# Random Forest Result #138 — Analysis Report

Generated 2026-09-21 02:35:42 · 1 run(s) · CAT-G Data Analyzer

## 1. random forest (#138)

2026-09-21 02:11:08 · random_forest · status: completed

*The model explains 54.4% of the variance in the target under cross-validation.*

| Metric | Value |
|---|---|
| task_type | regression |
| r2_mean | 0.544146 |
| r2_std | 0.01283 |
| mse_mean | 39.370091 |
| mse_std | 4.061467 |

### permutation importance

| name | mean | std |
|---|---|---|
| PLOT | 0.000306 | 0.000724 |
| LAT | 0.007732 | 0.001774 |
| LONG | 0.001503 | 0.00154 |
| ENV_SOILNH4 | 0.003629 | 0.002743 |
| ENV_SOILNO3 | -0.000594 | 0.002811 |
| ENV_SOILP | 0.000928 | 0.00248 |
| ENV_SOILOC | 0.01288 | 0.008753 |
| ENV_SOILTN | 0.011657 | 0.002143 |
| ENV_SOILTC | 0.00416 | 0.007555 |
| ENV_PH | -0.002956 | 0.00333 |

### shap importance

| name | mean_abs |
|---|---|
| PLOT | 0.086385 |
| LAT | 0.241393 |
| LONG | 0.050582 |
| ENV_SOILNH4 | 0.09909 |
| ENV_SOILNO3 | 0.068239 |
| ENV_SOILP | 0.055237 |
| ENV_SOILOC | 0.104043 |
| ENV_SOILTN | 0.720728 |
| ENV_SOILTC | 0.300837 |
| ENV_PH | 0.173977 |

### split metrics

| r2 | mse |
|---|---|
| 0.559827 | 44.486553 |
| 0.528399 | 39.072311 |
| 0.544211 | 34.551409 |

![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,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)

