# Random Forest Result #148 — Analysis Report

Generated 2026-09-21 02:37:43 · 1 run(s) · CAT-G Data Analyzer

## 1. random forest (#148)

2026-09-21 02:15:49 · random_forest · status: completed

*The model explains 93.6% of the variance in the target under cross-validation.*

| Metric | Value |
|---|---|
| task_type | regression |
| r2_mean | 0.935626 |
| r2_std | 0.055255 |
| mse_mean | 32.913705 |
| mse_std | 29.804256 |

### permutation importance

| name | mean | std |
|---|---|---|
| PLOT | 0.000829 | 0.001282 |
| ENV_SOILNH4 | -0.003147 | 0.004054 |
| ENV_SOILNO3 | 8.9e-05 | 0.000354 |
| ENV_SOILP | -0.000501 | 0.000819 |
| ENV_SOILOC | 2.4e-05 | 0.000269 |
| ENV_SOILTN | 0.00232 | 0.002203 |
| ENV_SOILTC | 0.000416 | 0.000181 |
| ENV_PH | -0.000126 | 0.000154 |
| ENV_SOILCLAY | 0.001992 | 0.000425 |
| ENV_SOILSILT | 0.000718 | 0.001379 |

### shap importance

| name | mean_abs |
|---|---|
| PLOT | 0.195952 |
| ENV_SOILNH4 | 0.10979 |
| ENV_SOILNO3 | 0.064227 |
| ENV_SOILP | 0.100928 |
| ENV_SOILOC | 0.017297 |
| ENV_SOILTN | 0.077718 |
| ENV_SOILTC | 0.185985 |
| ENV_PH | 0.02226 |
| ENV_SOILCLAY | 0.558899 |
| ENV_SOILSILT | 0.415885 |

### split metrics

| r2 | mse |
|---|---|
| 0.990608 | 3.079392 |
| 0.860047 | 73.616049 |
| 0.956222 | 22.045674 |

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

*importance bar*

![permutation 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)

