# Random Forest Result #145 — Analysis Report

Generated 2026-09-21 02:37:14 · 1 run(s) · CAT-G Data Analyzer

## 1. random forest (#145)

2026-09-21 02:14:42 · random_forest · status: completed

*The model explains 78.4% of the variance in the target under cross-validation.*

| Metric | Value |
|---|---|
| task_type | regression |
| r2_mean | 0.784445 |
| r2_std | 0.027108 |
| mse_mean | 0.028559 |
| mse_std | 0.001398 |

### permutation importance

| name | mean | std |
|---|---|---|
| PLOT | 0.001728 | 0.001922 |
| ENV_SOILNH4 | 0.001038 | 0.001454 |
| ENV_SOILNO3 | -0.000827 | 0.001448 |
| ENV_SOILP | -0.001439 | 0.001833 |
| ENV_SOILOC | 0.002019 | 0.000753 |
| ENV_SOILTN | -0.000309 | 0.000756 |
| ENV_SOILTC | -0.000263 | 0.001078 |
| ENV_PH | 0.001013 | 0.000999 |
| ENV_SOILCLAY | -0.001452 | 0.00374 |
| ENV_SOILSILT | 1.2e-05 | 0.001276 |

### shap importance

| name | mean_abs |
|---|---|
| PLOT | 0.002544 |
| ENV_SOILNH4 | 0.001869 |
| ENV_SOILNO3 | 0.002629 |
| ENV_SOILP | 0.002738 |
| ENV_SOILOC | 0.002754 |
| ENV_SOILTN | 0.001206 |
| ENV_SOILTC | 0.001763 |
| ENV_PH | 0.006021 |
| ENV_SOILCLAY | 0.002991 |
| ENV_SOILSILT | 0.002607 |

### split metrics

| r2 | mse |
|---|---|
| 0.746124 | 0.030228 |
| 0.80457 | 0.026807 |
| 0.802639 | 0.028641 |

