# Clustering Result #33 — Analysis Report

Generated 2026-09-21 02:38:34 · 1 run(s) · CAT-G Data Analyzer

## 1. kmeans (#33)

2026-09-21 02:17:13 · clustering · status: completed

*Clustering split 75 samples into 3 clusters (mean silhouette 0.479).*

| Metric | Value |
|---|---|
| method | kmeans |
| k | 3 |
| silhouette | 0.479172 |
| n_rows | 75 |
| n_dropped | 0 |
| derived_dataset_id | 713 |

### sizes

| name | value |
|---|---|
| 0 | 25 |
| 1 | 25 |
| 2 | 25 |

### inertia sweep

| name | value |
|---|---|
| 2 | 285.420962 |
| 3 | 164.583327 |
| 4 | 138.258257 |
| 5 | 122.455501 |
| 6 | 104.3279 |
| 7 | 92.095338 |
| 8 | 81.483783 |
| 9 | 73.163786 |
| 10 | 65.989041 |

![cluster scatter](data:image/png;base64,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)

*cluster scatter*

![silhouette](data:image/png;base64,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)

*silhouette*

![elbow](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAogAAAGtCAYAAACVwIWiAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAQ6wAAEOsBUJTofAAAboZJREFUeJzt3Xlc1HX+B/DXd4bT4RguBTkFBRFB8L4FRVmvStfsLtNsy3Y7rLbfZqZmZm1qWlvZlmV2rK61XaapKHjf4IWiIocgoNzDNcAw398fwOQEIgzDfAd4PR+PeSjf8/WddvXt5/s5BFEURRARERER1ZNJHYCIiIiIzAsLRCIiIiLSwwKRiIiIiPSwQCQiIiIiPSwQiYiIiEgPC0QiIiIi0sMCkYiIiIj0sEAkIiIiIj0sEImIiIhIDwtEIiIiItLDApGIuqzIyEj4+fndcVtnER8fD0EQsHHjRqmjEJGZY4FIRJ1GQwHU3Cc5OVnqmB3a2rVrWWASdQEWUgcgIjK2WbNm4e67725yX8+ePU2cpnNZu3Yt/Pz8MGfOHKmjEFE7YoFIRJ3OgAED8PDDD0sdg4iow+IrZiKiJmRkZODPf/4znJycoFAoMHHiRCQkJDQ6TqvV4v3338eAAQNga2sLBwcHjB8/Hrt379Y77sknn4SFhQWKi4t1227evAmZTAZBEJCZmanbXl5eDisrK8ydO/eOOQVBwJw5cxAXF4dRo0ZBoVDA1dUVc+bMwc2bN1v0rGq1GsuWLUPfvn1hY2MDZ2dnTJ8+HSdPntQdk56eDkEQkJGRgX379um9tk9PT2/RfYio42CBSESdTkVFBfLz8xt9ioqKWnR+eXk5xo0bB61WizfffBN/+9vfcOzYMYwdOxZnzpzRO3bOnDl47rnnYG9vj7feegsvv/wyrl69ipiYGHz99de64yZMmIDa2lrExcXptsXGxkIURchkMsTGxuq279u3DzU1NYiOjm5R3sTEREyfPh0DBw7EqlWrMH36dGzatAnjxo1DWVlZs+fW1tZiypQpWLp0KQICArBq1SosWLAAhw8fxujRo3V53dzc8NVXX8HV1RV9+/bFV199pfu4ubm1KCcRdSAiEVEnERcXJwK47cfX11fv+HHjxjW5DYD4zDPP6G0/efKkKJPJxHHjxum27dmzRwQgTp48WdRoNLrtN2/eFLt37y4qlUqxtLRUt00QBHHBggW64x5//HExJCREHDhwoPjggw/qtr/wwgsiADEnJ+eOz9zwbFu3btXbvmbNGhGAuGTJkkbfzxdffKHbtmHDBhGAOH/+fL3zL126JFpbW4t9+vQRa2trddt9fX31vgMi6pzYgkhEnc6cOXOwe/fuRp9vvvmmxdd49dVX9X4eNGgQYmJisG/fPuTn5wMAvv/+ewDA4sWLIZfLdce6ubnhmWeeQXFxMfbs2aPbFhYWpvsZAPbs2YPo6GhER0dj7969ettDQkLg7u7eoqyBgYGYNWuW3rZnnnkGSqVSl/F2GvYvW7as0TUffPBBXLlyBefOnWtRDiLqPDhIhYg6nYCAgBa/nm2KUqlscrRzv379sGPHDly9ehWurq5ITU0FAISGhjY6tmHb1atXdduio6OxevVqZGVlobKyEteuXUN0dDSsra3xz3/+E+fPn0f37t1x7tw5/O1vf2tx3n79+jXaZmVlhYCAACQlJTV7bmpqKlxcXODh4dHsMwwYMKDFeYio42OBSERkIg0FYmxsLCorK2FhYYFx48bBwsIC1tbWiI2NRY8ePSCKIiZMmCB1XCLqwviKmYjoD4qLi5Gdnd1o+4ULFwDUtVDe+mtTrXTnz5/XOwYAxowZAysrK8TGxiI2NhZDhw6Fvb09bG1tMXLkSN12uVyOyMjIFudtyHWr6upqXL16Fb1792723ICAABQUFODGjRstegZBEFqci4g6LhaIRERNeOutt/R+PnXqFHbu3ImxY8fC1dUVADBz5kzdsVqtVndsfn4+PvzwQyiVSr2WQIVCgeHDh2PPnj2Ij4/Xew0eHR2N/fv3Y/fu3RgyZAgcHBxanPXy5cv47rvv9LZ9+OGHKC4u1mW8nYb9y5cv19uekpKCb7/9Fn369EFYWJhuu52dHQoLC1ucjYg6Jr5iJqJO58yZM3pTzNwqMjISXl5ezZ7v6uqKbdu24fr165g4cSIyMzPx4YcfwsbGBmvXrtUdN378eDzyyCP46quvEBUVhRkzZqCsrAyfffYZbt68iU2bNsHOzk7v2hMmTMD+/fsBoFGBuGjRIpSWluLRRx9t1fOGhoZizpw52L9/P4KDg3HixAls3LgRgYGBeOmll5o999FHH8XXX3+NDz/8ENeuXUNMTAxyc3Px8ccfQxRFfPLJJ3qthsOHD8eGDRuwePFiBAcHQyaTYfr06VAoFK3KTERmTuph1ERExnKnaW4AiD/88IPu+NtNc+Pr6yumpaWJM2fOFB0dHcVu3bqJ48ePF0+cONHonrW1teLatWvF0NBQ0draWrSzsxOjoqLEnTt3Npnx0KFDIgBRoVCI1dXVetdRKpUiAHHv3r0tfmYA4mOPPSbu3btXHDlypGhrays6OTmJjzzyiJibm9vk93PrNDeiKIqVlZXikiVLxMDAQNHKykpUKpXitGnTxOPHjze6340bN8SZM2eKTk5OoiAIIgAxLS2txXmJqGMQRFEUJalMiYiozQRBwGOPPYaNGzdKHYWIOhH2QSQiIiIiPSwQiYiIiEgPC0QiIiIi0sNRzEREHRi7kRNRe2ALIhERERHpYYFIRERERHpYIBIRERGRHvZBbIZarca5c+fg5uYGCwt+VURERNRxaTQa5OXlITQ0FDY2Ns0ey6qnGefOncPQoUOljkFERERkNMePH8eQIUOaPYYFYjPc3NwA1H2RHh4eEqfpvApWrwIAuLzY/JqxREREZLicnBwMHTpUV980hwViMxpeK3t4eMDLy0viNJ2XtYMDAMCN3zEREVG7a0m3OQ5SISIiIiI9LBCJiIiISA9fMZPkXF9fInUEIiIyY6IoIj8/H2q1GrW1tVLHMVtyuRw2NjZwdXWFIAhtuhYLRJKcIJdLHYGIiMyUKIq4fv06SktLYWVlBTn/zrit6upqlJWVoaqqCp6enm0qElkgkuTKdu4EANjFxEichIiIzE1+fj5KS0vRvXt3uLi4SB3H7BUUFODmzZvIz89v0Wjl22EfRJJc5eFDqDx8SOoYRERkhtRqNaysrFgctpCLiwusrKygVqvbdB0WiERERGS2amtr+Vq5leRyeZv7avIVs0TU1RrEn85AfGI6isuroFRYIzLCD5HhvrCx4n8WIiIikg4rEQlk5amweEM88ksqIQiAKALZ+aVISs/Hlr1JWD4vEl5uDlLHJCIiohbw8/PD+vXr8ac//UnqKEbDV8wmpq7WYPGGeBSoKgHUFYe3/lqgqsTiDfFQV2skSkhERETm5sknn4SnpyccHBzg5+eHt956q13vxwLRxOJPZyC/pFJXEP6RKAL5JZXYdzrDtMEk5LzwRTgvfFHqGERERGbr+eefR0pKClQqFQ4cOICvv/4a//3vf9vtfiwQTSw+MR13mpZIEIC4LlQgyh0dIXd0lDoGERFRm127dg3BwcFYt26dUa/br18/2Nra6n6WyWRISUkx6j1uxQLRxIrLq27bethAFIHisrYNT+9IKg4fQgWnuSEiog4uKSkJ48aNw6uvvornnnuuyWOmTZsGpVLZ5CcsLKzZ6//jH/+AQqGAj48PysvL8fDDD7fHYwDgIBWTUyqskZ1f2myRKAiA0s7GdKEkVl4/UXa3kaMkTkJERB1F3pLXG22z7h8Kh3vvBQAUvPsutGWlevst/fygfHwuAKBo/cfQ5OTo7Ze7uMD52aYLuzs5cuQI5s2bh08++QTTpk277XHbtm0z6PoAsHLlSrz11ls4efIkfvzxRzg5ORl8rTthC6KJRUb4tagFMSrc1zSBiIiIqM3Wr1+PAQMGYMqUKe16H0EQMGTIENjY2GDJkiXtdh+2IJpYZLgvtuxNQoGq6YEqggC4ONhiHAtEIiKi23Jb9kaz+11efrnZ/U5PPW3MOPjoo4+wbt06zJ07F59//jlksqbb4CZPnowDBw40uc/X1xdJSUktup9Go8HVq1cNznsnbEE0MRsrCyyfFwkXh7qOpn8csOKosMbyeZGcLJuIiKgDUSgU2L59O1JTUzFv3jxotdomj9uxYwfKysqa/NyuOCwqKsJXX30FlUoFrVaLQ4cO4eOPP0Z0dHS7PQ8LRAl4uTng44VT8NcZg9HPzw2ervawkNf9pxgZ4sVJsomIiDogOzs7bN++HSkpKXjiiSduWyS2liAI+OKLL+Dr6wtHR0fMmzcPL774Iv76178a5fpNYTOVRGysLBAzNAAxQwMAAF/vOoctcRdw4FwmnpgWAUuLrrPupPLJJ6WOQEREZLD09HTd7+3s7G77CtlQSqUSe/fuNeo174QtiGZiwqBeAIDSimocT86WOI1pWXp6wdLTS+oYREREVI8FopnwcLFD/15uAIDYk2kSpzEt9dmzUJ89K3UMIiIiqscC0YxMHFzXiphwOVe3VnNXUPr9dyj9/jupYxAREVE9FohmZGR/b9haW0AritibkC51HCIiIuqiWCCaERsrC4wJ8wEA7DmVBvFOM2oTERERtQMWiGZmYv1glev5pbiYkS9xGiIiImlZWFiguroaarVa6igdglqtRnV1NSws2jZRDae5MTNBPi7wcrNHVl4pYk+loZ+fm9SRiIiIJOPk5ISKigqkpaXB2tr6tiuUEKDValFVVQW5XN7mdZr5LZsZQRAQXd+KePBsJiqraiRO1P4cHngQDg88KHUMIiIyQwqFAv7+/nBycmpzq1hnZ2FhAScnJ/j7+0OhULTtWkbKREYUFeGHTbvOobJag0Pns3QFY2dl3bev1BGIiMiMWVhYwN3dXeoYXQpbEM2Qs4MtBgd5AOgacyJWp6WhOq3zPycREVFHwQLRTDW0Gial5yE7v1TiNO2rZOMXKNn4hdQxiIiIqB4LRDM1OMgDjgprAEDsKbauERERkemwQDRTlhZyREX4AgD2JqSjVquVOBERERF1FSwQzVjDa+YCVSVOX7khcRoiIiLqKlggmjFfdyX6eDkDAHbzNTMRERGZCKe5MXPRg3rhSlYhjl24DlV5FRzq+yV2JnbTp0sdgYiIiG7BFkQzN3aAD6ws5NDUarHvTIbUcdqF7eAhsB08ROoYREREVI8Fopmzs7XCiBBPAJ13TkRNfj40+Vx3moiIyFywQOwAogfXDVZJzSnG1ewiidMYX9EH76Pog/eljkFERET1WCB2AGH+PeCm7Aag87YiEhERkflggdgByGSCbsqbfaczUKOplTgRERERdWYsEDuI8QP9AAClldU4djFb2jBERETUqbFA7CDcne0QFtAdALD7ZKrEaYiIiKgzY4HYgUysf82ceCUX+SUVEqcxnm6RUegWGSV1DCIiIqrHArEDGR7ihW7WlhDFuvWZOwtFVBQUUSwQiYiIzAULxA7ExsoCYwf4AKgbzSyKosSJjEOrVkOrVksdg4iIiOqxQOxgJtbPiZhTWIak9DyJ0xhHwcq3ULDyLaljEBERUT0WiB1MHy9neHd3AADEnuKciERERGR8LBA7GEEQdK2IB89moqKqRuJERERE1NmwQOyAIsP9IJMJqKqpxcGzmVLHISIiok6GBWIH5GRvgyF9ewLga2YiIiIyPhaIHVTDnIgXM/KRlaeSOE3b2AwaBJtBg6SOQURERPVYIHZQg4I8oLSzBtDxWxHt77ob9nfdLXUMIiIiqscCsYOykMsQFeEHAIhLSEdtrVbaQERERNRpsEDswKLrXzMXlqqRcCVX4jSGy39zOfLfXC51DCIiIqrHArED8+nhiCBvZwAd+zWzWFMDsYbT9RAREZkLFogdXPRgfwDA8YvZKCnjcnVERETUdmZRIG7duhV33303vLy8oFAoEB4ejs8//1xvreHIyEgIgtDok5ycrHetkpISzJs3D87OzrC3t8esWbOQk5Nj6kcymTFh3rCylENTq0X86Qyp4xAREVEnYBYF4po1a9CtWzesXr0av/zyCyZPnoz58+fjjTfe0Dtu1KhROHLkiN7Hz89P75j77rsPu3btwvr16/HNN9/g0qVLmDx5MjQajQmfyHQUNlYYGeIFoO41861FNREREZEhLKQOAAC//PILXF1ddT+PHz8eBQUFWLNmDRYvXgyZrK6OVSqVGD58+G2vc+TIEezcuRM7d+7EpEmTAABBQUEIDg7G//73P8yePbt9H0QiEwf3QvzpDKTnluBqdhF6ezpLHalVrAKDpI5AREREtzCLFsRbi8MGERERUKlUKC8vb/F1duzYAaVSiYkTJ+q2BQUFITw8HNu3bzdKVnPUv1d39HBSAAB2n+x4g1UcH3oIjg89JHUMIiIiqmcWBWJTDh48CE9PT9jb2+u27du3DwqFAjY2Nhg3bhz279+vd05ycjKCgoIgCILe9uDg4EZ9FTsTmUzAhPopb/adzkB1Ta3EiYiIiKgjM8sC8eDBg9i8eTNeeukl3bZx48Zh3bp1+O233/Dll1+ioqIC0dHROHLkiO6YoqIiKJXKRtdzcnJCYWHhHe+rUqmQlZWl+3SkwS0TBvpBEIBydQ2OXrgudZxWKVy7FoVr10odg4iIiOqZRR/EW2VlZeG+++5DVFQUnn32Wd32ZcuW6R03bdo0hISEYPny5UZ7fbxmzZpG9+koujspMCCgB06n3MDuk6kYO8BH6kgtVlt05+KdiIiITMesWhCLi4sxefJkuLi44Pvvv9cNTmmKQqHA1KlTcerUKd02JycnlJSUNDq2qKgIzs53HrixcOFCZGZm6j7Hjx837EEk0rCyypmrN3CzuOV9N4mIiIhuZTYtiJWVlZg2bRpKSkpw5MgRODo6tvoaffv2RWxsLERR1OuHmJycjNDQ0Due7+DgAAcHh1bf11wMD/GEwsYS5eoa7D2VjvsnhEgdiYiIiDogs2hB1Gg0mD17Ni5evIjffvsNnp6edzynvLwc27Ztw5AhQ3TbJk+ejKKiIuzZs0e37fLly0hMTMSUKVPaJbs5sba00L1ajj2VBq2WcyISERFR65lFC+KCBQuwbds2rF69GiqVCkePHtXti4iIwPHjx/Huu+9ixowZ8PPzQ3Z2NlavXo3c3Fxs3bpVd+yIESMQExODuXPnYvXq1bCxscGiRYsQFhaGmTNnSvFoJjdxsD92HLuKG0XlSErPQ6h/d6kj3ZFFz55SRyAiIqJbmEWBuGvXLgDAiy++2GhfWloaPDw8UF1djVdffRUFBQVQKBQYOXIk1q9fj6FDh+odv2XLFixcuBBPPvkkNBoNJk2ahA8++AAWFmbxqO2ut6cT/NwdkZ5bgt0nUztEgej0l6ekjkBERES3EESuzXZbWVlZ8Pb2RmZmJry8vKSO02I/HryEDb+ehpWlHF+9eje62VhKHYmIiIgk1pq6xiz6IJJxRYX7Qi4TUF1TiwNnr0kd546KP/sMxZ99JnUMIiIiqscCsRNytLPB0OC6gT4dYem9msxrqMk0/0KWiIioq2CB2Ek1zIl4KbMAmTdVEqchIiKijoQFYic1KNAdTvY2AOqmvCEiIiJqKRaInZRcLsP4CD8AwN6EdGhqtdIGIiIiog6DBWInNqH+NXNxmRoJl3MkTnN7MgcHyDrwCjZERESdTdeYHLCL8u7ugGBfF1zMKMDuk2m6gSvmxuXFl6SOQERERLdgC2In19CKeCI5G8VlaonTEBERUUfAArGTGxPqA2tLOWq1IuITM6SO0yTVli1QbdkidQwiIiKqxwKxk+tmY4lRod4AgF0nU2GOC+dUXUhC1YUkqWMQERFRPRaIXUDDnIiZN1W4klUocRoiIiIydywQu4D+vdzg4WwHgHMiEhER0Z2xQOwCBEHAhMF1rYj7Tl+DulojcSIiIiIyZywQu4jxEX4QBKCiqgZHk7KkjqNPJqv7EBERkVngPIhdhJuyGyJ6uyPhSi5iT6Ujsn6VFXPgtmSp1BGIiIjoFmy26UKi618zn7l6AzeKyiVOQ0REROaKBWIXMizYE3a2VgCAvWY0WKVs+68o2/6r1DGIiIioHgvELsTKUo7IcB8AdaOZtVrzmBOx8tgxVB47JnUMIiIiqtfmArGiogKFhYWNPmSeGpbeu1lcgXOpNyVOQ0RERObIoAJRFEUsX74cXl5esLe3h5ubW6MPmaeAnk7o5aEEwDkRiYiIqGkGFYjvvfce1qxZg2eeeQaiKGLRokV4/fXXERgYCD8/P3z66afGzklGIgiCbmWVw+ezUFZZLXEiIiIiMjcGFYgbNmzAsmXL8Pe//x0AcM8992DJkiVISkpCcHAwUlJSjBqSjGtcuC8s5DJUa2px4Ow1qeMQERGRmTGoQExPT0d4eDjkcjksLS1RXFxcdzGZDAsWLMDGjRuNGJGMzVFhjWHBPQEAsSelf83s8vLf4fLy36WOQURERPUMKhBdXFxQVlYGAPDx8UFCQoJuX35+PioqKoyTjtpN9GB/AMDlrEJk5BZLmkVmZweZnZ2kGYiIiOh3Bq2kMmrUKJw4cQJTpkzBgw8+iKVLlyI3NxeWlpb49NNPMWHCBGPnJCOL6NMDzg62KFRVIvZUGuZNjZAsS8X+/QCAbmPHSpaBiIiIfmdQgbh06VJcv34dAPDqq6+iuLgY//nPf1BZWYmJEyfigw8+MGpIMj65TIYJA/2wNf4i4hIz8NifBsBCLs20mOV7YgGwQCQiIjIXBlUEQUFBGD9+PADA2toa69atw/Xr11FYWIgtW7age/fuRg1J7aNhNHNJeRVOJGdLnIaIiIjMBVdS6cJ6utqjn58rAM6JSERERL9r8Svmu+66C6tXr0afPn1w1113NXusIAj46aef2hyO2t/EQb1wIT0fJy/loKi0Ek72tlJHIiIiIom1uAWxtLQUtbW1AACVSoXS0tLbflQqVbsFJuMaFeoNGysLaLUi4hIzpI5DREREZqDFLYhxcXG638fHx7dHFpKArbUlRod6I/ZUGmJPpWHGmCAIgmDSDE5PLzDp/YiIiKh5BvVBfOONN5Cd3fSghpycHLzxxhttCkWmFT24brBK5k0VLmUWmPz+Fu7usHB3N/l9iYiIqGkGFYjLli1DVlZWk/uys7OxbNmyNoUi0+rn64qeLnUTVUuxsoo6MRHqxEST35eIiIiaZlCBKIribV9D5uTkQKlUtiUTmZggCLpWxP1nr0FdrTHp/Ut//AGlP/5g0nsSERHR7bW4D+J//vMf/Oc//wFQV1C8+OKLjQpBtVqNkydPYtSoUUYNSe1vfIQfvt51HpVVGhw+n4XxA/2kjkREREQSaXELYnV1tW6UsiiKKC8vbzR6WRAEPProo/jkk0/aMzO1AxfHbojoU9cPkHMiEhERdW0tbkF87LHH8NhjjwEAoqKi8PHHH6Nv377tFoxMb+LgXjh1OQfnUm8it7AM7s52UkciIiIiCbS6D6JarUZhYSGuXbvWHnlIQkODe8K+mxUAtiISERF1Za0uEG1sbHD9+nXIZFylr7OxtJAjMtwXALDnVDpqtVqT3Nfx4Ufg+PAjJrkXERER3ZlBVd7MmTPx3//+19hZyAxMrB/NnF9SgbNXb5rknlZ9+sCqTx+T3IuIiIjurMV9EG81atQovPrqq5g2bRqmTJmCHj16NJr2ZubMmUYJSKbVy8MJAT2dcDW7CLEn03QDV9pT9ZUrAMAikYiIyEwYVCA+/vjjAOrmPNy+fXuj/YIg6NZtpo4nelAvXM0uwpELWSirrIadrVW73q/k668AAG7LuAIPERGROTCoQExL4wCGzmxcuA82bD+NGo0W+05nYOoItuwRERF1JQYViL6+vsbOQWbEvps1RoR44sDZTMSeSmOBSERE1MW0aSjyb7/9huXLl+PJJ5/UTXuzf/9+ZGdnGyUcSSd6UN1glZTrRUjLKZY2DBEREZmUQQViXl4eRo0ahalTp2LDhg3YsGED8vPzAQCff/45VqxYYdSQZHoDeveAq6MtAM6JSERE1NUYVCA+//zzyMvLw/nz55GSkgJRFHX7oqOjsWfPHqMFJGnIZTKMH1jXihh/OgM1mvYbdGR/zwzY3zOj3a5PRERErWNQgfjrr79ixYoVCA4ObjS9jbe3N7KysowSjqQ1YaAfAEBVXoUTyTntdh+biAjYRES02/WJiIiodQwqEDUaDRQKRZP7ioqKYGXVvtOikGn0dLVH/15uAIDdJ1Pb7T6a3FxocnPb7fpERETUOgYViMOGDcPnn3/e5L7Nmzdj1KhRbQpF5qNhsErC5VwUqCrb5R5FH3+Eoo8/apdrExERUesZVCC++eab2LZtG8aOHYsPP/wQgiDgxx9/xL333ouff/4Zy5YtM3ZOksioUG/YWllAK4qIS0yXOg4RERGZgEEF4ogRIxAXFwdBEPDiiy9CFEWsWLECOTk52LNnDwYOHGjsnCQRGysLjBngAwCIPZmmNyCJiIiIOieDJsoG6orEffv2obKyEkVFRVAqlejWrZsxs5GZiB7UC7tOpOJ6fikuZuSjn5+b1JGIiIioHbVpomwAsLW1Rc+ePVkcdmJ9fVzg6WYPgHMiEhERdQUGtyDu2rUL3333HbKysqBWq/X2CYLAuRA7EUEQMHFQL2z87SwOns3E/GkRsLW2NNr1FROijXYtIiIiajuDWhDfffdd/OlPf0JsbCwEQYCjo6Pex8HBwdg5SWJREX6QyQRUVmtw6Lxx57nsNnYsuo0da9RrEhERkeEMakH88MMP8de//hXvv/++sfOQmXJ2sMWgQA+cSM5G7Kk03fQ3xqAtKwMAyOzsjHZNIiIiMpxBLYiFhYW45557jBZi69atuPvuu+Hl5QWFQoHw8HB8/vnnjUbMbtiwAYGBgbCxscGAAQOwbdu2RtcqKSnBvHnz4OzsDHt7e8yaNQs5Oe23CkhXMnFwXVGYlJaH7PxSo1234N1/ouDdfxrtekRERNQ2BhWI06dPx8GDB40WYs2aNejWrRtWr16NX375BZMnT8b8+fPxxhtv6I7ZvHkz5s+fj/vuuw87duzAiBEjMGPGDBw9elTvWvfddx927dqF9evX45tvvsGlS5cwefJkaDQao+XtqgYHecBBYQ2Ag1WIiIg6M0E0YGK72NhYPP3005g1axYmTpwIpVLZ6JjWzIWYn58PV1dXvW1PPvkktmzZgqKiIshkMgQFBWHQoEH49ttvdceMHDkSSqUS27dvBwAcOXIEI0eOxM6dOzFp0iQAwKVLlxAcHIzNmzdj9uzZrXrOrKwseHt7IzMzE15eXq06t7P6bFsifjp0GS4OttjwyjTIZW0eCI+8Ja8DANyWvXGHI4mIiMhQralrDPrbfdKkSbh69SreeecdREdHY8iQIbrP4MGDMWTIkFZd74/FIQBERERApVKhvLwcqampuHz5cqMC7/7778eePXtQVVUFANixYweUSiUmTpyoOyYoKAjh4eG6IpLaJrr+NXOBqhKnr9yQOA0RERG1B4MGqcTFxRk7RyMHDx6Ep6cn7O3tceDAAQBA37599Y4JDg5GdXU10tLS0LdvXyQnJyMoKAiCIDQ6Ljk5ud0zdwV+7kr09nRCyvUixJ5Kw6AgD6kjERERkZEZVCCOGzfO2Dn0HDx4EJs3b8bq1asBAEVFRQDQ6FW2k5MTgLpBMw3HNfW628nJSXdMc1QqFVQqle5nDm5p2sTB/ki5fgpHL1yHqrxK1y/RULbDhhkpGRERERlD2zuQGVlWVhbuu+8+REVF4dlnnzXpvdesWQNvb2/dZ+jQoSa9f0cxdoAPLC1k0NRqse9MRpuvZzdlKuymTDVCMiIiIjKGFheIDg4OOHXqFADA3t4eDg4OzX4MUVxcjMmTJ8PFxQXff/89ZPUDIBpaCktKSvSOb2hZdHZ21h33x2Majms4pjkLFy5EZmam7nP8+HGDnqOzs7O1woiQus6tHM1MRETU+bT4FfOLL74IDw8P3e//2M+vrSorKzFt2jSUlJTgyJEjcHR01O1r6HvY0MewQXJyMqysrODv7687LjY2FqIo6uVLTk5GaGjoHTO0pbjtaiYO7oX9Z64hNbsYV7OLENDTyeBr5S1bCgBwW7LUOOGIiIioTVpcIC5ZskT3+6VLlxo1hEajwezZs3Hx4kUcOHAAnp6eevv9/f0RGBiom1C7wZYtWzBhwgRYWVkBACZPnozly5djz549iI6uW9/38uXLSExMxCuvvGLUzF1dmH8PuCm7Ia+4ArEn0xBwl+EFIrRa4wUjIiKiNjNokIqxLViwANu2bcPq1auhUqn0Jr+OiIiAtbU1li5dioceeggBAQGIiorCli1bcOzYMezfv1937IgRIxATE4O5c+di9erVsLGxwaJFixAWFoaZM2dK8WidlkwmYMLAXti8Nwn7Tmdg7pQBsLSQSx2LiIiIjMAsCsRdu3YBqHt1/UdpaWnw8/PDAw88gIqKCrz99tt4++23ERQUhB9++AEjRozQO37Lli1YuHAhnnzySWg0GkyaNAkffPABLCzM4lE7lQmD/LB5bxJKK6tx7GI2Rod6Sx2JiIiIjMAsqqb09PQWHTdv3jzMmzev2WMcHR2xYcMGbNiwwQjJqDnuznYI8++Os6k3sftkKgtEIiKiTsLsprmhjqVhZZXTV24gv6TCoGtY9wuBdb8QY8YiIiKiNmh1gajRaJCQkIC8vLz2yEMdzIgQL3SztoRWFLE3Id2gazjcdx8c7rvPuMGIiIjIYK0uEGUyGYYPH44zZ860Rx7qYGysLDBmQN2r5dhTaRBFUeJERERE1FYGFYj+/v66SaqJJg6qm4cyp6AMF9LzW31+wepVKFi9ytixiIiIyEAG9UF89dVXsXz5cmRnZxs7D3VAgd7O8O5eN8H47lOprT5fq1JBe8sa2ERERCQtg0Yxb926FXl5efD390dYWBh69Oiht3KJIAj46aefjBaSzJsgCIge1Atf7DiDQ+ey8OT0gehmbSl1LCIiIjKQQQViWVmZbvm7hp+pa4uK8MOXO89CXa3BoXOZmDjYX+pIREREZCCDCsS4uDhj56AOzsneBkOCPHDsYjZ2n0xjgUhERNSBcR5EMpro+qLwYkY+rueVtvg8S28fWHr7tFcsIiIiaiWDC8SkpCTcf//9CAgIgLW1NRISEgAAixYtwo4dO4wWkDqOwUEeUNpZA6ib8qallE88AeUTT7RXLCIiImolgwrE3bt3IyIiAhkZGXjooYdQU1Oj22dpaYmPPvrIaAGp47CQyxAZ4QcA2JuQhtparbSBiIiIyCAGFYj/+Mc/cP/99+PIkSN4/fXX9fZFREQgMTHRKOGo44keVLf0XmGpGolXclt0TtEn61H0yfr2jEVEREStYFCBeP78eTzyyCMAoDe9DQAolUrk57d+smTqHHx7OCLI2xkAsLuFr5k12dnQcE5NIiIis2FQgejs7HzbSbIvX74MDw+PNoWijm1CfSvi8YvZKCmvkjgNERERtZZBBeI999yDJUuW4NKlS7ptgiAgNzcXq1atwp///GejBaSOZ+wAH1hZyKGp1WLf6Qyp4xAREVErGVQgrly5Em5ubggLC8OwYcMAAHPnzkVQUBAcHR2xdOlSY2akDkZhY4WR/b0AALtPpkIURYkTERERUWsYVCA6Ojri8OHDWL9+PQIDAxEdHY2goCCsXr0aBw8ehJ2dnbFzUgcTPbjuNXN6bgmuZhc1e6zcyRlyJ2dTxCIiIqIWMGglFaBuOpvHH38cjz/+uDHzUCcR2qs7ujspcLOoHLEn09Db8/YFoPPzz5suGBEREd2RQS2Icrkcx48fb3LfqVOnIJfL2xSKOj6ZTED0QD8AQPzpDFTX1EobiIiIiFrMoAKxuT5lGo2GBSIBqBvNLAhAuboGRy9cv+1xJd98g5JvvjFhMiIiImpOi18x5+bm6k1tc+nSJVhY6J+uVqvx+eefw9fX13gJqcPq7qTAgIAeOJ1yA7Gn0jB2QNPrLVdfvtTkdiIiIpJGiwvETz75BMuWLYMgCBAEAXPmzGl0jCiKkMvlXGqPdCYM6oXTKTdwOiUXN4vL0V2pkDoSERER3UGLC8Q5c+YgMjISoihi/Pjx+PDDD9GvXz+9Y6ysrBAYGAgXFxejB6WOaUSIJxQ2lihX1yAuIR33jQ+ROhIRERHdQYsLRF9fX92r47i4OAwaNIjT2dAdWVtaYOwAH+w4dhWxp9Jwb2Q/yGTCnU8kIiIiyRg0SGXgwIFQq9V627755hu89tpr2Lt3r1GCUecRXb/0Xm5hOZLS8xrtFywtIVhamjoWERER3YZBBeLDDz+MxYsX635+44038Mgjj2D9+vWYNGkS/vvf/xotIHV8fbyc4dvDEQAQezKt0X7X1xbD9bXFjbYTERGRNAwqEE+cOIFJkyYBqBuY8uGHH+LVV19Ffn4+nn32Wbz77rtGDUkdmyAIupVVDp7PRIW6RuJERERE1ByDCsTCwkK4uroCqJsYOz8/H3PnzgUA3HXXXbh0idOWkL6ocF/IZQKqa2px4Ow1vX2lP/+E0p9/kigZERER/ZFBBWKPHj1w4cIFAMCvv/4KPz8/+Pv7AwDKy8sbzY9I5Ghng6HBPQEAsaf0XzOrT52C+tQpKWIRERFREwwqEGfPno2///3vuPfee/HPf/4Tjz32mG5fYmIi+vTpY7SA1HlED6r7R0TytQJk3lRJnIaIiIhux6ACceXKlXjxxRehVqvx0ksv4R//+Idu36lTpzB79myjBaTOY1CgO5zsbQA0bkUkIiIi82HQu2ALCwu8/vrrTe774Ycf2hSIOi+5XIbxEX74fn8y9iak45FJobCQG/RvFCIiImpH/NuZTGpC/ZyIxWVqJFzOkTgNERERNcWgFkSZTAZBaH41jNraWoMCUefm3d0BfX1ckHytALtPpmFosCdc/vGq1LGIiIjoFgYViGvWrGlUIBYVFWHXrl3Izs7G888/b4xs1ElFD+6F5GsFOJGcjeIyNZR2NlJHIiIiolsYVCDergBcunQpHn30URQWFrYlE3VyY0J98O9fElFdU4v4xAxM1GQDABRRURInIyIiIqAd+iA+/PDD+OSTT4x9WepEutlYYnR/bwDA7lOpqIiPQ0V8nMSpiIiIqIHRC8RLly5Bq9Ua+7LUyTQsvXfthgqp2UVIuV6E//tkD347fhXqao3E6YiIiLo2g/sg/lF1dTUuXryIrVu34sEHH2xzMOrclHbWkAkCtKIIdXXdgKYLGflISs/Hlr1JWD4vEl5uDhKnJCIi6poMKhBfeumlRtusra3h5eWF5557DosXL25zMOq81NUavP75PmhFUW97w48Fqkos3hCPjxdOgY0Vl20kIiIyNYP+9uUrZGqL+NMZyC+pvO1+UQTySyqx73QGYoYGmDAZERERAQYWiERtEZ+YDkH4vcVwQ/chjY4RBCCOBSIREZEkWlwg/u9//2vVhWfOnNnqMNQ1FJdX4da3y0UW3RodI4p1q60QERGR6bW4QJw1a1aLLyoIAldSodtSKqyRnV+qKxIHlNfNg3hG0bPRcURERGR6LS4Q09LS2jMHdSGREX5ISs/X/Tyx5AqAxgVidkEZEi7nYmCgu0nzERERdXUtLhB9fX3bMwd1IZHhvtiyNwkFqkr8YSCznqJSNZZ8sQ9D+vbE3CkDOO0NERGRiRg0UfaePXvwxRdfNLlv48aNiIvjqhh0ezZWFlg+LxIuDrZ62xuW93Z1tMVL9w1Db08nAMCJ5Gz8de1v+HRbIsoqq00dl4iIqMsxaBTza6+9hrvvvrvJfXl5efj0009x6NChNgWjzs3LzQEfL5yCfacz0G3DYWhqtejn54aocF+MC/eFjZUFxoT5Ii4xHZt2nkVhqRo/H7qMuMR0PBTdH38aGgC53OgLAREREREMbEFMSkrC4MGDm9w3cOBAJCUltSkUdQ02VhaIGRoAP3dH9PZ0wttPjkfM0ADd5NgymYAJg3ph/YtTcF9UP1hZyFFaUY31Pyfgb+/vRMLlXImfgIiIqHMyqAVREASUlJQ0ua+oqIgjmKlVHOc83ux+W2tLPDwpFJOG+OPL385i/9lryLypwpIv9mFwkAfmTQ1n/0QiIiIjEkSxuWECTZs0aRI0Gg327NkDoaHjGABRFDFhwgTIZDLExsYaNagUsrKy4O3tjczMTHh5eUkdh+pdSM/Dp9sSkXK9CAAglwmYOqIPHpgQAjtbK4nTERERmafW1DUGFYhHjhxBVFQU+vTpgzlz5sDDwwPZ2dnYtGkTLl++jPj4eAwfPtzgBzAXLBBNoyo5GQBg3bdvi8/RakXEn07Hl7/V9U8EAHtbKzw0kf0TiYiImtLuBSIAHDp0CH//+99x7NgxaLVayGQyjBgxAm+//TZGjRplUHBzwwLRNPKWvA4AcFv2RqvPrayqwff7kvHDgUuo1tR1bfDu7oAnpkZw/kQiIqJbtKauMXgt5lGjRuHQoUOorKxEUVERlEolunVrvGQaUXu6U//EuVPC4d2d/ROJiIhao83v4WxtbZGSkgIDGyKJjKK7kwIvPzAC/3xqAvp4OQMATl7Kwd/W/YZPf0lAaUWVxAmJiIg6jjYXiLW1tYiKisKlS5eMkYeoTYJ9XbHq6Wi8cO8wODvYolYr4ufDV/CXVdvx65ErqK3VSh2RiIjI7BmlJz9bD8mcyGQCxg/0w/qFk3Hf+Pr5EytvnT8xR+qIREREZs1shnqmpKTgqaeeQnh4OCwsLNC/f/9Gx0RGRkIQhEaf5PpRsA1KSkowb948ODs7w97eHrNmzUJODosCc2X/51mw//Mso1/X1toSD08MxccvTsbYAT4AUN8/cT+WbdyPzJsqo9+TiIioMzB4kEoDQRAwbtw42Nvbt+k6SUlJ+PXXXzFs2DBotVpotU2/Chw1ahRWrVqlt83Pz0/v5/vuuw9JSUlYv349bGxssGjRIkyePBknT56EhUWbH5mMzCYsrF2v312pwMv3j8C0EX3w6bZEXMkqxMlLOUi8koupw3vj/gkhsO9m3a4ZiIiIOhKDp7kxtoapcgBgzpw5OHnyJM6fP693TGRkJOzs7LBt27bbXufIkSMYOXIkdu7ciUmTJgEALl26hODgYGzevBmzZ89ucSZOc2MaNdezAACWnu3/HdfNn5iBL3eeRaGqEkDd/IkPRvfHn4YFwILzJxIRUSdlkmluACA7OxtZWVlQq9WN9o0dO7ZV12ooDttqx44dUCqVmDhxom5bUFAQwsPDsX379lYViGQaxf/+NwDD5kFsrYb+iSP7e+H7fcn43/5klFZW45NfErD9WAqemBqOgYEe7Z6DiIjInBlUIKampuKRRx7B0aNHATQepCIIQrutx7xv3z4oFArU1tZi2LBhWL58uV4xmpycjKCgIL0lAAEgODi4UV9F6rpsrCzw0MT+mDikV938iWeu6foncv5EIiLq6gwqEOfPn4+srCx8/vnn6NevH6ysTLP+7bhx4/Doo4+iT58+yM7OxqpVqxAdHY19+/ZhxIgRAKCbtPuPnJycUFhY2Oz1VSoVVKrfBy5wYEvnd2v/xM+2JeLyLf0TpwzvjQfYP5GIiLoggwrE48eP48svv8TMmTONnadZy5Yt0/t52rRpCAkJwfLly7F9+/Y2X3/NmjWN7kFdQ7CvK959Ohr7zmTgy9/OokBViV8OX0F8Ygb7JxIRUZdj0N94np6ekMvlxs7SagqFAlOnTsWpU6d025ycnFBSUtLo2KKiIjg7Ozd7vYULFyIzM1P3OX78uNEzk/mSyQRERfhh/YtTcP/4EN38iZ/8koBn39+JU5fYokxERF2DQS2IK1aswNtvv40xY8bcsegytb59+yI2NhaiKOr1Q0xOTkZoaGiz5zo4OMDBgf3OTE0REyN1BD239k/c9NtZ7Kvvn7h0434MCvTAvKnsn0hERJ2bQQXixo0bkZWVBT8/P4SHhzfq8ycIAn766Sdj5GtWeXk5tm3bhiFDhui2TZ48GcuXL8eePXsQHR0NALh8+TISExPxyiuvtHsmar1uI0dJHaFJ3ZUKvHTL/ImXswpx6nIOElPq5k9k/0QiIuqsDCoQy8rK0Lt3b93PpaWlbQ5SUVGh60eYkZEBlUqF7777DkDd4JTk5GS8++67mDFjBvz8/JCdnY3Vq1cjNzcXW7du1V1nxIgRiImJwdy5c7F69WrdRNlhYWEm7zNJLVNb3yVA7ugocZKm9b1N/8S4xAw8GB2CycN6s38iERF1KmYzUXZ6ejp69erV5L64uDh4eXnhr3/9K86cOYOCggIoFAqMHDkSS5YswdChQ/WOLykpwcKFC/G///0PGo0GkyZNwgcffICePXu2KhMnyjaNvCWvAzDNPIhtpa7W4H/7k/H9/mRU19RN5eTd3QHzpoRjUBDnTyQiIvPVmrrGbApEc8QC0TQ6UoHYIK+4Al/+dgb7zlzTbWP/RCIiMmftspLKmjVr8NBDD6FHjx5Ys2ZNs8cKgoAXXnihpZcm6nDclN1u2z9xyrDeeDCa/ROJiKjjanELokwmw9GjRzF06NA7LovXniupmBJbEE2jI7Yg3kqrFfX6JwKAna0V+ycSEZFZaZcWRK1W2+Tvibq6hvkTR4R46fonllVW49+/JGL70RTMmxqBweyfSEREHYhBo5iJjMnWTKe5aS0bKws8GN0fEwf7Y9POs4g/nYGsvFIs4/yJRETUwRg8SKW2thbHjh1DVlYW1Gp1o/2PPvpom8NJja+YqS2Sr+Xjs22JuJRZtwa4TCZgyrC6+RMdFNZQV2sQfzoD8YnpKC6vglJhjcgIP0SG+8LGiv92IyIi