*permutation bar*

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

*shap summary*

![pred vs obs](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAhoAAAGtCAYAAABQnt12AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAQ6wAAEOsBUJTofAAAaKhJREFUeJzt3Xd8U/X+P/DXSdIkbdqkTTe0pRS7ZJayCjLaQgFBEWXf68XFvX69oojzuvGicn9XvFwnei+g1wW3DGWvDoZMZVwRKqtA0Zbuls40yef3R20kdI80aft6Ph6915xzcvJOQppXP+tIQggBIiIiIhuQ2bsAIiIi6rwYNIiIiMhmGDSIiIjIZhg0iIiIyGYYNIiIiMhmGDSIiIjIZhg0iIiIyGYYNIiIiMhmGDSIiIjIZhg0iIiIyGYYNDqoL774AsOHD4ebmxtcXV0RExODzz77rNZx9913H/r06WOHCtuXu7s7Xn31VXuX0a5OnDgBSZKQmppq2SZJEt56660mn+PSpUt49dVX8csvv9i0rvps2bIFAQEBMBgMbfb4NWzx3AAgPT0d8fHxcHNzgyRJOHHiRKuOu9knn3wCSZKQm5vb4HELFixAcHCw5fYXX3yByMhImEymJj6TtlNTc82PTqdDdHR0nb+T7MFgMODpp5+Gn58fNBoNxo0bh59++qlJ9121ahUiIiKgUqlwyy234N133611zFNPPYXevXvDzc0NWq0WgwcPxurVq+s8X1paGqZOnQoPDw9oNBpERUVh165drXp+jo5BowOaP38+7r33Xtx6661ITEzEunXr0KdPH8ydOxfz58+3d3lkRwcPHsTvfve7Jh9/6dIlLFq0qM2/jJtCCIEXXngBTzzxBJRKZZuf31bP7aWXXsLFixexdu1aHDx4EGFhYa06rq3MmjULlZWV+M9//mPTx2nI9u3bcfDgQXzxxRfw9PTEH/7wB6sv3HXr1mH06NEYNWoUBg4ciL1797ZLXY899hj+9a9/4Y033sD69etRWVmJ+Ph4FBUVNXi///73v3jggQcwYcIEbN68GXPmzMETTzyB9957z+q4kpISzJs3D4mJiUhMTMSAAQMwe/ZsfPnll1bH/fjjjxg2bBiUSiU+//xzfP3115g1axbKysra/Dk7FEEdyjfffCMAiFdeeaXWvpdfflkAEBs3brRsmzt3rujdu3c7VmitrKysXR5Hp9PV+Zo4sta+NsePHxcAREpKSovPkZKSIgCIo0ePtqqWltSVnJws5HK5yM7ObrPHvpEtnpsQQkRHR4t77723zY672apVqwQAkZOT0+Bxjz/+uOjRo4fVtkWLFokBAwY0+zFbq66aS0pKhIeHh0hISLBsy83NFWazWQghxMqVK8XAgQNtXltGRoaQy+Xio48+smzLy8sTGo1G/O1vf2vwvuHh4eLuu++22vboo48KT09PYTAYGrzv8OHDxbhx46y23XbbbWLGjBnNfAYdH1s0Ophly5bBw8MDTz31VK19Tz/9NDw8PLBs2bJa+7Zt24Y+ffpArVYjOjoahw4dstq/ceNGDBo0CK6urnB3d8egQYOwdetWq2M++eQT9OvXD2q1Gt27d8cLL7xg1Uxb03x68OBBjBs3DhqNBk8//TTGjBmDyZMn16rpvffeg7Ozs+WvCiEE3nrrLYSFhUGlUiEkJAT/+Mc/at3vm2++QUREBNRqNYYMGYKjR482+rrV14W0efNmSJJkaUZtyutwM0mSsGTJEjzzzDPw9vaGm5sb7rvvPly/ft1yTGpqKiRJwpYtWzBt2jRotVpMnz4dAFBYWIhHHnkE/v7+UKlUiI6Oxs6dO2s9zuLFi+Hn5wdXV1fcfffdyM7OrrOWm7tOtmzZghEjRsDFxQUeHh4YM2YMjh8/jtTUVMTGxgIABg8ebGn2rtGWddXl008/xejRo+Ht7W21/fLly5g2bRp0Oh00Gg3Gjx+PH374odHnuWzZMkv9jT23+uzduxfDhw+Hs7MzvLy88MADDyA/Px9AdQuJJEn4/vvv8dlnn0GSJKuuixqNHffRRx8hPDwcKpUKwcHBWLx4Mcxmc4N1/fLLL7jzzjvh4uKC7t274//9v/9X53HTp0/HiRMncPLkyUafq61pNBqEhobiypUrlm2enp6W9yElJQVjxoyxeR07d+6E2Wy2fN4AQK/XIyEhocHPdllZGc6ePYuEhASr7ePHj0deXh4OHjzY4ON6enpadQmmpaVh//79eOyxx1r4TDoweycdarqqqiqhUqlqJewb3X333UKtVouqqiohRHWLhl6vF8HBweKTTz4R33zzjYiJiRFarVZcu3ZNCCHE+fPnhZOTk/jDH/4gdu7cKbZv3y7+9re/ic8//9xy3qVLlwq5XC6eeuopsXPnTvHPf/5TuLq6imeffdZyTM1fNcHBweKNN94QycnJ4tChQ2L58uXCyclJ5OXlWdU6fPhwq+cyf/584ezsLBYvXix27dolFi1aJJycnMSHH35oOeb48eNCLpeLyZMniy1btoj33ntPBAcHC7Va3WCLxvbt2wUA8cMPP1htnzNnjuWvqqa8DnUBILp162ZVk6urq5g5c6blmJq/rrt16yaeeeYZsXv3bpGSkiIqKyvFoEGDRGBgoFixYoXYvn27+P3vfy8UCoX43//+Z7n/u+++KwCIp556Smzfvl08+eSTIiAgoFbLAQDx97//3XJ79erVQpIkcdddd4kNGzaILVu2iOeff15s2rRJFBUViffff18AEKtWrRIHDx4UBw8eFEKINq+rLt27dxcvvfSS1bbi4mIRHBwsQkJCxJdffinWr18voqOjhbu7u7hy5Uq9z1MIIf7xj3+Iml9pDT23+nz33XdCqVSKhIQEsWnTJvHvf/9beHl5iSFDhgij0SgqKirEwYMHRWhoqLj99tvFwYMHxbFjx2qdp6Hj3nnnHQFAzJ8/X+zYsUO88sorQi6XiyeffNJy/7paBwYNGiT8/PzEJ598Ir7++msxbNgw0b1791otGkII4eHhUeu1sbW6ajaZTKJbt25i4sSJtY5/+umnxYQJE0RlZWWD5zWZTKKqqqrBH6PR2OA5nn76aeHr61tr+/PPP1/n9hr5+fmWfz832rlzpwAgli9fbrXdbDaLqqoqUVBQIP7zn/8IlUolEhMTLftrXqPt27eLqKgoIZfLRWBgYLu/V/bAoNGBZGZmCgBiwYIF9R6zYMECAUBkZWUJIaqDBgCRlJRkOaawsFC4ubmJ5557TgghRGJiogAgiouL6zxncXGxcHV1FX/5y1+stn/44YfC2dlZ5ObmCiF++yAtWbLE6rjc3Fzh5OQkPv74Y8u2S5cuCUmSLB/E8+fPC0mSrJo3hRDi2WefFX5+fsJkMgkhhJg5c6bo2bOn1S+XFStW1NudVKOqqkp4e3uL559/3rKttLRUuLq6Wj7ojb0O9QFQZ02SJIkzZ84IIX4LGg8//LDVfVeuXCkUCoX48ccfrbYPHTpUTJ8+XQghhNFoFN26davVDH/vvfc2GDTMZrMICAgQ48ePr7f2+roX2rqum/3yyy8CgNUvYiGE+Oc//ykkSRKnT5+2bKtp5l64cGGdz7PGjUGjoedWn6lTp4qgoCCrJvEdO3bU6o7s37+/mDt3bqPnu/k4o9EovLy8xKxZs6yO+8tf/iKUSmWtz1HNl/a2bdvq/QzXFTRGjx4tpk2b1pSn3GZqas7KyhJVVVUiMzNTLFiwQKhUKrF3717LcVVVVeL+++8Xf/jDHxrtehDit99fDf3U9Rrc6KGHHhLh4eG1tv/9738XTk5ODd7X09NT/N///Z/Vttdee00AEG+88YbV9l27dllqUigUtYLIm2++KQAIvV4vFi9eLJKTk8Wzzz4rJEmqdWxnw66TLkCn0yEuLs7q9tixY3H48GEAQL9+/SCXyzFnzhxs2rSp1gCpAwcOoKSkBNOnT4fRaLT8jB07FuXl5Th16pTV8ZMmTbK67enpiXHjxlkNCluzZg1cXV0tXSq7d+8GANxzzz21HiMrKwsZGRkAgMOHD+OOO+6AXC63nGvatGmNvgYKhQLTp0/HmjVrLNs2b96M0tJSzJo1q0mvQ0PqqkkIgSNHjlgdd/Nrs3PnTvTt2xdhYWFWz3vcuHGWLqGrV6/il19+wdSpU63u29jz/umnn3D16lU88MADTX4e7VEXAGRmZgJArW6Tffv2oU+fPoiMjLRs0+v1GDduHPbv39/s51EXk8lk9ZxufOwpU6bAycnJsi0hIQHu7u71PrYQwupcDc34SEtLQ25urlUTPgDMnDkTBoOh1r+VGocPH673M1wXLy8vy+vblJqb+tNY9w4A+Pn5wcnJCf7+/li2bBmWLVuGkSNHWvYvWbIEn3/+OS5fvoxx48ZhypQpDZ7v1VdfxdGjRxv82bRpU6N1tdQjjzyCVatW4csvv0RBQQE2b96Mf/7znwBQqytu6NChOHr0KHbv3o0FCxZg/vz5WLFihWV/zes3d+5cvPDCC4iNjcWSJUswZ84cvP766zZ7Do5AYe8CqOm8vLygUqms+jxvduXKFajVanh6elq23fzLHAB8fX1x5swZAEBYWBg2b96MN954A1OnToVMJsOECRPw3nvvISgoyDLNbuDAgXU+Zk0IuPHcN5s9ezbmzp2LrKws+Pn54auvvsLUqVOhVqsBALm5uRBCwMvLq97H6NGjBzIzM+Hj42O1T6vVWs7TkNmzZ+ODDz7AkSNHMGTIEHz11VcYOXIkAgICmvQ6NKS+mm7+hX/za5Obm4vjx49bfbnVqAkuNee4+THqep1vlJeXBwDo1q1bg8fVxZZ1AUBFRQUAQKVSWW0vKCio8/6+vr61Am1L9erVC5cvX7bcTk9PR3BwcIOPXTNO42Z79uyxjAUBgNGjR9c7rbegoMByvpvPD6Dex8jMzKz3M1wXlUqF8vLyOvfVVXNTvfLKK41OId+9eze0Wi0yMjLw8ssv4/HHH8fw4cPRr18/AMCLL76IF198scmPGRQUZPl81qexsTceHh51/tFQUFAAvV7f4H3/8pe/4MKFC/j9738PIQQ0Gg3+9re/4dFHH4W/v7/VsW5ubhg0aBAAID4+HkajEQsXLsR9990HuVwODw8PALAKjDXHfvHFFyguLoZWq22wno6KQaMDUSgUGD58OFJTU1FaWgqNRmO1v7S0FKmpqRg+fDgUit/e2pycnFrnunbtmtUHZcKECZgwYQKKi4uxfft2PPHEE7j//vuRlJRk+TCuX78egYGBtc7Vs2dPq9t1ffCnTJkClUqF//73vxg/fjxOnDiBN99807Jfr9dDkiTs37+/zqmO4eHhAAB/f/9agw2Li4stX1wNGTFiBAIDA7F69WqEh4dj27ZttQbONvQ6NKS+mm7+ZXTza6PX69GvXz+rv3xuVnOOmx/j2rVrDdZUEzZbMr3TlnXVnB+oHnB68/a61je4du2a1ZeCSqWqtfZGzRd5YzZt2oTKykrL7Zogptfr6xzIevNj3yg6OtpqMLKbm1u9j1tzjvper/oew9/fv97PcF0KCwut/tBorOamakpg7d+/P7y8vDB48GAMHjwYERERePbZZ7Ft27ZmPx4APPDAA/j0008bPKZHjx64dOlSvfsjIiJw7do1FBQUWL7sgeoWpoiIiAbP7ezsjC+++ALLli1DVlYWQkJCcPr0aQDAsGHDGrxvdHQ0li1bhpycHPj5+aF3794NHn/jv8lOx64dN9RsNdNbFy1aVGvfokWL6pzeikbGaNRl4cKFwt/fXwghREFBgXBxcRHvvPNOg7U1Ni1v+vTpYtiwYeKVV14R3t7elgGrQgjx008/CUmSrGqvy4wZM1o0RqPG008/Lbp37y5WrFghFApFo1MIb3wd6oMGxmjUjDWob7zAxx9/LFxdXcXPP/9c7/mNRqPw9/dv8RiNCRMm1Hvub7/9VgAQ+/bts2ldNysvLxdKpVJ88MEHVttrxmikpaVZtuXn5wtXV1erMRq9evUSv//9763uGxMTYzVGo77nVp+aMRo3/rusGfjXVmM0vL29xezZs62Oe/755xsco7F169ZmjdG49dZbxaOPPtqUp9xm6vvsv/DCCwJAnYNmmyI9PV0cPXq0wZ8bByfXpWZ667/+9S/Ltpp/U41Nb63LH/7wBzFy5MhGj/vTn/4ktFqt5d+TwWAQnp6e4vHHH7c6bvbs2SIoKKjZdXQkDBod0KOPPiokSRIPPfSQ2LFjh9ixY4f44x//KCRJqvUL5sZZJ59++qll1omrq6tlwOjy5cvF3LlzxVdffSVSU1PFqlWrhI+Pj9Uv8rfeekuo1WrxzDPPiK1bt4odO3aIDz/8UEyYMEGUlpYKIRoPGuvXrxcAhL+/v3jkkUfqfF46nc4y62Tr1q1i2bJlYsqUKZZjjh07Zpl1snXr1ibPOrnx/vh19sftt99uta8pr0Ndas5XU9P7778vXF1dLYMmhag/aFRUVIjo6GgRGhoqPvroI5GSkiI2bNggXn75Zasg+M9//tMyu2PHjh3NnnVy9913i6+//lps27ZNvPzyy2LTpk1CCCFycnKEXC4X999/vzh48KClvrauqy4xMTHiwQcftNpWM+ukV69e4quvvhIbNmwQgwYNqjXr5NlnnxUqlUr885//tMyICQoKsgoa9T23+tTMOhk/frzYvHmzWLFihfD29rbMOqnR0qAhxG+zTh5//HGxY8cOsWjRokZnnZjNZjFw4EDh5+dn+QzXN+ukpKREyGQysWbNmkbra0v1ffbz8vKEVqu1moFlD3/605+Eu7u7WLlypdixY4cYPXq06N69uygsLLQc8+mnnwq5XC5SU1Mt27Zu3SreeecdkZSUJBITE8Vdd90ldDqdOHXqlOWYkydPigkTJogVK1aIpKQk8c0334h58+YJSZJqDYx/9913hUKhEIsWLRK7du0STz75pJAkySoEdUYMGh3U559/LmJiYoRGoxEajUYMGzZM/Oc//6l1XM2CXZs3bxaRkZFCqVSKqKgo8e2331qOOXDggJg0aZLw9/cXSqVSBAUFiccff7zW7IuvvvpKDB48WDg7OwutViuioqLESy+9ZEnsjQWNiooKodPp6v0r02w2i3fffVf06dNHKJVKodfrRUxMjHj77betjlu/fr0ICwsTKpVKREdHi0OHDjVrwa7w8HABQHz22WdW25v6OtwMgHjzzTfFwoULhV6vF66uruLee+8VRUVFlmMamgFRVFQknnjiCREUFCScnJyEv7+/uP3228XmzZutXptFixYJHx8f4eLiIu68807LlN2GgoYQQmzcuFEMHTpUqNVq4e7uLuLi4sTx48ct+5cvXy5CQkKEQqGw+qJuy7rqsnTpUhEQEGBZwKnGpUuXxN133y3c3NyEi4uLGDduXK2/WktKSsT9998v9Hq98PLyEi+88IJYunSpVf0NPbf6pKamipiYGKFSqYRerxf33XdfrWnZrQkaQlTP1goNDRVOTk4iKChI/PWvf7XMqhKi7s9RRkaGmDRpklCr1cLf31+88cYbdS7YtW7dOqHRaJo9c6q1Gvrsv/DCC0Iul4vz58+3a003qqioEE8++aTw8fERzs7OYuzYsZYZYTVqnsON/2537twp+vfvL1xcXIROpxNTpkyxmhElhBBZWVli1qxZokePHkKlUgkfHx8xatQo8fXXX9dZyzvvvCNCQkKEk5OTCAsLE//+97/b/Pk6GkkIIWzRJUPUVUiShL///e91LqJG9cvJyUFgYCB27tyJUaNG2bucTmH69Olwc3PDypUr7V0KkQUHgxKRXXh7e+P//u//sGzZMgaNNpCeno4tW7bUWkWVyN64jgYR2c3zzz+PAQMG2OTqrV3Nzz//jI8//hi9evWydylEVth1QkRERDbDFg0iIiKyGQYNIiIishkGDSIiIrIZBg0iIiKymS45vbWiogI//PADvL29ra4JQkRERI0zGo3IyclB3759G72oZZf8lv3hhx8wZMgQe5dBRETUoR05cgSDBw9u8JguGTRqLrl85MiRWlfXJCIiooZlZmZiyJAhlu/ThnTJoFHTXeLv74+AgAA7V0NERNQxNWX4AQeDEhERkc0waBAREZHNMGgQERGRzTBoEBERkc0waBAREZHNMGgQERGRzTBoEBERkc0waBAREZHNMGgQERGRzTBoEBERkc0waBAREZHNMGgQERF1YkIIuz4+gwYREVEnJITA6dOnsW3bNpjNZrvV0SWv3kpERNSZVVRUYO/evbh06RL8/f1hMBigVqvtUguDBhERUSeSmZmJ5ORklJWVYdCgQRgwYABkMvt1YDBoEBERdRJmsxn79u2DJEm444474OfnZ++SGDSIiIg6upKSEjg7O0MulyMhIQHOzs5QqVT2LgsAB4MSERF1aOnp6Vi3bh2+//57AIC7u7vDhAyALRpEREQdktFoxKFDh3D69Gno9XqEhobau6Q6MWgQERF1MPn5+UhKSkJBQQFuvfVWDBs2DAqFY36lO2ZVREREVK/S0lKUlZUhISEBwcHB9i6nQQwaREREHUBlZSWuXbuGoKAgBAYGYvbs2VAqlfYuq1EcDEpEROTgsrKysHbtWuzatQvl5eUA0CFCBsAWDSIiIodlNptx/PhxHDt2DC4uLpg0aRKcnZ3tXVazMGgQERE5IKPRiG3btiEzMxPBwcEYNWqU3ZYRbw0GDSIiIgckl8uh0+nQq1cvREZGQpIke5fUIgwaREREDsJoNOK7775D79694ebmhlGjRtm7pFZj0CAiInIABQUFSEpKQn5+PjQaDfr27WvvktoEgwYREZEdCSGQlpaGAwcOQKFQYNy4cejZs6e9y2ozDBpERER2dOLECRw9ehR+fn6Ii4uDq6urvUtqUwwaREREdiCEgCRJCAsLAwD0798fMlnnW96q8z0jIiIiB2Y2m3Hs2DHs3r0bQghoNBpERUV1ypABsEWDiIio3ZSWliI5OdmyNobJZHLYi6G1lc797IiIiBzEpUuXsGfPHhiNRtx2220dem2M5mDQICIisrGysjIkJSVBq9UiPj4eer3e3iW1GwYNIiIiGykvL4ezszNcXFxw++23w9vbu9N3ldysc448ISIisqOatTG++uorXLp0CQDg7+/f5UIGwBYNIiKiNlVZWYl9+/bh4sWL8PPzg5eXl71LsisGDSIiojaSlZWF5ORklJaWYuDAgRg4cGCnnbbaVAwaREREbeTnn3+GEAKTJk1Ct27d7F2OQ2DQICIiaoXS0lKUl5fDy8sLUVFR6NOnD1Qqlb3Lchhduz2HiIioFS5fvoy1a9ciOTkZZrMZMpmMIeMmbNEgIiJqJqPRiCNHjuDUqVPw8PBAfHx8lx+LUR+HeVU2btyIoUOHws3NDf7+/pgxYwYuXrxY67gVK1YgLCwMarUa/fv3x+bNm+1QLRERdVUlJSX45ptvcOrUKURGRmLq1KldagGu5nKIoJGamoqpU6fi1ltvxYYNG7Bs2TKcPHkSCQkJKC8vtxy3evVqzJs3DzNnzsS2bdsQExODqVOn4tChQ3asnoiIuhK1Wg2FQoGxY8di5MiRXXJtjOaQhBDC3kU8/PDD2LlzJy5cuGBZ9z0lJQVxcXHYu3cvRo4cCQAIDw9HdHQ0vvzyS8t9hw8fDnd3d2zdurXJj3f16lUEBgYiIyMDAQEBbftkiIio0zEYDDhx4gSio6Mhl8stl3jvqprzPeoQLRpVVVVwc3OzetN0Oh2A6tXVAODixYs4e/YsZsyYYXXfWbNmISkpCZWVle1XMBERdRnXrl3DunXrcOLECfz8888A0KVDRnM5RNC47777cPr0aXzwwQcoKirCxYsX8fzzzyMqKgojRowAAKSlpQEAIiIirO4bGRkJg8GA9PT0dq+biIg6LyEEjh8/jo0bN8JkMmHy5MkICgqyd1kdjkN0LI0cORIbNmzAnDlz8Oc//xkAMGDAAGzfvh1yuRwAUFBQAABwd3e3uq+HhwcAID8/v97zFxcXo7i42HI7MzOzLcsnIqJOKCUlBefPn0ePHj0wevRoqNVqe5fUITlEi8aBAwdw7733Yt68eUhOTkZiYiLMZjMmTZpkNRi0pd5++20EBgZafoYMGdIGVRMRUWcWHh6OESNGICEhgSGjFRyiReOxxx5DXFwcli5datk2bNgwBAUF4bPPPsMf//hHS8tFUVER/Pz8LMfVtHQ0NLVo4cKFeOihhyy3MzMzGTaIiMiKyWTC4cOHodFo0L9/f3Tv3h3du3e3d1kdnkMEjdOnT2PKlClW2wICAuDl5YULFy4A+G1sRlpaGsLDwy3HpaWlQalUIiQkpN7za7VaaLVaG1RORESdQWFhIZKSkpCXl4dbb73V3uV0Kg7RddKjRw8cO3bMatvly5eRm5uL4