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

*importance bar*

![permutation 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+++w549e2BqaorevXvjww8/bJBvqWkMq1evxsqVK7FkyRLk5+fDzc0NSUlJGDNmjKTfv//9bzg4OCAqKgqLFi1CWVkZ3Nzc8MUXX2Dq1Km1uuaCBQtw8+ZNLFu2DIWFhRAEQfzKw507d2LmzJlYt24dioqK4ObmhsWLF0NPTw8hISH1Wutrr72GI0eOYOHChVi7di0KCwthY2ODl19+GZ6enmK/Tp06IT09HYsWLcLu3bvx7bffwtTUFEqlEv/617+0nhIn0oXfxUxERP841X0XNRHVH9+DSEREREQSTBCJiIiISIIJIhERERFJ8D2IRERERCTBHUQiIiIikmCCSEREREQSTBCJiIiISIIflE1NQnFxMf7880/Y2NigWTP+sSQiImpo9+/fx40bN/Diiy/C2Ni42r78TUxNwp9//omePXs2dhhERERPPZVK9chvT2KCSE2CjY0NgAd/aO3t7Rs5GiIioqdPbm4uevbsKf7OrQ4TRGoSKo+V7e3t4ejo2MjREBERPb1q8lYuPqRCRERERBJMEImIiIhIggkiEREREUkwQSQiIiIiCSaIRERERCTBBJGIiIiIJJggEhEREZEEE0QiIiIikmCCSEREREQSTBCJiIiISIIJIhERERFJMEEkIiIiIolHf1sz0RMUHLkNJgqrxg6DiIio0WyP9G/sELiDSERERERSTBCJiIiISIIJIhERERFJMEEkIiIiIokGTRA3bdoEd3d3yOVy2NrawsvLC9u3bwcA5ObmIigoCDY2NjA1NUWXLl2wdu1acWzHjh2xbNkyrTl37NiBFi1aoLi4GBERETAwMIBcLpeU69evAwC8vLxgbGwMuVwOKysrDBkyBGfOnHlk3JcuXYJMJhPnUyqVCAsLQ0VFhdgnODgYs2bNEn8uKyvDggUL0KFDB5iZmUGpVGLUqFH4888/AQAREREICAjQulbr1q2RmpoKANi/fz9kMhnGjRsn6RMQEICIiAjxZ5lMBjMzM8map0+fLsYRFhYGJycnyOVyODo6wt///97c+tdff8Hb2xtWVlZo3rw5XnzxRSQkJDzynjwcZ0JCAtzd3bX6eHl5Yfny5eJa7OzsHjkvERERNX0NliDGxsZiypQpCA0NRW5uLnJzczF37lxs3boVhYWF8PT0RHl5OdLT01FQUIBPPvkEM2bMQGxsLIAHCZiuxCUhIQGjR4+GsbExAGDEiBHQaDSSYmtrK/aPiYmBRqNBVlYWbGxsMGHChBqvQa1WQ6PR4Mcff8TatWvx7bffVtnX398fGzduRHx8PAoLC3H69GkMGzYMO3bsqPH1AMDU1BRbtmzByZMnq+137NgxyZpjYmIAAJGRkTh06BAOHToEjUYDlUqF/v37i+OGDRuG3r174+rVq1Cr1UhISEDLli1rFSMRERE9WxrkY26KiooQHh6OVatWYdSoUWL9q6++ildffRUfffQRTExMsHr1aujpPchJhw0bhri4OLz55psICQnBuHHjEB4ejlOnTuG5554DANy8eRPbt2/Hzz//XOuYTE1NERAQIImnptzc3ODp6YkTJ07obN+7dy927dqFzMxMODs7AwAMDAwwfvz4Wl/L3NwcY8eORXh4OLZu3Vrr8SqVCj4+PlAqlQAABwcHTJo0CcCDhPfChQt48803xQS7W7dutb4GERERPVsaZAfx8OHDKC4uhq+vr872tLQ0jBgxQkwOK/n5+eHu3bs4cuQIHBwcMHjwYMku4nfffQdXV1f06NGj1jHdvn0bSUlJaNeuXa3Hnjp1CgcPHqxybFpaGnr27Ckmh/U1Z84c7Nu3D0ePHq31WA8PD8TExCAuLg4nTpyQHItbWVmhffv2GDduHDZv3oyrV682SLwNoaioCNnZ2WLJzc1t7JCIiIjo/2uQBDE/Px/W1tYwMDDQ2a5Wq+Hg4KBVb2BgAGtra6jVagBASEgI1q5di/LycgBAYmIiQkJCJGO2bNkCCwsLsbi4uEjaQ0ND0bx5cygUCqhUKsn7HB/Fzs4OpqameP755zFw4EBMnTq1yvXqWs/f/T1WCwsLXLlyRauflZUV3nvvPcyePbvKuXr27CmZ55tvvgEAzJw5E3PnzkVycjI8PT1ha2uLxYsXA3jw3sV9+/bBzc0N4eHhUCqV6NatG3799dea3I7HKjo6GkqlUiw9e/Zs7JCIiIjo/2uQBNHKygpqtRplZWU6262trZGTk6NVX1ZWBrVaDWtrawDA8OHDUVpairS0NJw6dQonTpxAYGCgZIyvry8KCwvFcv78eUl7dHQ0bt26hbNnz0JPTw9nz56t8Try8vKg0WiQkJCAw4cP486dO1WuV9d6/u7vsRYWFsLJyUln39DQUGRkZOCHH37Q2a5SqSTzTJw4EQCgr6+PyZMn48CBAygsLMTSpUvxwQcfYM+ePQAeHDnHxsYiMzMTeXl5eP755+Hj4wNBEGpySwA8SOR1vbZlZWVV/qPgUUJDQ5GVlSUWlUpVp3mIiIio4TVIgujh4QFjY2OkpKTobB8wYACSk5Mlx58AsHnzZpiYmKBXr14AAENDQ4wZMwaJiYlITEzE0KFD6/xARbt27RAbG4tp06bh3r17NR6np6eHoKAgdO/eHfPmzdPZZ9CgQVCpVDp3A+tKLpcjPDwcc+bMqfMchoaGCAgIQKdOnZCRkaHVbmtri7CwMOTk5ODmzZs1ntfJyQlXrlyRvH6CIODSpUt1PmZXKBRwdHQUi729fZ3mISIioobXIAmiQqHAggULMG3aNGzevBkajQbl5eU4cOAAJk6ciBkzZuDOnTsICgpCTk4OSktLsXPnTrzzzjuYN28eFAqFOFdISAi+//57ncfLteXt7Y2WLVvi66+/rvXY2bNn4+uvv9b53rj+/fvD29sbPj4+OHr0KMrKynD37l0kJSVh0aJFdY53ypQpuHHjBn788ccaj4mJicHevXtx584dVFRUYOfOnTh58iTc3d1RUFCAuXPn4syZM6ioqMCtW7ewdOlSuLq6wsqq5t93XHm8/fHHH+Pu3bsoLi5GZGQkDAwM4OnpKelbXFwsKX//RwERERE1fQ32MTfvvvsuli5dis8++wwtW7aEvb09IiIi4OPjA0tLSxw6dAgA0KlTJ1hYWGDOnDlYsmQJQkNDJfO89NJLcHNzQ0VFBV577TWt6yQnJ2t9DmJVTxsDD96jFxUVVatdRADo0qUL+vbti6ioKJ3tGzduhK+vL8aPHw8LCwu0b98e27dvx+uvv16r6zzM0NAQERERyM/P12rr1q2bZM0jR44E8OBp7bCwMLRq1QqWlpYIDw/HihUr4OnpCUNDQ2RlZWHw4MFQKBRwdXVFbm6u+NmUjyKTyQAARkZG2LlzJ44dOwZnZ2colUr873//w65du2BiYiL2v3btGkxMTCRl7969db4fRERE1DhkQm3ejEbPDEtLS6SlpaF79+5P5HrZ2dlQKpV49a1lMFHUfHeTiIjoabM90v/Rneqg8ndtVlYWHB0dq+3Lr9ojLT/88APKysrg5ubW2KEQERFRI3hmEsTJkydrHU3L5XJ4e3s3dmiNIikpSef9aNasGSZOnIgVK1bA3Ny8scMkIiKiRsAjZmoSarPtTURERLXHI2YiIiIiqjMmiEREREQkwQSRiIiIiCSaNXYARA8LjtzGj7n5h3pcH8tARERPHncQiYiIiEiCCSIRERERSTBBJCIiIiKJf0yCuGnTJri7u0Mul8PW1hZeXl7idwrn5uYiKCgINjY2MDU1RZcuXbB27VpxbMeOHbFs2TKtOXfs2IEWLVqguLgYERERMDAw0Prg6OvXrwMAvLy8YGxsDLlcDisrKwwZMgRnzpypNuaHP4zazMwMMplMMveVK1cAAKmpqfDw8IBcLoeFhQV8fX2RmZkJADh48KBkjEwmg5mZmfjzwYMHAQAxMTGQyWTYunWrJIZLly5BJpOhuLi4xvf672OCg4Mxa9YsrX4ymQynT58GAERERCAgIKDG1yAiIqKm6x+RIMbGxmLKlCkIDQ1Fbm4ucnNzMXfuXGzduhWFhYXw9PREeXk50tPTUVBQgE8++QQzZsxAbGwsgAcJTkJCgta8CQkJGD16NIyNjQEAI0aMgEajkRRbW1uxf0xMDDQaDbKysmBjY4MJEyZUG/fYsWPFeY4dOwYAkrmdnJyQkpKCkSNHYtKkSbh+/TrOnTsHV1dXeHh44OLFi+jTp4/YX61WAwBOnjwp1vXp0wcAEB8fD0tLS53rJCIiIqqNJp8gFhUVITw8HMuWLcOoUaNgbm4OfX19vPrqq1i1ahU+//xzmJiYYPXq1WjVqhWMjIwwbNgwxMXF4YMPPkBRURHGjRuHEydO4NSpU+K8N2/exPbt2xESElLrmExNTREQEIATJ07Ua22CIGDGjBkIDw9HUFAQTE1NYW1tjaioKHTv3h0RERE1muf48ePIyMjAN998g507d4q7nkRERER10eQTxMOHD6O4uBi+vr4629PS0jBixAjo6UmX4ufnh7t37+LIkSNwcHDA4MGDJbtr3333HVxdXdGjR49ax3T79m0kJSWhXbt2tR77sDNnzuDy5csYNWqUVpu/vz/S0tJqNE98fDz69+8PX19ftG7dWnK83lQVFRUhOztbLLm5uY0dEhEREf1/TT5BzM/Ph7W1NQwMDHS2q9VqODg4aNUbGBjA2tpaPJYNCQnB2rVrUV5eDgBITEzU2j3csmULLCwsxOLi4iJpDw0NRfPmzaFQKKBSqeqdiFXGpit+e3t7sb06JSUlWLduHQIDAwE8ONaOj4+vV1xPQnR0NJRKpVh69uzZ2CERERHR/9fkE0QrKyuo1WqUlZXpbLe2tkZOTo5WfVlZGdRqNaytrQEAw4cPR2lpKdLS0nDq1CmcOHFCTKoq+fr6orCwUCznz5+XtEdHR+PWrVs4e/Ys9PT0cPbs2XqtrTI2XfHn5uaK7dXZtm0biouLMWLECABAYGAgMjIy8Ntvv9UrtocZGBho3f/Kn6tK3B8lNDQUWVlZYlGpVPWOk4iIiBpGk08QPTw8YGxsjJSUFJ3tAwYMQHJyMioqKiT1mzdvhomJCXr16gUAMDQ0xJgxY5CYmIjExEQMHToULVu2rFNM7dq1Q2xsLKZNm4Z79+7VaQ4AaN++PZycnLBx40attg0bNmDAgAGPnCM+Ph6lpaVo164d7Ozs0Lt3b8hksgbdRXRycsLFixcldRcuXICenh6USmWd5lQoFHB0dBSLvb19Q4RKREREDaDJJ4gKhQILFizAtGnTsHnzZmg0GpSXl+PAgQOYOHEiZsyYgTt37iAoKAg5OTkoLS3Fzp078c4772DevHlQKBTiXCEhIfj+++91Hi/Xlre3N1q2bImvv/66znPIZDIsWbIECxYswOrVq3H37l2o1WrMnDkTKpXqkQ+p5OTkIC0tDZs2bUJ6erpYli5diu+++w4lJSVi35KSEhQXF4ul8qi9JkaOHIm0tDTs2LED9+/fR35+PmbPno0RI0bA0NBQ7FdRUSG5Rm0+WoeIiIiajiafIALAu+++i6VLl+Kzzz5Dy5YtYW9vj4iICPj4+MDS0hKHDh0CAHTq1AkWFhaYM2cOlixZgtDQUMk8L730Etzc3FBRUYHXXntN6zrJyclan4NY3ZPKM2fORFRUVL12Ef38/LB+/Xp8+eWXsLGxgYuLCzIzM3HkyBGt90D+3erVq+Hm5gYfHx/Y2dmJZcKECdDX15d8JqKFhQVMTEzEUpMdRplMBgDo0KEDNm/ejHnz5sHa2hqdO3eGlZWVVnK8adMmyTVMTExw//792t8UIiIialQyQRCExg6CmpY//vgDnp6euH379hO7ZnZ2NpRKJV59axlMFFZP7LrUcLZH+jd2CEREVI3K37VZWVlwdHSstu8/YgeRnhxBELBp0yZ069atsUMhIiKiRsIEsQFMnjxZ62haLpfD29u7sUOrUlUxm5qaYteuXeK30BAREdGzh0fM1CTwiPmfj0fMRERNW22OmJs9oZiIaiRh9vBH/qElIiKix4tHzEREREQkwQSRiIiIiCSYIBIRERGRBN+DSE1KcOQ2nQ+p8AEIIiKiJ4c7iEREREQkwQSRiIiIiCSYIBIRERGRBBNEIiIiIpJ46hNELy8vGBsbQy6Xw8rKCkOGDEFmZiYA4Pz58xgzZgxsbW2hUCjQsWNHRERE4M6dO4+cc/ny5TrbWrdujdTUVCxcuFD8+joTExPo6emJP+vr60u+3k4mk8HMzEz8+eDBg4iIiICBgYHWV+Fdv369ynWdOXNGjGP//v2QyWQYOHCgJL4bN27A0NAQdnZ2WrFPnz4dMpkM6enpkvqysjKEhYXByckJcrkcjo6O8Pf/v4dG/vrrL3h7e8PKygrNmzfHiy++iISEhGrvIRERETVdT32CCAAxMTHQaDS4fPkyWrRogeDgYFy4cAE9e/aElZUVjh8/jqKiIuzevRtqtRrnzp2r9zXnzJkDjUYDjUaDlJQUODk5iT+Xl5eL/61WqwEAJ0+