*pred vs obs*

![cv boxplot](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAogAAAGtCAYAAACVwIWiAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAQ6wAAEOsBUJTofAAARrVJREFUeJzt3XlcVXX+x/H3BRERQS5KiAGCS2JqlvsCigg4UjmY5k/HSifNiMYZwzCjzCUZx0mtnzpqq224jKU2WZZrC1aDmTOShqWUw+bO4pIicH5/+ONOp4sIiHLV1/PxuI+H93u+53s/556rvfuec7/XYhiGIQAAAOD/OdV1AQAAAHAsBEQAAACYEBABAABgQkAEAACACQERAAAAJgREAAAAmBAQAQAAYEJABAAAgAkBEQAAACYERAAAAJgQEAFcdeHh4QoKCjK1jRkzRhaLpcpjBAUFKTw8vHYL+3+vv/66LBaLPvnkkysyPipX0Wehup+P2vDTTz/JYrFo+vTplbZdLXXxHuDGRUAELtO5c+f04osvKjIyUj4+PnJxcZG3t7fCwsL017/+Vfn5+XVdIiqwbt26OvmPPK6+6dOna926dXVdRpW88MILev311+u6DEAWwzCMui4CuFb95z//0d13363du3crNDRUgwYNkp+fnwoKCvTFF1/oH//4h26//Xb985//rOtSHUp4eLh++ukn/fTTT7a28+fPq7S0VA0aNKjSGEFBQQoKCqrxLN+YMWP0xhtvqKJ/AktLS3X+/HnVr19fTk78f/TVVtG5qe7n45csFotGjx5d7eBlGIbOnTunevXqqV69epIuzCAGBwdr2rRpV+R/MCr7XF/OewBUV726LgC4Vp07d0533XWX9u7dq5SUFP3ud78zbX/ssceUnZ2tRYsWVTpOcXGxysrKbvh/9F1cXOTi4lLXZUiSnJ2d5ezsXNdlOJyff/5ZLi4utrB0NV3Nz0dRUZE8PT1lsVgc6u+lI/0dwfWP/zUGaui1115Tenq6Jk6caBcOy/n7++svf/mL7Xn5PUTHjx/X+PHj5efnJzc3N3311VeSpIKCAiUkJCg4OFiurq7y9fXVyJEj9cMPP9iNnZKSol69esnb21tubm4KDAzUPffco71799r6ZGdna/z48QoODlaDBg3UtGlTdenSRX/+858rPbaysjIFBgbqlltuqXB7amqqLBaLpk6damtbsmSJBg4cKH9/f9WvX1833XSThg4dqm+//bbS1/r1e/NrO3fuVGRkpNzd3WW1WjV06FDTzOMvrVq1SrGxsWrRooUaNGggb29v/eY3v1FqaqqpX1BQkN544w1JF2aXyh/lM0wXuwexqufnl/epbdiwQT179pSbm5t8fHz08MMP6/Tp01V6T6pz/v7xj38oMjJSVqtVDRo0UMuWLTVu3DgdO3bM1C8lJUU9evSQu7u73N3d1bNnT61cudJuvPL7RA8ePKgRI0aoadOmatiwobKzsyVJJ0+e1FNPPaW2bdvK1dVV3t7eio2N1e7du6t0bJJ0+PBhjR49Wk2aNJG7u7v69Omjbdu2Vdi3os/Hpd6fTz75xLbPG2+8YTrX5crvZd29e7fuvPNOWa1WNW7cWNKl7zd855131LlzZ7m5ucnPz08TJ07UqVOnLln3r1/7l6918OBBffrpp6Zayz/vFxsrIyNDI0aMkK+vr1xdXdWyZUs9/vjjKioqMvUr/1xv27ZNL7zwgm655Ra5uroqODhY8+fPr7BG3LiYQQRq6O9//7skKS4urtr7RkZGqkmTJpoyZYrKysrUrFkznTx5Un369NHevXs1cuRIhYaG6sCBA1q8eLE++ugjbd++XbfeequkC/+Rv++++9SnTx9NmzZNjRo1Uk5OjrZu3ap9+/bp1ltvVUlJiaKiopSVlaVHHnlEISEhOnXqlDIyMrR161YlJSVdtD4nJyc98MADSk5O1vbt29WnTx/T9vIgNWbMGFvbX//6V/Xo0UOPPvqomjZtqh9++EGvvPKKNm3apF27dqlVq1bVfp+++eYb9e3bV87OzpowYYICAgK0ceNGhYeHVxiyFi1aJKvVqnHjxsnPz09ZWVl69dVX1b9/f3366afq3bu3pAv3ec2fP1+ff/653nrrLdv+5dsrUp3zU27Dhg1atGiRHn74YY0ZM0ZbtmzRSy+9JIvFoqVLl1Z67NU5f88884yeffZZtWrVShMmTJC/v7/+85//6P3331d2draaNm1q6texY0dNmzZNhmHo7bff1siRI5WZmWn3mTh16pTCwsLUrVs3zZgxQydPnlSjRo1UVFSk0NBQ7d+/X6NHj1anTp2Un5+vl19+Wb169dLnn3+uzp07V3p8RUVFCgsLs43RvXt37dmzR3fddVeVPitVeX/atWunt956S/fff7/CwsI0fvz4CsfKyspSv379NGTIEM2ePVuHDh265OuvX79e8+fPV3x8vMaOHastW7bof//3f/Wvf/1LW7ZsqfYMtI+Pj9566y099thjatq0qZ566inTtov517/+pb59+6qkpETx8fFq2bKlUlNTNW/ePG3ZskXbt29Xw4YNTfskJSWpqKhIv//979WoUSO9+eabmjRpkpo3b64RI0ZUq25cxwwANdKkSRPDw8OjWvuMHj3akGSMGDHCKCsrM22bOnWqIclITk42tX/yySeGJGPAgAG2tiFDhhgeHh5GcXHxRV/r3//+tyHJ+Mtf/lKtGsv98MMPhiRj3LhxpvbTp08bnp6eRlhYmKn91KlTdmN8++23houLixEfH29q79evn9GiRQtTW/l780thYWGGk5OT8fXXX5vaH374YUOS0a9fv0vWkJeXZzRp0sSIiYm55OuVW7ZsmSHJ2LZtm62tOufnxx9/NCQZbm5uxoEDB0z9Bw4caLi4uFRY6y9V9fylpaUZkoyePXtWOGZpaalhGIbx/fffG05OTkanTp2M06dP27afOnXK6NChg+Hs7Gz8+OOPtvZ+/foZkownnnjCbsyJEycaLi4uxldffWVqz8/PN/z9/Y3w8PBKazaM/76fzz//vKl9xYoVhiS7c/Pr81Wdz7ckY/To0RVua9GihSHJWLJkid228vM4bdo0uzaLxWL885//NPX/4x//aEgyli1bdtG6f/3av/4MV9RW2VhhYWGGxWIxUlNTTe0zZswwJBnPPvusra38c33bbbcZZ8+etbWfOnXKaNKkidGrV68KXxc3Ji4xAzVUWFgoT0/PGu37xBNP2F0qevfdd+Xp6amEhARTe79+/dS/f39t3brV9o1oLy8vnTlzRu+//77KysoqfI3yy2Tbtm2r0ozIr7Vu3VqhoaH6+9//rp9//tnWvmbNGhUVFZlmDyXJ3d1d0oUb+4uKinTs2DH5+vqqbdu2NfqSztGjR/X555/rN7/5jbp06WLa9stL2xXVIF2Y8Tt+/Ljq1aunHj16XPYXhapzfsoNGTJELVu2NLVFRUXp/Pnz+vHHHyt9vaqev5SUFEnS7NmzTcdfrvxLNuvWrVNZWZmeeOIJ04ySu7u7EhMTVVpaqvfee89u/yeeeML03Pj/WcdevXqpVatWOnbsmO1RUlKi6Ohoff7556bPTEXeffddeXl5KT4+3tQ+YsQItWnTptJ9pcv/fP+St7e3HnrooWrtExUVpe7du5vaymf93n333cuqp6rK/45ERUXZzfI//vjjcnd3r7CWP/zhD3J1dbU9d3d3V69evfT9999f8Zpx7SAgAjXUuHFjnTx5skb7VnRvX2Zmptq0aVPhTfEdO3aUYRi2UPHUU0+pZcuWGjp0qJo2baq7775bzz//vA4fPmzbp0WLFpo2bZo2bdqk5s2bq1OnTnr00Ue1adMm09hHjx7VoUOHTI9yv//971VUVKQ1a9bY2l5//XU1bNhQ9957r2mczz77zHavYOPGjeXj4yMfHx99++23OnHiRLXfowMHDkiS3WVbSbr55pttAeGXdu/erdjYWHl6esrT01NNmzaVj4+PPvzwwxrV8EvVOT/lfh0OJalJkyaSpOPHj1f6elU9f+X/Ub/UJd3MzExbrRXVL/33PS/n4+Mjq9VqaisPg5999pntHP/y8dprr6m0tNTu3sdfO3DggFq3bq369evbbavonP9aVd+fqmjVqlW1LwlXVONNN92kJk2aaP/+/dWuoSYqO6cNGzZUq1at7M6pdPHP5aU+k7ixEBCBGurYsaOKiopq9B+DX98TVF2tWrXSnj17tHHjRo0fP14nTpzQ448/rlatWumzzz6z9Zs+fboyMzO1ePFidejQQe+++66io6MVGxtrW0KkW7du8vPzMz3K3XvvvWrYsKHtCx1ZWVnatm2bhg0bJg8PD1u/nTt3asCAAcrKylJycrLWrVunjRs3atOmTbr11lsvOstZm7KzsxUaGqq0tDQ9+eSTWrNmjT7++GNt2rRJERERFS5nc6VVFjqqUk9Vzt+VVNHntPxc9u3bV5s2bbroo7L75mpLbb0/l/v3sTKVLWxdUlJyxV63MnxDH1XBl1SAGrr33nv1ySef6KWXXtJf//rXyx6vVatW2r9/v86dO2e6/CNJ3377rSwWi4KDg21tLi4uioqKUlRUlKQLs2ddu3bVM888Y/r2bYsWLRQXF6e4uDiVlJRozJgxSklJ0aeffqrw8HClpKRc9HKgh4eHhg4dqpSUFGVnZ+vNN99UWVmZ3eXllJQUlZSUaMOGDXazE8ePH6/RUiHlX1T45beyy+Xk5KiwsNDUtmbNGp08eVLr1q1TRESEadsvb/gvV91fpKju+aktlzp/t9xyizZs2KBdu3apX79+ldYvSXv27FGHDh3s6v9ln8r4+PjIy8tL+fn5ioyMrPFxlb+fxcXFdrOIFZ3zi7nU+3OlVFTjkSNHdPz4cfXq1cvW5u3tLUk6ceKE7c/ShSWD8vLy1Lp1a9MY1flclv9d27Nnj922n3/+WZmZmXbjA1XFDCJQQ2PHjlWHDh00f/58rVq1qsI+OTk5mjJlSpXGu+eee1RYWKiFCxea2j///HNt3bpVERERtst9R48etdu/Xbt2cnd3t10mKiws1Pnz50196tWrp06dOkn67yXOPn36KDIy0vT4pd///vcqKyvTm2++qTfeeKPCn7grn5H49azN0qVLTZe9q8PHx0ehoaH66KOP9M0335i2zZo1y67/xWrYsGGD0tLS7Po3atRIkqp86bk656c2VPX8jRo1StKFb6ZWFPTL34/Y2Fg5OTlp7ty5Onv2rG37mTNn9Nxzz8nZ2Vm//e1vL1mXk5OT7rvvPqWnp9tmln+tKuf8nnvuUUFBgRYvXmxqX7lyZYXLOv1aVd8f6cK5vtxbDH5t06ZNdp+r5ORkSReOrVzbtm0lSZs3bzb1nTdvXoUz69Wp1cfHR2FhYfr444/tapk3b55OnTqloUOHVmks4NeYQQRqyNXVVR988IHuuusujRgxQosXL9agQYPk6+uroqIiffnll1q3bp1uv/32Ko2XmJiod999V4mJifr3v/+t3r1725ZRady4sRYsWGDrO3DgQHl4eKhv374KDAzUmTNntHLlShUUFOjpp5+WdOHm/YceekhDhgxR27Zt5eXlpb1792rp0qW6+eabqzz7U74e3pw5c1RUVKRp06bZzXLcc889mj9/vgYNGqTx48erYcOGSk1N1ccff6xWrVrV+FLa888/r759+yo8PFyPPvqobZmbXbt22ZZuKTdo0CC5u7vr/vvvty2188033yglJUUdO3ZUenq6qX/Pnj21aNEixcfH684775SLi4t69Ohx0VnA6pyf2lDV89etWzclJSXpz3/+s2677Tb97ne/U0BAgLKzs/Xee+9p2bJluv3229W6dWs99dRTevbZZ9WzZ0+NGjXK9oWT9PR0JScn2/0+9sUkJyfriy++0JgxY7Ru3TqFhYXJ3d1d//nPf7Rlyxa5ublddD3Dco8//rhWrFihhIQE7d69W926ddPevXv12muvVXi+avr+SBfO9ebNmzVnzhwFBgbKYrFc9nIud9xxhyIjIxUfH6/AwEBt3rxZa9euVWhoqB544AFbv5EjR+qpp57SQw89pD179sjX11effvqpdu7cafcZLq/11Vdf1dSpU9WuXTs5OTnp7rvvrvALSJK0YMEC9e3bVxEREXrkkUdsy9wsX75cnTp1svtSFVBldfLdaeA6cvbsWWPJkiVG//79jSZNmhj16tUzrFarERYWZsydO9coKCiw9a1syQvDMIwTJ04YEydONFq0aGG4uLgYTZs2NUaMGGHs27fP1O/ll182Bg4caPj5+Rn169c3fHx8jL59+xqrVq2y9cnMzDTi4uKMW2+91fD09DTc3NyM1q1bGxMmTDCysrKqdYzTpk2zLe2RmZlZYZ9//OMfRteuXY2GDRsaVqvVuPvuu409e/ZUuKRNVZe5MYwLy7j079/faNiwodG4cWPjnnvuMX788ccKlwNJTU01+vbta3h6ehoeHh5GRESEkZqaWuHYpaWlxqRJk4ybb77ZcHJyMi1PUtEyN4ZR9fNT0fIo5S429q9V9/y98847Rt++fQ0PDw+jQYMGRsuWLY2HHnrIOHbsmKnfW2+9ZXTv3t1wc3Mz3NzcjB49ehjLly+3G6+ic/RLZ86cMf785z8bnTp1Mtzc3Ax3d3ejdevWxqhRo4yPP/640mMrl5uba9x3332G1Wo13NzcjN69extbt26t8Hz9uq0678/3339vREVFGR4eHnZL6FS2rExly9xMmzbN+Pvf/27cfvvthqurq+Hr62tMmDDBKCoqshtnx44dRt++fY0GDRoYVqvVGDFihJGTk1Phax8+fNi45557DKvValgsFkOSbfmhi/0d2bt3rzF8+HCjadOmhouLi9GiRQsjISHB9G+PYVT+2bvUv0248fBbzAAAADDhHkQAAACYEBABAABgQkAEAACACQERAAAAJgREAAAAmBAQAQAAYEJABAAAgAm/pHIFnD17Vunp6fLx8VG9erzFAACg7pWUlOjo0aPq2LGjGjRoUGlf0ssVkJ6eru7du9d1GQAAAHbS0tLUrVu3SvsQEK8AHx8fSRdOgJ+fXx1XAwAAIOXl5al79