILL8zw4cMd+QgAAAAAG5iSxsgFCxbkxBNPzNy5c1NRUZE+ffpk4sSJOfjgg5Mk//3f/51NNtkkgwcPztKlSzNgwIDccMMNta9v1KhR7rvvvpx++umprKxMy5YtM3To0Fx22WWl2iUAAAAAYA3Kampqako9RKlVV1enoqIiVVVVKS8vL/U4AADQ4Lib9sbP3bQ3fn4ON35+DtmQrW1f2+CuGQkAAAAANExiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhGpd6AAAAAAA+XFnZqFKPwMdQU3NJqUfYIDgyEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIRqXegAAAAA2fGVlo0o9AgANgCMjAQAAAIBClDRGjh49OnvssUdatWqVtm3b5sgjj8yMGTPqbLPffvulrKyszuOrX/1qnW1mzZqVQYMGpUWLFmnbtm3OO++8rFixoshdAQAAAAA+RElP054yZUqGDx+ePfbYIytWrMg3v/nN9O/fPy+++GJatmxZu92pp56ayy67rPZ5ixYtan+9cuXKDBo0KO3bt89jjz2WuXPn5sQTT0yTJk1y5ZVXFro/AAAAAMCalTRG3n///XWejx07Nm3bts20adPymc98pnZ5ixYt0r59+9W+x+9+97u8+OKLeeCBB9KuXbvssssuufzyy3P++efn0ksvTdOmTdfrPgAAAAAAa2eDumZkVVVVkqRNmzZ1lt9+++3Zcsst06tXr4wcOTLvvvtu7bqpU6emd+/eadeuXe2yAQMGpLq6Oi+88EIxgwMAAAAAH2qDuZv2qlWrctZZZ2XvvfdOr169apcff/zx6dq1azp27Jhnn302559/fmbMmJG77rorSTJv3rw6ITJJ7fN58+at9rOWLl2apUuX1j6vrq5e17sDAAAAAPyHDSZGDh8+PM8//3weffTROstPO+202l/37t07HTp0yIEHHpiZM2eme/fu9fqs0aNHZ9SoUR9rXgAAAADgo9kgTtM+44wzct999+Whhx5Kp06dPnDbfv36JUlefvnlJEn79u0zf/78Otu893xN15kcOXJkqqqqah+zZ8/+uLsAAAAAAHyIksbImpqanHHGGbn77rvz4IMPplu3bh/6munTpydJOnTokCSprKzMc889lwULFtRuM2nSpJSXl6dnz56rfY9mzZqlvLy8zgMAAAAAWL9Kepr28OHDM27cuPzqV79Kq1ataq/xWFFRkebNm2fmzJkZN25cDj300GyxxRZ59tlnc/bZZ+czn/lM+vTpkyTp379/evbsmS996Uu5+uqrM2/evFx44YUZPnx4mjVrVsrdAwAAAAD+TVlNTU1NyT68rGy1y2+55ZacdNJJmT17dk444YQ8//zzWbx4cTp37pyjjjoqF154YZ2jGV977bWcfvrpefjhh9OyZcsMHTo0V111VRo3XrvWWl1dnYqKilRVVTlKEgAA1oOyMtdsB+CTrabmklKPsF6tbV8r6ZGRH9ZBO3funClTpnzo+3Tt2jW//e1v19VYAAAAAMB6sEHcwAYAAAAAaPjESAAAAACgEGIkAAAAAFAIMRIAAAAAKIQYCQAAAAAUQowEAAAAAAohRgIAAAAAhRAjAQAAAIBCiJEAAAAAQCHESAAAAACgEGIkAAAAAFAIMRIAAAAAKIQYCQAAAAAUQowEAAAAAAohRgIAAAAAhRAjAQAAAIBCiJEAAAAAQCHESAAAAACgEGIkAAAAAFAIMRIAAAAAKIQYCQAAAAAUQowEAAAAAAohRgIAAAAAhRAjAQAAAIBCiJEAAAAAQCHESAAAAACgEGIkAAAAAFAIMRIAAAAAKIQYCQAAAAAUQowEAAAAAAohRgIAAAAAhRAjAQAAAIBCiJEAAAAAQCHESAAAAACgEGIkAAAAAFAIMRIAAAAAKIQYCQAAAAAUQowEAAAAAAohRgIAAAAAhRAjAQAAAIBCiJEAAAAAQCHESAAAAACgEGIkAAAAAFAIMRIAAAAAKIQYCQAAAAAUQowEAAAAAAohRgIAAAAAhRAjAQAAAIBCiJEAAAAAQCHESAAAAACgEGIkAAAAAFAIMRIAAAAAKIQYCQAAAAAUQowEAAAAAAohRgIAAAAAhRAjAQAAAIBCiJEAAAAAQCHESAAAAACgEGIkAAAAAFAIMRIAAAAAKIQYCQAAAAAUQowEAAAAAAohRgIAAAAAhRAjAQAAAIBCiJEAAAAAQCHESAAAAACgEGIkAAAAAFAIMRIAAAAAKIQYCQAAAAAUQowEAAAAAAohRgIAAAAAhWhc6gEAAIpQVjaq1CPwMdXUXFLqEQAA+JgcGQkAAAAAFEKMBAAAAAAKUdIYOXr06Oyxxx5p1apV2rZtmyOPPDIzZsyos82SJUsyfPjwbLHFFtlss80yePDgzJ8/v842s2bNyqBBg9KiRYu0bds25513XlasWFHkrgAAAAAAH6JeMfJvf/vbOvnwKVOmZPjw4fnjH/+YSZMmZfny5enfv38WL15cu83ZZ5+de++9N+PHj8+UKVMyZ86cHH300bXrV65cmUGDBmXZsmV57LHHcuutt2bs2LG5+OKL18mMAAAAAMC6UVZTU1PzUV+0ySab5LOf/WyGDRuWz3/+89l0003XyTBvvvlm2rZtmylTpuQzn/lMqqqqstVWW2XcuHH5/Oc/nyT5y1/+kh133DFTp07NnnvumQkTJuSwww7LnDlz0q5duyTJmDFjcv755+fNN99M06ZNP/Rzq6urU1FRkaqqqpSXl6+TfQEANixuYLPxcwObjZufQQA+6Rr632XWtq/V68jIp556Kn369MmIESPSvn37fOUrX8mf/vSneg/7nqqqqiRJmzZtkiTTpk3L8uXLc9BBB9Vu06NHj3Tp0iVTp05NkkydOjW9e/euDZFJMmDAgFRXV+eFF15Y7ecsXbo01dXVdR4AAAAAwPpVrxi5yy675Prrr8+cOXPyk5/8JHPnzs0+++yTXr165dprr82bb775kd9z1apVOeuss7L33nunV69eSZJ58+aladOmad26dZ1t27Vrl3nz5tVu8+8h8r31761bndGjR6eioqL20blz5488LwAAAADw0XysG9g0btw4Rx99dMaPH59vf/vbefnll3Puueemc+fOOfHEEzN37ty1fq/hw4fn+eefzx133PFxRlorI0eOTFVVVe1j9uzZ6/0zAQAAAOCT7mPFyCeffDJf+9rX0qFDh1x77bU599xzM3PmzEyaNClz5szJEUccsVbvc8YZZ+S+++7LQw89lE6dOtUub9++fZYtW5Z33nmnzvbz589P+/bta7f5z7trv/f8vW3+U7NmzVJeXl7nAQAAAACsX/WKkddee2169+6dvfbaK3PmzMltt92W1157LVdccUW6deuWfffdN2PHjs1TTz31ge9TU1OTM844I3fffXcefPDBdOvWrc76vn37pkmTJpk8eXLtshkzZmTWrFmprKxMklRWVua5557LggULareZNGlSysvL07Nnz/rsHgAAAACwHjSuz4tuvPHGnHLKKTnppJPSoUOH1W7Ttm3b3HzzzR/4PsOHD8+4cePyq1/9Kq1ataq9xmNFRUWaN2+eioqKDBs2LCNGjEibNm1SXl6er3/966msrMyee+6ZJOnfv3969uyZL33pS7n66qszb968XHjhhRk+fHiaNWtWn90DAAAAANaDspqampqSfXhZ2WqX33LLLTnppJOSJEuWLMk555yTn//851m6dGkGDBiQG264oc4p2K+99lpOP/30PPzww2nZsmWGDh2aq666Ko0br11rXdtbjwMAG6+yslGlHoGPqabmklKPwMfgZxCAT7qG/neZte1r9YqRt9xySzbbbLN84QtfqLN8/PjxeffddzN06NCPPnEJiZEA0PAJIRu/hv4X+IbOzyAAn3QN/e8ya9vX6nXNyNGjR2fLLbd83/K2bdvmyiuvrM9bAgAAAAANXL1i5KxZs953s5kk6dq1a2bNmvWxhwIAAAAAGp56xci2bdvm2Weffd/yZ555JltsscXHHgoAAAAAaHjqFSOPO+64/Nd//VceeuihrFy5MitXrsyDDz6YM888M8cee+y6nhEAAAAAaADW7nbT/+Hyyy/Pq6++mgMPPLD2jtWrVq3KiSee6JqRAAAAAMBq1StGNm3aNP/zP/+Tyy+/PM8880yaN2+e3r17p2vXrut6PgAAAACggahXjHzP9ttvn+23335dzQIAAAAANGD1ipErV67M2LFjM3ny5CxYsCCrVq2qs/7BBx9cJ8MBAAAAAA1HvWLkmWeembFjx2bQoEHp1atXysrK1vVcAAAAAEADU68Yeccdd+TOO+/MoYceuq7nAQAAAAAaqE3q86KmTZtm2223XdezAAAAAAANWL1i5DnnnJPrr78+NTU163oeAAAAAKCBqtdp2o8++mgeeuihTJgwITvttFOaNGlSZ/1dd921ToYDAAAAABqOesXI1q1b56ijjlrXswAAAAAADVi9YuQtt9yyrucAAAAAABq4el0zMklWrFiRBx54ID/60Y+ycOHCJMmcOXOyaNGidTYcAAAAANBw1OvIyNdeey2HHHJIZs2alaVLl+bggw9Oq1at8u1vfztLly7NmDFj1vWcAAAAAMBGrl5HRp555pnZfffd8/bbb6d58+a1y4866qhMnjx5nQ0HAAAAADQc9Toy8ve//30ee+yxNG3atM7yrbfeOm+88cY6GQwAAAAAaFjqdWTkqlWrsnLlyvctf/3119OqVauPPRQAAAAA0PDUK0b2798/1113Xe3zsrKyLFq0KJdcckkOPfTQdTUbAAAAANCA1Os07e9+97sZMGBAevbsmSVLluT444/PSy+9lC233DI///nP1/WMAAAAAEADUK8Y2alTpzzzzDO544478uyzz2bRokUZNmxYhgwZUueGNgAAAAAA76lXjEySxo0b54QTTliXswAAAAAADVi9YuRtt932getPPPHEeg0DAAAAADRc9YqRZ555Zp3ny5cvz7vvvpumTZumRYsWYiQAAAAA8D71upv222+/XeexaNGizJgxI/vss48b2AAAAAAAq1WvGLk62223Xa666qr3HTUJAAAAAJCswxiZ/OumNnPmzFmXbwkAAAAANBD1umbkr3/96zrPa2pqMnfu3PzgBz/I3nvvvU4GAwAAAAAalnrFyCOPPLLO87Kysmy11VY54IAD8t3vfnddzAUAAAAANDD1ipGrVq1a13MAAAAAAA3cOr1mJAAAAADAmtTryMgRI0as9bbXXnttfT4CAAAAAGhg6hUjn3766Tz99NNZvnx5dthhhyTJX//61zRq1Ci77bZb7XZlZWXrZkoAAAAAYKNXrxh5+OGHp1WrVrn11luz+eabJ0nefvvtnHzyydl3331zzjnnrNMhAQAAAICNX72uGfnd7343o0ePrg2RSbL55pvniiuucDdtAAAAAGC16hUjq6ur8+abb75v+ZtvvpmFCxd+7KEAAAAAgIanXjHyqKOOysknn5y77rorr7/+el5//fX88pe/zLBhw3L00Uev6xkBAAAAgAagXteMHDNmTM4999wcf/zxWb58+b/eqHHjDBs2LNdcc806HRAAAAAAaBjqFSNbtGiRG264Iddcc01mzpyZJOnevXtatmy5TocDAAAAABqOep2m/Z65c+dm7ty52W677dKyZcvU1NSsq7kAAAAAgAamXjHyH//4Rw488MBsv/32OfTQQzN37twkybBhw3LOOees0wEBAAAAgIahXjHy7LPPTpMmTTJr1qy0aNGidvkxxxyT+++/f50NBwAAAAA0HPW6