diff --git a/sheets/03_card_sat/DBST/cardinality_sat.ipynb b/sheets/03_card_sat/DBST/cardinality_sat.ipynb index dd4160f28c34b41de9b51c2f91f67eba9f8d21d7..969cd3864d0dc716ce76f1edbfedb2e044c4946b 100644 --- a/sheets/03_card_sat/DBST/cardinality_sat.ipynb +++ b/sheets/03_card_sat/DBST/cardinality_sat.ipynb @@ -1,6 +1,7 @@ { "cells": [ { + "attachments": {}, "cell_type": "markdown", "id": "1b7a9cd7-d806-4be8-a41a-fe4f11d109ff", "metadata": {}, @@ -39,6 +40,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "id": "28cb4208-79a4-46f0-9dd7-fab8b9751b94", "metadata": {}, @@ -81,6 +83,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "id": "77229487-82c1-439d-826b-13663b5a01ce", "metadata": {}, @@ -112,11 +115,12 @@ " fig, ax = plt.gcf(), plt.gca()\n", " fig.set_size_inches(8,6)\n", " nx.draw_networkx(draw_graph, pos={p: p for p in points}, node_size=8,\n", - " with_labels=False, edges=g_edges, edge_color=color, width=width, ax=ax)\n", + " with_labels=False, edgelist=g_edges, edge_color=color, width=width, ax=ax)\n", " plt.show()" ] }, { + "attachments": {}, "cell_type": "markdown", "id": "eee15b53-6e3c-4ca8-84b8-02abe664b85e", "metadata": {}, @@ -295,6 +299,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "id": "febaee00-7379-4ea0-abd7-2f328eeb7364", "metadata": {}, @@ -315,21 +320,22 @@ "name": "stdout", "output_type": "stream", "text": [ - "Neues bestes Bottleneck: 5269.649419079034!\n", - "Neues bestes Bottleneck: 3517.966031672279!\n", - "Neues bestes Bottleneck: 2501.2087078050886!\n", - "Mit Bottleneck 2034.0651415330829: Unzusammenhängender Graph!\n", - "Mit Bottleneck 2295.409767340028: Unzusammenhängender Graph!\n", - "Neues bestes Bottleneck: 2386.593388074307!\n", - "Mit Bottleneck 2319.200293204535: Unzusammenhängender Graph!\n", - "Neues bestes Bottleneck: 2327.513050446764!\n" + "Neues bestes Bottleneck: 5307.554710033614!\n", + "Neues bestes Bottleneck: 3420.8037067332584!\n", + "Mit Bottleneck 2405.7348149785753: Unzusammenhängender Graph!\n", + "Mit Bottleneck 2883.950415662516: Unzusammenhängender Graph!\n", + "Mit Bottleneck 3070.5740505644867: Unzusammenhängender Graph!\n", + "Neues bestes Bottleneck: 3181.257612957492!\n", + "Mit Bottleneck 3095.155246510262: Unzusammenhängender Graph!\n", + "Mit Bottleneck 3176.0077140964254: Unzusammenhängender Graph!\n", + "Mit Bottleneck 3179.88254500068: Unzusammenhängender Graph!\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "<Figure size 576x432 with 1 Axes>" + "<Figure size 800x600 with 1 Axes>" ] }, "metadata": {}, @@ -344,6 +350,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "id": "97a7f6ff-7745-4382-b379-554b2f12505e", "metadata": {}, @@ -416,14 +423,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Bottleneck bei Greedy: 2327.513050446764\n" + "Bottleneck bei Greedy: 3181.257612957492\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAHiCAYAAAB4GX3vAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABZhElEQVR4nO3dd1zU9R8H8NdxBweyFBHRxEQpLWc5Uilb/oKy0sy9B4lWahZqilkalKM0V4mGCiIOXOTCUZaGYmGGoJkD3ANxcYB33Pj+/rggVwoC97m77+v5ePD4qRC8+iXw4jPeX4UkSRKIiIiISDYcRAcgIiIiIstiASQiIiKSGRZAIiIiIplhASQiIiKSGRZAIiIiIplhASQiIiKSGRZAIiIiIplhASQiIiKSGVVJ3shkMuH8+fNwd3eHQqGo6ExEREREVEqSJEGj0aBmzZpwcLj/Gl+JCuD58+fh5+dXLuGIiIiIqOKcOXMGtWrVuu/blKgAuru7F79DDw+PsicjIiIionKVm5sLPz+/4t52PyUqgEXbvh4eHiyARERERFasJMf1eAmEiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiIiISGZYAImIiIhkhgWQiGRFqzfi9NUCaPVG0VGIiIRRiQ5ARGQpycdzEBq3H3k6A9zUKkT1aY7AAG/RsYiILI4rgEQkC1q9EaFx+5GvMwAA8nUGvBP7O86cv4ibN29CkiTBCYmILIcrgEQkCycvXUPeP+UPACQABXoTxn72BQzXL0Kr1Ra/TqFQFP9apVLB3d39thcPD4+7/uzOF6VSWaH/Plq9EdkaHXzc1XB2rNiPRUT2hwWQiOyaVqtFVFQUEjduhvMzw6EzKSBJgEIBuDqpsGjezPsWqMLCQuTl5SE3Nxcajea2l+vXr+PMmTPQaDS3vT4vLw8mk6n4fdy6uujq6lqiAnnr2zg7O99WSrmVTURlxQJIRHapsLAQixcvxsqVKxESEoLtSZuRknWtuDi5OpmL04NWz5ycnODl5QUvL68yZzKZTCgoKLirSBa9FJXJO1+0Wm1xiTQplDhcvx9MDo6AQoH8QgNC4/YjNbw9VwKJqMRYAInIrhgMBixbtgwxMTHo27cvtm3bBpXK/KUuMMAbqeHthW2dOjg4wM3NDW5ubqhRo8ZDvY/TVwvQbvrO4t9LEpCnMyBbo0Ntr0rlFZWI7BwvgRCRXTCZTFi5ciWCgoJQUFCApKQkDBw4sLj8FXF2VKK2VyWbXS3zcVfDTa2C+RSjeSvbTa2Cj7tabDAisiksgERk0yRJQmJiIoKCgnD+/Hls3LgRw4YNg5OTk+hoFcLZUYmoPs3hCPMZw5JuZRMR3YpbwERkkyRJwtatWzFz5ky88MILWLduHdzc3ETHsojAAG/0dTuEpq3bIahda5Y/Iio1FkAisjk///wzpk2bhpYtW2LVqlXw9PQUHcninB2VqKqWWP6I6KGwABKRzdi7dy++/PJLPPHEE4iNjYW3t3xHnyiVShiNfJwdET0cFkAisnoHDhxAREQE/Pz8sGDBAvj6+oqOJBwLIBGVBQsgEVmtQ4cOISIiApUrV8Y333wDPz8/0ZGsBgsgEZUFCyARWZ1jx44hIiICSqUSkZGRqFu3ruhIVocFkIjKggWQiKzGyZMnERERAZ1Oh/DwcDRo0EB0JKulUqlgMBge/IZERPfAAkhEwp0/fx6RkZHIyclBeHg4mjRpIjqS1eMKIBGVBQsgEQmTnZ2NqVOnIisrC+PGjUPLli1FR7IZLIBEVBYsgERkcdeuXcNXX32FgwcPYuzYsXj22WdFR7I5LIBEVBYsgERkMbm5uZg1axb27NmDsLAwREREQKFQiI5lk1gAiags+CxgIqpwBQUFmD59Orp06YKnn34amzdvxssvv8zyVwZKpZKXQIjoobEAElGF0Wq1mD17Nt58803Uq1cPSUlJ6NChA4tfOVCpVFwBJKKHxgJIROVOr9djwYIF6NChA7y9vbF161Z07twZDg78klNeuAVMRGXBr8ZEVG6MRiNiY2MRHBwMlUqFrVu3olevXlAqlaKj2R0WQCIqCxZAIiozk8mEVatW4ZVXXkFeXh42b96MQYMGQaXiPbOKwgJIRGXBr85E9NAkScKGDRswZ84cvPrqq9i4cSNcXFxEx5IFXgIhorJgASSiUpMkCdu2bcPMmTPRrl07rFu3Dm5ubqJjyQovgRBRWbAAElGp/PLLL5g2bRpatGiBFStWoHLlyqIjyRK3gImoLFgAiahEUlJS8OWXX6JBgwaIiYmBt7e36EiyxgJIRGXBAkhE93XgwAFERkbikUceQVRUFHx9fUVHIrAAElHZsAAS0T0dPnwYERER8PDwwMyZM+Hn5yc6Et2Cl0CIqCxYAIkIWr0R2RodfNzVOHsqCxEREXBwcEBERATq1q0rOh7dAy+BEFFZsAASyVzy8RyExu1Hns4ApUmPJ3J246uPP0aDBg1ER6P74BYwEZUFB0ETyZhWb8SQpb8jT6cHAJgcHHHS7xXUqfeY4GT0ICyARP/S6o04fbUAWj0/J0qKK4BEMnXt2jV8Om028tECgAIAIAHI0xmQrdGhtlclofno/lgAicxu3cVwU6sQ1ac5AgM4peBBuAJIJDP5+fn48ssv0bNnT7z2YiDc1CoozP0PCgXgplbBx10tNiQ9EC+BEJlX/t6J/Q15WvMuRn6hAaFx+7kSWAIsgEQyUVhYiHnz5qFjx45o0KABtmzZguBX2iOqT3O4Opk3A1ydzD89OzsqBaelB+EKIMmZRqNBdHQ0Xu/aGwV6CUU/xUrSv7sYdH/cAiayc0ajEcuWLcOSJUswYMAAbN26FUrlvwUvMMAbqeHti28Bs/zZBt4CJrmRJAl79uzBokWLkJ2dje7duyMhdiGem7EH+YUGSP/0QFcn7mKUBAsgkZ2SJAmJiYmYO3cuOnXqhC1btkCtvvcXRWdHJc/82RiuAJJcXLx4EbGxsdi2bRtat26N8ePHo169esWvj+rTvPgMIHcxSo4FkMgO/fjjj5g+fTratWuHxMREuLq6io5E5YxnAMme6fV6bNmyBUuXLoVKpUK/fv3w0Ucf3bZ7UYS7GA+HBZDIjvz222+IjIzEk08+ieXLl6NKlSqiI1EF4Qog2aO///4bixYtwh9//IHXXnsN3377LapVq/bAf467GKXHAkhkBw4dOoTJkyejWrVqmD9/PmrUqCE6ElUwFkCyF3l5eUhISMDq1avh5+eHQYMGYcqUKVAUjSegCsECSGTDTp48icmTJ0OSJHz55Zd8bJuM8BII2TJJkpCSkoJFixbhwoUL6NatG1atWsXjKhbEAkhkgy5evIjIyEhkZ2fjk08+QaNGjURHIgvjCiDZokuXLmHp0qVISkpCq1atMGbMGDz2GJ88JAILIJENuXbtGqZPn4709HSEh4ejdevWoiORILwEQrbCYDAgKSkJsbGxUCgU6NevHz744AOoVKwgIvH/fSIbkJ+fjzlz5mDnzp0YPXo0IiMjeT5G5rgCSNbu6NGjWLx4MVJTUxEcHIy5c+fCx8dHdCz6BwsgkRUrLCzEwoULsXbtWrz33nsYO3Ysix8BYAEk65Sfn4/Vq1cjISEBNWvWxKBBg/DFF1/w65YVYgEkskJGoxHx8fFYvHgx+vfvj23btt1z/hXJFwsgWQtJkvDbb79h0aJFOHv2LLp27YqVK1fyQoeVYwEkEkirN942vPTWp3d07Njxvk/vIHnjigqJlp2djbi4OGzZsgXNmzfHRx99hMcff1x0LCohFkAiQZKP5xQ/vshNrcLQhg7YGP01nnvuOaxfvx5ubm6iIxKRjN35AypgvtCxbds2xMbGwmQyoW/fvhgxYgQvdNgg/hcju3OvL1rWRltoQGhcKvJ15i28PG0hvtlvwu7YONTw8Racjojk7s4fUCe+5Iu0rauwb98+BAUF4ZtvvoGvr6/omFQGLIBkV+78ohXVpzkCA8peqAoLC5GXl4e8vDxoNJriX9/5+zt/nZ+fD5PJdNv7UigU0KnckFe/9y1/6AADHKBX8VFGRCSWVm9EaNx+5BeaxwzlaQsxblMWol9/DRERETx+YCdYAMlu3PlFK19nwDuxv+H7DtWgKyhZYSs6VK9QKCBJUvGvHR0d4ebmBnd3d7i5uRW/FP3ez8/vttcV/bpSpUr3vLyh1RvRInIH8gsNkCRAoQBcnVTwced5PyISK1ujQ57ulhmTCgcYFQ6o2/Aplj87wgJIduPC9YLbvmhJAAr0EtZu+RE1PZyKi1mNGjXuWebc3Nwsdo7F2VGJqD7Ni1crXZ3Mq5XWumVN1kerN0Ln6A6t3si/N1SufNzVcFOrkKfVAwoFf0C1UwqpaJnjPnJzc+Hp6YkbN27Aw8PDErmISuXPP//EmHHhOPnUUOjhcNuqWmp4e6v9BmkL5xXJ+lTUUQeiIr8eu4x+C3bDpFLz75gNKU1f4wog2bT8/Hx89tlnuHTpEmIXR+NEnsqmVtWcHZWo7cVzf1RyWr0R78T+jgK9EYAC+YUGhMbtt+ofdMj2uOadxVuKfRg5+lP+gGqnWADJZm3atAkzZszAmDFjEBQUBADwBZAa3p6ramR3NBoNVq9ejeU/bENBgz4AzGexJAnI0xmQrdHxhwkqN2vXrkXXzm/x75QdcxAdgKi0zp8/j169eiE5ORkbNmwoLn9FilbVWP7I1plMJvz444/o378/evfuDaVSieWLo+CmVqHoLL5CAbipeT6Lyte+ffvQqlUr0TGoAnEFkGyG0WjE/PnzsWnTJkybNg2NGjUSHYmoQhw7dgwxMTFISUnBCy+8gMmTJ+PRRx8tfj0vEFFFOnLkCB5//HE4OHCNyJ6xAJJNSEtLw9ixY9G5c2ds3LiRX5jI7ly/fh2rVq3C+vXr4efnh379+uHzzz+/59iNwABvHnWgCrNu3Tp07txZdAyqYCyAZNVuveSxZMkSTp4nu2I0GrF9+3bExcUhPz8f3bp1w5o1a+Di4vLAf5YXiKii7Nq1C6NHjxYdgyoYCyBZrc2bN+Prr7++7ZIHkT04fPgwYmJisH//fvzvf//D1KlT8cgjj4iORYRTp06hZs2afLavDPC/MFmd8+fPY/To0Xj00UexYcMGVKrEVQ6yfVeuXMGKFSuwYcMG1KtXDwMGDMCUKVP4ZAWyKtz+lQ8WQLIaRqMRUVFR2LhxIy95kF3Q6/VISkrCsmXLYDAY0KNHDyQmJkKt5o1dsk47duzA0KFDRccgC2ABJKuQlpaGjz/+GJ06deIlD7J5aWlpiImJQUZGBoKDgzFr1ixUr15ddCyi+7p06RI8PT3h7OwsOgpZAAsgCZWfn49JkybhwoULWLx4MS95kM3Kzs5GfHw8Nm/ejCeffBL9+/dHs2bNuMVLNiMxMRGdOnUSHYMshAWQhCm65DF69GgEBweLjkNUaoWFhdi4cSOWL18OBwcH9OrVCxs3boSTk5PoaESltnnzZsTFxYmOQRbCAkgWV3TJo3bt2rzkQTZHkiTs378fMTExOHbsGDp06IDvvvsO3t7eoqMRPbTr169DpVLBzc1NdBSyEBZAsphbL3lMnToVjRs3Fh2JqMQuXLiAuLg4bNu2Dc2aNUNoaCgvKpHd2LhxI9544w3RMciCWADJInjJg2yRVqtFYmIiVq5cCRcXF/Tu3RujRo3ijDSyOxs2bMB3330nOgZZEL+KUYXiJQ+yNZIkISUlBTExMTh9+jTefPNNREdHo0qVKqKjEVWI/Px86HQ6eHl5iY5CFsQCWEZavZHP4/wPvORBtuTMmTNYunQpfvrpJ7Rq1QqjRo1C/fr1RcciqnBbt27l12gZYgEsg+TjOQiN2488nQFuahWi+jRHYAAPgl+4cAFhYWG85EFWLz8/H+vWrUNCQgI8PT3Rt29fjB07Fkolf5gj+Vi/fj2mTp0qOgZZGAvgQ9LqjQiN24/8QgMAIL/QgNC4/UgNby/blUCTyYSoqChs2LCBlzzIaty5Si9JEnbv3o3Y2FhcvHgRb731FpYuXQoPDw/RUYksrrCwEFeuXEGNGjVERyELYwF8SNkaHfJ0huLfSxKQpzPgr6xzeOrx2gKTiXHw4EGMHTsWHTt25CUPshq3rtJXcnTAc/gLJ/ZsRmBgIMaNG4d69eqJjkgk1I8//oiXX35ZdAwSgAXwIfm4q+GmViFfZ4AEQAHAyUHCV59/giuXL6F58+YICgpCmzZt4OjoKDpuhcnPz8fkyZNx/vx5LFq0iD9FktUoWqXP0+kBKFBQaMQuVX38sWk4XNT2+zlJVFJavRFx65MwMWyE6CgkAJdpHpKzoxJRfZpDKekBAK5qFRYNbI1lS2OwefNmdO7cGbt378Zbb72Fbt26ISoqCidPnhQbupxt2bIFb7zxBl544QUsXbqU5Y+sypaf9/yzSv/Po9gUCtw0Apfz9UJzEVmD5OM5aBG5A8ler+DtZceRfDxHdCSyMIUkSdKD3ig3Nxeenp64ceMGz8ncwmQy4ZVXOyA6fjWqezj/59m/Gzdu4Mcff0RSUhJOnTqFJ554AsHBwXj++efh4uJi4dRld+HCBYwePRq1atXCxIkTecmDrMrFixcxfvx4OLm4Yrd3BxTojZAkAJIEN2dHWZ/TJQLMK38tIncgX6eHBAUgSXBUmDDC7xxq+FRDtWr/vnh5eZXpUhQnZVhWafoat4DLYO/evQhs3QqPVnW979t5enqic+fO6Ny5MyRJwpEjR5CUlIT58+dDkiS88MILCAoKwhNPPGHVD44vuuTxww8/YNq0abzkQVZFr9dj7ty52L59OyIiIvD000/fdgZQrZTw2MWdcHRoLzoqkVD/nmH/d3VcDyU8qtdGfl4OTp48icuXL+Py5cu4evUqTCZT8T/r5OR0W0G888Xb27v42BMnZVg3rgCWwQcffICQkJAyPQ6qoKAAu3btwtatW/HXX3/Bz88PwcHBePnll1G5cuXyC1tGt17yGDJkCC95kFXZuXMnIiIi0L9/f/Tp0+e2v5+3rkCsW70KmzZtwuLFi+36bC7Rf5EkCZ9OjkD8zSYwOqggSYBCAbg6qUq0Oq7VapGTk1NcEO98ycnJgcFggEmhxOH6/WBycAQUilJ9DHp4XAG0AJPJhEOHDqFhw4Zlej+VKlVCcHBw8RDOU6dOYevWrRgyZAjy8/PRpk0bBAcH4+mnnxZSuooueZw7d46XPMjqnDlzBh9//DGqV6+OtWvXwtPT8663cXZUoraX+ZhCz5494ezsjN69eyM2NhbOzs6WjkwkjNFoxPDhwxEQEICY3oHFq3OuTubVuZIUM2dnZ9SqVQu1atW679udvlqAdtN3Fv++aFJGtkZX/PlIYnEF8CElJydj69atmDx5coV9DL1ej5SUFCQlJeGPP/5A1apVERQUhFdeeQXVq1evsI9bZMuWLfjqq68QFhaGV199tcI/HlFJ6XQ6zJgxA3v27MGUKVNK/YNY0RGM+Ph4nmElWdBqtRgwYADefPNN9OrVy/xnFXg+r/icYaGh1KuM9PC4AmgBCQkJCAkJqdCP4ejoiOeeew7PPfccACA7Oxvbtm1DWFgYLl++jKeffhpBQUFo27ZtuW5nFT3Jw8/Pj0/yIKuzZcsWTJ8+HUOHDsXHH3/8UOdmg4ODoVar0bVrV6xYsQLu7u4VkJTIOly/fh29e/fGyJEj8corrxT/+a2r4+WtaFLGw6wykmVwBfAhmEwmBAcHY+vWrcIubZhMJhw4cABJSUnYu3cvXFxc8PLLLyMoKAj+/v4P/T6LLnlMnToVTZo0KefURA8vMzMTY8eOxWOPPYbx48fDzc2tzO9zz549mDx5MpYvX44qVaqUQ0oi63Lu3Dn0798fU6ZMQYsWLSz+8XkL2LK4AljBUlJS0Lp1a6E3dh0cHNC8eXM0b94cgHnUzE8//YQpU6YgKyvrtlEz91rBu/OTMj09HWPGjEHHjh2xadMmXvIgq1FQUICpU6ciPT0dU6ZMweOPP15u77tt27aIjIxEt27dEB8fj2rVqpXb+yYS7a+//sJ7772HBQsWICAgQEiGilxlpLLhCuBD+OCDDzB48GCrHYNSNGpm69at+PnnnyFJEtq1a4fg4GA8+eST2HPiyi1X85Voof0TxnOHMG3aNF7yIKshSRLWr1+POXPm4IMPPsAbb7xRYT90ZWRkYOTIkYiLi+PnANmFvXv3YuLEiVi6dCl8fX1FxyELKU1fYwEsJZPJhKCgIGzbts2qZ/bd6ubNm9i1axeSkpKQ8dffyGw6BCYH1T8DQE1wVjngz0+DuTxPVuPvv//G2LFj0bx5c4SFhVlkYPrff/+NYcOGYcmSJahdW37P8yb7sXHjRixYsABxcXGy/54tN9wCrkApKSlo06aNzZQ/AHBxcUFQUBCCgoLuupoPhQO0RvBqPlkFjUaDiIgInDp1Ct988w3q1KljsY9dv359REdHY8CAAVi4cCHq1atnsY9NVF4WLVqEnTt3IiEhAWq1WnQcsmI86FVKCQkJ6Nq1q+gYD83HXQ03tQqKfwfAw02tgo87v1CQOJIkIT4+Hp06dcJLL72EFStWWLT8FfH390dsbCzeeecd/PXXXxb/+EQPS5IkREZGIj09HTExMSx/9EAsgKVgMpmQkZFRpid/iFZ0Nd/Vybz4y6v5JNrBgwfx+uuv4+zZs9iyZQuCgoKE5qlVqxaWL1+O4cOHIy0tTWgWopIwGo0YOXIkHB0dMWPGDF7ioxLhFnApWMPt3/IQGOCN1PD2vJpPQl2/fh2ffvoprl+/jgULFuCRRx4RHalY9erVsXLlSvTs2RMRERFo1aqV6EhE96TVajFo0CAEBwejX79+ouOQDeGPCaVg69u/tyq6ms/yR5ZmMpmwaNEidOnSBZ07d0ZMTIxVlb8iVatWRUJCAj799FPs3r1bdByiu9y4cQNdu3ZF3759Wf6o1FgAS6ho+9daR78Q2YLU1FS89tpryM/PR1JSEp5//nnRke7L09MTCQkJmDZtGnbs2CE6DlGxCxcuoEuXLvjkk0/4qE56KNwCLqF9+/bZxfYvkQg5OTkIDw+HyWRCbGwsfHx8REcqMTc3N6xatQq9e/eGTqdDhw4dREcimTt69CiGDh2K+fPnl+tgdJIXFsASSkhIwIABA0THILIpRqMRUVFRSExMxOTJk/HMM8+IjvRQXFxcsHz5cvTv3x83b95Ely5dREcimfrtt98QHh6OZcuWcWg5lQm3gEvAZDIhPT2d279E96HVG3H6agG0eiMAIDk5GcHBwXB0dMTmzZtttvwVUavViIuLw4YNGxAXFyc6DsnQli1b8Pnnn2P16tUsf1RmXAEsgX379uGZZ57h9i/Rf0g+nlP8eEFXJwcEXPwZfo75WLlyJby8vETHKzcqlQqLFi3CsGHDUFBQgCFDhoiORDIRGxuLrVu3YvXq1ZzxR+WCK4AlYE+3f4nKm1ZvRGjcfuQXGgAA+ToDjvo8j69mzrKr8ldEqVRi/vz5OHToEGbNmiU6Dtk5SZIwbdo0pKamIjY2luWPyg0L4AMUbf82adJEdBQiq5St0SFPZ0DxU8UVDrhpkJCt0QnNVZEcHBzwzTff4MKFC/jiiy9ExyE7ZTKZ8OGHH8JgMGDWrFlQKjm2i8oPC+AD/Pbbb9z+JbqPoscLAuYGKJfHCyoUCnz55ZcwGo2YMGECpOIGTFR2Op0O/fv3R5MmTTB+/Hh+D6JyxwL4ANz+Jbq/oscLqiTz5Q85PV5QoVDgk08+QeXKlREWFsYSSOUiNzcX3bp1Q/fu3TFw4EDRcchOsQDeh8lkQlpaGrd/iR4gMMAbTxyJwU+jnkNqeHsEBniLjmRRYWFhqFevHt577z2YTCbRcciGXbp0CV26dMHHH3+M119/XXQcsmMsgPfB7V+ikpMMhajr4yGLlb97effdd9GyZUuEhITAYDCIjkM26Pjx4+jZsydmzZqFNm3aiI5Ddo4F8D4SEhLQrVs30TGIrN7Vq1dRpUoV0TGEGzhwIF555RUMGDAAer1edByyIampqRg6dCiWLl2KJ554QnQckgHOAfwPkiTh4MGD3P4lKoGMjAw0atRIdAyr0KNHD7i4uKBXr15YunQpnJ2dRUciK7dt2zbMmjULq1evRuXKlUXHIZlgAfwPv/32G1q1asXtX6ISyMjI4JNybtGxY0c4OzujR48eiI+PR6VKlURHIiu1bNkybNiwAatXr4aLi4voOCQjLID/YdWqVejbt6/oGEQ2IT09nQfW7xAUFAS1Wo2uXbtixYoVcHd3Fx2JrMyMGTNw/PhxLFu2jDP+yOJ4BvAeJElCWloamjZtKjoKkU04c+YM/Pz8RMewOi+88AI++eQTdO3aFdeuXbvreckkTyaTCWFhYcjLy8O8efNY/kgIrgDeA2//EpVc0ew7fr7cW+vWrfHFF1/g9cEf4XrjbsgvNMJNbZ6VKLdxOQQUFhZiyJAhaNu2LZ8lTUJxBfAeOPyZqOTOnTuHWrVqiY5h1Z5s3BTXGnVBvs58Mzhfp0dIzG+4ePmK4GRkSXl5eejWrRs6derE8kfCcQXwDkXbv9OnTxcdhcgmpKen8wbwA2RrdCjQS4DC/DO3BAVuGiS8PzocuivnAADOzs6oU6cO6tatC39/f9StWxePPvoo1Gr7fqSeXGRnZ6NPnz6YOHEinn32WdFxiFgA7/Tbb7+hZcuW3M4iKqGMjAy0bNlSdAyrVvS85PxCAyTJ/LxkVycV4hbOKx6cffPmTZw8eRJZWVk4fvw4tm3bhlOnTqGwsBCSJMHb2/u2cli3bl34+vrya5UNyMzMREhICObMmYOGDRuKjkMEgAXwLgkJCejdu7foGEQ2Iz09nc8rfYCi5yWHxu1Hns5wz+clu7i44IknnrjnEGBJknDlyhVkZWUhMzMTu3btQkxMDC5evAhJkqBUKuHn53dbOfT39+fNYytw4MABhIWFISYmhhelyKoopBI8vTw3Nxeenp64ceMGPDw8LJFLCEmS8L///Q/bt2/nT9VEJdShQwds2rRJdAyboNUbka3RwcddXa6PzDMYDDh79iwyMzOLS2JmZiby8vIAAK6urneVQz8/Pzg6OpZbBrrbjz/+iK+++grLli2Dl5eX6DgkA6Xpa1wBvMXvv//O4c9EpWAwGDjCohScHZWo7VX+Q6FVKhXq1KmDOnXq3PP1eXl5yMrKQlZWFtLT0/HDDz/g9OnTxc8srl69+l3by97e3vxaWAYrV67EmjVrsHbtWg54JqvEAniLhIQE9OrVS3QMIptx4sQJBAQEiI5BD+Dm5obGjRvf82ktkiTh0qVLxSuH27dvR2ZmJi5fvgwAcHR0xKOPPlpcDv39/eHv78+nm9zH7NmzcejQIcTHx0Ol4rdZsk78m/kPSZLw559/Ytq0aaKjENmM9PR0PgLOxikUCvj6+sLX1xdt2rS56/WFhYU4ffp08fby7t27kZWVhZs3bwIAPD09byuHdevWxSOPPCLLlWFJkjB+/Hg4Ojpi/vz5XEElq8YC+I/ff/8dLVq04CcsUSlkZGSgQ4cOomNQBXJyckJAQMB/rvRev369eHs5NTUVCQkJOHv2LEwmExQKBWrWrHnX9nKVKlUs/G9R8fR6PYYOHYoWLVpg2LBhouMQPRAL4D8SEhLQs2dP0TGIbMqhQ4cwevRo0TFIoMqVK+Opp57CU089ddfrTCYTzp8/X7y9vGHDBmRmZuLatWsAALVaXbylXFQS69SpY3OzD/Pz89GvXz/07t0bnTt3Fh2HqERYAMHtX6KHVVBQAFdXV9ExyEo5ODigVq1aqFWrFp577rm7Xn/z5k2cOnUKmZmZOHHiBLZv345Tp05Bp9MVzz68c3vZ19cXDg7W8xCrnJwc9OnTB+PGjcPzzz8vOg5RibEAAkhNTeX2L1Ep3bx5k7cbqUxcXFzQoEEDNGjQ4K7XSZKEq1evFp89/PXXX7F06VJcuHChePZhrVq1biuH/v7+Fh1VdvLkSQwePBjffPMNz8KSzWEBhHn7t0ePHqJjENmUtIzDqNWgGbR6Y7nOtCMCzJdTqlatiqpVq97zSTNFsw+Ltpf379+PzMxMaDQaAP/OPry1HNauXbvcZh8ePHgQo0aNwqJFi/Doo4+Wy/sksiTZD4Lm8Gei0ks+noNBi/dCZ3KAm9r8VIvAAG/RsYiK5eXl4eTJk7cNx75z9uGd28vVqlW77/eBokHeRw7sw8yvpiEuLg5Vq1a11L8S0QNxEHQpcPuXqHS0eiNC4/ZDZ1QACiBfZ0Bo3H6khrfnSiBZDTc3NzRq1AiNGjW663WSJCE7O7u4HO7YsQNZWVnIzs6GJElwcnJC7dq1byuHF+GJkQmHkKczwMFYiIXTF7L8kU2TfQHk9i9R6WRrdMjTGYB/fmiSAOTpDNiSfgFvPV1LbDiiElAoFKhevTqqV69+39mHxc9eTt6DtVIrGBUqQOEASeWEkasPIbV+Df7QQzZL1gVQW2jAb4dOYHKjJqKjENkMH3c13NQqcwm8xYTEDLzamN8QyfbdOfvw9NUCJEzfWfx6STL/0JOt0VXIo/2ILMF67tJbWPLxHDz1+TacbDIILb74EcnHc0RHIrIJzo5KfN6x4V1/nl9oPh9FZG+KfugpPikkSXBTq+DjblvzColuJcsCWHSGSWsw33/JLzSfYdLqjYKTEdmGrF3r4GDSF/9eoQC/IZLdcnZUIqpPc7g6mTfNVDDg/aZOXO0mmybLAlh0hqno+vOty/lE9N9MJhPCwsKguX4VsSGBcFObvyG6OplvAvMbItmrwABvpIa3x67RL2L3h89izbdfwGjkogHZLlmeASxazs8vNECSzKsXrk5cvSC6H61Wi8GDB+Pll1/GoEGDAACp4e2RrdHBx13N8kd2z9lR+c+Zv0p4++23ER0djSFDhoiORfRQZLkCeOdyPlcviO7v6tWrePvtt9G3b9/i8gf8+w2RnzskN++88w4SEhJw8fIVnL5awCNEZHNkPQi6aKgnVy+I/lvR466++uorPPXUU6LjEFmN79b+hK9/08CgUHEgOlmF0vQ1Wa4AFuHqBdH9/fHHHxg8eDAWLVrE8kd0C63eiHkH9TDA/P2DlwnJ1sjyDCARPdiWLVswd+5crF69GlWqVBEdh8iq3DUQnbMBycawABLRXaKjo7Fz506sWbMGzs7OouMQWR1eJiRbJ+stYCK6nSRJ+PTTT3HkyBHExsay/BH9B14mJFvHFUAiAgDo9XoMGzYMTZs2xfDhw0XHIbJ6RbMBeZmQbBELIBEhNzcX/fr1Q//+/fHWW2+JjkNkM/6dDUhkW1gAiWTu/Pnz6N+/PyZPnow2bdqIjkNERBbAAkgkY4cOHcLw4cMxf/58PP7446LjEBGRhbAAEsnUzz//jC+//BIrVqyAj4+P6DhERGRBLIBEMrRixQqsWbMGa9euhaurq+g4RERkYSyARDIiSRK++uornDx5EsuXL4dKxS8BRERyxDmARDJhNBoxYsQIGI1GzJ07l+WPiEjG+B2ASAYKCgowcOBAvPnmm+jdu7foOEREJBhXAIns3OXLl9G5c2eEhoay/BEREQCuABLZtePHj2PIkCGYNWsWGjduLDoOERFZCa4AEtmpffv2YejQoYiNjWX5IyKi23AFkMgO/fDDD4iOjsaaNWvg6ekpOg4REVkZFkAiO/Ptt9/i999/R0JCApycnETHISIiK8QCSGQnTCYTxo8fD5VKhUWLFkGhUIiOREREVopnAInsgE6nw8CBA1G3bl1ERESw/BER0X2xABLZuOvXr6NLly7o1q0bhgwZIjoOERHZAG4BE9mwM2fOYODAgZgyZQpatGghOg4REdkIFkAiG5WWloYPP/wQCxcuRN26dUXHISIiG8ICSGSDtm/fjhkzZmDVqlWoWrWq6DhERGRjWACJbExsbCy2bNmCtWvXwsXFRXQcIiKyQSyARDZCkiRERkbiypUriIuLg1KpFB2JiIhsFG8BE9kAg8GAoUOHwtXVFTNnzmT5IyKiMmEBJLJyeXl56N69O9q3b49Ro0aJjkNERHaABZDIil28eBGdO3fGBx98gK5du4qOQ0REdoJnAIms1JEjR/Duu+9i3rx5eOKJJ0THISIiO8ICSGSFfv31V0yePBnx8fHw9fUVHYeIiOwMCyCRlVm9ejXi4+Oxdu1auLm5iY5DRER2iAWQyIrMnDkTR44cwapVq6BS8dOTiIgqBi+BEFkBk8mEUaNGIS8vD/Pnz2f5IyKiCsXvMkSCabVaDBo0CEFBQejfv7/oOEREJANcASQS6MqVK+jcuTMGDhzI8kdERBbDFUAiQbKyshASEoKvv/4azZo1Ex2HiIhkhCuARAKkpqbinXfeweLFi1n+iIjI4rgCSGRhmzdvxnfffYfVq1ejcuXKouMQEZEMsQASWdDChQuxe/durF69Gmq1WnQcIiKSKRZAIguQJAkTJ06EXq/HkiVL4ODA0xdERCQOvwsRVbDCwkIMHjwYNWrUwJQpU1j+iIhIOH4nIqpAubm56Nq1Kzp27Ih3331XdBwiIiIA3AImqjDnzp3DgAEDEBERgWeeeUZ0HCIiomIsgEQVICMjAyNGjMCCBQsQEBAgOg4REdFtWACJytnOnTsxdepUrFy5EtWqVRMdh4iI6C4sgETlKD4+HomJiVi7di0qVaokOg4REdE9sQASlQNJkjB16lScO3cO8fHxUCqVoiMRERH9J94CJiojo9GI999/Hw4ODpg9ezbLHxERWT2uABKVQUFBAQYMGIC33noLPXv2FB2HiIioRLgCSPSQsrOz0blzZ7z77rssf0REZFO4Akj0EI4dO4bQ0FDMmTMHDRs2FB2HiIioVLgCSFRKKSkpePfddxEXF8fyR0RENokrgESlsH79eixZsgRr1qyBh4eH6DhEREQPhQWQqITmzZuHP/74AwkJCXB0dBQdh4iI6KGxABI9gMlkwscffwwXFxd8//33UCgUoiMRERGVCc8AEt2HTqdD//79Ub9+fUyaNInlj4iI7AILINF/uHbtGt5++2306tULgwcPFh2HiIio3HALmOgeTp06hcGDB2Pq1Klo3ry56DhERETligWQ6A5//vknPvroI0RHR6NOnTqi4xAREZU7FkCiW2zbtg2zZs1CQkICvLy8RMchIiKqECyARP9YsmQJtm/fjjVr1sDZ2Vl0HCIiogrDAkiyJ0kSJk+eDI1Gg6VLl8LBgXejiIjIvvE7HcmaXq9HaGgoKleujK+++orlj4iIZIErgCQ7Wr0R2RodKin0GDJ4IHr37o23335bdCwiIiKLYQEkWUk+noPQuP3I0xngYNTh4/4j8XbH50XHIiIisijud5FsaPVGhMbtR77OAACQlGrMPqCFVm8UnIyIiMiyWABJNrI1OuTpDJD++b0EIE9nQLZGJzIWERGRxbEAkmz4uKvhplYBkrkCKhSAm1oFH3e14GRERESWxQJIsuHsqERUn+ZQK80F0NVJhag+zeHsqBScjIiIyLJYAElWAgO8Ef26D7o4HURqeHsEBniLjkRERBam1Rtx+mqBrM+AswCS7DRr3BCn/zrAlT8iIhlKPp6DFpE70G76TrSI3IHk4zmiIwnBAkiy4+bmhvz8fNExiIjIwu6cBpFfaEBo3H5ZrgSyAJIsOTs7Q6vVio5BREQWdNc0CEm+0yBYAEmWGjRogL///lt0DCIisiAfdzUcYQTAaRAsgCRLjRo1QkZGhugYRERkQT//uB2Nb+yFm9oRgLynQfBRcCRLjRo1Qnx8vOgYRERkIZmZmZg5cyYSExMBpSOyNTr4uKtlWf4AFkCSqfr163MLmIhIJvLz8xEaGoro6Gg4OzsDAGp7VRKcSixuAZMsOTk5QaeT36FfIiK5kSQJw4YNw/jx41G7dm3RcawGCyDJlru7O3Jzc0XHICKiCvTNN9+gWbNmePHFF0VHsSosgCRbDRs2xOHDh0XHICKiCrJz504cOHAAo0aNEh3F6rAAkmw1btyYN4GJiOzUmTNn8MUXX+C7776DQqEQHcfqsACSbHEUDBGRfdJqtQgJCcH8+fPh6uoqOo5VYgEk2fL390dmZqboGEREVI4kScLw4cMxatQo1KtXT3Qcq8UCSLKlVCphMplExyAionIUFRWFOnXqIDg4WHQUq8Y5gCRr3t7euHz5MqpVqyY6ChERldHevXvx888/c9B/CXAFkGStUaNGOHTokOgYRERURhcuXMCECROwYMECODiw3jwI/x8iWav/ZEPsPvAXtHqj6ChERPSQCgsLMXjwYMybNw8eHh6i49gEFkCSreTjOfh4HxCdXRstIncg+XiO6EhERPQQPvroIwwZMgQNGjQQHcVmsACSLGn1RoTG7UeB3nwJJL/QgNC4/VwJJCKyMTExMfD09ESnTp1ER7EpvARCspSt0SFPZyj+vSQBeToDsjU62T8gnIjIVuzfvx+JiYlISEgQHcXmsACSLPm4q+GmViFPpweggEIBuDqp4OOuFh2NiIhK4PLlyxg9ejRWr14NpVIpOo7N4RYwyZKzoxLf9mwGB0MhAHP5i+rTHM6O/CJCRGTtDAYDBg8ejJkzZ8LLy0t0HJvEFUCSrRtHf0No9ZPoOWgofNzVLH9ERDZi3Lhx6NmzJ5o2bSo6is3iCiDJ1tKlSzGwXx/U9qrE8kdEZCNWrlwJk8mEnj17io5i07gCSLJ08eJFKJVK+Pj4iI5CREQllJ6ejri4OKxbt050FJvHAkiyFBMTg379+omOQUREJXTt2jWMHDkSK1asgErF+lJW3AIm2ZEkCdu3b8crr7wiOgoREZWAyWRCSEgIpk6dyp2bcsICSLLz66+/om3bthwbQERkIz777DN06NABLVu2FB3FbrAAkuwsWrQIAwcOFB2DiIhKIDExEVeuXMGgQYNER7Er3EQnWblx4wauXr0Kf39/0VGIiOgB/v77b8yfPx+JiYmio9gdFkCSlRUrVnB0ABGRDdBoNHj33XexdOlSODk5iY5jd7gFTLKybt06PjCciMjKSZKEIUOGYNKkSahZs6boOHaJBZBk4+DBg3j88cfh7OwsOgoREd3HlClT8Oyzz+LZZ58VHcVucQuYZCM6OhohISGiYxAR0X1s3boVx48fx/fffy86il1jASRZ0Gq1+Pvvv9GkSRPRUYiI6D9kZmbi66+/RmJiIhQKheg4do0FkGRh/fr1PPtHRGTFCgoKEBoaiu+//x4uLi6i49g9ngEkWVi+fDlv/xIRWSlJkjBs2DCMGzcOjz76qOg4ssACSHYvKysLXl5e8PT0FB2FiIjuYfbs2WjcuDFeeukl0VFkg1vAZPcWL17MJ38QEVmpX375Bb///juWLl0qOoqscAWQ7JrRaMSePXvw3HPPiY5CRER3OHv2LD7//HNERUXx0oeFsQCSXdu2bRv+97//8QsLEZGV0el0CAkJwfz58+Hq6io6juywAJJdi42NRf/+/UXHICKiO4wYMQIjRoxAQECA6CiyxAJIdis7OxtGoxG+vr6ioxAR0S0WLFiAWrVq4bXXXhMdRbZ4CYTs1tKlS9G3b1/RMYiI6BYpKSnYsWMHVqxYITqKrHEFkOySJEnYsmULXn31VdFRiIjoHxcvXkR4eDgWLlwIBwdWEJH4/z7ZpZSUFLRq1QoqFRe5iYisgV6vx+DBgzFnzhzOZbUCLIBkl6KjozFo0CDRMYhIhrR6I05fLYBWbxQdxaqEhYVh0KBBePLJJ0VHIfAMINkhjUaDS5cu8WYZEVlc8vEchMbtR57OADe1ClF9miMwwFt0LOGWLl2KSpUq4e233xYdhf7BFUCyO6tWrUL37t1FxyAimdHqjQiN24/8QgMAIF9nQGjcftmvBP7xxx9Ys2YNIiIiREehW7AAkt1Zs2YNf8okIovL1uiQpzNAksy/lwDk6Qy4lKsVmkuknJwchIWFITo6GkqlUnQcugULINmVw4cPo06dOnBxcREdhYhkxsddDTe1CkUPHlIoACcYMTykH7KyssSGE8BgMGDw4MGYMWMGqlatKjoO3YEFkOxKdHQ0QkJCRMcgIhlydlQiqk9zuDqZj9e7OqmweHBbzJg+FSNHjsSMGTNgMBgEp7Sc8PBwdOvWDc2aNRMdhe6BBZDsRmFhITIyMvD000+LjkJEMhUY4I3U8PbYNfpFpIa3R2CANwICApCYmIjKlSujQ4cOOHjwoOiYFS4hIQGFhYXo3bu36Cj0H3gLmOzGDz/8gDfeeEN0DCKSOWdHJWp7VbrtzxQKBQYNGoTXXnsNH374Ifz9/fHJJ5/A2dlZUMqKk5GRgZiYGKxbt050FLoPrgDKmL3NqoqPj+dPm0Rk1Xx9fREfH4+WLVvitddew65du0RHKlfXr1/HiBEjEB0dDUdHR9Fx6D5YAGUq+XgOWkTuQLvpO9EicgeSj+eIjlQmZ86cgZubG6pUqSI6ChHRA3Xq1Anr1q3DihUrMGzYMNy4cUN0pDIzmUwICQnBlClTUL16ddFx6AFYAGWoeFaVzn5mVS1evBgDBgwQHYOIqMQ8PT3x7bffomfPnnjrrbeQmJgoOlKZTJ48GcHBwWjVqpXoKFQCCkkqmlj033Jzc+Hp6YkbN27Aw8PDErmoAp2+WoB203fe9ef1/14GtSEPAFD018LV1RUeHh53vbi7u9/zz93c3Cw+6+mmTo/gzj2QtHYFXNTcciAi26PVavH5558jKysLM2bMgK+vr+hIpbJhwwZs3rwZ3333negoslaavsYCKENavREtIncgv9A8sFShMI8rSA1vD2fHf8ubJEkoKChAbm4ucnNzodFoin9950vR6zQaDYzG21cSFQoFVCrVfYvjvV6nVquhKBqo9R+Sj+dg8JJ90BrBxy4Rkc1LS0vDmDFj0L17dwwcOPCBXwOtwdGjRzFixAgkJiZCrVaLjiNrLID0QJZ+XqVer79ngbxfqdTpdMX//K1/Td3c3ODh4QFXj8rYoAqEXlIACgcoALiq7y6yRES2xGAwYPbs2fj5558xc+ZM1KtXT3Sk/6TRaNCpUyfExsbikUceER1H9lgAqUS0eiOyNTr4uKttpjBJkoT8/HxoNBr8fe4KBqw5ddfb1P97GR5/pCoaNWqExo0bo2HDhvD09BSQlojo4WVmZmLUqFF49tlnMWrUKKhU1jW5TZIk9O7dG8OGDcNzzz0nOg6BBZBk4r+2sn8f9xIunj+L9PR0ZGRkICMjA7m5uXB0dET9+vWLi2GDBg24XUFEVk2SJMTGxmLZsmWYNm2aVT1VY+rUqahUqRKGDx8uOgr9gwWQZKM0W9mFhYU4evRocTE8cuQIdDod3Nzc0LBhw+Ji6O/vz4eWE5FVuXTpEsLCwlCrVi1MnDhR+PPOt2/fjuXLlyM6OtomzinKBQsgyUpZt7I1Gg0OHz5cXAwzMzNhMplQrVo1NG7cuLgY+vr68gsdEQm1YcMGzJw5ExMnTsQLL7wgJENWVhZCQ0ORmJgovIjS7VgAicpBdnY2MjIyiovhhQsXAAB16tQpLoaNGjXi+UIisqjc3FyMHz8eer0eU6dOReXKlS32sQsKCtCxY0csXLgQderUsdjHpZJhASSqICaTCadOnbqtGObm5kKlUqF+/frFxfCJJ57g+UIiqlC//vorPv30U7z33nvo3LlzhX88SZIwcOBA9OnTB+3bt6/wj0elxwJIZGFF5wuLimHR+UJXV1c0bNiwuBjWrVv3gecLbfF2NhGJodVq8cUXX+Do0aOYMWMGatasWWEfa/bs2dBqtRgzZkyFfQwqGxZAIiuRl5eHQ4cOFRfDW88XFp0tbNSoEWrUqAGFQmHx+YxEZB/S09MRFhaGLl26ICQkpNzPK+/atQtRUVGIi4vjWWgrxgJIZOWKzhcWFcMLFy7ApFDiaMOBMCocIeG/n9BCRHQvRqMRc+fOxfbt2zFz5kw89thj5fJ+z549i/79+yMxMRFubm7l8j6pYrAAEtmgkzl5eOHrX+76812jX0Rtr0oCEhGRLTp58iRGjRqF1q1b48MPP4Sj48M/I12n06Fjx46YM2dOuRVKqjil6WsOFspERA/g6+kCN7UKkEwAzCuAbmoVfNx5mYSISq5OnTpYu3Ytatasiddeew379+9/6Pc1cuRIvP/++yx/dogFkMhKODsqEdWnOVQwAjBv/0b1ac7tXyIqNYVCgb59+2LZsmWYNWsWxowZg4KCglK9j4ULF8LX1xevv/56BaUkkVgAiaxIYIA3ejj9iXnB3kgNb88LIERUJj4+PoiNjcXzzz+P119/HT/99FOJ/rl9+/Zh69atmDhxYgUnJFFYAImsTE1fHyjyr3Dlj4jKTYcOHZCYmIj169fjnXfewbVr1/7zbS9duoRx48bh+++/h4MDa4K94n9ZIitTvXp1ZGdni45BRHbG3d0ds2fPxsCBA9GlSxesXr0ad94D1ev1GDRoEObMmWPRJ4yQ5bEAElmZ6tWr49KlS6JjEJGdatu2LTZv3oyMjAx0794d586dg1ZvxOmrBfhw9FgMGDAADRs2FB2TKphKdAAiuh0LIBFVNLVajc8++wyHDh1Czw8+w8XH3kSh5ACV8/Po8VSg6HhkAVwBJLIyLIBEZCn1Hm+Aqw27oFAyP93D6KBCaNx+aPVGwcmoorEAElkZd3d3aDQa0TGISAayNTrk6QwAzAVQkoA8nQHZGp3YYFThWACJrIxCobjrYDYRUUXwcVfDRQVz8wMH0MsJCyAREZFMOSkVqPrXWriqzVcCOIBePngJhMgKKZVKGAwGqFT8FCWiirN8+XK8HdgIw97/H7I1Ovi4q1n+ZILfXYiskLe3N3JycuDr6ys6ChHZqYKCAkRHRyMpKQlOjkrU9qokOhJZELeAiawQh0ETUUWbOXMmhg8fDicnJ9FRSAAWQCIrxFEwRFSRLl68iL1796JTp06io5AgLIBEVogFkIgq0sSJEzFp0iQoFArRUUgQFkAiK8QCSEQVJS0tDXq9Hs2bNxcdhQTiJRAiK8QCSEQVQZIkTJw4EfPmzRMdhQTjCiCRFfLx8WEBJKJyt3nzZjRr1gy1atUSHYUE4wogkRWqUqUKrl27JjoGEdkRvV6PGTNmIDExUXQUsgJcASSyQg4ODnwcHBGVqwULFqBPnz5wc3MTHYWsAFcAiYiI7Nz169exfv16JCUliY5CVoIrgERWysHBASaTSXQMIrIDkZGRGDduHJRKPuaNzFgAiawUzwESUXk4ceIETp06hZdeekl0FLIiLIBEVoqjYIioPHzyySf4/PPPRccgK8MCSGSlWACJqKx+/fVXVKtWDfXr1xcdhawML4EQWSkWQCIqC5PJhM8//xzx8fGio5AV4gogkZXiMGgiKovly5cjODgYVatWFR2FrBALIJGV4gogET2sgoICREdH47333hMdhawUCyCRlapevTqys7NFxyAiGzRz5kwMHz4cTk5OoqOQlWIBJLJS3t7eyMnJER2DiGzMxYsXsXfvXnTq1El0FLJiLIBEVkqpVHIQNJUbrd6I01cLoNUbRUehCjZx4kRMmjQJCoVCdBSyYrwFTERk55KP5yA0bj/ydAa4qVWI6tMcgQHeomNRBUhLS4Ner0fz5s1FRyErxxVAIisnSZLoCGTDtHojQuP2I7/QAADILzQgNG4/VwLtkCRJmDhxIoc+U4mwABJZMQ8PD+Tm5oqOQTYsW6NDns6Aop8jJAnI0xmQrdGJDUblbvPmzWjWrBlq1aolOgrZAG4BE1mxolmAnp6eoqOQjfJxV8NNrUK+zgAJgEIBuDqp4OOuFh2NypFer8eMGTOQmJgoOgrZCK4AElkxzgKksnJ2VCKqT3OoleYlQFcn8xlAZ0el4GRUnhYsWIA+ffrAzc1NdBSyEVwBJLJiXtWq468zl9FSb+Q3bHpogQHeGP+EBrl6IKR3N/5dsjPXr19HYmIitmzZIjoK2RCuABJZqeTjOfg6sxq+SFejReQOJB/nTEB6eAbdTTzi6czyZ4ciIyMxbtw4KJX8b0slxwJIZIW0hQaELkmBzmCeA5iv481NKpubN2+iUqVKomNQOTtx4gROnTqFF198UXQUsjEsgETWJjkZ2a91Qp5RAUlh/hSVYL65eTaHN4Lp4RQUFMDFxUV0DCpnEyZMQEREhOgYZINYAImsRUYG8OabwLPPwufaJbgpzTc2AfP/qh0khPTphvXr13M2IJUaVwDtz+7du1G9enU8/vjjoqOQDWIBJBLt1Cmgf3+gSRPg0CEgPh7Ov+9D1IBn4Opkvqfl6qTCooGtsXlDIg4ePIiOHTsiPT1dcHCyJVwBtC8mkwkRERGYOHGi6Chko3gLmEiUy5eByEjgu++AKlWAuXOBkBDAyQmA+eZmanh7ZGt08HFXFx/enzhxIs6ePYsJEyagUqVKmDRpEqpVqyby34RswM2bN1kA7Uh8fDxeffVVeHl5iY5CNooFkMjSNBpgxgzgq68ABwfgk0+ADz4A7jG/y9lRidped2/b1apVC0uWLEFKSgr69u2LoKAgvPfee3D6pzwS3amgoIBbwHaioKAAixYtQlJSkugoZMO4BUxkKTodMGcOUK8e8OWXwJAhwIkTwIQJ9yx/JdG6dWts3rwZ3t7eePXVV7Fp0yaeD6R7yr+pwxWdgjfJ7cCMGTMwYsQI/sBHZcICSFTRTCYgLg5o0MC80vf668DRo8DXXwPe3mV+9w4ODujbty8SExORkpKCzp074/Dhw2XPTXYj+XgOUmq+hQ7zUzlT0sZduHABKSkp6Nixo+goZOMUUgmWC3Jzc+Hp6YkbN27Aw8PDErmIbJ8kAZs3A+PHAwcPAp06mc/8PflkhX7YU6dOITw8HF5eXvjss894RkjmtHojWkTuQJ62EFA4FD8LODW8PYdC26AhQ4Zg6NChePrpp0VHIStUmr7GM4BEFWHPHuDjj4Hdu4F27cy/b9PGIh/60UcfRVxcHH799Vf06NEDb7zxBoYOHQpHR0eLfHwSx2g04uzZs8jKyip+OXw6G3k13gCKZkpK5pmS2RrdPc+XkvVKS0uDwWBg+aNywQJIVJ4OHTKv+P3wA9C0qXkFMDj434F+FvTss88iKSkJMTExCA4OxpgxYxAUFGTxHPRgWr3xrtve9yJJEi5fvnxbwcvKysLFixcBmI8DPPLII/D394e/vz86deqEd/0eRft5qcjXGSABUABwVavg4662zL8clQtJkvDJJ5/gu+++Ex2F7AS3gInKw6lTwKefArGxQJ06QEQE0KOH+ZavFdBoNPjiiy9w7NgxREZGon79+qIj0T+Sj+cgNG4/8nQGuKlVmNn5CVTH9dsK3unTp2EwGAAA1apVKy54RS++vr5wuM/ftVs/htKkR0xIIJ59jKODbMnGjRuRmpqKzz77THQUsmKl6WssgERlkZNjPtf37bdA5crmkS5DhhTP8rM2mZmZCA8PR40aNTBx4kRUrlxZdCRZM5/P2448nQGAApBMUEoGdHFIRUDdOqhbty78/f3h5+dX5i38olXGRfNmolaN6ggJCSmffwmqcHq9HsHBwfjhhx/g6uoqOg5ZMRZAooqWlwfMnAlMn27+/ejRwKhRDz3OxdJ+/vlnREZG4u2330ZISAhUKp4GsbQbN25g6rzvEa9pcNfrdo1+scLO55lMJnTt2hXh4eE8S2Yj5s6dCzc3NwwYMEB0FLJypelr1rE/RWQrCgvNT+yoV8+8zRsSAmRmmlf+bKT8AcALL7yApKQkODg4IDg4GD/99JPoSLKRk5ODTz75BD169ECLho/DTa267ZnPbhV8Ps/BwQELFy7E6NGjce3atQr7OFQ+rl27hh9++AH9+vUTHYXsDAsgUUmYTMCyZeZZfiNHAq+9Bhw7Zn6iRznM8hNBqVRiyJAhWLNmDbZs2YLu3bvj+PHjomPZrXPnzuHDDz/E4MGD8eKLL2Lz5s3o3PENRPVpftszn6P6NK/w8SxeXl6YOnUqhgwZApPJVKEfi8omMjIS48aNu+8ZT6KHwS1govuRJGDLFmDcOPMsv44dzWf+GjYUnazcHTt2DOHh4ahTpw4mTJjAz/VykpmZiWnTpuHKlSv46KOP0Lp167vepqS3gMvbggULcOXKFYwbN85iH5NKRqs34veMo5g1ZRJWr1whOg7ZCJ4BJCoPe/eaZ/nt2gU89xwwZQrQtq3oVBVux44dmDJlCnr06IGBAwdCqeSw4Idx6NAhTJ8+HUajEaNHj0aTJk1ER7qLJEkICQlBr1698PLLL4uOQ/+49dZ2JUcHLOzXEoEBtrnTQJbFM4BEZXH4sPmpHW3bAtevA5s2Ab/8IovyBwDt27dHUlISCgsL8eqrr2LXrl2iI9mU1NRU9OjRA7NmzUJ4eDiWLl1qleUPABQKBebMmYMpU6bg3LlzouMQzCt/oXH7ka8zj/25aTAhNG4/n+FM5Y4FkKjI6dPAwIFA48bm7d64OODAAfN5PwGDnEVSqVR49913sXLlSqxbtw69evVCVlaW6FhWS5Ik/PLLL3jrrbewdOlSTJ8+HQsWLMBjjz0mOtoDVapUCd9++y3eeecd6PV60XFkL1ujQ94/Q7uB25/cQlSeOPuBKCcH+PJLYN48wMMD+OYbIDTUamf5WVKVKlUwc+ZMHDlyBGFhYahfvz7GjRsHd3d30dGsgiRJSEpKwty5c9G0aVNERUXBx8dHdKxSe+yxxxASEoKxY8fii6nThZxHJDMfdzXc1Kq7nt3MJ7dQeeMZQJKvvDxz2Zs+3fxjdliYeZYfy81/SkpKwvTp09G3b1/069dPtjcTjUYj1q1bhwULFqBdu3Z4//337WKodr8xkdjn2BQ6kwJuavONZJ49s7zdx7LRf2EyTEon/negUuEZQKL7KSw0r/YFBACffw4MGgScOAFMnMjy9wDBwcFISkpCbm4uXn31VSQnJ4uOZFF6vR4xMTEICgrCmTNnsG7dOkyYMMEuyp9Wb8QflZpD989Rs3ydHu/E/ob8m9x6tLTaTjfxSv5P2DX6RaSGt2f5owrBLWCSD5MJWLHCPLQ5Kwvo1w/47DPzs3upxBwdHTFixAj07t0bn332GebPn4/IyEjUrl1bdLQKc/PmTSxevBhr1qxB9+7dsWnTJqjV9rUlZz57Ziw+7ypBgQK9hLf7DoZKex2+vr5o0qQJmjZtiqZNm9pF6bVWx44dQ4PH6lXY02CIABZAkgNJApKSzLP80tKAN98EEhOBRo1EJ7NpVatWxZw5c3Do0CGMHDkSTZo0wZgxY+zqWaUajQbz58/H1q1bMXDgQGzdutVuH5tXdPYsv9AASULx2bP1y2Pg7KjExYsXkZaWhn379mHhwoW4fv061Go1nnzyyeJSWK9ePdkeCyhPR48exeOPPy46Btk5ngEk+5aSYp7l98svwLPPmmf5BQaKTmV3JEnCpk2bMHPmTAwcOBC9evWy6SJw9epVzJ49GykpKRg6dCjefPNNm/73Kalb58+V5OyZVqvF4cOHkZaWhrS0NJw4cQImkwm1atUqLoVNmjThpaFS+uCDD/D+++8jICBAdBSyMRwETfTXX8D48cD69eaxLl9+KctxLpZWWFiIuXPnYtu2bZg0aRKeeeYZ0ZFK5cKFC5gxYwaOHDmCESNGoH379lDI7O9MWZ9KIkkSzp07V1wK09PTodFo4OLigkaNGhWXQn9/f9n9f1tSHTt2xJo1a+x2tZkqDgsgydeZM8CnnwIxMUDt2sDkyUCvXgCfZmFRly9fxsSJE3Hz5k1ERkbikUceER3pvk6ePInp06fj4sWL+PDDDxHIVeJyV1BQgIyMjOJiePLkSUiShDp16hSvFjZq1MiujhA8rNdffx0bN24UHYNsEAsgyc+VK+ZVvrlzzbP8Jkwwz/Kzs4P6tubgwYOYMGECWrZsibCwMLi4uAh77u29HDlyBNOmTYNWq8Xo0aPx1FNPCc0jN5Ik4dSpU8WlMCMjAwUFBXB1dUXjxo2Li6Gfn59sVgsLCwvRvXt3rFu3TnQUskGl6WtcXybblp9vnuU3bZr5lu+4ccCHH3Kci5Vo0qQJEhMTkZiYiNdffx0v9RyG5WfdS3zGrKIcOHAA06ZNg4uLC8aMGYMGDRpYPAOZH0VXp04d1KlTBx07diz+c41Gg/T0dKSlpWHTpk04c+YMFAoF6tWrV1wKGzZsCGdnZ4HpK0ZWVhbq1q0rOgbJAFcAyTbp9cDCheYt3qtXgXffNZ/5s8GnMMhFbl4BWkTuQKGkuO0JB6nh7S22EpicnIwZM2agRo0aCAsLQx2OALIZJpMJmZmZxauFhw4dglarhaen523jaWrUqHHf1UJrWoG+lw0bNuD8+fMIDQ0VHYVsEFcAyX6ZTMDKleZZfpmZQN++wKRJnOVnA64XAoVQAv98b771GacVOe9MkiRs374ds2fPxpNPPol58+bB19e3wj4eVQwHBwcEBAQgICAAb7/9dvGfX79+HQcPHkRaWhrWrFmDCxcuQKlU4rHHHiu+cPLkk0/Cycmp1LecRTh69Ciefvpp0TFIBlgAyTZIErBtm3mL98AB4I03gHXrzDd8ySbcNWcOEhTGQlw9l4naXuU/k9FkMiExMRHz589H27ZtERsbCy8vr3L/OCRW5cqV0a5dO7Rr1674z4xGI44dO4a0tDSsWrUKf/31F7R6I442HAijgyMABfJ1BoTG7bfoCnRJHD16FD169BAdg2SAW8Bk/fbtM8/y+/ln8wy/KVPMM/3I5ty5AvPFq3WweMrHaNeuHUaOHFkus/YMBgNWrFiBJUuWIDg4GKGhoZxDRzh9tQDtpu+868//p/0V/2vzFAIDA63itvobb7yBH374QTaXXqh8cQuY7MORI+ZzfevWmZ/a8cMPwOuvc5afDQsM8EZqePvbzmC9sXYtoqKi0LFjR8ybN++hHymn0+mwZMkSrFq1Cl26dMHGjRvt8pIAPZz/etLJiD798Pu+vZg4cSLOnz+PqlWrom3btggMDESjRo2gtPAIKUmSWP7IIrgCSNbn7FnzM3oXLwb8/MwXPXr35iw/O3fs2DGMGDECPXr0QL9+/Ur8TTA/Px9RUVHYvHkz+vXrh549e8LR0bGC05ItKskZwJycHOzZswd79uxBRkYGlEolnn76aQQGBuKZZ56p0NXkvLw8DB48GCtXrqywj0H2jXMAyTZdvWqe5TdnjnmMy4QJwNChnOUnIwaDAdOmTcPBgwcxZ84cVKtW7T/f9vr165gzZw52796NIUOG4K233rL4ag3ZntLeAtbpdPjjjz+QnJyMffv2IS8vDwEBAQgMDETbtm0fesX6Xv7880+sXr0aERER5fY+SV5YAMm25OcDs2aZZ/kZjcBHH5ln+fHvmmwdOHAAYWFh+OCDD/DGG2/c9k37xtUcfPPNNzh48CDef/99BAcHc8uMLEaSJJw4cQLJyclITk7GmTNnUKVKFbRp0waBgYFo0qTJQz/CbdWqVdBqtejXr185pya5YAEk26DXA99/b97ivXIFGDYMCA/nLD8CAGi1WkyYMAFZBU44Uq0d8guNUEl61DmzHRNDu99265NIpKtXryIlJQXJyck4ePAgFAoFmjVrhsDAQLRu3Rqenp4lej+RkZF46aWX0KZNmwpOTPaKBZCsm8kEJCSYt3hPnAD69DHP8vP3F52MrIxWb8RTk5NwU28+ta8A4Kq27PBootLS6/U4cOAAkpOTkZKSgtzcXPj7+yMwMBCBgYF49NFH71q11uqN6Bc6HN98OQk1q//30Qei++EtYLJOkgRs326e5ffHH0CHDsCaNUCTJqKTkZXK1uhw04Dim98SLDM8mqgsHB0d0apVK7Rq1QqAedv45MmTSE5OxtSpU3Hq1Cl4eHigdevWCAwMRIG7H95bkYa86h3wynd/WOWAarI/LIBkGb/9Zp7lt3Mn0LYtsGsX8NxzolORlfuv0R0+7rwYRLZDoVDA398f/v7+6NOnDwDgxo0bSElJwfofNmK5rhlMDipA4YD8QuscUE32p+xTV4nu5++/gS5dgGeeAbKzgcRE4NdfWf6oRJwdlYjq0xyuTuafVV2dzKM7+I2RbJ2npyeCgoIQOmosTEonQGH+dnzrIxKJKhJXAKlinD1rPte3eDHwyCPAkiXms34c00GldK/h0UT24u5HJJrPuXKVmyoaVwCpfF29CowZAzz2mPkJHl99BRw9CvTvz/JHD83ZUYnaXpVY/sju3LnK7eQgcZWbLIIFkMpHQYF5iHPdusC335pLYGYm8MEHHORMRHQfRavc0Z1q4VXtL7wAQhbBAkhlo9cDUVFAQADw6adAv37m0S6TJnGQMxFRCTk7KvFiy8Y4duSw6CgkEyyA9HBMJmDVKqBhQ/MA55deAo4cAWbPBqpXF52OiMjmODg4QKVSobCwUHQUkgEWQCq97duBVq2A7t3NZ/0OHADi4szbv0RE9NCaNWuGP//8U3QMkgEWQCq5338H2rcHXnkFcHICfvkF2LQJaNpUdDIiIrvQunVrpKSkiI5BMsACSA/2999A167mVb8LF4D164HkZIDPYiUiKlfPPPMMCyBZBAsg/bdz54AhQ8zn/PbtM8/0O3gQ6Nix+NFcRERUfry8vHDt2jXRMUgGWADpbteuAWPHmm/2rl0LTJ9unuU3YABn+RERVbDq1avj4sWLomOQnWMBpH8VFABTp5ovc8ybB4webR7pMmoU4OwsOh0RkSy0adOG28BU4VgAyTzLb8EC843eCROA3r3NxW/yZMDTU3Q6IiJZ4UUQsgQWQDmTJCAhAWjUCAgNBV54wTzLb+5czvIjIhKkYcOGyMjIEB2D7BwLoFzt2AG0bAl06wbUq2ee5bdsmfnXREQkjEqlgkKhgMFgEB2F7BgLoNzs3w/873/mF0dH4Oefgc2bgWbNRCcjIqJ/NG7cGOnp6aJjkB1jAZSLo0fNq30tWpjHu6xbB+zZAzz/vOhkRER0B14EoYrGAmjvzp83n+978kkgJQVYtMg8y69TJ87yIyKyUs888wz27t0rOgbZMZXoAFRBrl0Dpk0DZs0CXFzMv373XY5zISKyAT4+Prh8+bLoGGTHWADtzc2bwJw5wJQpgE4HfPiheZ4fx7kQEdmUqlWr4sqVK6hataroKGSHuAVsLwwGYOFC89M7wsOBnj2B48eBiAiWPyIiG8R5gFSRWABtnSQBq1ebn9c7ZIj5Usdff5mf5FGjhuh0RET0kFgAqSKxANqyn34CnnkG6NrV/Pi2P/4A4uPNq4BERGTTmjZtirS0NNExyE6xANqi/fuBV14BXn7ZfJN3505gyxbgqadEJyMionLi6OgIvQnIuqyBVm8UHYfsDAugLTl2DOje3TzL78wZYO1a82iXF14QnYyIiMpZ8vEcHGs0GC/O2IUWkTuQfDxHdCSyIyyAtuDCBWDYMPMsvz17gOhoID0deOstzvIjIrJDWr0RoXH7YVSYh3XkFxoQGrefK4FUbjgGxppdv26e3/fNN+b5fV9+Cbz3nnmuHxER2a1sjQ55un+fBSxJQJ7OgGyNDrW9KglMRvaCBdAa3bwJzJ1rLnxaLTBqlHmWX+XKopMREZEF+Lir4aZWIb/QAEkyb/a4Oqng464WHY3sBLeArYBWb8TpqwXQ3tQB338PPPYYMH480KMHcOIEEBnJ8kdEJCPOjkpE9WkOVyfzOo2rkwpRfZrD2VEpOBnZC64ACpZ8PAehcfuRpzPATX8TUavnIvC554DPP+c4FyIiGQsM8EZqeHtka3TwcVez/FG5UkiSJD3ojXJzc+Hp6YkbN27Aw8PDErlkQas3okXkDuTr9JCggEIywdVRidSJQfxEJyIiolIpTV/jFrBARYd8JZhv8koKB+QZJGRrdIKTERERkT1jARSo6JBv0SQXhQJwU/OQLxEREVUsFkCBeMiXiIiIROAlEMF4yJeIiIgsjQXQCjg7KjnYk4iIiCyGW8BEREREMsMCSERERCQzLIBEREREMsMCSERERCQzLIBEREREMsMCSERERCQzLIBEREREMsMCSERERCQzLIBEREREMsMCSERERCQzLIBEREREMsMCSERERCQzLIBEREREMsMCSERERCQzLIBEREREMsMCSERERCQzLIBEREREMsMCSERERCQzLIBEREREMsMCSERERCQzLIBEREREMsMCSERERCQzLIBEREREMsMCSERERCQzLIBEREREMsMCSERERCQzLIBEREREMsMCSERERCQzLIBEREREMsMCSERERCQzLIBEREREMsMCSERERCQzLIBEREREMsMCSERERCQzqpK8kSRJAIDc3NwKDUNERERED6eopxX1tvspUQHUaDQAAD8/vzLEIiIiIqKKptFo4Onped+3UUglqIkmkwnnz5+Hu7s7FApFuQUkIiIiovIhSRI0Gg1q1qwJB4f7n/IrUQEkIiIiIvvBSyBEREREMsMCSERERCQzLIBEREREMsMCSERERCQzLIBEREREMsMCSERERCQzLIBEREREMvN/vnVHHTnZGnEAAAAASUVORK5CYII=", "text/plain": [ - "<Figure size 576x432 with 1 Axes>" + "<Figure size 800x600 with 1 Axes>" ] }, "metadata": {}, @@ -433,20 +440,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "Mit Bottleneck 1968.7084598792173: Unzusammenhängender Graph!\n", - "Mit Bottleneck 2081.351724240764: Unzusammenhängender Graph!\n", - "Mit Bottleneck 2271.371612044141: Unzusammenhängender Graph!\n", - "Mit Bottleneck 2295.409767340028: Unzusammenhängender Graph!\n", - "Mit Bottleneck 2312.970600764307: Unzusammenhängender Graph!\n", - "Mit Bottleneck 2318.9570931778794: Unzusammenhängender Graph!\n", - "Mit Bottleneck 2319.200293204535: Unzusammenhängender Graph!\n" + "Mit Bottleneck 2324.2179329830496: Unzusammenhängender Graph!\n", + "Mit Bottleneck 2828.4287157360004: Unzusammenhängender Graph!\n", + "Mit Bottleneck 2947.25499405803: Unzusammenhängender Graph!\n", + "Mit Bottleneck 3040.6546992383073: Unzusammenhängender Graph!\n", + "Mit Bottleneck 3092.3421544195267: Unzusammenhängender Graph!\n", + "Mit Bottleneck 3148.7295850866585: Unzusammenhängender Graph!\n", + "Mit Bottleneck 3176.0077140964254: Unzusammenhängender Graph!\n", + "Mit Bottleneck 3179.88254500068: Unzusammenhängender Graph!\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "<Figure size 576x432 with 1 Axes>" + "<Figure size 800x600 with 1 Axes>" ] }, "metadata": {}, @@ -463,6 +471,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "id": "c9146e88-1246-4805-b0fd-a6d2a74717dd", "metadata": {}, @@ -472,7 +481,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "id": "1d230be6-9e2a-461a-b7cc-dfceb699a0da", "metadata": {}, "outputs": [], @@ -487,7 +496,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 9, "id": "bb51ce73-a7f9-431a-9c12-8a2cfa40d613", "metadata": {}, "outputs": [], @@ -512,7 +521,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 10, "id": "dd75e5a6-ed91-471c-be28-c91cb9335f56", "metadata": {}, "outputs": [], @@ -522,7 +531,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 11, "id": "c7ca8a98-c8f3-4d8d-9547-cb0d851c268d", "metadata": {}, "outputs": [], @@ -548,7 +557,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.12" + "version": "3.10.6" } }, "nbformat": 4, diff --git a/sheets/03_card_sat/DBST/test_instance.json b/sheets/03_card_sat/DBST/test_instance.json new file mode 100644 index 0000000000000000000000000000000000000000..3bb456cd91927508d2be05ef81af56d999e5f821 --- /dev/null +++ b/sheets/03_card_sat/DBST/test_instance.json @@ -0,0 +1 @@ +{"format": "alg-tp-points", "meta": {"test_size": 40}, "points": [[4873, 7958], [8277, 329], [3324, 2015], [2559, 4294], [3254, 3036], [5932, 8472], [1283, 7675], [3815, 9019], [9705, 8973], [8878, 8558], [5552, 7109], [712, 199], [6344, 1460], [8720, 7916], [9937, 4719], [4098, 6713], [5920, 9725], [6147, 1793], [3175, 8580], [4154, 7402], [4588, 1034], [7813, 6527], [7718, 6739], [5678, 1714], [1288, 3331], [7913, 3548], [8231, 1545], [8782, 2821], [59, 6662], [7429, 1201], [9198, 7865], [4350, 1248], [6157, 2147], [4066, 6742], [8167, 980], [2252, 3263], [2484, 4861], [4962, 9789], [2329, 8527], [400, 7997]]} \ No newline at end of file