# Random Forest Result #144 — Analysis Report

Generated 2026-09-21 02:36:59 · 1 run(s) · CAT-G Data Analyzer

## 1. random forest (#144)

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

*The model explains 53.9% of the variance in the target under cross-validation.*

| Metric | Value |
|---|---|
| task_type | regression |
| r2_mean | 0.538756 |
| r2_std | 0.214189 |
| mse_mean | 14.986814 |
| mse_std | 12.519635 |

### permutation importance

| name | mean | std |
|---|---|---|
| PLOT | 0.011272 | 0.008572 |
| ENV_SOILOC | 0.001235 | 0.007825 |
| ENV_SOILTC | 0.002577 | 0.011296 |
| ENV_SOILTN | 0.102671 | 0.070685 |
| ENV_PH | -0.002838 | 0.002858 |
| ENV_SOILCLAY | 0.01445 | 0.009704 |
| ENV_SOILSILT | 0.006406 | 0.023445 |
| ENV_SOILSAND | 0.010353 | 0.00754 |
| ENV_SOILMOIS | 0.021319 | 0.018914 |
| ENV_SOILP | 0.000114 | 0.000991 |

### shap importance

| name | mean_abs |
|---|---|
| PLOT | 0.1131 |
| ENV_SOILOC | 0.183659 |
| ENV_SOILTC | 0.126229 |
| ENV_SOILTN | 0.327007 |
| ENV_PH | 0.109797 |
| ENV_SOILCLAY | 0.061339 |
| ENV_SOILSILT | 0.167248 |
| ENV_SOILSAND | 0.065622 |
| ENV_SOILMOIS | 0.205682 |
| ENV_SOILP | 0.03121 |

### split metrics

| r2 | mse |
|---|---|
| 0.308397 | 5.958141 |
| 0.483595 | 6.311223 |
| 0.824277 | 32.691079 |