+62nFIZAuIVUH5Z2c/PT/7+/nVcDQAAwH9V5fY3vqQCAAAAEwIiAAAATAiIAAAAMCEgAgAAwISACAAAABMCIgAAAEwcJiBmZGQoKipK7u7uatasmSZPnqzi4uJL7hcUFCSLxWL3OHv2rF3fDz74QL1795a7u7usVqv69++v7OxsU58vvvhCvXr1kpubm1q0aKE5c+bIMIxaO04AAABH5xDrIObn5ysiIkJt2rTRmjVrlJOTo4SEBJ05c0aLFi265P7Dhg3TpEmTTG2urq6m52+//bbGjh2rSZMmKTk5WSdPntTnn39uCpL79+/XwIEDFRUVpVmzZmn37t2aMmWKnJ2d9fjjj9fOwQIAADg4hwiIS5cuVVFRkdauXStvb29JF34vMD4+XklJSWrevHml+/v6+qpnz54X3X7ixAk9+uijeuGFF/TII4/Y2gcPHmzq99xzz6lJkyZauXKl6tevrwEDBujo0aNKTk7WhAkT7EInAADA9cghLjFv2LBBkZGRtnAoScOHD1dZWZk2btx42eP//e9/V2lpqcaOHXvJOmJjY1W/fn1b24gRI1RQUKAvv/zysusAAAC4FjhEQMzIyFBISIipzcvLS35+fsrIyLjk/ikpKXJ1dVWjRo0UExOj9PR00/avvvpKISEheuONN9SiRQvVq1dPt99+uzZs2GDrc/r0aWVlZdnVERISIovFUqU6AAAArgcOcYk5Pz9fXl5edu1Wq1UnTpyodN/BgwerR48eCgwMVGZmppKTkxUaGqpdu3apZcuWkqRDhw5p3759mjp1qv7617/Kz89Pf/vb3zR48GD961//Uvv27VVQUCBJdnXUr19fDRs2rLSOoqIiFRUV2Z7n5eVV7cABAAAckEMExMuxYMEC25/DwsIUHR2tkJAQzZ07V4sXL5YklZWV6dSpU0pJSbHddxgeHq5bbrlFc+bM0ZtvvnlZNcyfP18zZsy4rDEAXPseeeQRuysYl+vAgQOSpFatWtXquB07dtSSJUtqdUwA1w+HuMRstVpVWFho156fn2+6L7Eq/Pz8FBoaqp07d5rGl6SIiAhbm4uLi/r27as9e/ZI+u/M4a/rKC4u1pkzZyqtIyEhQVlZWbZHWlpatWoGgIs5ffq0Tp8+XddlALjBOMQMYkhIiN09foWFhcrLy7O7J7Am2rdvf9Ft5cvcuLu7KyAgwK6Offv2yTCMSuvw9PSUp6fnZdcJ4Np2JWbkQkNDJUmpqam1PjYAXIxDzCAOGjRImzdvtt0HKEmrV6+Wk5OToqOjqzVWbm6uUlNT1a1bN1vbXXfdJUnavHmzra24uFiffvqpunTpYqrjvffe0/nz521tq1atkpeXl3r37l3dwwIAALgmOcQMYlxcnBYuXKjY2FglJSUpJydHiYmJiouLM62BOGDAAB08eFD79++XJK1YsULr169XTEyMmjdvrszMTM2ePVvOzs6mhbM7d+6soUOHavz48Tpx4oTtSyqHDx9WYmKirV9iYqJSUlI0cuRIxcfHKz09Xc8995ySk5NNS98AAABczxwiIFqtVm3ZskUTJkxQbGysPDw8NG7cOCUnJ5v6lZaWqqSkxPY8ODhYubm5mjhxogoKCuTl5aWIiAjNnDlTwcHBpn3feOMNPfnkk5oyZYqKiorUpUsXbd68WR07drT1ad26tTZu3KiEhATFxMTIx8dHM2bMsPuVFgAAgOuZxeCHhmtddna2AgIClJWVJX9//7ouB8A1jHsQAdSW6uQTh7gHEQAAAI6DgAgAAAATAiIAAABMCIgAAAAwISACAADAhIAIAAAAEwIiAAAATAiIAAAAMCEgAgAAwISACAAAABMCIgAAAEwIiAAAADAhIAIAAMCEgAgAAAATAiIAAABMCIgAAAAwISACAADAhIAIAAAAEwIiAAAATAiIAAAAMCEgAgAAwISACAAAABMCIgAAAEwIiAAAADAhIAIAAMCEgAgAAAATAiIAAABMCIgAAAAwISACAADAhIAIAAAAEwIiAAAATAiIAAAAMCEgAgAAwISACAAAABMCIgAAAEwIiAAAADAhIAIAAMCEgAgAAAAThwmIGRkZioqKkru7u5o1a6bJkyeruLj4kvsFBQXJYrHYPc6ePWvr88knn1TYZ8SIEaaxxowZU2G/jz76qNaPFwAAwFHVq+sCJCk/P18RERFq06aN1qxZo5ycHCUkJOjMmTNatGjRJfcfNmyYJk2aZGpzdXW167ds2TKFhITYnjdt2tSuT8uWLZWSkmJqa9euXVUPBQAA4JrnEAFx6dKlKioq0tq1a+Xt7S1JKikpUXx8vJKSktS8efNK9/f19VXPnj0v+TodOnRQ165dK+3j5uZWpbEAAACuVw5xiXnDhg2KjIy0hUNJGj58uMrKyrRx48Y6rAwAAODG4xABMSMjw3TpV5K8vLzk5+enjIyMS+6fkpIiV1dXNWrUSDExMUpPT6+wX0xMjJydneXv76/ExET9/PPPdn3279+vxo0bq379+urSpYvWrVtXo2MCAAC4VjnEJeb8/Hx5eXnZtVutVp04caLSfQcPHqwePXooMDBQmZmZSk5OVmhoqHbt2qWWLVtKkho3bqzJkyerb9++cnNz09atWzV37lx99913Wr9+vW2sO+64Q926dVP79u1VUFCgJUuWaMiQIVq9erWGDRt20RqKiopUVFRke56Xl1fNdwAAAMBxOERAvBwLFiyw/TksLEzR0dEKCQnR3LlztXjxYkkXgt8dd9xh6xcRESE/Pz/94Q9/UFpamrp37y5J+tOf/mQae/Dgwerdu7eeeeaZSgPi/PnzNWPGjNo8LAAAgDrjEJeYrVarCgsL7drz8/NN9yVWhZ+fn0JDQ7Vz585K+w0fPlySKu3n5OSkoUOH6rvvvqvwcnS5hIQEZWVl2R5paWnVqhkAAMCROMQMYkhIiN29hoWFhcrLy7O7N9EReXp6ytPTs67LAAAAqBUOMYM4aNAgbd68WQUFBba21atXy8nJSdHR0dUaKzc3V6mpqerWrVul/VauXClJlfYrKyvT6tWr1b59e7m5uVWrDgAAgGuVQ8wgxsXFaeHChYqNjVVSUpJycnKUmJiouLg40xqIAwYM0MGDB7V//35J0ooVK7R+/XrFxMSoefPmyszM1OzZs+Xs7GxaOPu+++5T69at1blzZzVo0EBbt27V888/r9jYWNu6iAcPHtTo0aM1cuRItW7dWvn5+VqyZIm+/vprvfvuu1f3DQEAAKhDDhEQrVartmzZogkTJig2NlYeHh4aN26ckpOTTf1KS0tVUlJiex4cHKzc3FxNnDhRBQUF8vLyUkREhGbOnKng4GBbv/bt2yslJUXz5s3TuXPnFBwcrKSkJD355JO2Ph4eHmrcuLFmzZqlI0eOqH79+uratas2bNiggQMHXvk3AQAAwEFYDMMw6rqI6012drYCAgKUlZUlf3//ui4HwDUsNDRUkpSamlrHlQC41lUnnzjEPYgAAABwHAREAAAAmBAQAQAAYEJABAAAgAkBEQAAACYERAAAAJgQEAEAAGBCQAQAAIAJAREAAAAmBEQAAACYEBABAABgQkAEAACACQERAAAAJgREAAAAmBAQAQAAYEJABAAAgAkBEQAAACYERAAAAJgQEAEAAGBCQAQAAIAJAREAAAAmBEQAAACYEBABAABgUq+uCwCAurJ48WItX768rsuo1O7duyVJoaGhdVzJpf3ud79TfHx8XZcBoBYwgwjghrV8+XJbAHNU7u7ucnd3r+syLmn37t0OH7YBVB0ziABuaLfddptSU1Pruoxr3rUwwwmg6phBBAAAgAkBEQAAACYERAAAAJgQEAEAAGBCQAQAAIAJAREAAAAmBEQAAACYEBABAABgQkAEAACACQERAAAAJgREAAAAmBAQAQAAYEJABAAAgInDBMSMjAxFRUXJ3d1dzZo10+TJk1VcXHzJ/YKCgmSxWOweZ8+etfX55JNPKuwzYsQIu/Hef/99derUSQ0aNNAtt9yiZcuW1epxAgAAOLp6dV2AJOXn5ysiIkJt2rTRmjVrlJOTo4SEBJ05c0aLFi265P7Dhg3TpEmTTG2urq52/ZYtW6aQkBDb86ZNm5q2p6amasiQIRo3bpxeeOEFbd26VWPHjpWHh4eGDRtWw6MDAAC4tjhEQFy6dKmKioq0du1aeXt7S5JKSkoUHx+vpKQkNW/evNL9fX191bNnz0u+TocOHdS1a9eLbn/22WfVo0cPLV26VJLUv39/HThwQM888wwBEQAA3DAc4hLzhg0bFBkZaQuHkjR8+HCVlZVp48aNV6WGc+fOadu2bbr33ntN7SNGjNB3332nn3766arUAQAAUNccIiBmZGSYLv1KkpeXl/z8/JSRkXHJ/VNSUuTq6qpGjRopJiZG6enpFfaLiYmRs7Oz/P39lZiYqJ9//tm27cCBAzp//rxdHe3atbPVCAAAcCNwiEvM+fn58vLysmu3Wq06ceJEpfsOHjxYPXr0UGBgoDIzM5WcnKzQ0FDt2rVLLVu2lCQ1btxYkydPVt++feXm5qatW7dq7ty5+u6777R+/XpbDZLs6rBarZJUaR1FRUUqKiqyPc/Ly7vkMQMAADgqhwiIl2PBggW2P4eFhSk6OlohISGaO3euFi9eLEm64447dMcdd9j6RUREyM/PT3/4wx+Ulpam7t27X1YN8+fP14wZMy5rDAAAAEfhEJeYrVarCgsL7drz8/NN9yVWhZ+fn0JDQ7Vz585K+w0fPlySbP3KZwp/XUf5zGJldSQkJCgrK8v2SEtLq1bNAAAAjsQhZhBDQkLs7vErLCxUXl6e3T2BV0qrVq3k4uKijIwMDRw40NZeXldldXh6esrT0/OK1wgAAHA1OMQM4qBBg7R582YVFBTY2lavXi0nJydFR0dXa6zc3FylpqaqW7dulfZbuXKlJNn6ubq6qn///nrnnXdM/VatWqV27dopKCioWnUAAABcqxxiBjEuLk4LFy5UbGyskpKSlJOTo8TERMXFxZnWQBwwYIAOHjyo/fv3S5JWrFih9evXKyYmRs2bN1dmZqZmz54tZ2dn08LZ9913n1q3bq3OnTurQYMG2rp1q55//nnFxsaa1kWcOnWqwsPDFR8fr+HDh2vbtm1avny5Vq1adfXeDAAAgDrmEAHRarVqy5YtmjBhgmJjY+Xh4aFx48YpOTnZ1K+0tFQlJSW258HBwcrNzdXEiRNVUFAgLy8vRUREaObMmQoODrb1a9++vVJSUjRv3jydO3dOwcHBSkpK0pNPPmkaPzQ0VGvWrNHTTz+tV199VYGBgXrllVfs1kYEAAC4nlkMwzDquojrTXZ2tgICApSVlSV/f/+6LgfARYSGhkq68DObuDy8l4Djq04+cYh7EAEAAOA4CIgAAAAwISACAADAhIAIAAAAEwIiAAAATAiIAAAAMCEgAgAAwISACAAAABMCIgAAAEwIiAAAADAhIAIAAMCEgAgAAAATAiIAAABMCIgAAAAwISACAADAhIAIAAAAEwIiAAAATAiIAAAAMCEgAgAAwISACAAAABMCIgAAAEwIiAAAADAhIAIAAMCEgAgAAAATAiIAAABMCIgAAAAwISACAADAhIAIAAAAEwIiAAAATAiIAAAAMCEgAgAAwISACAAAABMCIgAAAEwIiAAAADAhIAIAAMCkVgJiVlaWvvjiC50+fbo2hgMAAEAduqyA+NJLL+nmm29WUFCQwsLCtG/fPknSkCFD9L//+7+1UiAAAACurhoHxBdeeEETJkzQAw88oI8//liGYdi2hYeHa/Xq1bVSIAAAAK6uejXdceHChZo6daqefvpplZaWmra1bdvWNpsIAACAa0uNZxBzcnLUu3fvCre5uLjo1KlT1RovIyNDUVFRcnd3V7NmzTR58mQVFxdfcr+goCBZLBa7x9mzZyvsX1ZWpi5dushiseidd94xbRszZkyFY3300UfVOhYAAIBrWY1nEFu0aKG0tDRFRETYbfvnP/+pW265pcpj5efnKyIiQm3atNGaNWuUk5OjhIQEnTlzRosWLbrk/sOGDdOkSZNMba6urhX2ffHFF5WTk3PRsVq2bKmUlBRTW7t27apwFAAAANeHGgfEhx56SNOnT5ePj4/uueceSdL58+f1wQcf6LnnnlNycnKVx1q6dKmKioq0du1aeXt7S5JKSkoUHx+vpKQkNW/evNL9fX191bNnz0u+zrFjx/T0009r7ty5evDBByvs4+bmVqWxAAAArlc1vsT8+OOP68EHH9T48ePl4+MjSerTp49++9vf6v7771d8fHyVx9qwYYMiIyNt4VCShg8frrKyMm3cuLGmJdp58skn1b9/f/Xv37/WxgQAALjeXNYyNwsWLNAPP/ygxYsXa9asWVq0aJG+++47LViwoFrjZGRkKCQkxNTm5eUlPz8/ZWRkXHL/lJQUubq6qlGjRoqJiVF6erpdn7S0NC1fvlxz586tdKz9+/ercePGql+/vrp06aJ169ZV61gAAACudTW6xHz27Fn5+vrq7bff1t13363x48dfVhH5+fny8vKya7darTpx4kSl+w4ePFg9evRQYGCgMjMzlZycrNDQUO3atUstW7aUdOGLKY8++qgmTZqkoKAg/fTTTxWOdccdd6hbt25q3769CgoKtGTJEg0ZMkSrV6/WsGHDLlpDUVGRioqKbM/z8vIufdAAAAAOqkYBsUGDBmrYsKHq1avxLYy15pezlWFhYYqOjlZISIjmzp2rxYsXS5JeeeUVHTp0SFOmTKl0rD/96U+m54MHD1bv3r31zDPPVBoQ58+frxkzZlzGUQAAADiOGl9iHj16tF555ZVaKcJqtaqwsNCuPT8/33RfYlX4+fkpNDRUO3fulCSdOnVKSUlJevrpp1VcXKyCggLbbN+ZM2dMM3+/5uTkpKFDh+q7777Tzz//fNF+CQkJysrKsj3S0tKqVTMAAIAjqfEUoNVq1VdffaXbbrtNv/nNb+Tr6yuLxWLbbrFY9Nhjj1VprJCQELt7DQsLC5WXl2d3b2J1HTt2TMePH1dcXJzi4uJM20aPHi1fX18dOnTosl7D09NTnp6elzUGAACAo6hxQHzyySclXbjf7ttvv7XbXp2AOGjQIP35z39WQUGB7V7E1atXy8nJSdHR0dWqKzc3V6mpqbr//vslSc2aNdO2bdtMfQ4dOqSRI0dq+vTpioqKuuhYZWVlWr16tdq3by83N7dq1QEAteGrvK8kST39WH4LwNVT44BYVlZWa0XExcVp4cKFio2NVVJSknJycpSYmKi4uDjTGogDBgzQwYMHtX//fknSihUrtH79esXExKh58+bKzMzU7Nmz5ezsbFs4u0GDBgoPDze9XvmXVNq3b2/7NZiDBw9q9OjRGjlypFq3bq38/HwtWbJEX3/9td59991aO1YAqKrsk9mK23ThyscH93ygmxvdXMcVAbhR1P23THThcvWWLVs0YcIExcbGysPDQ+PGjbNbbLu0tFQlJSW258HBwcrNzdXEiRNts48RERGaOXOmgoODq1WDh4eHGjdurFmzZunIkSOqX7++unbtqg0bNmjgwIG1cpwAUB2vpL+iMuPC/4y/vPtlTe89vW4LAnDDsBiGYdR059OnT+v1119XamqqTpw4IW9vb4WFhWn06NFyd3evzTqvKdnZ2QoICFBWVpb8/f3ruhwAFxEaGipJSk1NreNK7GWfzNZda+9SqVEqSXK2ODv0LKIjv5cALqhOPqnxDGJWVpbCw8P1008/qVOnTvL19dW+ffu0evVqzZ8/X9u2bVNAQEBNhweAq2Jx1wPSq453leAVpwKVWUql///uX1lZqV5efY+ml3nVaV0Xs7jrAcV/3aquywBQS2q8zE1CQoIkae/evfrmm2+0YcMGffPNN9qzZ48sFovtHkAAQPVkq0TrLGdk/HdhCBkWaZ3ljHJUcvEdAaCW1HgGcdOmTXrxxRfVtm1bU3vbtm317LPP2i0pAwCOKP7rVkp94eO6LsPklS+mq+yHNZLMdwCVWSx6uV2YQ96LGP//l5gBXB9qPINYUlJy0aVf3NzcVFpaWuOiAOBGlX0yW+v2r5Mh+9vDDRlat3+dck7l1EFlAG4kNQ6Iffr00axZs+x+AaWwsFDJycnq06fPZRcHADeaX35zuSJlRple3v3yVawIwI2oxpeY582bp759+yogIEARERHy9fXVkSNHtGXLFrm4uOi1116rzToB4LpX2exhufJZxIdue8hhv9EM4NpX4xnEDh06aPfu3Ro3bpxyc3O1detW5ebm6qGHHtK///1vdejQoTbrBIDr3qp9q2zL2lSm1CjVqoxVV6EiADeqy1oo29/fX/Pnz6+tWgDghnZXy7v076P/rlLfO1veeYWrAXAju6x1EI8eParOnTvbbfvmm2900003sUg0AFRDW++2enPQm3VdBgDU/BLzI488orfeeqvCbcuXL9ejjz5a46IAAABQd2ocEP/5z38qIiKiwm39+/fXl19+WeOiAAAAUHdqHBBPnTolFxeXigd1ctLJkydrXBQAAADqTo0DYrt27bR27doKt7333nt2v7ACAACAa0ONv6QyceJEjRkzRs7OznrwwQfVvHlz5ebmatmyZXr55ZdZBxEAAOAaVeOA+MADD+jw4cOaMWOGXnzxRVu7m5ub/vKXv2j06NG1UiAAAACurstaBzExMVEPP/ywvvzySx0/flxNmjRRr1695OnpWVv1AQAA4Cq7rIAoSZ6enho4cGBt1AIAAAAHUK0vqRw7dky7d++2a9+9e7eGDRum9u3ba8CAAXr//fdrrUAAAABcXdUKiE8++aTGjBljajt48KDCwsL03nvvyc3NTd9++62GDBmizz77rDbrBAAAwFVSrYC4fft2jRo1ytT2/PPP69SpU/rggw/09ddf66efflLPnj01Z86cWi0UAAAAV0e1AmJOTo46dOhganv//fd1++23Kzo6WtKFbzH/4Q9/qPBSNAAAABxftQKixWKRxWKxPT98+LB+/PFH9evXz9TP399fx44dq50KAQAAcFVVKyC2bdtWmzdvtj1fv369LBaLbfawXF5ennx8fGqnQgAAAFxV1Vrm5o9//KMeeOAB5efnq1mzZlqyZIlat26tyMhIU7+PP/5YHTt2rNVCAQAAcHVUKyCOGjVKOTk5WrhwofLz89WlSxctXrxY9er9d5gjR47o/fff14wZM2q9WAAAAFx51V4oe/LkyZo8efJFt9900006fPjwZRUFAACAulOtexABAABw/SMgAgAAwISACAAAABMCIgAAAEwIiAAAADAhIAIAAMCEgAgAAAATAiIAAABMCIgAAAAwISACAADAhIAIAAAAEwIiAAAATAiIAAAAMHGYgJiRkaGoqCi5u7urWbNmmjx5soqLiy+5X1BQkCwWi93j7NmzFfYvKytTly5dZLFY9M4779htf//999WpUyc1aNBAt9xyi5YtW3bZxwYAAHAtqVfXBUhSfn6+IiIi1KZNG61Zs0Y5OTlKSEjQmTNntGjRokvuP2zYME2aNMnU5urqWmHfF198UTk5ORVuS01N1ZAhQzRu3Di98MIL2rp1q8aOHSsPDw8NGzas+gcGAABwDXKIgLh06VIVFRVp7dq18vb2liSVlJQoPj5eSUlJat68eaX7+/r6qmfPnpd8nWPHjunpp5/W3Llz9eCDD9ptf/bZZ9WjRw8tXbpUktS/f38dOHBAzzzzDAERAADcMBziEvOGDRsUGRlpC4eSNHz4cJWVlWnjxo219jpPPvmk+vfvr/79+9ttO3funLZt26Z7773X1D5ixAh99913+umnn2qtDgAAAEfmEAExIyNDISEhpjYvLy/5+fkpIyPjkvunpKTI1dVVjRo1UkxMjNLT0+36pKWlafny5Zo7d26FYxw4cEDnz5+3q6Ndu3a2GgEAAG4EDnGJOT8/X15eXnbtVqtVJ06cqHTfwYMHq0ePHgoMDFRmZqaSk5MVGhqqXbt2qWXLlpIufDHl0Ucf1aRJkxQUFFThbGB+fr4k2dVhtVolqdI6ioqKVFRUZHuel5dXac0AAACOzCEC4uVYsGCB7c9hYWGKjo5WSEiI5s6dq8WLF0uSXnnlFR06dEhTpky5IjXMnz9fM2bMuCJjAwAAXG0OcYnZarWqsLDQrj0/P990X2JV+Pn5KTQ0VDt37pQknTp1SklJSXr66adVXFysgoIC22zfmTNnbH8unyn8dR3lM4uV1ZGQkKCsrCzbIy0trVo1AwAAOBKHCIghISF29/gVFhYqLy/P7p7A6jp27JiOHz+uuLg4Wa1WWa1WderUSZI0evRo3XLLLZKkVq1aycXFxa6O8ueV1eHp6Sl/f3/bw8/P77JqBgAAqEsOERAHDRqkzZs3q6CgwNa2evVqOTk5KTo6ulpj5ebmKjU1Vd26dZMkNWvWTNu2bTM9VqxYIUmaPn261qxZI+nCuon9+/e3Wzx71apVateunYKCgmp+gAAAANcQh7gHMS4uTgsXLlRsbKySkpKUk5OjxMRExcXFmdZAHDBggA4ePKj9+/dLklasWKH169crJiZGzZs3V2ZmpmbPni1nZ2fbwtkNGjRQeHi46fXKv6TSvn179e7d29Y+depUhYeHKz4+XsOHD9e2bdu0fPlyrVq16