eFOv69OkDABgxYoRYV1lsbW211pWVlQUbGxtMmDBBEoOlpSX++OMPZGdni3VJSUlo27atVrxlZWVISkqCpaWlVnIXGRmJQ4cO4dChQ9BoNFCpVOjfv7/YPmzYMPTu3RtXr16FWq1GQkICWrZsWe97SERERI3jmUgQK8nlcgQGBuLPP/9EREQEevbsiS+++EL8arfWrVtj6dKl6Ny5cyNHWjumpqYICAjAiRMnJPUGBgbw9/fH6tWrxbqEhAQEBQVpzbF9+3bcv38fS5YsQVJSEsrKysQ2lUoFHx8fKJVKAICDgwMmTZoEAFCr1bhw4QLefPNNGBsbw8DAAN26dYO3t3e1MRcVFSE7O1ssubm5dV4/ERERNaxnKkEsKirCmjVr0LVrV6SlpWHkyJGNHVKDuH37NpKSktCuXTuttuDgYCQmJgIA0tPTUVxcjF69emn1i4+Ph5+fH/z9/VFSUoLt27eLbR4eHoiJiUFcXBxOnDiBiooKsc3Kygrt27fHuHHjsHnzZly9erVGMUdHR0OpVIqlZ8+etV02ERERPSbPRIIYGhqKFi1aoEOHDigpKUFiYiLy8/Ph4ODQ2KFVa8uWLbCwsBCLi4uLpD00NBTNmzeHQqGASqXC2rVrtebo2rUrjIyM8Msvv1S5e5iXl4fU1FQEBgbCxMQEvr6+iI+PF9tnzpyJuXPnIjk5GZ6enrC1tcXixYsBADKZDPv27YObmxvCw8OhVCrRrVs3/Prrr9WuLTQ0FFlZWWJRqVR1uUVERET0GDwTCWJ0dDQKCgqQk5ODlJQUtGnTBlZWVsjJyWns0Krl6+uLwsJCsZw/f17SHh0djVu3buHs2bPQ09PD2bNndc4THByMb775Bhs2bMD48eO12tesWYNWrVqhb9++AIBx48YhNTUVeXl5AAB9fX1MnjwZBw4cQGFhIZYuXYoPPvgAe/bsAfDgyDk2NhaZmZnIy8vD888/Dx8fHwiCUOXaFAoFHB0dxWJvb1+ne0REREQN75lIEHUZNGgQNm/e3NhhNIh27dohNjYW06ZNw71797TaAwMDsXbtWnTq1AmtWrXSao+Pj0deXh7s7e1hZ2eHMWPG4P79+1izZo1WX0NDQwQEBKBTp07IyMjQare1tUVYWBhycnJw8+bNhlkgERERPVHPbIIYERGBo0ePYvr06eJO4pUrV/Duu+/ijz/+eOT4+/fvo7i4WCylpaWPO+RqeXt7o2XLlvj666+12mxtbXHgwAGdH81z9OhRnD59GgcPHkR6ejrS09Px+++/Y9asWeIxc0xMDPbu3Ys7d+6goqICO3fuxMmTJ+Hu7o6CggLMnTsXZ86cQUVFBW7duoWlS5fC1dUVVlba36lMRERETd8zmyC2bdsWR48exbVr19C5c2coFAoMHjwYVlZWOh/2+Lu3334bJiYmYnn4Y18aSnJystbnIP79SeWHzZw5E1FRUTp3Ed3d3dGmTRut+vj4eAwZMgQ9evSAnZ2dWN555x2cO3cOR48ehampKcLCwtCqVStYWloiPDwcK1asgKenJwwNDZGVlYXBgwdDoVDA1dUVubm5kodciIiI6J9FJlT3RjGiJyQ7OxtKpRKvvrUMJgrtncftkf46RhEREVFNVf6uzcrKEj/iryrP7A4iEREREenWrLEDaIoOHjxY5Qc9nzp1Ck5OTk84omdHwuzhj/xXDRERET1eTBB16NOnDzQaTWOHQURERNQoeMRMRERERBJMEImIiIhIggkiEREREUnwPYjUpARHbhM/5oYfbUNERNQ4uINIRERERBJMEImIiIhIggkiEREREUk8lgTRy8sLxsbGku8Q7tatGwBAJpPBxcUFZWVlYv/ly5fDy8sLADBkyBC8//77WnNmZGSgWbNmyMnJqfK6+/fvh56eHuRyOczNzdG2bVt8+umnYnvr1q1hYmICuVwOW1tbjBw5Enl5eZI5MjMz4evrCwsLC8jlcnh4eCA1NbXK9Zmbm6N79+44cOCAzjgeLsnJyQCAiIgIyGQyLFiwQDLv1q1bIZPJEBAQINYJgoCYmBh06NABpqamcHBwwNtvv42ioiLJ9ezs7MSf//rrL3h7e8PKygrNmzfHiy++iISEhCrv28P3p3KtCQkJcHd31+rj5eWF5cuXi9eVyWQYN26cpE9AQAAiIiIeeT0iIiJqmh7bDmJMTAw0Go1Yjh07JrYVFhZi5cqVOseFhIRg7dq1KC8vl9QnJCRg0KBBcHBwqPa6tra20Gg0uH37NlavXo2PPvoIe/bsEdtTUlKg0Whw+vRpFBQU4L///a/YdvHiRXh4eKBdu3Y4d+4crl+/jsmTJ2PkyJFISUnRub5bt25h0qRJeOONN3D//n2tOB4uI0aMENvbt2+P1atXa63Rzc1NUhcaGoq4uDh88803KCoqwsGDB5GZmYmBAweitLRU5z0YNmwYevfujatXr0KtViMhIQEtW7as9r7VlampKbZs2YKTJ08+lvmJiIjoyWuUI+ZZs2Zh/vz5uHfvnlabj48PSkpKJEldeXk5kpKSEBISUqvr9O7dG88//zz+/PNPrTZLS0u88cYbOHHihFgXERGBHj16YPHixbC2toapqSnGjx+POXPmYMaMGRAEQWsePT09jB07FgUFBdXubv7dSy+9BCMjIxw+fBgAcOPGDRw+fBg+Pj5in3PnziEuLg7r1q1Dnz590KxZM7i4uCA5ORnnz59HUlKS1rxqtRoXLlzAm2++CWNjYxgYGKBbt25VfnVgfZmbm2Py5MkIDw9/LPMTERHRk9coCeLrr7+ONm3aIC4uTqvNyMgIo0ePlhyJpqamorS0FMOHD6/xNQRBwP/+9z9kZGSga9euWu03btxAcnIy2rVrJ9alpaVh1KhRWn39/f1x+fJlnDlzRqutvLwciYmJcHJyeuTu5t8FBwcjMTERAJCUlIQ33ngDxsbGYvtPP/2EVq1aaR31mpubY+jQoUhLS9Oa08rKCu3bt8e4ceOwefNmXL16tVYx1cWcOXOwb98+HD16tMZjioqKkJ2dLZbc3NzHGCERERHVxmNLEENDQ2FhYSGWoKAgSXtkZCSioqJQWFioNTYkJATbtm1DQUEBACAxMRFjxoyBkZHRI697/fp1WFhYwMrKClOmTMFnn32G/v37i+1+fn5QKBSwtbVFUVERli5dKrap1WqdSZ69vb3Y/vf1mZmZYcaMGYiMjESzZv/3sZKVcTxc/vrrL8m8gYGB2LJlC4qLi5GQkIDg4GBJe1XxVMb0cDyVZDIZ9u3bBzc3N4SHh0OpVKJbt2749ddfq7lr9WNlZYX33nsPs2fPrvGY6OhoKJVKsfTs2fOxxUdERES189gSxOjoaBQWFoqlcqesUt++feHu7i55iKRS9+7d4erqivXr16OgoADbtm2r8fGyra0tCgsLcfPmTZw8eRJTp06VtG/evBlFRUX49ddfkZeXJ9lhs7a21nlMXLm7ZW1trbW+e/fu4ejRo/jvf/8rORavjOPh0rFjR61Ye/XqhYiICBQXF6NXr16S9qriqYzp4Xge5uDggNjYWGRmZiIvLw/PP/88fHx8dB6RV8XAwEDyIFGlsrIyGBgYaNWHhoYiIyMDP/zwQ43mDw0NRVZWllhUKlWNYyMiIqLHq1E/5mbhwoWIi4vDtWvXtNpCQkKQmJiI9evXw83NTecxcX10794d4eHheOutt8TEacCAAdi4caNW3w0bNsDJyQnt27fXapPJZOjcuTM8PT2xY8eOWscRHByMxYsXa+2wAkD//v2RnZ2NX375RVJ/+/Zt7N69GwMGDHjk/La2tggLC0NOTg5u3rxZ47icnJxw5coVVFRUiHWCIODSpUtwdnbW6i+XyxEeHo45c+bUaH6FQgFHR0exVO7SEhERUeNr1ASxS5cuGDZsGL744guttsDAQBw/fhxRUVG1fjilpiZMmIDc3Fx8//33AB48pHL06FGEhYVBrVbj7t27WLNmDRYuXIglS5ZAJpPpnOfUqVM4ePAgXnjhhVrH8PrrryMtLQ1TpkzRanN1dcW0adMwZswY/Pzzz7h//z7Onz8PPz8/ODs7a328DAAUFBRg7ty5OHPmDCoqKnDr1i0sXboUrq6usLKyqnFcPXv2hIWFBT7++GPcvXsXxcXFiIyMhIGBATw9PXWOmTJlCm7cuIEff/yx5jeAiIiImpzHliBOnz5d8hmAD39O38Pmz5+PW7duadXb2tpi6NChyMnJwdixYx9LjEZGRnj33Xfx8ccfQxAEuLi44PDhwzhz5gxcXFxgY2ODZcuWYcOGDfDz86tyfUOHDsXEiRMxceJEsf369etan4Oo66EcAwMDDBgwABYWFjpjjI2NxdSpU/Hvf/8b5ubm6N27N9q1a4effvoJhoaGWv0NDQ2RlZWFwYMHQ6FQwNXVFbm5udi+fXuN7kllEmxkZISdO3fi2LFjcHZ2hlKpxP/+9z/s2rULJiYmOscaGhoiIiIC+fn5NboWERERNU0yoTZvTKOnmqWlJdLS0tC9e/cnfu3s7GwolUq8+tYymCge7HRuj/R/4nEQERE9rSp/12ZlZcHR0bHavvyqPQIA/PDDDygrK9P6oG4iIiJ69vzjEkRvb2+to1u5XI7Jkyc3dmhNXlJSks5716xZM0ycOBErVqyAubl5Y4dJREREjYxHzNQk1Gbbm4iIiGqPR8xEREREVGdMEImIiIhIggkiEREREUkwQaQmJThyW2OHQERE9MxjgkhEREREEkwQiYiIiEiCCSIRERERSTBBJCIiIiIJJohEREREJNGkEsRNmzbB3d0dcrkctra28PLywvbt2wEAubm5CAoKgo2NDUxNTdGlSxesXbtWHNuxY0csW7ZMa84dO3agRYsWKC4uRkREBAwMDLS+au769esAAC8vLxgbG0Mul8PKygpDhgzBmTNnqo354a+vMzMzg0wmk8x95coVAEBqaio8PDwgl8thYWEBX19fZGZmAgAOHjwoGSOTyWBmZib+fPDgQQBATEwMZDIZtm7dKonh0qVLkMlkKC4urvU9v3HjBgwNDeHj46PV1rp1a6Smpkrq9u/fDzs7O0ldcnIyPD09xfvWpUsXREZG4u7du7WOh4iIiBpfk0kQY2NjMWXKFISGhiI3Nxe5ubmYO3cutm7disLCQnh6eqK8vBzp6ekoKCjAJ598ghkzZiA2NhYAEBwcjISEBK15ExISMHr0aBgbGwMARowYAY1GIym2trZi/5iYGGg0GmRlZcHGxgYTJkyoNu6xY8eK8xw7dgwAJHM7OTkhJSUFI0eOxKRJk3D9+nWcO3cOrq6u8PDwwMWLF9GnTx+xv1qtBgCcPHlSrOvTpw8AID4+HpaWljrXWVdr166Fubk5du3ahRs3btR6fExMDCZNmoSpU6fi6tWryM/Px3fffYe8vDxcuHChweIkIiKiJ0hoAm7duiWYmZkJ69ev19n+4YcfCs8995xQXl4uqV+3bp0gl8uFW7duCVevXhX09fWFkydPiu35+fmCoaGhoFKpBEEQhI8++kjw9/evMo5+/foJX331lfjzjh07BFNT0xqv46+//hL+fksrKioEZ2dnITIyUqv/oEGDhPHjx0vq7t27JwAQLl68KKk/duyYoKenJyQnJwvNmjUTrl27JrZdvHhRACDcu3evxrFWevHFF4VFixYJbm5uQnR0tKTN2dlZ2L17t6Ru3759QsuWLQVBEITCwsJqX7fq3Lp1S8jKyhKLSqUSAAivvrWs1nMRERHRo2VlZQkAhKysrEf2bRI7iIcPH0ZxcTF8fX11tqelpWHEiBHQ05OG6+fnh7t37+LIkSNwcHDA4MGDJbtr3333HVxdXdGjR49ax3T79m0kJSWhXbt2tR77sDNnzuDy5csYNWqUVpu/vz/S0tJqNE98fDz69+8PX19ftG7dWnK8XlfHjh1DRkYGxowZg8DAQMTHx9dq/JEjR6p93aoTHR0NpVIplp49e9Z6DiIiIno8mkSCmJ+fD2traxgYGOhsV6vVcHBw0Ko3MDCAtbW1eCwbEhKCtWvXory8HACQmJiIkJAQyZgtW7bAwsJCLC4uLpL20NBQNG/eHAqFAiqVqt6JWGVsuuK3t7cX26tTUlKCdevWITAwEMCDY+3aJnO6xMfHo1+/flAqlRg7diwyMjLEY/KaUKvVWq+bj48PLCwsYGpqipUrV1Y5NjQ0FFlZWWJRqVT1WgsRERE1nCaRIFpZWUGtVqOsrExnu7W1NXJycrTqy8rKxCQFAIYPH47S0lKkpaXh1KlTOHHihJhUVfL19UVhYaFYzp8/L2mPjo7GrVu3cPbsWejp6eHs2bP1WltlbLriz83NFdurs23bNhQXF2PEiBEAgMDAQGRkZOC3336rc1yVSee4ceMAAG3atIGnp6ck8TQwMNB6TcrKysSEsDI5f7hP5XtGe/bsifv371d5fYVCAUdHR7HY29vXeS1ERETUsJpEgujh4QFjY2OkpKTobB8wYACSk5NRUVEhqd+8eTNMTEzQq1cvAIChoSHGjBmDxMREJCYmYujQoWjZsmWdYmrXrh1iY2Mxbdo03Lt3r05zAED79u3h5OSEjRs3arVt2LABAwYMeOQc8fHxKC0tRbt27WBnZ4fevXtDJpPVaxfx+++/R0FBAcLCwmBnZwc7OzscP34c69atQ0lJCQDAyckJFy9elIy7cOECnJ2dAQC9evWCkZGR1lPVRERE9M/WJBJEhUKBBQsWYNq0adi8eTM0Gg3Ky8tx4MABTJw4ETNmzMCdO3cQFBSEnJwclJaWYufOnXjnnXcwb948KBQKca6QkBB8//33Oo+Xa8vb2xstW7bE119/Xec5ZDIZlixZggULFmD16tW4e/cu1Go1Zs6cCZVKhYiIiGrH5+TkIC0tDZs2bUJ6erpYli5diu+++05M5oAHu4LFxcViqTxq1yU+Ph4BAQHIyMgQ58zIyMD9+/fx/fffA3hwlB0bG4uMjAwIgoC//voL0dHRGDNmDACgefPmmDdvHqZOnYr169ejqKgIgiDg7NmzyMvLq/M9IyIiokb22B+ZqYUNGzYIL7/8smBqairY2NgIXl5ewo4dOwRBEITs7GwhMDBQsLKyEkxMTIROnToJiYmJOufp3LmzYGNjI5SWlkrqP/roI6FZs2aCmZmZpBw/flwQBO2nmAVBEL777jvBzs5OuHv37iPj1/UUc6UdO3aIa1MoFMK//vUv4a+//tLq9/enmCMjI4XnnntOZz9ra2th/fr14lPMfy/ffPONzliys7MFPT094ejRo1pt06ZNE4YMGSIIwoMnsJcsWSK0b99ekMvlgqurq7Bo0SKtp8k3bNgg9OrVSzA1NRUsLS2Fzp07C4sWLRKKioqqvV8Pq3yyik8xExERPR61eYpZJgiC0GjZKdH/l52dDaVSiVffWoYfl73V2OEQERE9dSp/12ZlZcHR0bHavk3iiJmIiIiImg4miDU0efJkra/ok8vl8Pb2buzQqvRPjDlh9vDGDoGIiOiZxyNmahJqs+1NREREtccjZiIiIiKqMyaIRERERCTBBJGalODIbY0dAhER0TOPCSIRERERSTBBJCIiIiIJJohEREREJMEEkYiIiIgkmCDq4OXlBWNjY8mHS3fr1g0AIJPJ4OLigrKyMrH/8uXL4eXlBQAYMmQI3n//fa05MzIy0KxZM+Tk5Dzy+unp6ZDJZJg+fbpWW+vWrZGamgoA2L9/P/T09CCXy2Fubo62bdvis88+AwA8//zzYuwGBgYwNDQUf548eTIuXboEmUym9SHa0dHRAICEhATIZDJMnDhRZ2zu7u4675eVlRWGDBmCzMzMR66TiIiImiYmiFWIiYmBRqMRy7Fjx8S2wsJCrFy5Uue4kJAQrF27FuXl5ZL6hIQEDBo0CA4ODo+8dnx8PCwtLbFu3TpJIqqLra0tNBoNbt++je+++w4fffQRfvzxR5w8eVKMfcSIEZgzZ4748/Lly8XxarVass7Q0FCxrW3btkhJScG9e/ck63Bzc9OKo/J+Xb58GS1atEBwcPAj10lERERNExPEOpg1axbmz58vSZwq+fj4oKSkBHv27BHrysvLkZSUhJCQkEfOXVpaiqSkJERHR6O0tBQ7duyocVwvv/wynnvuOZw4caLGY6pjY2MDDw8PpKSkAADKysqwYcMGjBs3rsoxcrkcgYGB+PPPP6udu6ioCNnZ2WLJzc1tkJiJiIio/pgg1sHrr7+ONm3aIC4uTqvNyMgIo0ePRkJCgliXmpqK0tJSDB/+6O8Z3r59O8rKyjBq1Cj4+fkhPj6+RjEJgoBDhw7h5MmTaNeuXY3X8ijBwcFITEwEAOzcuROdOnVCq1atquxfVFSENWvWoGvXrtXOGx0dDaVSKZaePXs2WMxERERUP0wQqxAaGgoLCwuxBAUFSdojIyMRFRWFwsJCrbEhISHYtm0bCgoKAACJiYkYM2YMjIyMHnnd+Ph4+Pr6wsTEBIGBgdi9ezeuXbtWZf/r16/DwsICJiYm6N27N9555x34+PjUeJ12dnaSdT688wkAw4YNQ3p6Oq5evYqEhIQqj45DQ0PRokULdOjQASUlJWJSWZXQ0FBkZWWJRaVS1ThmIiIieryaNXYATVV0dDQmT55cZXvfvn3h7u6OTz/9FEqlUtLWvXt3uLq6Yv369QgICMC2bdtw+PDhR14zNzcXqampSEtLAwD069cPDg4OWLNmDf773//qHGNra4u8vDyUlZUhKipK3IE0NDSs0Trz8vJgbGxcZbuhoSH8/f0RHR2Nw4cPY/369Vi/fr1Wv0fdr79TKBRQKBQ17k9ERERPDncQ62HhwoWIi4vTucMXEhKCxMRErF+/Hm5ubo88cgWANWvWoLy8HKNHj4adnR3s7e1x7dq1Gh0zGxgY4IMPPoBMJsNXX31Vp/VUJTg4GJ9//jneeOONapNJIiIiejowQayHLl26YNiwYfjiiy+02gIDA3H8+HFERUXV6OEU4MHx8vvvv4/ff/8d6enpSE9Px+HDh3H69OkaH8HOnj0bixYt0vkATV117doVP/30Ez7++OMGm5OIiIiaLiaIVZg+fbrk8wHt7Ox09ps/fz5u3bqlVW9ra4uhQ4ciJycHY8eOfeT1fvnlF5w7dw7vvvsu7OzsxNK1a1cMHTq0xg+rDB8+HC1atMDXX39do/7W1taSdb733ns6+73yyitV3gMiIiJ6usgEQRAaOwii7OxsKJVKvPrWMvy47K3GDoeIiOipU/m7NisrC46OjtX25Q4iEREREUkwQXzCvL29tb7ervLr74iIiIiaAn7MzRO2e/fuxg6hSUuY/egPEyciIqLHizuIRERERCTBBJGIiIiIJJggEhEREZEEE0RqUoIjtzV2CERERM88JohEREREJMEEkYiIiIgkmCASERERkQQTRCIiIiKSeKYTRC8vLxgbG0u+0aRbt24AAJlMBhcXF5SVlYn9ly9fDi8vLwDAkCFD8P7772vNmZGRgWbNmiEnJ6fK65aVlSEsLAxOTk6Qy+VwdHSEv7+/pE9qaio8PDwgl8thYWEBX19fZGZmSvrIZDKcPn0aAJCQkAB3d3ed14uIiIBMJsOCBQsk9Vu3boVMJkNAQIBYJwgCYmJi0KFDB5iamsLBwQFvv/02ioqKxD779++HnZ2d+PNff/0Fb29vWFlZoXnz5njxxReRkJBQ5fqJiIioaXumE0QAiImJgUajEcuxY8fEtsLCQqxcuVLnuJCQEKxduxbl5eWS+oSEBAwaNAgODg5VXjMyMhKHDh3CoUOHoNFooFKp0L9/f7E9JSUFI0eOxKRJk3D9+nWcO3cOrq6u8PDwwMWLF+u0zvbt22P16tVasbq5uUnqQkNDERcXh2+++QZFRUU4ePAgMjMzMXDgQJSWluqce9iwYejduzeuXr0KtVqNhIQEtGzZsk5xEhERUeN75hPE6syaNQvz58/HvXv3tNp8fHxQUlKCPXv2iHXl5eVISkpCSEhItfOqVCr4+PhAqVQCABwcHDBp0iQAD3bwZsyYgfDwcAQFBcHU1BTW1taIiopC9+7dERERUae1vPTSSzAyMsLhw4cBADdu3MDhw4fh4+Mj9jl37hzi4uKwbt069OnTB82aNYOLiwuSk5Nx/vx5JCUlac2rVqtx4cIFvPnmmzA2NoaBgQG6desGb2/vauMpKipCdna2WHJzc+u0LiIiImp4TBCr8frrr6NNmzaIi4vTajMyMsLo0aMlR6mpqakoLS3F8OHVf5+wh4cHYmJiEBcXhxMnTqCiokJsO3PmDC5fvoxRo0ZpjfP390daWlqd1xMcHIzExEQAQFJSEt544w0YGxuL7T/99BNatWqldVRtbm6OoUOH6ry2lZUV2rdvj3HjxmHz5s24evVqjWKJjo6GUqkUS8+ePeu8LiIiImpYz3yCGBoaCgsLC7EEBQVJ2iMjIxEVFYXCwkKtsSEhIdi2bRsKCgoAAImJiRgzZgyMjIyqvebMmTMxd+5cJCcnw9PTE7a2tli8eDGABztyAHQeUdvb24vtdREYGIgtW7aguLgYCQkJCA4OlrSr1eoqj8arurZMJsO+ffvg5uaG8PBwKJVKdOvWDb/++mu1sYSGhiIrK0ssKpWqzusiIiKihvXMJ4jR0dEoLCwUS+UOW6W+ffvC3d0dn376qdbY7t27w9XVFevXr0dBQQG2bdv2yONlANDX18fkyZNx4MABFBYWYunSpfjggw+wZ88eWFtbA4DOh1xyc3PF9rqwtbVFr169EBERgeLiYvTq1UvSbm1tXeXDNdVd28HBAbGxscjMzEReXh6ef/55+Pj4QBCEKmNRKBRwdHQUi729fZ3XRURERA3rmU8Qa2LhwoWIi4vDtWvXtNpCQkKQmJiI9evXw83NDV27dq3V3IaGhggICECnTp2QkZGB9u3bw8nJCRs3btTqu2HDBgwYMKDO6wAeHDMvXrxYa6cUAPr374/s7Gz88ssvkvrbt29j9+7dNbq2ra0twsLCkJOTg5s3b9YrViIiImocTBBroEuXLhg2bBi++OILrbbAwEAcP34cUVFRNdo9BB48Ob13717cuXMHFRUV2LlzJ06ePAl3d3fIZDIsWbIECxYswOrVq3H37l2o1WrMnDkTKpWq2odUBEFAcXGxpPx9F+/1119HWloapkyZojXe1dUV06ZNw5gxY/Dzzz/j/v37OH/+PPz8/ODs7Ixx48ZpjSkoKMDcuXNx5swZVFRU4NatW1i6dClcXV1hZWVVo/tBRERETcsznyBOnz5d8jmID3++38Pmz5+PW7duadXb2tpi6NChyMnJwdixY2t0TVNTU4SFhaFVq1awtLREeHg4VqxYAU9PTwCAn58f1q9fjy+//BI2NjZwcXFBZmYmjhw5AhcXlyrnValUMDExkZTz589L+hgYGGDAgAGwsLDQOUdsbCymTp2Kf//73zA3N0fv3r3Rrl07/PTTTzA0NNTqb2hoiKysLAwePBgKhQKurq7Izc3F9u3ba3QviIiIqOmRCdW9UYzoCcnOzoZSqcSrby3Dj8veauxwiIiInjqVv2uzsrLg6OhYbd9nfgeRiIiIiKSYID4m3t7ekqPryjJ58uTGDq1JS5hd/WdIEhER0ePXrLEDeFrt3r27sUMgIiIiqhPuIBIRERGRBBNEIiIiIpJggkhNSnDktsYOgYiI6JnHBJGIiIiIJJggEhEREZEEE0QiIiIikmCCSEREREQSTBCJiIiISOKZSBC9vLxgbGwMuVwOKysrDBkyBJmZmQCA8+fPY8yYMbC1tYVCoUDHjh0RERGBO3fuVDnfokWL8Morr2hdw9XVVVIXGBgo+eaU1NRUeHh4QC6Xw8LCAr6+vmIclUpLSzF37ly0adMGJiYmaNOmDebOnYvS0lKxT0JCAvT19SGXy6FQKODk5ITRo0fj+PHjkrlat24NfX19ZGVlSep9fHwgk8mQmpoqqU9PT4dMJsP06dO11rxjxw5069YNzZs3h6WlJXr37o1ff/0VAFBWVoawsDA4OTlBLpfD0dER/v7+Vd4/IiIiatqeiQQRAGJiYqDRaHD58mW0aNECwcHBuHDhAnr27AkrKyscP34cRUVF2L17N9RqNc6dO1flXP369cMvv/yCkpISAEBJSQn++OMPlJWVIScnR+x34MABeHl5AQBSUlIwcuRITJo0CdevX8e5c+fg6uoKDw8PXLx4URwTEBCAnTt3YuvWrdBoNPj++++xa9cuBAQESGLo0aMHNBoNioqK8Ntvv6FTp07w8PDA3r17Jf3atWuHNWvWiD/fuHEDhw8fRsuWLbXWFR8fD0tLS6xbtw5lZWVifWUSvWDBAhQUFCA7OxsffPABjIyMAACRkZE4dOgQDh06BI1GA5VKhf79+z/qJSEiIqKmSngG9OvXT/jqq6/En3fs2CGYmZkJ48aNE4YMGVLr+crKygQzMzPhf//7nyAIgnDgwAHhlVdeEYKDg4V169YJgiAI58+fFwAIubm5QkVFheDs7CxERkZqzTVo0CBh/PjxgiAIwt69ewVDQ0Ph0qVLkj6XLl0SDA0Nhb179wqCIAjx8fHCyy+/rDXX5MmThe7du4s/Ozs7CwsWLBDat28v1n3++efCm2++KTg7Owu7d+8W60tKSgQrKyshISFBaN68ubBlyxaxbdOmTcJzzz1X5f147bXXhMWLF1d9w3S4deuWkJWVJRaVSiUAEF59a1mt5iEiIqKaycrKEgAIWVlZj+z7zOwgVioqKsKaNWvQtWtXpKWlYeTIkbWeo1mzZvDw8MCBAwcAPNgp7Nu3L/r27Supc3Nzg52dHc6cOYPLly9j1KhRWnP5+/sjLS0NAJCWloaXX34Zzs7Okj7Ozs54+eWXxX5V8fPzw7FjxyTH4127doWRkRGOHDkC4MHxdHBwsNbY7du3o6ysDKNGjYKfnx/i4+PFtm7duuH8+fOYNm0afvjhB9y6dUsy1sPDAzExMYiLi8OJEydQUVFRbZwAEB0dDaVSKZaePXs+cgwRERE9Gc9MghgaGooWLVqgQ4cOKCkpQWJiIvLz8+Hg4FCn+by8vB6ZIFYeL6vVagDQeS17e3uxXa1WVxnPw/2q4uDgAEEQUFhYKKkPDg5GYmIi0tPTUVxcjF69emmNjY+Ph6+vL0xMTBAYGIjdu3fj2rVrAIA2bdrg4MGDuHnzJsaPHw9ra2v4+PiI7TNnzsTcuXORnJwMT09P2NraYvHixdXGGhoaiqysLLGoVKpq+xMREdGT88wkiNHR0SgoKEBOTg5SUlLQpk0bWFlZSd4zWBv9+vXD4cOHcefOHRw7dgy9evWCi4sLbt++jWvXrkkSRGtrawDQea3c3Fyx3drausp4Hu5XlZycHMhkMlhYWEjqAwMDsWXLFixfvhxBQUE6505NTcW4cePEtTk4OEjeu9ijRw+sW7cOubm5SE9Px5UrV8SHWfT19TF58mQcOHAAhYWFWLp0KT744APs2bOnylgVCgUcHR3FYm9vX+3aiIiI6Ml5ZhJEXQYNGoTNmzfXaWzlkehXX32Fjh07wsTEBADQp08frF27FpcuXRITxPbt28PJyQkbN27UmmfDhg0YMGAAAGDAgAE4evQoLl++LOlz+fJlHD16VOxXleTkZHTr1g1mZmaSeltbW7i7u2PVqlUYP3681rg1a9agvLwco0ePhp2dHezt7XHt2jXJMfPDnn/+eUyYMAEZGRlabYaGhggICECnTp10thMREVHT90wniBERETh69CimT58u7txduXIF7777Lv74449qxxoYGKBXr1747LPP0LdvX7G+b9+++PTTT8X3HwKATCbDkiVLsGDBAqxevRp3796FWq3GzJkzoVKpEBERAQB49dVXMXjwYPj6+uL3339HeXk5/vjjD/j6+mLw4MF49dVXdcZy48YNLF68GN9++y0WLVqks88XX3yBAwcOoFWrVlpt8fHxeP/99/H7778jPT0d6enpOHz4ME6fPg2VSoWff/4Zy5cvR15eHoAHCWtSUpJ4VB0TE4O9e/fizp07qKiowM6dO3Hy5Em4u7tXew+JiIioaXqmE8S2bdvi6NGjuHbtGjp37gyFQoHBgwfDysoK7dq1e+R4Ly8vXLt2TStBvHbtmrh7WMnPzw/r16/Hl19+CRsbG7i4uCAzMxNHjhyBi4uL2G/Tpk0YMmQIhg8fDjMzM7z++usYMmQINm3aJJnv119/FT8H8aWXXsKxY8fw888/V5lEOjs7w8PDQ6v+l19+wblz5/Duu+/Czs5OLF27dsXQoUMRHx8PCwsL7Nq1C126dIGZmRl69+6Nl156CUuWLAEAmJqaIiwsDK1atYKlpSXCw8OxYsUKeHp6PvIeEhERUdMjEwRBaOwgiLKzs6FUKvHqW8vw47K3GjscIiKip07l79qsrCw4OjpW2/eZ3kEkIiIiIm1MEKtw8OBByOVyneXKlSuNHd5TK2H28MYOgYiI6JnXrLEDaKr69OkDjUbT2GEQERERPXHcQSQiIiIiCSaIRERERCTBBJGIiIiIJJggEhEREZEEE0QiIiIikmCCSEREREQSTBCJiIiISIIJYh14eXnB2NhY8uHZ3bp1AwDIZDK4uLigrKxM7L98+XLxu5mHDBmC999/X2vOjIwMNGvWDDk5OVVet6ysDGFhYXBycoJcLoejoyP8/f0lfVJTU+Hh4QG5XA4LCwv4+voiMzNT0kcmk+H06dMAgISEBLi7u+u8niAIiImJQYcOHWBqagoHBwe8/fbbKCoqkvS7du0aJk2ahFatWkEul6Ndu3aYMWMG1Gp1lWshIiKiposJYh3FxMRAo9GI5dixY2JbYWEhVq5cqXNcSEgI1q5di/Lyckl9QkICBg0aBAcHhyqvGRkZiUOHDuHQoUPQaDRQqVTo37+/2J6SkoKRI0di0qRJuH79Os6dOwdXV1d4eHjg4sWLtV5jaGgo4uLi8M0336CoqAgHDx5EZmYmBg4ciNLSUgBAQUEBPDw8UFBQgP/973+4ffs2fv75ZzRv3hxHjx6t9TWJiIio8TFBfAxmzZqF+fPn4969e1ptPj4+KCkpwZ49e8S68vJyJCUlISQkpNp5VSoVfHx8oFQqAQAODg6YNGkSgAe7fTNmzEB4eDiCgoJgamoKa2trREVFoXv37oiIiKjVGs6dO4e4uDisW7cOffr0QbNmzeDi4oLk5GScP38eSUlJAIDPP/8cJiYm+O677+Di4gKZTAY7OztERETgtddeq3L+oqIiZGdniyU3N7dW8REREdHjwwTxMXj99dfRpk0bxMXFabUZGRlh9OjRSEhIEOtSU1NRWlqK4cOr/x5iDw8PxMTEIC4uDidOnEBFRYXYdubMGVy+fBmjRo3SGufv74+0tLRareGnn35Cq1attI6fzc3NMXToUHG+tLQ0+Pr6Ql9fv1bzR0dHQ6lUiqVnz561Gk9ERESPDxPEOgoNDYWFhYVYgoKCJO2RkZGIiopCYWGh1tiQkBBs27YNBQUFAIDExESMGTMGRkZG1V5z5syZmDt3LpKTk+Hp6QlbW1ssXrwYAMT3++k6ora3t6/1+wHVanWVx90Pz5efn1/tsXhVQkNDkZWVJRaVSlXrOYiIiOjxaNbYAfxTRUdHY/LkyVW29+3bF+7u7vj000/FI+FK3bt3h6urK9avX4+AgABs27YNhw8ffuQ19fX1MXnyZEyePBmlpaXYsmULxo8fj86dO6N169YAgJycHLRt21YyLjc3F9bW1rVan7W1dZUPzDw8n5WVVbUP1lRFoVBAoVDUehwRERE9ftxBfIwWLlyIuLg4XLt2TastJCQEiYmJWL9+Pdzc3NC1a9dazW1oaIiAgAB06tQJGRkZaN++PZycnLBx40atvhs2bMCAAQNqNX///v2RnZ2NX375RVJ/+/Zt7N69W5xv0KBBSElJkRx3ExER0T8bE8THqEuXLhg2bBi++OILrbbAwEAcP34cUVFRj3w4pVJMTAz27t2LO3fuoKKiAjt37sTJkyfh7u4OmUyGJUuWYMGCBVi9ejXu3r0LtVqNmTNnQqVSVfuQiiAIKC4ulpR27dph2rRpGDNmDH7++Wfcv38f58+fh5+fH5ydnTFu3DgAwIwZM3Dnzh2MHTsWFy5cgCAIuH79OubPn49du3bV6b4RERFR42KCWEfTp0+XfA6inZ2dzn7z58/HrVu3tOptbW0xdOhQ5OTkYOzYsTW6pqmpKcLCwtCqVStYWloiPDwcK1asgKenJwDAz88P69evx5dffgkbGxu4uLggMzMTR44cgYuLS5XzqlQqmJiYSMr58+cRGxuLqVOn4t///jfMzc3Ru3dvtGvXDj/99BMMDQ0BAC1atMCRI0fEdnNzc3h4eKCwsBAvv/xyjdZFRERETYtMEAShsYMgys7OhlKpRFZWFhwdHRs7HCIioqdObX7XcgeRiIiIiCSYIDYx3t7ekqPrylLdE9NEREREDYkfc9PE7N69u7FDICIiomccdxCJiIiISIIJIhERERFJMEEkIiIiIgkmiEREREQkwQSRiIiIiCSYIBIRERGRBBNEIiIiIpJggkhEREREEs9cgujl5QVjY2PJt5R069YNACCTyeDi4oKysjKx//Lly+Hl5QUAGDJkCN5//32tOTMyMtCsWTPk5ORUed2ysjKEhYXByckJcrkcjo6O8Pf3l/RJTU2Fh4cH5HI5LCws4Ovri8zMTEkfmUyG06dPAwASEhLg7u6u83pXr16Fv78/bG1toVAo4ObmhqioKK1+06dPh0wmQ3p6uqR+//79kMlkGDdunKQ+ICAAERERknjMzMxgbm4OKysr9OnTBytXrgS/4puIiOif65lLEAEgJiYGGo1GLMeOHRPbCgsLsXLlSp3jQkJCsHbtWpSXl0vqExISMGjQIDg4OFR5zcjISBw6dAiHDh2CRqOBSqVC//79xfaUlBSMHDkSkyZNwvXr13Hu3Dm4urrCw8MDFy9erPUax40bB2tra5w/fx4FBQVISUlB27ZtJX3KysqQlJQES0tLJCQkaM1hamqKLVu24OTJk9Ve69ixY7h9+zZycnIQHh6OyMhITJw4sdYxExERUdPwTCaI1Zk1axbmz5+Pe/fuabX5+PigpKQEe/bsEevKy8uRlJSEkJCQaudVqVTw8fGBUqkEADg4OGDSpEkAAEEQMGPGDISHhyMoKAimpqawtrZGVFQUunfvLtmxqymVSoXg4GCYm5tDX18fzz33HEaOHCnps337dty/fx9LlixBUlKSZOcUAMzNzTF58mSEh4fX6JpGRkYYMmQIkpKS8O2331abWBYVFSE7O1ssubm5tV4jERERPR5MEP/m9ddfR5s2bRAXF6fVZmRkhNGjR0t221JTU1FaWorhw4dXO6+HhwdiYmIQFxeHEydOoKKiQmw7c+YMLl++jFGjRmmN8/f3R1paWq3X4eHhgWnTpmHt2rW4cOGCzj7x8fHw8/ODv78/SkpKsH37dq0+c+bMwb59+3D06NEaX9vd3R2tWrXC//73vyr7REdHQ6lUiqVnz541np+IiIger2cyQQwNDYWFhYVYgoKCJO2RkZGIiopCYWGh1tiQkBBs27YNBQUFAIDExESMGTMGRkZG1V5z5syZmDt3LpKTk+Hp6QlbW1ssXrwYAKBWqwFA5xG1vb292F4bGzduxMCBA7F48WK0b98e7du3R2pqqtiel5eH1NRUBAYGwsTEBL6+voiPj9eax8rKCu+99x5mz55dq+s7ODjg5s2bVbaHhoYiKytLLCqVqlbzExER0ePzTCaI0dHRKCwsFEtiYqKkvW/fvnB3d8enn36qNbZ79+5wdXXF+vXrUVBQgG3btj3yeBkA9PX1MXnyZBw4cACFhYVYunQpPvjgA+zZswfW1tYAoPMhl9zcXLG9NiwsLPDJJ5/gjz/+QH5+Pt544w34+fmJSduaNWvQqlUr9O3bF8CD9yympqYiLy9Pa67Q0FBkZGTghx9+qPH1c3JyYGlpWWW7QqGAo6OjWOzt7Wu5QiIiInpcnskEsSYWLlyIuLg4XLt2TastJCQEiYmJWL9+Pdzc3NC1a9dazW1oaIiAgAB06tQJGRkZaN++PZycnLBx40atvhs2bMCAAQPqvA4AaN68OebOnYs7d+6ID7zEx8cjLy8P9vb2sLOzw5gxY3D//n2sWbNGa7xcLkd4eDjmzJlTo+sdPXoUV69eRZ8+feoVNxERETUOJohV6NKlC4YNG4YvvvhCqy0wMBDHjx9HVFRUjXYPgQdPTu/duxd37txBRUUFdu7ciZMnT8Ld3R0ymQxLlizBggULsHr1aty9exdqtRozZ86ESqWq9iEVQRBQXFwsKYIgICwsDH/88Qfu37+Pe/fu4fPPP0eLFi3QoUMHHD16FKdPn8bBgweRnp6O9PR0/P7775g1a5bOY2YAmDJlCm7cuIEff/yxylhKS0uRlpaGwMBABAUF4YUXXqjRvSEiIqKm5ZlMEKdPny75HEQ7Ozud/ebPn49bt25p1dva2mLo0KHIycnB2LFja3RNU1NThIWFoVWrVrC0tER4eDhWrFgBT09PAICfnx/Wr1+PL7/8EjY2NnBxcUFmZiaOHDkCFxeXKudVqVQwMTGRlPPnz+PevXvw8/NDixYtoFQqsX//fuzatQtmZmaIj4/HkCFD0KNHD9jZ2YnlnXfewblz53Q+kGJoaIiIiAjk5+drtXXr1g3m5uaws7PDvHnz8N///herVq2q0X0hIiKipkcm8BONqQnIzs6GUqlEVlYWHB0dGzscIiKip05tftc+kzuIRERERFQ1JogNyNvbW3J0XVkmT57c2KERERER1Vizxg7gabJ79+7GDoGIiIio3riDSEREREQSTBCJiIiISIIJIhERERFJMEEkIiIiIgkmiEREREQkwQSRiIiIiCSYIBIRERGRBBPEZ4iXlxeMjY0hl8thZWWFIUOGIDMzEwkJCXB3d9c5RhAExMTEoEOHDjA1NYWDgwPefvttFBUVAQAWLlwofiC4iYkJ9PT0JB8STkRERP88TBCfMTExMdBoNLh8+TJatGiB4ODgavuHhoYiLi4O33zzDYqKinDw4EFkZmZi4MCBKC0txZw5c6DRaKDRaJCSkgInJyfxZ41G82QWRURERA2KCeIzSi6XIzAwEH/++WeVfc6dO4e4uDisW7cOffr0QbNmzeDi4oLk5GScP38eSUlJTzBiIiIielKYID6jioqKsGbNGnTt2rXKPj/99BNatWqldfxsbm6OoUOHIi0trV7Xz87OFktubm6d5yIiIqKGxQTxGRMaGooWLVqgQ4cOKCkpQWJiYpV91Wo1HBwcdLbZ29tDrVbXOY7o6GgolUqx9OzZs85zERERUcNigviMiY6ORkFBAXJycpCSkoI2bdpU2dfa2ho5OTk623Jzc2FtbV3nOEJDQ5GVlSUWlUpV57mIiIioYTFBpCr1798f2dnZ+OWXXyT1t2/fxu7duzFgwIA6z61QKODo6CgWe3v7+oZLREREDYQJIgF48HE2xcXFktKuXTtMmzYNY8aMwc8//4z79+/j/Pnz8PPzg7OzM8aNG9fYYRMREdFj0KyxA6CmQaVSwcTERFJ39uxZxMbGwtnZGf/+979x5coVWFhYwNfXFxs3boShoWEjRUtERESPk0wQBKGxgyDKzs6GUqlEVlYWHB0dGzscIiKip05tftfyiJmIiIiIJJggEhEREZEEE0QiIiIikmCCSEREREQSTBCJiIiISIIJIhERERFJMEEkIiIiIgkmiEREREQkwQSRiIiIiCSYIBIRERGRRL0TxE2bNsHd3R1yuRy2trbw8vLC9u3bAQC5ubkICgqCjY0NTE1N0aVLF6xdu1Yc27FjRyxbtkxrzh07dqBFixYoLi5GREQEDAwMIJfLJeX69esAAC8vLxgbG0Mul8PKygpDhgzBmTNnHhn3pUuXIJPJxPmUSiXCwsJQUVEh9gkODsasWbPEn8vKyrBgwQJ06NABZmZmUCqVGDVqFP78808AQEREBAICArSu1bp1a6SmpgIA9u/fD5lMhnHjxkn6BAQEICIiQvxZJpPBzMxMsubp06eLcYSFhcHJyQlyuRyOjo7w9/cXx/7111/w9vaGlZUVmjdvjhdffBEJCQmPvCcPx5mQkAB3d3etPl5eXli+fHmt1kJERET/LPVKEGNjYzFlyhSEhoYiNzcXubm5mDt3LrZu3YrCwkJ4enqivLwc6enpKCgowCeffIIZM2YgNjYWwIMETFfikpCQgNGjR8PY2BgAMGLECGg0GkmxtbUV+8fExECj0SArKws2NjaYMGFCjdegVquh0Wjw448/Yu3atfj222+r7Ovv74+NGzciPj4ehYWFOH36NIYNG4YdO3bU+HoAYGpqii1btuDkyZPV9jt27JhkzTExMQCAyMhIHDp0CIcOHYJGo4FKpUL//v3FccOGDUPv3r1x9epVqNVqJCQkoGXLlrWKsaHXQkRERP8czeo6sKioCOHh4Vi1ahVGjRol1r/66qt49dVX8dFHH8HExASrV6+Gnt6DPHTYsGGIi4vDm2++iZCQEIwbNw7h4eE4deoUnnvuOQDAzZs3sX37dvz888+1jsnU1BQBAQGSeGrKzc0Nnp6eOHHihM72vXv3YteuXcjMzISzszMAwMDAAOPHj6/1tczNzTF27FiEh4dj69attR6vUqng4+MDpVIJAHBwcMCkSZMAPEh4L1y4gDfffFNMsLt161bra9RUfddCRERETU+ddxAPHz6M4uJi+Pr66mxPS0vDiBEjxOSwkp+fH+7evYsjR47AwcEBgwcPluwifvfdd3B1dUWPHj1qHdPt27eRlJSEdu3a1XrsqVOncPDgwSrHpqWloWfPnmJyWF9z5szBvn37cPTo0VqP9fDwQExMDOLi4nDixAnJsbiVlRXat2+PcePGYfPmzbh69WqDxFuduqylqKgI2dnZYsnNzX2MERIREVFt1DlBzM/Ph7W1NQwMDHS2q9VqODg4aNUbGBjA2toaarUaABASEoK1a9eivLwcAJCYmIiQkBDJmC1btsDCwkIsLi4ukvbQ0FA0b94cCoUCKpVK8j7HR7Gzs4OpqSmef/55DBw4EFOnTq1yvbrW83d/j9XCwgJXrlzR6mdlZYX33nsPs2fPrnKunj17Sub55ptvAAAzZ87E3LlzkZycDE9PT9ja2mLx4sUAHrx3cd++fXBzc0N4eDiUSiW6deuGX3/9tSa3o05qspa/i46OhlKpFEvPnj0fW3xERERUO3VOEK2srKBWq1FWVqaz3draGjk5OVr1ZWVlUKvVsLa2BgAMHz4cpaWlSEtLw6lTp3DixAkEBgZKxvj6+qKwsFAs58+fl7RHR0fj1q1bOHv2LPT09HD27NkaryMvLw8ajQYJCQk4fPgw7ty5U+V6da3n7/4ea2FhIZycnHT2DQ0NRUZGBn744Qed7SqVSjLPxIkTAQD6+vqYPHkyDhw4gMLCQixduhQffPAB9uzZA+DBkXNsbCwyMzORl5eH559/Hj4+PhAEoSa3BMCDRF7Xa1tWVqbzHwWPWouu/llZWWJRqVQ1jo2IiIgerzoniB4eHjA2NkZKSorO9gEDBiA5OVly/AkAmzdvhomJCXr16gUAMDQ0xJgxY5CYmIjExEQMHTq0zg9UtGvXDrGxsZg2bRru3btX43F6enoICgpC9+7dMW/ePJ19Bg0aBJVKpXM3sK7kcjnCw8MxZ86cOs9haGiIgIAAdOrUCRkZGVrttra2CAsLQ05ODm7evFnjeZ2cnHDlyhXJ6ycIAi5duqTzmL22a1EoFHB0dBSLvb19jWMjIiKix6vOCaJCocCCBQswbdo0bN68GRqNBuXl5Thw4AAmTpyIGTNm4M6dOwgKCkJOTg5KS0uxc+dOvPPOO5g3bx4UCoU4V0hICL7//nudx8u15e3tjZYtW+Lrr7+u9djZs2fj66+/1vl+uP79+8Pb2xs+Pj44evQoysrKcPfuXSQlJWHRokV1jnfKlCm4ceMGfvzxxxqPiYmJwd69e3Hnzh1UVFRg586dOHnyJNzd3VFQUIC5c+fizJkzqKiowK1bt7B06VK4urrCysqqxteoPN7++OOPcffuXRQXFyMyMhIGBgbw9PRssLUQERFR01Ovj7l59913sXTpUnz22Wdo2bIl7O3tERERAR8fH1haWuLQoUMAgE6dOsHCwgJz5szBkiVLEBoaKpnnpZdegpubGyoqKvDaa69pXSc5OVnrcxCretoYePAevaioqFrtIgJAly5d0LdvX0RFRels37hxI3x9fTF+/HhYWFigffv22L59O15//fVaXedhhoaGiIiIQH5+vlZbt27dJGseOXIkgAdPa4eFhaFVq1awtLREeHg4VqxYAU9PTxgaGiIrKwuDBw+GQqGAq6srcnNzxc+mfBSZTAYAMDIyws6dO3Hs2DE4OztDqVTif//7H3bt2gUTE5Nar4WIiIj+OWRCbd6YRk81S0tLpKWloXv37k/82tnZ2VAqlcjKyoKjo+MTvz4REdHTrja/a/lVewQA+OGHH1BWVgY3N7fGDoWIiIga2VOdIE6ePFnraFoul8Pb27uxQ2sUSUlJOu9Hs2bNMHHiRKxYsQLm5uaNHSYRERE1Mh4xU5PAI2YiIqLHi0fMRERERFRnTBCJiIiISIIJIhERERFJMEEkIiIiIgkmiEREREQkwQSRiIiIiCSYIBIRERGRBBNEIiIiIpJggkhEREREErVOEL28vGBsbAy5XA4rKysMGTIEmZmZAIAbN27A0NAQPj4+WuMOHz6MPn36wMLCAhYWFujevTt27dol+fo3MzMzyGQyydfAXblyBV5eXli+fLlkvkuXLkEmk6G4uBgAEBwcDENDQ8jlclhYWKB37944evSoVv+/f81cdHR0tevdv38/9PT0JGN69uwptufm5iIoKAg2NjYwNTVFly5dsHbtWskc9Y3t1q1bmDhxIhwcHGBubo42bdpgxowZACDpr6+vL742crkcCxcuBACkp6dDJpNh+vTpWutr3bo1TExMIJfLYWtri5EjRyIvL09sT0hIgL6+vlZsv/76q2Se6dOnQyaTIT09vdr7SURERE1fnXYQY2JioNFocPnyZbRo0QLBwcEAgLVr18Lc3By7du3CjRs3xP5FRUV47bXX8J///AdqtRrXrl3D559/DoVCgbFjx0Kj0UCj0eDYsWMAIP6s0Wjg5ORU47hCQ0Oh0Whw48YN9O7dG35+flp91Gq1ZP7Q0NBHzmtraysZo1KpAACFhYXw9PREeXk50tPTUVBQgE8++QQzZsxAbGxsg8U2Y8YM5Ofn448//kBRURH27t2Ll156Sete9ejRA8uXLxd/njNnDgAgPj4elpaWWLduHcrKyrSum5KSAo1Gg9OnT6OgoAD//e9/Je09evSQXKfyWpXKysqQlJQES0tLJCQkPPJ+EhERUdNWryNmuVyOwMBA/PnnnwAeJCJhYWFo27atZBftzJkzKCsrQ1BQEJo1awYjIyP06dMHvXv3rl/0VTAwMMC4ceOQnZ0tSVQb2ueffw4TExOsXr0arVq1gpGREYYNG4a4uDh88MEHKCoqapDYVCoVRo8eDWtra8hkMrRp0wbjx4+v0djS0lIkJSUhOjoapaWl2LFjR5V9LS0t8cYbb+DEiRM1mrvS9u3bcf/+fSxZsgRJSUk6k9C/KyoqQnZ2tlhyc3NrdU0iIiJ6fOqVIBYVFWHNmjXo2rUrjh07hoyMDIwZMwaBgYGIj48X+7Vv3x7GxsYYM2YMduzY8ViTNgAoLi5GQkICrKys0KJFi8d2nbS0NIwYMQJ6etLb6Ofnh7t37+LIkSMNEpuHhwfmzp2LlStX4tSpU7WKcfv27SgrK8OoUaPg5+cneV3+7saNG0hOTka7du1qdY34+Hj4+fnB398fJSUl2L59+yPHREdHQ6lUiuXhY3siIiJqXHVKEENDQ9GiRQt06NABJSUlSExMRHx8PPr16welUomxY8ciIyNDPDJWKBQ4fPgwTE1NMXXqVNjZ2eGVV17BuXPnGnQxMTExsLCwgKmpKRITE5GcnIxmzZpJ+tjZ2Ynvg7SwsMCePXseOe/169clY5YuXQrgwZGwg4ODVn8DAwNYW1tDrVY3SGxxcXEICQnBihUr0KVLFzg6OmL16tU1uifx8fHw9fWFiYkJAgMDsXv3bly7dk3Sx8/PDwqFAra2tigqKhLXV+m3336TxGVhYYE7d+4AAPLy8pCamorAwECYmJjA19e32iS0UmhoKLKyssRSeWxPREREja9OCWJ0dDQKCgqQk5ODlJQUODg4YN26dRg3bhwAoE2bNvD09NTaRVy5ciUuX76MCxcuwNDQUOz/KAYGBlrHlmVlZZDJZNDX1xfrpk+fjsLCQuTk5KBt27Y6H5jIy8tDYWGhWAYPHvzI69va2krGTJs2DQBgbW2NnJwcrf5lZWVQq9WwtrZukNiMjY0xc+ZMqFQqFBYW4v3330dISAj++uuvauPOzc1FamqqeJ/79esHBwcHrFmzRtJv8+bNKCoqwq+//oq8vDxcvXpV0t69e3dJXIWFhTAzMwMArFmzBq1atULfvn0BAOPGjUNqaqrkQRddFAoFHB0dxWJvb19tfyIiInpyGuRjbr7//nsUFBQgLCwMdnZ2sLOzw/Hjx7Fu3TqUlJRo9Xd2dsbbb7+NjIyMGs3v5OSEixcvSuouXLgABwcHGBgYaPW3s7PDqlWrEB4e/ljf2zZgwAAkJyejoqJCUr9582aYmJigV69eDR6bqakp3n33XbRo0eKRx81r1qxBeXk5Ro8eDTs7O9jb2+PatWtV7vB1794d4eHheOuttyAIQo3iiY+PR15eHuzt7WFnZ4cxY8bg/v37WkkoERER/XM0SIIYHx+PgIAAZGRkID09Henp6cjIyMD9+/fx/fff4/Tp0/j0009x5coVCIKA69evY+XKlToTKF3Gjh2LxMREHDp0CBUVFcjKysK8efMwZsyYKsc8//zzGDhwIKKiohpiiTrNmDEDd+7cQVBQEHJyclBaWoqdO3finXfewbx586BQKBoktnnz5uHo0aMoKSlBWVkZvv32W2g0GnTt2rXacfHx8Xj//ffx+++/i6/L4cOHcfr06SqPdCdMmIDc3Fx8//33j4zr6NGjOH36NA4ePCjO//vvv2PWrFk1OmYmIiKipqneCeLVq1eRlpaGGTNmiLuHdnZ2aNOmDYKCghAfHw9zc3P89ttv8PDwgFwuR5cuXSCXy5GYmFija/Tv3x+xsbGYMmUKLCws0KdPH3h6euLjjz+udtzMmTOxYsUKyU6dtbW15PP83nvvvTqv3dLSEocOHQIAdOrUCRYWFpgzZw6WLFnyyI/PqU1senp6+M9//gMbGxvY2trim2++QUpKCtq0aVPl/L/88gvOnTuHd999V/K6dO3aFUOHDq0ygTMyMsK7776Ljz/+WNxF/PXXX7U+B3Hr1q2Ij4/HkCFD0KNHD8k13nnnHZw7d07yWY9ERET0zyETanqWSPQYZWdnQ6lUIisrC46Ojo0dDhER0VOnNr9r+VV7RERERCTBBBGAt7e31hGqXC7H5MmTGzs0IiIioieu2aO7PP12797d2CEQERERNRncQSQiIiIiCSaIRERERCTBBJGIiIiIJJggEhEREZEEE0QiIiIikmCCSEREREQSTBCJiIiISKLJJ4ibNm2Cu7s75HI5bG1t4eXlhe3btwMAcnNzERQUBBsbG5iamqJLly5Yu3atOLZjx45YtmyZ1pw7duxAixYtUFxcjIiICBgYGGh9SPb169cBAF5eXjA2NoZcLoeVlRWGDBmCM2fOVBtzUlKSOI+ZmRlkMplk7itXrgAAUlNTxe+ntrCwgK+vLzIzMwEABw8elIyRyWQwMzMTfz548CAAICYmBjKZDFu3bpXEcOnSJchkMhQXF9f4Xv99THBwMGbNmqXVTyaT4fTp0wCAiIgIyGQyrFq1StLHzs4O+/fvr/G1iYiIqOlo0glibGwspkyZgtDQUOTm5iI3Nxdz587F1q1bUVhYCE9PT5SXlyM9PR0FBQX45JNPMGPGDMTGxgJ4kOAkJCRozZuQkIDRo0fD2NgYADBixAhoNBpJsbW1FfvHxMRAo9EgKysLNjY2mDBhQrVxjx07Vpzn2LFjACCZ28nJCSkpKRg5ciQmTZqE69ev49y5c3B1dYWHhwcuXryIPn36iP3VajUA4OTJk2Jdnz59AADx8fGwtLTUuc4nxdLSEvPmzUNJSUmjxUBEREQNp8kmiEVFRQgPD8eyZcswatQomJubQ19fH6+++ipWrVqFzz//HCYmJli9ejVatWoFIyMjDBs2DHFxcfjggw9QVFSEcePG4cSJEzh16pQ4782bN7F9+3aEhITUOiZTU1MEBATgxIkT9VqbIAiYMWMGwsPDERQUBFNTU1hbWyMqKgrdu3dHREREjeY5fvw4MjIy8M0332Dnzp3irueTNmDAANja2uKrr75qlOsTERFRw2qyCeLhw4dRXFwMX19fne1paWkYMWIE9PSkS/Dz88Pdu3dx5MgRODg4YPDgwZLdte+++w6urq7o0aNHrWO6ffs2kpKS0K5du