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

*importance bar*

![permutation 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RfYv38/9PX1MWjQILz77rvN8i01rWHjxo3YsGEDli9fjmvXrqFbt25ITEyEn5+fpN9LL70EKysrREVFYcmSJaioqEC3bt2watUqzJo1q1FzLl68GNevX8eaNWtQVFQEQRDErzzcu3cvQkJCsGXLFhQXF6Nbt25YunQpOnTogMDAwPta67PPPouMjAxERERg8+bNKCoqgpmZGZ566im4u7uL/Xr37o0TJ05gyZIlSElJweeffw59fX3Y2triueeeU3tKnKgh+F3MRET00Kvvu6iJqPnxPYhEREREJMEEkYiIiIgkmCASERERkQTfg0hEREREEtxBJCIiIiIJJohEREREJMEEkYiIiIgk+EHZ1CJKS0vxxx9/wMzMDJqa/LEjIiJqaZWVlbh69Sp69eoFXV3devvyNzW1iD/++AMuLi6tHQYREVG7p1Kp7vltSkwQqUWYmZkB+PeH0tLSspWjISIian/y8/Ph4uIi/k6uDxNEahE1t5UtLS1hY2PTytEQERG1Xw15qxcfUiEiIiIiCSaIRERERCTBBJGIiIiIJJggEhEREZEEE0QiIiIikmCCSEREREQSTBCJiIiISIIJIhERERFJMEEkIiIiIgkmiEREREQkwQSRiIiIiCSYIBIRERGRxL2/rZmoGU2P3A09RcfWDoOIiOihtSfSp7VD4A4iEREREUkxQSQiIiIiCSaIRERERCTBBJGIiIiIJJggEhEREZFEu0sQPTw8oKurC7lcLpZ+/foBAGQyGRwcHFBRUSH2X7t2LTw8PAAAo0aNwvz589XGzMzMhKamJvLy8uqct6KiAsHBwbCzs4NcLoeNjQ18fKRPKaWmpsLNzQ1yuRxKpRITJkxAVlaWpI9MJsOpU6cAAPHx8XB1da11vrCwMMhkMnz22WeSegsLCxw8eFB8nZ+fj4CAAJiZmUFfXx/Ozs7YvHmz2lj29vZQKBSwtrZGUFCQ5BwRERFR29LuEkQAiImJQUlJiViOHj0qthUVFWHDhg21HhcYGIjNmzejqqpKUh8fH48RI0bAysqqzjkjIyORnp6O9PR0lJSUQKVSYdiwYWJ7cnIyJk2ahBkzZuDKlSs4c+YMHB0d4ebmhnPnzjVpnSYmJvjggw9QVlZWa3tRURHc3d1RVVWFEydOoLCwEB9++CHmzZuHlStXiv2mTp2KzMxMFBcX47fffsPx48exYsWKJsVERERED792mSDWZ8GCBQgPD8edO3fU2ry8vFBWVob9+/eLdVVVVUhMTERgYGC946pUKnh5ecHW1hYAYGVlhRkzZgAABEHAvHnzEBoaioCAAOjr68PU1BRRUVHo378/wsLCmrQWT09PmJub45NPPqm1fcWKFdDT08PGjRthbW0NHR0djB07FrGxsVi4cCGKi4sBAI6OjjA0NBSP69ChA86cOVPv3MXFxcjNzRVLfn5+k9ZARERELY8J4n+MGzcOnTt3RmxsrFqbjo4OpkyZgvj4eLEuNTUV5eXlGD9+fL3jurm5ISYmBrGxsTh+/Diqq6vFttOnT+PChQuYPHmy2nE+Pj5IS0tr0lpkMhkiIiIQERGBkpIStfa0tDRMnDgRHTpIfwy8vb1x+/ZtZGRkiHWffPIJDA0NYWZmht9++w2vvfZavXNHR0fD1tZWLC4uLk1aAxEREbW8dpkgBgUFQalUiiUgIEDSHhkZiaioKBQVFakdGxgYiN27d6OwsBAAkJCQAD8/P+jo6NQ7Z0hICBYtWoQdO3bA3d0d5ubmWLp0KQCgoKAAAGq9RW1paSm2N8Xw4cPRs2dPREdHq7UVFBTUOqeWlhZMTU0l87722mu4efMm/vzzT7zyyiuwtLSsd96goCDk5OSIRaVSNXkNRERE1LLaZYIYHR2NoqIisSQkJEjahwwZAldXVyxbtkzt2P79+8PR0RFJSUkoLCzE7t2773l7GQA0NDQwc+ZM/PDDDygqKsLq1auxcOFC7N+/H6ampgBQ60Mu+fn5YntTRUZGYvny5bh27Zqk3tTUtNY5KyoqUFBQUOu8jz/+OHr06IHXX3+93jkVCgVsbGzEcq+EkoiIiB4e7TJBbIiIiAjExsbi8uXLam2BgYFISEhAUlISunXrhr59+zZqbG1tbfj6+qJ3797IzMyEk5MT7OzssG3bNrW+W7duhaenZ5PXAQBPPfUUhg0bhsjISEm9p6cnduzYIbndDQDbt2+Hnp4eBg4cWOt4lZWVyM7Ovq+YiIiI6OHFBLEOzs7OGDt2LFatWqXW5u/vj2PHjiEqKqpBu4fAv09Of/fdd7h16xaqq6uxd+9enDx5Eq6urpDJZFi+fDkWL16MjRs34vbt2ygoKEBISAhUKlW9D6kIgoDS0lJJEQRBrd/ixYuxdu1a3Lx5U6ybN28ebt26hYCAAOTl5aG8vBx79+7FG2+8gQ8++AAKhQLAv+8/vHbtGgRBwO+//44lS5bcd9JKRERED692mSDOnTtX8jmIFhYWtfYLDw/HjRs31OrNzc0xZswY5OXlYerUqQ2aU19fH8HBwbC2toaJiQlCQ0Oxfv16uLu7A/j3wZCkpCR8/PHHMDMzg4ODA7KyspCRkQEHB4c6x1WpVNDT05OU2nb3evToIT58UsPExATp6ekAgN69e0OpVOKdd97B8uXLERQUJPZLSUlB9+7dYWhoCC8vLzz//POIiIho0LqJiIjo0SMTattuImpmubm5sLW1xTOvr4GeomNrh0NERPTQ2hPpc+9OTVDzuzgnJwc2Njb19m2XO4hEREREVDfN1g6gLRk9ejQOHTqkVu/v74+1a9e2QkQPn/i3x9/zfy1ERETUupggNqOUlJTWDoGIiIjovvEWMxERERFJMEEkIiIiIgneYqYWNT1yd5t4ivlBPWFGRET0MOAOIhERERFJMEEkIiIiIgkmiEREREQkwQSRiIiIiCSYIN6Dh4cHdHV1Jd/d3K9fPwCATCaDg4MDKioqxP5r166Fh4cHAGDUqFGYP3++2piZmZnQ1NREXl5enfNWVFQgODgYdnZ2kMvlsLGxgY+P9MGI1NRUuLm5QS6XQ6lUYsKECcjKypL0kclkOHXqFAAgPj4erq6uYltiYqK4JgMDA8hkMsk6L168iOnTp0Mmk+HAgQPicaWlpZDJZDh//nzDTiIRERE9UpggNkBMTAxKSkrEcvToUbGtqKgIGzZsqPW4wMBAbN68GVVVVZL6+Ph4jBgxAlZWVnXOGRkZifT0dKSnp6OkpAQqlQrDhg0T25OTkzFp0iTMmDEDV65cwZkzZ+Do6Ag3NzecO3euQeuaOnWq2pruXqednR0AwMTEBKGhoQ0ak4iIiB59TBDv04IFCxAeHo47d+6otXl5eaGsrAz79+8X66qqqpCYmIjAwMB6x1WpVPDy8oKtrS0AwMrKCjNmzAAACIKAefPmITQ0FAEBAdDX14epqSmioqLQv39/hIWFNd8CAUybNg25ubnYtWtXg48pLi5Gbm6uWPLz85s1JiIiInpwmCDep3HjxqFz586IjY1Va9PR0cGUKVMQHx8v1qWmpqK8vBzjx4+vd1w3NzfExMQgNjYWx48fR3V1tdh2+vRpXLhwAZMnT1Y7zsfHB2lpaU1fUC10dXXx3nvvYeHChZI46hMdHQ1bW1uxuLi4NGtMRERE9OAwQWyAoKAgKJVKsQQEBEjaIyMjERUVhaKiIrVjAwMDsXv3bhQWFgIAEhIS4OfnBx0dnXrnDAkJwaJFi7Bjxw64u7vD3NwcS5cuBQAUFBQAQK23qC0tLcX25hQYGIiKigps3ry5Qf2DgoKQk5MjFpVK1ewxERER0YPBb1JpgOjoaMycObPO9iFDhsDV1RXLli0TbwnX6N+/PxwdHZGUlARfX1/s3r0bhw8fvuecGhoamDlzJmbOnIny8nLs3LkTL7zwAvr06YNOnToBAPLy8tClSxfJcfn5+TA1NW38Iu9BU1MT4eHhCAkJgZeX1z37KxQKKBSKZo+DiIiIHjzuIDaTiIgIxMbG4vLly2ptgYGBSEhIQFJSErp164a+ffs2amxtbW34+vqid+/eyMzMhJOTE+zs7LBt2za1vlu3boWnp2eT11GfSZMmwcTEBOvXr38g4xMREdHDgTuIzcTZ2Rljx47FqlWr0LNnT0mbv78/FixYgEuXLmHu3LkNGi8mJga9e/fGU089BT09PaSkpODkyZNwdXWFTCbD8uXLERgYCCsrK3h7e+P27dtYtmwZVCoVfv311zrHFQQBpaWlkrp73e6uIZPJEBERgalTpzaoPxERET2auIPYAHPnzpV8PqCFhUWt/cLDw3Hjxg21enNzc4wZMwZ5eXkNTq709fURHBwMa2tr8WNm1q9fD3d3dwCAt7c3kpKS8PHHH8PMzAwODg7IyspCRkYGHBwc6hxXpVJBT09PUrKzsxsUEwCMHDlSLQEmIiKitkUmCILQ2kFQ25ebmwtbW1s88/oa6Ck6tnY4921PpM+9OxERET1Ean4X5+TkwMbGpt6+3EEkIiIiIgkmiK1o9OjRklvXNaW+J6aJiIiIHjQ+pNKKUlJSWjuEFhf/9vh7bmsTERFR6+IOIhERERFJMEEkIiIiIgkmiEREREQkwfcgUouaHrm7yR9zw4+WISIiahncQSQiIiIiCSaIRERERCTBBJGIiIiIJJggEhEREZFEoxNEDw8P6OrqQi6Xo2PHjhg1ahSysrIAAFevXoW2tja8vLzUjjt8+DAGDx4MpVIJpVKJ/v37Y9++fUhMTBS/QcTAwAAymUzyrSIXL16Eh4cH1q5dKxnv/PnzkMlkKC0tBQBMnz4d2trakMvlUCqVGDRoEI4cOaLW/7/fWhIdHV3nWiMiIsR+enp66NChg+TYGps3b4azszP09fVhZmaGgIAA5OfnA0CD1gcAc+fOhUwmw4kTJyQxHDx4EBYWFvVek/rOe23X6/Tp05Lx/7suuVyOHTt2SMaJiYmBTCbDrl276o2FiIiIHn1N2kGMiYlBSUkJLly4AGNjY0yfPh3Av4mSoaEh9u3bh6tXr4r9i4uL8eyzz+Lll19GQUEBLl++jBUrVkChUGDq1KkoKSlBSUkJjh49CgDi65KSEtjZ2TU4rqCgIJSUlODq1asYNGgQvL291foUFBRIxg8KCqpzvHfeeUfsl5ycDDs7O8mxALBy5UrMmzcP4eHhKCoqwm+//Ybq6mq4u7ujqKioQeurqKhAYmIiTExMEB8f3+D11qjrvNeouV45OTkwMzPDiy++KGk3NzeXxFRSUoKJEydK+sTFxTU5PiIiInq03NctZrlcDn9/f/zxxx8A/k0igoOD0aVLF2zevFnsd/r0aVRUVCAgIACamprQ0dHB4MGDMWjQoPuLvg5aWlqYNm0acnNza02YmktxcTEWLlyIVatWYdy4cdDW1oaVlRUSEhKgq6uLFStWNGicPXv2oLKyEsuXL0diYiIqKioaFUdd5/2/9PX14evri+PHjzdq/GPHjiEzMxOffvop9u7diytXrtzzmOLiYuTm5oqlZkeViIiIHn73lSAWFxdj06ZN6Nu3L44ePYrMzEz4+fnB398fcXFxYj8nJyfo6urCz88PX3/99QNN2gCgtLQU8fHx6NixI4yNjR/YPBkZGbhz547abluHDh3g7e2NtLS0Bo0TFxcHb29v+Pj4oKysDHv27GlwDPWd9/+6efMmEhMT0bVr1waPXxPfsGHDMGHCBHTq1KneJLRGdHQ0bG1txeLi4tKoOYmIiKj1NClBDAoKgrGxMbp3746ysjIkJCQgLi4OQ4cOha2tLaZOnYrMzEzxlqpCocDhw4ehr6+PWbNmwcLCAk8//TTOnDnTrIuJiYmBUqmEvr4+EhISsGPHDmhqSj8L3MLCQnwfpFKpxP79+5s8X0FBAUxNTaGlpaXWZmlpiYKCgnuOcenSJaSmpsLf3x96enqYMGFCvUnef9V33msEBQXByMgICoUCKpVKLcG7cuWK5JwolUr89ddfAICysjJs2bIF/v7+AICpU6c2KL6goCDk5OSIRaVSNXhNRERE1LqalCBGR0ejsLAQeXl5SE5OhpWVFbZs2YJp06YBADp37gx3d3e1XcQNGzbgwoULOHv2LLS1tcX+96KlpaV227WiogIymQwaGhpi3dy5c1FUVIS8vDx06dJF7YEP4N+ErKioSCwjR45swhn4l6mpKQoKCmq9JZyfnw9TU9N7jrFp0yZYW1tjyJAhAIBp06YhNTUVly5duuexNclbfecd+Pd63bhxA3///Tc6dOiAv//+W9Jubm4uOSdFRUV4/PHHAQC7d+9GaWmpuEvq7++PzMxM/Prrr/XGplAoYGNjIxZLS8t7roeIiIgeDs3yMTdfffUVCgsLERwcDAsLC1hYWODYsWPYsmULysrK1Prb29tjzpw5yMzMbND4dnZ2OHfunKTu7NmzsLKyqnX3zsLCAp999hlCQ0Mf6HvfBg4cCF1dXbUnfqurq7F9+3Z4enrec4y4uDhcunQJlpaWsLCwgJ+fHyorK7Fp06Z7HtvY8961a1esXLkSs2fPxp07dxq0xri4OJSXl6Nr166wsLDAoEGDIJPJGrXLSURERI+WZkkQ4+Li4Ovri8zMTJw4cQInTpxAZmYmKisr8dVXX+HUqVNYtmwZLl68CEEQcOXKFWzYsAEDBw5s0PhTp05FQkIC0tPTUV1djZycHHzwwQfw8/Or85gnnngCw4cPR1RUVHMssVYKhQIffPAB5syZg6+//hrl5eXIy8tDQEAAbt++jXnz5tV7/JEjR3Dq1CkcOnRIPG+//fYbFixYoJaAlZaWSkp1dfU9z3ttRo8ejcceewzr1q275/ry8vKQlpaGL7/8Uhz/xIkTWL16Nb744otak1AiIiJ69N13gvjPP/8gLS0N8+bNE3exLCws0LlzZwQEBCAuLg6Ghob49ddf4ebmBrlcDmdnZ8jlciQkJDRojmHDhmHlypV47bXXoFQqMXjwYLi7u+P999+v97iQkBCsX79esotoamoq+by/t956677WHxQUhI8++gihoaFQKpXo3bs3ACA9PR0mJib1HhsXF4dRo0ZhwIABknP3xhtv4MyZM+LnOF6+fBl6enqSsmnTpnue9/rOS1RUlLiLeOXKFbXPQYyNjcXGjRvRrVs3eHl5SeZ48cUXoaGhwc9EJCIiaqNkgiAIrR0EtX25ubmwtbXFM6+vgZ6iY5PG2BPp08xRERERtR81v4tzcnJgY2NTb19+1R4RERERSWjeu0vbN3r0aBw6dEit3t/fX+0r/uj+xL89/p7/ayEiIqLWxQQRQEpKSmuHQERERPTQ4C1mIiIiIpJggkhEREREEkwQiYiIiEiC70GkFjU9cneDPuaGH2lDRETUeriDSEREREQSTBCJiIiISIIJIhERERFJMEEkIiIiIok2nSB6eHhAV1cXcrlcLP369QMAyGQyODg4oKKiQuy/du1aeHh4AABGjRqF+fPnq42ZmZkJTU1N5OXl1TlvRUUFgoODYWdnB7lcDhsbG/j4SB+6SE1NhZubG+RyOZRKJSZMmICsrCxJH5lMhlOnTgEA4uPj4erqWut8YWFhkMlkWLx4saR+165dkMlk8PX1FesEQUBMTAy6d+8OfX19WFlZYc6cOSguLhb7HDx4EBYWFuLrv/76C6NHj0bHjh1hZGSEXr16IT4+vs71ExER0aOtTSeIABATE4OSkhKxHD16VGwrKirChg0baj0uMDAQmzdvRlVVlaQ+Pj4eI0aMgJWVVZ1zRkZGIj09Henp6SgpKYFKpcKwYcPE9uTkZEyaNAkzZszAlStXcObMGTg6OsLNzQ3nzp1r0jqdnJywceNGtVi7desmqQsKCkJsbCw+/fRTFBcX49ChQ8jKysLw4cNRXl5e69hjx47FoEGD8M8//6CgoADx8fF47LHHmhQnERERPfzafIJYnwULFiA8PBx37txRa/Py8kJZWRn2798v1lVVVSExMRGBgYH1jqtSqeDl5QVbW1sAgJWVFWbMmAHg3x28efPmITQ0FAEBAdDX14epqSmioqLQv39/hIWFNWktTz75JHR0dHD48GEAwNWrV3H48GF4eXmJfc6cOYPY2Fhs2bIFgwcPhqamJhwcHLBjxw5kZ2cjMTFRbdyCggKcPXsWr776KnR1daGlpYV+/fph9OjR9cZTXFyM3NxcseTn5zdpXURERNTy2nWCOG7cOHTu3BmxsbFqbTo6OpgyZYrkVmpqairKy8sxfvz4esd1c3NDTEwMYmNjcfz4cVRXV4ttp0+fxoULFzB58mS143x8fJCWltbk9UyfPh0JCQkAgMTERDz//PPQ1dUV2w8cOABra2u1W9WGhoYYM2ZMrXN37NgRTk5OmDZtGrZv345//vmnQbFER0fD1tZWLC4uLk1eFxEREbWsNp8gBgUFQalUiiUgIEDSHhkZiaioKBQVFakdGxgYiN27d6OwsBAAkJCQAD8/P+jo6NQ7Z0hICBYtWoQdO3bA3d0d5ubmWLp0KYB/d+QA1HqL2tLSUmxvCn9/f+zcuROlpaWIj4/H9OnTJe0FBQV13hqva26ZTIbvv/8e3bp1Q2hoKGxtbdGvXz/88ssv9cYSFBSEnJwcsahUqiavi4iIiFpWm08Qo6OjUVRUJJaaHbYaQ4YMgaurK5YtW6Z2bP/+/eHo6IikpCQUFhZi9+7d97y9DAAaGhqYOXMmfvjhBxQVFWH16tVYuHAh9u/fD1NTUwCo9SGX/Px8sb0pzM3NMXDgQISFhaG0tBQDBw6UtJuamtb5cE19c1tZWWHlypXIysrCpUuX8MQTT8DLywuCINQZi0KhgI2NjVgsLS2bvC4iIiJqWW0+QWyIiIgIxMbG4vLly2ptgYGBSEhIQFJSErp164a+ffs2amxtbW34+vqid+/eyMzMhJOTE+zs7LBt2za1vlu3boWnp2eT1wH8e5t56dKlajulADBs2DDk5ubi559/ltTfvHkTKSkpDZrb3NwcwcHByMvLw/Xr1+8rViIiIno4MUEE4OzsjLFjx2LVqlVqbf7+/jh27BiioqIatHsI/Pvk9HfffYdbt26huroae/fuxcmTJ+Hq6gqZTIbly5dj8eLF2LhxI27fvo2CggKEhIRApVLV+5CKIAgoLS2VlP/u4o0bNw5paWl47bXX1I53dHTE7Nmz4efnh59++gmVlZXIzs6Gt7c37O3tMW3aNLVjCgsLsWjRIpw+fRrV1dW4ceMGVq9eDUdHR3TseO/vVCYiIqJHT5tPEOfOnSv5HMS7P9/vbuHh4bhx44Zavbm5OcaMGYO8vDxMnTq1QXPq6+sjODgY1tbWMDExQWhoKNavXw93d3cAgLe3N5KSkvDxxx/DzMwMDg4OyMrKQkZGBhwcHOocV6VSQU9PT1Kys7MlfbS0tODp6QmlUlnrGCtXrsSsWbPw0ksvwdDQEIMGDULXrl1x4MABaGtrq/XX1tZGTk4ORo4cCYVCAUdHR+Tn52PPnj0NOhdERET06JEJ9b2RjKiZ5ObmwtbWFs+8vgZ6invvPO6J9LlnHyIiImq4mt/FOTk5sLGxqbdvm99BJCIiIqLG0WztAB5Vo0ePxqFDh9Tq/f39sXbt2laI6NEQ//b4e/6vhYiIiFoXE8QmSklJae0QiIiIiB4I3mImIiIiIgkmiEREREQkwVvM1KKmR+6u8ylmPrlMRET0cOAOIhERERFJMEEkIiIiIgkmiEREREQkwQSRiIiIiCSYIBIRERGRRJtPED08PKCrqwu5XC6Wfv36AQBkMhkcHBxQUVEh9l+7di08PDwAAKNGjcL8+fPVxszMzISmpiby8vLqnLeiogLBwcGws7ODXC6HjY0NfHykT+mmpqbCzc0NcrkcSqUSEyZMQFZWlqSPTCbDqVOnAADx8fFwdXWtc85jx45h/PjxMDExgVKphLOzM1asWIGqqiq1seri7OwMc3Nz8ZxER0ejd+/eknN08+ZN2NnZYcuWLfWORURERI+mNp8gAkBMTAxKSkrEcvToUbGtqKgIGzZsqPW4wMBAbN68WUywasTHx2PEiBGwsrKqc87IyEikp6cjPT0dJSUlUKlUGDZsmNienJyMSZMmYcaMGbhy5QrOnDkDR0dHuLm54dy5c41e45EjRzBkyBC4uLjgr7/+QlFREbZs2YIjR47g5s2bDRrj+PHjyMzMRHl5Ofbu3QsAmDt3LgwNDREeHi72Cw4ORv/+/eHn59foOImIiOjh1y4SxPosWLAA4eHhuHPnjlqbl5cXysrKsH//frGuqqoKiYmJCAwMrHdclUoFLy8v2NraAgCsrKwwY8YMAIAgCJg3bx5CQ0MREBAAfX19mJqaIioqCv3790dYWFij1zF//nxMmzYNCxcuxGOPPQYA6NGjB5KSkqBUKhs0RlxcHIYPHw5fX1/ExcUBADp06IC4uDisXLkSJ06cwMGDB7F9+3Z88skn9Y5VXFyM3NxcseTn5zd6TURERNQ62n2COG7cOHTu3BmxsbFqbTo6OpgyZQri4+PFutTUVJSXl2P8+PH1juvm5oaYmBjExsbi+PHjqK6uFttOnz6NCxcuYPLkyWrH+fj4IC0trVFruH37NtLT0zFp0qRGHXe38vJybNmyBf7+/vD398e+fftw+fJlAICTkxPCwsIwffp0vPzyy1i1apWYhNYlOjoatra2YnFxcWlybERERNSy2kWCGBQUBKVSKZaAgABJe2RkJKKiolBUVKR2bGBgIHbv3o3CwkIAQEJCAvz8/KCjo1PvnCEhIVi0aBF27NgBd3d3mJubY+nSpQCAgoICAKj1FrWlpaXY3lCFhYWorq6u95b3vezevRulpaXw8vKCu7s7bG1tsXnzZrH9zTffhLa2Nrp37w5fX997jhcUFIScnByxqFSqJsdGRERELatdJIjR0dEoKioSS0JCgqR9yJAhcHV1xbJly9SO7d+/PxwdHZGUlITCwkLs3r37nreXAUBDQwMzZ87EDz/8gKKiIqxevRoLFy7E/v37YWpqCgC1PuSSn58vtjeUsbExOnToUO9DM/cSFxeHCRMmwMDAADKZDFOnThVvMwP/3mru0aMHevbs2aDxFAoFbGxsxGJpadnk2IiIiKhltYsEsSEiIiIQGxsr3la9W2BgIBISEpCUlIRu3bqhb9++jRpbW1sbvr6+6N27NzIzM+Hk5AQ7Ozts27ZNre/WrVvh6enZqPH19fXh7u6O7du3N+q4Gvn5+di/fz927doFCwsLWFhYYPXq1Th58iR++eWXJo1JREREjy4miP+fs7Mzxo4di1WrVqm1+fv749ixY4iKimrQ7iHw75PT3333HW7duoXq6mrs3bsXJ0+ehKurK2QyGZYvX47Fixdj48aNuH37NgoKChASEgKVSlXvQyqCIKC0tFRSBEHA0qVLsWnTJkRGRuLq1asAgKysLPj5+UlunZeXl0uOraysxMaNG2FjY4OsrCycOHECJ06cwF9//YUhQ4ZIdhGJiIiofWgXCeLcuXMln4NoYWFRa7/w8HDcuHFDrd7c3BxjxoxBXl4epk6d2qA59fX1ERwcDGtra5iYmCA0NBTr16+Hu7s7AMDb2xtJSUn4+OOPYWZmBgcHB2RlZSEjIwMODg51jqtSqaCnpycp2dnZcHV1xcGDB3H48GE4OjpCqVTCx8cHTz31FAwNDcXj+/TpIzk2LCwM8fHxeP3112FpaSnuIFpYWOCNN97AF198gdLS0gatmYiIiNoGmSAIQmsHQW1fbm4ubG1t8czra6Cn6Fhrnz2RPrXWExER0f2r+V2ck5MDGxubevu2ix1EIiIiImo4zdYO4FE2evRoHDp0SK3e398fa9eubYWIHn7xb4+/5/9aiIiIqHUxQbwPKSkprR0CERERUbPjLWYiIiIikmCCSEREREQSvMVMLWp65G61p5j59DIREdHDhTuIRERERCTBBJGIiIiIJJggEhEREZEEE8Q2xMPDA7q6upDL5ejYsSNGjRqFrKwsxMfHw9XVtdZjBEFATEwMunfvDn19fVhZWWHOnDkoLi4GAERERIhfUainp4cOHTpIvraQiIiI2h4miG1MTEwMSkpKcOHCBRgbG2P69On19g8KCkJsbCw+/fRTFBcX49ChQ8jKysLw4cNRXl6Od955ByUlJSgpKUFycjLs7OzE1yUlJS2zKCIiImpRTBDbKLlcDn9/f/zxxx919jlz5gxiY2OxZcsWDB48GJqamnBwcMCOHTuQnZ2NxMTEFoyYiIiIHhZMENuo4uJibNq0CX379q2zz4EDB2Btba12+9nQ0BBjxoxBWlrafc2fm5srlvz8/CaPRURERC2LCWIbExQUBGNjY3Tv3h1lZWVISEios29BQQGsrKxqbbO0tERBQUGT44iOjoatra1YXFxcmjwWERERtSwmiG1MdHQ0CgsLkZeXh+TkZHTu3LnOvqampsjLy6u1LT8/H6ampk2OIygoCDk5OWJRqVRNHouIiIhaFhPEdmzYsGHIzc3Fzz//LKm/efMmUlJS4Onp2eSxFQoFbGxsxGJpaXm/4RIREVELYYLYTgiCgNLSUknp2rUrZs+eDT8/P/z000+orKxEdnY2vL29YW9vj2nTprV22ERERNQK+F3M7YRKpYKenp6k7u+//8bKlSthb2+Pl156CRcvXoRSqcSECROwbds2aGtrt1K0RERE1JpkgiAIrR0EtX25ubmwtbXFM6+vgZ6io6RtT6RPK0VFRETUftT8Ls7JyYGNjU29fXmLmYiIiIgkmCASERERkQQTRCIiIiKS4EMq1KLi3x5/z/c9EBERUeviDiIRERERSTBBJCIiIiIJJohEREREJMH3IFKLmh65W/I5iPwMRCIioocPdxCJiIiISIIJIhERERFJMEEkIiIiIgkmiEREREQk0eYSRA8PD+jq6kIul4ulX79+AACZTAYHBwdUVFSI/deuXQsPDw8AwKhRozB//ny1MTMzM6GpqYm8vLw6562oqEBwcDDs7Owgl8thY2MDHx/pAxipqalwc3ODXC6HUqnEhAkTkJWVJekjk8lw6tQpAEB8fDxcXV1rne+ff/6Bj48PzM3NoVAo0K1bN0RFRan1mzt3LmQyGU6cOCGpP3jwIGQyGaZNmyap9/X1RVhYmCQeAwMDGBoaomPHjhg8eDA2bNgAQRDqPBdERET0aGtzCSIAxMTEoKSkRCxHjx4V24qKirBhw4ZajwsMDMTmzZtRVVUlqY+Pj8eIESNgZWVV55yRkZFIT09Heno6SkpKoFKpMGzYMLE9OTkZkyZNwowZM3DlyhWcOXMGjo6OcHNzw7lz5xq9xmnTpsHU1BTZ2dkoLCxEcnIyunTpIulTUVGBxMREmJiYID4+Xm0MfX197Ny5EydPnqx3rqNHj+LmzZvIy8tDaGgoIiMj8corrzQ6ZiIiIno0tMkEsT4LFixAeHg47ty5o9bm5eWFsrIy7N+/X6yrqqpCYmIiAgMD6x1XpVLBy8sLtra2AAArKyvMmDEDACAIAubNm4fQ0FAEBARAX18fpqamiIqKQv/+/SU7dg2lUqkwffp0GBoaQkNDAz169MCkSZMkffbs2YPKykosX74ciYmJkp1TADA0NMTMmTMRGhraoDl1dHQwatQoJCYm4vPPP683sSwuLkZubq5Y8vPzG71GIiIiah3tLkEcN24cOnfujNjYWLU2HR0dTJkyRbLblpqaivLycowfP77ecd3c3BATE4PY2FgcP34c1dXVYtvp06dx4cIFTJ48We04Hx8fpKWlNXodbm5umD17NjZv3oyzZ8/W2icuLg7e3t7w8fFBWVkZ9uzZo9bnnXfewffff48jR440eG5XV1dYW1vjxx9/rLNPdHQ0bG1txeLi4tLg8YmIiKh1tckEMSgoCEqlUiwBAQGS9sjISERFRaGoqEjt2MDAQOzevRuFhYUAgISEBPj5+UFHR6feOUNCQrBo0SLs2LED7u7uMDc3x9KlSwEABQUFAFDrLWpLS0uxvTG2bduG4cOHY+nSpXBycoKTkxNSU1PF9kuXLiE1NRX+/v7Q09PDhAkTEBcXpzZOx44d8dZbb+Htt99u1PxWVla4fv16ne1BQUHIyckRi0qlatT4RERE1HraZIIYHR2NoqIisSQkJEjahwwZAldXVyxbtkzt2P79+8PR0RFJSUkoLCzE7t2773l7GQA0NDQwc+ZM/PDDDygqKsLq1auxcOFC7N+/H6ampgBQ60Mu+fn5YntjKJVKfPjhh/j9999x7do1PP/88/D29haTtk2bNsHa2hpDhgwB8O97FlNTU3Hp0iW1sYKCgpCZmYlvvvmmwfPn5eXBxMSkznaFQgEbGxuxWFpaNnKFRERE1FraZILYEBEREYiNjcXly5fV2gIDA5GQkICkpCR069YNffv2bdTY2tra8PX1Re/evZGZmQknJyfY2dlh27Ztan23bt0KT0/PJq8DAIyMjLBo0SLcunVLfOAlLi4Oly5dgqWlJSwsLODn54fKykps2rRJ7Xi5XI7Q0FC88847DZrvyJEj+OeffzB48OD7ipuIiIgeTu02QXR2dsbYsWOxatUqtTZ/f38cO3YMUVFRDdo9BP59cvq7777DrVu3UF1djb179+LkyZNwdXWFTCbD8uXLsXjxYmzcuBG3b99GQUEBQkJCoFKp6n1IRRAElJaWSoogCAgODsbvv/+OyspK3LlzBytWrICxsTG6d++OI0eO4NSpUzh06BBOnDiBEydO4LfffsOCBQtqvc0MAK+99hquXr2Kb7/9ts5YysvLkZaWBn9/fwQEBKBnz54NOjdERET0aGmTCeLcuXMln4NoYWFRa7/w8HDcuHFDrd7c3BxjxoxBXl4epk6d2qA59fX1ERwcDGtra5iYmCA0NBTr16+Hu7s7AMDb2xtJSUn4+OOPYWZmBgcHB2RlZSEjIwMODg