ZuTvfve7TJw4MZ06daqzfLvttstrr722TgYDAAAAABqWeh0ZuXjx4jpHRL7nrbfeSrNmzT72UAAAAABAw1OvGLnvvvvmtttuq31eVlaWVatW5eqrr87++++/zoYDAAAAABqOep2mffXVV+fAAw/Mk08+mWXLluUb3/hGXnjhhbz11lv5wx/+sK5nBAAAAAAagHodGdmrV6/89a9/zT777JMjjjgiixcvztFHH52nn3463bt3X9czAgAAAAANwEc+MnL58uU55JBDMmbMmPy///f/1sdMAAAAAEAD9JGPjGzSpEmeffbZ9TELAAAAANCA1es07RNOOCE333zzup4FAAAAAGjA6nUDmxUrVuQnP/lJHnjggfTt2zctW7ass/7aa69dJ8MBAAAAAA3HR4qRf/vb37L11lvn+eefz2677ZYk+etf/1pnm7KysnU3HQAAAADQYHykGLnddttl7ty5eeihh5IkxxxzTL73ve+lXbt262U4AAAAAKDh+EjXjKypqanzfMKECVm8ePE6HQgAAAAAaJjqdQOb9/xnnAQAAAAAWJOPFCPLysred01I14gEAAAAANbGR7pmZE1NTU466aQ0a9YsSbJkyZJ89atffd/dtO+66651NyEAAAAA0CB8pBg5dOjQOs9POOGEdToMAAAAANBwfaQYecstt6yvOQAAAACABu5j3cAGAAAAAGBtiZEAAAAAQCHESAAAAACgEGIkAAAAAFAIMRIAAAAAKIQYCQAAAAAUQowEAAAAAAohRgIAAAAAhRAjAQAAAIBCiJEAAAAAQCHESAAAAACgEGIkAAAAAFCIksbIRx55JIcffng6duyYsrKy3HPPPXXWn3TSSSkrK6vzOOSQQ+ps89Zbb2XIkCEpLy9P69atM2zYsCxatKjAvQAAAAAA1kZJY+TixYuz884754c//OEatznkkEMyd+7c2sfPf/7zOuuHDBmSF154IZMmTcp9992XRx55JKeddtr6Hh0AAAAA+Igal/LDBw4cmIEDB37gNs2aNUv79u1Xu+7Pf/5z7r///jzxxBPZfffdkyTf//73c+ihh+Y73/lOOnbsuM5nBgAAAADqZ4O/ZuTDDz+ctm3bZocddsjpp5+ef/zjH7Xrpk6dmtatW9eGyCQ56KCDsskmm+Txxx8vxbgAAAAAwBqU9MjID3PIIYfk6KOPTrdu3TJz5sx885vfzMCBAzN16tQ0atQo8+bNS9u2beu8pnHjxmnTpk3mzZu3xvddunRpli5dWvu8urp6ve0DAAAAAPAvG3SMPPbYY2t/3bt37/Tp0yfdu3fPww8/nAMPPLDe7zt69OiMGjVqXYwIAAAAAKylDf407X+3zTbbZMstt8zLL7+cJGnfvn0WLFhQZ5sVK1bkrbfeWuN1JpNk5MiRqaqqqn3Mnj17vc4NAAAAAGxkMfL111/PP/7xj3To0CFJUllZmXfeeSfTpk2r3ebBBx/MqlWr0q9fvzW+T7NmzVJeXl7nAQAAAACsXyU9TXvRokW1RzkmySuvvJLp06enTZs2adOmTUaNGpXBgwenffv2mTlzZr7xjW9k2223zYABA5IkO+64Yw455JCceuqpGTNmTJYvX54zzjgjxx57rDtpAwAAAMAGpqRHRj755JPZdddds+uuuyZJRowYkV133TUXX3xxGjVqlGeffTaf+9znsv3222fYsGHp27dvfv/736dZs2a173H77benR48eOfDAA3PooYdmn332yU033VSqXQIAAAAA1qCkR0but99+qampWeP6iRMnfuh7tGnTJuPGjVuXYwEAAAAA68FGdc1IAAAAAGDjJUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUoaYx85JFHcvjhh6djx44pKyvLPffcU2d9TU1NLr744nTo0CHNmzfPQQcdlJdeeqnONm+99VaGDBmS8vLytG7dOsOGDcuiRYsK3AsAAAAAYG2UNEYuXrw4O++8c374wx+udv3VV1+d733vexkzZkwef/zxtGzZMgMGDMiSJUtqtxkyZEheeOGFTJo0Kffdd18eeeSRnHbaaUXtAgAAAACwlhqX8sMHDhyYgQMHrnZdTU1Nrrvuulx44YU54ogjkiS33XZb2rVrl3vuuSfHHnts/vznP+f+++/PE088kd133z1J8v3vfz+HHnpovvOd76Rjx46F7QsAAAAA8ME22GtGvvLKK5k3b14OOuig2mUVFRXp169fpk6dmiSZOnVqWrduXRsik+Sggw7KJptskscff3yN77106dJUV1fXeQAAAAAA69cGGyPnzZuXJGnXrl2d5e3atatdN2/evLRt27bO+saNG6dNmza126zO6NGjU1FRUfvo3LnzOp4eAAAAAPhPG2yMXJ9GjhyZqqqq2sfs2bNLPRIAAAAANHgbbIxs3759kmT+/Pl1ls+fP792Xfv27bNgwYI661esWJG33nqrdpvVadasWcrLy+s8AAAAAID1a4ONkd26dUv79u0zefLk2mXV1dV5/PHHU1lZmSSprKzMO++8k2nTptVu8+CDD2bVqlXp169f4TMDAAAAAGtW0rtpL1q0KC+//HLt81deeSXTp09PmzZt0qVLl5x11lm54oorst1226Vbt2656KKL0rFjxxx55JFJkh133DGHHHJITj311IwZMybLly/PGWeckWOPPdadtAEAAABgA1PSGPnkk09m//33r30+YsSIJMnQoUMzduzYfOMb38jixYtz2mmn5Z133sk+++yT+++/P5tuumnta26//facccYZOfDAA7PJJptk8ODB+d73vlf4vgAAAAAAH6yspqamptRDlFp1dXUqKipSVVXl+pEA0ECVlY0q9Qh8TDU1l5R6BD4GP4MAfNI19L/LrG1f22CvGQkAAAAANCxiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAK0bjUAwAAwNpwN2YAgI2fIyMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQG3SMvPTSS1NWVlbn0aNHj9r1S5YsyfDhw7PFFltks802y+DBgzN//vwSTgwAAAAArMkGHSOTZKeddsrcuXNrH48++mjturPPPjv33ntvxo8fnylTpmTOnDk5+uijSzgtAAAAALAmjUs9wIdp3Lhx2rdv/77lVVVVufnmmzNu3LgccMABSZJbbrklO+64Y/74xz9mzz33LHpUAAAAAOADbPBHRr700kvp2LFjttlmmwwZMiSzZs1KkkybNi3Lly/PQQcdVLttjx490qVLl0ydOrVU4wIAAAAAa7BBHxnZr1+/jB07NjvssEPmzp2bUaNGZd99983zzz+fefPmpWnTpmndunWd17Rr1y7z5s37wPddunRpli5dWvu8urp6fYwPAAAAAPybDTpGDhw4sPbXffr0Sb9+/dK1a9fceeedad68eb3fd/To0Rk1atS6GBEAAAAAWEsb/Gna/65169bZfvvt8/LLL6d9+/ZZtmxZ3nnnnTrbzJ8/f7XXmPx3I0eOTFVVVe1j9uzZ63FqAAAAACDZyGLkokWLMnPmzHTo0CF9+/ZNkyZNMnny5Nr1M2bMyKxZs1JZWfmB79OsWbOUl5fXeQAAAAAA69cGfZr2ueeem8MPPzxdu3bNnDlzcskll6RRo0Y57rjjUlFRkWHDhmXEiBFp06ZNysvL8/Wvfz2VlZXupA0AAAAAG6ANOka+/vrrOe644/KPf/wjW221VfbZZ5/88Y9/zFZbbZUk+e///u9ssskmGTx4cJYuXZoBAwbkhhtuKPHUAAAAAMDqlNXU1NSUeohSq66uTkVFRaqqqpyyDQANVFmZm9cBAFA6NTWXlHqE9Wpt+9pGdc1