1qPfdiZM2dw+fJljBo1SqvN398faWlpNZonPj4e/fv3h6+vL1q3bi05Xn+SZDIZFi5ciIULF0Kj0dRoTFFREbKzs8WSm5v7mKMkIiKimmqyCWJ+fj6sra1hYGCgs12tVsPBwUGr3sDAANbW1uKxbEhICNauXYvy8nIAQGJiotbu4ZYtW2BhYSEWFxcXSXtoaCiaN28OhUIBlUpV70SsMjZd8dvb24vt1SkpKcG6desQGBgI4MGxdnx8fL3iqo+BAwfihRdeQHR0dI36R0dHQ6lUiqVnz56POUIiIiKqqSabIFpZWUGtVqOsrExnu7W1NXJycrTqy8rKoFarYW1tDQAYPnw4SktLkZaWhlOnTuHEiRNiUlXJ19cXhYWFYjl//rykPTo6Grdu3cLZs2ehp6eHs2fP1mttlbHpij83N1dsr862bdtQXFyMESNGAAACAwORkZGB3377rV6xPczAwEDr/lf+rCtxj4yMxJIlS5Cfn//IuUNDQ5GVlSUWlUrVMEETERFRvTXZBNHDwwPGxsZISUnR2T5gwAAkJyejoqJCUr9582aYmJigV69eAABDQ0OMGTMGiYmJSExMxNChQ9GyZcs6xdSuXTvExsZi2rRpuHfvXp3mAID27dvDyckJGzdu1GrbsGEDBgwY8Mg54uPjUVpainbt2sHOzg69e/eGTCZr0F1EJycnXLx4UVJ34cIF6OnpQalUavV/+eWX0b9/f0RGRj5yboVCAUdHR7HY29s3WNxERERUP002QVQoFFiwYAGmTZuGzZs3Q6PRoLy8HAcOHMDEiRMxY8YM3LlzB0FBQcjJyUFpaSl27tyJd955B/PmzYNCoRDnCgkJwffff6/zeLm2vL290bJlS3z99dd1nkMmk2HJkiVYsGABVq9ejbt370KtVmPmzJlQqVSPfEglJycHaWlp2LRpE9LT08WydOlSfPfdd5KniUtKSlBcXCyWyqP2mhg5ciTS0tKwY8cO3L9/H/n5+Zg9ezZGjBgBQ0NDnWMWLFiA5cuX4/bt2zW+DhERETUtTTZBBIB3330XS5cuxWeffYaWLVvC3t4eERER8PHxgaWlJQ4dOgQA6NSpEywsLDBnzhwsWbIEoaGhknleeukluLm5oaKiAq+99prWdZKTk7U+B7G6J5VnzpyJqKioeu0i+vn5Yf369fjyyy9hY2MDFxcXZGZm4siRI1rvgfy71atXw83NDT4+PrCzsxPLhAkToK+vL/lMRAsLC5iYmIilJjuMMpkMANChQwds3rwZ8+bNg7W1NTp37gwrK6tqk+PnnntOfFCIiIiI/plkgiAIjR0ENQ1//PEHPD09G2X3Lzs7G0qlEllZWXB0dHzi1yciInra1eZ3bZPeQaQnRxAEbNq0Cd26dWvsUIiIiKiRMUGsh8mTJ2sdTcvlcnh7ezd2aFWqKmZTU1Ps2rVL/BYaIiIienbxiJmaBB4xExERPV48YiYiIiKiOmOCSEREREQSTBCJiIiISIIJIhERERFJMEEkIiIiIgkmiEREREQkwQSRiIiIiCSYIBIRERGRBBNEIiIiIpJggvg3Xl5eMDY2lnwNXeX3E8tkMri4uKCsrEzsv3z5cnh5eQEAhgwZgvfff19rzoyMDDRr1gw5OTlVXresrAxhYWFwcnKCXC6Ho6Mj/P39JX1SU1Ph4eEBuVwOCwsL+Pr6IjMzU9JHJpPh9OnTAICEhAS4u7vrvF5ERARkMhlWrVolqbezs8P+/fsBAPv374ednZ3W2ODgYMyaNUurfv/+/ZDJZDrbiIiI6J+DCaIOMTEx0Gg0Yjl27JjYVlhYiJUrV+ocFxISgrVr16K8vFxSn5CQgEGDBsHBwaHKa0ZGRuLQoUM4dOgQNBoNVCoV+vfvL7anpKRg5MiRmDRpEq5fv45z587B1dUVHh4euHjxYp3WaWlpiXnz5qGkpKRO4x9WWlqKd955By+//HK95yIiIqLGxQSxlmbNmoX58+fj3r17Wm0+Pj4oKSnBnj17xLry8nIkJSUhJCSk2nlVKhV8fHygVCoBAA4ODpg0aRIAQBAEzJgxA+Hh4QgKCoKpqSmsra0RFRWF7t27IyIiok5rGTBgAGxtbfHVV1/VafzDIiMj8dprr6FDhw416l9UVITs7Gyx5Obm1jsGIiIiahhMEGvp9ddfR5s2bRAXF6fVZmRkhNGjRyMhIUGsS01NRWlpKYYPH17tvB4eHoiJiUFcXBxOnDiBiooKse3MmTO4fPkyRo0apTXO398faWlpdVqLTCbDwoULsXDhQmg0mjrNURnfunXrMHfu3BqPiY6OhlKpFEvPnj3rfH0iIiJqWEwQdQgNDYWFhYVYgoKCJO2RkZGIiopCYWGh1tiQkBBs27YNBQUFAIDExESMGTMGRkZG1V5z5syZmDt3LpKTk+Hp6QlbW1ssXrwYAKBWqwFA5xG1vb292F4XAwcOxAsvvIDo6Gid7devX5fcCwsLC6xbt07SZ8qUKVi8eDFMTU1rfN3Q0FBkZWWJRaVS1XkNRERE1LCaNXYATVF0dDQmT55cZXvfvn3h7u6OTz/9VDwSrtS9e3e4urpi/fr1CAgIwLZt23D48OFHXlNfXx+TJ0/G5MmTUVpaii1btmD8+PHo3LkzWrduDQDIyclB27ZtJeNyc3NhbW1d+0U+JDIyEoMGDcLUqVO12mxtbZGXlyepCw4OFv977dq1MDExwb/+9a9aXVOhUEChUNQpXiIiInq8uINYRwsXLkRcXByuXbum1RYSEoLExESsX78ebm5u6Nq1a63mNjQ0REBAADp16oSMjAy0b98eTk5O2Lhxo1bfDRs2YMCAAXVeBwC8/PLL6N+/PyIjI2s99scff8TPP/8MOzs72NnZYcOGDVi6dGm9YyIiIqLGwx3EOurSpQuGDRuGL774Ai+88IKkLTAwELNmzUJeXh6mT59eo/liYmLQqVMnvPzyyzAxMcHu3btx8uRJuLu7QyaTYcmSJQgJCYGDgwP8/Pxw9+5dfPrpp1CpVPjtt9+qnFcQBBQXF0vqdB13L1iwAD179oQgCDWKt1JsbCwWLVok/vzuu+/C1ta2zg/OEBERUePjDqIO06dPl3wOoq7PAgSA+fPn49atW1r1tra2GDp0KHJycjB27NgaXdPU1BRhYWFo1aoVLC0tER4ejhUrVsDT0xMA4Ofnh/Xr1+PLL7+EjY0NXFxckJmZiSNHjsDFxaXKeVUqFUxMTCTl/PnzWv2ee+45MfGsjebNm4u7h3Z2djAxMYGZmRmsrKxqNQ8RERE1HTKhtltGRI9BdnY2lEolsrKy4Ojo2NjhEBERPXVq87uWO4hEREREJMEE8Qny9vaWHF1XluqemCYiIiJ60viQyhO0e/fuxg6BiIiI6JG4g0hEREREEkwQiYiIiEiCCSIRERERSTBBJCIiIiIJJohEREREJMEEkYiIiIgkmCASERERkQQTRCIiIiKSYIJIRERERBJMEImIiIhIggkiEREREUkwQSQiIiIiiWaNHQARANy/fx8AkJub28iREBERPZ0qf8dW/s6tDhNEahIuXrwIAOjZs2cjR0JERPR0u3HjBlq3bl1tHyaI1CQolUoAwOHDh8X/ftrk5uaiZ8+eUKlUsLe3b+xwHguu8Z/vaV8fwDU+LbjG2rt//z5u3LiBF1988ZF9mSBSk2BsbAzgQaLo6OjYyNE8Xvb29lzjU+BpX+PTvj6Aa3xacI2186idw0p8SIWIiIiIJJggEhEREZEEE0RqEhQKBT766CMoFIrGDuWx4RqfDk/7Gp/29QFc49OCa3y8ZIIgCE/8qkRERETUZHEHkYiIiIgkmCASERERkQQTRCIiIiKSYIJIRERERBJMEOmxO336NAYOHAgzMzPY2dkhLCwMpaWljxwnCAIWLVoEJycnmJiYoFevXvjll1+eQMS1V9c1fvnllxg2bBhsbGwgk8mwefPmJxBt3dRljbm5uQgLC0OXLl1gbm4OR0dHjBkzBpcvX35CUddcXV/DwMBAuLq6wszMDC1atEDfvn2Rlpb2BCKuvbqu8WExMTGQyWQYNmzYY4qyfuq6xtatW0Mmk2mV4uLiJxB17dTndbx69SqCgoJgY2MDExMTdOzYEUlJSY854tqryxr379+v8zWUyWTo0KHDE4q85ur6Oubn52Py5MlwcnKCmZkZXnjhBSxfvrzB4+M3qdBjVVBQgP79+8PV1RVbtmzB1atXERoairt372Lp0qXVjo2KisJHH32ERYsWoVOnTli2bBkGDRqE9PR0tG3b9gmt4NHqs8bVq1cDAIYOHSr+d1NU1zUeO3YMW7ZswYQJE+Du7g61Wo358+ejZ8+eyMjIgI2NzRNcRdXq8xqWlpYiNDQUrq6uKC4uxqpVqzB06FDs27cPffr0eUIreLT6rLFSXl4ePv74Y9ja2j7maOumvmv08/PDe++9J6kzMjJ6XOHWSX3WmJubi169esHNzQ0rVqyAQqHAyZMnUVJS8oSir5m6rrFr1644cuSIpK6oqAje3t7w9vZ+3GHXSn1ex5EjR+L06dNYuHAhnJycsGvXLkyZMgX6+vqYOHFiwwUpED1GCxcuFMzMzIT8/Hyx7uuvvxb09fWFq1evVjnu3r17gkKhEGbPni3WlZSUCM7OzsKUKVMea8y1Vdc1CoIglJeXC4IgCBcvXhQACJs2bXqssdZVXddYUFAglJWVSeqysrIEmUwmfPbZZ48t3tqqz2v4d/fv3xeUSqUwceLEhg6zXhpijePGjRPGjx8v9OvXT3jttdceV6h1Vp81Ojs7C1OnTn3cIdZbfdYYGBgoeHh4CPfv33/cYdZLQ/59jI+PFwAIKpWqocOsl7quMTc3VwAgxMfHS+r79u0r9O/fv0Fj5BEzPVa7d+/GgAEDYGlpKdaNGjUKFRUV1R7DHT58GEVFRRg1apRYZ2hoCF9fX+zateuxxlxbdV0jAOjp/TP+CtZ1jRYWFmjWTHpQ4ejoCBsbG+Tk5Dy2eGurPq/h3+nr68PCwqLWR7ePW33X+PPPP2Pr1q1YtGjR4wyzXhrydWyq6rrGoqIibNy4EW+99Rb09fWfRKh11pCv47p16+Dq6ooePXo0dJj1Utc1lpWVAQCaN28uqW/evDmEBv5Y63/Gbyf6xzp9+rTWez8sLCxgb2+P06dPVzsOgNbYjh074sqVK7h3717DB1tHdV3jP0lDrvHMmTO4fv06Onbs2JAh1kt91ycIAu7fv4/8/Hx89tlnOHv2LCZNmvS4wq2T+qyxvLwc06ZNQ3h4OOzt7R9nmPVS39cxKSkJRkZGkMvlGDp0KP7888/HFWqd1XWNx48fR2lpKQwMDNCvXz8YGBjAzs4OM2fOFJOOpqKh/n9z7do17N27F2PGjGnoEOutrmtUKpUYNGgQFi5ciFOnTuH27dvYuHEj0tLSMHXq1AaNke9BpMeqoKAAFhYWWvUtWrTAzZs3qx1nZGQEY2NjrXGCIKCgoAAmJiYNHW6d1HWN/yQNtUZBEPDOO+/AwcEBo0ePbsAI66e+61u1apX43h+5XI4NGzagV69eDR1mvdRnjV9++SXu3LmDGTNmPKboGkZ91jh8+HC8/PLLcHJywoULF7BgwQL07t0bJ06caHLvea7LGvPy8gAA//nPfzBx4kRERERApVLhww8/hJ6eHiIjIx9XyLXWUP+/2bBhA8rLy5tkglifNW7ZsgX+/v54/vnnATw4tfjiiy8wYsSIBo2RCSIRPTERERH46aefkJqaCjMzs8YOp8H4+PigS5cuUKvV2LRpE0aNGoWUlJQm98b4urh+/To+/PBDrF69GoaGho0dzmMTFxcn/nefPn0waNAgdOjQAZ999hm+/PLLRoysYVRUVAAABgwYgCVLlgAAXnnlFdy+fRufffYZPvzwwybzj+6GkpSUhG7duqF9+/aNHUqDEQQBISEhOHv2LNatWwd7e3v88MMPmD59Olq0aIGAgIAGuxYTxP/X3v0HRVG/cQB/H3Ce3J3f44AwkETTNEUMKjBIgwDB/K2ACsOEP9JMLUOlHFMDFTPJOkcxKUsLA7vjh6Ziij9QsVPJdNRQSxKTNMH40aBAHDzfPxp2XA8UjxMwn9fMzbif++zu8+xn4R52P7eyB0qtVqOiosKovaysTDT3orH1ampqUF1dLbqKWFZWBolEArVa/UDiNYWpOT5MzJHj559/jiVLluCLL75AQECAuUNskZbmZ29vD3t7ewDAkCFDUFpaipiYmHZVIJqa4+LFi9G/f38MGjQI5eXlAACDwQCDwYDy8nIolUqjeaZtxZw/i46Ojhg4cCBOnDhhrvDMoiW/UwHA399f1B4QEID4+HhcvHgRbm5u5g3WROYYx4KCAhw/fhwff/yxucMzC1Nz3LlzJ3Q6HU6fPi2Ml5+fH4qLizF37lyzFog8B5E9UE8//bTRfIqKigpcu3btrs+lanjvwoULovbz588Lz0VsL0zN8WHS0hwzMzPxxhtvYMmSJZg8efKDCtNk5h7D5557DhcvXjRXeGZhao7nz5/HoUOHoFarhdeRI0ewe/duqNVq7N2790GH3mz8s9h0jn379r3rdtvT8x7NMY4pKSmwsLAwa8FkTqbmmJ+fD0tLS/Tr10/U7uHhgatXr+LWrVtmi5ELRPZAvfLKK9i7d69