51jqtSqaCnpycp2dnZuHPnDry9vWFsbAxbW1scPHgQ+/btg4GBAeLi4jBq1CgMGDAAFhYWYnnjjTdw5syZWh9I0dbWRlhYGK5du6bW1q9fPxgaGsLCwgIffPAB/ve//+Gzzz5r0HkhIiKiR49M4CceUwvIzc2Fra0tnnl9DfQUHcX6PZE+9RxFREREzaXmd3FOTg5sbGzq7dsmdxCJiIiIqOk0WzuAR8no0aNx6NAhtXp/f3+sXbu2FSJ69MS/Pf6e/2shIiKi1sUEsRFSUlJaOwQiIiKiB463mImIiIhIggkiEREREUnwFjO1qOmRu8WnmPkEMxER0cOJO4hEREREJMEEkYiIiIgkmCASERERkQQTRCIiIiKSYIJIRERERBLtOkH08PCArq4u5HK5WPr16wcAkMlkcHBwQEVFhdh/7dq18PDwAACMGjUK8+fPVxszMzMTmpqayMvLq3PeiooKBAcHw87ODnK5HDY2NvDxkT7Rm5qaCjc3N8jlciiVSkyYMAFZWVmSPjKZDKdOnQIAxMfHw9XVtdb5/vnnH/j4+MDc3BwKhQLdunVDVFSU2N6pUyekpqYCAA4ePAgLCwux7dChQ5LzI5PJYGBgIL6u7ZtliIiI6NHWrhNEAIiJiUFJSYlYjh49KrYVFRVhw4YNtR4XGBiIzZs3o6qqSlIfHx+PESNGwMrKqs45IyMjkZ6ejvT0dJSUlEClUmHYsGFie3JyMiZNmoQZM2bgypUrOHPmDBwdHeHm5oZz5841eo3Tpk2DqakpsrOzUVhYiOTkZHTp0qVBxw4ePFg8NwUFBQCAkydPinWDBw9udDxERET0cGv3CWJ9FixYgPDwcNy5c0etzcvLC2VlZdi/f79YV1VVhcTERAQGBtY7rkqlgpeXF2xtbQEAVlZWmDFjBgBAEATMmzcPoaGhCAgIgL6+PkxNTREVFYX+/fsjLCys0etQqVSYPn06DA0NoaGhgR49emDSpEmNHqcxiouLkZubK5b8/PwHOh8RERE1HyaI9Rg3bhw6d+6M2NhYtTYdHR1MmTIF8fHxYl1qairKy8sxfvz4esd1c3NDTEwMYmNjcfz4cVRXV4ttp0+fxoULFzB58mS143x8fJCWltbodbi5uWH27NnYvHkzzp492+jjmyI6Ohq2trZicXFxaZF5iYiI6P61+wQxKCgISqVSLAEBAZL2yMhIREVFoaioSO3YwMBA7N69G4WFhQCAhIQE+Pn5QUdHp945Q0JCsGjRIuzYsQPu7u4wNzfH0qVLAUC8jVvbLWpLS0uxvTG2bduG4cOHY+nSpXBycoKTk5P4nsMHJSgoCDk5OWJRqVQPdD4iIiJqPu0+QYyOjkZRUZFYEhISJO1DhgyBq6srli1bpnZs//794ejoiKSkJBQWFmL37t33vL0MABoaGpg5cyZ++OEHFBUVYfXq1Vi4cCH2798PU1NTAKj1IZf8/HyxvTGUSiU+/PBD/P7777h27Rqef/55eHt74/r1640eq6EUCgVsbGzEYmlp+cDmIiIioubV7hPEhoiIiEBsbCwuX76s1hYYGIiEhAQkJSWhW7du6Nu3b6PG1tbWhq+vL3r37o3MzEw4OTnBzs4O27ZtU+u7detWeHp6NnkdAGBkZIRFixbh1q1bTXrghYiIiNo+zdYO4FHg7OyMsWPHYtWqVejZs6ekzd/fHwsWLMClS5cwd+7cBo0XExOD3r1746mnnoKenh5SUlJw8uRJuLq6QiaTYfny5QgMDISVlRW8vb1x+/ZtLFu2DCqVCr/++mud4wqCgNLSUkmdjo4OQkJC4O/vjx49eqCiogIrVqyAsbExunfvXudY/x1HW1u7QWsjIiKiR1+730GcO3eu5HP+7v4MwLuFh4fjxo0bavXm5uYYM2YM8vLyMHXq1AbNqa+vj+DgYFhbW8PExAShoaFYv3493N3dAQDe3t5ISkrCxx9/DDMzMzg4OCArKwsZGRlwcHCoc1yVSgU9PT1Jyc7Oxp07d+Dt7Q1jY2PY2tri4MGD2LdvHwwMDGod5/Lly2rjfPfddw1aGxERET36ZIIgCK0dBLV9ubm5sLW1xTOvr4GeoiMAYE+kzz2OIiIiouZS87s4JycHNjY29fZt9zuIRERERCTF9yA+IKNHj671a+j8/f2xdu3aVojo4RD/9vh7/q+FiIiIWhcTxAckJSWltUMgIiIiahLeYiYiIiIiCSaIRERERCTBBJFa1PTI3Rj39tbWDoOIiIjqwQSRiIiIiCSYIBIRERGRBBNEIiIiIpJggtjOeHh41Ps5jHPnzoVMJsOJEycAABEREeLXEOrp6aFDhw6SryYkIiKitocJIokqKiqQmJgIExMTxMfHAwDeeecdlJSUoKSkBMnJybCzsxNfl5SUtG7ARERE9EAwQSTRnj17UFlZieXLlyMxMREVFRWtHRIRERG1AiaIJIqLi4O3tzd8fHxQVlaGPXv2NHms4uJi5ObmiiU/P78ZIyUiIqIHiQkiAQAuXbqE1NRU+Pv7Q09PDxMmTEBcXFyTx4uOjoatra1YXFxcmjFaIiIiepCYIBIAYNOmTbC2tsaQIUMAANOmTUNqaiouXbrUpPGCgoKQk5MjFpVK1ZzhEhER0QOk2doB0MMhLi4Oly5dgqWlJQBAEARUVlZi06ZNmD9/fqPHUygUUCgUzR0mERERtQAmiO1QZWUlSktLxde//fYbTp06hSNHjsDW1lasX7lyJeLi4pqUIBIREdGji7eY26E5c+ZAT09PLFOnTsWoUaMwYMAAWFhYiOWNN97AmTNncOTIkdYOmYiIiFoQdxDbmYMHDza4r6WlJcrLy8XXo0aNwvnz55s/KCIiInqocAeRiIiIiCSYIBIRERGRBBNEIiIiIpLgexCpRcW/PR42NjatHQYRERHVgzuIRERERCTBBJGIiIiIJJggEhEREZEEE0RqUdMjd2Pc21tbOwwiIiKqBxNEIiIiIpJggkhEREREEkwQiYiIiEiCCeIjzMPDA2vXrlWrz8/PR0BAAMzMzKCvrw9nZ2ds3rxZ0mf69OmQyWQ4cOCAWFdaWgqZTCb5vuXs7GxMmzYNFhYWkMvl6NKlCwICAnDy5MkHti4iIiJqXUwQ25iioiK4u7ujqqoKJ06cQGFhIT788EPMmzcPK1eulPQ1MTFBaGhonWOdPXsWLi4uUCgUOHLkCG7evImjR4/Cw8MDqampD3opRERE1EqYILYxK1asgJ6eHjZu3Ahra2vo6Ohg7NixiI2NxcKFC1FcXCz2nTZtGnJzc7Fr165ax3rvvffg4uKCNWvWwN7eHjKZDMbGxggMDMRbb73VQisiIiKilsYEsY1JS0vDxIkT0aGD9NJ6e3vj9u3byMjIEOt0dXXx3nvvYeHChaiurlYb65tvvsGkSZOaFEdxcTFyc3PFkp+f36RxiIiIqOUxQWxjCgoKYGVlpVavpaUFU1NTFBQUSOoDAwNRUVGh9h7F2sbatm0blEolDA0NMXTo0HrjiI6Ohq2trVhcXFyauCIiIiJqaUwQ2xhTU1Pk5eWp1VdUVKCgoACmpqaSek1NTYSHh+O9995DeXl5vWNNnjwZRUVFWLVqFcrKyuqNIygoCDk5OWJRqVT3sSoiIiJqSUwQ2xhPT0/s2LFD7Zbx9u3boaenh4EDB6odM2nSJJiYmGD9+vWS+meeeQY7duxoUhwKhQI2NjZisbS0bNI4RERE1PKYID7iKisrUVpaKpY5c+bg1q1bCAgIQF5eHsrLy7F371688cYb+OCDD6BQKNTGkMlkiIiIwJIlSyT177//PjIyMvDGG2/g4sWLEAQBxcXFOH78eEstj4iIiFoBE8RH3Jw5c6CnpyeWCRMmID09HQDQu3dvKJVKvPPOO1i+fDmCgoLqHGfkyJHo2bOnpK5r165QqVS4du0aBgwYAENDQzz55JMoLCzEZ5999kDXRURERK1HJgiC0NpBUNuXm5sLW1tbPPP6GugpOmJPpE9rh0RERNSu1PwuzsnJgY2NTb19uYNIRERERBJMEImIiIhIQrO1A6D2Jf7t8ffc1iYiIqLWxR1EIiIiIpJggkhEREREEkwQiYiIiEiCCSIRERERSTBBpBY1PXJ3a4dARERE98AEkYiIiIgkmCASERERkQQTRCIiIiKSYIJIRERERBJMEBvAw8MDurq6kMvlYunXrx8AQCaTwcHBARUVFWL/tWvXwsPDAwAwatQozJ8/X23MzMxMaGpqIi8vr855KyoqEBwcDDs7O8jlctjY2MDHx0fSJzU1FW5ubpDL5VAqlZgwYQKysrIkfWQyGU6dOgUAiI+Ph6urq9iWmJgorsnAwAAymUyyzosXLyI7Oxt+fn4wNzeHQqHA448/jrCwMNy6datxJ5KIiIgeCUwQGygmJgYlJSViOXr0qNhWVFSEDRs21HpcYGAgNm/ejKqqKkl9fHw8RowYASsrqzrnjIyMRHp6OtLT01FSUgKVSoVhw4aJ7cnJyZg0aRJmzJiBK1eu4MyZM3B0dISbmxvOnTvXoHVNnTpVbU13r7OyshIuLi7o2LEjjh07huLiYqSkpKCgoABnzpxp0BxERET0aGGC2AwWLFiA8PBw3LlzR63Ny8sLZWVl2L9/v1hXVVWFxMREBAYG1juuSqWCl5cXbG1tAQBWVlaYMWMGAEAQBMybNw+hoaEICAiAvr4+TE1NERUVhf79+yMsLKxZ1hYWFgYXFxesWrVK/A7lTp06YfXq1ejTp0+dxxUXFyM3N1cs+fn5zRIPERERPXhMEJvBuHHj0LlzZ8TGxqq16ejoYMqUKYiPjxfrUlNTUV5ejvHjx9c7rpubG2JiYhAbG4vjx4+jurpabDt9+jQuXLiAyZMnqx3n4+ODtLS0pi/oLmlpaZg0aVKjj4uOjoatra1YXFxcmiUeIiIievCYIDZQUFAQlEqlWAICAiTtkZGRiIqKQlFRkdqxgYGB2L17NwoLCwEACQkJ8PPzg46OTr1zhoSEYNGiRdixYwfc3d1hbm6OpUuXAgAKCgoAoNZb1JaWlmL7/bp27Vq9t8HrEhQUhJycHLGoVKpmiYeIiIgePM3WDuBRER0djZkzZ9bZPmTIELi6umLZsmXiLeEa/fv3h6OjI5KSkuDr64vdu3fj8OHD95xTQ0MDM2fOxMyZM1FeXo6dO3fihRdeQJ8+fdCpUycAQF5eHrp06SI5Lj8/H6ampo1fZC06duxY74M0dVEoFFAoFM0SAxEREbUs7iA2o4iICMTGxuLy5ctqbYGBgUhISEBSUhK6deuGvn37NmpsbW1t+Pr6onfv3sjMzISTkxPs7Oywbds2tb5bt26Fp6dnk9dxtxEjRmD79u3NMhYRERE9GpggNiNnZ2eMHTsWq1atUmvz9/fHsWPHEBUVdc+HU2rExMTgu+++w61bt1BdXY29e/fi5MmTcHV1hUwmw/Lly7F48WJs3LgRt2/fRkFBAUJCQqBSqep9SEUQBJSWlkqKIAi19g0LC8ORI0cwd+5ccSfx4sWLePPNN/H77783aB1ERET0aGGC2EBz586VfD6ghYVFrf3Cw8Nx48YNtXpzc3OMGTMGeXl5mDp1aoPm1NfXR3BwMKytrWFiYoLQ0FCsX78e7u7uAABvb28kJSXh448/hpmZGRwcHJCVlYWMjAw4ODjUOa5KpYKenp6kZGdn19q3S5cuOHLkCC5fvow+ffpAoVBg5MiR6NixI7p27dqgdRAREdGjRSbUtXVE1Ixyc3Nha2uLZ15fg2/XvN7a4RAREbU7Nb+Lc3JyxI+uqwt3EImIiIhIggliKxs9erTk1nVNqe+J6UdZ/Nv1f/YjERERtT5+zE0rS0lJae0QiIiIiCS4g0hEREREEkwQiYiIiEiCCSIRERERSTBBJCIiIiIJJohEREREJMEEkYiIiIgkmj1BPHz4MAYPHgylUgmlUon+/ftj3759AIDi4mLMmTMHVlZW0NfXR/fu3RETEyP5HuCwsDD4+vqKrzt16oTU1NRGx/HJJ5+gT58+MDAwgKWlJZ599ln89NNPYntWVhYmTJgApVIJuVwONzc3yTxlZWV4+eWX0blzZxgaGuKJJ57Ali1bmnJKiIiIiB4pzZogFhcX49lnn8XLL7+MgoICXL58GStWrIBCoUB5eTmGDx+OrKws/PjjjyguLsaGDRsQGxuLoKCg5gwD8+bNQ1RUFJYtW4aCggKcP38er7zyCnbt2gUAOHfuHNzc3NC1a1ecOXMGV65cwcyZMzFp0iQkJycDACorK2FlZYUDBw6guLgY69atw2uvvYaMjIxmjfVhUF1dDX7jIhEREYmEZvTLL78IBgYGtbZ9/vnngqmpqVBcXCypP3z4sNChQwfhzJkzgiAIwnvvvSf4+PiI7fb29kJKSkqDY/j777+FDh06CBkZGXX2eeGFF4SRI0eq1UdERAj29vZCdXV1rceNHj1a+Oijj+4ZAwDhk08+Ebp16ybo6+sLM2bMEK5cuSKMGTNGkMvlwsCBA4WcnByx/4EDB4THH39ckMvlwrRp04Tnn39eeO+99+qd49y5cwIA4dNPPxVsbGwEU1NT4e233xaqqqrEPps2bRKeeOIJwcjISBg0aJCQmZkpttnb2wtRUVFC3759BR0dHSEvL6/Oua5duyZ4eXkJCoVC6NWrl7BkyRLB3t7+nufhbjk5OQIAybqJiIio5TTmd3Gz7iA6OTlBV1cXfn5++Prrr3H16lWxLS0tDaNHj4ahoaHkmIEDB8La2hrffvtts8Tw7bffwtraGq6urnX2SUtLw+TJk9XqfXx8cOHCBZw+fVqt7datW/j111/Rs2fPBsXx1VdfISMjA3/++Se2bduGkSNHIiwsDNevX4e5uTk++OADAMD169fh5eWFhQsXorCwEKNGjcKePXsauNp/v4nlzz//xM8//4ykpCTEx8cDAPbs2YOFCxfiiy++wLVr1+Dv749x48ahvLxcPHbjxo348ssvcfPmTZiZmdU5x5w5cwAA//zzD7766iskJCTcM67i4mLk5uaKJT8/v8FrIiIiotbVrAmiQqHA4cOHoa+vj1mzZsHCwgJPP/00zpw5g4KCAlhZWdV6nKWlJQoKCpolhmvXrtU5T426YrG0tBTb71ZdXY3p06djwIABGDFiRIPiCAkJgbGxMezt7TFo0CC4uLhgwIAB0NLSwuTJk3Hs2DEAwNdffw0nJyf4+flBU1MTfn5+6NOnT4PmAP59z6ahoSEcHBzw5ptviu+T/OSTTxASEoJevXpBQ0MDM2bMgEwmw88//yweO3v2bHTp0gVaWlrQ1Kz9Wxerqqrw5ZdfIjw8HHK5HJ07d8brr79+z7iio6Nha2srFhcXlwaviYiIiFpXsz+k4uTkhA0bNuDChQs4e/YstLW1MW3aNJiamiIvL6/WY/Lz82Fqatos83fs2LHOeWrUFUvNLtfdsQiCgJkzZyIvLw9bt26FTCZrUBwWFhbin/X19dVel5SUAADy8vJga2srOfa/r+tjZ2cn/tne3h7//PMPAOD8+fOYP3