IAAAAAGDjJUYCAAAAAIXYoK8ZCQAbCqf4AgAAfHyOjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUIjGpR4A4JOgrGxUqUcAAACAknNkJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIVoXOoBgLVTVjaq1CMAAAAAfCyOjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFaDAx8oc//GG23nrrbLrppunXr1/+9Kc/lXokAAAAAODfNIgY+T//8z8ZMWJELrnkkjz11FPZeeedM2DAgCxYsKDUowEAAAAA/6tBxMhrr702p556ak4++eT07NkzY8aMSYsWLfKTn/yk1KMBAAAAAP+rcakH+LiWLVuWadOmZeTIkbXLNtlkkxx00EGZOnXqal+zdOnSLF26tPZ5VVVVkqS6unr9DltCFRWjSz0CAAAAwCdWQ+5Oyf/tX01NzQdut9HHyL///e9ZuXJl2rVrV2d5u3bt8pe//GW1rxk9enRGjRr1vuWdO3deLzMCAAAA8MlWUXFVqUcoxMKFC1NRUbHG9Rt9jKyPkSNHZsSIEbXPV61albfeeitbbLFFysrKSjgZpVZdXZ3OnTtn9uzZKS8vL/U4NBC+V6wvvlusD75XrA++V6wvvlusD75XrA+fhO9VTU1NFi5cmI4dO37gdht9jNxyyy3TqFGjzJ8/v87y+fPnp3379qt9TbNmzdKsWbM6y1q3br2+RmQjVF5e3mD/cKB0fK9YX3y3WB98r1gffK9YX3y3WB98r1gfGvr36oOOiHzPRn8Dm6ZNm6Zv376ZPHly7bJVq1Zl8uTJqaysLOFkAAAAAMC/2+iPjEySESNGZOjQodl9993z6U9/Otddd10WL16ck08+udSjAQAAAAD/q0HEyGOOOSZvvvlmLr744sybNy+77LJL7r///vfd1AY+TLNmzXLJJZe87zR++Dh8r1hffLdYH3yvWB98r1hffLdYH3yvWB98r/5PWc2H3W8bAAAAAGAd2OivGQkAAAAAbBzESAAAAACgEGIkAAAAAFAIMRIAAAAAKIQYCUluvPHG9OnTJ+Xl5SkvL09lZWUmTJhQ6rFoYK666qqUlZXlrLPOKvUobMQuvfTSlJWV1Xn06NGj1GPRQLzxxhs54YQTssUWW6R58+bp3bt3nnzyyVKPxUZs6623ft+fWWVlZRk+fHipR2MjtnLlylx00UXp1q1bmjdvnu7du+fyyy+Pe7PycS1cuDBnnXVWunbtmubNm2evvfbKE088Ueqx2Mg88sgjOfzww9OxY8eUlZXlnnvuqbO+pqYmF198cTp06JDmzZvnoIMOyksvvVSaYUtEjIQknTp1ylVXXZVp06blySefzAEHHJAjjjgiL7zwQqlHo4F44okn8qMf/Sh9+vQp9Sg0ADvttFPmzp1b+3j00UdLPRINwNtvv5299947TZo0yYQJE/Liiy/mu9/9bjbffPNSj8ZG7Iknnqjz59WkSZOSJF/4whdKPBkbs29/+9u58cYb84Mf/CB//vOf8+1vfztXX311vv/975d6NDZyX/7ylzNp0qT89Kc/zXPPPZf+/fvnoIMOyhtvvFHq0diILF68ODvvvHN++MMfrnb91Vdfne9973sZM2ZMHn/88bRs2TIDBgzIkiVLCp60dMpq/PMRrFabNm1yzTXXZNiwYaUehY3cokWLsttuu+WGG27IFVdckV122SXXXXddqcdiI3XppZfmnnvuyfTp00s9Cg3MBRdckD/84Q/5/e9/X+pRaMDOOuus3HfffXnppZdSVlZW6nHYSB122GFp165dbr755tplgwcPTvPmzfOzn/2shJOxMfvnP/+ZVq1a5Ve/+lUGDRpUu7xv374ZOHBgrrjiihJOx8aqrKwsd999