OBgAEBISAjCwsKQmJhoddyaNWsQHx8PpVLZXuUSEVEnIYTATz/9hPXr1+P69esYO3YsbrvtNnuX1ak4RIvGww8/jAULFuDxxx/HHXfcgby8PCxevBg+Pj5W01lfffVV/O53v0OvXr0QGxuLNWvW4PDhw9i7d68dqycioo4qKysLe/bsga+vL+Li4uDm5mbvkjodhwgajz32GFQqFT788EOsWLECbm5uiImJQWJiIjw9PS3HzZ49G2VlZViyZAmWLFmC8PBwbNiwATExMXasnoiIOhqDwQClUgl/f3+MHTsWwcHBvFaJjTjEyqDtjSuDEhF1TUIInDx5EidPnsTUqVM5fq+FmvM96hAtGkRERLZWVlaGlJQU/PzzzwgKCuLYvnbCoEFERJ3elStXkJqaCoPBgOHDh6N3795cRrydMGgQEVGnJoTAqVOnoFKpMGnSJKuxf2R7DBpERNQpFRYWQqVSwdnZGXFxcZDL5XBycrJ3WV0Oh9gSEVGnIoTA2bNnsX79ehw4cAAAoFarGTLshC0aRETUaRgMBuzfvx/nz5+Hj48PBg8ebO+SujwGDSIi6hRyc3Oxa9cuXL9+HQMGDMCgQYO4NoYDYNAgIqJOQaFQQCaTYdKkSbwYmgNh1CMiog6rrKwMP/74IwDA3d0d06dPZ8hwMGzRICKiDikjIwOpqamorKxEYGAgtFotu0ocEN8RIiLqUEwmEw4dOoRt27bBaJagCeiPw2dzkVtUZu/SqA5s0SAiog7DbDZj06ZNyM7OxnW44XyOK0w52ZCQjeRjlzB9TCQGhvnbu0y6AYMGERF1GDKZDL7dAnEqW0LGdQV8PDRwUshRZTQhu7AUialn0MNXB0+di71LpV+x64SIiByawWBASkoKMjMzAQAlMg9kFCvg414dMgDASSGHj7sG+cXlOHYuy57l0k3YokFERA4rOzsbycnJKC4uhl6vh7+/PwpLKiEAS8io4aSQQwigsKTSPsVSnRg0iIjI4Qgh8L///Q9HjhyBWq3G7bffjoCAAACAu6sKEoAqo8kqbFQZTZCk6v3kONh1QkREDufHH3/E4cOHERAQgGnTpllCBgBEhfpBr3VGdmEpqowmALCM0dBrnTEw1M9eZVMd2KJBREQOw2g0QqFQICIiAk5OTggLC4MkSVbHeOlcMH1MJBJTzyC7oBRCAJIE6LXOmD4mkgNBHQyDBhER2Z3JZMLRo0fx888/Y8qUKVAoFAgPD6/3+IFh/ujhq8Oxc1koLKmEu6sKA0P9GDIcEIMGERHZVVFREZKTk5GTk4OwsDAIIZp0P0+dC8YNCrFxddRaDBpERGQ3586dw/79+wEAcXFxuOWWW+xcEbU1Bg0iIrKLqqoqHDlyBO7u7oiPj4dWq7V3SWQDDBpERNSuCgoKoNPp4OTkhMmTJ8PNzY0XQ+vE+M4SEVG7qFkbY926dTh16hQAQKfTMWR0cmzRICIimysrK8OePXuQkZGBwMBAhIaG2rskaicMGkREZFNXr15FSkoKKisrMWzYMPTt27fW2hjUeTFoEBGRTVVWVkKpVGLChAnw9va2dznUzhg0iIiozRUXF6OwsBBBQUHo1asXgoODIZfLG78jdTocgUNERG3q3LlzWLduHfbu3Quj0QgADBldGFs0iIioTRgMBnz77bc4d+4cvL29ER8fD4WCXzNdHf8FEBFRq5WVlWHTpk0oKipCv379MHjwYLZiEAAGDSIiagPOzs7w9fXFiBEjrC7pTsQxGkRE1CLl5eVISUlBWVkZJEnCmDFjGDKoFrZoEBFRs924NkZwcDB69uxp75LIQTFoEBFRk5nNZhw9ehQnT56EVqvl2hjUKAYNIiJqsv379yMtLQ2hoaEYMWIElEqlvUsiB8egQUREjTKbzZDJZOjfvz/8/f15rRJqMgYNIiKqV1VVFb799lsAwJgxY6DT6aDT6excFXUknHVCRER1ys3Nxfr163H27Fmo1WoIIexdEnVAbNEgIiIrQgicOnUKhw8fhkqlwsSJExEYGGjvsqiDYtAgIiIrhYWFOHToELp3744xY8bAxcXF3iVRB8agQUREAIDr16/Dzc0NHh4emDJlCry9vSFJkr3Log6OYzSIiLo4s9mMI0eOYPXq1cjMzAQA+Pj4MGRQm2CLBhFRF1ZcXIzk5GRkZ2fjlltugaenp71Lok6GQYOIqIu6cOEC9u7dCyEExowZg7CwMHuXRJ0QgwYRUReVlZUFnU6H+Ph4ro1BNsOgQUTUheTm5kImk0Gv12PYsGEAALlcbueqqDPjYFAioi6gZm2Mr7/+GgcOHABQHTAYMsjW2KJBRNTJlZeXY8+ePbhy5Qq6d++O2NhYe5dEXQiDBhFRJ5abm4vt27ejvLwcQ4YMQf/+/TltldoVgwYRUSfm5uYGd3d3JCQkwMfHx97lUBfEMRpERJ3M9evXceDAAZjNZqhUKkyePJkhg+yGLRpERJ3IhQsXsG/fPpjNZoSFhcHLy8veJVEXx6BBRNQJVFVV4eDBg0hLS4Onpyfi4+Ph7u5u77KIGDSIiDo6IQS2bt2Ka9euoW/fvhgyZAinrZLDYNAgIuqghBAAAEmSMGDAAEiShKCgIDtXRWSNQYOIyAZyi8pw/FwWCksq4e6qQlSoH7x0Lm12/oqKCqSmpiI4OBgRERHo0aNHm52bqC051KyTTz/9FFFRUVCr1fDy8sLEiRNRXl5u2b9p0yb0798farUaYWFhWLVqlR2rJSKq27GzmVi65hDWpp7Bru8uYm3qGSxdcwjHzma2yfl/+eUXrF27FhkZGTAYDG1yTiJbcZig8frrr2P+/PmYOXMmduzYgY8++gg9e/aEyWQCAOzfvx9Tp05FTEwMtm3bhpkzZ+LBBx/E2rVr7Vw5EdFvcovKkJh6BvnXy+HjoUGAtxY+HhrkXy9HYuoZ5BWVtfjcZrMZR48exebNmyGXy3HnnXeiX79+bVg9UduTRE0nnx399NNP6NOnDzZu3IiJEyfWecz48eNRUlKCb7/91rJtzpw5OHHiBE6fPt2sx7t69SoCAwORkZGBgICAVtVORHSjmhYMHw8NnBS/DcisMpqQXVCKaWMiMW5QSIvOff78eSQnJ6NXr14YOXIklEplW5VN1CzN+R51iBaNVatWoWfPnvWGjMrKSqSkpGD69OlW22fNmoUzZ87g0qVL7VAlEVHjCksqIQCrkIFfbwtRvb+5arqQe/Xqhdtvvx1xcXEMGdRhOETQOHToEPr27YvFixfDx8cHSqUSI0aMwOHDhwFUL0BTVVWFiIgIq/tFRkYCANLS0tq9ZiKiuri7qiChugXjRlVGEySpen9TGY1G7N27F4mJiSgrK4MkSQgICOC1SqhDcYhZJ1lZWfj+++/xww8/4IMPPoCLiwveeOMNJCQk4Ny5cygoKACAWovPeHh4AADy8/MbPH9xcTGKi4sttzMz22ZAFhHRzaJC/ZB87BKyC0vh417dfVJlNCG7sBR6rTMGhvo16Tx5eXlISkpCYWEh+vTpA5Wq6QGFyJE4RNAwm80oKSnB2rVrLQObhg0bhuDgYLz33nsYP358q87/9ttvY9GiRW1RKhFRg7x0Lpg+JhKJqWeQXVAKIQBJAvRaZ0wfEwnPRqa4CiFw+vRpHDp0CE5OThg/fjynrlKH5hBBw8PDA56enlajp/V6PaKiovDjjz9i1qxZAICioiKr+9W0dOj1+gbPv3DhQjz00EOW25mZmRgyZEhblU9EZGVgmD96+Opw7IZ1NAaG+jUaMoDqoHHu3Dn4+voiNjYWGo2mHSomsh2HCBq9e/fGhQsX6txXUVGBXr16wcnJCWlpaVatGzVjM24eu3EzrVYLrVbbdgUTETXCU+fSrNklWVlZ0Ov1UCqVmDBhApRKJWQyhxhGR9QqDvGvePLkycjLy8OJEycs2/Ly8nDs2DFER0dDpVIhNja21poZa9asQWRkJIKDg9u3YCKiNmI2m/Hdd99h48aN+P777wEAarWaIYM6DYdo0bjrrrswePBgTJs2Da+//jqcnZ3x5ptvQqVS4ZFHHgEAvPTSSxgzZgweeeQRzJgxAykpKfjyyy+xZs0aO1dPRNQy169fR3JyMq5du4aQkBBER0fbuySiNucQQUMmk2Hr1q144okn8Kc//QkGgwEjR47E3r174edXPUL7tttuw/r16/Hiiy9ixYoVCAoKwr///e9aa2sQEXUEV65cQXJyMsxmM0aNGoXw8HBOW6VOySGCBgB4eXnhs88+a/CYO++8E3feeWc7VUREZDvOzs7Q6XSIjY2tNXWfqDNhJyARUTvJz8/HqVOnAADe3t646667GDKo03OYFg0ios7q5rUxQkNDoVKp2FXSSrlFZTh+wxTiqFA/eDVhCjG1LwYNIiIbqqiowN69e3Hp0iV069YNsbGxXOWzDRw7m1l9ldzicggAEoDkY5cwfUwkBob527s8ugGDBhGRjRgMBqxbtw5lZWUYPHgw+vfvz2mrbSC3qKw6ZFwvt1wlt2aZ98TUM+jhq2vS4mjUPhg0iIhsRKlUonfv3vDz87PMoKPWO34uC/nFv4UMoPrquD7uGmQXlOLYuaxmLZZGtsVoTUTUhkpKSrBlyxbk5uYCAAYMGMCQ0cYKSyohAEvIqOGkkEOI6v3kONiiQUTURtLT07F3714YjUYUFxfDy8vL3iV1Su6uKkgAqowmq7BRZTRBkqr3k+Ng0CAiaiWj0YiDBw/izJkz0Ov1iI+Ph4eHh73L6rSiQv2QfOwSsgtL4eNuPUZDr3XGwFC2INVwhJk5DBpERK30/fff48yZM+jduzeGDh0KhYK/Wm3JS+eC6WMikZh6BtkFpRACkCRAr3XG9DGRHAj6K0eZmdOsT0PPnj2bNe/74sWLzS6IiKgjEEKgqqoKSqUSUVFR8Pf3R1BQkL3L6jIGhvmjh68Ox274a31gqB9Dxq8caWZOs4LGlClTrILG2rVrUVxcjLFjx8LX1xfXrl3D7t27odPpMG3atDYvlojIEdSsjVFeXo477rgDSqWSIcMOPHUunF1SD0eamdOsoLFs2TLLf//9739HYGAgtm/fDq1Wa9leVFSEiRMnwtfXt82KJCJyFJmZmUhOTkZZWRkie/fD7u/TUVRq4MqU5FAcaWZOizsS33nnHXzwwQdWIQMAdDodnnvuOTzyyCN49tlnW10gEZEjMJvNOH78OI4dOwaNRoOwAcOx5fg15BfncmVKcjiONDOnxeto5Ofno6