# Random Forest Result #143 — Analysis Report

Generated 2026-09-21 02:36:49 · 1 run(s) · CAT-G Data Analyzer

## 1. random forest (#143)

2026-09-21 02:13:52 · random_forest · status: completed

*The model explains 0.0% of the variance in the target — worse than simply predicting the mean; treat predictions as unreliable.*

| Metric | Value |
|---|---|
| task_type | regression |
| r2_mean | -0.049195 |
| r2_std | 0.029871 |
| mse_mean | 7.227791 |
| mse_std | 0.20578 |

### permutation importance

| name | mean | std |
|---|---|---|
| MEAN_PC_SHOOTMASS | 0.084806 | 0.005584 |
| MEAN_RC_SHOOTMASS | 0.130502 | 0.104911 |
| MEAN_PC_HEIGHT | 0.026103 | 0.019747 |
| MEAN_ENV_SOILOC | 0.198789 | 0.075698 |
| MEAN_ENV_SOILMOIS | 0.088199 | 0.114618 |
| MEAN_ENV_SOILTN | 0.328192 | 0.01486 |
| MEAN_COVER_TOTAL_JUL | 0.132638 | 0.067458 |
| MEAN_COVER_SHANNON_JUL | -0.027903 | 0.031621 |
| MEAN_PC_WOODMASS | -0.056028 | 0.025228 |
| PLOT_COUNT | -0.048951 | 0.055505 |

### shap importance

| name | mean_abs |
|---|---|
| MEAN_PC_SHOOTMASS | 0.265275 |
| MEAN_RC_SHOOTMASS | 0.305043 |
| MEAN_PC_HEIGHT | 0.112237 |
| MEAN_ENV_SOILOC | 0.108948 |
| MEAN_ENV_SOILMOIS | 0.225008 |
| MEAN_ENV_SOILTN | 0.342947 |
| MEAN_COVER_TOTAL_JUL | 0.173261 |
| MEAN_COVER_SHANNON_JUL | 0.085411 |
| MEAN_PC_WOODMASS | 0.228746 |
| PLOT_COUNT | 0.009979 |

### split metrics

| r2 | mse |
|---|---|
| -0.079067 | 7.43357 |
| -0.019324 | 7.022011 |

![importance 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)

*importance bar*

![permutation 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)