42r3UcwJCQmYOXMmMjMz0dTp7INIrSHW/29FMIPlG41NqxWx/0wGNv6hf+LkYQHYm5COAlUlBAEQReh+dXW0xfJ5kfByY2sjEREZT2vqGoN6zz/99NNwdHTE3r17cePGDRQVFel9CgsLDQpOXVP+G8uQ/8YyqWO0C5lMQGT9+s4PTAiBlaUcZZXV2Bp/UVcwNvwbq+HXAlUlFm+Ih7paI1FqIiLq6gx6j5WUlIStW7di3Lhxxs5D1Cnd2j/x7W8O4XLW7f8RJYpAfkkl9p3OQMzQABOmJCIiqmNQC2JgYCBUKpWxsxB1em7KbrC0kEG4w3GCAMSdzjBJJiIioj8yqEB87733sHLlSiQnJxs7D1GnV1xehTt1/BVF4HqeCiVljQeAERERtbcWv2IODQ2FIPze7pGTk4P+/fujZ8+eUCqVescKgoAzZ84YLSRRZ6JUWCM7vxR3Gh5WXFaFR1f+jPCAHhgT5o3hIV6ws7UyTUgiIurSWlwgDho0SK9AJDIW67AwqSOYVGSEH5LS8+94nFwmoFYrIuFKLhKu5OLDH09hUKA7xoT5YGhwT9haW5ogLRERdUUGz4PYFXCaG2oP6moNnl6zHQWqyiZbEQUBcHGwxeoFE3E65QYOnL2GxCu5qNX+frCVpRxD+vbE2DAfDApyh7Ul500kIqLmtfs0N3PnzkVaWlqT+zIyMjB37lxDLkvUJdhYWWD5vEi4ONgCqCsIb/3VxaFuHkRnB1uMH+iHJXPGYtOrd+OvMwdjQEAPyAQB1TW1OHQuEyu/OYRHVvyENf89ihPJ2ajRdPz5R4mISHoGtSDKZDIcPXoUQ4cObbTv1KlTGDp0KCfKphbLf+cdAIDrK69InMS01NUa7DudgbjTGSguU0NpZ4OocF+Mu8NKKkWlahw+n4n9Z6/hwh9eVdvZWmFkfy+MDfNBf383yGUG/RuQiIg6odbUNQa/l7pdf8QrV67AxcXF0MtSFyRWlEsdQRI2VhaIGRrQ6rkOnextMHVEH0wd0Qd5xRU4eO4aDpzNxJWsQpRVVmPXiVTsOpEKpZ0NRvX3wpgBPgj2cYVMxj7ERETUMi0uED/++GN8/PHHAOqKwwcffBC2trZ6x6jVaqSnp+Pee+81bkoiapKbshtmjOmLGWP6IqegDAfOXsOBs9eQnluC4jI1fj2agl+PpsDV0Rajw3wwNswHvT2dOOCMiIia1eICsWfPnhg0aBAA4Pz58wgKCoKbm5veMVZWVggODsa8efOMm5KI7sjDxQ6zo/phdlQ/XLtRggNnM7H/TAayC8qQX1KJHw9cwo8HLsHdWYExYT4YO8AHvj0cWSwSEVEjLS4Q7777btx99926nxcvXgx/f/92CUVEbePTwxEPTXTEg9EhSM0pxoEzdS2LN4srkFtYjq3xF7E1/iK8uzvUFYthPvB0s5c6NhERmQlOc9MMDlIxjeIvNwIAlI/NkTRHZyeKIi5lFuDAmWs4eC4ThaX6q7T491RibJgPRof5oIeTQqKURETUXlpT17S4QHz22Wfx0ksvwcfHB88++2zzFxUErFu3ruWJzRQLROqsarVaXEjPx4GzdcViaUW13v4gbxeMHeCDUaHeuul4iIioY2uXArFXr1748ccfMWDAAPj5+TXbb0kQBKSmprYutRligUhdgaZWi7NXb2D/2Ws4mnQd5eoa3T5BAEL83DB2gA9GhnjB0c5GwqRERNQW7VIgdkUsEE2j8KMPAQDOC56ROAnVaGqRcDkX+89ew7EL11FV8/t8pjKZULcu9AAfDO/nyXWhiYg6mHaZB3HVqlUYM2YMBg0aBAsLLutFxlN744bUEaiepYUcw/p5Ylg/T6irNTiRnI0DZzNx8lI2ajTa39eFlsu4LjQRUSfW4krvlfpVLmxsbDB48GCMHj0ao0ePxsiRI+Ho6NhuAYlIGjZWFhgT5oMxYT6oUNfg6IXrunWhNbVaHLuYjWMXs2FlKcfQvj0xhutCExF1Gi3+kzw/Px+HDx/GoUOHcOjQIbz33ntYuXIlZDIZ+vXrh9GjR2PUqFEYPXo0fH192zMzEZlYNxtLjB/oh/ED/aAqr8KRC1k4cCYT51JvorqmFgfPZeLguUzYWltgeD9PjA3zwYDePWBpIZc6OhERGcDgPogajQanTp3CoUOHcPjwYRw+fBg36l8Venp64tq1a0YNKgX2QTSNvCWvAwDclr0hcRJqraLSShw6l4UD51q/LrS6WoP40xmIT0xHcXkVlAprREb4IfIOa1ETEZFhTD5IJTs7GwcPHsRXX32F7du3AwBqa2vvcJb5Y4FoGoX/+gAA4PzXv0mchNqiYV3o/WeuIeV6kd4+pZ0NRod6YXRY3brQ2QWlWLwhHvkllRAEQBSh+9XV0RbL50XCy81BoichIuqc2rVAFEURZ8+e1bUcHjp0CNeuXYOHhwdGjBiBESNGYOTIkRg+fHibHsIcsEAkMkx2fikOnsvUrQt9KxcHG1SoNVDXaNDUnz6CALg42OLjhVPYkkhEZETtMop52bJlOHz4MI4ePYrKykoMGDAAI0eOxMqVKzFy5Ej4+Pi0OTgRdQ49Xe1160Jn3CjBgbPXcODMNWQXlKFApW72XFEE8ksqse90BmKGBpgoMRER3arFLYgymQwKhQJz5szBc889h969e7d3NsmxBdE0ijdtAgAoH31U4iTUnkRRRGpOMZZ/eQAFqspmjxUEoJ+fG95+cryJ0hERdX7t0oK4bt06HD58GD/99BM++ugjeHt7Y+TIkbpPeHg4ZH/ohE7UEjVXU6SOQCYgCAICejrBxvrOf+yIInCzqByiKDa7ahMREbWPFld0f/vb3/Cf//wH165dQ3p6Ot5++224urriiy++wLBhw+Do6Ijx48fjtdde0w1UISL6I6XCGi2p+fKKK/DM2t/w48FLKCmvav9gRESkY1APcG9vb9x///24//77AQDl5eU4ePAg/vWvf+Htt98GUDcNDhHRH0VG+CHpD1Pi3E7mTRU2/HoaX/52FiNCPBEzJACh/t0hk7FVkYioPRk8RLCkpARHjhzRTZx94sQJlJeXQyaTISQkxJgZiagTiQz3xZa9SShQVTY7ivnZmUMRfzoDB89lolpTiwNnM3HgbCbcnRWYONgf0YN6wdnB1vQPQETUBbS4QLx69areSioXL16EVquFra0thgwZgueeew6jR4/GiBEjuPQetYpgw7/kuxIbKwssnxd523kQXRx+nwcxItAd86dHYN/pDOw8kYq0nGLkFpbjq13n8E3seQwJ8sCkIQEYFOgOuZx9oImIjKVVo5gBwM3NDaNGjdItqzdo0CBYWHTOuco4ipmo/airNdh3OgNxpzNQXKaG0s4GUeG+GHeblVREUUTK9SLsPHEV+09fQ2X1791YXBxsET2oFyYO8UcPJ4UpH4OIqMNol4myv/jiC4waNQqBgYFGCdkRsEAkMk+VVTU4eC4TO4+n4lJmgW67IADhvd0RM8QfQ4N7ci1oIqJbmHypvc6KBaJplP7wPwCA/YyZEiehjigjtxi7TqRib2IGyiqrddsdFdYYP9APk4b4c9k+IiK00zyIRO1Fffo0ABaIZBhfdyXmTx+Ix/40AEeSsrDrRCrOpt5ESXkVfjhwCT8cuIQQPzdMGuKPUaFesLbkH3tERHfCPymJqFOwspRjXH0fxuz8Uuw6mYo9p9JRXKZGUnoektLz8O9fEhAZ7ouYof7o5eEkdWQiIrPFApGIOp2ervaY86cBeHhiKE4kZ2Pn8VQkXMlBuboGvx5Nwa9HU9DHyxmThvhj7AAfdLO2lDoyEZFZYYFIRJ2WhVyGESFeGBHihbziCsSeTMWuk2nIL6nAlaxCXMkqxIZfT2NMmDdihgQg0NuZS/sREYEFIhF1EW7Kbngguj9mj++H01duYOeJVBy/eB3qag12n0zD7pNp8O3hiElD/BEV4Qv7btZSRyYikgxHMTeDo5hNQ6xfllHopPNpkvkqKq3EnoR07DqRipyCMt12SwsZRoZ4IWZoAPr3cmOrIhF1CpzmxkhYIBJ1DaIo4nxaHnYev4rDSVmo0Wh1+zxc7DBpiD8mDOwFJ3sbCVMSEbUNp7mhDqV8924AgGLiRImTUFclCAJC/bsj1L87SiuqEJeYgV0nUpFxowQ5BWX48rez+HrXOQwN9kTMEH+E9+kBuYxL+xFR58UCkSRXcfAAABaIZB7su1njrlGBmD6yDy5nFmLnias4cDYT6moNjiRl4UhSFtyU3TBxUC9ED/aHm7Kb1JGJiIyOBSIRURMEQUCQjwuCfFzwxLQIHDhzDTtPpOJKViHyiivw7Z4k/GdvEgb28UDMUH8M6dsTFnK2KhJR58ACkYjoDrpZWyJmaABihgYgLacIu06kIi4xA+XqGpy6nINTl3OgtLPBhEF+mDTYHz1d7aWOTETUJiwQiYhaoZeHE/5y1yDMmTwAh85lYdfJVCSl5aG4TI3v9yXj+33JCPPvjolD/DEyxAtWlnKpIxMRtRoLRCIiA1hbWmD8QD+MH+iHrDwVdp1Ixd6EdJSUV+Fs6k2cTb2Jf9taISrCF5OG+MPXXdnoGupqDeJPZyA+MR3F5VVQKqwRGeGHyHBf2Fjxj2cikg6nuWkGp7kxjdqiIgCA3Ilr41LHVqOpxfGL2dh5IhWnU3Jx65+uQd4uiBnqjzFhPrCxskBWngqLN8Qjv6QSggCIInS/ujraYvm8SHi5OUj3METU6XAeRCNhgUhEhrpRVI7dJ1MRezINBapK3XZbawuM7O+FU5dyUFJehab+BBYEwMXBFh8vnMKWRCIymtbUNRxyR5KrPHoElUePSB2DyKh6OCnw8MRQbPj7NLz+2BgM6+cJmUxAZZUGe06lo7is6eIQqGtFzC+pxL7TGaYNTURUj/80JcmV7dgBALAdPkLiJETGJ5fLMKRvTwzp2xMFqkrsTUjDf/Yk6a3W0hRBAOJOZyBmaICJkhIR/c5sWhBTUlLw1FNPITw8HBYWFujfv3+Tx23YsAGBgYGwsbHBgAEDsG3btkbHlJSUYN68eXB2doa9vT1mzZqFnJyc9n4EIqJmuTjY4t7IfuiuVNzxWFEEcvJLUVKmNkEyIiJ9ZlMgJiUl4ddff0Xv3r3Rr1+/Jo/ZvHkz5s+fj/vuuw87duzAiBEjMGPGDBw9elTvuPvuuw+7du3C+vXr8c033+DSpUuYPHkyNBqNKR6FiKhZSjtrCMKdjyssVePhFT/hufd34vPtp5FwOQfqav45RkTtz2wGqWi1Wsjq1zadM2cOTp48ifPnz+sdExQUhEGDBuHbb7/VbRs5ciSUSiW2b98OADhy5AhGjhyJnTt3YtKkSQCAS5cuITg4GJs3b8bs2bNbnImDVEwjb8nrAAC3ZW9InITINH47fhUf/nDyjsc1jGq+lYVchr4+Lgjv3QMDevdAH09nyLmCCxG1QGvqGrPpgyi7w8L3qampuHz5Mt555x297ffffz9efvllVFVVwdraGjt27IBSqcTEW9b1DQoKQnh4OLZv396qApGIqD1Ehvtiy94kFKgqmx3FvPqZibh6vQinU27gTMoNZNwogaZWi/NpeTifloevd59HN2tLhAZ0R3hAXcHo5WYPoSXNk0REzTCbAvFOkpOTAQB9+/bV2x4cHIzq6mqkpaWhb9++SE5ORlBQUKM/IIODg3XXIPOifOIJqSMQmZSNlQWWz4u87TyILg518yA629vCua8thvTtCQAoVFXi7NUbOH21rmDML6lERVUNjl24jmMXrgOoO3dA7x51LYwBPeDsYCvloxJRB9VhCsSi+smUlUql3nan+smVCwsLdcf98ZiG4xqOuR2VSgWVSqX7mQNbTMPS20fqCEQm5+XmgI8XTsG+0xmIO52B4jI1lHY2iAr3xbjbrKTi7GBbt9JKhB9EUcT1/FKcSbmB0yk3cC71JsrVNfUjpdOxNyEdAODTw6G+ddEd/f3d0M3a0sRPSkQdUYcpEE1hzZo1WLZsmdQxupyq+r6m1rcZuU7UWdlYWSBmaIBBU9kIggAvNwd4uTlg6og+qK3V4mr276+jL2TkQ1OrxbUbKly7ocLPh69ALhMQ6P17/8UgbxdYsP8iETWhwxSIDS2FJSUlcHd3121vaFl0dnbWHZeZmdno/KKiIt0xt7Nw4UI8ccvrzpycHAwdOrTN2al5qq3/BQC4sUAkMphcLkOgtwsCvV0wO6of1NUaXEjPx5mrN3A6JRep2cWo1Yq4mJGPixn5+M+eJNhYWaB/LzfdK2nfHo7sv0hEADpQgdjQ97Chj2GD5ORkWFlZwd/fX3dcbGwsRFHU+4MuOTkZoaGhzd7DwcEBDg5c+5SIOj4bKwsMDHTHwEB3AANQUqbG2dSbOJNyA4kpN3CzqBzqag1OXsrByUt13WmUdjYYENC9voXRHW7KbtI+BBFJpsMUiP7+/ggMDMTWrVtx991367Zv2bIFEyZMgJWVFQBg8uTJWL58Ofbs2YPo6GgAwOXLl5GYmIhXXnlFkuxERFJztLPBmDAfjAmr6/ObW1iG0/X9F8+m3EBpZTWKy9TYd+Ya9p25BgDwdLXXtS6G+neHna2VlI9ARCZkNgViRUWFbi7DjIwMqFQqfPfddwCAcePGwc3NDUuXLsVDDz2EgIAAREVFYcuWLTh27Bj279+vu86IESMQExODuXPnYvXq1bCxscGiRYsQFhaGmTNnSvJsRETmxt3ZDn8aaoc/DQ2AVisiNadIN+DlQno+qjW1uJ5fiuv5pdh+NAUyQUBvTyddwdjXxxVWlnKpH4OI2onZTJSdnp6OXr16NbkvLi4OkZGRAOqW2nv77bdx7do1BAUF4a233sK0adP0ji8pKcHChQvxv//9DxqNBpMmTcIHH3yAnj17tioTJ8o2DU6UTWReqmtqcfFavq5gTLle2Gi+RitLOUL83HQDXnq5KyGTsf8ikTlrTV1jNgWiOWKBaBpVFy4AAKxvs8QiEUmrrLIaZ6/exJn6+Rev55c2Osa+mxXCAupaF8N794C7s90dr6uu1iD+dAbiE9NRXF4FpcK6bhqf20zzQ0RtwwLRSFggEhE1drO4HGfrWxfPXL2B4rKqRsf0cFLoWhfDAnrAUWGttz8rT3XbicJdHesmCvdy46BBImNigWgkLBBNoyYjAwBg6esrcRIiai1RFJFxo0Q3/+L5tDyoqzWNjvPvqUR4b3cMCOgB/55KvPCvXXdcavDjhVPYkkhkRB1yLWbquoo/3wCAfRCJOiJBEODnroSfuxL3jA5CjaYWlzML61sXc3Eps7BuEEx2MVKzi/G//cmQCQK0zbRNiCKQX1KJfaczDJpEnIjajgUiEREZjaWFHCG93BDSyw0PTeyPCnUNzqfd1E2pk3lT1Wxx2EAQgDgWiESSYYFIRETtppuNJYYGe2JosCcAoEBViRf+tQtFpepmzxNFICO3BMcvXkdfH1c4/KEPIxG1LxaIRERkMi4OtujpYofiMnWT/Q9vVVZZjeWbDgIAPN3s0c/XFcH1H09Xey4LSNSOWCASEZFJRUb4ISk9/47HuTjYorC0biDL9bxSXM8rxe6TaQAAB4U1gn1cdAVjb09nTtxNZEQsEElydlOnSh2BiEwoMtwXW/YmtWgUs6ZWi0vXCnAxIx8XM/JxKbMAVTW1UJVX4djFbBy7mA0AsJDL0MfLCcG+bnVFo48LHO1sTPxkRJ0Hp7lpBqe5ISJqH4bOg6ip1SItpxgXM/Jxob5oLFRVNnkPT1d7XQtjsK8rvNz4Wpq6Ns6DaCQsEE2jtqAAACB3cZE4CRGZkrpag32nMxB3OgPFZWoo7WwQFe6Lca1YSUUURdwsrtC1MF7MyEd6bnGTLZP2tlboW18s9vN1RW8vJ1hb8kUadR0sEI2EBaJpcC1mIjKmCnUNkv/wWrqpybst5DIE9HRCsF9dwdjXxxVO9nwtTZ0XJ8omIqIuq5uNJQYGumNgoDsAoLZWi7TcYr1WxvySyrr+jZkFuJRZgB8PXAIAeLjYIdjHFcF+dS2N3m4OkMn4Wpq6HhaIRETUqcnlMvT2dEZvT2dMHxkIoG496Yvpt76WLoFWFJFTUIacgjLsTUwHANjZWqHvLaOl+3g5c/k/6hL4v3IiIupyuisV6B6uwLjwujXgK6pq9EdLXytAZbUGZZXVOHkpBycv5QAA5DKh7rW0r6vu1bSTva2Uj0LULlggEhFRl9fN2hIRfdwR0af+tbRWi4zcEr3R0nnFFajViricVYjLWYX46dBlAIC7s0LXwtjP1xXe3R1b/FpaXa1B/OkMxCemo7i8CkqFNSIj/BDZioE6RO2Bg1SawUEqplEeGwsAUERHS5yEiOj28kvqRktfqH81nZZbDK228V+hChtLBPm46FZ+CfR2abLYM3SqHyJDcRSzkbBAJCKi26msqsHlzEJdC2PytXxUVjUeLS2XCejloawrGP3qJvJW2Fji6TXbWzRZOFsSyVg4ipk6FLG6GgAgWFlJnISIqOVsrS0xoHcPDOjdA0Dda+lrN1S6fowXMvJxs6gctVoRKdeLkHK9CD8fvgIAsO9mhdKK6tteWxSB/JJK7DudgZihASZ5HqJbsUAkyeWveBMA50Ekoo5NLpOhl4cSvTyUmDK8NwCgQFVZVzCm5+FCRj5Sc+peSzdXHDYQBCCOBSJJhAUiERFRO3FxsMXoUG+MDvUGUDco5XJmAd759jBUdygSRRG4lJGPld8cgp+7En7ujujloUR3pYJzM1K7Y4FIRERkIjZWFggL6AHv7g64kJHfZP/DW2m0Ig6fz8Lh81m6bbbWFvBzd6wvGutaLH17OKKbjWU7p6euhAUiERGRiUVG+CEpPf+Oxw3v5wkLuQzpucXIzi+DVhRRWaXBxYwCXMwo0Du2h5MCfh6/tzT2cleih7MCcpmsvR6DOjEWiERERCYWGe6LLXuT7jiK+cX7hutGMVfVaJB5U4X0nGKk5RQjPbcEaTnFKK2se1V9o6gcN4rKcezCdd11rC3l8O1RVzD6uSvh51HX8mhny0GB1DwWiCQ5m4EDpY5ARGRSNlYWWD4v8rbzILo41M2DeOsUN9aWFrolAxuIoojCUnVd0ZhbjPT6wjErT4VarYiqmlrdxN63cnXsVl80/l489nSxg1zO1kaqw3kQm8F5EImIqD2pqzXYdzoDcaczUFymhtLOBlHhvhjXxpVUajS1yMpTIS2nGGm5JbrCsbhMfdtzrCzk8OnhoBsQ41dfODoqrA3OQeaF8yASERF1ADZWFogZGmD0qWwsLeTo5eGEXh5OetuLStVIzy2u++SUID23GNduqqCp1aJaU6ubr/FWzg62dS2Nt4yk9nRzgAVbGzs1FogkufwVKwAArosWSZyEiKhzc7K3gZP972tOA4CmVovreaq6lsb6wjEttxiFqkoAQKGqEoWqSiRcztWdYyGXwbu7g240dcNraid7m1bl4VrU5ovfPklOrK6SOgIRUZdlIZfB110JX3clAF/d9pLyKmTk/j4YJj23GNduqFCtqYWmVlv3+jqnGECG7hylnbXenI1+7kp4d3eApYW80X2bWos6O78USen52LI3iWtRS4wFIhERETXiqLBGWEAPhAX00G2rrdUiu6AM6bm/j6ROzy1GXnEFAKC4rAqnU27gdMoN3TkymQAvN/u6V9QNA2KcFVi8IR4F9a2UDaMhGn4tUFVi8YZ4rkUtIX7rRERE1CLy+lfL3t0dMCbMR7e9rLJar19jen3LY1VNLbRaEdduqHDthgr7zlxr0X24FrX0WCASERFRm9jZWqF/r+7o36u7bptWKyK3sKx++p3fC8fcwvIWX/e7fRfhpuwGLzcHuDp24xKDJsQCkSRn1SdQ6ghERGRkMpmAnq726Olqj1H9vXXbK9Q