ioqM59RUVFKCgoaHFRRESOpqKiAqdOnUJwcDDGjJuI7cevWfq/A7y18PHQIP96ORJTzyCvqMze5VIXFxXqB73WGdmFpagymgDAbjNzWhw04uPj8eyzz2LPnj1W21NTU/Hcc88hPj6+1cUREdnbtWvXIISAi4sL7r77bowdOxY/Xi6o7v92r93/nV9cjmPnsuxcNXV1NTNz9G7OyC4oxdXsYmQXlELv1v4zc1rcdfLRRx/hzjvvRFxcHHQ6Hby9vZGTk4OioiJERUVh+fLlbVknEVG7MhqNOHToEE6fPo24uDjccsstcHNzA+BY/d9E9XGUmTktDhr+/v44evQotm/fjiNHjiAzMxP+/v4YMmQIJkyY0JY1EhG1q/z8fCQlJaGgoAC33norgoODrfY3pf/bERZKInKEmTmtXlVmwoQJDBZE1GmkpaXh22+/hUKhQEJCQq2QATS+MqWTXIalaw7ZfaEkIkfQ6qCxfft2HD16FBkZGXjxxRcRFBSEvXv34pZbbkG3bt3aokYionZjNpvh4+OD2NhYuLq61nlMQytTJgwOwY6jFx1ioSQiR9DioJGTk4O77roLhw4dQmBgIDIyMvDwww8jKCgIK1euhEajwfvvv9+WtRIR2URWVhaqqqoQGBiIyMhIREREQCZreKx8ff3fxxxooSQiR9DioLFgwQLk5OTg1KlTCA0NhVKptOwbO3YsFi9e3CYFElHn4IhjFm5cG0Ov1yMgIACSJDX5Ugt19X9zoCiRtRYHjS1btuBf//oXIiMjYTKZrPYFBgbi6tWrrS6OiDoHR7m4041KSkqQkpKCzMxM9OzZE6NGjWrWtZzq40gLJRE5ghYHDaPRCI1GU+e+goICqxYOIuq6HOniTjUKCgqwceNGGI1GjBw5EhEREW0SMgBewpzoZi1esGvo0KFYuXJlnftWr16NESNGtLgoInI8uUVl2PXdRSSmnsGu7y4it4mrX1ou7uRAi1vpdDoEBwdj6tSpiIyMbLOQATjWQklEjqDFLRqLFy9GbGwsRo0ahWnTpkGSJHz99dd48803sWXLFuzfv78t6yQiO2pN14ejjFkoKCjAkSNHEBsbC6VSidGjR9vssRxloSQiR9DioBETE4OUlBQ899xzePLJJyGEwOuvv46YmBgkJSVh4MCBbVknEdlJa7s+7D1mQQiBtLQ0HDhwAAqFAgUFBe1ydWlHWCiJyBG0ah2NmJgY7NmzB+Xl5SgoKIC7uztcXJjYiTqT462crmnPMQuVlZXYt28fLl68CD8/P8TFxdW7NgYR2UaLx2g88MADSE9PBwA4OzujW7dulpBx+fJlPPDAA21TIRHZVWu7Puw5ZiEpKQnp6emIjo7G5MmT2zRktHTMClFX0+IWjU8++QQPP/wwevbsWWtfbm4uPv3003oHixJRx9EWXR/tOWbBbDYDAGQyGYYOHQqDwQB//7adQuuI03WJHFWruk7qG6l97tw5eHp6tubUROQg2qrroz3GLJSWliI5ORleXl6IiYmxye8hR5yuS+TImhU0PvzwQ3z44YcAqkPGnDlz4OzsbHVMRUUFLl26hOnTp7ddlURkNw1d18ORpmteunQJe/bsgdFoRK9evWz2OK0ds2IvjrgyK3UNzQoa3bp1Q3R0NADg1KlTCA8Ph7e3t9UxSqUSkZGRePDBB9uuSiKyK0eermk0GnH48GH8+OOP8PDwQHx8PPR6vc0ez1Gm6zYHu3rInpoVNKZMmYIpU6ZYbr/00ksICXG85E5Ebc9Rp2vm5OTgxx9/RGRkJGJiYqBQtPqi1A2y93Td5mJXD9lbiz+Rq1atass6iIiaTAiBgoIC6PV6+Pv7Y9q0abVaMWzVVdDRlhjvqF091Hm0OGg88MADKC0txZo1a2rtmzVrFrRaLT7++ONWFUdEdLOatTEuXbqEu+++G3q9vlbIsGVXga3HrLR1QOqIXT3UubQ4aOzatQtvvfVWnfvuuecePPXUUy0uiogcjyMMJszKykJycjJKS0sRFRUFd3f3Ouu0dVeBrcas2CIgdbSuHup8Whw0cnJyag0EreHp6Ylr1661uCgiciz2HkwohMDx48fx/fffw8XFBZMmTUK3bt3qPLa9ugraesyKrQJSR+vqoc6nxSuDdu/eHYcPH65z3+HDh9t8gRwiso+bvwADvLXw8dAg/3o5ElPPIK8dVsSUJAmFhYXo0aMH7rnnnnpDBtBxuwpsdZVbXk2W7K3FLRqzZ8/G66+/jl69emHGjBmW7YmJiXjjjTfw2GOPtUmBRGRf9hxMePnyZXh4eECr1WL06NGQyWSNXtK9o3YV2DIgOfL0ZOr8Whw0Xn75ZZw4cQKzZs3Cgw8+CH9/f2RmZqKsrAwTJ07EK6+80pZ1EpGd2KOFwGg04siRIzh16hRCQ0MRGxsLuVze+B3RcbsKbB2QHHV6MnV+LQ4aSqUSmzdvxq5du5CcnIy8vDx4enpi7NixiI+Pb8saiciO2uoLsKmDSQsLC5GUlIS8vDxERERg+PDhzaq3o6xkerOOGpCIGtPqlW3GjRuHcePGtUUtROSA2uILsKmDSTMyMrBr1y7IZDKMHTu2xQsCdsSugo4akIga06ygkZ+fD3d3d8hkMuTn5zd6vC2XASai9tHaL8DmzKbw9PRE9+7dMXz4cLi5ubWq7o7YVdARAxJRY5oVNLy9vXHw4EEMGTIEXl5ejQ7KMplMrSqOiBxDa74AGxtMeuDET/CQl2LEiBFwcXHB+PHjbf10HFpHDEhEDWlW0Fi5cqXlqogrV65sNGgQUefR0i/AegeTymXwVV5H5k9HUazRYMCAAXB1dW2jaonIUTQraMydO9fy3/fdd19b10JEnVBdg0llogpawy9Qq8vgovPCPVNuh1qttm+hRGQTLV6wi4ioKaJC/aDXOiO7sBRVRhMgBPSGS1CKMuTCCxPGj2fIIOrEmtWi0bNnz2Z1l1y8eLHZBRFR5/LbYNLTlsGkpU5aqF00mDJmALzcNfYukYhsqFlBY8qUKVZBY+3atSguLsbYsWPh6+uLa9euYffu3dDpdJg2bVqbF0tEHVOIjzOi3POh7BmAKid3zqYg6kKaFTSWLVtm+e+///3vCAwMxPbt26HVai3bi4qKMHHiRPj6+rZZkUTUMQkhcPbsWXz77beQyWQYPNgPPXv2tHdZRNSOWjxG45133sFf/vIXq5ABADqdDs899xzefffdVhdHRB2XwWBAcnIy9uzZA09PT9xzzz0MGURdUItXBs3Pz0dRUVGd+4qKilBQUNDiooio4/vpp59w4cIFREVFITo6GjIZx54TdUUtDhrx8fF49tlnERgYiNGjR1u2p6am4rnnnuP1Toi6ICEESktL4erqit69e8PX1xc+Pj72LouI7KjFf2J89NFH6NatG+Li4qDX6xEeHg69Xo/4+Hj4+/tj+fLlbVknETm4srIybN26FRs3boTBYIBMJmPIIKKWt2j4+/vj6NGj2L59O44cOYLMzEz4+/tjyJAhmDBhQlvWSERtqKlXUW2OK1euIDU1FQaDAcOGDYOTk1MbVUtEHV2rr946YcIEBguiDqKpV1FtKpPJhCNHjuCHH36ATqfD7bffDi8vrzavm4g6rlYHje3bt+Po0aPIyMjAiy++iKCgIOzduxe33HILunXr1hY1ElEbaM5VVJtKCIGrV68iPDwcw4cPZ0sGEdXS4qCRk5ODu+66C4cOHUJgYCAyMjLw8MMPIygoCCtXroRGo8H777/flrUSUSs0dhXVY+eymnTRNCEE0tPTERQUBIVCgSlTpkCpVNq6fCLqoFo8GHTBggXIycnBqVOncP78eQghLPvGjh2LpKSkFhdVUlKCgIAASJKE7777zmrfihUrEBYWBrVajf79+2Pz5s0tfhyirqTeq6gq5BCien9jDAYDUlJSsHv3bpw+fRoAGDKIqEEtDhpbtmzB66+/jsjIyFrXPwkMDMTVq1dbXNRf//pXGI3GWttXr16NefPmYebMmdi2bRtiYmIwdepUHDp0qMWPRdRV3HgV1RtVGU2QpOr9DcnOzsa6detw/vx5DBgwAH369LFhtUTUWbQ4aBiNRmg0dV8MqaCgoMV/5aSlpeH999/HokWLau175ZVXMGvWLPz1r39FbGwsli9fjsGDB+O1115r0WMRdSW1rqIKWMZo6LXOGBjqV+99T58+jW+++QYmkwmTJk3CkCFDuAAXETVJi39TDB06FCtXrqxz3+rVqzFixIgWnXf+/Pl4+OGHER4ebrX94sWLOHv2LGbMmGG1fdasWUhKSkJlZePNvkRdWc1VVPVuzsguKMXV7GJkF5RC7+aM6WMiGxwI6u7ujqCgINxzzz3o3r17O1ZNRB1diweDLl68GLGxsRg1ahSmTZsGSZLw9ddf480338SWLVuwf//+Zp9z7dq1+OGHH7Bu3TocO3bMal9aWhoAICIiwmp7ZGQkDAYD0tPTa+0jImsDw/zRw1eHYzeso1HfVVSvXLmC69evo3fv3ujWrRtnkRFRi7Q4aMTExCAlJQXPPfccnnzySQgh8PrrryMmJgZJSUkYOHBgs85XVlaGhQsX4o033qh1oTYAlmunuLu7W2338PAAUH3tlfoUFxejuLjYcjszM7NZtRF1Jp46lwZnl9y4NoaHhwciIiIgl8vrPZ6IqCEtChoGgwGbN2/GgAEDsGfPHpSXl6OgoADu7u5wcWnZCoOLFy+Gr68v7r///hbdvyFvv/12nWM+iMhaUVERkpKSkJuba1kbgyGDiFqjRUFDqVRizpw52L59O0JCQuDs7AxnZ+cWF3H58mUsXboUGzZssFwRtqSkxPL/JSUllpaLoqIi+Pn9NmitpqVDr9fXe/6FCxfioYcestzOzMzEkCFDWlwvUWdUUlKC9evXAwDi4uJwyy23NHi8LZYyJ6LOp8VdJxEREbhy5UqbFJGeng6DwYBJkybV2hcbG4uhQ4fiyy+/BFA9VuPGgaJpaWlQKpUICam/KVir1dbZHUPUWTUnBAghIEkSXF1dERUVhZCQkEY/L229lDkRdV4tDhpvvvkmHn/8cdx6660YNGhQq4oYMGAAUlJSrLadOHECTzzxhGUKa0hICMLCwpCYmIgpU6ZYjluzZg3i4+O5aBB1GY2FiOaEgOzsbOzbtw9jx46FTqfDgAEDkFtUhl3fXaz3/LZYypyIOq8WB41nnnkGeXl5GDp0KDw9PeHr62u1cJckSTh58mSTzuXu7o4xY8bUuS86OtoysPTVV1/F7373O/Tq1QuxsbFYs2YNDh8+jL1797b0aRB1KI2FiJtDgBBA/vVyXL5WhI83HcOTM4YhNNATQgj873//w5EjR6BWq1FeXg6dTtekkNJWS5kTUdfQ4qDR2laMlpg9ezbKysqwZMkSLFmyBOHh4diwYQNiYmLavRai9taUloQbQ0BZRRUy80pgMJogAGTll2Lpfw/j/oRI5GWcwdWrVxEYGIgxY8bA2dm5yS0VbbGUORF1Hc0OGqdPn8by5cuRm5uLbt26Ydq0aRg3blybFzZmzBir66fUePDBB/Hggw+2+eMRObqmtCTUhAAhYAkZCrkMZrOACUBecRn2fXsAOkU5YmJi0KdPH0tLZFNbKm5cyvzGsNHUpcyJqGtp1sqg+/fvx8CBA/H+++/j6NGjWLlyJSZMmIDly5fbqj4i+lVdLQmGKhMKSypwvdyA737KhFwmQUJ1d4nBaIJMJqHCYERlVRUkmGE0mfF9pgLQR6Bv375W3Z1NbalozVLmRNT1NCtovPLKK4iIiMClS5eQlZWFvLw83HXXXXjxxRdtVR8R/ermi6IVlVbg/M/5yMguRkm5AcfPZWHPyctwUshRWFIBsxAwVJmglhsxwr8U0T5lUCvlKDdKOHy+EHlFZQ2ev8bNLRWtWcqciLqeZnWd/PDDD1i+fDkCAwMBVE8bXbp0KUJCQpCRkWHZTkRtLyrUD8nHLiG7sBQers7IyC5GeWX1VY4lCTAaTbiaXQwPNzU0KieUlBvQzcWAfl7VAzt/LnKFTJJBLjOjsspYa9Dmjef3cbceo3FzS0VzljInoq6tWUEjNzcXAQEBVttqwkVubi6DBpEN1bQkJKaewZVrRZaQIZdJUDkpoJBXd5MUXK/E+OggZF0+Az/nShQZ5Egr1qHCJEdllQkqJwWUCnmtQZs3nj+7oBRCVAcYvbbulorGljInIgJaMBj0xj5dImofN66dMSSyG66XV+J6uQEqJzmc5HLIZNWfS7VSgdKKKhRcL4GfSxUuFqlxvkhdPU8VJigVcvh4uKC80ljnoE22VBBRW2t20IiNjYVMVntox8iRI622S5JkWU6ciFqurrUtrpcbIKF6oKbMEv4F3JUGlFZIMEkq3H7n3Vi27hicK0rgrFZA5aSARq1EQUl5g4M22VJBRG2pWUHjlVdesVUdRFSHmrUtcgrLoHSSWbozhBAQAqgwGKFWKqCSCYRpi+CpqoKhyhWRPTwR4KvHnLG9LSGl0mCCoaq83q4QIiJbYNAgcmDHz2Xhl7wSVBqMMJaYLdvlMgkymQSzWcBVVoG++hI4yQTSCpyhcvXAqH5BANgVQkT21+KVQYnI9n7JvY6SskpIkgSVkxySJEEIgcqq6imnfbyqEOhSijKjHKcLtNBo3fHA2D5WQYJdIURkTwwaRA6soKQCJrOAs0puGYgtSRKcFDIYK83wctfA1VULd30wems1bK0gIofDoEHkwJRO1at0llca4aSQQamQw1tdgdJKwCBTQOfbE3Mm9rdzlURE9WPQIHIgN05jLSqpwPGfsqoHfgKoqjIiQncdga5VyKlQwlDigu7ebvYumYioQQwaRHZwY6Bwd1UhKtQPV64VWWaIGE1mFJZUQABQKuTQKKrQ37MUGicz0ovVuGbUopuXG68rQkQOj0GDqJ3VtS7GjiMXUFFlQpXRBB8PDQpLKlFYWgmYzdCpqjDIuwRVZglHszXIKXeCn96JU1SJqENg0CBqRzXrYuRf/+1y7FVGEy5lFaKswojQAD2cFHIYTSYIs4BZADllMly5rsSFYmcYIYfKSYaY3gEYGOZv76dDRNSoZl29lYha5/i5LOQXl1suWgZUr+7prHKCyWxGaYUBAOAmr0S093UAZggh4dx1V8idlAAAo8kErab28uFERI6IQYOoHRWWVEIAlpBRQ+VU3bhoqKqCqzEbtzjnwEVhhkpmBqTqKa0SAIhfO1tEe1dORNQy7DohakfuripIAKqMJquw4aJWwNXJjFDnHLiajMivcsF3WU4wmKr3m0xmmM0CKidF9RoaZiYNIuoYGDSI2lFUqB+Sj11CdmGppfukymhCYUk5hviVQymZkF7ugYzrTjCaDXBWyuHmooKTQgaFXFZ9UbTr5XVeeZWIyBExaBC1Iy+dC6aPiURi6hlkF5RCEmYISYJe64KogcMQ6OeBc1ll+Dn3Og79+DOMJjP8PV0tgSS7sLTBK68SETkaBg2idlZzobODJ88i68IP0Hr5I37UMMtU1eCA6uP6hfhYAknNVVt55VUi6mgYNIjamRACv1y5gKyz30GlUiFmQHidwYFXXiWizoBBg6gdlZeXIzU1FRkZGejevTtiY2Ph4lJ/cOCVV4moo2PQIGpHWVlZuHr1KoYOHYp+/fpZrshKRNRZMWgQ2ZjZbEZeXh68vb3Rs2dPzJo1C25uvBgaEXUNXLCLyIaKi4uxceNGbNq0CaWlpQDAkEFEXQpbNIhs5Pz589i3bx+EELjtttug0WjsXRIRUbtj0CBqYyaTCfv378dPP/0ELy8vxMXFwd3d3d5lERHZBYMGURuTyWQoLy9H3759MWTIEMjl8sbvRETUSTFoELUBIQTOnDmD4OBguLi4ICEhATIZh0ARETFoEDVBblEZjt+wcFZUqB+8fl04q7y8HHv27MGVK1dQWlqKwYMHM2QQEf2KQYOoEcfOZiIx9Qzyi8vx60XakXzsEqaPiYSvxoyUlBSUl5djyJAh6N+/v73LJSJyKAwaRA3ILSqrDhnXy+HjobG6uNn21EPwQg7c3NwwZcoU+Pj42LtcIiKHw6BB1IDj57KQX/xbyAAAJ4UcPu4aZBYaERzcDffckQClUmnnSomIHBM7kokaUFhSCQFYQobaVAw3YxacFHJUmhVw8uzFkEFE1AC2aBA1wN1VBQmAsaoKeuTCxVyIKkkFY1UVJKl6PxER1Y8tGkQNiAr1g59WBs+qS3AxF6JUrkeWFIhrReXQa50xMNTP3iUSETk0tmgQNcBVJUOg/BdUAThX5omiKjUkqTpkTB8TCU9d/Zd4JyIiBg2iOhmNRigUCqjVasTFxkLposWZq8WWdTQGhvoxZBARNQGDBtFNfvnlF6SkpGDMmDHo3r07QkJCAAABfl52royIqONh0CD6ldlsxvfff4/jx4/Dzc0NTk5O9i6JiKjDY9AgAnD9+nUkJyfj2rVrCAkJwahRozhtlYioDTBoEAE4ffo08vLyMHr0aISFhUGSJHuXRETUKTBoUJdVVVWF8vJyaLVaDBo0CBEREdDpdPYui4ioU2HQoC4pLy8PSUlJAIBp06ZBLpczZBAR2QCDBnUpQgicPn0ahw4dgpOTE0aPHs1LuhMR2RCDBnUZFRUV2LNnDy5fvoxu3bohNjYWGo3G3mUREXVqDBrUZUiShIKCAgwePBj9+/dnSwYRUTtg0KBOzWw246effkJ4eDhUKhWmTZsGhYL/7ImI2gt/41KndePaGEqlEr169WLIICJqZ/ytS53SxYsXsXfvXpjNZowaNcqyjDgREbUvBg3qdA4fPoyTJ0/C09MTcXFx8PDwsHdJRERdFoMGdTq+vr7o3bs3hg4dyq4SIiI7429h6vCEEDh67CSu5lyHSe0Fd1cVovpEMWQQETkA/iamDq2iogIbt+5EYW4Wciuc8H1uFuSSDP6erpg7oR8Ghvnbu0Qioi6NCwlQh/XLL78gMXEtCnKykJavwsFMZxiqzCg3GJGeWYj3N3yHvKIye5dJRNSlMWhQh5SdnY0tW7agwmDEgUwNzhWpIZMkKOQyyCRAAMgpLMO2IxfsXSoRUZfmEEEjMTERU6ZMQUBAADQaDQYMGICVK1dCCGF13IoVKxAWFga1Wo3+/ftj8+bNdqqY7MVsNgMAvL29MXToUJwp80V+pQIyCZaVPmWy38LGd2mZdqyWiIgcImi8/fbbcHFxwdKlS7Fp0yZMnDgR8+bNw2uvvWY5ZvXq1Zg3bx5mzpyJbdu2ISYmBlOnTsWhQ4fsWDk1V25RGXZ9dxGJqWew67uLyG1G10Z6ejoSExNRWlqKvOJyXDO4Iru4EgAg3XSsTKreUmUytVXpRETUApK4udnADnJzc+Hl5WW17Y9//CPWrFmDgoICyGQyhIeHIzo6Gl9++aXlmOHDh8Pd3R1bt25t1uNdvXoVgYGByMjIQEBAQJs8B2rcsbOZSEw9g/zicghUhwO91hnTx0Q2OGjTaDTi4MGDOHPmDPR6Pbrd0h+bjmQgv7gc+dfLUWGoDhOWVg0hYDRX/7O+rU8Anv3diHZ4dkREXUdzvkcdokXj5pABAFFRUSguLkZpaSkuXryIs2fPYsaMGVbHzJo1C0lJSaisrGyvUqmFcovKqkPG9XL4eGgQ4K2Fj4cG+dfLkZh6pt5Bm/n5+diwYQPOnDmD3r17Y2Tc+OqQ8et5Qvw9LK0ZZgGYTGZLyFA5yXHP6Ih2eoZERFQXhwgaddm/fz+6d+8ONzc3pKWlAQAiIqy/NCIjI2EwGJCenm6PEqkZjp/LQn5xOXzcNXBSyAEATgo5fNw1yC8ux7FzWXXe7+DBgygrK0NCQgJGjBiB/13MsTqPxlmJbl5ulrAhUN2y4axUYEZsJG4J8GyfJ0hERHVyyHU09u/fj9WrV2Pp0qUAgIKCAgCAu7u71XE1S0vn5+c3eL7i4mIUFxdbbmdmcoBgeyssqYQALCGjhpNCDiGq99eoqKiATCaDUqnE6NGjIUkSNBpNvefp5uUGnasK6b8Uwt1NjVuDvTB52C0MGUREDsDhgsbVq1cxc+ZMxMbG4rHHHmuTc7799ttYtGhRm5yLWsbdVQUJQJXRZBUSqowmSFL1fqA6BCYnJ8Pf3x9xcXFwdXVt0nmUCjk83NSYNiYS4wbxAmpERI7CobpOCgsLMXHiRHh6emLdunWW6Yo1LRdFRUVWx9e0dOj1+gbPu3DhQmRkZFh+jhw5YoPqqSFRoX7Qa52RXViKKmP14M0qownZhaXQa50xoJcPvv/+e2zevBmSJOHWW29t0XkGhvq123MiIqLGOUyLRnl5OSZPnoyioiIcPHgQOp3Osq9mbEZaWhrCw8Mt29PS0qBUKhu9BLhWq4VWq7VN4dQkXjoXTB8TicTUM8guKIUQgCRVzzqZMiwYB/clIysrCz179sSoUaOgUqmafZ7pYyLhqXNp52dGREQNcYigYTQaMWPGDJw5cwb79u1D9+7drfaHhIQgLCzMsrBXjTVr