+++LCQUqlEfn6+2F7T/16uXr2KiooKSUwNiS8oKAg5OTliUalUDV4TERERta4H+jE39vb2mDNnDjIzM+Hp6YmUlBTcvHlT0icjIwO5ubl45plnmmVOT09P/PPPPzhy5Ei9fbZt26ZWv3XrVtjZ2cHJyQnAv8nhrFmzcOLECaSkpEAulzdLjHezsrJCTk6OpO6/r+tz8eJFyZ+tra0B/Js4rl69GkVFRWK5ffs2pkyZIvZvSLJrZmYGLS0tSUwNiU+hUMDGxkYsNbuzRERE9PBr1gTx1KlTWLZsGS5evAhBEHDlyhVs2LABAwcOxLRp02Bvb4+JEyciOzsblZWV+Omnn+Dv74/Zs2eja9eudY5bUVGB0tJSsVRUVNTZt2vXrnjjjTcwZcoUfPvttygtLUV5eTm+/vprzJ8/H8C/t2WPHDmC4OBgFBQU4Pbt29i0aRMiIiKwfPlyMXGaPXs2fv75Z+zfvx8KhaI5T5Xo2WefxenTp7F161ZUVlYiKSkJv/32W4OPf//993Hz5k2cPXsWK1euFBPA1157DUuWLMFvv/0GQRBQUlKCPXv2qCXo96KhoYGJEyfivffeQ0lJCS5cuIBPPvmkUWMQERHRo6VZE0RDQ0P8+uuvcHNzg1wuh7OzM+RyORISEqCtrY1vv/0Wjo6OGDRoEAwNDfHSSy/h9ddfx8qVK+sdd/z48dDT0xNLYGBgvf2jo6Pxv//9D2+99RZMTExgZ2eHtWvX4vnnnwcAODg44PDhwzh9+jQcHBxgZmaGNWvWYOvWrfD29gYAXLhwAR9//DH+/PNP2NraQi6XQy6XIyIionlO1v/XsWNH7Ny5E2FhYTA2Nsa+ffswatQo6OjoNOj4UaNGoUePHnjqqacwadIk8dw899xzeO+99xAQEAClUglHR0ds2rSpSTGuXr0alZWVsLa2xrhx4zBlypQGx0dERESPHpkg8APwHjZ9+vTB/Pnz4e/vX2ef8+fPo3Pnzrhz5w50dXVbMDpgxYoV2Lt3b6OePM/NzYWtrS1ycnJgY2PzAKMjIiKi2jTmdzG/au8hsH//fly/fh0VFRVYu3YtsrOzMXLkyNYOS5SVlYXjx49DEAT88ccfWLlyJSZMmNDaYREREdED8kgmiImJieIt3/+WR3H+X375BU5OTjA2Nsa6deuQnJwMMzMzRERE1DrHE0880cwrQp3rSUxMxK1bt+Dj4wMDAwOMGTMGU6ZMwauvvtrsMRAREdHDgbeYqUXwFjMREVHr4i1mIiIiImoyJohEREREJMEEkYiIiIgkmCASERERkQQTRCIiIiKSYIJIRERERBJMEImIiIhIggkiEREREUkwQSQiIiIiCSaItfDw8ICurq7kK+f69esHAJDJZHBwcEBFRYXYf+3atfDw8AAAjBo1CvPnz1cbMzMzE5qamsjLy6tz3oqKCgQHB8POzg5yuRw2Njbw8fGR9ElNTYWbmxvkcjmUSiUmTJiArKwsSR+ZTIZTp04BAOLj4+Hq6lrrfIIgICYmBt27d4e+vj6srKwwZ84cFBcXS/pdvnwZM2bMgLW1NeRyObp27Yp58+ahoKCgzrUQERHRo4sJYh1iYmJQUlIilqNHj4ptRUVF2LBhQ63HBQYGYvPmzaiqqpLUx8fHY8SIEbCysqpzzsjISKSnpyM9PR0lJSVQqVQYNmyY2J6cnIxJkyZhxowZuHLlCs6cOQNHR0e4ubnh3LlzjV5jUFAQYmNj8emnn6K4uBiHDh1CVlYWhg8fjvLycgBAYWEh3NzcUFhYiB9//BE3b97ETz/9BCMjIxw5cqTRcxIREdHDjwliEyxYsADh4eG4c+eOWpuXlxfKysqwf/9+sa6qqgqJiYkIDAysd1yVSgUvLy/Y2toCAKysrDBjxgwA/+72zZs3D6GhoQgICIC+vj5MTU0RFRWF/v37IywsrFFrOHPmDGJjY7FlyxYMHjwYmpqacHBwwI4dO5CdnY3ExEQAwIoVK6Cnp4cvvvgCDg4OkMlksLCwQFhYGJ599tk6xy8uLkZubq5Y8vPzGxUfERERtR4miE0wbtw4dO7cGbGxsWptOjo6mDJlCuLj48W61NRUlJeXY/z48fWO6+bmhpiYGMTGxuL48eOorq4W206fPo0LFy5g8uTJasf5+PggLS2tUWs4cOAArK2t1W4/GxoaYsyYMeJ4aWlpmDBhAjQ0NBo1fnR0NGxtbcXi4uLSqOOJiIio9TBBrENQUBCUSqVYAgICJO2RkZGIiopCUVGR2rGBgYHYvXs3CgsLAQAJCQnw8/ODjo5OvXOGhIRg0aJF2LFjB9zd3WFubo6lS5cCgPh+v9puUVtaWjb6/YAFBQV13u6+e7xr167Ve1u8LkFBQcjJyRGLSqVq9BhERETUOjRbO4CHVXR0NGbOnFln+5AhQ+Dq6oply5aJt4Rr9O/fH46OjkhKSoKvry92796Nw4cP33NODQ0NzJw5EzNnzkR5eTl27tyJF154AX369EGnTp0AAHl5eejSpYvkuPz8fJiamjZqfaampnU+MHP3eB07dqz3wZq6KBQKKBSKRh9HRERErY87iPchIiICsbGxuHz5slpbYGAgEhISkJSUhG7duqFv376NGltbWxu+vr7o3bs3MjMz4eTkBDs7O2zbtk2t79atW+Hp6dmo8YcNG4bc3Fz8/PPPkvqbN28iJSVFHG/EiBFITk6W3O4mIiKito0J4n1wdnbG2LFjsWrVKrU2f39/HDt2DFFRUfd8OKVGTEwMvvvuO9y6dQvV1dXYu3cvTp48CVdXV8hkMixfvhyLFy/Gxo0bcfv2bRQUFCAkJAQqlareh1QEQUBpaamkdO3aFbNnz4afnx9++uknVFZWIjs7G97e3rC3t8e0adMAAPPmzcOtW7cwdepUnD17FoIg4MqVKwgPD8e+ffuadN6IiIjo4cYEsQ5z586VfA6ihYVFrf3Cw8Nx48YNtXpzc3OMGTMGeXl5mDp1aoPm1NfXR3BwMKytrWFiYoLQ0FCsX78e7u7uAABvb28kJSXh448/hpmZGRwcHJCVlYWMjAw4ODjUOa5KpYKenp6kZGdnY+XKlZg1axZeeuklGBoaYtCgQejatSsOHDgAbW1tAICxsTEyMjLEdkNDQ7i5uaGoqAhPPfVUg9ZFREREjxaZIAhCawdBbV9ubi5sbW2Rk5MDGxub1g6HiIio3WnM72LuIBIRERGRBBPEFjZ69GjJreuaUt8T00REREQtiR9z08JSUlJaOwQiIiKienEHkYiIiIgkmCASERERkQQTRCIiIiKSYIJIRERERBJMEImIiIhIggkiEREREUkwQSQiIiIiCSaIRERERCTRZhLEw4cPY/DgwVAqlVAqlejfvz/27dsHACguLsacOXNgZWUFfX19dO/eHTExMbj7a6jDwsLg6+srvu7UqRNSU1MbFUOnTp2gp6cn+YaU559/XmwvKSnB/Pnz0blzZxgYGKBTp0546aWXcP78+Qe2diIiIqLGahPfpFJcXIxnn30WMTExmDp1KqqqqqBSqSCTyVBeXo7hw4fDyMgIP/74Izp16oSff/4ZL7zwAi5cuIAVK1Y0ayzJyckYNWqUWn15eTk8PT2hr6+P3bt3o0ePHiguLsamTZvw7bff4uWXX27SfPWtnYiIiKgp2sQO4unTp1FRUYGAgABoampCR0cHgwcPxqBBg5CYmIizZ89ix44d6Nq1KzQ1NcX62NhYZGdnt0iMmzdvxtmzZ/HVV1+hV69e0NDQgLGxMd544417JoceHh5Yu3at+Do1NRWdOnUCUP/a70WlUmHIkCEwNjaGhYUFIiMjAQDx8fFwdXXFggULYGJiAhsbG3z99dfYv38/unXrBqVSif/973/1jl1cXIzc3Fyx5Ofn3zMeIiIieji0iQTRyckJurq68PPzw9dff42rV6+KbWlpaRg9ejQMDQ0lxwwcOBDW1tb49ttvWyTGtLQ0jBo1Si2O+1Xf2uuTm5uL4cOH48UXX8Tly5dx+vRpDBs2TGw/evQo7O3tceXKFYSEhCAwMBBxcXFQqVQ4duwY1q9fj8OHD9c5fnR0NGxtbcXi4uJy32slIiKiltEmEkSFQoHDhw9DX18fs2bNgoWFBZ5++mmcOXMGBQUFsLKyqvU4S0tLFBQUNGss3t7e4nsBlUolFi1aBAC4du1anXHcj/rWXp/Nmzdj8ODBmD59OrS1taFQKPDUU0+J7dbW1njttdegqamJqVOnoqCgAHPnzoWRkRG6dOkCV1dXHDt2rM7xg4KCkJOTIxaVStVsayYiIqIHq028BxH4dydtw4YNAIALFy7g1VdfxbRp09CpUyfk5eXVekx+fj5MTU2bNY7t27fX+h7Ejh071hnH/apr7RkZGXUec/HiRXTt2rXOdgsLC/HP+vr6tdaVlJTUebxCoYBCoWjwGoiIiOjh0SZ2EP/L3t4ec+bMQWZmJjw9PZGSkoKbN29K+mRkZCA3NxfPPPNMi8Q0YsQI7N+/v96kqi5yuRy3b98WX1+6dKnOvnevvT52dnb33GUkIiKi9qlNJIinTp3CsmXLcPHiRQiCgCtXrmDDhg0YOHAgpk2bBnt7e0ycOBHZ2dmorKzETz/9BH9/f8yePbveXbSKigqUlpaKpaKioskx+vv7o1OnTvDy8sLJkydRVVWFGzduYM2aNfjss8/qPfbJJ5/E9u3bUVJSgpycHKxatapBa6/P1KlT8eOPP2LTpk2oqKhAcXExjhw50uT1ERERUdvRJhJEQ0ND/Prrr3Bzc4NcLoezszPkcjkSEhKgra2Nb7/9Fo6Ojhg0aBAMDQ3x0ksv4fXXX8fKlSvrHXf8+PHQ09MTS2Bg4D1jef755yWfg1jzcEZNHM7Oznj22WehUCjQu3dvnDhxAsOHD693zHnz5sHIyAiWlpZ4/vnnMXXq1AatvT62trZITU3F2rVrYWZmhm7duuHgwYP3XB8RERG1fTLh7k+LJnpAcnNzYWtri5ycHNjY2LR2OERERO1OY34Xt4kdRCIiIiJqPkwQGyExMVFy+/jucr/qGjcxMbHJY0ZERNQ65hNPPHHf8RIREVHbxVvM1CJ4i5mIiKh18RYzERERETUZE0QiIiIikmCCSEREREQSTBCJiIiISIIJIhERERFJMEEkIiIiIgkmiEREREQkwQSRiIiIiCSYIN4HDw8P6OrqSr6lpF+/fgAAmUwGBwcHVFRUiP3Xrl0LDw8PAMCoUaMwf/58tTEzMzOhqamJvLy8OuetqKhAcHAw7OzsIJfLYWNjAx8fH0mf1NRUuLm5QS6XQ6lUYsKECcjKypL0kclkOHXqFAAgPj4erq6utc4XFhYGLS0tyOVyKBQK9O3bF/v27bv3CSIiIqJHEhPE+xQTE4OSkhKxHD16VGwrKirChg0baj0uMDAQmzdvRlVVlaQ+Pj4eI0aMgJWVVZ1zRkZGIj09Henp6SgpKYFKpcKwYcPE9uTkZEyaNAkzZszAlStXcObMGTg6OsLNzQ3nzp1r0jonTpyIkpISFBYW4oUXXsCkSZNQWFjYpLGIiIjo4cYE8QFasGABwsPDcefOHbU2Ly8vlJWVYf/+/WJdVVUVEhMTERgYWO+4KpUKXl5esLW1BQBYWVlhxowZAABBEDBv3jyEhoYiICAA+vr6MDU1RVRUFPr374+wsLD7WpOGhgZeeeUV3L59G9nZ2XX2Ky4uRm5urljy8/Pva14iIiJqOUwQH6Bx48ahc+fOiI2NVWvT0dHBlClTEB8fL9alpqaivLwc48ePr3dcNzc3xMTEIDY2FsePH0d1dbXYdvr0aVy4cAGTJ09WO87HxwdpaWlNXxD+vb29bt06GBoawtHRsc5+0dHRsLW1FYuLi8t9zUtEREQthwnifQoKCoJSqRRLQECApD0yMhJRUVEoKipSOzYwMBC7d+8Wb9UmJCTAz88POjo69c4ZEhKCRYsWYceOHXB3d4e5uTmWLl0KACgoKACAWm9RW1paiu2NtXPnTiiVSlhZWWHHjh3YtWsXjIyM6uwfFBSEnJwcsahUqibNS0RERC1Ps7UDeNRFR0dj5syZdbYPGTIErq6uWLZsmXhLuEb//v3h6OiIpKQk+Pr6Yvfu3Th8+PA959TQ0MDMmTMxc+ZMlJeXY+fOnXjhhRfQp08fdOrUCQCQl5eHLl26SI7Lz8+Hqalp4xcJYMKECUhKSmpwf4VCAYVC0aS5iIiIqHVxB7EFREREIDY2FpcvX1ZrCwwMREJCApKSktCtWzf07du3UWNra2vD19cXvXv3RmZmJpycnGBnZ4dt27ap9d26dSs8PT2bvA4iIiJqH7iD2AKcnZ0xduxYrFq1Cj179pS0+fv7Y8GCBbh06RLmzp3boPFiYmLQu3dvPPXUU9DT00NKSgpOnjwJV1dXyGQyLF++HIGBgbCysoK3tzdu376NZcuWQaVS4ddff61zXEEQUFpaKqm71+1uIiIianu4g3if5s6dK/kcRAsLi1r7hYeH48aNG2r15ubmGDNmDPLy8jB16tQGzamvr4/g4GBYW1vDxMQEoaGhWL9+Pdzd3QEA3t7eSEpKwscffwwzMzM4ODggKysLGRkZcHBwqHNclUoFPT09SanvSWUiIiJqm2SCIAitHQS1fbm5ubC1tUVOTg5sbGxaOxwiIqJ2pzG/i7mDSEREREQSTBAfUqNHj5bcuq4p9T0xTURERNQc+JDKQyolJaW1QyAiIqJ2ijuIRERERCTBBJGIiIiIJJggEhEREZEEE0QiIiIikmCCSEREREQSTBCJiIiISIIJIhERERFJMEEkIiIiIgkmiEREREQkwQSRiIiIiCSYIBIRERGRBBNEIiIiIpLQbO0AqH2orKwEAOTn57dyJERERO1Tze/gmt/J9WGCSC3i3LlzAAAXF5dWjoSIiKh9u3r1Kjp16lRvHyaI1CJsbW0BAIcPHxb/TK0nPz8fLi4uUKlUsLS0bO1w2jVei4cLr8fDg9ei+VVWVuLq1avo1avXPfsyQaQWoaurC+DfRNHGxqaVo6EalpaWvB4PCV6Lhwuvx8OD16J53WvnsAYfUiEiIiIiCSaIRERERCTBBJFahEKhwHvvvQeFQtHaoRB4PR4mvBYPF16PhwevReuSCYIgtHYQRERERPTw4A4iEREREUkwQSQiIiIiCSaIRERERCTBBJGIiIiIJJgg0n07deoUhg8fDgMDA1hYWCA4OBjl5eX3PE4QBCxZsgR2dnbQ09PDwIED8fPPP7dAxG1bU65Hfn4+goOD4ezsDENDQ9jY2MDPzw8XLlxooajbpqb+3bhbTEwMZDIZxo4d+4CibD/u53r8888/CAgIgJmZGfT09PD4448jMTHxAUfcdjX1Wly7dg0zZ86EnZ0dDAwM0LNnT6xdu7YFIm5/+E0qdF8KCwsxbNgwODo6YufOnfjnn38QFBSE27dvY/Xq1fUeGxUVhffeew9LlixB7969sWbNGowYMQInTpxAly5dWmgFbUtTr8fRo0exc+dOvPjii3B1dUVBQQHCw8Ph4uKCzMxMmJmZteAq2ob7+btR49KlS3j//fdhbm7+gKNt++7neuTn52PgwIHo1q0b1q9fD4VCgZMnT6KsrKyFom9b7udaTJo0CadOnUJERATs7Oywb98+vPbaa9DQ0MArr7zSQitoJwSi+xARESEYGBgI165dE+vWrVsnaGhoCP/880+dx925c0dQKBTC22+/LdaVlZUJ9vb2wmuvvfZAY27Lmno9CgsLhYqKCkldTk6OIJPJhI8++uiBxduWNfVa3G3atGnCCy+8IAwdOlR49tlnH1So7cL9XA9/f3/Bzc1NqKysfNBhtgtNvRb5+fkCACEuLk5SP2TIEGHYsGEPKtx2i7eY6b6kpKTA09MTJiYmYt3kyZNRXV2NtLS0Oo87fPgwiouLMXnyZLFOW1sbEyZMwL59+x5ozG1ZU6+HUqmEpqb0hoKNjQ3MzMyQl5f3wOJty5p6LWr89NNP2LVrF5YsWfIgw2w3mno9iouLsW3bNrz++uvQ0NBoiVDbvKZei4qKCgCAkZGRpN7IyAgCP9K52TFBpPty6tQpdO/eXVKnVCphaWmJU6dO1XscALVjH3/8cVy8eBF37txp/mDbgaZej9qcPn0aV65cweOPP96cIbYb93MtqqqqMHv2bISGhsLS0vJBhtluNPV6HDt2DOXl5dDS0sLQoUOhpaUFCwsLhISEiAkLNU5Tr4WtrS1GjBiBiIgI/Pnnn7h58ya2bduGtLQ0zJo160GH3e4wQaT7UlhYCKVSqVZvbGyM69ev13ucjo4OdHV11Y4TBAGFhYXNHWq70NTr8V+CIOCNN96AlZUVpkyZ0owRth/3cy0+/vhj3Lp1C/PmzXtA0bU/Tb0ely5dAgC8/PLL6N+/P9LS0jBv3jzExMTg3XfffVDhtmn383dj586deOyxx/DEE09AoVDAz88PK1aswMSJEx9QtO0XH1IhIjVhYWE4cOAAUlNTYWBg0NrhtCtXrlzBu+++i40bN0JbW7u1w2n3qqurAQCenp5Yvnw5AODpp5/GzZs38dFHH+Hdd9+Fnp5ea4bYbgiCgMDAQPz999/YsmULLC0t8c0332Du3LkwNjaGr69va4fYpjBBpPtibGyMGzduqNUXFhZK3l9S23FlZWUoLS2V7CIWFhZCJpPB2Nj4gcTb1jX1etzt008/xQcffIDPPvsMzzzzTHOH2G409Vq8++676N27NwYPHoyioiIAQGVlJSorK1FUVAS5XK72flG6t/v5twoAhg0bJql/5plnsHjxYpw5cwa9evVq3mDbuKZei7179+LLL7/E77//Lp5zDw8PXLlyBW+99RYTxGbGW8x0X7p37672npEbN24gPz9f7T0m/z0OALKysiT1p06dEj8XkRqvqdejRnJyMl577TV88MEHePHFFx9UmO1CU6/FqVOn8OOPP8LY2Fgs6enp2L9/P4yNjfHtt98+6NDbpKZejx49etQ7bmlpabPE15409Vr8+eef0NDQQM+ePSX1Tz75JPLy8nD79u0HEm97xQSR7svo0aPx7bffijsdAPDll1+iQ4cOGDFiRJ3Hubm5QaFQ4MsvvxTrKioqsHPnTowZM+ZBhtymNfV6AMDBgwcxZcoUvPLKK1i0aNEDjrTta+q1iImJwffffy8pffr0gaurK77//nu4uLi0QPRtT1Ovh729PXr16qWWmH/zzTfQ09O7ZwJJ6u7nWlRVVeH333+X1B89ehTm5ubQ19d/UCG3T637KTv0qLt+/bpgaWkpDB06VNi/f7/w+eefC0qlUpg1a5ak37BhwwQHBwdJXWRkpKCjoyPExMQIBw4cECZOnCgYGhoK2dnZLbmENqWp1+PPP/8UjIyMhJ49ewrp6elCRkaGWM6cOdPSy2gT7ufvxn/xcxDv3/1cj927dwsymUx48803hbS0NGHx4sWClpaWEBoa2pJLaDOaei2Ki4sFOzs7oWvXrsKmTZuEb7/9VggODhY6dOgghIeHt/Qy2jwmiHTf/vzzT+GZZ54R9PT0BHNzc+F///ufUFZWJukzdOhQwd7eXlJXXV0tRERECDY2NoKOjo7w1FNPCYcPH27ByNumplyPuLg4AUCtJSAgoGUX0IY09e/GfzFBbB73cz2SkpKEJ554QtDW1hbs7e2FiIgIobq6uoUib3uaei3+/vtvYfLkyYKVlZWgr68vPPHEE0JMTAw/xPwBkAkCP12SiIiIiP4P34NIRERERBJMEImIiIhIggkiEREREUkwQSQiIiIiCSaIRERERCTBBJGIiIiIJJggEhEREZEEE0QiIiIikmCCSEQPVFhYGGQyGaytrVFdXa3W7u7uDplMhunTp7d8cO3A+fPnERYWhry8vCYdHxMTg3379qnVd+rUCbNnz77f8BrMw8MDY8eObbH57ldRURHCwsLw559/tnYoRE3CBJGIHjgtLS0UFBTgxx9/lNRfuHABGRkZkMvlrRRZ23f+/Hm8//77zZ4gJicn43//+9/9htdgH3/8MZYvX95i892voqIivP/++0wQ6ZGl2doBEFHbp62tDU9PT3zxxRfw8PAQ65OSkvDEE09AQ0Oj9YJrJWVlZdDS0kKHDo/m/9OffPLJFp2vR48eLTrf/bhz505rh0B03x7Nf5mI6JEzZcoUbN++HRUVFWLdli1b4OfnV2v/v/76C8899xyMjIxgYGCAZ599FtnZ2ZI+y5cvx4ABA2BkZARzc3OMHTsWp0+flvSZPn06evbsiYMHD+LJJ5+EgYEBXFxccPTo0XrjPX/+PGQyGRISEvDSSy/ByMgIJiYmCAoKQmVlpaRvbm4u/P39YWpqCj09PQwZMkRt/JpbskuXLoW9vT309PRw/fp18dbpF198AUdHR+jr62PcuHEoLCzEhQsXMHLkSMjlcjzxxBM4ePCgZEyZTIaPPvpIUhcTEwOZTAYAOHjwIJ5++mkAwIABAyCTycS2W7duYfbs2ejWrRv09fXRqVMnzJw5Ezdu3JDEfOHCBaxZs0Y8Nj4+XrKeu+3cuRPOzs7Q1dWFlZUVgoKCUFpaKrYfPHgQMpkM33zzDfz8/GBoaAh7e3ssXbq03msBqN9iDgsLg1wux/HjxzFw4EDo6emhb9++OH78OEpLS/Haa6/B2NgYNjY2iImJkYxV8zORkpKCnj17QldXF/369cPPP/8s6VddXY0PP/wQnTp1go6ODrp3745169ZJ+tTEoVKpMHDgQOjq6mLNmjXo3LkzAGDSpEniuTt//jwAYMGCBejVqxfkcjmsra0xZcoU5Ofn17re7du3o1u3bpDL5Rg2bJja34GysjIsXLgQXbp0gY6ODmxsbNTerpGRkYFhw4bBwMAARkZG8PPzw5UrV+55zql9Y4JIRC1i3LhxKCsrQ1paGgDgzz//xO+//w5fX1+1vmfPnoWbmxuuX7+O+Ph4bNmyBVevXsUzzzyDsrIysV9ubi5mz56Nr776Chs2bEB1dbV43N0uXbqEN954A/Pnz8e2bdtQWlqK559/XpKs1uWdd95BdXU1tm3bhvnz52PVqlVYuHCh2F5YWIhBgwbhxIkTWLVqFXbs2AEDAwMMGzZM7Zfwjh078PXXX2PlypX46quvYGBgAAA4fvw4Vq5ciY8++ghr167FoUOH8Morr8Db2xtjx47Fzp07YW5ujgkTJqCkpKTB57xv375Ys2YNACAuLg4ZGRnIyMgAANy+fRtVVVVYvHgxUlJS8OGHH+KHH36Al5eXeHxycjIsLCzg7e0tHvvss8/WOtfu3bvh7e2NHj16YNeuXQgODsbatWvh7++v1nfmzJlwcnJCcnIyxo0bh5CQEKSmpjZ4XTUqKioQEBCAV199FTt27EBFRQUmTJiAl19+GXp6eti2bRu8vLwwb948HD58WHJsfn4+Xn/9dfFnQkdHByNHjpRcs/nz5yMsLAzTp0/Hnj17MGLECMycOROrV6+WjFVeXg4/Pz/4+/sjJSUFw4cPx86dOwEAERER4rmztLQEAFy5cgXvvPMO9u7di5UrV+L8+fMYOnSo2n88Tpw4gWXLlmHJkiWIj4/HmTNn1M7nxIkTER0djRdffBF79+7FsmXLcOvWLbE9IyMDHh4eMDIywtatW7F+/Xr88ssveO655xp9vqmdEYiIHqD33ntPMDAwEARBEPz8/AR/f39BEARh4cKFwsCBAwVBEIQ+ffoIAQEB4jEvvPCC0KVLF+HOnTti3ZUrVwS5XC6sWbOm1nkqKyuF27dvC3K5XFi3bp1YHxAQIMhkMiEzM1Os+/777wUAwqFDh+qM+9y5cwIAYfDgwZL6RYsWCfr6+sL169cFQRCEd999VzAyMhIuX74s9iktLRXs7OyE+fPni3X29vZCx44dhZKSEsl4Q4cOFQwMDISrV6+KdW+99ZYAQPjkk0/Euj/++EMAIOzatUusAyAsW7ZMMt6KFSuEu/9pr1nrL7/8UudaBUEQKioqhJ9++kkAIGRlZUninjVrllr//9Y/+eST4vWssW7dOgGA8Pvvv0tiufu8VFdXC506dRJeeumleuMbOnSo8Oyzz4qv33vvPQGAsG/fPrFuz549AgDBx8dHrKusrBTMzc2FuXPninUBAQECAOHAgQNiXVFRkWBoaCgsWLBAEARBuHr1qqClpSW+rjFlyhTBzMxMqKyslMSRlJQk6Vfz8/Pll1/Wu67KykohNzdXACDs379fsl4DAwPhypUrYl1cXJwAQMjJyREEQRDS0tIEAMKWLVvqHH/IkCGCm5ubUF1dLdadPHlSkMlkwt69e+uNjdo37iASUYuZMmUKvvrqK9y5cwdJSUmYMmVKrf3S0tIwfvx4aGpqorKyEpWVlTA2NsaTTz6JX375Rez3888/Y/jw4ejYsSM0NTWhr6+PkpIStdvMVlZWeOKJJ8TXNe9ny83NvWfMzz//vOS1t7c3bt++jT/++EOM9emnn4aJiYkYq4aGBoYOHSqJFfj3tmHNruHdnJ2dYWpqKr52cnICAHh6eqrV5eTk3DPmhtq0aROefPJJyOVyaGlpYdCgQQCgdv7upaSkBCdOnIC3t7ek3sfHBwDw008/SepHjBgh/lkmk+Hxxx9v0LX4rw4dOuCZZ54RX9d23jQ0NODg4KB23oyMjDBs2DDJa09PTxw5cgQAcOTIEVRUVGDSpElqa7p69araOaprZ7U2KSkpcHNzg5GRETQ1NWFjYwNA/bw7OzvDzMxMfP3fn9sDBw5AX1+/1l144N9d4vT0dEyaNAlVVVXiz6eTkxNsbW3Vfj6J7sYEkYhazMiRI6GlpYV3330X586dw+TJk2vtV1BQgJiYGGhpaUnKoUOHxF/0Fy9exIgRI1BVVYV169YhPT0dv/zyC8zNzSXvewMApVIpea2trQ0Aav1qY25uLnn92GOPAYD4nrGCggLs2rVLLdZNmzapJSU1x/5XXfHdXd+YmBsiOTkZL7zwAlxcXLBt2zb8/PPPSE5ObtIcRUVFEARBbX1GRkbQ0dFRu+Vf23qbsi49PT3xvNSM09Dx7068ajz22GPidS0sLBTr/tsHgGRN+vr6DX4S/5dffsH48eNhZWWFTZs2ISMjQ3zvY2N/bq9duwZLS0vxfaX/VVhYiKqqKsybN0/t5/PixYvN+p8Nanv4FDMRtRgtLS3xPVPPPPNMnQmTiYkJnn32Wbz++utqbYaGhgCA1NRUlJSUYOfOneIv0srKSrVk5H79932Ely9fBgDx/WQmJiYYNWoUwsPD1Y7V0dGRvK7rF3lT6ejooLy8XFJXk9jcy5dffglnZ2fJQxc//PBDk+JQKpWQyWRq5+rGjRsoKyuDiYlJk8Z9kK5evapWd/nyZcl1Bf69/tbW1pI+d7cDjbuuycnJMDIywrZt28Qn2C9cuND4BQDo2LEj8vPzIQhCrTHUXJd33nlH8t7SGnfvWhP9FxNEImpRL7/8Mq5cuYJXXnmlzj6enp7IzMzEk08+WedH4Ny5cwcymQxaWlpi3bZt29Te6H+/kpOTMW/ePPH19u3boa+vj169eomxbt68GY8//nitt48fJBsbG/z111+Sum+++Ubyuq6dxzt37kh23wAgMTFRbY6G7O7J5XI4Oztj+/btknO1bds2ABBvXT9Mbty4ge+++068zXzjxg18++23mDVrFgDAxcUFWlpa+PLLLyUf6bNt2zaYm5uLt7PrUt9519LSkiR0tZ33hvD09ERUVBS2bdsm3s6/m4GBAQYOHIi//voLH374YZPmoPaLCSIRtSgXFxfs2rWr3j7vv/8+BgwYgJEjR+LVV1/FY489hkuXLuGHH37A4MGDMWXKFPEXe2BgIGbMmIGTJ09i+fLlarfl7ld2djYCAwPh6+uLY8eOITIyEvPmzYOxsTEAICgoCImJiRg6dCjefPNN2NnZ4erVqzhy5AisrKwkCVNz8/b2RkxMDAYMGIBu3bph8+bN+OeffyR9nJycoKGhgc8//xyamprQ1NRE//79MXz4cMyaNQvh4eEYOHAg9u3bhwMHDqjN8fjjj+O7777DN998A2NjY3Tu3BkdO3ZU6xcWFgYvLy/4+/vD398fWVlZeOeddzBx4kQxmX6YmJiY4KWXXsL7778PpVKJJUuWQBAEzJ07F8C/u2tz5szBsmXLoKurC1dXV+zbtw9btmzBqlWr7vnZnRYWFlAqlfjiiy/QuXNn6OjooHfv3hg+fDhiYmIwZ84cPP/888jIyMCmTZuatAZPT0+MGTMGL774IrKzs/HUU0/h+vXr2L59O7Zu3QoAWLZsGYYNGwYfHx/4+vrC2NgYubm5+OabbxAYGCj5XFKiu/E9iET00OnatStUKhU6duyI119/HSNHjsSCBQtw69Yt9O7dGwDQq1cvxMfH4+jRo+LnCG7fvh1GRkbNGsvixYshCAImTZqEpUuXYtasWVi8eLHY3rFjR/z8889wdnZGSEgIRowYgXnz5uH8+fN46qmnmjWW/1q0aBH8/Pzw/vvvw9/fH/b29njzzTclfUxNTbFmzRoxuR4wYAAAYMaMGXjrrbewatUqTJgwATk5OdiyZYvaHBEREbCxscHEiRMxYMAA7Nmzp9ZYxo8fjy+//BJ//PEHnnvuOSxZsgSvvvoqNm/e3PwLbwaWlpZYvXo1lixZgkmTJqG0tBT79++XvO1h2bJlePfdd/HZZ59h7Nix2LdvH9auXdugrxjs0KED4uLicO7cOTzzzDMYMGAA8vLyMGbMGERFReGrr77C+PHj8eOPP+Lrr79u8jp27NiBN954A+vWrcPo0aMRFBQkeT+km5sbfvrpJ5SUlCAwMBBjxozBBx98AH19fXTt2rXJ81LbJxMEQWjtIIiIHjbnz59H586d8eWXX6o9nUuPtunTp+PXX39FZmZma4dC9NDiDiIRERERSTBBJCIiIiIJ3mImIiIiIgnuIBIRERGRBBNEIiIiIpJggkhEREREEkwQiYiIiEiCCSIRERERSTBBJCIiIiIJJohEREREJMEEkYiIiIgkmCASERERkQQTRCIiIiKS+H98Wk6GYr7vSQAAAABJRU5ErkJggg==)