w5QEAdDodLCwsEBQU1OR6Pj4++N///gedTie01dbWIiMjA0OHDn2QId83U3N8mLQkx5ycHISHh2Pq1KlYtGjRA47UNOYew9zc3HY1bw0wPUeNRoMDBw6IXs888wxeeOEFHDhwAF5eXq0QffOYcxyvXr2K3NzcdvftV1NzdHFxgZubm1FBn52dDWtr63sWkK3JHOOYmpoKPz+/dvulqpaMY11dHU6fPi1qP3HiBBwcHCCXy80XpFkfmsPYHUpLS8nR0ZF8fX1p9+7d9OWXX5KNjY3R88b8/f2pR48eorYPPviAZDIZaTQa2rdvH4WEhFCnTp2ooKCgNVO4p5bkmJeXRzqdjtatW0cAaO7cuaTT6SgnJ6c1U7gnU3PMz88nlUpF/fr1oyNHjpBerxdeFy9ebO00mmRqfjt27KBx48bR119/TQcOHKD09HQKCQkhAJSamtraadxVS87TO7XX5yCammNKSgpFRETQ5s2baf/+/bRhwwbq0aMHqdVq+u2331o7jbtqyTh+9913JJFIaPbs2bRnzx6Kj48nqVRK7733XmumcE8tPVd/+uknAkAbNmxorZDvm6k5/v3339S1a1fq2bMnJScn0969e+mdd94hCwsLWrp0qVlj5AKRPXD5+fkUEBBA1tbW5ODgQPPmzaOamhpRH19fX3JxcRG11dfX0/Lly8nZ2ZlkMhkNGDCAfvjhh1aMvPlMzTEqKooAGL18fX1bL/hmMiXHhofUNvaKiopq3QTuwZT8zp07R6NGjSInJyfq0KEDOTk50ZAhQ9pdgd/A1PP0Tu21QCQyLUe9Xk9+fn5kb29PVlZWZG9vT+PGjaPz58+3cvTN05Jx3LJlC7m6ulKHDh3IxcWFli9fTvX19a0UefO1JMd58+aRTCajsrKy1gnWRKbm+Ouvv9K4cePIycmJ5HI5ubq6kkajMfsD0CVEZn6yImOMMcYYe6jxHETGGGOMMSbCBSJjjDHGGBPhApExxhhjjIlwgcgYY4wxxkS4QGSMMcYYYyJcIDLGGGOMMREuEBljjDHGmAgXiIwxxhhjTIQLRMZYq4qNjYVEIkGXLl1QX19v9P6LL74IiUSCiRMntn5wj4DCwkLExsbi6tWrJq2v0WiQlZVl1N6tWzfMmjWrpeE1m5+fH4YPH95q+2up8vJyxMbGIj8/v61DYaxZuEBkjLU6qVSKGzdu4NChQ6L2y5cvQ6/XQ6lUtlFk/32FhYWIi4sze4GYmZmJefPmtTS8Zlu3bh1WrVrVavtrqfLycsTFxXGByB4aVm0dAGPs0dOhQwcEBgYiNTUVfn5+QvuWLVvg6uoKS0vLtguujdTU1EAqlcLC4uH8u93Dw6NV99e3b99W3V9LVFVVtXUIjN23h/M3EWPsoRceHo60tDTU1tYKbSkpKYiIiGi0/7lz5zBq1CioVCooFAoMGzYMBQUFoj6rVq2Cp6cnVCoVHBwcMHz4cPzyyy+iPhMnTkS/fv2Qk5MDDw8PKBQKeHl54cSJE3eNt7CwEBKJBF999RWmTJkClUoFW1tbzJkzBwaDQdS3qKgIkZGRsLe3h7W1NV566SWj7Tfckl25ciVcXFxgbW2N0tJS4dZpamoqnnrqKcjlcowYMQJlZWW4fPkygoODoVQq4erqipycHNE2JRIJPvroI1GbRqOBRCIBAOTk5ODll18GAHh6ekIikQjv3bx5E7NmzULv3r0hl8vRrVs3TJ8+HRUVFaKYL1++jMTERGHdTZs2ifK5XUZGBtzd3dGxY0c4OTlhzpw5qK6uFt7PycmBRCJBdnY2IiIi0KlTJ7i4uGDlypV3HQvA+BZzbGwslEolTp48CW9vb1hbW+PZZ5/FyZMnUV1djTfeeANqtRrOzs7QaDSibTWcE7t27UK/fv3QsWNHPPfcczh69KioX319PZYtW4Zu3bpBJpPh6aefRlJSkqhPQxzHjx+Ht7c3OnbsiMTERHTv3h0AEBYWJhy7wsJCAMD8+fPh5uYGpVKJLl26IDw8HNeuXWs037S0NPTu3RtKpRL+/v5GPwM1NTVYuHAhnnzySchkMjg7OxtN19Dr9fD394dCoYBKpUJERASKi4vveczZo4ULRMZYmxgxYgRqamqwZ88eAEB+fj5Onz6NCRMmGPX97bff4OPjg9LSUmzatAkpKSkoKSlBQEAAampqhH5FRUWYNWsWtm3bhg0bNqC+vl5Y73Z//vkn3nrrLcTExECr1aK6uhpjxowRFatNWbBgAerr66HVahETE4M1a9Zg4cKFwvtlZWUYOHAgTp06hTVr1iA9PR0KhQL+/v5GH8Lp6enYsWMHVq9ejW3btkGhUAAATp48idWrV+Ojjz7C+vXrcfjwYUydOhWhoaEYPnw4MjIy4ODggLFjx6KysrLZx/zZZ59FYmIiAGDjxo3Q6/XQ6/UAgFu3bqGurg7x8fHYtWsXli1bhoMHD2L06NHC+pmZmXj88ccRGhoqrDts2LBG9/Xdd98hNDQUffv2xdatW/HOO+9g/fr1iIyMNOo7ffp09OrVC5mZmRgxYgTeffddfP/9983Oq0FtbS2ioqIwbdo0pKeno7a2FmPHjsVrr70Ga2traLVajB49GtHR0fjhhx9E6167dg0zZswQzgmZTIbg4GDRmMXExCA2NhYTJ07E9u3bERQUhOnTp2Pt2rWibf3zzz+IiIhAZGQkdu3ahcGDByMjIwMAsHz5cuHYOTo6AgCKi4uxYMEC7Ny5E6tXr0ZhYSF8fX2N/vA4deoUEhISsGLFCmzatAkXL140Op4hISH4+OOPMXnyZOzcuRMJCQm4efOm8L5er4efnx9UKhW+/fZbfPbZZ8jLy8OoUaPu+3iz/zhijLFW9P7775NCoSAiooiICIqMjCQiooULF5K3tzcRET3zzDMUFRUlrPPqq6/Sk08+SVVVVUJbcXExKZVKSkxMbHQ/BoOBbt26RUqlkpKSkoT2qKgokkgkdPbsWaHtwIEDBIAOHz7cZNyXLl0iADRo0CBR+6JFi0gul1NpaSkRES1evJhUKhVdv35d6FNdXU1du3almJgYoc3FxYXs7OyosrJStD1fX19SKBRUUlIitM2dO5cA0Keffiq0nTlzhgDQ1q1bhTYAlJCQINreJ598Qrf/qm/INS8vr8lciYhqa2spNzeXANCFCxdEcc+cOdOo/53tHh4ewng2SEpKIgB0+vRpUSy3H5f6+nrq1q0bTZky5a7x+fr60rBhw4Tl999/nwBQVlaW0LZ9+3YCQOPHjxfaDAYDOTg40Ntvvy20RUVFEQDat2+f0FZeXk6dOnWi+fPnExFRSUkJSaVSYblBeHg4PfbYY2QwGERxbNmyRdSv4fzR6XR3zctgMFBRUREBoN27d4vyVSgUVFxcLLRt3LiRANCVK1eIiGjPnj0EgFJSUprc/ksvvUQ+Pj5UX18vtP38888kkUho586dd42NPVr4CiJjrM2Eh4dj27ZtqKqqwpYtWxAeHt5ovz179mDkyJGwsrKCwWCAwWCAWq2Gh4cH8vLyhH5Hjx7F4MGDYWdnBysrK8jlclRWVhrdZnZycoKrq6uw3DCfraio6J4xjxkzRrQcGhqKW7du4cyZM0KsL7/8MmxtbYVYLS0t4evrK4oV+Pe2YcNVw9u5u7vD3t5eWO7VqxcAIDAw0KjtypUr94y5uZKTk+Hh4QGlUgmpVIqBAwcCgNHxu5fKykqcOnUKoaGhovbx48cDAHJzc0XtQUFBwr8lEgn69OnTrLG4k4WFBQICAoTlxo6bpaUlevToYXTcVCoV/P39RcuBgYE4duwYAODYsWOora1FWFiYUU4lJSVGx6ipK6uN2bVrF3x8fKBSqWBlZQVnZ2cAxsfd3d0djz32mLB853m7b98+yOXyRq/CA/9eJT5y5AjCwsJQV1cnnJ+9evXCE088YXR+skcbF4iMsTYTHBwMqVSKxYsX49KlSxg3blyj/W7cuAGNRgOpVCp6HT58WPig//333xEUFIS6ujokJSXhyJEjyMvLg4ODg2jeGwDY2NiIljt06AAARv0a4+DgIFru3LkzAAhzxm7cuIGtW7caxZqcnGxUlDSse6em4ru9/X5ibo7MzEy8+uqr8PLyglarxdGjR5GZmWnSPsrLy0FERvmpVCrIZDKjW/6N5WtKXtbW1sJxadhOc7d/e+HVoHPnzsK4lpWVCW139gEgykkulzf7m/h5eXkYOXIknJyckJycDL1eL8x9vN/z9q+//oKjo6Mwr/ROZWVlqKurQ3R0tNH5+fvvv5v1jw328ONvMTPG2oxUKhXmTAUEBDRZMNna2mLYsGGYMWOG0XudOnUCAHz//feorKxERkaG8EFqMBiMipGWunMe4fXr1wFAmE9ma2uLIUOGYOnSpUbrymQy0XJTH+Smkslk+Oeff0RtDYXNveh0Ori7u4u+dHHw4EGT4rCxsYFEIjE6VhUVFaipqYGtra1J232QSkpKjNquX78uGlfg3/Hv0qWLqM/t7wP3N66ZmZlQqVTQarXCN9gvX758/wkAsLOzw7Vr10BEjcbQMC4LFiwQzS1tcPtVa8a4QGSMtanXXnsNxcXFmDp1apN9AgMDcfbsWXh4eDT5CJyqqipIJBJIpVKhTavVGk30b6nMzExER0cLy2lpaZDL5XBzcxNi3bx5M/r06dPo7eMHydnZGefOnRO1ZWdni5abuvJYVVUluvoGAN98843RPppzdU+pVMLd3R1paWmiY6XVagFAuHXdnlRUVGD//v3CbeaKigrs3bsXM2fOBAB4eXlBKpVCp9OJHumj1Wrh4OAg3M5uyt2Ou1QqFRV0jR335ggMDMSHH34IrVYr3M6/nUKhgLe3N86dO4dly5aZtA/26OACkTHWpry8vLB169a79omLi4OnpyeCg4Mxbdo0dO7cGX/++ScOHjyIQYMGITw8XPhgnzRpEl5//XX8/PPPWLVqldFtuZYqKCjApEmTMGHCBPz000/44IMPEB0dDbVaDQCYM2cOvvnmG/j6+mL27Nno2rUrSkpKcOzYMTg5OYkKJnMLDQ2FRqOBp6cnevfujc2bN+OPP/4Q9enVqxcsLS3x5ZdfwsrKClZWVnj++ecxePBgzJw5E0uXLoW3tzeysrKwb98+o3306dMH+/fvR3Z2NtRqNbp37w47OzujfrGxsRg9ejQiIyMRGRmJCxcuYMGCBQgJCRGK6fbE1tYWU6ZMQVxcHGxsbLBixQoQEd5++20A/15de/PNN5GQkICOHTvihRdeQFZWFlJSUrBmzZp7Prvz8ccfh42NDVJTU9G9e3fIZDL0798fgwcPhkajwZtvvokxY8ZAr9cjOTnZpBwCAwMxdOhQTJ48GQUFBRgwYABKS0uRlpaGb7/9FgCQkJAAf39/jB8/HhMmTIBarUZRURGys7MxadIk0XNJ2aON5yAyxtq9nj174vjx47Czs8OMGTMQHByM+fPn4+bNm+jfvz8AwM3NDZs2bcKJEyeE5wimpaVBpVKZNZb4+HgQEcLCwrBy5UrMnDkT8fHxwvt2dnY4evQo3N3d8e677yIoKAjR0dEoLCzEgAEDzBrLnRYtWoSIiAjExcUhMjISLi4umD17tqiPvb09EhMTheLa09MTAPD6669j7ty5WLNmDcaOHYsrV64gJSXFaB/Lly+Hs7MzQkJC4Onpie3btzcay8iRI6HT6XDmzBmMGjUKK1aswLRp07B582bzJ24Gjo6OWLt2LVasWIGwsDBUV1dj9+7domkPCQkJWLx4Mb744gsMHz4cWVlZWL9+fbP+i0ELCwts3LgRly5dQkBAADw9PXH16lUMHToUH374IbZt24aRI0fi0KFD2LFjh8l5pKen46233kJSUhJeeeUVzJkzRzQf0sfHB7m5uaisrMSkSZMwdOhQLFmyBHK5HD179jR5v+y/R0JE1NZBMMZYe1dYWIju3btDp9MZfTuXPdwmTpyIH3/8EWfPnm3rUBhrN/gKImOMMcYYE+ECkTHGGGOMifAtZsYYY4wxJsJXEBljjDHGmAgXiIwxxhhjTIQLRMYYY4wxJsIFImOMMcYYE+ECkTHGGGOMiXCByBhjjDHGRLhAZIwxxhhjIlwgMsYYY4wxES4QGWOMMcaYCBeIjDHGGGNM5P/dCV9HwPK+DwAAAABJRU5ErkJggg==)

*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,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)

*cv boxplot*

### Method & Provenance

- **Method:** Random Forest (Regression)
- **Engine:** Python · scikit-learn 1.8.0
- **Input datasets:** gallery — catg_example_04_vegetation_diversity.csv
- **Started:** 2026-09-21 02:14:42.722532
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/023c0e89aaf94a488763f77c20de38a3

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