*permutation bar*

![shap summary](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAokAAAGtCAYAAAB6Au6cAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAQ6wAAEOsBUJTofAAAl35JREFUeJzs3XtYVNX+P/D3BkHEAQYcOcNNRRQ72jEyRbkpXlBKKVEUAwwoO1lpIRZZ6jmmJT8xEbG+h6N4BhQwO17wBmpWmoqJGaRYWmkKBCKDDIiIjDK/P/yyv+42CHhJpffredbznFlr7bU+e0/n4eNae+8RDAaDAUREREREtzB60AEQERER0cOHSSIRERERyTBJJCIiIiIZJolEREREJMMkkYiIiIhkmCQSERERkQyTRCIiIiKSYZJIRERERDJMEomIiIhIhkkiEREREckwSSQiIiIiGSaJREQPmYsXL2LOnDn429/+BktLS1hYWKBnz54IDAzEmjVrJH0jIiIgCAKKi4ubHGvfvn0QBAEffPBBs/NNmDABgiBg6NChzfZJSUmBIAiSYmFhAXd3d3z88ce4cePGnZ0sET20OjzoAIiI6P8UFhbC3d0dWq0WQUFBePnll2FqaoqzZ8/i4MGDSEhIwEsvvXTP5rtw4QK2b9+OXr164cCBAzh9+jT69OnTbP9XX30Vnp6eMBgM+O2336DRaDBz5kwUFBQgKSnpnsVFRA8ek0QioofI0qVLUVZWhoSEBLz55puy9gsXLtzT+VJSUtDQ0ID//ve/GDx4MJKTk7F06dJm+3t6eiIsLEz8/Oqrr6Jv375YtWoVFi5cCFtb23sa359NfX09GhoaYGZm9qBDIeJ2MxHRw+Tnn38GAIwcObLJdrVafc/mMhgMSE5OxsiRI+Hm5obnnnsOa9euhV6vb/UYVlZW8PDwgMFgwJkzZ27bt7i4GH//+9/h7OwMMzMzqFQqPPXUU1i8eLHYp3F7PCUlRXb8ggULIAgCzp07J9Y1brdfunQJ06ZNg62tLRQKBUaPHi1ey23btmHQoEEwNzeHg4MDYmNjZWP7+vqiR48eKCoqwqRJk2BtbQ1LS0tMnDgRFy9eBAD85z//weOPPw4zMzP07NkTGo1GNs6ePXvw/PPPw8XFBZ06dYKlpSWGDh2K7du3y/o2xl5RUYG///3vsLOzQ6dOnfDNN9/g8ccfh4ODQ5Pb+N999x0EQcBbb7112+tNdLeYJBIRPURcXFwAABqNBtevX2/1cZWVldBqtbJSVVXV7DFfffUVzpw5g8jISABAZGQkLl68iK1bt7Z6XoPBICZjXbt2bbbf9evX4efnh4yMDAQFBeGTTz7B/Pnz4e7uji+//LLV8zXH398fZWVl+Oc//4k333wTBw4cwOjRo5GWloaXX34ZzzzzDD766CO4uLjgvffew/r162VjXLlyBcOGDYOZmRkWL16MiIgIZGZmIjAwEB999BEWLVqEkJAQLF26FAqFAi+++CJycnIkY6SkpKCsrAxhYWFITEzEnDlzUFZWhmeffRYbNmxoMvZRo0bh7NmzmDNnDj766COo1Wq88sorKCkpwc6dO2X9V69eDQD4+9//ftfXjei2DERE9NA4c+aMwcrKygDAYGtra5g4caJhyZIlhoMHDxpu3Lgh6x8eHm4A0GJZtGiR7NgpU6YYlEql4erVqwaDwWC4ceOGwcHBwTB69GhZX41GYwBg+Ne//mUoLy83XLx40ZCXl2eIjIw0ADB4enre9ry+//57AwDD//t//++2/b766isDAINGo5G1/fOf/zQAMPz666+y83/llVckfZcvX24AYFAoFJL+dXV1hr/85S8GDw8PSf9hw4YZABhiY2Ml9W+++aYBgMHBwcGg0+nE+gsXLhg6duxoeP755yX9a2pqZHFfuXLF0Lt3b0Pfvn0l9Y2xT5kyxdDQ0CBp0+l0BnNzc8O4ceNkY1laWhqGDRsmm4foXuNKIhHRQ6Rnz574/vvv8cYbb6Bz587YtGkT3nnnHXh7e6NXr17Ys2dPk8etX78en3/+uax89NFHTfavqKjAli1bMGXKFPH+NyMjI4SHh2Pv3r04f/58k8e9+uqr6Nq1K2xtbfHkk09i7dq1CAwMxJYtW257XlZWVgBurl7e6/sqAWD27NmSz8OGDQMAPPvss+jRo4dY37FjRwwePBg//fSTbAwjIyNERUU1OU54eLh4DgDwl7/8BX369JGN07lzZ/F/X7lyBRUVFaitrcWIESPwww8/4PLly7J533nnHQiCIKmzsrLClClTkJ2djd9++02s37BhA6qrq7mKSH8IJolERA+Z7t27Y8WKFTh79izKysqQmZmJkJAQnDt3DoGBgfjll19kx3h7e2PUqFGy8tRTTzU5x9q1a3Ht2jUMGzYMv/zyi1h8fHzQ0NAge9VOozlz5uDzzz/H3r178c0330Cr1WLz5s0tPrDSvXt3/POf/8Tnn38Oe3t7PPHEE3j99dfx+eeft/0CNaFnz56Sz9bW1k3WN7ZVVFTI6u3t7WUPjLR1nHPnzmHq1Kno0qULFAoFVCoVunbtin//+98Abt4W8Huurq5NntP06dNx48YN/Oc//xHrVq9ejS5dumDixIlNHkN0LzFJJCJ6iNna2uK5555Deno63nnnHdTW1uLTTz+963GTk5MBAM8//zx69+4tlqeffhrAzXsim3pool+/fhg1ahRGjhyJwYMHQ6lUtnrOBQsW4OzZs/if//kfPP7449i0aRNGjx6N8ePHw2AwAIBsRe1Wt7tH09jYuE31be3bXFtj3ABQU1ODoUOHYtu2bXj99dfx3//+F7t378bnn3+O559/HgDQ0NAgG8Pc3LzJsQcNGoQBAwZgzZo1aGhowMmTJ3H48GGEh4ejY8eOrT4vojvFV+AQET0iPD09AUCy/XgnDh06hB9++AHTpk3DmDFjZO3ffPMNli1bhl27dmHs2LF3Ndfvde/eHdOnT8f06dNx/fp1REREID09Hfv374evry9sbGwAAJcuXZIde/bs2Xsay7325ZdfoqioCGvWrMGLL74oaWt82KStpk+fjr///e/4/PPPkZ2dDYAPrNAfhyuJREQPkX379qG2trbJtsb7/vr27XtXczQmLHPmzEFQUJCszJ07FyYmJnec2DSlqqpK9mqdDh064IknngAAcdvW2dkZJiYm2Lt3r6Tvzz//3OJ9jw9a42rjrauLAHD8+HFkZmbe0ZjPP/88LCwssHLlSqxbtw5Dhw697cvOie4lriQSET1EEhIS8NVXX2HcuHF46qmnYG1tDa1Wi507d2L//v14/PHHZatUbVFVVYX//ve/ePLJJ8XX7fyetbU1Ro4ciZ07d+LChQv35N2MX331FV5++WUEBgaiT58+UCqV+OGHH5CUlAQHBweMGjUKAMRXy/z73/9GcHAwRowYgcLCQiQlJaF///7Izc2961juFy8vL9jZ2WH27Nk4e/YsevTogR9//BGrV6/G3/72Nxw7dqzNYyoUCoSFheFf//oXAK4i0h+LSSIR0UPk3XffhaurK/bv348vvvgCFRUV6NSpE1xdXbFw4UJERUVJnqBtq/T0dNTW1iIoKOi2/SZNmoRdu3ZBo9Hg3XffveP5Gj3xxBMICgrC119/jQ0bNkCv18PBwQEvvfQSYmJiJE8OL1u2DIIgYOPGjdi2bRsef/xxpKam4ttvv32ok0SlUok9e/bgnXfewb/+9S9cu3YN/fv3R3p6Or777rs7ShKBm1vO//rXv2BjY9Pi90Z0LwmG36+LExER0UPj1KlT+Otf/4pZs2YhPj7+QYdDfyK8J5GIiOghlpiYCEEQuNVMfzhuNxMRET1krly5gu3bt+P06dNYtWoVJk6ciMcee+xBh0V/MtxuJiIiesicO3cOzs7O6Ny5M0aOHIk1a9ZApVI96LDoT4ZJIhERERHJ8J5EIiIiIpJhkkhEREREMkwSiYiIiEiGTzcT3Qd1dXU4ceIEunbtig4d+H8zIiJ68K5fv47y8nL87W9/g5mZWYv9+deL6D44ceIE3N3dH3QYREREMrm5uRg0aFCL/ZgkEt0HXbt2BXDz/4h2dnYPOBoiIiKgtLQU7u7u4t+oljBJJLoPGreY7ezs4Ojo+ICjISIi+j+tvQ2KD64QERERkQyTRCIiIiKSYZJIRERERDJMEomIiIhIhkkiEREREckwSSQiIiIiGSaJRERERCTDJJGIiIiIZJgkEhEREZEMk0QiIiIikmGSSEREREQyTBKJiIiISKZ1v/BMRHckInYbOll2edBhEBHRI2p7bPADm5sriUREREQkwySRiIiIiGSYJBIRERGRDJNEIiIiIpJhkkhEREREMkwSSeK///0vhgwZAoVCAVtbW/j6+mL79u3Yt28fjIyMoFAoxOLu7n7bsc6dOwdBEDB06FBJ/Zw5cxARESF+FgQBp06dkvRJSUnBkCFDxM89evSAsbExioqKJP3Gjx8PQRCwa9cuAJDFqVar8frrr6O+vl48xtfXF2ZmZpJzeeqppyTxdO7cGQqFAnZ2dpg2bRquXLnSugtIRETUTjBJJNGKFSvw6quvIjo6GqWlpSgtLcX8+fORmZkJALC1tUVNTY1YcnNzWzXuyZMnkZ2dfdfx9erVC+vWrRM/l5eXIycnB3/5y18k/W6NMz8/Hzk5OVi5cqWkT0JCguRcjh07Jmk/duwYampq8O233yI3NxexsbF3HT8REdGjhEkiAQCqq6sxd+5cfPLJJ5g8eTIsLCxgbGyMkSNHYs2aNXc19pw5czB37lwYDIa7Gic8PBypqani5/T0dAQGBsLMzKzZY9RqNfz8/HDy5Mk7mtPBwQFjxoxBXl7ebftVV1ejuLhYLKWlpXc0HxER0cOCSSIBAHJyclBXV4cJEybc87FfeeUVVFZW4rPPPrurcQYMGICOHTvi8OHDAG5uSd+6bd2U3377Dbt375ZsXbdFYWEhsrKy0KtXr9v2i4+Ph5OTk1ha2oonIiJ62DFJJABARUUFVCoVTExMmu1z8eJFKJVKsXz88cetGtvU1BTvv/8+5s+fj+vXr99VnBEREUhNTUV+fj7q6urg4eHRbJxWVlZwdHSEQqHA888/L+kTHR0tOZfw8HBJu7u7OxQKBbp37w5HR0e8//77t40rOjoaRUVFYmntVjwREdHDij/LRwCALl26QKvVQq/XN5so2tra4sKFC3c0flhYGOLi4qDRaGRtHTp0gF6vl9Q1F0dYWBgef/xxAJAldk3FeeXKFfzjH//A008/jYMHD4p94uPjMX369Gbjzc3NRZ8+fbBnzx68+OKLuHTpEpRKZbP9LS0tYWlp2Ww7ERHRo4YriQQA8PT0hJmZGbZs2XJfxjcyMsKHH36IhQsXoq6uTtLWrVs3/Prrr5K6s2fPonv37rJxbG1tMWTIEKxZswYvvPBCi/N27twZL774Ig4dOoSKioo2xSwIAsaMGYOwsDDMnj27TccSERE96pgkEoCbK2EffvghZsyYgY0bN6KmpgY3btzA/v378fLLL9+TOZ577jk4OjoiLS1NUh8aGooPPvgA586dg8FgQG5uLtasWYOQkJAmx1m5ciX2798PBweHFuesq6tDSkoK7OzsYGNjc0dxR0dHY9euXS0+vEJERNSecLuZRG+++Sbs7Ozw0UcfITw8HJ07d0a/fv3w1ltv3bM5YmNjMXz4cEnd3LlzcePGDYwYMQJarRbdunXD//t//w/PPPNMk2N07969yVXGRhcvXoRCoQAAmJiY4Mknn8T27dshCILYJyoqSnJeCoWi2a30v/zlLwgPD8f7778vvg6IiIiovRMMd/teEiKSKS4uhpOTE0a+9gk6WXZ50OEQEdEjants8D0bq/FvU1FRERwdHVvsz+1mIiIiIpLhdjPdlenTp8vuMQQAHx+fe/IrK4+6lHefbdW/1oiIiB42TBLpriQlJSEpKelBh0FERET3GLebiYiIiEiGSSIRERERyXC7meg+iojdxqebqdXu5VOMRER3iyuJRERERCTDJJGIiIiIZJgkEhEREZEMk0QiIiIikmGS2M74+vpCEAQcOnRIUh8VFQVBEJCUlIRz585BEAQoFApJiY+PlxyTmZkJQRCQkJAgm0cQBLi4uECv14t1SUlJ8PX1bTHGiIgImJqaSuZWqVRie48ePaBUKnHp0iWxbteuXejRoweAmy/wnjRpkmzcS5cuoWPHjjhy5Eizc//+3J2cnBATE4MbN24AuHn9fv/ex8Zj6urqWjw3IiKi9oJJYjvk6uqK1NRU8bNer8eGDRvQq1cvST+tVouamhqxREdHS9o1Gg1sbGyQkpLS5Dw6nQ7Jycl3FGN0dLRkbq1WK2k3NjbGkiVLmjw2MjIS27dvlySRAJCRkQEXFxcMHjy4xfkbz33Xrl1ITU294/MgIiJqr5gktkOhoaHYvHkzrl69CgDYuXMn+vfvDwcHh1aPUVZWhqysLKxevRonTpxAXl6erM+cOXOwaNEicZ57KSYmBp988glKSkpkbYMHD0bPnj3x6aefSupTU1MRGRnZpnn69euHoUOH4sSJE3cVb3V1NYqLi8VSWlp6V+MRERE9aEwS2yFbW1t4enoiMzMTAJCSkoKIiIg2jZGWlgZnZ2dMmDABw4cPh0ajkfUJCAiAs7MzEhMT70HUUk888QSee+45LFq0qMn2yMhIyQrnyZMnkZ+fj6lTp7ZpnoKCAnz99dcYMGDA3YSL+Ph4ODk5icXd3f2uxiMiInrQmCS2UxEREUhNTUV5eTlycnIQGBgo66NWq6FUKsWye/dusU2j0SA0NBQAEBYWhoyMDNTX18vGiI2NxZIlS6DT6doUX0JCgmTu4cOHy/osXLgQa9euxZkzZ2RtU6dORV5eHn788UcAN1cR/f39oVarWzW/Wq2GtbU1AgMD8eqrr0pWIKOjoyWx9e/fv8XxoqOjUVRUJJbc3NxWxUFERPSwYpLYTo0bNw55eXmIi4tDYGAgzMzMZH0uXLgAnU4nljFjxgAAjh49ipMnTyIsLAwAMHHiRNTW1mLbtm2yMYYOHYohQ4Zg6dKlbYovKipKMvdXX30l6+Pi4oLw8HD84x//kLWp1Wr4+/sjJSUFN27cQFpaWpu2mi9cuIDKykr8/PPPWLBgAQRBENvi4+MlsR0/frzF8SwtLeHo6CgWOzu7VsdCRET0MOLP8rVTpqamCA4OxrJly2RPOrdEo9FAEAR4eXmJdXq9HhqNBkFBQbL+ixcvho+PD9566627jvv35s+fD1dXVzzxxBOytsjISMycORM+Pj7Q6/UICAi45/MTERH9WXElsR2bN28e9u7dCw8Pj1YfU1dXh/Xr12PFihXIz88Xy+bNm7F79+4mH8hwc3PDuHHjsHLlynsZPgDAzs4OM2bMQFxcnKwtICAA9fX1mDlzJkJDQ2FiYnLP5yciIvqzYpLYjtna2mLEiBHNtqtUKsm7CmfPno3MzEwYGRlh2rRpUKvVYgkICEDfvn2xdu3aJsdatGgRqqqqWh1bfHy87D2NFRUVTfa99T2GtzIxMUFoaCjOnTvX5gdziIiI6PYEg8FgeNBBELU3xcXFcHJywsjXPkEnyy4POhx6RGyPDX7QIRBRO9b4t6moqAiOjo4t9udKIhERERHJMEmke66wsFC2ldxYDhw4cN/nnz59epNzP/300/d9biIiovaC281E90Fbl/SJiIjuN243ExEREdFdY5JIRERERDJMEomIiIhIhr+4QnQfRcRu4ytw/gB8dQwR0b3HlUQiIiIikmGSSEREREQyTBKJiIiISIZJIhERERHJ/OmTRF9fX5iZmUGhUKBLly7w9/fH6dOnAQDl5eUwNTXF+PHjZcfl5OTAx8cHSqUSSqUSAwcORFZWFtLT08Vf+OjcuTMEQZD86kdhYSF8fX2RlJQkGe/cuXMQBAF1dXUAgIiICJiamkKhUECpVMLb2xtHjhyR9f/9r4rEx8ff9nz37dsHIyMjyTHu7u5ie2lpKcLDw9G1a1eYm5vDzc0NaWlpkjHuNraqqiq8/PLLsLe3h4WFBZydnTFr1iwAkPQ3NjYWvxuFQoHFixcDAPLz8yEIAqKiomTn16NHD3Tq1AkKhQK2traYNGkSLly4ILanpKTA2NhYFtvRo0cl40RFRUEQBOTn59/2ehIREbVXf/okEQASEhJQU1OD8+fPw9raGhEREQCAtLQ0WFhYICsrC+Xl5WL/6upqjB07FtOmTYNWq0VZWRmWL18OS0tLhIaGoqamBjU1NTh27BgAiJ9ramrQrVu3VscVHR2NmpoalJeXw9vbG0FBQbI+Wq1WMn50dHSL49ra2kqOyc3NBQDodDp4eXnhxo0byM/PR2VlJT744APMmjULK1asuGexzZo1CxUVFTh+/Diqq6vx5Zdf4sknn5Rdq0GDBiEpKUn8/N577wEANBoNbGxskJGRAb1eL5t3y5YtqKmpwalTp1BZWYm33npL0j5o0CDJPI1zNdLr9UhPT4eNjQ1SUlJavJ5ERETtEZPEWygUCoSFheHEiRMAbiYjMTEx6Nmzp2Q17aeffoJer0d4eDg6dOiAjh07wsfHB97e3vclLhMTE0ydOhXFxcWSZPVeW758OTp16oS1a9fCwcEBHTt2xLhx45CYmIh58+ahurr6nsSWm5uL559/HiqVCoIgwNnZGS+88EKrjq2vr0d6ejri4+NRX1+PHTt2NNvXxsYGgYGByMvLa9XYjbZv347r169j2bJlSE9PbzIR/b3q6moUFxeLpbS0tE1zEhERPWyYJN6iuroa69atw4ABA3Ds2DEUFBQgJCQEYWFh0Gg0Yj9XV1eYmZkhJCQEO3bsuK+JGwDU1dUhJSUFXbp0gbW19X2bZ8+ePZg4cSKMjKT/WQQFBaG2thaHDx++J7F5enpi/vz5SE5Oxg8//NCmGLdv3w69Xo/JkycjKChI8r38Xnl5OTZt2oRevXq1aQ6NRoOgoCAEBwfj2rVr2L59e4vHxMfHw8nJSSy3buETERE9ipgk4ubWqbW1NR577DFcu3YNqamp0Gg0GDZsGJycnBAaGoqCggJx+9jS0hI5OTkwNzfH66+/DrVajeHDh+OXX365p3ElJCRAqVTC3Nwcqamp2LRpEzp0kL7/XK1Wi/dFKpVK7N69u8VxL168KDnm448/BnBze9je3l7W38TEBCqVClqt9p7ElpiYiMjISKxatQpubm5wdHTE2rVrW3VNNBoNJkyYgE6dOiEsLAzZ2dkoKyuT9AkKCoKlpSVsbW1RXV0tnl+jb7/9VhKXUqnElStXAAAXLlzArl27EBYWhk6dOmHChAm3TUQbRUdHo6ioSCyNW/hERESPKiaJuLkKVFlZiZKSEmzZsgX29vbIyMjA1KlTAQDOzs7w8vKSrSYmJyfj/PnzOHv2LExNTcX+LTExMZFtYer1egiCAGNjY7EuKioKOp0OJSUl6NmzZ5MPUVy4cAE6nU4sY8aMaXF+W1tbyTEzZswAAKhUKpSUlMj66/V6aLVaqFSqexKbmZkZ3nnnHeTm5kKn0+Htt99GZGQkfvzxx9vGXVpail27donXediwYbC3t8e6desk/TZu3Ijq6mocPXoUFy5cwG+//SZpHzhwoCQunU6Hzp07AwDWrVsHBwcHDB06FAAwdepU7Nq1S/LwS1MsLS3h6OgoFjs7u9v2JyIietgxSWzC1q1bUVlZiZiYGKjVaqjVanz33XfIyMjAtWvXZP27d++OmTNnoqCgoFXjd+vWDb/++quk7uzZs7C3t4eJiYmsv1qtxpo1azB37tz7eq/bqFGjsGnTJjQ0NEjqN27ciE6dOsHDw+Oex2Zubo4333wT1tbWLW49r1u3Djdu3MDzzz8PtVoNOzs7lJWVNbvSN3DgQMydOxevvfYaDAZDq+LRaDS4cOEC7OzsoFarERISguvXr8sSUSIiovaOSWITNBoNpkyZgoKCAuTn5yM/Px8FBQW4fv06tm7dilOnTmHp0qUoLCyEwWDAxYsXkZyc3GQS1ZTQ0FCkpqbi0KFDaGhoQFFRERYuXIiQkJBmj+nXrx/8/PywZMmSe3WaMrNmzcKVK1cQHh6OkpIS1NfXY+fOnXjjjTewcOFCWFpa3pPYFi5ciCNHjuDatWvQ6/X4z3/+g5qaGgwYMOC2x2k0Grz99tv4/vvvxe8lJycHp06danZ798UXX0RpaSm2bt3aYlxHjhzBqVOncODAAXH877//HnPmzGnVljMREVF7wiTxd3777Tfs2bMHs2bNElcR1Wo1nJ2dER4eDo1GAwsLC3z77bfw9PSEQqGAm5sbFAoFUlNTWzXHiBEjsGLFCrz66qtQKpXw8fGBl5cX3n///dse984772DVqlWSFTuVSiV539