*permutation bar*

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

*shap summary*

![pred vs obs](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAhoAAAGtCAYAAABQnt12AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAQ6wAAEOsBUJTofAAAaUtJREFUeJzt3XlYU1f+P/D3JQHCHvZFcBfEHVEUrQsgKmq1WvdOR7vY+u1Ml7G17bTTVju2dX4dHafttHY6ajudWinuG2BFqBtuVVut4q5ABdkT2Ulyfn84ZIzsSwgJ79fz8Dzm3JObzwlC3px77r2SEEKAiIiIyAisTF0AERERWS4GDSIiIjIaBg0iIiIyGgYNIiIiMhoGDSIiIjIaBg0iIiIyGgYNIiIiMhoGDSIiIjIaBg0iIiIyGgYNIiIiMhoGDQvxzTffYMSIEXBycoKjoyPCw8Px9ddf1+i3cOFC9OvXzwQVti2lUolly5aZuow2dfbsWUiShJSUFH2bJEn461//2uh93Lx5E8uWLcPt27eNWldd9uzZA39/f1RWVrba61czxtgA4MaNG4iKioKTkxMkScLZs2db1O9BX375JSRJQl5eXr39XnrpJXTt2lX/+JtvvkFwcDC0Wm0jR9J6qmuu/nJxcUFoaGitv5NMobKyEkuXLoWPjw8cHBwQHR2NS5cuNfi8ZcuWGYyr+mvt2rUG/X7zm9+gV69ecHBwgKurK0aPHo19+/bV2N/FixcxadIkfb/HH3+8we+zOWLQsADPP/88Hn/8cfTp0wdxcXHYsmUL+vXrhwULFuD55583dXlkQqmpqXjsscca3f/mzZtYvnx5q38YN4YQAm+++Sb+8Ic/wMbGptX3b6yxvfXWW7h+/To2b96M1NRUBAYGtqhfa5k7dy4qKirw73//26ivU5+EhASkpqbim2++gbu7O377299i06ZN+u1btmzBmDFjMHr0aAwePBgHDx5sk7peeOEFfPHFF3j//fexdetWVFRUICoqCiqVqsHn2tnZITU11eBrxowZBn0qKyuxZMkS7NixA19//TXc3d0xadIkHDp0SN9HrVYjMjISubm52LhxIz799FMcOnQIkydPhk6na/Uxm5Qgs7Zjxw4BQLzzzjs1tr399tsCgNi5c6e+bcGCBaJv375tWKGh0tLSNnkdFxeXWt+T9qyl782ZM2cEAJGcnNzsfSQnJwsA4uTJky2qpTl1HThwQMhkMpGTk9Nqr30/Y4xNCCFCQ0PF448/3mr9HrRhwwYBQOTm5tbb78UXXxRdunQxaFu+fLkYNGhQk1+zpWqrubi4WLi6uorx48fr2/Ly8oROpxNCCLF+/XoxePBgo9eWkZEhZDKZ+Pzzz/Vt+fn5wsHBQfzlL3+p97nvvPOOcHBwaPJrajQaERAQIBYtWqRv++CDD4SdnZ3Izs7Wt508eVIAEFu3bm3ya7RnnNEwc2vWrIGrqyteeeWVGtuWLl0KV1dXrFmzpsa2+Ph49OvXDwqFAqGhoTh27JjB9p07d2LIkCFwdHSEUqnEkCFDsHfvXoM+X375JQYMGACFQoFOnTrhzTffNJimrZ4+TU1NRXR0NBwcHLB06VKMHTsWU6ZMqVHTJ598Ajs7O/1fFUII/PWvf0VgYCBsbW3RvXt3/O1vf6vxvB07dqB3795QKBQICwvDyZMnG3zf6jqEtHv3bkiSpJ9Gbcz78CBJkrBy5Uq8+uqr8PT0hJOTExYuXIi7d+/q+6SkpECSJOzZswczZ86Es7MzZs2aBQAoKirCc889B19fX9ja2iI0NLTWadcVK1bAx8cHjo6OmDFjBnJycmqt5cFDJ3v27MHIkSNhb28PV1dXjB07FmfOnEFKSgoiIiIAAEOHDtVPC1drzbpq89VXX2HMmDHw9PQ0aL916xZmzpwJFxcXODg4YMKECTh37lyD41yzZo2+/obGVpeDBw9ixIgRsLOzg4eHB5588kkUFBQAuDdDIkkSfvzxR3z99deQJMng0EW1hvp9/vnnCAoKgq2tLbp27YoVK1Y0+Bft7du3MXXqVNjb26NTp074f//v/9Xab9asWTh79ix++umnBsdqbA4ODujVqxfS09P1be7u7vrvQ3JyMsaOHWv0Ovbt2wedTqf/eQMANzc3jB8/vsGf7eaSyWRQKpUGhwTPnDmDgQMHwtvbW982ZMgQuLu7Y9euXUapw2RMnXSo+aqqqoStra2YMWNGnX1mzJghFAqFqKqqEkLcm9Fwc3MTXbt2FV9++aXYsWOHCA8PF87OzuLOnTtCCCGuXr0qrK2txW9/+1uxb98+kZCQIP7yl7+I//znP/r9rlq1SshkMvHKK6+Iffv2ib///e/C0dFRvPbaa/o+1X/VdO3aVbz//vviwIED4tixY2Lt2rXC2tpa5OfnG9Q6YsQIg7E8//zzws7OTqxYsUJ8//33Yvny5cLa2lp89tln+j5nzpwRMplMTJkyRezZs0d88sknomvXrkKhUNQ7o5GQkCAAiHPnzhm0z58/X/9XVWPeh9oAEH5+fgY1OTo6ijlz5uj7VP917efnJ1599VWxf/9+kZycLCoqKsSQIUNEQECAWLdunUhISBC/+c1vhFwuFz///LP++R9//LEAIF555RWRkJAgXn75ZeHv719j5gCA+PDDD/WPN23aJCRJEo888ojYtm2b2LNnj3jjjTfErl27hEqlEv/4xz8EALFhwwaRmpoqUlNThRCi1euqTadOncRbb71l0KZWq0XXrl1F9+7dxcaNG8XWrVtFaGioUCqVIj09vc5xCiHE3/72N1H9K66+sdXl1KlTwsbGRowfP17s2rVL/Otf/xIeHh4iLCxMaDQaUV5eLlJTU0WvXr3EpEmTRGpqqjh9+nSN/dTX76OPPhIAxPPPPy8SExPFO++8I2QymXj55Zf1z69tdmDIkCHCx8dHfPnll2L79u1i+PDholOnTjVmNIQQwtXVtcZ7Y2y11azVaoWfn5+IiYmp0X/p0qVi4sSJoqKiot79arVaUVVVVe+XRqOpdx9Lly4V3t7eNdrfeOONWtvv98477wgrKyvh4eEhZDKZCA4OFv/85z9r7avT6URVVZXIy8sTH374oVAoFOLo0aP67VOnThVjxoyp8Tw/Pz8xfPjweuswNwwaZiwrK0sAEC+99FKdfV566SUBQD89t2DBAgFAJCUl6fsUFRUJJycn8frrrwshhIiLixMAhFqtrnWfarVaODo6ij/+8Y8G7Z999pmws7MTeXl5Qoj//bJZuXKlQb+8vDxhbW1t8AN68+ZNIUmSiIuLE0Lc+5CXJMlgelMIIV577TXh4+MjtFqtEEKIOXPmiG7duhn8clm3bl2dh5OqVVVVCU9PT/HGG2/o20pKSoSjo6P+l3JD70NdANRakyRJ4uLFi0KI/wWNxYsXGzx3/fr1Qi6Xi19++cWgfdiwYWLWrFlCiHvTsH5+fjWm4R9//PF6g4ZOpxP+/v5iwoQJddZe1+GF1q7rQbdv3xYA9N//an//+9+FJEniwoUL+rbqae4lS5bUOs5q9weN+sZWl+nTp4vOnTuLyspKfVtiYmKNw5EDBw4UCxYsaHB/D/bTaDTCw8NDzJ0716DfH//4R2FjY1Pj56j6Qzs+Pr7On+HagsaYMWPEzJkzGzPkVlNdc3Z2tqiqqhJZWVnipZdeEra2tuLgwYP6flVVVeKJJ54Qv/3tbw3e57pU//6q76u29+B+Tz/9tAgKCqrR/uGHHwpra+t6n/v111+LDz/8UOzfv1/s3r1bzJ8/v9b/e0II8cUXX+hrcnR0FDt27DDY/vLLLws3NzeDQ6a3bt0SkiSJwMDAeuswNzx00gG5uLggMjLS4PG4ceNw/PhxAMCAAQMgk8kwf/587Nq1q8YCqaNHj6K4uBizZs2CRqPRf40bNw5lZWU4f/68Qf/JkycbPHZ3d0d0dLTBorDY2Fg4OjrqD6ns378fAPDoo4/WeI3s7GxkZGQAAI4fP46HH34YMplMv6+ZM2c2+B7I5XLMmjULsbGx+rbdu3ejpKQEc+fObdT7UJ/aahJC4MSJEwb9Hnxv9u3bh/79+yMwMNBg3NHR0fpDQpmZmbh9+zamT59u8NyGxn3p0iVkZmbiySefbPQ42qIuAMjKygKAGodNDh06hH79+iE4OFjf5ubmhujoaBw+fLjJ46iNVqs1GNP9rz1t2jRYW1vr28aPHw+lUlnnawshDPZV3xkfaWlpyMvLM5jCB4A5c+agsrKyxv+VasePH6/zZ7g2Hh4e+ve3MTU39qsxCxZ9fHxgbW0NX19frFmzBmvWrMGoUaP021euXIn//Oc/uHXrFqKjozFt2rR697ds2TKcPHmy3i9jHnb4zW9+g1deeQVRUVGYPHkyvvnmG8ycORMrVqxAVVWVQd9HHnkEJ0+eRHx8PGbPno3Zs2cjPj5ev33RokVQq9V49tlncfv2bVy9ehULFy6ElZVVow7rmRMGDTPm4eEBW1tbg2OeD0pPT4dCoYC7u7u+7cFf5gDg7e2t/2UUGBiI3bt3Q6VSYfr06fD09MTUqVP1r1N9+tXgwYNhbW2t/+rVqxcA6EPA/ft+0Lx585CSkoLs7GwAwLfffovp06dDoVDoX0MIAQ8PD4PXiI6ONniNrKwseHl5Gezb2dlZv5/6zJs3D9euXdP/Qv/2228xatQo+Pv7N+p9qE9dNT34C//B9yYvLw9nzpwxGLO1tTVWrFhhMObaXqO29/l++fn5AAA/P78G63+QMesCgPLycgCAra2tQXthYWGtz/f29tavlWipHj16GIzp5s2bzX7tH374wWBfUVFRdb5uYWGhfn8P7h9Ana+RlZVV589wbWxtbVFWVlZnHQ/W3Nivd999t859Vtu/fz9OnDiBLVu2oG/fvnjxxRfx888/67f/6U9/QmVlJVJSUpCSkoIdO3bUu7/OnTtj0KBB9X716dOn3n24urrW+kdDYWEh3NzcGhzTg2bPng2VSoWrV68atHt4eGDIkCGYOHEi1q1bh5iYGCxdulS/PSgoCOvWrcOuXbvQqVMn9OrVC66urpg0aRJ8fX2bXEd7Jjd1AdR8crkcI0aMQEpKCkpKSuDg4GCwvaSkBCkpKRgxYgTk8v99q3Nzc2vs686dOwb/uSdOnIiJEydCrVYjISEBf/jDH/DEE08gKSlJ/8O4detWBAQE1NhXt27dDB7Xls6nTZsGW1tbfPfdd5gwYQLOnj2LDz74QL/dzc0NkiTh8OHDtZ7qGBQUBADw9fWtsdhQrVbrP7jqM3LkSAQEBGDTpk0ICgpCfHx8jYWz9b0P9amrpgd/gTz43ri5uWHAgAFYt25dnfuu3seDr3Hnzp16a6oOm805vdOYdVXvH7i34PTB9tqub3Dnzh2DDwVbW9sa196o/iBvyK5du1BRUaF/XB3E3Nzcal3I+uBr3y80NNRgMbKTk1Odr1u9j7rer7pew9fXt86f4doUFRUZ/KHRUM2N1ZjAOnDgQHh4eGDo0KEYOnQoevfujddee83gL/umePLJJ/HVV1/V26dLly76sFib3r17486dOygsLISrq6u+PS0tDb17925WXY0RGhpaY9y//e1vMXfuXFy+fBmurq7o1KkT+vbti6lTpxqtDpMw7ZEbaqnq01uXL19eY9vy5ctrPb0VDazRqM2SJUuEr6+vEEKIwsJCYW9vLz766KN6a2votLxZs2aJ4cOHi3feeUd4enrqF6wKIcSlS5eEJEkGtddm9uzZzVqjUW3p0qWiU6dOYt26dUIulzd4CuH970NdUM8ajeq1BnWtF/jnP/8pHB0dxa+//lrn/jUajfD19W32Go2JEyfWue8jR44IAOLQoUNGretBZWVlwsbGRnz66acG7dVrNNLS0vRtBQUFwtHR0WCNRo8ePcRvfvMbg+eGh4cbrNGoa2x1qV6jcf//y3379rXqGg1PT08xb948g35vvPFGvWs09u7d26Q1Gn369BG///3vGzPkVlPXz/6bb74pANS6aLYxbty4IU6ePFnv1/2Lk2tTfXrrF198oW+r/j/V0OmttZkxY4ZQKpUNrjGZMGGCCA4OrrdPUlKSkMvlBv/fLQGDhgX4/e9/LyRJEk8//bRITEwUiYmJ4plnnhGSJNX4BXP/WSdfffWV/qwTR0dH/YLRtWvXigULFohvv/1WpKSkiA0bNggvLy+DX+R//etfhUKhEK+++qrYu3evSExMFJ999pmYOHGiKCkpEUI0HDS2bt0qAAhfX1/x3HPP1TouFxcX/Vkne/fuFWvWrBHTpk3T9zl9+rT+rJO9e/c2+qyT+5+P/579MWnSJINtjXkfalO9v+qa/vGPfwhHR0f9okkh6g4a5eXlIjQ0VPTq1Ut8/vnnIjk5WWzbtk28/fbbBkHw73//u/7sjsTExCafdTJjxgyxfft2ER8fL95++22xa9cuIYQQubm5QiaTiSeeeEKkpqbq62vtumoTHh4unnrqKYO26rNOevToIb799luxbds2MWTIkBpnnbz22mvC1tZW/P3vf9efEdO5c2eDoFHX2OpSfdbJhAkTxO7du8W6deuEp6en/qyTas0NGkL876yTF198USQmJorly5c3eNaJTqcTgwcPFj4+Pvqf4brOOikuLhZWVlYiNja2wfpaU10/+/n5+cLZ2dngDCxTePbZZ4VSqRTr168XiYmJYsyYMaJTp06iqKhI3+err74SMplMpKSk6NsGDx4s/v73v4vExESxfft2MWvWLAFArFmzRt9n9+7dYvbs2eLf//63SE5OFlu2bBGPPvqoACC+/fZbfb/i4mLxyiuviJ07d4p9+/aJd999V3+WnaVh0LAQ//nPf0R4eLhwcHAQDg4OYvjw4eLf//53jX7VF+zavXu3CA4OFjY2NiIkJEQcOXJE3+fo0aNi8uTJwtfXV9jY2IjOnTuLF198scbZF99++60YOnSosLOzE87OziIkJES89dZb+r8AGwoa5eXlwsXFpc6/MnU6nfj4449Fv379hI2NjXBzcxPh4eFi9erVBv22bt0qAgMDha2trQgNDRXHjh1r0gW7goKCBADx9ddfG7Q39n14EADxwQcfiCVLlgg3Nzfh6OgoHn/8caFSqfR96jsDQqVSiT/84Q+ic+fOwtraWvj6+opJkyaJ3bt3G7w3y5cvF15eXsLe3l5MnTpVf8pufUFDCCF27twphg0bJhQKhVAqlSIyMlKcOXNGv33t2rWie/fuQi6XG3xQt2ZdtVm1apXw9/fXX8Cp2s2bN8WMGTOEk5OTsLe3F9HR0TX+ai0uLhZPPPGEcHNzEx4eHuLNN98Uq1atMqi/vrHVJSUlRYSHhwtbW1vh5uYmFi5cWOO07JYEDSHuna3Vq1cvYW1tLTp37iz+/Oc/68+qEqL2n6OMjAwxefJkoVAohK+vr3j//fdrvWDXli1bhIODQ5PPnGqp+n7233zzTSGTycTVq1fbtKb7lZeXi5dffll4eXkJOzs7MW7cOP0ZYdWqx3D//9vZs2fr/5Cxs7MTYWFhNU53v3jxopg2bZrw8/MTNjY2ws/PT0ycONEgsAhx7wJ9EyZMEO7u7sLW1lYMHDhQbNiwwVhDNilJCCFa/4AMUcclSRI+/PDDWi+iRnXLzc1FQEAA9u3bh9GjR5u6HIswa9YsODk5Yf369aYuhTowLgYlonbB09MT//d//4c1a9YwaLSCGzduYM+ePTWuokrU1nh6KxG1G2+88QYGDRpklLu3djS//vor/vnPf6JHjx6mLoU6OB46ISIiIqPhjAYREREZDYMGERERGQ2DBhERERkNgwYREREZDU9vrUd5eTnOnTsHT09Pg3uFEBERdWQajQa5ubno379/gzex5KdnPc6dO4ewsDBTl0FERNQunThxAkOHDq23D4NGPapvxXzixAmLu20vERFRc2VlZSEsLEz/OVkfBo16VB8u8fX1hb+/v4mrISIial8as6yAi0GJiIjIaBg0iIiIyGgYNIiIiMhoGDSIiIjIaBg0iIiIyGgYNIiIiMhoGDSIiIjIaBg0iIiIyGgYNIiIiMhoGDSIiIjIaBg0iIiIyGgYNIiIiMhoGDSIiIgslFqtRkVFhUlrYNAgIiKyQNevX8eWLVtw9OhRk9bB28QTERFZEI1Gg2PHjuHChQtwd3fH4MGDTVoPgwYREZGFUKlU2L9/P/Lz89G3b18MGzYMcrlpP+oZNIiIiCyERqNBaWkpxo0bh+7du5u6HABco0FERGTWqqqqcO3aNQCAu7s75s2b125CBsAZDSIiIrNVUFCApKQkFBYWws3NDa6uriY/VPKg9lUNERERNUgIgUuXLuHIkSOQy+WYMGECXF1dTV1WrRg0iIiIzIgQAikpKbhy5Qq8vb0RFRUFR0dHU5dVJwYNIiIiMyJJEpycnDBo0CAMGTIEVlbte7klgwYREVE7J4TAhQsX4OnpCS8vLwwZMsTUJTUagwYREVE7VlFRgYMHD+LGjRsIDAyEl5eXqUtqEgYNIiKidionJwdJSUkoLi5GaGgoQkJCTF1SkzFoEBERtUMZGRlITEyEQqHA5MmT4efnZ+qSmoVBg4iIqB3y8fFBUFAQhgwZAjs7O1OX02zte6kqERFRB5KdnY19+/ZBq9XC2toao0aNMuuQAXBGg4iIyOSEEDh79ixOnToFBwcHFBcXw8XFxdRltQoGDSIiIhMqKytDcnIyMjMz0aVLF4wZMwYKhcLUZbUaBg0iIiITEUJg7969KCwsRHh4OPr16wdJkkxdVqti0CAiImpjOp0OkiRBkiSEh4dDLpeb3fUxGouLQYmIiNpQSUkJ9uzZg/PnzwMA/Pz8LDZkAJzRICIiajMZGRlITk5GVVUVevbsaepy2kS7mdG4evUqFi9ejEGDBkEul6Nfv34G29VqNZYtW4awsDAolUp4e3vj4Ycfxrlz52rsS6VS4amnnoKbmxucnJwwc+ZMZGVltdVQiIiIDOh0Opw4cQLx8fGwtbXFI488guDgYFOX1SbaTdD45ZdfsGfPHvTs2RN9+vSpsT09PR2ff/45xo8fj++++w5ffPEFVCoVhg8fjosXLxr0nTNnDvbt24e1a9fim2++waVLlxATEwONRtNWwyEiItJLT0/H2bNn0bNnT8yYMQPu7u6mLqnNSEIIYeoigHtpr/pWtwsXLsSpU6f0x6+Ae8e0JEmCvb29vq24uBhdunTB/Pnz8fHHHwMAUlNTMWLECCQmJmL8+PEAgEuXLiE4OBibNm3C7NmzG11TZmYmAgICkJGRAX9//9YYJhERdSBlZWWws7ODEAJZWVnw9fW1iLNKmvL52G5mNKpDRl0cHBwMQgYAODo6omfPnrh9+7a+LT4+HkqlEtHR0fq2oKAgDBo0CHv37m3doomIiGqh1WqRmpqK2NhY3L17F5Ikwc/PzyJCRlOZ9WLQoqIinD9/3iBUpKWlISgoqMY3Mzg4GGlpaW1dIhERdTBqtRpJSUnIzc1F7969zf4S4i1l1kHj1VdfhSRJWLx4sb6tsLAQSqWyRl9XV1cUFBTUuz+1Wg21Wq1/zAWkRETUFNevX8fBgwchhEBkZGSHObOkPmYbNDZs2IAvvvgCX375Zautn1i9ejWWL1/eKvsiIqKORQiBCxcuwMnJCVFRUbX+0dsRmWXQiI+PxzPPPIO33noLCxYsMNjm6uqKjIyMGs8pLCyEm5tbvftdsmQJnn76af3jrKwshIWFtU7RRERkkYqKiqBQKKBQKDBu3DjI5XLI5Wb58WoUZvdOHDt2DDNnzsSCBQvw7rvv1tjeu3dv7N+/H0IIg3UaaWlp6N+/f737dnZ2hrOzc6vXTERElunKlSs4dOgQunbtisjISIu6GVpraTdnnTTGhQsXMHnyZERGRmLt2rW19omJiUFhYSGSkpL0bZcvX8aZM2cwadKktiqViIgsmEajwQ8//IDk5GS4urpiyJAhpi6p3Wo3MxqlpaX6009v3boFtVqNzZs3AwDGjBkDIQQmTJgAOzs7/OEPf8CpU6f0z3V2