1+Ou633SvpZuTW1iOJV/sBwBYWcrh6WoPLzd7eLk51H/qrs/X0MbHb5Qk5/jww1JHICIiE+lmY4nuym7IL6m441rUFnIBmtq6g6pram8ZGKOvoZXx9+Kx7lcnexsIAlsdDcECkYiIiEyqpWtRP3XXIIwZ4IPs/FJk3VQhK68UWfmluJ6nwvX8UtRotACAvOIK5BVXIPFKrt753awt4enWuNXRw8WuyZHV9DsWiCS5wvfXAQCcn31O4iRERGQKLV2LumFFmT8uMQgAtVot8oorbikc6369nqdCcVnd9GkVVTW4klWIK39YalAmE9DDSdFkq6MDV44BwAKRzEBtQYHUEYiIyIQMWYv6j+QyGdyd7eDubIfBffX3lVZU4XpeKbLyfm91zMpTIaegDFqtCK1WRE5BGXIKynAiWf9cB4V1k30dezgputRa1SwQiYiIyOS83Bzw8cIp7bIWtX03a/T1tUZfX1e97TWaWuQWlv9eOOapdIVkuboGAKAqr4KqvAoXM/RfgVvIZfBwsWuy1bGbjaVBOc15JRkWiERERCSJ9lqL+nYsLeS6eRxvJYoiisuq6gvHhlfVdYXjzeJyiGLdkoSZN1XIvKlqdF1nB1t4udrX93esb3Xsbg9Xh9tPzWPuK8mwQCQiIqIuTRCE+nWqbRDq311vX1WNBtn5ZbcUjr+3PlbV1AL4fb3qs6k39c61tpTXFY2u9a2N3et+dbK3NfuVZFggkuQsPDykjkBERNQka0sL9PJQopeHUm+7ViuiQFXZZKtjQ+FXVVOL1OxipGYXt+qe5rCSDAtEkpzTU09LHYGIiKhVZDIBbspucFN2Q0Qfd719FeoaXM8vbdTX8Xp+KTS12hZdXxCAOBaIRERERJ1DNxtL9PFyRh+vxlPz3CyqwD/+vVfXyng7oggUl6nbM2azus54bTJbxV98juIvPpc6BhERUbuSy+pGQrs7K3CnBV4EAVDa2ZgmWBNYIJLkatLTUZOeLnUMIiIik4iM8LvjMoOiCESF+5omUBNYIBIRERGZUGS4L1wdbW/biigIgKtj3UoyUmGBSERERGRCDSvJuDjYAoCuUGz4tSUrybQ3DlIhIiIiMrH2XEnGGFggkuRkdvZSRyAiIjI5U68k0xosEElyLi+/LHUEIiIiugX7IBIRERGRHhaIJDnV1q1Qbd0qdQwiIiKqxwKRJFd1/hyqzp+TOgYRERHVY4FIRERERHpYIBIRERGRHhaIRERERKSH09w0Q6PRAABycnIkTtK5FahUAICqrCyJkxAREXVeDfVMQ33THBaIzcjLywMADB06VOIkXcTadVInICIi6vTy8vLg5+fX7DGCKIqiaeJ0PGq1GufOnYObmxssLNqnls7JycHQoUNx/PhxeHh4tMs9zF1X/w74/F37+QF+B139+QF+B3x+0zy/RqNBXl4eQkNDYWNj0+yxbEFsho2NDYYMGWKSe3l4eMDLy8sk9zJXXf074PN37ecH+B109ecH+B3w+dv/+e/UctiAg1SIiIiISA8LRCIiIiLSwwJRYg4ODliyZAkcHBykjiKZrv4d8Pm79vMD/A66+vMD/A74/Ob3/BykQkRERER62IJIRERERHpYIBIRERGRHhaIRERERKSHBSIRERER6WGBKJGtW7fi7rvvhpeXFxQKBcLDw/H555+jq4wZ2r59O8aNGwc3NzdYW1vD398fCxcuRElJidTRJFFWVgYvLy8IgoCTJ09KHcckNm7cCEEQGn3+7//+T+poJvXll18iIiICNjY2cHV1xeTJk1FZWSl1LJOIjIxs8n8DgiBg8+bNUscziZ9//hnDhg2Dvb09PDw8MHv2bKSmpkody2S2bduGgQMHwtraGt7e3liyZAlqa2uljtUuUlJS8NRTTyE8PBwWFhbo379/k8dt2LABgYGBsLGxwYABA7Bt2zYTJ63DlVQksmbNGvj5+WH16tVwc3PD7t27MX/+fGRmZmLJkiVSx2t3hYWFGDZsGJ599lm4uLjg/PnzWLp0Kc6fP49du3ZJHc/kli9f3qLF0zuj3377DY6OjrqfPT09JUxjWitWrMA777yDV199FSNGjEB+fj727NnTaf+C/KOPPvoIKpVKb9vatWvx/fffIzo6WqJUphMfH48ZM2bg0UcfxYoVK1BQUIDXX38dkyZNwrlz52Brayt1xHZ19OhR3H333XjggQewcuVKJCUl4bXXXkN5eTlWrVoldTyjS0pKwq+//ophw4ZBq9VCq9U2Ombz5s2YP38+Fi1ahPHjx2PLli2YMWMGDhw4gOHDh5s2sEiSyMvLa7Rt/vz5ooODg1hbWytBIun9+9//FgGI169flzqKSV28eFFUKBTi+vXrRQDiiRMnpI5kEl988YUIoMn/L3QFycnJooWFhbh9+3apo5iVXr16iVOmTJE6hkn85S9/EXv16iVqtVrdtr1794oAxP3790uYzDRiYmLEgQMH6m1btWqVaGlpKebm5kqUqv3c+nf7Y489JoaEhDQ6JjAwUHzggQf0to0YMUKcPHlyu+f7I75iloirq2ujbREREVCpVCgvL5cgkfRcXFwAANXV1RInMa2//e1veOqppxAUFCR1FDKhL774Ar169cLkyZOljmI2Dh8+jLS0NDz00ENSRzGJmpoa2NvbQxAE3baG1nSxC3Q3SkxMxKRJk/S2xcTEoKamBjt37pQoVfuRyZovuVJTU3H58mXMnj1bb/v999+PPXv2oKqqqj3jNcIC0YwcPHgQnp6esLe3lzqKydTW1kKtViMhIQFvvPEG7rrrrhYvJN4ZfPfddzh37hxef/11qaNIJiQkBHK5HP7+/li5cmWXeb169OhRhIaG4s0330T37t1hZWWFUaNG4dixY1JHk8y3334LhUKBu+++W+ooJjFnzhxcuHABH330EUpKSpCamopXX30VERERGDVqlNTx2p1arYa1tbXetoafL168KEUkSSUnJwMA+vbtq7c9ODgY1dXVSEtLM2keFohm4uDBg9i8eTNeeuklqaOYlK+vL2xtbTFo0CB4eHjg22+/lTqSyVRUVGDhwoV46623zGp5JVPx8PDAsmXLsGnTJuzYsQNTpkzBa6+9hueee07qaCaRm5uLXbt2YdOmTfjoo4/w448/QhAETJo0CTdv3pQ6nslpNBr897//xV133QWFQiF1HJMYM2YMfvjhB/zf//0flEolAgICcOPGDezYsQNyuVzqeO2uT58+OH78uN62o0ePAqjrp97VFBUVAQCUSqXedicnJwCm/05YIJqBrKws3HfffYiKisKzzz4rdRyT2r59Ow4fPoxPP/0UFy9exPTp07tMC9Kbb76JHj164PHHH5c6iiRiYmLw+uuvIyYmBpMmTcK//vUvLFy4EOvXr0dOTo7U8dqdVqtFWVkZvvvuO8yaNQtTpkzBzz//DFEU8a9//UvqeCa3e/du5OXl4cEHH5Q6iskcPnwYjzzyCObPn4+9e/di69at0Gq1mDp1apcYyb5gwQLs2LED69atQ2FhIQ4ePIhFixZBLpfrvXYnabBAlFhxcTEmT54MFxcXfP/993fso9DZhIWFYcSIEXjiiSfw008/IS4uDj/88IPUsdpdRkYGVq9ejWXLlqGkpATFxcUoKysDUDflTcPvu5rZs2ejtrYWp0+fljpKu3NycoKLiwvCwsJ025ydnREREYGkpCQJk0nj22+/hYuLC2JiYqSOYjLPPvssxo8fj9WrVyMqKgqzZs3Cr7/+ioSEBHz11VdSx2t3c+bMwfPPP4+XXnoJLi4umDBhAp566ik4OzvDw8ND6ngm19BS+Mfp3hpaFp2dnU2ap2tVI2amsrIS06ZNQ0lJCXbs2KE31UdXFBYWBktLS6SkpEgdpd2lpaWhuroaU6dOhZOTE5ycnDB9+nQAQFRUVJeY4qOrCwkJue0+tVptwiTSq6ysxI8//oh7770XlpaWUscxmQsXLiA8PFxvm5eXF1xdXXH16lVpQpmQTCbDe++9h/z8fJw5cwY3btzA/PnzkZeXZ/opXcxAQ9/Dhr6IDZKTk2FlZQV/f3+T5mGBKBGNRoPZs2fj4sWL+O2337rU3G+3c+zYMdTU1Jj8/wRSCA8PR1xcnN7nvffeAwCsX78eH330kcQJpbF582bI5XJERERIHaXdTZs2DQUFBXqtpQUFBUhISMCgQYOkCyaBn3/+GWVlZV3q9TJQ1wc7ISFBb1tGRgby8/O71GA9R0dHhIWFQalU4oMPPkCvXr265D+S/f39ERgYiK1bt+pt37JlCyZMmAArKyuT5uFE2RJZsGABtm3bhtWrV0OlUuk65gJ10938cWRXZzNz5kwMHjwYYWFhsLW1xZkzZ/Duu+8iLCwM99xzj9Tx2p1SqURkZGST+wYNGoSBAweaNpAEYmJiMH78eISGhgKoKxL+/e9/47nnnoO7u7vE6drfPffcgyFDhmDWrFlYsWIFbG1tsXLlSlhbW2PBggVSxzOpb7/9Fj4+Phg9erTUUUzqqaeewvPPP4/nnnsO06dPR0FBgW5U+x+nOumMjh8/jn379iE8PByVlZX4+eef8dVXX3XaQToVFRXYvn07gLp/CKhUKnz33XcAoFtZbOnSpXjooYcQEBCAqKgobNmyBceOHcP+/ftNH9jkMy+SKIqi6OvrKwJo8pOWliZ1vHa3cuVKMTw8XLS3txcVCoUYEhIiLl68WCwpKZE6mmTi4uK61ETZzz77rNinTx/R1tZWtLa2FkNDQ8V169bpTRrc2eXl5YkPP/yw6OjoKNra2oqTJk0Sk5KSpI5lUoWFhaKVlZX497//XeooJqfVasWPP/5YDAsLExUKheju7i7OmDFDvHjxotTRTCIxMVEcNmyYaGdnJ9rZ2YkTJkwQDx8+LHWsdpOWlnbbv/fj4uJ0x3322Wdi7969RSsrKzE0NFT85ZdfJMkriGIXmI2TiIiIiFqMfRCJiIiISA8LRCIiIiLSwwKRiIiIiPSwQCQiIiIiPSwQiYiIiEgPC0QiIiIi0sMCkYiIiIj0sEAkIiIiIj0sEImIiIhIDwtEImq1pUuXQhAEjB07ttG+559/Hn5+fibNExkZiWnTppn0nq1RXV2Nxx9/HG5ubhAEAWvXrjXoOunp6RAEQbd+q7Gkp6dj6dKlyM7ONup12+Lee+/Fyy+/rPt5zpw56N+/f7PnTJw4EStWrGjvaERdAgtEIjLYgQMHEB8fL3UMs7dp0yZ89dVXWLt2LY4cOYL7779f6kh60tPTsWzZMrMpEBMSEvDLL7/ghRdeaNV5r776KlatWoWioqJ2SkbUdbBAJCKDKBQKDB06FMuXL5c6SrurrKxs0/nJycno2bMnHnroIQwfPhzu7u5GSmaeamtrUVNTY/D569atQ0xMDHr27Nmq86KiouDk5IQvv/zS4HsTUR0WiERksMWLF2Pv3r04fPjwbY/ZuHEjBEFAfn6+3vbw8HDMmTNH93PDK8TY2FiEhYXB1tYW48aNQ3p6OgoLCzF79mw4ODggICAAW7ZsafJemzZtQkBAAGxtbREZGYlLly7p7RdFEatWrUJgYCCsra3h7++P9957T++YpUuXws7ODsePH8eIESNgY2ODDz/88LbPl5GRgVmzZsHR0REKhQIxMTE4d+6cbr+fnx9Wr16NzMxMCIIAQRCQnp5+2+sdOXIEkyZNgoODA+zt7TFs2DDs3r37tscLgoBVq1bpbVu7di0EQdD9XFNTg5dffhk+Pj6wtraGh4cHpk+fjpKSEsTHxyMqKgoAMGTIEF3GBsXFxViwYAE8PDxgbW2NQYMGYdeuXXr3a3jF/+WXXyIoKAjW1tY4c+YMiouLMX/+fHh6esLGxgbe3t53bD0tLy/H999/j1mzZjV7nFarxRNPPAFXV1ecPHlSt/3ee+9lgUhkBBZSByCijmvatGmIiIjAsmXLsHPnzjZfLzc3Fy+++CIWLVoES0tLPPvss3jooYfQrVs3jB07FvPnz8enn36Khx9+GMOHD4evr6/u3ISEBFy9ehVvv/02AOC1115DTEwMLl26BGtrawDAc889h88++wyLFi3CsGHDcPjwYbzyyiuwtbXFU089pbtWdXU1HnzwQbzwwgt466234OLi0mTe0tJSREZGQiaTYf369bCxscGKFSswduxYnD17Ft7e3vjhhx/wzjvvYN++ffjhhx8AAB4eHk1e79ChQxg/fjyGDx+Ozz77DEqlEidPnsS1a9fa9L2uXLkS69evxzvvvIOQkBDk5+dj165dqKqqwsCBA/Hhhx/imWeewRdffIG+ffvqfQ8TJ07EjRs3sGLFCnh6euLrr7/G1KlTkZCQgNDQUN2xJ0+eRHp6Ot544w04OTnB29sbCxcuxI4dO/D222/Dz88POTk52LFjR7NZjxw5gvLycowaNeq2x2g0GjzyyCOIj49HfHy8Xt/EkSNH4p///Cfy8vLg5ubWhm+NqIsTiYhaacmSJaJCoRBFURS///57EYB47NgxURRF8bnnnhN9fX11x37xxRciADEvL0/vGgMGDBAfe+wx3c+PPfaYKAiCeP78ed22Dz74QAQgvvLKK7ptRUVFolwuF9euXavbNm7cOFEmk4mXL1/Wbbty5Yook8nE9evXi6IoiikpKaIgCOInn3yil+OVV14R3d3dxdraWt2zARA3b958x+9h3bp1oiAI4oULF3TbCgoKRIVCIS5cuFC37Y/fye2MHDlS7Nevn6jRaJrcn5aWJgIQt27dqtsGQHz33Xf1jnvvvffEW/94nzp1qjhz5szb3jcuLk4EIJ44cUJv++effy5aWFiISUlJetuHDRsm3nvvvbqfx40bJ1paWorXrl3TOy4kJETve2iJt956S7Szs2u0/bHHHhNDQkJEtVot3nXXXaKPj4/ef+8GDd/Rtm3bWnVfItLHV8xE1CYzZsxA//798cYbb7T5Wj179kRISIju58DAQABAdHS0bptSqUT37t2RmZmpd27//v3Rp08f3c+9e/fGgAEDcOzYMQBAbGwsAODPf/4zNBqN7hMdHY3c3NxG15s6deod8x44cAD9+/dHcHCwbpuzszMmTpyIgwcPtvSxAQAVFRU4evQoHnvsMcjl8ladeycDBw7E9u3bsXTpUpw4cQJarbZF5+3atQuhoaEIDAzU+84mTpyIEydO6B0bFhYGb2/vRvfduHEjVq1ahfPnz7fonjk5OXB1dW1yX2VlJaZNm4aLFy/iwIEDev+9GzScm5OT06L7EVHT+IqZiNpEEAQsWrQIDzzwABISEtp0LaVSqfezlZXVbber1Wq9bd27d290vR49eugKhfz8fIiieNviIzMzU/fKulu3brCzs7tj3qKiIvTo0aPJ+7a0ILr1WlqtttUDM1pi0aJFkMlk+PLLL7Fs2TK4ubnhmWeeweuvv67X3/CP8vPzkZiYCEtLy0b7/ljENvU9fPDBB3B2dsbq1avx8ssvw9vbG//4xz/w9NNP3/aearVa1yXgj/Ly8pCZmYlnnnkGPj4+TR7TcG5bBxYRdXVsQSSiNps9ezaCgoKaHNFsY2MDoK4/262MPRXJzZs3G227ceOGrr+fs7MzBEHAoUOHcOLEiUafAQMG6M5rrmi6lbOz823v6+zs3Kr8SqUSMpms1VPNWFtb3/G7tba2xtKlS5GWloYrV67giSeewNKlS/H11183e21nZ2eEhYU1+X0dPXpU79imvjNHR0esXbsWOTk5OHv2LCZNmoQFCxbgwIEDzd6zuLi4yX0+Pj749ttv8cEHH9x2vsOGc2/Xb5SIWoYFIhG1mUwmw6JFi/DTTz/h7Nmzevu8vLwAABcvXtRtu3jxYqNXum11/vx5pKSk6H5OSUnBmTNnMGzYMADAhAkTAAAFBQUYPHhwo4+9vX2r7zl69GicO3dOb7R0UVERYmNjMXr06FZdS6FQYMSIEdi0aRNqa2tbfJ6Xl5fedwug2VHPvXv3xltvvQVnZ2fdeQ0ttX9slY2OjkZqaip69uzZ5HfWGqGhoboR43/Me6ugoCDk5eWhvLy8yf2zZs3Cl19+iddff73JCccbRogHBQW1Kh8R6eMrZiIyigcffBDLli1DXFyc3ujiYcOGwdvbGy+88AJWrlwJlUqFt99+2+gtPD169MD06dN1fSEXL14MT09P3VQ6gYGBeOaZZ/DII4/g5ZdfxrBhw1BTU4PLly8jLi4OP/74Y6vv+fjjj+O9997D1KlT8eabb+pGMVtYWOD5559v9fXefvttjB8/HtHR0ViwYAGcnJyQkJAAV1dXzJ07t8lzZs2ahbVr12LIkCEICgrC119/jevXr+sdc88992DQoEGIiIiAQqHAL7/8gqKiIowfPx5A3Xcjl8vx+eefw8LCAhYWFhg8eDAeffRRfPLJJ4iMjMRLL72EwMBAFBcXIzExEdXV1Vi5cmWzzzNq1ChdH1W5XI5NmzbBysoKY8aMafYcrVaLxMTE2xbZDz30ECorK/GXv/wFtra2+Mtf/qLbd/LkSdjZ2SE8PLzZbETUPBaIRGQUcrkc//jHP/DEE0/obbe0tMQPP/yAp59+Gvfeey969+6N9957Dy+++KJR7z9w4ED8+c9/xt///nfk5ORg2LBhWL9+vV5/tvfffx9BQUH45JNP8MYbb8DOzg5BQUG49957Dbqnvb094uPjsXDhQjz55JOora3FqFGjsH///kYDNlpi9OjRiI+Px2uvvYY5c+ZALpcjJCQEb7755m3PWbx4MW7evIlly5ZBJpPhL3/5C5577jm973fUqFH473//i9WrV0Oj0SAoKAjffPONbvCPq6srPvzwQ/zzn//EV199BY1GA1EUYW1tjb1792Lp0qVYsWKFbgBJREQEFixYcMfnGTVqFDZt2oS0tDTIZDKEhobil19+0RvU80eBgYEIDQ3Fjh07mm2FfeKJJ6BWq7FgwQLY2tri0UcfBQDs2LEDM2bMMPpAH6KuRhBFUZQ6BBERUYMPPvgA69atw5UrV1rcHxSoe73v7u6O3bt3N7lOOBG1HPsgEhGRWXniiSdQWVmJX375pVXnffDBBxg1ahSLQyIjYIFIRERmxdbWFhs3bmw0OvtOnJ2d8f7777dTKqKuha+YiYiIiEgPWxCJiIiISA8LRCIiIiLSwwKRiIiIiPSwQCQiIiIiPSwQiYiIiEgPC0QiIiIi0sMCkYiIiIj0sEAkIiIiIj0sEImIiIhIz/8D4RTWhq07ZU0AAAAASUVORK5CYII=)

*elbow*

### Method & Provenance

- **Method:** Clustering — K-Means
- **Engine:** Python · scikit-learn 1.8.0
- **Input datasets:** gallery — example_clustering.csv
- **Started:** 2026-09-21 02:17:13.556421
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/952c914477ed424c80fc8abe48b2dd16

| Parameter | Value |
|---|---|
| cluster_method | kmeans |
| feature_cols | f1, f2, f3, f4, f5, f6 |
| n_clusters | 3 |

**Command history**

```python
from sklearn.cluster import KMeans
```

```python
labels = KMeans(n_clusters=3, n_init=10, random_state=42).fit_predict(X)
```

```python
silhouette = sklearn.metrics.silhouette_score(X, labels)
```