/s2bPv+NxtbGxw6NAhAED//v2hVCrx3nvvYdmyZS2+WqctsRkZGWHatGno2rUrbG1tsXr1amzZsgXOzs7Njv/NN9/gl19+wZtvvin5XgYMGIBnnnmm2SSuY8eOePPNN/H++++Lq4lHjx6VvScxMzMTGo0G/v7+GDRokGSON954A7/88ovkXZBERETtnWBo7T4cEbVacXExnJycMPK1T9DJssuDDqfd2x4b/KBDICJ66DX+bSoqKoKjo2OL/bmSSEREREQyHVruQo+ap59+GgcOHJDVh4WFyX4OkO6vlHefbdW/1oiIiB42TBLboezs7AcdAhERET3iuN1MRERERDJMEomIiIhIhtvNRPdRROw2Pt18n/CJZiKi+4sriUREREQkwySRiIiIiGSYJBIRERGRDJNEIiIiIpJhkkhEREREMkwS/wC+vr4QBAGHDh2S1EdFRUEQBCQlJeHcuXMQBAEKhUJS4uPjJcdkZmZCEAQkJCTI5hEEAS4uLtDr9WJdUlISfH19W4wxIiICpqamkrlVKpXY3qNHDyiVSly6dEms27VrF3r06AEAmD59OiZNmiQb99KlS+jYsSOOHDly2/nj4uLg4uICCwsLqNVqjB07FpcvXxbbc3Nz4efnBwsLC1hYWMDPzw+5ubmSMXr06IFdu3YBAPbt2we1Wi22HThwQHJugiCgc+fO4ucDBw5gwYIFEAQBa9askYyrVquxb9++219AIiKidoZJ4h/E1dUVqamp4me9Xo8NGzagV69ekn5arRY1NTViiY6OlrRrNBrY2NggJSWlyXl0Oh2Sk5PvKMbo6GjJ3FqtVtJubGyMJUuWNHlsZGQktm/fLkkiASAjIwMuLi4YPHhws/OuXbsWq1evRlZWFi5fvoyCggJJwnnkyBGMGDEC/v7+KC4uRnFxMfz9/TFixIgWk89GPj4+svM6efKkWOfj4wMAsLGxwcKFC3Ht2rVWjUtERNReMUn8g4SGhmLz5s24evUqAGDnzp3o378/HBwcWj1GWVkZsrKysHr1apw4cQJ5eXmyPnPmzMGiRYvEee6lmJgYfPLJJygpKZG1DR48GD179sSnn34qqU9NTUVkZORtx83NzcXo0aPRp08fAIBKpUJERAQsLCzEecPCwjB79mxYWVnBysoKs2fPRmhoKGJiYu7R2d00atQo2Nra4l//+lebjquurhYT2OLiYpSWlt7TuIiIiP5oTBL/ILa2tvD09ERmZiYAICUlBREREW0aIy0tDc7OzpgwYQKGDx8OjUYj6xMQEABnZ2ckJibeg6ilnnjiCTz33HNYtGhRk+2RkZGSFc6TJ08iPz8fU6dOve24np6eSEtLQ2xsLL755hvU19eLbbW1tTh48CAmT54sOy44OBgHDx68pwmxIAhYvHgxFi9ejJqamlYfFx8fDycnJ7G4u7vfs5iIiIgeBCaJf6CIiAikpqaivLwcOTk5CAwMlPVRq9VQKpVi2b17t9im0WgQGhoKAAgLC0NGRoYkoWoUGxuLJUuWQKfTtSm+hIQEydzDhw+X9Vm4cCHWrl2LM2fOyNqmTp2KvLw8/PjjjwBuriL6+/tL7g1sSkhICFatWoX9+/dj9OjRUKlUeOutt3Djxg1UVlaioaEB9vb2suPs7OzQ0NAg2+K+W35+fnj88cdl94PeTnR0NIqKisTy+/sliYiIHjVMEv9A48aNQ15eHuLi4hAYGAgzMzNZnwsXLkCn04llzJgxAICjR4/i5MmTCAsLAwBMnDgRtbW12LZtm2yMoUOHYsiQIVi6dGmb4ouKipLM/dVXX8n6uLi4IDw8HP/4xz9kbWq1Gv7+/khJScGNGzeQlpbW4lZzo+DgYOzatQuVlZXYuHEj1qxZg+TkZFhbW8PIyKjJLe7S0lIYGRnB2tq6TefZGrGxsVi2bBkqKipa1d/S0hKOjo5isbOzu+cxERER/ZGYJP6BTE1NERwcjGXLlrV5q1mj0UAQBHh5eUGtVqN3797Q6/VNbjkDwOLFi5GYmIiysrJ7ELnU/PnzsW3bNhw/flzWFhkZibS0NGRnZ0Ov1yMgIKBNYxsbG2P06NEYOXIkCgoKYG5uDk9PT3z22Weyvhs2bICnpyfMzc3v+FyaM3jwYIwYMQKxsbH3fGwiIqJHQYcHHcCfzbx58zB+/Hh4eHi0+pi6ujqsX78eK1askDz1e/ToUQQGBqK0tFS2cuXm5oZx48Zh5cqVePzxx+9Z/MDNbd4ZM2YgLi4OCoVC0hYQEIBXXnkFM2fORGhoKExMTFocT6PRQKVSYejQobC0tMQ333yDffv2ifdVxsXFYdSoUejduzdefvllGAwGrFmzBmlpadi7d+9tx66rq5N8NjU1bfV5fvjhh3B3d4fBYGj1MURERO0FVxL/YLa2thgxYkSz7SqVSvI+v9mzZyMzMxNGRkaYNm0a1Gq1WAICAtC3b1+sXbu2ybEWLVqEqqqqVscWHx8ve09jc9utMTExuHHjhqzexMQEoaGhOHfuXKtXS5VKJZYsWQJnZ2dYWVkhMjIS7733HkJCQgAAHh4e+OKLL5CdnQ0HBwc4OjoiKysLX3zxxW2T7bKyMnTq1ElSvvzyy1bFBAB9+/ZFUFAQamtrW30MERFReyEYuExCdM8VFxfDyckJI1/7BJ0suzzocNql7bHBDzoEIqJHSuPfpqKiIjg6OrbYnyuJRERERCTDexL/JAoLC9G3b98m27Kzs8VfHLlfpk+fjrS0NFm9j48PsrOz7+vcD1LKu8+26l9rREREDxtuNxPdB21d0iciIrrfuN1MRERERHeNSSIRERERyfCeRKL7KCJ2G59uvgN8cpmI6MHjSiIRERERyTBJJCIiIiIZJolEREREJMMkkYiIiIhk/tRJoq+vLwRBwKFDhyT1UVFREAQBSUlJOHfuHARBkP2mcXx8vOSYzMxMCIKAhIQE2TyCIMDFxQV6vV6sS0pKgq+vb4sxRkREwNTUFAqFAkqlEt7e3jhy5Iikz3//+18MGTIECoUCtra28PX1xfbt21scOy4uDi4uLrCwsIBarcbYsWNx+fJlAMCCBQswZcoU2TE9evTArl27xM+lpaUIDw9H165dYW5uDjc3tyZfmr1r1y54enqK5zFhwgScPn0aAHDgwAHJtRUEAZ07dxY/HzhwAAsWLIAgCPjwww8l4zZe96ZidXNzg62treS6A8Bvv/2G4OBg2NrawtLSEn369MGSJUvE9h07duCpp56ClZUVbGxs4O3tjaNHj7Z4PYmIiNqTP3WSCACurq5ITU0VP+v1emzYsAG9evWS9NNqtaipqRFLdHS0pF2j0cDGxgYpKSlNzqPT6ZCcnHxHMUZHR6Ompgbl5eXw9vZGUFCQ2LZixQq8+uqriI6ORmlpKUpLSzF//nxkZmbedsy1a9di9erVyMrKwuXLl1FQUIBJkya1KS6dTgcvLy/cuHED+fn5qKysxAcffIBZs2ZhxYoVYr8tW7Zg0qRJeOWVV3Dx4kX88ssv6N27Nzw9PfHrr7/Cx8dHvK5arRYAcPLkSbGu8ddgXF1dsXbtWkkMKSkp6NOnjyy2vLw8FBQUoL6+Hjt37pS0TZ06FSqVCmfOnEFlZSW2bNmCnj17AgDOnDmDkJAQfPjhh6isrERxcTHmzZuHjh07tunaEBERPer+9EliaGgoNm/ejKtXrwIAdu7cif79+8PBwaHVY5SVlSErKwurV6/GiRMnkJeXJ+szZ84cLFq0SJznTpiYmGDq1KkoLi5GeXk5qqurMXfuXHzyySeYPHkyLCwsYGxsjJEjR2LNmjW3HSs3NxejR48WEyyVSoWIiAhYWFi0Op7ly5ejU6dOWLt2LRwcHNCxY0eMGzcOiYmJmDdvHqqrq2EwGDBr1izMnTsX4eHhMDc3h0qlwpIlSzBw4EAsWLCg1fM9+eST6NixI3JycgAA5eXlyMnJwfjx42V9NRoN/Pz8MGXKFGg0Gtm5N56rsbEx+vbtKybIeXl5cHJygr+/P4yMjGBubg5/f3/079//trFVV1ejuLhYLKWlpa0+LyIioofRnz5JtLW1haenp7jylpKSgoiIiDaNkZaWBmdnZ0yYMAHDhw+XJSUAEBAQAGdnZyQmJt5xrHV1dUhJSUGXLl1gbW2NnJwc1NXVYcKECW0ey9PTE2lpaYiNjcU333yD+vr6No+xZ88eTJw4EUZG0v+MgoKCUFtbi8OHD+Onn37C+fPnMXnyZNnxwcHB2LNnT5vmjIiIEFd+09PTERgYCDMzM0mf+vp6ZGRkICwsDGFhYcjKykJZWZnY7unpiRkzZiAtLQ1nz56VHPvUU0/hzJkzmDFjBj7//HNUVVW1Kq74+Hg4OTmJxd3dvU3nRURE9LD50yeJwP8lHo0rU4GBgbI+arUaSqVSLLt37xbbNBoNQkNDAQBhYWHIyMhoMumKjY3FkiVLoNPp2hRfQkIClEolzM3NkZqaik2bNqFDhw6oqKiASqWCiYlJ204YQEhICFatWoX9+/dj9OjRUKlUeOutt3Djxg2xz+bNmyXnrFQqUVhYKLZrtVrY29vLxjYxMYFKpYJWqxW3j5vqZ2dnJ7a3VlhYGDZv3iwmzE0l9Nu2bUNdXR3Gjx8PLy8vODk5Se6T/Oyzz+Dn54e4uDi4urrC1dVVvM/S2dkZBw4cwKVLl/DCCy9ApVJh/PjxkiSzKdHR0SgqKhJLbm5um86LiIjoYcMkEcC4ceOQl5eHuLi4JlemAODChQvQ6XRiGTNmDADg6NGjOHnyJMLCwgAAEydORG1tLbZt2yYbY+jQoRgyZAiWLl3apviioqKg0+lQUlKCnj17Ij8/HwDQpUsXaLVa2YMZrRUcHIxdu3ahsrISGzduxJo1ayT3TU6YMEFyzjqdDt26dRPbVSoVSkpKZOPq9XpotVqoVCqoVCoAaLJfaWmp2N5atra28PDwwIIFC1BXVwcPDw9ZH41GgwkTJqBz584QBAGhoaGS1V2lUokPPvgAx48fR0VFBQIDAxEUFIRLly4BAAYNGoSMjAyUlpYiPz8fhYWFiIqKum1clpaWcHR0FIudnV2bzouIiOhhwyQRgKmpKYKDg7Fs2bI2bzVrNBoIggAvLy+o1Wr07t0ber2+yS1nAFi8eDESExNbXJlqilqtxpo1azB37lyUlpbC09MTZmZm2LJlS5vHupWxsTFGjx6NkSNHoqCgoNXHjRo1Cps2bUJDQ4OkfuPGjejUqRM8PDzg6uqKbt264bPPPpMdv2HDBowaNarN8UZERCAuLg7h4eGyttLSUuzevRuZmZlQq9VQq9X4+OOPcfLkySafULayssL8+fNx5coV/Prrr7L2fv364cUXX2zTdSEiImoPmCT+r3nz5mHv3r1Nrkw1p66uDuvXr8eKFSuQn58vls2bN2P37t1NPrzg5uaGcePGYeXKlXcUZ79+/eDn54clS5bA0tISH374IWbMmIGNGzeipqYGN27cwP79+/Hyyy/fdhyNRoPt27ejqqoKBoMBhw8fxr59+9p0/rNmzcKVK1cQHh6OkpIS8UniN954AwsXLoSlpSUEQcCyZcvw4YcfYu3ataitrYVWq8U777yD3NzcNj240iggIAB79uzBq6++Kmtbu3YtHB0dcfr0afH7+PHHHzF06FAxcY+JicHx48dx/fp1XL16FcuXL4e1tTUee+wxHDx4EElJSbhw4QIA4Pz580hPT2/TdSEiImoPmCT+L1tbW4wYMaLZdpVKJXmX3+zZs5GZmQkjIyNMmzZNXLVSq9UICAhA3759Za9rabRo0aJWPxDRlHfeeQerVq1CaWkp3nzzTXz88cf46KOP8Je//AV2dnZYsGBBk0/83kqpVGLJkiVwdnaGlZUVIiMj8d577yEkJKTVcdjY2IjvmOzfvz+USiXee+89LFu2TPKKoKCgIHz66af4n//5H3Tt2hUuLi44ffo0Dh8+DBcXlzafv4mJCUaNGgWlUilrS0lJwWuvvQY7OzvJd/LGG29g/fr1qKurw9WrVxEUFARra2s4OTlh3759yMrKQufOnaFUKpGVlQU3Nzd07twZ3t7eePLJJ7Fs2bI2x0lERPQoEwwGg+FBB0HU3hQXF8PJyQkjX/sEnSy7POhwHjnbY4MfdAhERO1O49+moqIiODo6ttifK4lEREREJMMk8QErLCyU/eTfrT9HdzemT5/e5LhPP/30PYqeiIiI2ituNxPdB21d0iciIrrfuN1MRERERHeNSSIRERERyTBJJCIiIiKZDg86AKL2LCJ2G1+B87/4WhsiokcLVxKJiIiISIZJIhERERHJMEkkIiIiIhkmiUREREQk86dPEn19fSEIAg4dOiSpj4qKgiAISEpKwrlz5yAIguyXS+Lj4yXHZGZmQhAEJCQkyOYRBAEuLi7Q6/ViXVJSEnx9fVuMMSIiAqamplAoFFAqlfD29saRI0fE9rKyMrzyyitwcHCAQqFAr169MGvWLGi12tuO++OPP+Lpp59Gly5dYGVlhb/97W9ISUmRxHzq1CnJMSkpKRgyZIikLi0tDW5ubjA3N0fXrl0RHh6O0tJSSZ/q6mrMnDkT9vb2MDc3x2OPPYaEhAQ0vsv96aefFq+rqakpTExMZL8QIwgCrKyscPXqVcnYbm5uTcZ6u+8jJSUF/fr1g4WFBbp27YqRI0fi3LlzAICqqiq8/PLLsLe3h4WFBZydnTFr1qzbXksiIqL25k+fJAKAq6srUlNTxc96vR4bNmxAr169JP20Wi1qamrEEh0dLWnXaDSwsbGRJFq30ul0SE5OvqMYo6OjUVNTg4sXL2Lw4MEIDAyEwWBAZWUlPD09UVlZia+//hqXL1/GwYMHYWVlJUkkmzJu3Dh4e3vjt99+g1arRUpKCv7yl7+0Ka4VK1Zg1qxZWLRoEXQ6Hb7//ns0NDTAy8sLOp0OAFBfXw8/Pz+cPn0aX3/9Naqrq5GcnIzExETxGmZnZ0uua2hoqPg5OztbnE+tVmPLli3i5/z8fNTV1TUZW3Pfx9dff423334bGo0G1dXVOHPmDF599VUIggAAmDVrFioqKnD8+HFUV1fjyy+/xJNPPtmm60JERPSoY5IIIDQ0FJs3bxZXqHbu3In+/fvDwcGh1WOUlZUhKysLq1evxokTJ5CXlyfrM2fOHCxatEi2EtYWpqamePHFF1FaWoqKigosX74cnTp1wvr16+Hi4gJBEKBWq7FgwQKMHTu22XG0Wi3Onj2Lv//97zAzM4OJiQmeeuqpNv2uc3V1NebNm4eVK1ciICAApqamsLe3R2pqKszMzLB8+XIAQHp6Os6ePYtNmzahV69e6NChA7y9vZGeno7ExEScOXOm1XOGh4dLkr6UlBSEh4fL+t3u+8jNzYW7uzvc3d0hCAIsLS0RFBSE7t27i+3PP/88VCoVBEGAs7MzXnjhhRavRXFxsVh+v5JKRET0qGGSCMDW1haenp7IzMwEcDPxiIiIaNMYaWlpcHZ2xoQJEzB8+HBoNBpZn4CAADg7OyMxMfGOY62rq8OaNWvQrVs3qFQq7NmzBxMmTICxsXGbxunSpQtcXV0xdepUbNy4Eb/99lubYzl8+DCuXr2KiRMnSuqNjIwQFBSEPXv2AAD27NmDp59+GhYWFpJ+Hh4ecHBwwN69e1s957hx4/D999/jt99+E1d8m0rgbvd9eHh4YO/evZg7dy6+/vpr1NbWSo719PTE/PnzkZycjB9++KFVccXHx8PJyUks7u7urT4nIiKihxGTxP8VERGB1NRUlJeXIycnB4GBgbI+arUaSqVSLLt37xbbNBoNQkNDAQBhYWHIyMhAfX29bIzY2FgsWbJE3IptrYSEBCiVSnTv3h0nTpzA1q1bAQAVFRWwt7dv01jAzfv7vvrqK/Tp0wdz586Fk5MTnnrqKRw9elTSz93dXXLOr732mtim1WqhUqlgYmIiG9/Ozk68J1Kr1TYb4639WsPU1BTBwcFYt27dbVd8b/d9eHl5Yfv27Th58iQCAwPRpUsXREZGoqamBgCQmJiIyMhIrFq1Cm5ubnB0dMTatWtvG1d0dDSKiorEkpub2+pzIiIiehgxSfxf48aNQ15eHuLi4hAYGAgzMzNZnwsXLkCn04llzJgxAICjR4/i5MmTCAsLAwBMnDgRtbW12LZtm2yMoUOHYsiQIVi6dGmb4ouKioJOp0NZWRk+//xzuLm5Abi5IlhSUtLGs73J3t4eK1aswOnTp3HhwgX069cP48ePFx8mAW5uvd56zv/zP/8jtqlUKmi1WsnDOI1KS0uhUqnEfs3FeGu/1mpM6Jtb8W3N9zF69GhkZmaioqICX331Fb766it8+OGHAAAzMzO888474rm//fbbiIyMxI8//thsTJaWlnB0dBSLnZ1dm86JiIjoYcMk8X81rlAtW7aszVvNGo0GgiDAy8sLarUavXv3hl6vb3LLGQAWL16MxMRElJWV3XXco0ePxpYtW9DQ0HBX49ja2iImJgYlJSW4dOlSq47x8PCAmZkZNm3aJKlvaGjAxo0bMWrUKADAqFGjkJ2djcuXL0v6HT58GMXFxRg5cmSbYh0wYABMTEzw9ddfN7ni29bvY8iQIQgKCkJBQYGszdzcHG+++Sasra1bvfVMRETUHjBJvMW8efOwd+9eeHh4tPqYuro6rF+/HitWrEB+fr5YNm/ejN27dzf5AIObmxvGjRuHlStX3nXMs2bNwpUrVxAaGoqzZ8/CYDDg4sWLWLRoEbKyspo9rrKyEvPnz8dPP/2EhoYGVFVV4eOPP0bv3r3RpUvrfmvY0tISCxcuxMyZM7Fjxw7U19ejpKQE4eHhqK2tFV8bM3XqVHTv3h0TJ07EmTNncP36dRw8eBBhYWGYMWOG7Cny1vjvf/+LvXv3ylZ8W/N9bN26FRkZGaioqAAA/PDDD9i6dav4vS9cuBBHjhzBtWvXoNfr8Z///Ac1NTUYMGBAm+MkIiJ6VDFJvIWtrS1GjBjRbLtKpZK8J3H27NnIzMyEkZERpk2bBrVaLZaAgAD07du32XvZFi1ahKqqqruO2draGocPH4aFhQW8vb1hYWEBT09P6HQ6DB48uNnjTE1NUVRUhDFjxsDS0hK9e/dGaWkptm/f3qb5o6Oj8dFHH2Hu3LlQKpXo378/AODQoUOwsbER59q7dy969+4txvjSSy/htddew4oVK+7ovPv06dNk0taa78Pa2hoajQZ9+vSBQqHAuHHjMGnSJMTExACAeHzXrl1ha2uL1atXY8uWLXB2dr6jWImIiB5FguHWG9CI6J4oLi6Gk5MTRr72CTpZtm5ltr3bHhv8oEMgIvpTa/zbVFRUBEdHxxb7cyWRiIiIiGQ6POgACCgsLETfvn2bbMvOzoaPj89DNS61Xsq7z7bqX2tEREQPGyaJD4Fu3bqJ7+h7FMYlIiKi9o/bzUREREQkwySRiIiIiGS43Ux0H0XEbvtTPN3MJ5eJiNofriQSERERkQyTRCIiIiKSYZJIRERERDJMEomIiIhIhkkiEREREckwSbyFr68vBEHAoUOHJPVRUVEQBAFJSUk4d+4cBEGAQqGQlPj4eMkxmZmZEAQBCQkJsnkEQYCLiwv0er1Yl5SUBF9f3xZjjIiIgKmpKRQKBZRKJby9vXHkyBGxvaysDK+88gocHBygUCjQq1cvzJo1C1qtttkxP/30Uzg7O8vm6dy5syTGefPmwd/fX/ycm5sLPz8/WFhYwMLCAn5+fsjNzZWMYzAYkJCQgMceewzm5uawt7fHzJkzUV1dLfbZt28fjIyMoFAoYGlpCTs7Ozz33HP48ssvJWO15vu5VXl5OUxNTTF+/HjZOefk5MDHxwdKpRJKpRIDBw5EVlaW2B4XFwcXFxdYWFhArVZj7NixuHz5crPXkIiIqL1hkvg7rq6uSE1NFT/r9Xps2LABvXr1kvTTarWoqakRS3R0tKRdo9HAxsYGKSkpTc6j0+mQnJx8RzFGR0ejpqYGFy9exODBgxEYGAiDwYDKykp4enqisrISX3/9NS5fvoyDBw/CyspKkkj+3rBhw3Du3DkUFhaKdfv370e3bt1w9OhRSV1jInvkyBGMGDEC/v7+KC4uRnFxMfz9/TFixAjJXNHR0UhMTMTq1atRXV2NAwcO4PTp0/Dz80N9fb3Yz9bWFjU1NaiursaPP/6IZ555Bs8++yzWrVsnibW13w8ApKWlwcLCAllZWSgvLxfrq6urMXbsWEybNg1arRZlZWVYvnw5LC0tAQBr167F6tWrkZWVhcuXL6OgoACTJk1q6WshIiJqV5gk/k5oaCg2b96Mq1evAgB27tyJ/v37w8HBodVjlJWVISsrC6tXr8aJEyeQl5cn6zNnzhwsWrRInOdOmJqa4sUXX0RpaSkqKiqwfPlydOrUCevXr4eLiwsEQYBarcaCBQswduzYZsexs7ODq6sr9u/fD+Dmbz4bGRlhypQpYt3Vq1eRm5srJokxMTEICwvD7NmzYWVlBSsrK8yePRuhoaGIiYkBAPzyyy9ITExERkYGfHx80KFDB7i4uGDTpk04c+YM0tPTm4xHqVTilVdewfz58/H222+joaFBbGvL96PRaBATE4OePXsiLS1NrP/pp5+g1+sRHh6ODh06oGPHjvDx8YG3tzeAmyuko0ePRp8+fQAAKpUKERERsLCwaPYaVldXi8lycXExSktLm+1LRET0KGCS+Du2trbw9PREZmYmACAlJQURERFtGiMtLQ3Ozs6YMGEChg8fDo1GI+sTEBAAZ2dnJCYm3nGsdXV1WLNmDbp16waVSoU9e/ZgwoQJMDY2bvNYw4YNExPC/fv3w8fHB0OHDhXrvvnmG5iammLgwIGora3FwYMHMXnyZNk4wcHBOHjwIK5evYovvvgCDg4OGDJkiKSPhYUFnnnmGezZs+e2MQUFBaGsrAynT58W61r7/Rw7dgwFBQUICQlBWFiY5DtwdXWFmZkZQkJCsGPHDskqIwB4enoiLS0NsbGx+OabbyQrns2Jj4+Hk5OTWNzd3Vs8hoiI6GHGJLEJERERSE1NRXl5OXJychAYGCjro1arxfvZlEoldu/eLbZpNBqEhoYCAMLCwpCRkdFkohEbG4slS5ZAp9O1Kb6EhAQolUp0794dJ06cwNatWwEAFRUVsLe3b9NYjXx9fSVJ4tChQzFkyBB8++23uH79Ovbv3w8vLy906NABlZWVaGhoaHIuOzs7NDQ04NKlS9Bqtc3GY2dnd9v7JAGIx166dElS35rvR6PRYNiwYXByckJoaCgKCgpw7NgxAIClpSVycnJgbm6O119/HWq1GsOHD8cvv/wCAAgJCcGqVauwf/9+jB49GiqVCm+99RZu3LjRbKzR0dEoKioSy+/vzSQiInrUMElswrhx45CXl4e4uDgEBgbCzMxM1ufChQvQ6XRiGTNmDADg6NGjOHnyJMLCwgAAEydORG1tLbZt2yYbozERW7p0aZvii4qKgk6nQ1lZGT7//HO4ubkBALp06YKSkpI2nu1Nw4YNwy+//IKSkhIxSezUqRP69OmD7777TnI/orW1NYyMjJqcq7S0FEZGRrC2toZKpWo2ntLSUqhUqtvG1HisjY2NpL6l7+fatWvIyMjA1KlTAQDOzs7w8vKSrSYmJyfj/PnzOHv2LExNTcX+wM0V0V27dqGyshIbN27EmjVrbnsPqaWlJRwdHcViZ2d323MjIiJ62DFJbIKpqSmCg4OxbNmyNm81azQaCIIALy8vqNVq9O7dG3q9vsktZwBYvHgxEhMTUVZWdtdxjx49Glu2bJHcw9daDg4O6NWrFzIyMlBbWys+CDJ06FDs2bMH33zzjZgkmpubw9PTE5999plsnA0bNsDT0xPm5uYYMWIEiouL8c0330j6XL58GdnZ2Rg1atRtY9q0aRNsbW3FewMbtfT9bN26FZWVlYiJiYFarYZarcZ3332HjIwMXLt2Tda/e/fumDlzJgoKCmRtxsbGGD16NEaOHNlkOxERUXvFJLEZ8+bNw969e+Hh4dHqY+rq6rB+/XqsWLEC+fn5Ytm8eTN2797d5MMMbm5uGDduHFauXHnXMc+aNQtXrlxBaGgozp49C4PBgIsXL2LRokWS17s0Z9iwYfjoo4/g4+Mj1g0dOhQff/wxOnTogIEDB4r1cXFxWLduHZYtW4bq6mpUVVUhPj4eaWlpiIuLAwD07t0bM2bMQEhICA4ePIjr16/jzJkzCAoKQvfu3SUrd7eqqqpCcnIyFi5ciCVLlsDISP6f6e2+H41GgylTpqCgoED8DgoKCnD9+nVs3boVp06dwtKlS1FYWCheo+TkZHEsjUaD7du3o6qqCgaDAYcPH8a+ffva9N8CERHRo45JYjNsbW0xYsSIZttVKpXkPYmzZ89GZmYmjIyMMG3aNHEFS61WIyAgAH379sXatWubHGvRokWoqqq665itra1x+PBhWFhYwNvbGxYWFvD09IROp8PgwYNbPN7X1xdlZWUYOnSoWOfl5QWtVivej9jIw8MDX3zxBbKzs+Hg4ABHR0dkZWXhiy++kCRTK1aswOuvv46XXnpJjKtXr1744osvYGpqKva7ePGi+J7EPn36YNu2bcjMzGx2Jbe57+e3337Dnj17MGvWLMl34OzsjPDwcGg0GlhYWODbb7+Fp6cnFAoF3NzcoFAoxFfrKJVKLFmyBM7OzrCyskJkZCTee+89hISEtHgNiYiI2gvBYDAYHnQQRO1NcXExnJycMPK1T9DJssuDDue+2x4b/KBDICKiFjT+bSoqKoKjo2OL/bmSSEREREQyHVruQn+kwsJC9O3bt8m27Oxsyf2CD8O4dHsp7z7bqn+tERERPWyYJD5kunXrhpqamkdmXCIiImqfuN1MRERERDJMEomIiIhIhtvNRPdRROy2dv90M59sJiJqn7iSSEREREQyTBKJiIiISIZJIhERERHJMEkkIiIiIhkmia3g6+sLQRBw6NAhSX1UVBQEQUBSUhLOnTsHQRAkv+esUCgQHx8vOSYzMxOCICAhIUE2jyAIcHFxgV6vF+uSkpLg6+vbYowREREwNTWVzK1SqcT2Hj16QKlU4tKlS2Ldrl270KNHDwDA9OnTMWnSJNm4ly5dQseOHXHkyJHbzh8XFwcXFxdYWFhArVZj7NixuHz5stiem5sLPz8/WFhYwMLCAn5+fsjNzZWM0aNHD+zatQsAsG/fPqjV6ibnSklJgSAIePnllyX1+fn5EAQBQ4YMkdSnpaXBzc0N5ubm6Nq1K8LDw1FaWiq2N353dXV1AG7+/nNwcDBsbW3F35JesmTJbc+fiIiovWGS2Equrq5ITU0VP+v1emzYsAG9evWS9NNqtaipqRFLdHS0pF2j0cDGxgYpKSlNzqPT6ZCcnHxHMUZHR0vm1mq1knZjY+Nmk53IyEhs375dkkQCQEZGBlxcXDB48OBm5127di1Wr16NrKwsXL58GQUFBZKE88iRIxgxYgT8/f1RXFyM4uJi+Pv7Y8SIES0mn83p2bMntmzZgqtXr4p1KSkp6NOnj6TfihUrMGvWLCxatAg6nQ7ff/89Ghoa4OXlBZ1O1+TYU6dOhUqlwpkzZ1BZWYktW7agZ8+edxQnERHRo4pJYiuFhoZi8+bNYlKyc+dO9O/fHw4ODq0eo6ysDFlZWVi9ejVOnDiBvLw8WZ85c+Zg0aJFkuTnXomJicEnn3yCkpISWdvgwYPRs2dPfPrpp5L61NRUREZG3nbc3NxcjB49WkzQVCoVIiIiYGFhIc4bFhaG2bNnw8rKClZWVpg9ezZCQ0MRExNzR+fStWtXeHp6YsuWLQD+L2mfOnWq2Ke6uhrz5s3DypUrERAQAFNTU9jb2yM1NRVmZmZYvnx5s+fTGL+xsTH69u3b5Crrraqrq8UEuLi4WLJSSURE9ChikthKtra28PT0RGZmJoCbq1YRERFtGiMtLQ3Ozs6YMGEChg8fDo1GI+sTEBAAZ2dnJCYm3oOopZ544gk899xzWLRoUZPtkZGRkhXOkydPIj8/X5J4NcXT0xNpaWmIjY3FN998g/r6erGttrYWBw8exOTJk2XHBQcH4+DBg3ecEEdERIiru00l7YcPH8bVq1cxceJEyXFGRkYICgrCnj17mj2fGTNmIC0tDWfPnm1VLPHx8XBychKLu7v7HZ0TERHRw4JJYhs0JiXl5eXIyclBYGCgrI9arYZSqRTL7t27xTaNRoPQ0FAAQFhYGDIyMiQJVaPY2FgsWbKk2e3Q5iQkJEjmHj58uKzPwoULsXbtWpw5c0bWNnXqVOTl5eHHH38EcHMV0d/fv9l7AxuFhIRg1apV2L9/P0aPHg2VSoW33noLN27cQGVlJRoaGmBvby87zs7ODg0NDbIt7tYaN24c8vPz8dtvvzWZtGu1WqhUKpiYmDQ59++34xt99tln8PPzQ1xcHFxdXeHq6ireK9mc6OhoFBUVieX391sSERE9apgktsG4ceOQl5eHuLg4BAYGwszMTNbnwoUL0Ol0YhkzZgwA4OjRozh58iTCwsIAABMnTkRtbS22bdsmG2Po0KEYMmQIli5d2qb4oqKiJHN/9dVXsj4uLi4IDw/HP/7xD1mbWq2Gv78/UlJScOPGDaSlpbW41dwoODgYu3btQmVlJTZu3Ig1a9YgOTkZ1tbWMDIyanKLu7S0FEZGRrC2tm7TeTYyNTVFcHAw4uPjm0zaVSoVtFqt5EGgW+e+9cGeWymVSnzwwQc4fvw4KioqEBgYiKCgoNsms5aWlnB0dBSLnZ3dHZ0TERHRw4JJYhs0JiXLli1r81azRqOBIAjw8vKCWq1G7969odfrm9xyBoDFixcjMTERZWVl9yByqfnz52Pbtm04fvy4rC0yMhJpaWnIzs6GXq9HQEBAm8Y2NjbG6NGjMXLkSBQUFMDc3Byenp747LPPZH03bNgAT09PmJub3/G5REREYPny5U0m7R4eHjAzM8OmTZsk9Q0NDdi4cSNGjRrV4vhWVlaYP38+rly5gl9//fWO4yQiInrUMElso3nz5mHv3r3w8PBo9TF1dXVYv349VqxYgfz8fLFs3rwZu3fvbvIhBzc3N4wbNw4rV668l+EDuLnVOmPGDMTFxcnaAgICUF9fj5kzZyI0NLTJrdrf02g02L59O6qqqmAwGHD48GHs27dPvEZxcXFYt24dli1bhurqalRVVSE+Ph5paWlNxnCruro6SWloaJC0DxgwAF988QXef/992bGWlpZYuHAhZs6ciR07dqC+vh4lJSUIDw9HbW0tZs2a1eScMTExOH78OK5fv46rV69i+fLlsLa2xmOPPdbitSAiImovmCS2ka2tLUaMGNFsu0qlkryrcPbs2cjMzISRkRGmTZsGtVotloCAAPTt2xdr165tcqxFixahqqqq1bHFx8fL3tNYUVHRZN+YmBjcuHFDVm9iYoLQ0FCcO3eu1aulSqUSS5YsgbOzM6ysrBAZGYn33nsPISEhAG6u6H3xxRfIzs6Gg4MDHB0dkZWVhS+++OK2yXZZWRk6deokKV9++aWs3/Dhw5u9bzI6OhofffQR5s6dC6VSif79+wMADh06BBsbmyaPuXr1KoKCgmBtbQ0nJyfs27cPWVlZ6Ny5c6uuBxERUXsgGAwGw4MOgqi9KS4uhpOTE0a+9gk6WXZ50OHcV9tjgx90CERE1AqNf5uKiorg6OjYYn+uJBIRERGRTIcHHQC1TmFhIfr27dtkW3Z2Nnx8fO7r/NOnT0daWpqs3sfHB9nZ2fd17kdZyrvPtupfa0RERA8bbjcT3QdtXdInIiK637jdTERERER3jUkiEREREckwSSQiIiIiGT64QnQfRcRue6RegcPX2RARUSOuJBIRERGRDJNEIiIiIpJhkkhEREREMu0qSfT19YUgCDh06JCkPioqCoIgICkpCefOnYMgCLLfOI6Pj5cck5mZCUEQkJCQIJtHEAS4uLhAr9eLdUlJSfD19W1VnF9++SVGjBgBS0tLdOnSBYMHD0ZKSorYXl1djZkzZ8Le3h7m5uZ47LHHkJCQgMZXWvr7++Ptt9+WjVtQUIAOHTqgpKQEKSkpMDY2lp3n0aNHAQAREREwNTWFQqGAUqmEt7c3jhw5ctu4Dxw4IBlLEAR07txZ/HzgwAEAQG5uLvz8/GBhYQELCwv4+fkhNzcXwM2Xgt86hpGRETp16iR+Tk9Pb9X1P3XqVKuudVPHLFiwAFOmTJH16dGjB3bt2gUASElJwZAhQ9o0BxERUXvSrpJEAHB1dUVqaqr4Wa/XY8OGDejVq5ekn1arRU1NjViio6Ml7RqNBjY2NpLk7VY6nQ7Jycltjm/Lli147rnnMHnyZJw/fx5arRYrV67Ejh07AAD19fXw8/PD6dOn8fXXX6O6uhrJyclITEwUY4yMjERaWhpu3LghGTslJQWjR4+Gvb09AGDQoEGSc6ypqcGgQYPE/tHR0aipqUF5eTm8vb0RFBR029h9fHzEcbRaLQDg5MmTYp2Pjw+OHDmCESNGwN/fH8XFxSguLoa/vz9GjBiBI0eOoFu3bpJ4bG1tkZ2dLX4ODQ1t1fUnIiKi+6vdJYmhoaHYvHkzrl69CgDYuXMn+vfvDwcHh1aPUVZWhqysLKxevRonTpxAXl6erM+cOXOwaNEicZ7WMBgMiIqKwrx58zB9+nRYW1tDEAS4u7tj48aNAID09HScPXsWmzZtQq9evdChQwd4e3sjPT0diYmJOHPmDMaPH49r165h9+7d4tg3btxAeno6IiMjWx1PIxMTE0ydOhXFxcUoLy9v8/G3iomJQVhYGGbPng0rKytYWVlh9uzZCA0NRUxMTKvGaM31JyIiovur3SWJtra28PT0RGZmJoCbq2sRERFtGiMtLQ3Ozs6YMGEChg8fDo1GI+sTEBAAZ2dnJCYmtnrc06dPo7CwEJMmTWq2z549e/D000/DwsJCUu/h4QEHBwfs3bsXHTt2xPPPPy9ZZdu1axfq6+vx7LPPtjqeRnV1dUhJSUGXLl1gbW3d5uMb1dbW4uDBg5g8ebKsLTg4GAcPHmxVUt2a6/+wqa6uFldOi4uLUVpa+qBDIiIiuivtLkkEbt5vl5qaivLycuTk5CAwMFDWR61WQ6lUiuXWVTmNRiNue4aFhSEjIwP19fWyMWJjY7FkyRLodLpWxVVRUQEA4nZwU7RabbPtdnZ24jZvZGQktm3bhsrKSgBAamoqQkJC0LFjR7H/t99+KzlHpVKJK1euiO0JCQlQKpUwNzdHamoqNm3ahA4d7vzVmZWVlWhoaGgyfjs7OzQ0NODSpUstjtPa6/8wiY+Ph5OTk1jc3d0fdEhERER3pV0miePGjUNeXh7i4uIQGBgIMzMzWZ8LFy5Ap9OJZcyYMQCAo0eP4uTJkwgLCwMATJw4EbW1tdi2bZtsjKFDh2LIkCFYunRpq+Lq0uXmS5VLSkqa7aNSqZptLy0thUqlAgAMHDgQvXv3xqefforKykps27ZNttU8cOBAyTnqdDp07txZbI+KioJOp0NJSQl69uyJ/Pz8Vp1Hc6ytrWFkZNRk/KWlpTAyMmpxpbIt1/9OmZiYSB46aqTX62FiYnJHY0ZHR6OoqEgsjQ/qEBERParaZZJoamqK4OBgLFu2rM1bzRqNBoIgwMvLC2q1Gr1794Zer292y3Px4sVITExEWVlZi2P36dMH3bp1E+8/bMqoUaOQnZ2Ny5cvS+oPHz6M4uJijBw5UqyLjIxEamoqPv30U/Tp0wcDBgxo5VlKqdVqrFmzBnPnzr2rbVJzc3N4enris88+k7Vt2LABnp6eMDc3v+0Ybb3+d6Jbt2749ddfJXW1tbUoKytD9+7d72hMS0tLODo6isXOzu5ehEpERPTAtMskEQDmzZuHvXv3wsPDo9XH1NXVYf369VixYgXy8/PFsnnzZuzevbvJBMrNzQ3jxo3DypUrWxxfEAQsX74cH3zwAVatWgWdTgeDwYDvvvsOwcE3fw5t6tSp6N69OyZOnIgzZ87g+vXrOHjwIMLCwjBjxgzJU9phYWH47rvvsGTJkjt6YOVW/fr1g5+fH5YsWXJX48TFxWHdunVYtmwZqqurUVVVhfj4eKSlpSEuLu62x7bl+tfX16Ourk4s169fb3WMTz/9NM6dO4fk5GTU19fj8uXLePvttzFw4EC4uLiI/QwGg2SOuro68TVERERE7V27TRJtbW0xYsSIZttVKpXkfX2zZ89GZmYmjIyMMG3aNKjVarEEBASgb9++WLt2bZNjLVq0CFVVVa2Ka8KECdiyZQs+/fRTODk5QaVS4bXXXsO4ceMA3FwF3bt3L3r37g1vb29YWFjgpZdewmuvvYYVK1bIzvGZZ55BSUmJeA/frY4ePSp7T2LjAz1Neeedd7Bq1aq7Wk308PDAF198gezsbDg4OMDR0RFZWVn44osvWkzY23L9n3jiCXTq1EksCxYsaDE2QRAA3Pzud+3ahbS0NHG1sry8HBs3bhT7ADff93jrHJ06dcKZM2fu7MIQERE9YgQDl0aonauuroaVlRXKy8vFezrvt+LiYjg5OWHka5+gk2WXP2TOe2F7bPCDDoGIiO6Txr9NRUVFcHR0bLF/u11JJGr02WefoUePHuKDQ0RERNQyJon32O9/du7W0vizdQ+7xYsXNxl/v379HnRozWou5r/+9a/46KOPsGbNGslWMhEREd0et5uJ7oO2LukTERHdb9xuJiIiIqK7xiSRiIiIiGSYJBIRERGRzJ3/UC8RtSgidttD/wocvvaGiIiawpVEIiIiIpJhkkhEREREMkwSiYiIiEiGSSIRERERybSbJNHX1xdmZmZQKBTo0qUL/P39cfr0aQBAeXk5TE1NMX78eNlxOTk58PHxgVKphFKpxMCBA5GVlYX09HTxVzs6d+4MQRAkv+RRWFgIX19fJCUlScY7d+4cBEFAXV0dACAiIgKmpqZQKBRQKpXw9vbGkSNHZP1//0sh8fHxzZ7r9evXYWFhgf3794t1+/btgyAISE9PF+t++eUXCIKACxcu3Hae6dOni5/NzMxgbGws+5WVHj16YNeuXbf9DsaPHw9TU1OUl5dL6lNSUiAIAubPny+pHzJkCFJSUmTXwdLSEra2thg9ejQ2bdrU5Fxubm6wtbWFXq+X1C9YsAAmJiZQKBSwsrLCgAEDkJ2dLekjCAI6d+4suQ5RUVGSPvn5+RAEQVZPRET0Z9FukkQASEhIQE1NDc6fPw9ra2tEREQAANLS0mBhYYGsrCxJAlNdXY2xY8di2rRp0Gq1KCsrw/Lly2FpaYnQ0FDU1NSgpqYGx44dAwDxc01NDbp169bquKKjo1FTU4Py8nJ4e3sjKChI1ker1UrGj46Obna8Dh06wNPTU5Ik7t+/H3/9619ldX369IFarb7tPElJSeLnhIQE+Pj4iJ9PnjzZqnO8ePEidu7cCQsLC0mi2sja2horVqyQJZBNXYfq6mr8+uuvmDZtGqZPn44PPvhA0icvLw8FBQWor6/Hzp07ZWNMnDgRNTU1qKysxEsvvYRJkyahqqpK0ufYsWOS65CQkCBp12g0sLGxQUZGhiwRJSIi+jNoV0liI4VCgbCwMJw4cQLAzT/4MTEx6NmzJ9LS0sR+P/30E/R6PcLDw9GhQwd07NgRPj4+8Pb2vi9xmZiYYOrUqSguLm4xWWqJr6+vLCF89913ZXW+vr53NU9rpaWloVevXnj77beh0Whk7a6urvDz88OHH37YqvE6d+6MyZMn4+OPP8YHH3yAS5cuiW0ajQZ+fn6YMmVKk3M1MjIyQkREBK5cuYKffvqp1edSX1+P9PR0xMfHo76+Hjt27GjxmOrqahQXF4ultLS01fMRERE9jNplklhdXY1169ZhwIABOHbsGAoKChASEoKwsDBJUuHq6gozMzOEhIRgx44dd524taSurg4pKSno0qULrK2t72qsYcOG4fDhw6ivr0d9fT3y8vIwefJkXLt2DRcuXADwxyaJGo0GYWFhCA0NxYkTJ/Ddd9/J+nzwwQdYvXo1CgsLWz1uYGAg9Hq9uEVfX1+PjIwMhIWFISwsDFlZWSgrK2vy2OvXryM5ORkmJibo3r17q+fcvn079Ho9Jk+ejKCgoNsmoo3i4+Ph5OQkFnd391bPR0RE9DBqV0lidHQ0rK2t8dhjj+HatWtITU2FRqPBsGHD4OTkhNDQUBQUFIjbx5aWlsjJyYG5uTlef/11qNVqDB8+HL/88ss9jSshIQFKpRLm5uZITU3Fpk2b0KGD9D3marVavC9SqVRi9+7dtx1z0KBBEAQBR48eRW5uLv72t7+JK6H79+/HuXPnxPsm72ae1vj2229x8uRJhIaGwsnJCUOHDm0ysfrrX/+K4OBgLFiwoNVjm5qaQqVSiSuJ27ZtQ11dHcaPHw8vLy84OTlJVocBYPPmzVAqlTAzM8N7772HjIwM2NraSvq4u7tLrsPq1avFNo1GgwkTJqBTp04ICwtDdnZ2s4loo+joaBQVFYklNze31edIRET0MGpXSWJ8fDwqKytRUlKCLVu2wN7eHhkZGZg6dSoAwNnZGV5eXrLVxOTkZJw/fx5nz56Fqamp2L8lJiYmsvvV9Ho9BEGAsbGxWBcVFQWdToeSkhL07NkT+fn5srEuXLgAnU4nljFjxrQ4d+N9ifv378fQoUMBAEOHDhXrfn8/4p3M0xoajQbe3t7o0aMHAGDq1KnIyMjAtWvXZH0XLFiADRs24NSpU60au76+HlqtFjY2NuJcEyZMEB8mCg0NlSWkEyZMgE6ng1arxahRo3Do0CHZuLm5uZLr8PLLLwMASktLsWvXLvG/gWHDhsHe3h7r1q27bZyWlpZwdHQUi52dXavOj4iI6GHVrn+Wb+vWraisrERMTAzee+89AMDly5dx8uRJLFu2DB07dpT07969O2bOnInnn3++VeN369YNv/76q6Tu7NmzsLe3h4mJiay/Wq3GmjVrMHjwYEyePPmuE4nG+xINBgPeeustADeTxISEBNTV1f0hW83Xrl3D+vXrce3aNTEhvX79Oi5duoRt27Zh0qRJkv7dunXD3//+d8ybN69V42dmZsLExASDBw9GaWkpdu/eDXNzc3Gua9euQafT4ejRoxg0aJDkWKVSieTkZLi4uOCFF17Ak08+2eJ869atw40bN/D8889DEAQAgE6ng0ajEa8xERHRn0G7Wkn8PY1GgylTpqCgoAD5+fnIz89HQUEBrl+/jq1bt+LUqVNYunQpCgsLYTAYcPHiRSQnJ8PDw6NV44eGhiI1NRWHDh1CQ0MDioqKsHDhQoSEhDR7TL9+/eDn54clS5bc9fkNGzYMhw4dQm5uLjw9PQEAffr0waVLl7Bz5857niTq9XrU1dWJRa/XIzMzE/X19Thx4oTkGje1wtdo7ty5+Pzzz/Hzzz83O1dtbS02btyImTNn4t1334WNjQ3Wrl0LR0dHnD59Wpzrxx9/bHZ7GwC6du2Kl156Ce+//36rzlGj0eDtt9/G999/L86Rk5ODU6dOcQuZiIj+VNptkvjbb79hz549mDVrFtRqtVicnZ0RHh4OjUYDCwsLfPvtt/D09IRCoYCbmxsUCgVSU1NbNceIESOwYsUKvPrqq1AqlfDx8YGXl1eLCck777yDVatWSZ6AValUkvf2zZ49u8X53d3dYTAY4OrqCoVCIdZ7e3vj4sWLTSaJdzJPo2effRadOnUSS2RkJDQaDV544QX07NlTcp1nzZqFPXv2oKSkpMkYZs2aJXli+dY2S0tLdO/eHUlJSVi5ciX++c9/Arj5vsXXXnsNdnZ2krneeOMNrF+/Xnw35e9FR0cjOzsbeXl5Yt1TTz0luQ6TJk3CN998g19++QVvvvmmZPwBAwbgmWeeadUDLERERO2FYDAYDA86CKL2pri4GE5OThj52ifoZNnlQYdzW9tjgx90CERE9Ado/NtUVFQER0fHFvu325VEIiIiIrpzTBIfYk8//bTsZ/QUCgWmT5/+oEMjIiKidq5dP938qPv9bw7Toyfl3WdbtaRPRET0sOFKIhERERHJMEkkIiIiIhkmiUREREQkw3sSie6jiNhtfAUOERE9kriSSEREREQyTBKJiIiISIZJIhERERHJMEkkIiIiIhkmiX9ivr6+MDMzg0KhQJcuXeDv74/Tp08DAMrLy2Fqaorx48fLjsvJyYGPjw+USiWUSiUGDhyIrKwspKeni78K07lzZwiCIPmlmMLCQvj6+iIpKUky3rlz5yAIAurq6gAAERERMDU1hUKhgFKphLe3N44cOSLr//tfoomPj7/t+e7btw9qtVpWHxERgTlz5kjq9Ho9bG1t4ebm1ppLSURE1O4wSfyTS0hIQE1NDc6fPw9ra2tEREQAANLS0mBhYYGsrCyUl5eL/aurqzF27FhMmzYNWq0WZWVlWL58OSwtLREaGoqamhrU1NTg2LFjACB+rqmpQbdu3VodV3R0NGpqalBeXg5vb28EBQXJ+mi1Wsn40dHRd3cxbrFjxw7U19ejoKAA+fn592xcIiKiRwWTRAIAKBQKhIWF4cSJEwAAjUaDmJgY9OzZE2lpaWK/n376CXq9HuHh4ejQoQM6duwIHx8feHt735e4TExMMHXqVBQXF0uS1ftNo9Hg+eefx6hRo6DRaFrsX11djeLiYrGUlpb+AVESERHdP0wSCcDNJGfdunUYMGAAjh07hoKCAoSEhCAsLEySJLm6usLMzAwhISHYsWPHfU/c6urqkJKSgi5dusDa2vq+ztWorKwM2dnZCAsLQ1hYGNLT01FfX3/bY+Lj4+Hk5CQWd3f3PyRWIiKi+4VJ4p9cdHQ0rK2t8dhjj+HatWtITU2FRqPBsGHD4OTkhNDQUBQUFIjbx5aWlsjJyYG5uTlef/11qNVqDB8+HL/88ss9jSshIQFKpRLm5uZITU3Fpk2b0KGD9N3varVavC9SqVRi9+7dLY578eJFyTFKpRIZGRmSPuvWrYOTkxO8vLwQGBiIuro6bN++/bbjRkdHo6ioSCy5ubltP2kiIqKHCJPEP7n4+HhUVlaipKQEW7Zsgb29PTIyMjB16lQAgLOzM7y8vGSricnJyTh//jzOnj0LU1NTsX9LTExMoNfrJXV6vR6CIMDY2Fisi4qKgk6nQ0lJCXr27NnkfYEXLlyATqcTy5gxY1qc39bWVnKMTqdDSEiIpI9Go0FYWBgAoHPnzggMDGxxy9nS0hKOjo5isbOzazEWIiKihxmTRJLYunUrKisrERMTA7VaDbVaje+++w4ZGRm4du2arH/37t0xc+ZMFBQUtGr8bt264ddff5XUnT17Fvb29jAxMZH1V6vVWLNmDebOnfuH3OeXm5uLH374AStXrhTPf+vWrdi1axfvMyQioj8VJokkodFoMGXKFPGp3vz8fBQUFOD69evYunUrTp06haVLl6KwsBAGgwEXL15EcnIyPDw8WjV+aGgoUlNTcejQITQ0NKCoqAgLFy6Urebdql+/fvDz88OSJUvu1Wk2S6PRwMvLCz/++KN4/j/99BO6d++OdevW3ff5iYiIHhZMEkn022+/Yc+ePZg1a5a4iqZWq+Hs7Izw8HBoNBpYWFjg22+/haenJxQKBdzc3KBQKJCamtqqOUaMGIEVK1bg1VdfhVKphI+PD7y8vPD+++/f9rh33nkHq1atkqzmqVQqyXsSZ8+efVfnX1dXh08//RRvvPGG5PzVajVee+21Vj3lTERE1F4IBoPB8KCDIGpviouL4eTkhJGvfYJOll0edDi3tT02+EGHQEREf4DGv01FRUVwdHRssT9XEomIiIhIpkPLXYgeHU8//TQOHDggqw8LC5P9HOAfIeXdZ1v1rzUiIqKHDZNEaleys7MfdAhERETtArebiYiIiEiGSSIRERERyXC7meg+iojd9oc+3cwnlYmI6F7hSiIRERERyTBJJCIiIiIZJolEREREJMMkkYiIiIhkmCQSERERkQyTxAfI19cXgiDg0KFDkvqoqCgIgoCkpCScO3cOgiBAoVBISnx8vOSYzMxMCIKAhIQE2TyCIMDFxQV6vV6sS0pKgq+vb4sxRkREwNTUFAqFAkqlEt7e3jhy5IjYXlZWhldeeQUODg5QKBTo1asXZs2aBa1W2+K4c+bMaTLWU6dOAQBSUlJgbGwsO/ejR482OYZer0dsbCz69u0Lc3NzqNVqDBs2DOnp6a2ed/r06eI8ZmZmkvn79evX4vUiIiJqL5gkPmCurq5ITU0VP+v1emzYsAG9evWS9NNqtaipqRFLdHS0pF2j0cDGxgYpKSlNzqPT6ZCcnHxHMUZHR6OmpgYXL17E4MGDERgYCIPBgMrKSnh6eqKyshJff/01Ll++jIMHD8LKykqSSN6NQYMGSc67pqYGgwYNarLv5MmT8emnn2LVqlW4dOkSiouL8cEHHyArK6vV8yUlJYnzJCQkwMfHR/x88uTJe3JOREREjwImiQ9YaGgoNm/ejKtXrwIAdu7cif79+8PBwaHVY5SVlSErKwurV6/GiRMnkJeXJ+szZ84cLFq0SJznTpiamuLFF19EaWkpKioqsHz5cnTq1Anr16+Hi4sLBEGAWq3GggULMHbs2Due50588cUXyM7OxrZt2+Dt7Q0zMzN06NABPj4+kpXE+6W6uhrFxcViKS0tve9zEhER3U9MEh8wW1tbeHp6IjMzE8DNLdaIiIg2jZGWlgZnZ2dMmDABw4cPh0ajkfUJCAiAs7MzEhMT7zjWuro6rFmzBt26dYNKpcKePXswYcIEGBsb3/GY98rnn38Od3d3dO/e/YHMHx8fDycnJ7G4u7s/kDiIiIjuFSaJD4GIiAikpqaivLwcOTk5CAwMlPVRq9VQKpVi2b17t9im0WgQGhoKAAgLC0NGRgbq6+tlY8TGxmLJkiXQ6XRtii8hIQFKpRLdu3fHiRMnsHXrVgBARUUF7O3t2zRWU+PeWn7v22+/lfW5cuWKrJ9Wq5XFolKpoFQqYWZmhp9++qlN87ZVdHQ0ioqKxJKbm3vXYxIRET1ITBIfAuPGjUNeXh7i4uIQGBgIMzMzWZ8LFy5Ap9OJZcyYMQCAo0eP4uTJkwgLCwMATJw4EbW1tdi2bZtsjKFDh2LIkCFYunRpm+KLioqCTqdDWVkZPv/8c7i5uQEAunTpgpKSkjaerXzcW8vvDRw4UNanc+fOsn4qlUoWi1arhU6nw7Vr19DQ0NCmedvK0tISjo6OYrGzs7vrMYmIiB4kJokPAVNTUwQHB2PZsmVt3mrWaDQQBAFeXl5Qq9Xo3bs39Hp9k1vOALB48WIkJiairKzsruMePXo0tmzZIknAHpSRI0fi6NGjKCwsfNChEBERtQtMEh8S8+bNw969e+Hh4dHqY+rq6rB+/XqsWLEC+fn5Ytm8eTN2797d5MMTbm5uGDduHFauXHnXMc+aNQtXrlxBaGgozp49C4PBgIsXL2LRokVteqL4XvDz84Ofnx+ee+45HDp0CNeuXcP169dx8ODBPzQOIiKi9oJJ4kPC1tYWI0aMaLZdpVJJ3hU4e/ZsZGZmwsjICNOmTYNarRZLQEAA+vbti7Vr1zY51qJFi1BVVXXXMVtbW+Pw4cOwsLCAt7c3LCws4OnpCZ1Oh8GDB9/1+MDN7fTfvyex8SGf39u0aROCgoIwbdo0WFtbw8nJCXPnzkVGRgZcXV3vSTxERER/FoLBYDA86CCI2pvi4mI4OTlh5GufoJNllz9s3u2xwX/YXERE9Ghp/NtUVFQER0fHFvtzJZGIiIiIZDo86ADowSosLETfvn2bbMvOzoaPj89DNe6jJuXdZ1v1rzUiIqKHDZPEP7lu3bqhpqbmkRmXiIiI/hjcbiYiIiIiGSaJRERERCTD7Wai+ygidhufbiYiokcSVxKJiIiISIZJIhERERHJMEkkIiIiIhkmiUREREQkwySRRDk5OfDx8YFSqYRSqcTAgQORlZWFc+fOQRAE8beTnZycEBMTg4aGhhbHXLBgAQRBwJo1ayT1arUa+/btAwCkpKRgyJAhsmN9fX2RlJQEANi3bx8EQYCfn5+kT3l5OUxNTaFWq8W6iIgImJqaivH269cPmzZtEtt/fz6NJT4+XozH2NgYCoUClpaW+Otf/9rs72ATERG1V0wSCQBQXV2NsWPHYtq0adBqtSgrK8Py5cthaWkp9tFqtaipqcHevXuRlpaG//znP60a28bGBgsXLsS1a9fuKkYbGxscP34cxcXFYl16ejp69uwp6xsdHY2amhpcvnwZy5YtQ2hoKEpLSyV9Gs+nsURHR4ttgwYNQk1NDaqqqhAXF4eXXnoJp0+fvqv4iYiIHiVMEgkA8NNPP0Gv1yM8PBwdOnRAx44d4ePjA29vb1nfPn36wMvLC3l5ea0ae9SoUbC1tcW//vWvu4rRxMQEwcHBklW9lJQUhIeHN3uMIAjw9/eHpaUlfv755zbPKQgCAgICoFQqcfz48Wb7VVdXo7i4WCy/T0iJiIgeNUwSCQDg6uoKMzMzhISEYMeOHSgvL2+27w8//IADBw6gV69erRpbEAQsXrwYixcvvuuf6ouIiEBqaioAID8/H3V1dfDw8Gi2f0NDA3bs2IFr166hX79+bZ6voaEBmzdvRkVFxW3PNz4+Hk5OTmJxd3dv81xEREQPEyaJBACwtLRETk4OzM3N8frrr0OtVmP48OH45ZdfxD5qtRrm5ubo168f/Pz88Prrr7d6fD8/Pzz++OPifX93asCAAejYsSO++eab264iJiQkQKlUQqFQ4LnnnsO8efPQpYv0pdZqtVq8/1KpVGL37t1i27fffgulUgkzMzNMnjwZK1aswJNPPtlsXNHR0SgqKhJLbm7uXZ0nERHRg8YkkUSurq5ITk7G+fPncfbsWZiammLq1Kli+4ULF1BTU4OUlBTk5OTgypUrbRo/NjYWy5YtQ0VFhaTexMQEer1e1l+v18PExERWHxERgdWrV2PDhg144YUXmpwrKioKOp0OtbW1+Omnn5CSkoLk5GRJnwsXLkCn04llzJgxYtvAgQOh0+lQVVWFl19+GV9++eVtz83S0hKOjo5isbOzu21/IiKihx2TRGpS9+7dMXPmTBQUFEjqjYyMEB4ejoEDB2LhwoVtGnPw4MEYMWIEYmNjJfXdunVDYWGh5Glpg8GAc+fOoXv37rJxwsLCkJaWhv79+8PBwaHFeV1cXPDMM89g69atbYoXADp16oSEhAR89913d3Q8ERHRo4pJIgEATp06haVLl6KwsBAGgwEXL15EcnJys/f7vfvuu/j3v//d5gc0PvzwQyQlJeHy5ctinbu7O5RKJd5//33U1tairq4OsbGxMDExgZeXl2wMW1tb7N+/X3w9TksKCwuRnZ2Nxx9/vE2xNurYsSOio6OxYMECGAyGOxqDiIjoUcMkkQAAFhYW+Pbbb+Hp6QmFQgE3NzcoFArxIZHfc3Nzw9ChQ7FkyZI2zdO3b18EBQWhtrZWrOvYsSN27tyJY8eOoXv37nBycsLXX3+NrKwsdOrUqclxhgwZAmdn52bniY+PF99/6OHhgWHDhuEf//iHpI9KpZK8J3H27NnNjjdt2jQUFRVxNZGIiP40BAOXRojuueLiYjg5OWHka5+gk2WXlg+4R7bHBv9hcxER0aOl8W9TUVERHB0dW+zPlUQiIiIikmGSSHft9z9v11jS09MfdGhERER0hzo86ADo0Xe3L8huz1LefbZVS/pEREQPG64kEhEREZEMk0QiIiIikmGSSEREREQyvCeR6D6KiN32h70Ch6+/ISKie4kriUREREQkwySRiIiIiGSYJBIRERGRDJNEIiIiIpJhkngf+fr6QhAEHDp0SFIfFRUFQRCQlJSEc+fOQRAE2a+VxMfHS47JzMyEIAhISEiQzSMIAlxcXKDX68W6pKQk+Pr6thhjREQETE1NJXOrVCqxvUePHlAqlbh06ZJYt2vXLvTo0QMAMH36dEyaNEk27qVLl9CxY0ccOXLktvPHxcXBxcUFFhYWUKvVGDt2LC5fviy25+bmws/PDxYWFrCwsICfnx9yc3MlY/To0QO7du0CAOzbtw9qtbrZ+dLS0uDm5gZzc3N07doV4eHhKC0tlfSpqanB22+/DWdnZ3Tu3Bk9evTASy+9hHPnzt32XIiIiNoTJon3maurK1JTU8XPer0eGzZsQK9evST9tFotampqxBIdHS1p12g0sLGxQUpKSpPz6HQ6JCcn31GM0dHRkrm1Wq2k3djYGEuWLGny2MjISGzfvl2SRAJARkYGXFxcMHjw4GbnXbt2LVavXo2srCxcvnwZBQUFkoTzyJEjGDFiBPz9/VFcXIzi4mL4+/tjxIgRLSafTVmxYgVmzZqFRYsWQafT4fvvv0dDQwO8vLyg0+kAAPX19Rg1ahSOHTuGbdu2obq6Gnl5eXjiiSewd+/eNs9JRET0qGKSeJ+FhoZi8+bNuHr1KgBg586d6N+/PxwcHFo9RllZGbKysrB69WqcOHECeXl5sj5z5szBokWLxHnupZiYGHzyyScoKSmRtQ0ePBg9e/bEp59+KqlPTU1FZGTkbcfNzc3F6NGj0adPHwCASqVCREQELCwsxHnDwsIwe/ZsWFlZwcrKCrNnz0ZoaChiYmLadA7V1dWYN28eVq5ciYCAAJiamsLe3h6pqakwMzPD8uXLAdxcaTx79iy2bt2Kv/3tbzA2Noa1tTXeeOMNTJs27bbjNyayxcXFstVJIiKiRw2TxPvM1tYWnp6eyMzMBACkpKQgIiKiTWOkpaXB2dkZEyZMwPDhw6HRaGR9AgIC4OzsjMTExHsQtdQTTzyB5557DosWLWqyPTIyUrLCefLkSeTn52Pq1Km3HdfT0xNpaWmIjY3FN998g/r6erGttrYWBw8exOTJk2XHBQcH4+DBg21KiA8fPoyrV69i4sSJknojIyMEBQVhz549AIA9e/bA399fTFRbKz4+Hk5OTmJxd3dv0/FEREQPGyaJf4CIiAikpqaivLwcOTk5CAwMlPVRq9VQKpVi2b17t9im0WgQGhoKAAgLC0NGRoYkoWoUGxuLJUuWiFunrZWQkCCZe/jw4bI+CxcuxNq1a3HmzBlZ29SpU5GXl4cff/wRwM1VRH9//9veGwgAISEhWLVqFfbv34/Ro0dDpVLhrbfewo0bN1BZWYmGhgbY29vLjrOzs0NDQ4Nsi/t2tFotVCoVTExMmhyvcYu9oqKiyTlbEh0djaKiIrH8/r5JIiKiRw2TxD/AuHHjkJeXh7i4OAQGBsLMzEzW58KFC9DpdGIZM2YMAODo0aM4efIkwsLCAAATJ05EbW0ttm3bJhtj6NChGDJkCJYuXdqm+KKioiRzf/XVV7I+Li4uCA8Pxz/+8Q9Zm1qthr+/P1JSUnDjxg2kpaW1uNXcKDg4GLt27UJlZSU2btyINWvWIDk5GdbW1jAyMmpyi7u0tBRGRkawtrZu9TmqVCpotVrJwz23jtf4sE6XLl2anLMllpaWcHR0FIudnV2bxyAiInqYMEn8A5iamiI4OBjLli1r81azRqOBIAjw8vKCWq1G7969odfrm9xyBoDFixcjMTERZWVl9yByqfnz52Pbtm04fvy4rC0yMhJpaWnIzs6GXq9HQEBAm8Y2NjbG6NGjMXLkSBQUFMDc3Byenp747LPPZH03bNgAT09PmJubt3p8Dw8PmJmZYdOmTZL6hoYGbNy4EaNGjQIAjB49Grt370ZNTU2b4iciImpvmCT+QebNm4e9e/fCw8Oj1cfU1dVh/fr1WLFiBfLz88WyefNm7N69u8mHI9zc3DBu3DisXLnyXoYP4Oa27IwZMxAXFydrCwgIQH19PWbOnInQ0NAmt3V/T6PRYPv27aiqqoLBYMDhw4exb98+8RrFxcVh3bp1WLZsGaqrq1FVVYX4+HikpaU1GcOt6urqJEWhUGDhwoWYOXMmduzYgfr6epSUlCA8PBy1tbWYNWsWgJvb+T169MD48eNx8uRJ3LhxA1VVVfjkk0+wZs2aO7hqREREjyYmiX8QW1tbjBgxotl2lUoleVfh7NmzkZmZCSMjI0ybNg1qtVosAQEB6Nu3L9auXdvkWIsWLUJVVVWrY4uPj5e9p7GioqLJvjExMbhx44as3sTEBKGhoTh37lyrV0uVSiWWLFkCZ2dnWFlZITIyEu+99x5CQkIA3Fz9++KLL5CdnQ0HBwc4OjoiKysLX3zxxW2T7bKyMnTq1ElSvvzyS0RHR+Ojjz7C3LlzoVQq0b9/fwDAoUOHYGNjA+Dmqu/evXvh5uaGsWPHwtLSEv3790d+fj78/PxadV5ERETtgWAwGAwPOgii9qa4uBhOTk4Y+don6GTZ5Q+Zc3ts8B8yDxERPZoa/zYVFRXB0dGxxf5cSSQiIiIimQ4POgC6vwoLC9G3b98m27Kzs+Hj43Nf558+fTrS0tJk9T4+PsjOzr6vcz8MUt59tlX/WiMiInrYcLuZ6D5o65I+ERHR/cbtZiIiIiK6a0wSiYiIiEiG9yQS3UcRsdvu+9PNfKqZiIjuB64kEhEREZEMk0QiIiIikmGSSEREREQyTBKJiIiISIZJIhERERHJtDlJ9PX1hZmZGRQKBbp06QJ/f3+cPn0aAFBeXg5TU1OMHz9edlxOTg58fHygVCqhVCoxcOBAZGVlIT09HQqFAgqFAp07d4YgCOJnhUKBwsJC+Pr6IikpSTLeuXPnIAgC6urqAAAREREwNTWFQqGAUqmEt7c3jhw5Iut/69gKhQLx8fG3Pd99+/bByMhI7K9Wq/H666+jvr5eck1uja+6uhozZ86Evb09zM3N8dhjjyEhIQG3vrd8wYIFEAQBH374oWS+zMxMCIKAKVOmyGJxc3ODra0t9Hq9pP63335DcHAwbG1tYWlpiT59+mDJkiVi+44dO/DUU0/BysoKNjY28Pb2xtGjR2973r+/Xk5OToiJicGNGzfEc/79fwc//fRTs9etsWzatEk8fxMTE1hYWMDKygouLi6YNm0afvnlF0kcgiDg1KlT4uczZ84gJCREPNe//vWvWLBgAc6fPy+Zx8jICJ06dRI/p6enIyUlBcbGxrKYGq9F439DFhYWUCqVeOyxx/Dmm2+irKzstteKiIioPbqjlcSEhATU1NTg/PnzsLa2RkREBAAgLS0NFhYWyMrKQnl5udi/uroaY8eOxbRp06DValFWVobly5fD0tISoaGhqKmpQU