1iA+Ph5KpbK9S6YWGBjmjx6+Ohw7l4XCkkq4u6owMNQPoqoMacfyMXLkSERERECSbl4Vo2nnYcggInI8DhE0HnnkEWzevBlLly5FcXGx1SJcUVFRUKlUePXVV/G73/0OvXr1QmxsLNasWYPDhw9j7969dqy8a8otKsPxG77ko0L94NXEL3lPnQvGDQqB0WhERkbGr+HABXPmzGlWYKw5DxEROTaHCBo7d+4EADz55JO19qWnpyM4OBizZ89GWVkZlixZgiVLliA8PBwbNmxATExMe5fbpdW16FbysUuNLrp1o/z8fCQlJaGgoADTp0+Hh4cHW6WIiDophwgaly5datJxDz74IB588EHbFkP1unnRLSeF3DIQMzH1DHr46hrsvhBCIC0tDQcOHIBCoUBCQoJloC8REXVODhE0qGOwLLrlUXvRreyCUhw7l1Vvd4YQAklJSbh48SL8/f0RGxtba+oqERF1Pgwa1GTNWXTrZpIkQavVIjo6GlFRUZapy0RE1LkxaFCTNXXRrRpmsxknTpxAUFAQvLy8MGTIkHaumIiI7I1/VlKTNWexrJKSEmzZsgXfffcdzp07Z6+SiYjIztiiQU3W1MWyLl26hD179sBoNOK2225DZGSknSsnIiJ7YdCgZmlssayzZ88iNTUVHh4eiI+Pb3R5eCIi6twYNKjZ6losSwgBSZIQHByMqKgoREVFQaHgPy8ioq6OYzSoVYQQOHPmDLZs2QKz2QylUonBgwczZBAREQC2aFArVFZWYu/evUhPT4efnx8MBgPUarW9yyIiIgfCoEH1auiaJllZWUhOTkZpaSnXxiAionoxaFCdGrqmSb8Qb+zatQsymQyTJ0+Gv3/TrnFCRERdD4MG1VLfNU3yi4qRmHoaPXxjMH78eGi1WnaVEBFRg9jWTbVYrmni/ts1TVylMvRxzYa8PBfHzmXBx8eHIYOIiBrFFg2qxeqaJsIMN1M2NKYCVEkqFBtVDV7ThIiI6EYMGlRLzTVNRFUZvEQWnEQlymTuyIcXKkV5rWuaEBER1YddJ1RLzTVNKsuKIBdVKFB0R57kg2tF5bWuaUJERNQQBg2yUllZCVPFdUwfEwmh9sQP131wIQ/ILiiF3s36miZERESNYdcJWVy7dg1JSUkwGo2YPXs2evjG1HtNEyIioqZg0CCYzWacPHkS3333HVxcXDB27Fg4OTnBU+dU65omREREzcGg0Uk0tIpnQyorK7Fr1y788ssv6NGjB0aPHs1pq0RE1GYYNDqBhlbxHBjW8KqdTk5OkMlkGDFiBG699VZIktQuNRMRUdfAoNHB1beKZ3ZhKRJTz6CHr67WuAqTyYTjx4+jb9++UKlUmDhxIgMGERHZBGeddHB1reLppJDDx12D/OJyHDuXZXV8YWEhvv76axw7dgzp6ekAwJBBREQ2wxaNDs5qFc8bOCnkEAKWVTyFEPjpp59w4MAByGQyjB07FiEh1QM9Wzq+g4iIqDEMGg6usRBQs4pnldFkFTaqjCZIEiyreB49ehQnTpyAr68v4uLi4ObmBqB14zuIiIgaw6DhwJoSAqJC/ZB87BKyC0st3Sc1YzRqVvHMLSpDTqUaan0QnLvdgkqzHG5o2fgOIiKi5mDQcFBNDQFeOhdMHxOJxNQzyC4ohRCAJAF6rRq39VRg/7cHcOiq7LewcuknpBy/guljIpFXXF49vsOj9viO7IJSHDuXxXU0iIioVRg0HJRlkGcTQsDAMH/08NVZVvF0VQIVOefwc3oWSqFB/nUdfDxca4WViCCvJo3vICIiainOOnFQTR3kWcNT54Jxg0IwNESDnPNHkZ+bA8/AcKQV6+Dj7lrnjJSCknLL+I4b3Ty+g4iIqKUYNBzUjYM8b9RQCCguLsaOHTugVqtx1113wezsAwGp3rDi4aqGXuuM7MJSy+PcPL6DiIioNdh14qBqBnlezSmGySxgMpshl8kgl0nw07tahQCDwQClUgmtVotx48ahe/fucHJygrtrUYMzUrp5uaFviE8d4zt4lVYiImobDBoOykvnAl8PF5y+lAOz+G27TAL69/KBp84FQgicPXsWBw8exO233w4fHx8EBwdbjm3KjBRPnYvV+A5epZWIiNoSg4aDOpuRh/0/XLUKGQBgFsD+H65iwqAs/HzxR1y4cAG+vr5wdnaudY76Z6RYt1jUjO8gIiJqawwaDmr93jRUVpnq3Ocsq0TK7m2QiypERUUhOjoaMlndw21unpHCFgsiImpPDBoOKj2r0Oq2BKCmcSPIzQCTyYQpd05Gt27dGj0XWyyIiMheGDQcQF3LjFcZzZb9EgCV3AyZBJQZZfgxzxk5Jmc82oSQQUREZE8MGnZW3zLjGrUTcn49xtu5CgO8y1FSJcOBTA1MQoK3h9aOVRMRETUNg4ad5BaVYe/JK9h66DwqDUZ099bCRe2EsooqXM0uhtFshhwC4foK9NIZUGKQ4VSeMwAJcpmEQeG84BkRETk+Bg07qGnFuJpdjOKySkiShHNX8+GidkJllRGGKhNUMhOGdyuFu8qMy9edcDrfGSazBIVcQoC3FqP6B9n7aRARETWKQaOd3XixNJlMghCAWQiYzCYYSn6bZWIEoJAB32c7I6tMCWeVE5wUMvh6uGLO2N6cNUJERB0Cg0Y7q7lYmrubGmfz83DjMhkKSSDIzYCLxUoYzDLsueoKmVwGSQIienhhRJ8ATk0lIqIOhUGjndVcLC27oAzGG1bjclcaMdCnHC4KMwoq5SioVEBAgtksIEkSlAo5p6gSEVGHw6DRjnKLyvBzbjGul1aitLLq160CvXQGRHhUwGCScChLg4LK394WAUAIAUmyS8lEREStwqBhYzVrZBz8MQM/XMxBldEM0w0tGYN8yuCvMeJamQIncpxhMP+2wqf49X/kMgkRgZ7tXzwREVErMWjYUM3skvTMQpRWVNV5TFaZE/IqFEgvVqJ6FY3a3F3VnGVCREQdEoOGjZzNyMPHm44jv6Qc5RVGy3YJApH6ChRUypFZqsTVEmW955AkQO2kwH0T+lkGgNa1iqgXB4cSEZGDYtBoAzWLb/3v4jVk5ZWguNSAssoqqy4SANAoTBjoUw53lQkXi5TILK3/nEonObx1zpgV1xtjooIB1L+K6PQxkRgYxgW8iIjI8TBotNKxs5n4ePNxZOaWwCxEvccFuBrQ17M6IHyf7YxfSn9ryZDLJMgkCZJUfQG0gaF+6NXdw2oq643rb/h4aOCkkKPKaEJ2YSkSU8+gh6+O016JiMjhMGi0Qm5RGf616Th+yb2O+iMG4OtShSjvchRUyHEsxwVlRutLuve/xQ+39W14jYya9TdqQgYAOCnk8HHXILugFMfOZXH6KxERORwGjVbYe/IKMvNL6g0ZMgiYIeFamQInc52Rcd0J4qYBnwqZhMfuHtRoa0TN+hs1IaOGk0IOIar3ExERORpZ44dQfdKu5NXTXSIQoq3EmIASOMnMACRcua6sFTIAYESfgCZ1ebi7qiABqDKarLZXGU2QpOr9REREjoZBoxXqWkRLKTNjqG8ZentWoKRKVs+E1WpeOjXuv31Akx4rKtQPeq0zsgtLLWGjZoyGXuuMgaF+zX8CRERENsag0QrhgZ5QyH97Cb2dqzAmoARezkacylPjyDUXqwW4JAlwUsjgrFKgVzcPzL97SJMHcHrpXDB9TCT0bs7ILijF1exiZBeUQu/mjOljIjkQlIiIHBLHaLTCqP5BSD5+CT/nFMNoMiPSowJVZgmHszQoMvw2lkLlJEeAtxZ9enpD56qGu6uqRRdHGxjmjx6+Ohy7YR0NXmSNiIgcGYNGK3jpXPDAxP74cvePyMy7jhP5EiqqADMkuLsq4aVzQXigHr2669ssEHjqXDi7hIiIOgwGjVZiKwMREVH9GDTaAFsZiIiI6tbhBoOmpaVh3Lhx0Gg08PPzwzPPPAODwWDvsoiIiKgOHapFo6CgAHFxcQgNDcX69evx888/Y+HChSgrK8N7771n7/KIiIjoJh0qaCxfvhzFxcXYsGED9Ho9AMBoNOKRRx7B888/j27dutm5QiIiIrpRh+o62bZtG8aOHWsJGQAwY8YMmM1m7Ny5046VERERUV06VNBIS0tDRESE1TZ3d3f4+/sjLS3NTlURERFRfTpU10lBQQHc3d1rbffw8EB+fn699ysuLkZxcbHldmZmpi3KIyIiopt0qKDRUm+//TYWLVpk7zKIiIi6nA7VdeLh4YGioqJa2wsKCqzGbdxs4cKFyMjIsPwcOXLElmUSERHRrzpUi0ZEREStsRhFRUXIzMysNXbjRlqtFlqt1tblERER0U06VIvGxIkTsXv3bhQWFlq2JSYmQiaTISEhwX6FERERUZ06VNB4+OGH4ebmhrvuugs7d+7EqlWr8PTTT+Phhx/mGhpEREQOqEN1nXh4eCApKQnz58/HXXfdBTc3Nzz00EN4/fXXm3Ueo9EIgLNPiIiIWqLm+7Pm+7QhkhBC2LogR3P06FEMGTLE3mUQERF1aEeOHMHgwYMbPKZLBo2Kigr88MMP8Pb2hkJRd6NOZmYmhgwZgiNHjsDf37+dKyS+/vbH98C++PrbH9+D+hmNRuTk5KBv375Qq9UNHtuhuk7ailqtbjSB1fD390dAQICNK6L68PW3P74H9sXX3/74HtQtODi4Scd1qMGgRERE1LEwaBAREZHNMGjUQ6vV4pVXXuFCX3bC19/++B7YF19/++N70Da65GBQIiIiah9s0SAiIiKbYdAgIiIim2HQICIiIpth0CAiIiKbYdC4SVpaGsaNGweNRgM/Pz8888wzMBgM9i6rU0pMTMSUKVMQEBAAjUaDAQMGYOXKlbh5fPKKFSsQFhYGtVqN/v37Y/PmzXaquHMrKSlBQEAAJEnCd999Z7WP74Ftffrpp4iKioJarYaXlxcmTpyI8vJyy/5Nmzahf//+UKvVCAsLw6pVq+xYbeeyceNGDB06FG5ubvD398eMGTNw8eLFWsfxM9ByDBo3KCgoQFxcHAwGA9avX4833ngDH3/8MRYuXGjv0jqlt99+Gy4uLli6dCk2bdqEiRMnYt68eXjttdcsx6xevRrz5s3DzJkzsW3bNsTExGDq1Kk4dOiQHSvvnP7617/WeYEkvge29frrr2P+/PmYOXMmduzYgY8++gg9e/aEyWQCAOzfvx9Tp05FTEwMtm3bhpkzZ+LBBx/E2rVr7Vx5x5eamoqpU6fi1ltvxYYNG7