sq+AQAAAA7EIQKi1WrVli1bNGHCBMXGxsrDw0Pjxo1TcnKyqV9paalKSkpsz4ODg5Wbm6uJEyeqoKBAXl5eioiI0MyZMxUcHFztOkJDQ7VmzRo9/fTTevXVVxUYGKhXXnnFbm1EAACA65nFMAyjrou43mRnZysgIEBZWVny9/ev63IAXERoaKikCz+zicvDewk4vurkE4e4BxEAAACOg4AIAAAAEwIiAAAATAiIAAAAMCEgAgAAwISACAAAABMCIgAAAEwIiAAAADAhIAIAAMCEgAgAAAATAiIAAABMCIgAAAAwISACAADAhIAIAAAAEwIiAAAATAiIAAAAMCEgAgAAwISACAAAABMCIgAAAEwIiAAAADAhIAIAAMCEgAgAAAATAiIAAABMCIgAAAAwISACAADAhIAIAAAAEwIiAAAATAiIAAAAMCEgAgAAwISACAAAAJN6dV0AANSV7du3S5JCQ0PruJKLO3DggCSpVatWdVxJ5Xbv3q3bbrutrssAUEsIiADgwE6fPl3XJVTJbbfdpt/97nd1XQaAWkJABHDDMgyjrku4pPLZzdTU1DquBMCNhHsQAQAAYEJABAAAgAkBEQAAACYERAAAAJgQEAEAAGBCQAQAAICJwwTEjIwMRUVFyd3dXc2aNdPkyZNVXFx8yf2CgoJksVjsHmfPnrX12bFjh6KiotSsWTO5uroqMDBQY8eOVW5urmms6dOnVzjW0qVLa/14AQAAHJVDrIOYn5+viIgItWnTRmvWrFFOTo4SEhJ05swZLVq06JL7Dxs2TJMmTTK1ubq6msYPCQnRuHHj5Ovrq8zMTM2cOVM7duzQjh07TH3d3Ny0detW01gtW7a8zCMEAAC4djhEQFy6dKmKioq0du1aeXt7S5JKSkoUHx+vpKQkNW/evNL9fX191bNnz4tuj46OVnR0tO15eHi4AgICFB0drZ07d6p37962bU5OTpWOBQAAcL1ziEvMGzZsUGRkpC0cStLw4cNVVlamjRs3XpHXbNKkiSRV6TI2AADAjcQhAmJGRoZCQkJMbV5eXvLz81NGRsYl909JSZGrq6saNWqkmJgYpaenV9ivtLRUxcXFysjI0OTJk9W5c2fbz1iV+/nnn+Xj46N69erp1ltv1csvv1zzAwMAALgGOcQl5vz8fHl5edm1W61WnThxotJ9Bw8erB49eigwMFCZmZlKTk5WaGiodu3aZXfvYL9+/bR9+3ZJUteuXfXhhx+qXr3/vgWtW7fWnDlzdMcdd+js2bNavny5xo8fr8LCQj3++OMXraGoqEhFRUW253l5eVU5bAAAAIfkEAHxcixYsMD257CwMEVHRyskJERz587V4sWLTX1fffVVFRQUaP/+/ZozZ44iIyO1fft2eXp6SpLuu+8+U/8777xTxcXFmjVrlv70pz/JxcWlwhrmz5+vGTNm1PKRAQAA1A2HuMRstVpVWFho156fn2+6L7Eq/Pz8FBoaqp07d9pta9u2rXr06KFRo0Zp06ZN+uGHH/TSSy9VOt7w4cNVWFio/fv3X7RPQkKCsrKybI+0tLRq1QwAAOBIHGIGMSQkxO5ew8LCQuXl5dndm1hbfH195e/vX2nwqypPT0/bLCQAAMC1ziFmEAcNGqTNmzeroKDA1rZ69Wo5OTmZlqepitzcXKWmpqpbt26V9svKytLBgwcvucbhypUr5eXlpdatW1erDgAAgGuVQ8wgxsXFaeHChYqNjVVSUpJycnKUmJiouLg40xqIAwYM0MGDB22zfitWrND69esVExOj5s2bKzMzU7Nnz5azs7Np4ey4uDg1bdpUXbt2VePGjbVv3z7NmzdPvr6+Gjt2rK1fly5dNHr0aIWEhOjnn39WSkqK1qxZoxdeeOGi9x8CAABcbxwiIFqtVm3ZskUTJkxQbGysPDw8NG7cOCUnJ5v6lZaWqqSkxPY8ODhYubm5mjhxogoKCuTl5aWIiAjNnDlTwcHBtn7du3fXSy+9pL/97W86d+6cAgMDFRMTo6SkJNt6iNKFbzE///zzOnTokCwWizp27Ki3335bo0aNuvJvAgAAgIOwGIZh1HUR15vs7GwFBAQoKytL/v7+dV0OgGtY+VqtqampdVwJgGtddfKJQ9yDCAAAAMdBQAQAAIAJAREAAAAmBEQAAACYEBABAABgQkAEAACACQERAAAAJgREAAAAmBAQAQAAYEJABAAAgAkBEQAAACYERAAAAJgQEAEAAGBCQAQAAIAJAREAAAAmBEQAAACYEBABAABgQkAEAACACQERAAAAJgREAAAAmBAQAQAAYEJABAAAgAkBEQAAACYERAAAAJgQEAEAAGBCQAQAAIAJAREAAAAmBEQAAACYEBABAABgQkAEAACACQERAAAAJgREAAAAmBAQAQAAYEJABAAAgAkBEQAAACYERAAAAJgQEAEAAGBCQAQAAICJwwTEjIwMRUVFyd3dXc2aNdPkyZNVXFx8yf2CgoJksVjsHmfPnrX12bFjh6KiotSsWTO5uroqMDBQY8eOVW5urt14X3zxhXr16iU3Nze1aNFCc+bMkWEYtXqsAAAAjqxeXRcgSfn5+YqIiFCbNm20Zs0a5eTkKCEhQWfOnNGiRYsuuf+wYcM0adIkU5urq6tp/JCQEI0bN06+vr7KzMzUzJkztWPHDu3YscPWd//+/Ro4cKCioqI0a9Ys7d69W1OmTJGzs7Mef/zx2j1oAAAAB+UQAXHp0qUqKirS2rVr5e3tLUkqKSlRfHy8kpKS1Lx580r39/X1Vc+ePS+6PTo6WtHR0bbn4eHhCggIUHR0tHbu3KnevXtLkp577jk1adJEK1euVP369TVgwAAdPXpUycnJmjBhgil0AgAAXK8c4hLzhg0bFBkZaQuHkjR8+HCVlZVp48aNV+Q1mzRpIkmmy9gbNmxQbGys6tevb2sbMWKECgoK9OWXX16ROgAAAByNQwTEjIwMhYSEmNq8vLzk5+enjIyMS+6fkpIiV1dXNWrUSDExMUpPT6+wX2lpqYqLi5WRkaHJkyerc+fOCg0NlSSdPn1aWVlZdnWEhITIYrFUqQ4AAIDrgUNcYs7Pz5eXl5ddu9Vq1YkTJyrdd/DgwerRo4cCAwOVmZmp5ORkhYaGateuXWrZsqWpb79+/bR9+3ZJUteuXfXhhx+qXr0Lb0FBQYEk2dVRv359NWzYsNI6ioqKVFRUZHuel5dXac0AAACOzCFmEC/HggULNGrUKIWFhWn06NH69NNPJUlz58616/vqq6/qq6++0ttvv61z584pMjLSFOxqav78+QoICLA9unfvftljAgAA1BWHCIhWq1WFhYV27fn5+ab7EqvCz89PoaGh2rlzp922tm3bqkePHho1apQ2bdqkH374QS+99JKk/84c/rqO4uJinTlzptI6EhISlJWVZXukpaVVq2YAAABH4hCXmENCQuzu8SssLFReXp7dPYG1xdfXV/7+/tq/f78kyd3dXQEBAXZ17Nu3T4ZhVFqHp6enPD09r0idAAAAV5tDzCAOGjRImzdvtt0HKEmrV6+Wk5OTaXmaqsjNzVVqaqq6detWab+srCwdPHjQdJ/ioEGD9N577+n8+fO2tlWrVsnLy8u2FA4AAMD1ziFmEOPi4rRw4ULFxsYqKSlJOTk5SkxMVFxcnGkNxAEDBujgwYO2Wb8VK1Zo/fr1iomJUfPmzZWZmanZs2fL2dnZtHB2XFycmjZtqq5du6px48bat2+f5s2bJ19fX40dO9bWLzExUSkpKRo5cqTi4+OVnp6u5557TsnJyaalbwAAAK5nDhEQrVartmzZogkTJig2NlYeHh4aN26ckpOTTf1KS0tVUlJiex4cHKzc3FxNnDhRBQUF8vLyUkREhGbOnKng4GBbv+7du+ull17S3/72N507d06BgYGKiYlRUlKSbT1ESWrdurU2btyohIQExcTEyMfHRzNmzLD7lRYAAIDrmcXgh4ZrXXZ2tgICApSVlSV/f/+6LgfANax8rdbU1NQ6rgTAta46+cQh7kEEAACA4yAgAgAAwISACAAAABMCIgAAAEwIiAAAADAhIAIAAMCEgAgAAAATAiIAAABMCIgAAAAwcYif2gOA68Ejjzyi9PT0Wh1z9+7dkv77iyq1pWPHjlqyZEmtjgng+kFABAAH5u7uXtclALgBERABoJYwIwfgesE9iAAAADAhIAIAAMCEgAgAAAATAiIAAABMCIgAAAAwISACAADAhIAIAAAAEwIiAAAATAiIAAAAMCEgAgAAwISACAAAABMCIgAAAEwIiAAAADCpV9cFXI9KSkokSXl5eXVcCQAAwAXluaQ8p1SGgHgFHD16VJLUvXv3Oq4EAADA7OjRowoKCqq0j8UwDOPqlHPjOHv2rNLT0+Xj46N69cjgAGouLy9P3bt3V1pamvz8/Oq6HADXsJKSEh09elQdO3ZUgwYNKu1LQAQAB5adna2AgABlZWXJ39+/rssBcIPgSyoAAAAwISACAADAhIAIAA7M09NT06ZNk6enZ12XAuAGwj2IAAAAMGEGEQAAACYERAAAAJgQEAEAAGBCQAQAAIAJAREAqukf//iHoqOj5e3trfr16ys4OFgPP/ywvv/+ex05ckT16tXTrFmzLrp/ly5d1Ldv30pfY/LkyfLz85OTk5MmTpxY5dosFovmzp1baZ9//etfslgs+uSTT6o8LoAbCwERAKphypQp+u1vf6vGjRvr5Zdf1ubNm/XMM89o7969+p//+R/ddNNNGjBggFasWFHh/t9//72++eYbjRo16qKvsXnzZj333HN64okntH37dj322GNX6nAAoEL8UDAAVNGHH36oOXPmaOrUqZo5c6atvW/fvvr973+v9evXS5JGjRql0aNH69///rc6depkGmP58uVycXHRvffee9HXycjIkCT98Y9/lJMT/x8P4OrjXx4AqKJ58+bJ19dXU6dOrXD7XXfdJUkaMmSI3NzcKpxFXLFihX7zm9/I29u7wjHCw8M1YcIESZKzs7PpUnB6eroGDhwod3d3NW7cWMOGDdN//vOfS9Y9a9YsNWvWTI0aNdI999yjI0eO2PV57bXX1L59e7m5ualJkyYKDQ3Vjh07Ljk2gOsTAREAqqCkpETbt2/XgAED5OLiUmlfDw8P3XXXXVq5cqV++VsEO3fu1Pfff1/p5eXFixfb7jn88ssv9eWXX6pz587KyspS3759dfz4cb399ttaunSpvvnmG/Xr108nT5686HiLFi3S1KlTdf/99+vdd99Vy5YtNXbsWFOfzz77TGPHjlVMTIw+/PBDvfnmmxowYIAKCgou/cYAuC5xiRkAquD48eM6d+6cAgMDq9R/1KhRWr16tb744gv16dNH0oXZw0aNGmnw4MEX3e/WW29VixYtJEk9e/a0tU+fPl3nz5/Xxo0bbbOPd9xxh2699Va9/vrrtlnHXyotLdXs2bN1//3367nnnpMkDRw4UEeOHNFbb71l65eWliZvb29bH0m68847q3ScAK5PzCACQDVYLJYq9Rs0aJCsVqvtMrNhGFq1apXt8nN1ff7554qIiDBdmg4JCVGnTp2Umppa4T7Z2dnKzc3VkCFDTO3Dhg0zPe/cubNOnDihMWPGaNOmTTpz5ky16wNwfSEgAkAVNGnSRA0aNKjSPX+SVL9+fQ0dOlSrV69WSUmJPvvsM2VnZ1d6ebky+fn58vX1tWv39fXViRMnKtwnLy9PknTTTTfZ7fNLEREReuutt7Rnzx4NHDhQTZs21QMPPHDRcQFc/wiIAFAF9erVU58+fbRlyxaVlJRUaZ9Ro0bpyJEj2rJli1asWKGbbrpJkZGRNXp9b2/vCr9ccvjw4Yt+4cXPz0+S7PY7fPiwXd/77rtPO3bs0JEjR7Rw4UKtW7dOiYmJNaoVwLWPgAgAVZSQkKBDhw4pOTm5wu0ffvih6Xnfvn11880364033tA777yj//mf/5Gzs3ONXjs0NFRbtmxRfn6+rW3fvn3avXu3QkNDK9zH399ffn5+Wrt2ran9nXfeuejrNG3aVGPHjlVUVJS+++67GtUK4NrHl1QAoIpiYmI0efJkTZ8+XXv37tWIESPUtGlT/fjjj3rttddUWFiomJgYW38nJyeNGDFC8+fPl2EYNb68LEmPPfaYli1bpujoaD311FM6e/asnn76aQUGBmrMmDEV7uPs7KwpU6boT3/6k3x9fRUVFaWNGzdq27Ztpn7Tpk3T8ePHFR4erptuuknp6en66KOPlJCQUON6AVzbmEEEgGqYM2eO1q1bpxMnTujBBx/UgAEDNG3aNIWEhGj16tV2/UeNGiXDMNSqVSv16NGjxq8bEBCgTz/9VFarVaNGjdL48ePVqVMnffLJJ/Lw8LjofhMmTNCMGTP05ptvasiQIfrhhx/0yiuvmPp069ZNGRkZio+PV3R0tJ5//nklJiZq2rRpNa4XwLXNYvxykS4AAADc8JhBBAAAgAkBEQAAACYERAAAAJgQEAEAAGBCQAQAAIAJAREAAAAmBEQAAACYEBABAABgQkAEAACACQERAAAAJgREAAAAmBAQAQAAYEJABAAAgMn/ASLt/etwGSjEAAAAAElFTkSuQmCC)

*cv boxplot*

### Method & Provenance

- **Method:** Random Forest (Regression)
- **Engine:** Python · scikit-learn 1.8.0
- **Input datasets:** gallery — cat_g_field_data_plots.csv
- **Started:** 2026-09-21 02:11:08.707331
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/e38fdc04752c42c5a01d7772f67245f3

| Parameter | Value |
|---|---|
| task_type | regression |
| model_type | regression |
| target_column | PC_SHOOTMASS |
| 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)
```