1NDY4dOwYA4ueamhp069at1XFFR0ejpqYG5eXl8Pb2RlBQkKyPVquVjB8dHd3iuLa2tmL//Px85OTkYOXKlU32ra+vh5+fH06fPo2vv/4a1dXVSE5ORmJiomwuV1dXrF27VlKXkpKCPn36yMbNy8tDQUEB6uvrsXPnTknb1KlToVKpcObMGVRWVmLLli3o2bMngP9Lqj788ENUVlaiuLgY8+bNQ8eOHVs8b+D/rteuXbuQmpqK5ORksa3xv4OioiJ07doVL774YrPXrbFMnDhRbJ84cSIuX76MqqoqfPXVV7CwsMBTTz2FH374oclYzp49C3d3d3Tp0gXfffcdqqurkZ2dDa1WC51OJ5nH1tYW2dnZ4ufQ0FAAwKBBg2QxDRo0SJwjOjoaly9fhk6nw9atW6HVavHUU0/hwoULrbpeRERE7cVdbTcrFAqEhYXhxIkTAACNRoOYmBj07NlT8nu9P/30E/R6PcLDw9GhQwd07NgRPj4+8Pb2vrvom2FiYoKpU6eiuLhYkqzeC2q1Gn5+fjh58mST7enp6Th79iw2bdqEXr16oUOHDvD29kZ6ejoSExNx5swZse+TTz6Jjh07IicnB8DNldicnJwmV2I1Gg38/PwwZcoUaDQaSVtubi4iIiJgYWEBY2Nj9O3bF5MmTQJwM7l0cnKCv78/jIyMYG5uDn9/f/Tv379N592vXz8MHTpU/K5vZW5ujilTpiAvL69NY96qW7duWL58OTw9PfHPf/6zyT4LFiyAu7s7Vq5cKf6cUI8ePfDxxx/jiSeeuOO5m9OnTx+kpqbCxsYGy5Ytu23f6upqFBcXi6W0tPSex0NERPRHuqsksbq6GuvWrcOAAQNw7NgxFBQUICQkBGFhYZJExtXVFWZmZggJCcGOHTvueeL2e3V1dUhJSUGXLl1gbW19T8f+7bffsHv3bgwZMqTJ9j179uDpp5+GhYWFpN7DwwMODg7Yu3evpD4iIgKpqakAbiaYgYGBMDMzk/Spr69HRkYGwsLCEBYWhqysLMkWqKenJ2bMmIG0tDScPXtWcuxTTz2FM2fOYMaMGfj8889RVVV1R+ddUFCAr7/+GgMGDJC1Xb58Genp6ejVq9cdjX2roKAgfP3110227dmzR0x+/ygdOnTAc88912xMjeLj4+Hk5CQWd3f3PyhCIiKi++OOksTo6GhYW1vjsccew7Vr15CamgqNRoNhw4bByckJoaGhKCgoELePLS0tkZOTA3Nzc7z++utQq9UYPny47P6zu5WQkAClUglzc3OkpqZi06ZN6NBB+qMyarVavC9SqVRi9+7dLY578eJFKJVKWFlZwdHREQqFAs8//3yTfbVaLezt7Ztss7Ozg1arldSFhYVh8+bNYmLbuHV/q23btqGurg7jx4+Hl5cXnJycJCu1n332Gfz8/BAXFwdXV1e4urpi165dAABnZ2ccOHAAly5dwgsvvACVSoXx48e3+j47tVoNa2trBAYG4tVXX0VkZKTYFh0dDSsrK1haWiI3N1cS063X7dby448/3nY+e3t7XLp0qcm2ioqKZq9ta3377beymK5cuXLHMTWKjo5GUVGRWHJzc+8qTiIiogftjpLE+Ph4VFZWoqSkBFu2bIG9vT0yMjIwdepUADcTEy8vL9lqYnJyMs6fP4+zZ8/C1NRU7N8SExMT2cMaer0egiDA2NhYrIuKioJOp0NJSQl69uyJ/Px82VgXLlyATqcTy5gxY1qc39bWFjqdDlVVVaipqcGQIUPw9NNPN9lXpVKhpKSkybbS0lKoVCrZ2B4eHliwYAHq6urg4eEhO06j0WDChAnigz2hoaGSa6tUKvHBBx/g+PHjqKioQGBgIIKCgsTEZtCgQcjIyEBpaSny8/NRWFiIqKioFs8buHm9Kisr8fPPP4sP2zSKj49HVVUVfv75ZxgZGeHnn39u8rrdWv7617/edr6SkhLY2Ng02dalS5dmr21rDRw4UBZT586d7zimRpaWlnB0dBSLnZ3dXcVJRET0oN2TV+Bs3boVlZWViImJgVqthlqtxnfffYeMjAxcu3ZN1r979+6YOXMmCgoKWjV+t27d8Ouvv0rqzp49C3t7e5iYmMj6q9VqrFmzBnPnzr3n94Z17twZL774Ig4dOoSKigpZ+6hRo5CdnY3Lly9L6g8fPozi4mKMHDlSdkxERATi4uIQHh4uaystLcXu3buRmZkpXtuPP/4YJ0+ebPIJZSsrK8yfPx9XrlyRXTPg5r2FL774YquvfWv06tULK1aswIwZM3D16tW7GmvTpk0YOnRok22jR4/Gxo0b72r8trpx4wa2bt3abExERETt1T1JEjUaDaZMmYKCggLk5+cjPz8fBQUFuH79OrZu3YpTp05h6dKlKCwshMFgwMWLF5GcnNzkqllTQkNDkZqaikOHDqGhoQFFRUVYuHAhQkJCmj2mX79+8PPzk7wK5l5o3Ba2s7NrcnVp6tSp6N69OyZOnIgzZ87g+vXrOHjwIMLCwjBjxowm79sLCAjAnj178Oqrr8ra1q5dC0dHR5w+fVq8tj/++COGDh0qribGxMTg+PHjuH79Oq5evYrly5eLtwMcPHgQSUlJ4tO558+fR3p6equvfWs9/fTT+Mtf/oJ///vfd3R8UVER3n77bRw4cOC2D64cOXIEUVFR4opiYWEh3nzzTRw/fvyOY2/Ozz//jMjISGi12lY9BU9ERP+/vXsPiuo8/wD+XWBBXFgWLwiGiyUaQ0CFGYOiKMpFYiDWCCEuNYKJRgSrpVZpJi3GGFEzmhDStME2gSYjUrCIpKKiBoyKNpTGMUqQmFJvgSKIN0Tk8v7+yLA/14Nc9gIb8v3MnBl5z3vefR4O593Hc/acpcFE7yLx6tWrKCoqQmJiouZMl6OjI372s58hJiYGGRkZsLW1xb/+9S9MmzYNNjY28Pb2ho2NjeaGjZ4EBgbivffew4oVK6BSqTBjxgxMnz4dGzZs6Ha7pKQk7NixQ+ts4ogRI7SekbdmzZoeX7+urk7T38nJCeXl5fjss8+0Lr12srS0xOHDhzFu3Dj4+/vD1tYWr7zyCuLj4/Hee+91Ob5cLkdwcDBUKpVkXWZmJuLj4+Hk5KT1+121ahV27dqFe/fuobm5GZGRkbC3t4eLiwtKSkpQWFgIhUIBlUqFwsJCeHt7Q6FQwN/fHz4+Pj3erauLpKQkbN26VXM28cHfW+eSlpam6f/3v/8dNjY2UCqVmDlzJhoaGlBeXg4vL68ux3d3d8c///lP/O9//8OkSZOgVCoRGhqK4cOH9/qmmbKyMklM+fn5mvXvvPMObG1toVQqER4eDpVKhfLycl4+JiKinxyZePAJz0RkEFeuXIGLiwuC4j+AtXK4UV/rs80vGnV8IiIaHDrfmy5fvqx5lFx3+LV8RERERCRh0XOXwW/u3Lk4duyYpH3RokWSrwMcTOLi4iSPrQGAGTNmYP/+/QMQ0eCT+dq8Xv1vjYiIyNTwcjOREfT1lD4REZGx8XIzEREREemNRSIRERERSbBIJCIiIiIJFolEREREJMEikYiIiIgkWCQSERERkQSLRCIiIiKSYJFIRERERBIsEomIiIhIgkUiEREREUmwSCQiIiIiCRaJRERERCRhMdABEA1GbW1tAICampoBjoSIiOgHne9Jne9RPWGRSGQE1dXVAABfX98BjoSIiEjbtWvXMGbMmB77sUgkMgIXFxcAQGlpqebfP2Y1NTXw9fXFl19+CScnp4EORy/MxXQNpnwGUy7A4Mrnp5xLW1sbrl27hgkTJvRqfBaJREYwZMgQAD8Ui87OzgMcjeE4OTkNmnyYi+kaTPkMplyAwZXPTzWX3pxB7MQbV4iIiIhIgkUiEREREUmwSCQyAqVSifXr10OpVA50KAYxmPJhLqZrMOUzmHIBBlc+zKX3ZEIIYZSRiYiIiOhHi2cSiYiIiEiCRSIRERERSbBIJCIiIiIJFolEREREJMEikaiPKisrERISAoVCAUdHR6xbtw7379/vcTshBLZs2QJXV1dYW1vDz88Pp06d6oeIu6dLPjU1NVi3bh28vb1ha2sLZ2dnREdH4+LFi/0Uddd03TcPSk1NhUwmQ3h4uJGi7B19crl69SpiYmIwcuRIWFtbw8PDAzt37jRyxN3TNZ+GhgbExcXB1dUVCoUCXl5e+PDDD/sh4ke7cOEC4uLi4O3tDQsLC3h5efVqO1OcA3TJxVSPf0D3ffMgU5kD9MnFUHMAv3GFqA8aGxsRGBiIcePGIS8vD1evXsWvf/1r3L17F3/4wx+63Xbr1q1Yv349tmzZgokTJ+KDDz7AnDlzcPr0abi7u/dTBtp0zae8vBx5eXl4+eWXMXXqVNTX12Pjxo3w9fXF2bNnMXLkyH7M4gf67JtOtbW12LBhAxwcHIwcbff0yaWmpgZ+fn4YP348duzYAaVSiXPnzqGlpaWfopfSJ58XXngBlZWVSElJgaurKwoLC7FixQqYm5tj2bJl/ZSBtnPnzmHfvn2YMmUKOjo60NHR0avtTHEO0CUXUzz+O+m6bzqZyhwA6J6LQecAQUS9lpKSIhQKhWhoaNC0paenC3Nzc3H16tVHbtfc3CyUSqV47bXXNG0tLS3Czc1NrFixwqgxd0fXfBobG0Vra6tW2+XLl4VMJhPbtm0zWrzd0TWXB7300kti8eLFIiAgQISFhRkr1B7pk8uiRYvEtGnTRFtbm7HD7DVd86mpqREAREZGhlb7zJkzRWBgoLHC7VF7e7vm3zExMcLT07PHbUx1DtAlF1M8/jvpks+DTGUOEEL3XAw5B/ByM1Ef7N+/H8HBwRg2bJimLSoqCh0dHSgqKnrkdqWlpbh16xaioqI0bZaWlliwYAEKCwuNGnN3dM1HpVLBwkL7QoSzszNGjhyJ77//3mjxdkfXXDodP34c+fn52LJlizHD7BVdc7l16xZycnIQHx8Pc3Pz/gi1V3TNp7W1FQBgZ2en1W5nZwcxgI/4NTPr+1unqc4BuuRiisd/J13y6WRKcwCgWy6GngNYJBL1QWVlJZ588kmtNpVKBScnJ1RWVna7HQDJth4eHrh06RKam5sNH2wv6JpPV6qqqlBXVwcPDw9Dhthr+uTS3t6OlStX4vXXX4eTk5Mxw+wVXXP597//jfv370MulyMgIAByuRyOjo5ISkrSFFwDQdd8XFxcMGfOHKSkpKCiogK3b99GTk4OioqKkJCQYOywDcpU5wBDGejjX1+mNgfoytBzAItEoj5obGyESqWStNvb2+P69evdbmdlZYUhQ4ZIthNCoLGx0dCh9oqu+TxMCIFVq1Zh9OjRUKvVBoyw9/TJ5Y9//COampqQmJhopOj6RtdcamtrAQBLly7F5MmTUVRUhMTERKSmpiI5OdlY4fZIn32Tl5eHUaNGwdPTE0qlEtHR0Xj33XcRERFhpGiNw1TnAEMwheNfX6Y2B+jK0HMAb1whIr298cYbOHLkCA4cOACFQjHQ4fRJXV0dkpOT8cknn8DS0nKgw9FL5wfbg4ODsX37dgDA7Nmzcfv2bWzbtg3JycmwtrYeyBD7RAiBJUuW4Ntvv0VWVhacnJxw6NAh/OpXv4K9vT0WLlw40CESftzHP8A5oDs8k0jUB/b29rh586akvbGxUevzVl1t19LSgnv37km2k8lksLe3N3isvaFrPg/685//jDfffBPp6ekICgoydIi9pmsuycnJmDhxImbMmIEbN27gxo0baGtrQ1tbm+bf/U2fvzMACAwM1GoPCgpCS0sLLly4YNhAe0nXfPbt24fc3Fzs3r0barUas2bNwqZNm7B48WKsWbPGmCEbnKnOAfoyleNfH6Y4B+jK0HMAi0SiPnjyyScln6G6efMmampqJJ81eng7ADh//rxWe2VlpeaZaQNB13w67dmzBytWrMCbb76Jl19+2Vhh9oquuVRWVuKLL76Avb29Zjlx4gQOHjwIe3t7HD582NihS+iay1NPPdXtuA8XKP1F13wqKipgbm4ueT6cj48Pvv/+e9y9e9co8RqDqc4B+jCl418fpjgH6MrQcwCLRKI+mDt3Lg4fPowbN25o2nJzc2FmZoY5c+Y8crtp06ZBqVQiNzdX09ba2oq8vDw8++yzxgy5W7rmAwAlJSVQq9VYtmwZfv/73xs50p7pmktqaiqKi4u1lkmTJmHq1KkoLi6Gr69vP0SvTddc3NzcMGHCBMmb2qFDh2Btbd3jG4ix6JNPe3s7zpw5o9VeXl4OBwcHDB061FghG5ypzgG6MrXjXx+mOAfoyuBzgN4P0SH6Cbl+/bpwcnISAQEB4uDBg+Ljjz8WKpVKJCQkaPULDAwUjz/+uFbb5s2bhZWVlUhNTRVHjhwRERERwtbWVnz33Xf9mYIWXfOpqKgQdnZ2wsvLS5w4cUKcPHlSs1y4cKG/0xBC6LdvHjbQz0jTJ5eCggIhk8nE6tWrRVFRkdi0aZOQy+Xi9ddf788UtOiaz61bt4Srq6sYO3as+PTTT8Xhw4fFunXrhJmZmdi4cWN/p6HR1NQkcnNzRW5urpg1a5ZwcXHR/FxXVyeE+PHMAbrkYorHfydd983DBnoOEEL3XAw5B7BIJOqjiooKERQUJKytrYWDg4P4zW9+I1paWrT6BAQECDc3N622jo4OkZKSIpydnYWVlZWYMmWKKC0t7cfIu6ZLPhkZGQJAl0tMTEz/JvAAXffNw0zhDUKfXLKzs4Wnp6ewtLQUbm5uIiUlRXR0dPRT5F3TNZ9vv/1WREVFidGjR4uhQ4cKT09PkZqaOqAPC6+urn7k339xcbEQ4sczB+iSi6ke/0Lovm8eZgpzgD65GGoOkAkxgE8kJSIiIiKTxM8kEhEREZEEi0QiIiIikmCRSEREREQSLBKJiIiISIJFIhERERFJsEgkIiIiIgkWiUREREQkwSKRiIiIiCRYJBIRmYg33ngDMpkMjz32GDo6OiTrp0+fDplMhtjY2P4PrgexsbGSuBoaGpCYmIhx48ZhyJAhcHBwgL+/P1JTUzV9/vvf/0Imk2H37t2SMbtb19raihEjRsDMzAyXLl2SrC8pKYFMJtMstra28PHxwccff4z++g6JMWPGYOXKlUYbXyaToaSkxGjjE7FIJCIyIXK5HPX19fjiiy+02i9evIiTJ0/CxsZmgCLrm7a2NgQGBiIvLw9r1qzBgQMHkJaWBh8fH3z22Wd6j3/w4EE0NDRACIFdu3Y9sl9GRgZOnjyJ3NxcjB07Fq+88gp27Nih9+sT/RRYDHQARET0/ywtLREcHIxdu3Zh1qxZmvbs7Gx4enrC3Nx84ILrg5KSEpw5cwZHjx7FzJkzNe0LFy7s8ixpX2VlZUGlUuHxxx/Hzp07kZSU1GU/Ly8vTJ48GQAQEhICDw8PvP/++1i+fLneMRANdjyTSERkYtRqNXbv3o3W1lZNW1ZWFqKjo7vs/8033+DnP/857OzsoFAoEBYWhu+++06rz/bt2/H000/Dzs4ODg4OCA8PR1VVlVaf2NhYeHl5oaSkBD4+PlAoFPD19UV5eXmfc2hsbAQAODk5SdaZmen31tPU1ISCggJERkYiNjYWX3/9Nb7++usetzM3N4ePjw+qq6sfOa5CocC2bdsk6yIjI+Hn56fpt3LlSowfPx5Dhw7FmDFjEBcXh5s3b3b7+rNmzUJ4eLhW2+nTpyWXjYUQ2LZtG5544glYWVnB3d0d7777bo/5ERkai0QiIhPz3HPPoaWlBUVFRQCAiooKnDlzBgsXLpT0/c9//oNp06bh+vXryMzMRFZWFq5du4agoCC0tLRo+l25cgUrV67E3r178Ze//AUdHR2a7R5UW1uLVatWYe3atcjJycG9e/fw/PPPaxWsveHt7Q0zMzMsXboUn3/+uVYsXeno6EBbW5vW0t7e3mXf/Px8NDU1ITo6GlFRUbCwsEBWVlav4qqursbo0aO7XKdQKDBv3jxkZ2drtd++fRv79u3TFOl3795Fe3s7Nm3ahP379+Ott97C0aNHMX/+/F7F0JPVq1cjOTkZMTEx2LdvH2JjY5GUlIQPP/zQIOMT9ZogIiKTsH79eqFQKIQQQkRHR4tFixYJIYT43e9+J/z8/IQQQkyaNEnExMRotlm8eLFwd3cXzc3Nmra6ujphY2MjPvjggy5fp62tTdy9e1fY2NiI9PR0TXtMTIyQyWTi7Nmzmrbi4mIBQBw7dqzb2GNiYrTiEkKI1NRUYWlpKQAIuVwu/P39RVpammhtbdX0qa6uFgC6XXJzc7XGffbZZ8Vjjz0m2tvbhRBChIaGCldXV9HR0SGJ+9SpU6K1tVXU19eLTZs2CQDitddee2Qee/fuFQBEVVWVpu2vf/2rMDc3F7W1tV1u09raKo4fPy4AiPPnz2va3dzcREJCgubngIAAERYWprXtV199JQCI4uJiIYQQFy5cEDKZTGu/CCFEUlKScHR01OQshNDajsgYeCaRiMgEqdVq7N27F83NzcjOzoZare6yX1FREebNmwcLCwvNGTh7e3v4+PigrKxM0+/UqVMICQnB8OHDYWFhgaFDh+LOnTuSS86jR4+Gp6en5uennnoKwA9nIvtq9erVuHjxItLT0/HCCy+gqqoKq1atQnBwsORziVu3bkVZWZnWUlBQIBmzvr4eRUVFePHFFzWXraOjo3Hp0iUcP35c0n/q1KmQy+UYMWIE1q9fj7i4OCQnJz8y5meeeQYqlUrrbGJ2djZmz56NUaNGado+/fRT+Pj4wMbGBnK5HP7+/gAg+X321eHDhwEAERERWmdVg4ODUVtbi8uXL+s1PlFfsEgkIjJBoaGhkMvlSE5ORnV1NaKiorrsV19fj9TUVMjlcq3l2LFjmoLi0qVLmDNnDtrb25Geno4TJ06grKwMDg4OuHfvntZ4KpVK62dLS0sAkPTrLUdHR7z66qvYuXMnrly5giVLluDo0aP4xz/+odXP3d0dkydP1lomTJggGS8nJwdtbW0ICwvDjRs3cOPGDcyePRtWVlZdXnL+5JNPUFZWhvPnz6OpqQl/+tOfMGTIkEfGa2lpiYiICE2R2NDQgEOHDml9HnTPnj1YvHgxfH19kZOTg1OnTmHPnj16/Z461dfXQwiBESNGaO3PkJAQAGCRSP2KdzcTEZkguVyOiIgIvPPOOwgKCtI6i/WgYcOGISwsDPHx8ZJ1tra2AIADBw7gzp07yMvL0xSBbW1tks8jGptcLkdiYiIyMjLwzTffYN68eX0eo7MQDAoKkqzLzc1FWloa5HK5ps3Dw0Nzd3NvqdVqfPTRRzhz5gxOnjwJc3NzLFiwQOt1vL29kZ6ermk7evRoj+MOGTIE9+/f12rrvMGn07BhwyCTyXD8+HFNgf6g8ePH9ykXIn2wSCQiMlFLly5FXV0dli1b9sg+wcHBOHv2LHx8fB75eJzm5mbIZDKt4qnzjJyxXL9+HUqlEhYW2m8znZdjHR0d+zzmxYsXUVpairi4OLz44ota606fPo3ExEQcOHAAzz33nO6B44e7kB0dHbFr1y6cPHkSc+fOhZ2dnWZ9c3OzpIDbuXNnj+M6Ozvj0KFDEEJAJpMBgObmpE6dxW9DQ4PeeRDpi0UiEZGJ8vX1RX5+frd9NmzYgKeffhqhoaF49dVXMWrUKNTW1uLo0aOYMWMG1Go1AgMDAQBLlizB8uXLce7cOWzfvl1yadmQPv/8cyQlJSE2Nha+vr6Qy+X46quvsHnzZri6uuL555/v85idZxHXrl0Ld3d3rXX+/v7YvHkzsrKy9C6uzM3NERUVhczMTNTV1Unudg4JCUFCQgI2btwIPz8/FBYW4siRIz2OGxkZiY8++gi//OUvMX/+fJSWlkq+TeaJJ55AQkICXnrpJaxduxZTpkxBa2srqqqqUFxc3OPfA5Eh8TOJREQ/YmPHjsWXX36J4cOHIz4+HqGhofjtb3+LpqYmTJw4EQAwYcIEZGZmory8HOHh4di1axd2796tdXbM0KZMmYLIyEjk5+dDrVYjPDwcO3bswC9+8QucOnUKSqWyz2NmZWVh+vTpkgIRACwsLBAdHY2CggLcuXNH7/jVajVqa2sxdOhQybMNly9fjjVr1uD999/HggULcPny5V49gueZZ57B22+/jYKCAsyfPx9nz57t8rE2aWlpeOutt5CdnY2wsDAsWrQIf/vb3xAQEKB3XkR9IROin77EkoiIBq3O723OzMwc0Dh+SmQyGYqLi7W+mYfIkHgmkYiIiIgkWCQSERERkQSLRCIiIiKS4GcSiYiIiEiCZxKJiIiISIJFIhERERFJsEgkIiIiIgkWiUREREQkwSKRiIiIiCRYJBIRERGRBItEIiIiIpJgkUhEREREEiwSiYiIiEiCRSIRERERSfwfpOMhdK+r8ckAAAAASUVORK5CYII=)