Bs2TKcPHkSCQkJVkGPn4FWEmTxxhtvCI1GI/Ly8izbPvroIyGXy8XPP/9sx8o6p5ycnFrb5s2bJ7RarTCZTEIIIcLCwsTs2bOtjomJiRETJ05slxq7ijNnzgiNRiOWL18uAIijR49a9vE9sJ20tDShUCjE1q1b6z0mISFBDB8+3Grb7NmzRWRkpK3L6/T+9Kc/iZ49ewqz2WzZlpycLACIvXv3WrbxM9A6bNG4wbZt2zB27Fjo9XrLthkzZsBsNmPnzp12rKxz8vLyqrUtKioKxcXFKC0txcWLF3H27FnMmDHD6phZs2YhKSkJlZWV7VVqpzd//nw8/PDDCA8Pt9rO98C2Vq1ahZ49e2LixIl17q+srERKSgqmT59utX3WrFk4c+YMLl261A5Vdl5VVVVwc3ODJEmWbTqdDgAsXbj8DLQeg8YN0tLSEBERYbXN3d0d/v7+SEtLs1NVXcv+/fvRvXt3uLm5WV7zm9+TyMhIGAwGpKen26PETmft2rX44Ycf8PLLL9fax/fAtg4dOoS+ffti8eLF8PHxgVKpxIgRI3D48GEAwIULF1BVVVXn6w+Av5da6b777sPp06fxwQcfoKioCBcvXsTzzz+PqKgojBgxAgA/A22BQeMGBQUFcHd3r7Xdw8MD+fn57V9QF7N//36sXr0aTz31FIDq9wNArffEw8MDAPietIGysjIsXLgQb7zxRp3LLPM9sK2srCzs3LkT//nPf/DBBx/g66+/hiRJSEhIQHZ2Nl9/Gxs5ciQ2bNiA5557Du7u7ujVqxeuXbuGbdu2QS6XA+BnoC0waJBDuHr1KmbOnInY2Fg89thj9i6ny1i8eDF8fX1x//3327uULslsNqOkpARr167FtGnTcPvtt2Pjxo0QQuC9996zd3md3oEDB3Dvvfdi3rx5SE5ORmJiIsxmMyZNmmQ1GJRaR2HvAhyJh4cHioqKam0vKCiwGrdBbauwsBATJ06Ep6cn1q1bB5msOv/W/MVQVFQEPz8/y/E1f2HwPWmdy5cvY+nSpdiwYYPl331JSYnl/0tKSvge2JiHhwc8PT3Rr18/yza9Xo+oqCj8+OOPmDVrFgDU+r3E179tPPbYY4iLi8PSpUst24YNG4agoCB89tln+OMf/8jPQBtgi8YNIiIiavV5FhUVITMzs1b/HLWN8vJyTJ48GUVFRdi2bZtlIBbwW5/oze9JWloalEolQkJC2rXWziY9PR0GgwGTJk2Ch4cHPDw8cMcddwAAYmNjMXbsWL4HNta7d+9691VUVKBXr15wcnKq8/UHao8boOY5ffo0BgwYYLUtICAAXl5euHDhAgD+HmoLDBo3mDhxInbv3o3CwkLLtsTERMhkMiQkJNivsE7KaDRixowZOHPmDLZv347u3btb7Q8JCUFYWBgSExOttq9Zswbx8fFQKpXtWW6nM2DAAKSkpFj9/OMf/wAALF++HB988AHfAxubPHky8vLycOLECcu2vLw8HDt2DNHR0VCpVIiNja21ZsaaNWsQGRmJ4ODg9i24k+nRoweOHTtmte3y5cvIzc21vLb8DLQBe8+vdST5+fnC399fjB49WuzYsUOsXLlSuLu7iz//+c/2Lq1TmjdvngAgli5dKg4ePGj1U1FRIYQQ4ssvvxSSJImXX35ZpKSkiIcfflgoFApx4MABO1ffOaWkpNRaR4Pvge2YTCYxePBg0atXL7F69WrxzTffiGHDhglPT0+RmZkphBBi3759Qi6Xi//7v/8TKSkp4uWXXxaSJIn//ve/dq6+41u2bJkAIB577DGxa9cusXr1atGnTx/h6+srcnNzLcfxM9A6DBo3OX36tIiPjxfOzs7Cx8dHPPXUU6KystLeZXVKPXr0EADq/ElPT7cc9+9//1vccsstQqlUir59+4pNmzbZr+hOrq6gIQTfA1vKyckRv//974VOpxPOzs4iISFB/Pjjj1bHfPPNN6Jv375CqVSKW265RaxYscJO1XYuZrNZfPjhh6Jfv35Co9EIPz8/MXXqVHHmzJlax/Iz0HKSEDddWIKIiIiojXCMBhEREdkMgwYRERHZDIMGERER2QyDBhEREdkMgwYRERHZDIMGERER2QyDBhEREdkMgwYRERHZDIMGEdXyxRdfYPjw4XBzc4OrqytiYmLw2WefWR1z3333oU+fPnaqsP24u7vj1VdftXcZRB0WgwYRWZk/fz7uvfde3HrrrUhMTMS6devQp08fzJ07F/Pnz7d3eUTUwSjsXQAROY6NGzfivffewyuvvGL1V/z48ePRrVs3vPbaa0hISLBcTt6eysvL4ezsbO8yiKgRbNEgIotly5bBw8MDTz31VK19Tz/9NDw8PLBs2TKr7du2bUOfPn2gVqsRHR2NQ4cOWe3fuHEjBg0aBFdXV7i7u2PQoEHYunWr1TGffPIJ+vXrB7Vaje7du+OFF16AyWSy2i9JEg4ePIhx48ZBo9Hg6aefxpgxYzB58uRatb733ntwdnZGUVERAEAIgbfeegthYWFQqVQICQnBP/7xj1r3++abbxAREQG1Wo0hQ4bg6NGjTX7tiKhuDBpEBAAwGo04cOAAYmNj4erqWmu/q6srYmNjceDAARiNRgBAZmYmHnnkETz99NP473//C5VKhfHjxyM7OxsAcOHCBUybNg29e/fGhg0bsGbNGsyYMQMFBQWW87799tt46KGHMH78eGzatAnPPvss3nnnHbzwwgu1apgzZw7i4uKwefNm3HvvvZg9ezZ27tyJ/Px8q+O++uor3H777dDpdACAxx9/HC+//DLmzp2LLVu24L777sOzzz6L5cuXW+5z4sQJ3HPPPQgNDcX69esxd+5czJgxA5WVla1/cYm6MjtfPZaIHERmZqYAIBYsWFDvMQsWLBAARFZWlpg7d64AIJKSkiz7CwsLhZubm3juueeEEEIkJiYKAKK4uLjO8xUXFwtXV1fxl7/8xWr7hx9+KJydnUVubq4QQohVq1YJAGLJkiVWx+Xm5gonJyfx8ccfW7ZdunRJSJIkEhMThRBCnD9/XkiSJD766COr+z777LPCz89PmEwmIYQQM2fOFD179hRGo9FyzIoVKwQA8corr9T7mhBRw9iiQUQtptPpEBcXZ3V77NixOHz4MACgX79+kMvlmDNnDjZt2mTpyqhx4MABlJSUYPr06TAajZafsWPHory8HKdOnbI6ftKkSVa3PT09MW7cOKxevdqybc2aNXB1dbV0qezevRsAcM8999R6jKysLGRkZAAADh8+jDvuuANyudxyrmnTprX2JSLq8hg0iAgA4OXlBZVKhStXrtR7zJUrV6BWq+Hp6QkA8Pb2rnWMr68vMjMzAQBhYWHYvHkzioqKMHXqVHh7e+POO++0PEZubi4AYODAgXBycrL8hIaGAoAlBNx47pvNnj0bqampyMrKAlDdbTJ16lSo1WrLYwgh4OXlZfUY48aNs3qMzMxM+Pj4WJ1bq9VazkNELcNZJ0QEAFAoFBg+fDhSU1NRWloKjUZjtb+0tBSpqakYPnw4FIrqXx05OTm1znPt2jX4+/tbbk+YMAETJkxAcXExtm/fjieeeAL3338/kpKSoNfrAQDr169HYGBgrXP17NnT6rYkSbWOmTJlClQqFf773/9i/PjxOHHiBN58803Lfr1eD0mSsH//fiiVylr3Dw8PBwD4+/tbxpbUKC4uRkVFRa37EFHTMWgQkcWCBQswZcoULF26FC+//LLVvqVLlyI/Px8LFiywbCsqKkJycrKl+6SoqAi7d+/Gn//851rn1mq1mDFjBg4fPoyvvvoKABATEwMXFxdcvXoVU6dObVHNbm5umDx5Mr766ivk5+fD29sbY8eOteyPj48HAOTl5TU4LXfIkCHYtGkT3n77bUv3ydq1a1tUExH9hkGDiCzuvPNOPProo3j11VeRkZGB6dOnAwDWrVuHf/3rX3j00Uetvqz1ej0efPBBLFq0CO7u7liyZAmEEJYw8tFHH+HgwYOYMGEC/P39kZ6ejs8//xwJCQkAqlfdfO211/DMM8/g6tWrGDNmDORyOS5evIhvvvkG69atg4uLS6N1z549G3fffTcuX76M6dOnW1pcgOrumz//+c+499578fTTT2Po0KGoqqrC2bNnkZKSgq+//hoA8Nxzz2Hw4MG466678Mgjj+DixYt466232HVC1Fr2Ho1KRI7n888/FzExMUKj0QiNRiOGDRsm/vOf/1gdM3fuXNG7d2+xefNmERkZKZRKpYiKihLffvut5ZgDBw6ISZMmCX9/f6FUKkVQUJB4/PHHa81C+eqrr8TgwYOFs7Oz0Gq1IioqSrz00kuiqqpKCPHbrJOcnJw6662oqBA6nU4AEPv27au132w2i3fffVf06dNHKJVKodfrRUxMjHj77betjlu/fr0ICwsTKpVKREdHi0OHDgmdTsdZJ0StIAkhhL3DDhEREXVOnHVCRERENsOgQURERDbDoEFEREQ2w6BBRERENsOgQURERDbDoEFEREQ2w6BBRERENsOgQURERDbDoEFEREQ2w6BBRERENsOgQURERDbDoEFEREQ2w6BBRERENvP/ARbQadMDByg0AAAAAElFTkSuQmCC)

*pred vs obs*

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

*cv boxplot*

### Method & Provenance

- **Method:** Random Forest (Regression)
- **Engine:** Python · scikit-learn 1.8.0
- **Input datasets:** gallery — catg_example_07_microbial_soil_biology.csv
- **Started:** 2026-09-21 02:15:49.155216
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/8705c62fa577496199d0d6e6fc4f47a1

| Parameter | Value |
|---|---|
| task_type | regression |
| model_type | regression |
| target_column | MICROBIAL_NECROMASS_C |
| n_estimators | 60 |
| n_splits | 3 |
| 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=3)
```