d4488sgk/zoqsmPHjjnnnHNy7rnnJkmqqqrSrl27jB07Nscee2wJpy2OIyPhP6xcuTJ33HFHFi9enMrKylKPQwMwfPjwDBo0KAcddFCpR6GBeOmll9KxY8dss802GTJkSGbNmlXqkWgAfv3rX2f33XfPF77whbRt2za77rprfvzjH5d6LBqQZcuW5Wc/+1lOOeUUIZKPZa+99srkyZPz17/+NUnyzDPP5NFHH83AgQNLPBkbsxUrVmTlypXZdNNN6yxv3ry5s1BYZ1555ZXMmzevzv8bVlRUpF+/fpk6dWoJJytW41IPABuK5557LpWVlVmyZEk222yz3H333enZs2epx2Ijd8cdd+Spp55yrRnWmX79+mXs2LHZYYcdMnfu3IwaNSr77rtvnn/++bRq1arU47ER+9vf/pYbb7wxI0aMyDe/+c088cQT+a//+q80bdo0Q4cOLfV4NAD33HNP3nnnnZx00kmlHoWN3AUXXJDq6ur06NEjjRo1ysqVK/Otb30rQ4YMKfVobMRatWqVysrKXH755dlxxx3Trl27/PznP8/UqVOz7bbblno8Goh58+YlSdq1a1dnebt27WrXfRKIkfC/dthhh0yfPj1VVVX5xS9+kaFDh2bKlCmCJPU2e/bsnHnmmZk0adL7/oUV6uvfj/ro06dP+vXrl65du+bOO+90WQk+llWrVmX33XfPlVdemSTZdddd8/zzz2fMmDFiJOvEzTffnIEDB6Zjx46lHoWN3J133pnbb78948aNy0477ZTp06fnrLPOSseOHf15xcfy05/+NKeccko+9alPpVGjRtltt91y3HHHZdq0aaUeDRoUp2nD/2ratGm23Xbb9O3bN6NHj87OO++c66+/vtRjsRGbNm1aFixYkN122y2NGzdO48aNM2XKlHzve99L48aNs3LlylKPSAPQunXrbL/99nn55ZdLPQobuQ4dOrzvH+B23HFHlwFgnXjttdfywAMP5Mtf/nKpR6EBOO+883LBBRfk2GOPTe/evfOlL30pZ599dkaPHl3q0djIde/ePVOmTMmiRYsye/bs/OlPf8ry5cuzzTbblHo0Goj27dsnSebPn19n+fz582vXfRKIkbAGq1atytKlS0s9BhuxAw88MM8991ymT59e+9h9990zZMiQTJ8+PY0aNSr1iDQAixYtysyZM9OhQ4dSj8JGbu+9986MGTPqLPvrX/+arl27lmgiGpJbbrklbdu2rXNTCKivd999N5tsUvd/ZRs1apRVq1aVaCIampYtW6ZDhw55++23M3HixBxxxBGlHokGolu3bmnfvn0mT55cu6y6ujqPP/74J+qeFU7ThiQjR47MwIED06VLlyxcuDDjxo3Lww8/nIkTJ5Z6NDZirVq1Sq9eveosa9myZbbYYov3LYe1de655+bwww9P165dM2fOnFxyySVp1KhRjjvuuFKPxkbu7LPPzl577ZUrr7wyX/ziF/OnP/0pN910U2666aZSj8ZGbtWqVbnlllsydOjQNG7sfz/4+A4//PB861vfSpcuXbLTTjvl6aefzrXXXptTTjml1KOxkZs4cWJqamqyww475OWXX855552XHj165OSTTy71aGxEFi1aVOespVdeeSXTp09PmzZt0qVLl5x11lm54oorst1226Vbt2656KKL0rFjx9o7bn8S+NsAJFmwYEFOPPHEzJ07NxUVFenTp08mTpyYgw8+uNSjAdTx+uuv57jjjss//vGPbLXVVtlnn33yxz/+MVtttVWpR2Mjt8cee+Tuu+/OyJEjc9lll6Vbt2657rrr3BCCj+2BBx7IrFmzhCLWme9///u56KKL8rWvfS0LFixIx44d85WvfCUXX3xxqUdjI1dVVZWRI0fm9ddfT5s2bTJ48OB861vfSpMmTUo9GhuRJ598Mvvvv3/t8xEjRiRJhg4dmrFjx+Yb3/hGFi9enNNOOy3vvPNO9tlnn9x///2fqPsMlNXU1NSUeggAAAAAoOFzzUgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFOL/A++Wj9hYsbJkAAAAAElFTkSuQmCC", + "image/png": "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", "text/plain": [ "