*shap summary*

![pred vs obs](data:image/png;base64,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)

*pred vs obs*

![cv boxplot](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAogAAAGtCAYAAACVwIWiAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAQ6wAAEOsBUJTofAAAQr5JREFUeJzt3XlYlXX+//HXUUgQQUDRKFwSE7Bc2lQSF1RAzGbEXEibUFkqZmyKappGcRmzmaZcGvuVTS5tkqSRZSODG1aY1ZSWpoBFWVBULgRqaYD37w+/nPHDDoJAPh/Xda6r87nv933e9zlHe/m5l2OzLMsSAAAA8H9aNXUDAAAAaF4IiAAAADAQEAEAAGAgIAIAAMBAQAQAAICBgAgAAAADAREAAAAGAiIAAAAMBEQAAAAYCIgAAAAwEBABNInhw4ere/fuxti0adNks9lqvY3u3btr+PDhDdvY/3nuuedks9m0Y8eORtk+qlfZd6Gu34+GcOjQIdlsNs2bN6/asQulKd4DXJwIiEADOH36tJ555hmNGjVKXl5ecnR0lKenp4YMGaJ//OMfKigoaOoWUYkNGzY0yf/kceHNmzdPGzZsaOo2amXp0qV67rnnmroNXORslmVZTd0E0JJ9/fXXuvnmm7V3714FBQUpPDxc3t7e+vHHH/Xuu+/qjTfeUP/+/fX+++83davNyvDhw3Xo0CEdOnTIPlZcXKzS0lI5OTnVahvdu3dX9+7d6z3LN23aND3//POq7K/B0tJSFRcX65JLLlGrVvxb+kKr7LOp6/fjXDabTVFRUXUOXpZl6fTp03JwcJCDg4OkszOIV1xxhebOndso/8Co7nt9Pu8BUBcOTd0A0JKdPn1aY8eO1YEDB7RmzRpNmTLFWH7vvfcqLy9PTz75ZLXb+eWXX3TmzJmL/i99R0dHOTo6NnUbkqTWrVurdevWTd1Gs/Pzzz/L0dHRHpYupAv5/SgqKpKbm5tsNluz+nPZnP6M4NeNfxYD52HVqlXat2+f7rnnngrhsIyPj4/+/ve/25+XnUN09OhRxcXFydvbW87OznrvvfckST/++KMSEhJ0xRVXqE2bNurcubNuvfVWffbZZxW2vWbNGgUGBsrT01POzs7q2rWrxo8frwMHDtjXycvLU1xcnK644go5OTmpY8eOuu666/TII49Uu29nzpxR165d1atXr0qXZ2RkyGazKTEx0T729NNPKywsTD4+PrrkkkvUqVMn3XLLLfr000+rfa3y7015H330kUaNGiUXFxd5eHjolltuMWYez5WcnKxx48apW7ducnJykqenp0aPHq2MjAxjve7du+v555+XdHZ2qexRNsNU1TmItf18zj1PLTU1VYMGDZKzs7O8vLx0xx136OTJk7V6T+ry+b3xxhsaNWqUPDw85OTkpB49eigmJkZHjhwx1luzZo0GDhwoFxcXubi4aNCgQVq7dm2F7ZWdJ/rVV18pMjJSHTt2VNu2bZWXlydJOn78uGbNmiU/Pz+1adNGnp6eGjdunPbu3VurfZOk77//XlFRUerQoYNcXFw0ePBgpaenV7puZd+Pmt6fHTt22Guef/5547MuU3Yu6969e3XTTTfJw8ND7du3l1Tz+Ybr16/XtddeK2dnZ3l7e+uee+7RiRMnauy7/Guf+1pfffWV3nrrLaPXsu97VdvKyspSZGSkOnfurDZt2qhHjx66//77VVRUZKxX9r1OT0/X0qVL1atXL7Vp00ZXXHGFFi9eXGmPuDgxgwich1deeUWSdOedd9a5dtSoUerQoYP+/Oc/68yZM7r00kt1/PhxDR48WAcOHNCtt96qoKAg5eTk6KmnntJ//vMf7dy5U71795Z09n/yt912mwYPHqy5c+eqXbt2+uabb7R9+3ZlZ2erd+/eKikpUUhIiHJzc3XXXXfJ399fJ06cUFZWlrZv366//OUvVfbXqlUr3X777Vq4cKF27typwYMHG8vLgtS0adPsY//4xz80cOBA/f73v1fHjh312WefacWKFdqyZYv27NkjX1/fOr9Pu3fv1tChQ9W6dWvNnDlTXbp00ebNmzV8+PBKQ9aTTz4pDw8PxcTEyNvbW7m5uVq5cqWCg4P11ltv6cYbb5R09jyvxYsX65133tGLL75ory9bXpm6fD5lUlNT9eSTT+qOO+7QtGnTtG3bNv3rX/+SzWbT8uXLq933unx+c+bM0YIFC+Tr66uZM2fKx8dHX3/9tTZu3Ki8vDx17NjRWK9Pnz6aO3euLMvSSy+9pFtvvVVffPFFhe/EiRMnNGTIEN1www2aP3++jh8/rnbt2qmoqEhBQUH6/PPPFRUVpX79+qmgoEDPPvusAgMD9c477+jaa6+tdv+Kioo0ZMgQ+zYGDBig/fv3a+zYsbX6rtTm/QkICNCLL76o3/3udxoyZIji4uIq3VZubq6GDRumiIgI/e1vf9N3331X4+u/+eabWrx4seLj4xUdHa1t27bpiSee0Mcff6xt27bVeQbay8tLL774ou6991517NhRs2bNMpZV5eOPP9bQoUNVUlKi+Ph49ejRQxkZGVq0aJG2bdumnTt3qm3btkbNX/7yFxUVFWn69Olq166dXnjhBd1333267LLLFBkZWae+8StlAai3Dh06WK6urnWqiYqKsiRZkZGR1pkzZ4xliYmJliRr4cKFxviOHTssSdbIkSPtYxEREZarq6v1yy+/VPlan3zyiSXJ+vvf/16nHst89tlnliQrJibGGD958qTl5uZmDRkyxBg/ceJEhW18+umnlqOjoxUfH2+MDxs2zOrWrZsxVvbenGvIkCFWq1atrA8//NAYv+OOOyxJ1rBhw2rsIT8/3+rQoYM1ZsyYGl+vzOrVqy1JVnp6un2sLp/Pl19+aUmynJ2drZycHGP9sLAwy9HRsdJez1Xbz++DDz6wJFmDBg2qdJulpaWWZVnWwYMHrVatWln9+vWzTp48aV9+4sQJ6+qrr7Zat25tffnll/bxYcOGWZKsBx98sMI277nnHsvR0dF67733jPGCggLLx8fHGj58eLU9W9b/3s8lS5YY4y+//LIlqcJnU/7zqsv3W5IVFRVV6bJu3bpZkqynn366wrKyz3Hu3LkVxmw2m/X+++8b6999992WJGv16tVV9l3+tct/hysbq25bQ4YMsWw2m5WRkWGMz58/35JkLViwwD5W9r3u27evderUKfv4iRMnrA4dOliBgYGVvi4uPhxiBs5DYWGh3Nzc6lX74IMPVjhU9Oqrr8rNzU0JCQnG+LBhwxQcHKzt27fbr4h2d3fXTz/9pI0bN+rMmTOVvkbZYbL09PRazYiU17NnTwUFBemVV17Rzz//bB9PSUlRUVGRMXsoSS4uLpLOnthfVFSkI0eOqHPnzvLz86vXRTqHDx/WO++8o9GjR+u6664zlp17aLuyHqSzM35Hjx6Vg4ODBg4ceN4XCtXl8ykTERGhHj16GGMhISEqLi7Wl19+We3r1fbzW7NmjSTpb3/7m7H/ZcoustmwYYPOnDmjBx980JhRcnFx0QMPPKDS0lK9/vrrFeoffPBB47n1f7OOgYGB8vX11ZEjR+yPkpIShYaG6p133jG+M5V59dVX5e7urvj4eGM8MjJSV155ZbW10vl/v8/l6emp2NjYOtWEhIRowIABxljZrN+rr756Xv3UVtmfkZCQkAqz/Pfff79cXFwq7eUPf/iD2rRpY3/u4uKiwMBAHTx4sNF7RstAQATOQ/v27XX8+PF61VZ2bt8XX3yhK6+8stKT4vv06SPLsuyhYtasWerRo4duueUWdezYUTfffLOWLFmi77//3l7TrVs3zZ07V1u2bNFll12mfv366fe//722bNlibPvw4cP67rvvjEeZ6dOnq6ioSCkpKfax5557Tm3bttXEiRON7bz99tv2cwXbt28vLy8veXl56dNPP9WxY8fq/B7l5ORIUoXDtpJ0+eWX2wPCufbu3atx48bJzc1Nbm5u6tixo7y8vLRp06Z69XCuunw+ZcqHQ0nq0KGDJOno0aPVvl5tP7+y/6nXdEj3iy++sPdaWf/S/97zMl5eXvLw8DDGysLg22+/bf+Mz32sWrVKpaWlFc59LC8nJ0c9e/bUJZdcUmFZZZ95ebV9f2rD19e3zoeEK+uxU6dO6tChgz7//PM691Af1X2mbdu2la+vb4XPVKr6e1nTdxIXDwIicB769OmjoqKiev3PoPw5QXXl6+ur/fv3a/PmzYqLi9OxY8d0//33y9fXV2+//bZ9vXnz5umLL77QU089pauvvlqvvvqqQkNDNW7cOPstRG644QZ5e3sbjzITJ05U27Zt7Rd05ObmKj09XRMmTJCrq6t9vY8++kgjR45Ubm6uFi5cqA0bNmjz5s3asmWLevfuXeUsZ0PKy8tTUFCQPvjgAz300ENKSUlRWlqatmzZohEjRlR6O5vGVl3oqE0/tfn8GlNl39Oyz3Lo0KHasmVLlY/qzptrKA31/pzvn8fqVHdj65KSkkZ73epwhT5qwkUqwHmYOHGiduzYoX/961/6xz/+cd7b8/X11eeff67Tp08bh38k6dNPP5XNZtMVV1xhH3N0dFRISIhCQkIknZ09u/766zVnzhzj6ttu3brpzjvv1J133qmSkhJNmzZNa9as0VtvvaXhw4drzZo1VR4OdHV11S233KI1a9YoLy9PL7zwgs6cOVPh8PKaNWtUUlKi1NTUCrMTR48erdetQsouVDj3quwy33zzjQoLC42xlJQUHT9+XBs2bNCIESOMZeee8F+mrr9IUdfPp6HU9Pn16tVLqamp2rNnj4YNG1Zt/5K0f/9+XX311RX6P3ed6nh5ecnd3V0FBQUaNWpUvfer7P385ZdfKswiVvaZV6Wm96exVNbjDz/8oKNHjyowMNA+5unpKUk6duyY/b+ls7cMys/PV8+ePY1t1OV7WfZnbf/+/RWW/fzzz/riiy8qbB+oDWYQgfMQHR2tq6++WosXL1ZycnKl63zzzTf685//XKvtjR8/XoWFhVq2bJkx/s4772j79u0aMWKE/XDf4cOHK9QHBATIxcXFfpiosLBQxcXFxjoODg7q16+fpP8d4hw8eLBGjRplPM41ffp0nTlzRi+88IKef/75Sn/irmxGovyszfLly43D3nXh5eWloKAg/ec//9Hu3buNZQ8//HCF9avqITU1VR988EGF9du1aydJtT70XJfPpyHU9vObOnWqpLNXplYW9Mvej3HjxqlVq1Z6/PHHderUKfvyn376SY899phat26t3/72tzX21apVK912223at2+ffWa5vNp85uPHj9ePP/6op556yhhfu3Ztpbd1Kq+274909rM+31MMytuyZUuF79XChQslnd23Mn5+fpKkrVu3GusuWrSo0pn1uvTq5eWlIUOGKC0trUIvixYt0okTJ3TLLbfUalvAuZhBBM5DmzZt9O9//1tjx45VZGSknnrqKYWHh6tz584qKirSrl27tGHDBvXv379W23vggQf06quv6oEHHtAnn3yiG2+80X4blfbt2+uf//ynfd2wsDC5urpq6NCh6tq1q3766SetXbtWP/74o2bPni3p7Mn7sbGxioiIkJ+fn9zd3XXgwAEtX75cl19+ea1nf8ruh/foo4+qqKhIc+fOrTDLMX78eC1evFjh4eGKi4tT27ZtlZGRobS0NPn6+tb7UNqSJUs0dOhQDR8+XL///e/tt7nZs2eP/dYtZcLDw+Xi4qLf/e539lvt7N69W2vWrFGfPn20b98+Y/1BgwbpySefVHx8vG666SY5Ojpq4MCBVc4C1uXzaQi1/fxuuOEG/eUvf9Ejjzyivn37asqUKerSpYvy8vL0+uuva/Xq1erfv7969uypWbNmacGCBRo0aJCmTp1qv+Bk3759WrhwYYXfx67KwoUL9e6772ratGnasGGDhgwZIhcXF3399dfatm2bnJ2dq7yfYZn7779fL7/8shISErR3717dcMMNOnDggFatWlXp51Xf90c6+1lv3bpVjz76qLp27SqbzXbet3O55pprNGrUKMXHx6tr167aunWrXnvtNQUFBen222+3r3frrbdq1qxZio2N1f79+9W5c2e99dZb+uijjyp8h8t6XblypRITExUQEKBWrVrp5ptvrvQCJEn65z//qaFDh2rEiBG666677Le5SUpKUr9+/SpcVAXUSpNcOw38ypw6dcp6+umnreDgYKtDhw6Wg4OD5eHhYQ0ZMsR6/PHHrR9//NG+bnW3vLAsyzp27Jh1zz33WN26dbMcHR2tjh07WpGRkVZ2drax3rPPPmuFhYVZ3t7e1iWXXGJ5eXlZQ4cOtZKTk+3rfPHFF9add95p9e7d23Jzc7OcnZ2tnj17WjNnzrRyc3PrtI9z586139rjiy++qHSdN954w7r++uuttm3bWh4eHtbNN99s7d+/v9Jb2tT2NjeWdfY2LsHBwVbbtm2t9u3bW+PHj7e+/PLLSm8HkpGRYQ0dOtRyc3OzXF1drREjRlgZGRmVbru0tNS67777rMsvv9xq1aqVcXuSym5zY1m1/3wquz1Kmaq2XV5dP7/169dbQ4cOtVxdXS0nJyerR48eVmxsrHXkyBFjvRdffNEaMGCA5ezsbDk7O1sDBw60kpKSKmyvss/oXD/99JP1yCOPWP369bOcnZ0tFxcXq2fPntbUqVOttLS0avetzLfffmvddtttloeHh+Xs7GzdeOON1vbt2yv9vMqP1eX9OXjwoBUSEmK5urpWuIVOdbeVqe42N3PnzrVeeeUVq3///labNm2szp07WzNnzrSKiooqbOe///2vNXToUMvJycny8PCwIiMjrW+++abS1/7++++t8ePHWx4eHpbNZrMk2W8/VNWfkQMHDliTJk2yOnbsaDk6OlrdunWzEhISjL97LKv6715Nfzfh4sJvMQMAAMDAOYgAAAAwEBABAABgICACAADAQEAEAACAgYAIAAAAAwERAAAABgIiAAAADPySSiM7deqU9u3bJy8vLzk48HYDAICmUVJSosOHD6tPnz5ycnKqdl0SSyPbt2+fBgwY0NRtAAAASJI++OAD3XDDDdWuQ0BsZF5eXpLOfhje3t5N3A0AALhY5efna8CAAfZsUh0CYiMrO6zs7e0tHx+fJu4GAABc7GpzyhsXqQAAAMBAQAQAAICBgAgAAAADAREAAAAGAiIAAAAMBEQAAAAYCIgAAAAwEBABAABgICACAADAQEAEAACAgYAIAAAAQ4sOiBs3blS/fv3k5OSkXr16afXq1bWqKywsVHR0tDw9PeXq6qoJEyYoPz/fWOeZZ55RaGioLr30Urm5uWnQoEF6/fXXG2M3AAAAmpWaf625mcrIyFBERIRiYmK0dOlSbd++XdHR0fbAV53Jkydr//79Wr58uZycnDRr1iyFh4frww8/tP+A9cKFCxUWFqa77rpL7dq107p16zRu3Dg999xzioqKuhC7CKCFuuuuu7Rv374G3WZOTo4kydfXt8G22adPHz399NMNtj0Avx4tNiAuWLBAAwcO1PLlyyVJwcHBysnJ0Zw5c6oNiLt27VJaWprS0tIUGhoqSfLz81NAQIBSUlI0adIkSdLu3bvVsWNHe11ISIgOHTqkxx9/nIAI4II7efJkU7cA4CLSIgPi6dOnlZ6ern/84x/GeGRkpF5++WUdOnRI3bt3r7Q2NTVV7u7uCgkJsY/5+fmpf//+2rRpkz0gnhsOy1xzzTX66KOPGm5HAPwqNcasXFBQkKSzR08AoLG1yHMQc3JyVFxcLH9/f2M8ICBAkpSVlVVlbVZWlvz8/GSz2SrUVlcnnf2Luew1AAAAfq1a5AxiQUGBJMnd3d0Y9/DwkCQdO3as2trydWW11dUlJSXp3Xff1WuvvVZtb0VFRSoqKrI/L3/xCwAAQHPXbAJiYWFhrcJUjx49LkA3pr179+rOO+/U9OnTNW7cuGrXXbx4sebPn39hGgMAAGgEzSYgrlu3TrGxsTWul5mZaZ8pLCwsNJaVzSx6enpWWe/h4aHc3NwK4wUFBZXWffXVVwoPD9eAAQP0zDPP1NhfQkKCYmJi7M/z8/M1YMCAGusAAACai2ZzDmJMTIwsy6rx4e/vL19fXzk6OlY4Z7DseflzE8/l7++v7OxsWZZVobZ83ZEjRxQWFqZOnTopJSVFjo6ONe6Hm5ubfHx87A9vb+/avgUAAADNQrMJiHXRpk0bBQcHa/369cZ4cnKyAgICqryCWZLCw8NVUFCgbdu22ccOHjyoPXv2aMyYMfaxEydOKDw8XL/88os2bdokNze3Bt8PAACA5qjZHGKuq8TERA0fPlzx8fGaNGmS0tPTlZSUpOTkZGM9BwcHRUVFaeXKlZKkwMBAhYWFacaMGVq0aJH9Rtl9+/bV+PHj7XXjx4/Xxx9/rFWrVumrr77SV199ZV82aNCgC7OTAAAATaDFBsSgoCClpKRo9uzZWrlypbp27aoVK1Zo4sSJxnqlpaUqLS01xpKTk5WQkKC4uDiVlJQoNDRUy5Yts/+KiiRt2bJFknT77bdXeO3yh6cBAAB+TWwWaadR5eXlqUuXLsrNzZWPj09TtwOgheJG2QDOV10ySYs8BxEAAACNh4AIAAAAAwERAAAABgIiAAAADAREAAAAGAiIAAAAMBAQAQAAYCAgAgAAwEBABAAAgIGACAAAAAMBEQAAAAYCIgAAAAwERAAAABgIiAAAADAQEAEAAGAgIAIAAMBAQAQAAICBgAgAAAADAREAAAAGAiIAAAAMBEQAAAAYCIgAAAAwEBABAABgICACAADAQEAEAACAgYAIAAAAAwERAAAABgIiAAAADAREAAAAGAiIAAAAMBAQAQAAYCAgAgAAwEBABAAAgIGACAAAAAMBEQAAAAYCIgAAAAwERAAAABgIiAAAADAQEAEAAGAgIAIAAMBAQAQAAICBgAgAAABDiw6IGzduVL9+/eTk5KRevXpp9erVtaorLCxUdHS0PD095erqqgkTJig/P99Y5/nnn9egQYPk6ekpJycn+fn5acGCBTp9+nRj7AoAAECz0WIDYkZGhiIiIhQYGKjU1FRNnjxZ0dHRWr9+fY21kydP1ubNm7V8+XKtWbNG2dnZCg8PV0lJiX2dY8eOafTo0Vq1apVSU1M1ffp0PfLII5o5c2Zj7hYAAECTs1mWZTV1E/URFhamEydOaOfOnfaxKVOm6OOPP9aBAweqrNu1a5duvPFGpaWlKTQ0VJKUnZ2tgIAArV27VpMmTaqydtasWVqyZImOHz+u1q1b16rPvLw8denSRbm5ufLx8anl3gGAKSgoSNLZfxwDQH3UJZO0yBnE06dPKz09XRMnTjTGIyMjlZmZqUOHDlVZm5qaKnd3d4WEhNjH/Pz81L9/f23atKna1+3QoYOKi4t15syZ8+ofAACgOWuRATEnJ0fFxcXy9/c3xgMCAiRJWVlZVdZmZWXJz89PNputQm1ldSUlJfrpp5/0zjvvaOnSpYqPj5ejo2MD7AUAAEDz5NDUDdRHQUGBJMnd3d0Y9/DwkHT2/MHqasvXldWWryspKTHCYFRUlJYsWVJtb0VFRSoqKrI/L3/xCwAAQHPXbAJiYWFhrcJUjx49LkA3Zzk4OOi///2vTp06pQ8//FAPP/ywpk+frueff77KmsWLF2v+/PkXrEcAAICG1mwC4rp16xQbG1vjepmZmfaZwsLCQmNZ2cyip6dnlfUeHh7Kzc2tMF5QUFBp3fXXXy/p7AniV1xxhcaNG6eZM2fax8tLSEhQTEyM/Xl+fr4GDBhQw14BAAA0H83mHMSYmBhZllXjw9/fX76+vnJ0dKxwzmDZ8/LnJp7L399f2dnZKn/xdlZWVrV1knTddddJkj7//PMq13Fzc5OPj4/94e3tXe02AQAAmptmExDrok2bNgoODq5wz8Pk5GQFBASoe/fuVdaGh4eroKBA27Zts48dPHhQe/bs0ZgxY6p93bLbS1zIw9wAAAAXWrM5xFxXiYmJGj58uOLj4zVp0iSlp6crKSlJycnJxnoODg6KiorSypUrJUmBgYEKCwvTjBkztGjRIjk5OWnWrFnq27evxo8fb68bOnSoIiIiFBAQoFatWun999/X448/rtGjR3PIGAAA/Kq12IAYFBSklJQUzZ49WytXrlTXrl21YsWKCvdGLC0tVWlpqTGWnJyshIQExcXFqaSkRKGhoVq2bJkcHP73dlx//fV69tln9dVXX8nR0VFXXHGF5s2bp/j4+AuyfwAAAE2lxf6SSkvBL6kAaAj8kgqA8/Wr/yUVAAAANB4CIgAAAAwERAAAABgIiAAAADAQEAEAAGAgIAIAAMBAQAQAAICBgAgAAAADAREAAAAGAiIAAAAMBEQAAAAYCIgAAAAwEBABAABgICACAADAQEAEAACAwaGpGwCApvbUU08pKSmpqduo1t69eyVJQUFBTdxJ9aZMmaL4+PimbgPAeWIGEcBFLykpyR7AmisXFxe5uLg0dRvV2rt3b7MP2gBqhxlEAJDUt29fZWRkNHUbLVpzn90EUHvMIAIAAMBAQAQAAICBgAgAAAADAREAAAAGAiIAAAAMBEQAAAAYCIgAAAAwEBABAABgICACAADAQEAEAACAgYAIAAAAAwERAAAABgIiAAAADAREAAAAGAiIAAAAMBAQAQAAYCAgAgAAwEBABAAAgIGACAAAAAMBEQAAAAYCIgAAAAwERAAAABgIiAAAADC06IC4ceNG9evXT05OTurVq5dWr15dq7rCwkJFR0fL09NTrq6umjBhgvLz86tcPy8vT+3atZPNZtORI0caqn0AAIBmqcUGxIyMDEVERCgwMFCpqamaPHmyoqOjtX79+hprJ0+erM2bN2v58uVas2aNsrOzFR4erpKSkkrXv++++9SuXbuG3gUAAIBmyaGpG6ivBQsWaODAgVq+fLkkKTg4WDk5OZozZ44mTJhQZd2uXbuUlpamtLQ0hYaGSpL8/PwUEBCglJQUTZo0yVh/+/bt2rp1q/7yl7/o/vvvb7wdAgAAaCZa5Azi6dOnlZ6erokTJxrjkZGRyszM1KFDh6qsTU1Nlbu7u0JCQuxjfn5+6t+/vzZt2mSsW1xcrD/84Q+aP3++OnTo0KD7AAAA0Fy1yICYk5Oj4uJi+fv7G+MBAQGSpKysrCprs7Ky5OfnJ5vNVqG2fN0TTzyh1q1b66677mqgzgEAAJq/FnmIuaCgQJLk7u5ujHt4eEiSjh07Vm1t+bqy2nPrvv32W/31r3/Vhg0b1Lp161r3VlRUpKKiIvvz6i5+AQAAaI6aTUAsLCysVZjq0aPHBehGuv/++xUSEqIRI0bUqW7x4sWaP39+I3UFAADQ+JpNQFy3bp1iY2NrXC8zM9M+U1hYWGgsK5tZ9PT0rLLew8NDubm5FcYLCgrsdbt27dL69ev1/vvv68cff5Qk/fTTT5LOzhC2bdtWbdu2rXT7CQkJiomJsT/Pz8/XgAEDatwvAACA5qLZBMSYmBgjWFXn9OnTcnR0VFZWlsLCwuzjZecQlj838Vz+/v7aunWrLMsyzkPMyspSnz59JEnZ2dkqLi7WtddeW6He19dXkydP1tq1ayvdvpubm9zc3Gq1HwAAAM1Ri7xIpU2bNgoODq5wz8Pk5GQFBASoe/fuVdaGh4eroKBA27Zts48dPHhQe/bs0ZgxYyRJo0ePVnp6uvF48MEHJUkbNmzQnDlzGn6nAAAAmolmM4NYV4mJiRo+fLji4+M1adIkpaenKykpScnJycZ6Dg4OioqK0sqVKyVJgYGBCgsL04wZM7Ro0SI5OTlp1qxZ6tu3r8aPHy9JuvTSS3XppZca2ym7dc7gwYPVsWPHxt9BAACAJtIiZxAlKSgoSCkpKcrIyFBYWJiSkpK0YsWKCvdGLC0tVWlpqTGWnJyskJAQxcXFacqUKbryyiu1adMmOTi02LwMAADQYGyWZVlN3cSvWV5enrp06aLc3Fz5+Pg0dTsAKhEUFCTp7E94ov54H4HmrS6ZpMXOIAIAAKBxEBABAABgICACAADAQEAEAACAgYAIAAAAAwERAAAABgIiAAAADAREAAAAGAiIAAAAMBAQAQAAYCAgAgAAwEBABAAAgIGACAAAAAMBEQAAAAYCIgAAAAwERAAAABgIiAAAADAQEAEAAGAgIAIAAMBAQAQAAICBgAgAAAADAREAAAAGAiIAAAAMBEQAAAAYGiQg5ubm6t1339XJkycbYnMAAABoQucVEP/1r3/p8ssvV/fu3TVkyBBlZ2dLkiIiIvTEE080SIMAAAC4sOodEJcuXaqZM2fq9ttvV1pamizLsi8bPny41q1b1yANAgAA4MJyqG/hsmXLlJiYqNmzZ6u0tNRY5ufnZ59NBAAAQMtS7xnEb775RjfeeGOlyxwdHXXixIl6NwUAAICmU++A2K1bN33wwQeVLnv//ffVq1evejcFAACAplPvgBgbG6uHH35YK1euVFFRkSSpuLhY//73v/XYY4/pjjvuaLAmAQAAcOHU+xzE+++/X19//bXi4uLsYXDw4MGSpPj4eMXHxzdMhwAAALig6h0QJemf//yn7rnnHm3dulVHjhyRp6enRo4cqSuvvLKh+gMAAMAFVq+AeOrUKXXu3FkvvfSSbr75ZsXFxTV0XwAAAGgi9ToH0cnJSW3btpWDw3lNQAIAAKAZqvdFKlFRUVqxYkVD9gIAAIBmoN5TgB4eHnrvvffUt29fjR49Wp07d5bNZrMvt9lsuvfeexukSQAAAFw49Q6IDz30kCQpPz9fn376aYXlBEQAaDjv5b8nSRrkPaiJOwFwMah3QDxz5kxD9gEAqELe8TzdueVOSdK/x/9bl7e7vIk7AvBrV+9zEAEAF8aKfSt0xjqjM9YZPbv32aZuB8BF4LwuQz558qSee+45ZWRk6NixY/L09NSQIUMUFRUlFxeXhuoRAC5aecfztOHzDbJkSZI2fL5BsX1jmUUE0KjqPYOYm5urvn376u6771Z2drZatWql7Oxs3X333erXr59yc3Mbsk8AuCiVzR6WYRYRwIVQ7xnEhIQESdKBAwfk5+dnH8/OztbYsWN133336ZVXXjn/DquxceNGzZ49W9nZ2erataseeughTZ8+vca6wsJCJSQk6LXXXlNxcbHCwsK0bNkyeXt729eZN2+e5s+fX6H26aef1p133tmg+wGg6T11fY60Mqyp2zDkqUQbWv8g6383iJAlSxsOvqrYzHd0+fkdBGpwT12fo/gPfZu6DQANoN5/u2zZskXPPPOMEQ4lyc/PTwsWLGj0EJWRkaGIiAjFxMRo6dKl2r59u6Kjo+Xq6qoJEyZUWzt58mTt379fy5cvl5OTk2bNmqXw8HB9+OGHxs2/nZ2dtX37dqO2R48ejbI/AFDeilYnVNnlgGckPdvqhOadcb/AHQG4WNQ7IJaUlMjZ2bnSZc7OziotLa13U7WxYMECDRw4UMuXL5ckBQcHKycnR3PmzKk2IO7atUtpaWlKS0tTaGiopLOhNiAgQCkpKZo0aZJ93VatWmnQIG4pAVwM4j/0VcbStKZuwy7veJ42vDZWllVxmWWTNrQ6rdiJq5rVuYjxQUFN3QKABlLvcxAHDx6shx9+WIWFhcZ4YWGhFi5cqMGDB593c1U5ffq00tPTNXHiRGM8MjJSmZmZOnToUJW1qampcnd3V0hIiH3Mz89P/fv316ZNmxqrZQCok/LnHpbHuYgAGlO9A+KiRYv0+eefq0uXLho3bpzuuOMORUREqEuXLsrJydHjjz/ekH0acnJyVFxcLH9/f2M8ICBAkpSVlVVlbVZWlvz8/IxffSmrLV/3888/y8vLSw4ODurdu7eefZa/jAE0vvJXLlfGkqUNn2/QNye+uYCdAbhY1DsgXn311dq7d69iYmL07bffavv27fr2228VGxurTz75RFdffXVD9mkoKCiQJLm7uxvjHh4ekqRjx45VW1u+rqz23LqePXvq0Ucf1dq1a/X666/rmmuuUVxcXI3Bt6ioSHl5efZHfn5+LfcKAM5Kzk5WqVXzaTqlVqmSs5IvQEcALjbndQmcj4+PFi9e3CCNFBYW1ipMXaiLRG677Tbj+U033aRffvlFDz/8sP74xz/K0dGx0rrFixdXevUzANTW2B5j9cnhT2q17k09bmrkbgBcjOodEHNzc3X48GFde+21FZbt3r1bnTp1ko+PT623t27dOsXGxta4XmZmpn2msPz5j2Uzi56enlXWe3h4VHqPxoKCgmrrJGnSpElav369Pv/8c/vh7PISEhIUExNjf56fn68BAwZUu10AOJefp59eCH+hqdsAcBGr9yHmu+66Sy+++GKly5KSkvT73/++TtuLiYmRZVk1Pvz9/eXr6ytHR8cK5wyWPS9/buK5/P39lZ2dLavcpYFZWVnV1tWWm5ubfHx87I9z760IAADQEtQ7IL7//vsaMWJEpcuCg4O1a9euejdVkzZt2ig4OFjr1683xpOTkxUQEKDu3btXWRseHq6CggJt27bNPnbw4EHt2bNHY8aMqfZ1165dK3d3d/Xs2fO8+gcAAGjO6n2I+cSJE1Weh9eqVSsdP3683k3VRmJiooYPH674+HhNmjRJ6enpSkpKUnKyecK2g4ODoqKitHLlSklSYGCgwsLCNGPGDC1atMh+o+y+fftq/Pjx9rrrrrtOUVFR8vf3188//6w1a9YoJSVFS5curXK/AQAAfg3qHRADAgL02muvafTo0RWWvf766xV+YaWhBQUFKSUlRbNnz9bKlSvVtWtXrVixosK9EUtLSyvctDs5OVkJCQmKi4tTSUmJQkNDtWzZMuNXVHr27KklS5bou+++k81mU58+ffTSSy9p6tSpjbpfAAAATa3eAfGee+7RtGnT1Lp1a82YMUOXXXaZvv32W61evVrPPvusVq1a1ZB9Vuo3v/mNfvOb31S7TvlzDSWpffv2WrlypX1WsTLlZyIBAAAuFvUOiLfffru+//57zZ8/X88884x93NnZWX//+98VFRXVIA0CAADgwjqv+yA+8MADuuOOO7Rr1y4dPXpUHTp0UGBgoNzc3BqqPwAAAFxg5xUQpbO3dQkLC2uIXgAAANAM1Ok2N0eOHNHevXsrjO/du1cTJkzQVVddpZEjR2rjxo0N1iAAAAAurDoFxIceekjTpk0zxr766isNGTJEr7/+upydnfXpp58qIiJCb7/9dkP2CQAAgAukTgFx586dFW7zsmTJEp04cUL//ve/9eGHH+rQoUMaNGiQHn300QZtFAAAABdGnQLiN998o6uvvtoY27hxo/r376/Q0FBJZ69i/sMf/lDpoWgAAAA0f3UKiDabTTabzf78+++/15dffqlhw4YZ6/n4+OjIkSMN0yEAAAAuqDoFRD8/P23dutX+/M0335TNZrPPHpbJz8+Xl5dXw3QIAACAC6pOt7m5++67dfvtt6ugoECXXnqpnn76afXs2VOjRo0y1ktLS1OfPn0atFEAAABcGHUKiFOnTtU333yjZcuWqaCgQNddd52eeuop4zeMf/jhB23cuFHz589v8GYBAADQ+Op8o+w//elP+tOf/lTl8k6dOun7778/r6YAAADQdOp0DiIAAAB+/QiIAAAAMBAQAQAAYCAgAgAAwEBABAAAgIGACAAAAAMBEQAAAAYCIgAAAAwERAAAABgIiAAAADAQEAEAAGAgIAIAAMBAQAQAAICBgAgAAAADAREAAAAGAiIAAAAMBEQAAAAYCIgAAAAwEBABAABgICACAADAQEAEAACAgYAIAAAAAwERAAAABgIiAAAADAREAAAAGAiIAAAAMBAQAQAAYCAgAgAAwEBABAAAgKFFB8SNGzeqX79+cnJyUq9evbR69epa1RUWFio6Olqenp5ydXXVhAkTlJ+fX2G9M2fOaMmSJfL391ebNm106aWXaurUqQ29GwAAAM1Kiw2IGRkZioiIUGBgoFJTUzV58mRFR0dr/fr1NdZOnjxZmzdv1vLly7VmzRplZ2crPDxcJSUlxnp33HGHHn30Uc2cOVObN2/W0qVL5eHh0Vi7BAAA0Cw4NHUD9bVgwQINHDhQy5cvlyQFBwcrJydHc+bM0YQJE6qs27Vrl9LS0pSWlqbQ0FBJkp+fnwICApSSkqJJkyZJkrZt26bnnntOu3fvVp8+fez1kZGRjbhXAAAATa9FziCePn1a6enpmjhxojEeGRmpzMxMHTp0qMra1NRUubu7KyQkxD7m5+en/v37a9OmTfaxZ599VsOHDzfCIQAAwMWgRQbEnJwcFRcXy9/f3xgPCAiQJGVlZVVZm5WVJT8/P9lstgq159a999578vf31z333CN3d3c5Oztr9OjROnjwYAPuCQAAQPPTIg8xFxQUSJLc3d2N8bLzA48dO1Ztbfm6stpz67777js999xz6t27t9asWaNffvlFs2bNUlhYmDIzM+Xk5FTp9ouKilRUVGR/XtnFLwAAAM1ZswmIhYWFtQpTPXr0uADdnL2CuaSkRG+88YY6d+4sSerdu7d69+6tpKQkzZgxo9K6xYsXa/78+RekRwAAgMbQbALiunXrFBsbW+N6mZmZ9pnCwsJCY1nZzKKnp2eV9R4eHsrNza0wXlBQYNR5eHioS5cu9nAonT1X0cfHR/v3769y+wkJCYqJibE/z8/P14ABA2rYKwAAgOaj2ZyDGBMTI8uyanz4+/vL19dXjo6OFc41LHte/tzEc/n7+ys7O1uWZVWoPbfuqquuqnIbp06dqnKZm5ubfHx87A9vb+9q9xsAAKC5aTYBsS7atGmj4ODgCvc8TE5OVkBAgLp3715lbXh4uAoKCrRt2zb72MGDB7Vnzx6NGTPGPjZ27Fjt379f3333nX0sKytLeXl5uu666xpuZwAAAJqZFhkQJSkxMVG7du1SfHy8duzYoblz5yopKanC+X8ODg6Kjo62Pw8MDFRYWJhmzJihdevWaePGjZowYYL69u2r8ePH29eLjY3VpZdeqrFjx+r111/XunXrNG7cOPn6+nIvRAAA8KvWYgNiUFCQUlJSlJGRobCwMCUlJWnFihUV7o1YWlqq0tJSYyw5OVkhISGKi4vTlClTdOWVV2rTpk1ycPjfKZmurq7avn27LrvsMk2dOlXR0dHq06ePtm/frrZt216QfQQAAGgKNqv8yXhoUHl5eerSpYtyc3Pl4+PT1O0AqERQUJCksz/hifrjfQSat7pkkhY7gwgAAIDGQUAEAACAgYAIAAAAAwERAAAABgIiAAAADAREAAAAGAiIAAAAMBAQAQAAYCAgAgAAwEBABAAAgIGACAAAAAMBEQAAAAYCIgAAAAwERAAAABgIiAAAADA4NHUDANDUdu7cKUkKCgpq4k6qlpOTI0ny9fVt4k6qtnfvXvXt27ep2wDQAAiIANACnDx5sqlbqFHfvn01ZcqUpm4DQAMgIAK46FmW1dQt1KhsdjMjI6OJOwFwMeAcRAAAABgIiAAAADAQEAEAAGAgIAIAAMBAQAQAAICBgAgAAAADAREAAAAGAiIAAAAMBEQAAAAYCIgAAAAwEBABAABgICACAADAQEAEAACAgYAIAAAAAwERAAAABgIiAAAADAREAAAAGAiIAAAAMBAQAQAAYCAgAgAAwEBABAAAgIGACAAAAAMBEQAAAAYCIgAAAAwtOiBu3LhR/fr1k5OTk3r16qXVq1fXqq6wsFDR0dHy9PSUq6urJkyYoPz8fGOd7t27y2azVfp47733GmN3AAAAmgWHpm6gvjIyMhQREaGYmBgtXbpU27dvV3R0tD3wVWfy5Mnav3+/li9fLicnJ82aNUvh4eH68MMP5eBw9i157bXXdPr0aaPuwQcfVGZmpq6//vpG2y8AAICm1mID4oIFCzRw4EAtX75ckhQcHKycnBzNmTOn2oC4a9cupaWlKS0tTaGhoZIkPz8/BQQEKCUlRZMmTZIkXXPNNUbdyZMn9dFHHykqKsoeIgEAAH6NWuQh5tOnTys9PV0TJ040xiMjI5WZmalDhw5VWZuamip3d3eFhITYx/z8/NS/f39t2rSpyrrXX39dJ0+e1NSpU8+7fwAAgOasRQbEnJwcFRcXy9/f3xgPCAiQJGVlZVVZm5WVJT8/P9lstgq11dUlJSWpe/fuuvHGG8+jcwAAgOavRR4rLSgokCS5u7sb4x4eHpKkY8eOVVtbvq6stqq6o0ePavPmzbr//vtr7K2oqEhFRUX25+UvfgEAAGjumk1ALCwsrFWY6tGjxwXoxvTKK6+ouLhYU6ZMqXHdxYsXa/78+RegKwAAgMbRbALiunXrFBsbW+N6mZmZ9pnCwsJCY1nZzKKnp2eV9R4eHsrNza0wXlBQUGVdUlKS+vbtq6uvvrrG/hISEhQTE2N/np+frwEDBtRYBwAA0Fw0m3MQY2JiZFlWjQ9/f3/5+vrK0dGxwjmDZc/Ln5t4Ln9/f2VnZ8uyrAq1ldV9/fXX2rlzZ61mDyXJzc1NPj4+9oe3t3et6gAAAJqLZhMQ66JNmzYKDg7W+vXrjfHk5GQFBASoe/fuVdaGh4eroKBA27Zts48dPHhQe/bs0ZgxYyqs//LLL0uSbr311oZpHgAAoJlrkQFRkhITE7Vr1y7Fx8drx44dmjt3rpKSkiqc/+fg4KDo6Gj788DAQIWFhWnGjBlat26dNm7cqAkTJqhv374aP358hddJSkrS4MGD1bVr10bfJwAAgOagxQbEoKAgpaSkKCMjQ2FhYUpKStKKFSsq3BuxtLRUpaWlxlhycrJCQkIUFxenKVOm6Morr9SmTZsq3AD7wIED2rt3b60PLwMAAPwa2KzyJ+OhQeXl5alLly7Kzc2Vj49PU7cDoIUKCgqSdPZnRgGgPuqSSVrsDCIAAAAaBwERAAAABgIiAAAADAREAAAAGAiIAAAAMBAQAQAAYCAgAgAAwEBABAAAgIGACAAAAAMBEQAAAAYCIgAAAAwERAAAABgIiAAAADAQEAEAAGAgIAIAAMBAQAQAAICBgAgAAAADAREAAAAGAiIAAAAMBEQAAAAYCIgAAAAwEBABAABgICACAADAQEAEAACAgYAIAAAAAwERAAAABgIiAAAADAREAAAAGAiIAAAAMBAQAQAAYCAgAgAAwEBABAAAgIGACAAAAAMBEQAAAAYCIgAAAAwERAAAABgIiAAAADAQEAEAAGAgIAIAAMBAQAQAAICBgAgAAACDQ1M3cD42btyo2bNnKzs7W127dtVDDz2k6dOn11hXWFiohIQEvfbaayouLlZYWJiWLVsmb29vY72VK1fqiSeeUE5Ojjw9PTV69GgtXLhQnTp1aqxdAvArcNddd2nfvn0Nus29e/dKkoKCghpsm3369NHTTz/dYNsD8OvRYmcQMzIyFBERocDAQKWmpmry5MmKjo7W+vXra6ydPHmyNm/erOXLl2vNmjXKzs5WeHi4SkpK7Ou88MILiomJ0ejRo7Vx40b99a9/1ZtvvqmIiIjG3C0AqJSLi4tcXFyaug0AFwmbZVlWUzdRH2FhYTpx4oR27txpH5syZYo+/vhjHThwoMq6Xbt26cYbb1RaWppCQ0MlSdnZ2QoICNDatWs1adIkSdLo0aN16tQp7dixw167evVqzZgxQ19//bW6dOlSqz7z8vLUpUsX5ebmysfHpx57CgAAcP7qkkla5Azi6dOnlZ6erokTJxrjkZGRyszM1KFDh6qsTU1Nlbu7u0JCQuxjfn5+6t+/vzZt2mQfKy4uVvv27Y3asuctNFMDAADUSosMiDk5OSouLpa/v78xHhAQIEnKysqqsjYrK0t+fn6y2WwVas+ti46O1n/+8x+tX79ex48f1/79+7Vw4ULdfPPN6tq1awPuDQAAQPPSIi9SKSgokCS5u7sb4x4eHpKkY8eOVVtbvq6s9ty6KVOm6OTJk5oyZYqKi4slSaNGjdLatWur7a2oqEhFRUX25/n5+dWuDwAA0Nw0m4BYWFhYqzDVo0ePC9CNlJKSovvuu0+JiYkaOnSovv76ayUmJmrSpEnauHFjhRnIMosXL9b8+fMvSI8AAACNodkExHXr1ik2NrbG9TIzM+0zhYWFhcaysplFT0/PKus9PDyUm5tbYbygoMBeZ1mW7rzzTsXGxioxMdG+To8ePRQUFKQtW7bYL3ApLyEhQTExMfbn+fn5GjBgQI37BQAA0Fw0m3MQY2JiZFlWjQ9/f3/5+vrK0dGxwrmGZc/Ln5t4Ln9/f2VnZ1e40CQrK8ted/jwYR0+fFj9+/c31rnmmmsknT0Hsipubm7y8fGxP8rfWxEAAKC5azYBsS7atGmj4ODgCvc8TE5OVkBAgLp3715lbXh4uAoKCrRt2zb72MGDB7Vnzx6NGTNGkuTl5aW2bdtq9+7dRu1HH30kSdVuHwAAoKVrNoeY6yoxMVHDhw9XfHy8Jk2apPT0dCUlJSk5OdlYz8HBQVFRUVq5cqUkKTAwUGFhYZoxY4YWLVokJycnzZo1S3379tX48eMlSTabTXFxcfp//+//yc3NTcOGDdNXX32lefPm6aqrrtKIESMu+P4CAABcKC02IAYFBSklJUWzZ8/WypUr1bVrV61YsaLCvRFLS0tVWlpqjCUnJyshIUFxcXEqKSlRaGioli1bJgeH/70df//73+Xl5aUXX3xRjz32mDp27Kjg4GAtXLhQbdq0uSD7CAAA0BRa7C+ptBT8kgoAAGgOfvW/pAIAAIDGQ0AEAACAgYAIAAAAQ4u9SKWlKCkpkcRP7gEAgKZVlkXKskl1CIiN7PDhw5LEr6kAAIBm4fDhwzXe05mrmBvZqVOntG/fPnl5eRm30QGAuij72c4PPviAX2gCUC8lJSU6fPiw+vTpIycnp2rXJSACQAvALbMAXEhcpAIAAAADAREAAAAGAiIAtABubm6aO3eu3NzcmroVABcBzkEEAACAgRlEAAAAGAiIAAAAMBAQAQAAYCAgAgAAwEBABIB6eOONNxQaGipPT09dcskluuKKK3THHXfo4MGD+uGHH+Tg4KCHH364yvrrrrtOQ4cOrfY1/vSnP8nb21utWrXSPffcU+vebDabHn/88WrX+fjjj2Wz2bRjx45abxfAxYOACAB19Oc//1m//e1v1b59ez377LPaunWr5syZowMHDmjy5Mnq1KmTRo4cqZdffrnS+oMHD2r37t2aOnVqla+xdetWPfbYY3rwwQe1c+dO3XvvvY21OwBQAT8ODAB1sGnTJj366KNKTEzUX//6V/v40KFDNX36dL355puSpKlTpyoqKkqffPKJ+vXrZ2wjKSlJjo6OmjhxYpWvk5WVJUm6++671aoV/5YHcGHxtw4A1MGiRYvUuXNnJSYmVrp87NixkqSIiAg5OztXOov48ssva/To0fL09Kx0G8OHD9fMmTMlSa1btzYOBe/bt09hYWFycXFR+/btNWHCBH399dc19v3www/r0ksvVbt27TR+/Hj98MMPFdZZtWqVrrrqKjk7O6tDhw4KCgrSf//73xq3DeDXh4AIALVUUlKinTt3auTIkXJ0dKx2XVdXV40dO1Zr167Vub9H8NFHH+ngwYPVHl5+6qmn7Occ7tq1S7t27dK1116r3NxcDR06VEePHtVLL72k5cuXa/fu3Ro2bJiOHz9e5faefPJJJSYm6ne/+51effVV9ejRQ9HR0cY6b7/9tqKjozVmzBht2rRJL7zwgkaOHKkff/yx5jcGwK8Oh5gBoJaOHj2q06dPq2vXrrVaf+rUqVq3bp3effddDR48WNLZ2cN27drpN7/5TZV1vXv3Vrdu3SRJgwYNso/PmzdPxcXF2rx5s3328ZprrlHv3r313HPP2Wcdz1VaWqq//e1v+t3vfqfHHntMkhQWFqYffvhBL774on29Dz74QJ6envZ1JOmmm26q1X4C+PVhBhEA6shms9VqvfDwcHl4eNgPM1uWpeTkZPvh57p65513NGLECOPQtL+/v/r166eMjIxKa/Ly8vTtt98qIiLCGJ8wYYLx/Nprr9WxY8c0bdo0bdmyRT/99FOd+wPw60FABIBa6tChg5ycnGp1zp8kXXLJJbrlllu0bt06lZSU6O2331ZeXl61h5erU1BQoM6dO1cY79y5s44dO1ZpTX5+viSpU6dOFWrONWLECL344ovav3+/wsLC1LFjR91+++1VbhfArxsBEQBqycHBQYMHD9a2bdtUUlJSq5qpU6fqhx9+0LZt2/Tyyy+rU6dOGjVqVL1e39PTs9KLS77//vsqL3jx9vaWpAp133//fYV1b7vtNv33v//VDz/8oGXLlmnDhg164IEH6tUrgJaNgAgAdZCQkKDvvvtOCxcurHT5pk2bjOdDhw7V5Zdfrueff17r16/X5MmT1bp163q9dlBQkLZt26aCggL7WHZ2tvbu3augoKBKa3x8fOTt7a3XXnvNGF+/fn2Vr9OxY0dFR0crJCREmZmZ9eoVQMvGRSoAUAdjxozRn/70J82bN08HDhxQZGSkOnbsqC+//FKrVq1SYWGhxowZY1+/VatWioyM1OLFi2VZVr0PL0vSvffeq9WrVys0NFSzZs3SqVOnNHv2bHXt2lXTpk2rtKZ169b685//rD/+8Y/q3LmzQkJCtHnzZqWnpxvrzZ07V0ePHtXw4cPVqVMn7du3T//5z3+UkJBQ734BtFzMIAJAHT366KPasGGDjh07phkzZmjkyJGaO3eu/P39tW7dugrrT506VZZlydfXVwMHDqz363bp0kVvvfWWPDw8NHXqVMXFxalfv37asWOHXF1dq6ybOXOm5s+frxdeeEERERH67LPPtGLFCmOdG264QVlZWYqPj1doaKiWLFmiBx54QHPnzq13vwBaLpt17g26AAAAcNFjBhEAAAAGAiIAAAAMBEQAAAAYCIgAAAAwEBABAABgICACAADAQEAEAACAgYAIAAAAAwERAAAABgIiAAAADAREAAAAGAiIAAAAMBAQAQAAYPj/BVBthxIOsTgAAAAASUVORK5CYII=)

*cv boxplot*

### Method & Provenance

- **Method:** Random Forest (Regression)
- **Engine:** Python · scikit-learn 1.8.0
- **Input datasets:** gallery — catg_example_02_grazing_carrying_capacity.csv
- **Started:** 2026-09-21 02:13:52.593069
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/c2f085d2764a43e3b8a578284d15edb5

| Parameter | Value |
|---|---|
| task_type | regression |
| model_type | regression |
| target_column | CW_NUMBER |
| n_estimators | 60 |
| n_splits | 2 |
| test_size | 0.25 |
| run_univariate | True |
| run_permutation | True |
| run_shap | True |
| permutation_repeats | 10 |
| fdr_threshold | 0.05 |

**Command history**

```python
from sklearn.ensemble import RandomForestRegressor
```

```python
model = RandomForestRegressor(n_estimators=60, random_state=42)
```

```python
scores = sklearn.model_selection.cross_val_score(model, X, y, cv=2)
```