" ] @@ -543,10 +543,10 @@ "id": "96ff98c6", "metadata": { "execution": { - "iopub.execute_input": "2024-10-15T20:20:17.334644Z", - "iopub.status.busy": "2024-10-15T20:20:17.334298Z", - "iopub.status.idle": "2024-10-15T20:20:17.560979Z", - "shell.execute_reply": "2024-10-15T20:20:17.560489Z" + "iopub.execute_input": "2024-10-16T01:20:46.227048Z", + "iopub.status.busy": "2024-10-16T01:20:46.226639Z", + "iopub.status.idle": "2024-10-16T01:20:46.455050Z", + "shell.execute_reply": "2024-10-16T01:20:46.454483Z" }, "tags": [ "remove-input" @@ -600,10 +600,10 @@ "id": "6815f0a1", "metadata": { "execution": { - "iopub.execute_input": "2024-10-15T20:20:17.562891Z", - "iopub.status.busy": "2024-10-15T20:20:17.562564Z", - "iopub.status.idle": "2024-10-15T20:20:17.804098Z", - "shell.execute_reply": "2024-10-15T20:20:17.803577Z" + "iopub.execute_input": "2024-10-16T01:20:46.457147Z", + "iopub.status.busy": "2024-10-16T01:20:46.456833Z", + "iopub.status.idle": "2024-10-16T01:20:46.679288Z", + "shell.execute_reply": "2024-10-16T01:20:46.678765Z" }, "tags": [ "remove-input" @@ -668,10 +668,10 @@ "id": "04a26e54", "metadata": { "execution": { - "iopub.execute_input": "2024-10-15T20:20:17.806005Z", - "iopub.status.busy": "2024-10-15T20:20:17.805830Z", - "iopub.status.idle": "2024-10-15T20:20:17.813231Z", - "shell.execute_reply": "2024-10-15T20:20:17.812804Z" + "iopub.execute_input": "2024-10-16T01:20:46.681252Z", + "iopub.status.busy": "2024-10-16T01:20:46.680863Z", + "iopub.status.idle": "2024-10-16T01:20:46.688581Z", + "shell.execute_reply": "2024-10-16T01:20:46.688065Z" }, "tags": [ "remove-input" @@ -681,7 +681,7 @@ { "data": { "text/html": [ - "\n", + "
\n", "\n", " \n", " \n", @@ -794,7 +794,7 @@ "