dtZf5Cs8PBwTJkzAk08+iVWrVkGhUODNN9/EgAEDMGPGjLYfGBERWZSioiJ8//33KCwsRP/+/REWFgaZTGbqstqtdhM0cnJyMGvWLIO26sfJyckA7l0gBACioqIM+o0ZMwYpKSn6x7GxsViyZAmeeeYZaDQajB8/Hh9//DGPmRERUYsJIVBZWYkJEyagS5cupi6n3Ws3VwZtj3hlUCIiAoDKykrcvHkTgYGBAO5dkKsjz2I05fORf+ITERHVIy8vD0lJSVCpVPDw8ICbm1uHDhlNxaBBRERUCyEELl68iNTUVFhbWyMmJqbByyRQTQwaREREDxBC4MCBA7h27Rr8/PwQGRlZ435b1DgMGkRERA+QJAmurq4IDQ1FSEhIgzf+pLoxaBAREeHeLMa5c+fg5eUFHx8fDB482NQlWQQGDSIi6vDKy8uRkpKC9PR0BAUFwcfHx9QlWQwGDSIi6tCys7ORlJSE0tJShIWFYeDAgaYuyaIwaBARUYeVnp6OxMRE2Nvb4+GHH+ZMhhEwaBARUYfl5+eHvn37YvDgwbwhmpFwGS0REXUot2/fRkJCAjQaDeRyOUaMGMGQYUSc0SAiog5Bp9PhzJkzOH36NBwdHVFSUgIXFxdTl2XxGDSIiMjilZaW4sCBA7h9+za6deuG0aNHw9bW1tRldQgMGkREZNGEEIiPj0dRUREeeughBAcHQ5IkU5fVYTBoEBGRRdLpdJAkCZIkYeTIkZDL5fDw8DB1WR0OF4MSEZHFKS4uxq5du/Dzzz8DAHx8fBgyTIQzGkREZFFu3bqFlJQUaDQa9O7d29TldHgMGkREZBG0Wi1OnDiBc+fOwdXVFVFRUbytezvAoEFERBYhMzMT586dQ1BQkH5NBpkevwtERGTWSkpK4ODggC5dumDatGnw9vY2dUl0Hy4GJSIis6TRaHD48GF89913UKvVAMCQ0Q5xRoOIiMyOSqXC/v37kZ+fjz59+sDe3t7UJVEdGDSIiMisXL16FYcOHQIAjBs3Dt27dzdxRVQfBg0iIjIbQghcvnwZSqUSUVFRcHZ2NnVJ1AAGDSIiavcKCwuhUChgZ2eHqKgoyOVyyGQyU5dFjcDFoERE1G4JIXDp0iVs3boVR48eBQDY2toyZJgRzmgQEVG7VFlZicOHD+Pq1avw9vbGsGHDTF0SNQODBhERtTsFBQX4/vvvoVKpMGjQIAwZMgRWVpyEN0cMGkRE1O5YWVlBp9MhJiYGAQEBpi6HWoDxkIiI2oXKykqkpaUBAJRKJebMmcOQYQE4o0FERCaXk5ODpKQkFBcXw8vLC25ubjxUYiEYNIiIyGSEEDh//jyOHz8OhUKByZMn846rFoZBg4iITEIIge+//x43b96Ev78/IiIiYGdnZ+qyqJUxaBARkUlIkgRvb294eXlh4MCBkCTJ1CWRETBoEBFRmxFC4KeffoK3tzd8fX0xcOBAU5dERtZuVtpcvXoVixcvxqBBgyCXy9GvX79a+61btw6BgYFQKBQYOHAgdu/eXaOPSqXCU089BTc3Nzg5OWHmzJnIysoy9hCIiKgeZWVlSEhIwIkTJ3DlyhVTl0NtpN0EjV9++QV79uxBz5490adPn1r7bNq0CYsWLcKcOXMQHx+P8PBwTJ8+HceOHTPoN2fOHOzbtw9r167FN998g0uXLiEmJgYajaYthkJERA+4ffs2tmzZgszMTAwfPhyjRo0ydUnURiQhhDB1EQCg0+n0pzItXLgQp06dwvnz5w36BAUFITQ0FBs3btS3jRgxAkqlEnv37gUApKamYsSIEUhMTMT48eMBAJcuXUJwcDA2bdqE2bNnN7qmzMxMBAQEICMjA/7+/i0dIhFRh5Seno7ExEQ4OjoiKioKXl5epi6JWqgpn4/tZkajofOlr1+/jsuXL9cICnPnzkVSUhIqKioAAPHx8VAqlYiOjtb3CQoKwqBBg/RhhIiI2o6fnx/69++PGTNmMGR0QO0maDSk+mpxvXv3NmgPDg5GZWUlbty4oe8XFBRUY/VycHCwfh9ERGRcmZmZ2LNnDzQaDeRyOYYPHw5bW1tTl0UmYDZnnRQWFgK4d1na+7m6ugK4dwOe6n4P9qnuV92nLmq1Gmq1Wv+YC0iJiJpGp9Ph1KlTOHv2LFxcXFBaWgpnZ2dTl0UmZDZBoy2sXr0ay5cvN3UZRERmqbi4GAcOHEB2djZ69uyJhx56CDY2NqYui0zMbA6dVM9cqFQqg/bqmY7qS9a6urrW6FPdr6HL2i5ZsgQZGRn6rxMnTrRG6UREFk8IgcTEROTm5mL06NGIiIhgyCAAZjSjUb02o3oNRrW0tDTY2Nige/fu+n779++HEMJgnUZaWhr69+9f72s4Oztzio+IqAm0Wi0kSYKVlRVGjRoFuVzOe5WQAbOZ0ejevTsCAwMRFxdn0B4bG4uoqCh9co6JiUFhYSGSkpL0fS5fvowzZ85g0qRJbVozEZElU6vV2LlzJ86ePQsA+ruuEt2v3cxolJaW6k8/vXXrFtRqNTZv3gwAGDNmDDw9PbFs2TI89thj6NGjByIiIhAbG4vjx4/j4MGD+v2Eh4djwoQJePLJJ7Fq1SooFAq8+eabGDBgAGbMmGGSsRERWZobN27ghx9+gE6nq/NKzkRAOwoaOTk5mDVrlkFb9ePk5GSMHTsW8+bNQ2lpKVauXImVK1ciKCgI27ZtQ3h4uMHzYmNjsWTJEjzzzDPQaDQYP348Pv74Y8jl7Wa4RERmSaPR4Pjx4/jll1/g7u6OqKioWs/0I6rWbq4M2h7xyqBERIbS09ORkJCAPn36YPjw4fwDroNqyucj/4cQEVGD7t69CycnJ3Tu3BnTp0+Hp6enqUsiM2E2i0GJiKjtaTQaHDx4EHFxcfpLBzBkUFNwRoOIiGpVWFiI/fv3o7CwEP3794ejo6OpSyIzxKBBREQ1XLp0CUeOHIFMJsP48ePRtWtXU5dEZopBg4iIDAghcOPGDf1ZJZzJoJZg0CAiIgBAfn4+7OzsYG9vj8jISMjlclhZcSkftQz/BxERdXBCCFy4cAHbt2/H0aNHAQA2NjYMGdQqOKNBRNSBVVZW4uDBg7h+/Tp8fX1rXACRqKUYNIiIOqj8/Hx8//33UKvVGDx4MAYPHsxZDGp1DBpERB2UtbU1JEnC5MmT0alTJ1OXQxaK0ZWIqAMpLy/HL7/8AgBwdnbGrFmzGDLIqDijQUTUQdy5cwdJSUkoKSmBr68v3NzceKiEjI5Bg4jIwgkh8NNPP+HkyZOwt7fHlClT4ObmZuqyqINg0CAismBCCOzbtw+3bt1C586dMXbsWCgUClOXRR0IgwYRkQWTJAl+fn7w9fVF//79IUmSqUuiDoZBg4jIwuh0Opw9exbe3t7o1KkT+vfvb+qSqAPjKiAiIgtSWlqK+Ph4nDp1CtevXzd1OUSc0SAishSZmZlITk5GRUUFRo4ciT59+pi6JCIGDSIiS5Ceno6EhAQ4OzsjJiYGHh4epi6JCACDBhGRWRNCQJIkdOrUCSEhIRg4cCBsbGxMXRaRHtdoEBGZqfT0dOzatQtVVVWQyWQYOnQoQwa1O5zRICIyM1qtFidPnsTPP/8MpVKJsrIyWFtbm7osoloxaBARmZG7d+8iKSkJOTk5CAwMxMiRIxkyqF1j0CAiMhPVV/lUqVQYO3YsAgMDTV0SUYMYNIiI2jmtVgtJkmBlZYXRo0fD2toaSqXS1GURNQoXgxIRtWMqlQo7duzA6dOnAQCenp4MGWRWOKNBRNROXb16FYcOHQIAuLq6mrgaouZh0CAiamc0Gg2OHj2KtLQ0eHh4YNy4cXB2djZ1WUTNwqBBRNTOZGVlIS0tDf369cOwYcMgk8lMXRKZqTxVKc5cyUZRcQWUjrYI6eUDDxf7Nq2BQYOIqJ1Qq9VwdnZGQEAAZs6cCTc3N1OXRGbs9OUsxKVcRIG6DAKABODA6ZuYNTYYgwN926wOLgYlIjKxqqoqpKSkIC4uDkVFRQDAkEEtkqcqvRcy7pbBy9UB/p7O8HJ1QMHdMsSlXES+qrTNamHQICIyofz8fGzbtg2XL19Gv379uBaDWsWZK9koUJfBS+kAa/m9Q2/Wchm8lA4oUJfh9JXsNquFh06IiExACIG0tDQcPXoU1tbWmDhxIjp37mzqsshCFBVXQAD6kFHNWi6DEPe2txUGDSIiE8nIyICXlxciIyPh4OBg6nLIgigdbSEBqNJoDcJGlUYLSbq3va2Y3aGTnTt3YtiwYXBycoKvry9mz56N69ev1+i3bt06BAYGQqFQYODAgdi9e7cJqiUiMpSXl4eSkhJIkoSIiAhMnjyZIYNaXUgvH7g52yGnqARVGi2AeyEjp6gEbs52GNzLp81qMaugkZKSgunTp6NPnz7Ytm0b1qxZg59++gnjx49HWVmZvt+mTZuwaNEizJkzB/Hx8QgPD8f06dNx7NgxE1ZPRB2ZEALnz5/H9u3bkZqaCgCwtraGlZVZ/RomM+HhYo9ZY4Ph5mSHnMISZOaokVNYAjcnO8waGwz3NjzFVRJCiDZ7tRZavHgx9u3bh2vXrkGSJABAcnIyIiMjcfDgQYwaNQoAEBQUhNDQUGzcuFH/3BEjRkCpVGLv3r2Nfr3MzEwEBAQgIyMD/v7+rTsYIuowKioq8MMPP+DmzZvo1KkTIiIiYG/fttcyoI4pX1WK0/ddR2NwL59WCRlN+Xw0qzUaVVVVcHJy0ocMAHBxcQFw768FALh+/TouX76Mv/zlLwbPnTt3LpYuXYqKigrY2rbdsSki6tjy8vKwb98+lJSUYOjQoRg0aJDB7zAiY3J3sUf0kO4mrcGs5uwWLlyICxcu4NNPP4VKpcL169fxxhtvICQkBCNHjgQApKWlAQB69+5t8Nzg4GBUVlbixo0bbV43EXVctra2sLa2xpQpUxASEsKQQR2OWc1ojBo1Ctu2bcP8+fPxu9/9DgAwaNAgJCQk6C/RW1hYCAA17m5YfUOigoKCOvevVquhVqv1j7OyslqzfCLqIMrLy3H58mX0798fTk5OmDlzJgMGdVhmNaNx9OhRPP7441i0aBEOHDiAuLg46HQ6TJ482WAxaHOtXr0aAQEB+q+wsLBWqJqIOpKsrCxs3rwZx48f1//hw5BBHVmTZjS6devWpB+Y2k47bYkXXngBkZGRWLVqlb5t+PDh6Ny5M77++ms888wz+pkLlUoFH5//nb5T/QNf32V9lyxZgqefflr/OCsri2GDiBpFp9Ph7Nmz+PHHH+Hg4IBp06bxMuJEaGLQmDZtmkHQ2Lx5M9RqNcaNGwdvb2/cuXMH+/fvh4uLC2bOnNnqxV64cAHTpk0zaPP394eHhweuXbsG4H9rM9LS0hAUFKTvl5aWBhsbG3TvXveiGGdnZ17+l4iaTAiBxMREZGRkoGvXrhgzZgwXnRP9V5OCxpo1a/T//vDDDxEQEICEhASDD2eVSoWYmBh4e3u3WpHVunTpgtOnTxu03bp1C3l5eejatSsAoHv37ggMDERcXJxBKImNjUVUVBRsbGxavS4i6tgkSULnzp0REBCAvn378lAJ0X2avRj0o48+wqefflpjBsDFxQWvv/46nnvuObz22mstLvB+ixcvxksvvYQXX3wRDz/8MPLz87FixQp4eXlh9uzZ+n7Lli3DY489hh49eiAiIgKxsbE4fvw4Dh482Kr1EFHHpdPp8OOPP8LHx0cfMIiopmYHjYKCAqhUqlq3qVQq/ZqI1vTCCy/A1tYWn332GdatWwcnJyeEh4cjLi4O7u7u+n7z5s1DaWkpVq5ciZUrVyIoKAjbtm1DeHh4q9dERB1PcXExDhw4gOzsbPTt2xcBAQGmLomo3Wr2lUGnTp2KH3/8ERs3bsSYMWP07SkpKXjssccQGhqKnTt3tlqhpsArgxLRg9LT05GcnAyNRoORI0ciKCiIh0qow2mTK4N+/vnnmDp1KiIjI+Hi4gJPT0/k5uZCpVIhJCQEa9eube6uiYjapfT0dCQkJECpVGLcuHE8q4SoEZodNHx9fXHy5EkkJCTgxIkTyMrKgq+vL8LCwjBx4sTWrJGIyKSEEJAkCf7+/hgyZAj69+8Pa2trU5dFZBZafGXQiRMnMlgQkcW6efMmzp49i0mTJsHGxgaDBw82dUlEZqXFVwZNSEjAn//8ZzzzzDNIT08HABw8eBC3b99ucXFERKai1Wpx9OhR7Nu3DxqNBhUVFaYuicgsNXtGIzc3F4888giOHTumXxCyePFidO7cGevXr4eDgwP+8Y9/tGatRERtQqVSISkpCXl5eQgODkZ4eDjkcrO6NRRRu9HsGY2XXnoJubm5OH/+PK5evYr7T14ZN24ckpKSWqVAIqK2JITA/v37oVKpEBkZiVGjRjFkELVAs3969uzZgy+++ALBwcHQarUG2wICApCZmdni4oiI2opGo4GVlRWsrKwwduxYyOVyuLi4mLosIrPX7BkNjUYDBweHWrcVFhbyUt9EZDaKioqwfft2nDp1CgDg7u7OkEHUSpodNIYNG4b169fXum3Tpk0YOXJks4siImorly9fxtatW1FcXAwvLy9Tl0NkcZp96GTFihWIiIjA6NGjMXPmTEiShO3bt+ODDz7Anj17cPjw4dask4ioVVVVVeHIkSO4fPkyvLy8EBUVBScnJ1OXRWRxmj2jER4ejuTkZEiShJdffhlCCLz33nvIyspCUlISzzUnonbtzp07uHz5MgYMGICpU6cyZBAZSYuWUoeHh+OHH35AWVkZCgsLoVQqYW9v31q1ERG1KiEEVCoVlEol/P39MXv2bCiVSlOXRWTRmj2j8eSTT+LGjRsAADs7O/j5+elDxq1bt/Dkk0+2ToVERK2gsrISBw4cwJYtW1BUVAQADBlEbaDZQePLL79Ebm5urdvy8vLw1VdfNbsoIqLWlJeXh61bt+LatWsYOHAgnJ2dTV0SUYfRokMndd0a+cqVK3B3d2/JromIWkwIgV9++QXHjh2Dra0tJk2a1OAtrYmodTUpaHz22Wf47LPPANwLGfPnz4ednZ1Bn/Lycty8eROzZs1qvSqJiJopOzsbvr6+iIiI4BoyIhNoUtDw8/NDaGgoAOD8+fMICgqCp6enQR8bGxsEBwfjqaeear0qiYia4M6dO3BwcICjoyPGjh2rv+InEbW9JgWNadOmYdq0afrHb731Frp3797qRRERNYcQAj///DNOnDiBrl27Ijo6mvcpITKxZv8EbtiwoTXrICJqkfLyciQnJyMjIwMBAQEYNWqUqUsiIrQgaDz55JMoKSlBbGxsjW1z586Fs7Mz/vnPf7aoOCKixsjNzcW+fftQWlqKYcOGYcCAAXUuVieittXsg5bff/89ZsyYUeu2Rx99FImJic0uioioKezs7GBnZ4epU6di4MCBDBlE7Uizg0Zubm6NhaDV3N3dcefOnWYXRUTUkNLSUpw9exZCCDg6OmL69Onw9vY2dVlE9IBmB41OnTrh+PHjtW47fvw4fH19m10UEVF9fv31V2zZsgWnTp1CYWEhgLqv60NEptXsoDFv3jy89957+O677wza4+Li8P7772P+/PktLo6I6H46nQ6nTp3Cnj17YG1tjWnTpsHNzc3UZRFRPZq9GPTtt9/G2bNnMXfuXDz11FPw9fVFVlYWSktLERMTg3feeac16ySiDk4IgYSEBGRmZqJHjx4YNWoUbGxsTF0WETWg2UHDxsYGu3fvxvfff48DBw4gPz8f7u7uGDduHKKiolqzRiIiSJKE7t27o1u3bujduzcPlRCZiRZfySY6OhrR0dGtUQsRkQGdToeTJ0/Cx8cHXbp0Qe/evU1dEhE1UZOCRkFBAZRKJaysrFBQUNBgfx47JaLmunv3LpKSkpCTkwOtVosuXbqYuiQiaoYmBQ1PT0+kpqYiLCwMHh4eDU5darXaFhVHRB3TzZs38cMPP0Cr1WLs2LEIDAw0dUlE1ExNChrr169Hjx499P/mMVIiam23bt3Cvn374OrqinHjxsHV1dXUJRFRCzQpaCxYsED/74ULF7Z2LUTUgQkhIEkSAgICEBYWhn79+vGGaEQWgPdNJiKTu3btGrZu3YrKykpYWVlh0KBBDBlEFqJJP8ndunVr0uGS69evN7kgIuo4NBoNUlNTcfHiRbi7u6OyspLXxiCyME0KGtOmTTMIGps3b4Zarca4cePg7e2NO3fuYP/+/XBxccHMmTNbvVgishxFRUXYv38/CgoK0LdvXwwfPhwymczUZRFRK2tS0FizZo3+3x9++CECAgKQkJAAZ2dnfbtKpUJMTAxvbkREdRJC4MCBAyguLkZ0dDS6detm6pKIyEiavUbjo48+wh//+EeDkAEALi4ueP311/Hxxx+3uLi6fPXVVwgJCYFCoYCHhwdiYmJQVlam375r1y4MHDgQCoUCgYGB2LBhg9FqIaLGq6qqglarhSRJGDt2LB599FGGDCIL1+ygUVBQAJVKVes2lUqlv6Nia3vvvffw/PPPY86cOUhMTMTnn3+Obt266a/ZcfjwYUyfPh3h4eGIj4/HnDlz8NRTT2Hz5s1GqYeIGqegoADbtm3DyZMnAdy7oJ+Tk5OJqyIiY5OEEKI5T5w6dSp+/PFHbNy4EWPGjNG3p6Sk4LHHHkNoaCh27tzZaoUCwKVLl9CvXz/s3LkTMTExtfaZMGECiouLceTIEX3b/PnzcfbsWVy4cKFJr5eZmYmAgABkZGTA39+/RbUTdVRCCFy6dAlHjhyBXC5HREQEOnfubOqyiKgFmvL52OwZjc8//xx+fn6IjIyEm5sbgoKC4ObmhqioKPj6+mLt2rXN3XWdNmzYgG7dutUZMioqKpCcnIxZs2YZtM+dOxcXL17EzZs3W70mIqpbZWUlDhw4gIMHD8LT0xOPPvooQwZRB9PsE9V9fX1x8uRJJCQk4MSJE8jKyoKvry/CwsIwceLE1qxR79ixY+jfvz9WrFiBjz76CEVFRRg6dChWr16NYcOG4dq1a6iqqqpx46Xg4GAAQFpaGrp27WqU2oioptzcXFy/fh0hISEIDQ2FlRUv3UPU0bT4ijgTJ040WrB4UHZ2Nn788UecO3cOn376Kezt7fH+++9j/PjxuHLlin5diFKpNHhe9SWMG7oRnFqthlqt1j/Oyspq3QEQdQBCCBQUFMDd3R2dOnXCnDlzaiwaJ6KOo8VBIyEhASdPnkRGRgb+9Kc/oXPnzjh48CB69uwJPz+/1qhRT6fTobi4GJs3b8aAAQMAAMOHD0fXrl3xySefYMKECS3a/+rVq7F8+fLWKJWoQ6qoqMAPP/yA9PR0PProo3B1dWXIIOrgmj2PmZubi5EjR2Ly5MlYt24d1q1bh7y8PAD3brj23nvvtVqR1VxdXeHu7q4PGcC9leshISH45Zdf9DMXD54NUz3T0dBt65csWYKMjAz914kTJ1p5BESWKycnB1u3bsWtW7cwePBguLi4mLokImoHmh00XnrpJeTm5uL8+fO4evUq7j95Zdy4cUhKSmqVAu/Xt2/fOreVl5ejR48esLa2RlpamsG26scPrt14kLOzM/z9/fVfvr6+LS+ayMIJIfDzzz9jx44d0Ol0mDJlCgYPHsz1GEQEoAVBY8+ePXjvvfcQHBxc4/4nAQEByMzMbHFxD5oyZQry8/Nx9uxZfVt+fj5Onz6N0NBQ2NraIiIiosY1M2JjYxEcHMyFoERGkpeXB39/fzz66KMM6ERkoNlrNDQaDRwcHGrdVlhYaJQbIz3yyCMYOnQoZs6ciffeew92dnb44IMPYGtri+eeew4A8NZbb2Hs2LF47rnnMHv2bCQnJ2Pjxo2IjY1t9XqIOrLs7Gw4ODjAyckJo0ePhkwma9JNF4moY2j2jMawYcOwfv36Wrdt2rQJI0eObHZRdbGyssLevXsRHh6OZ599FnPnzoWzszMOHjwIHx8fAMBDDz2ErVu34vDhw5gwYQI2btyIf/3rXzWurUFEzSOEwJkzZ7Br1y4cO3YMACCXyxkyiKhWzZ7RWLFiBSIiIjB69GjMnDkTkiRh+/bt+OCDD7Bnzx4cPny4NevU8/DwwNdff11vn6lTp2Lq1KlGeX2ijqy0tBTJycn49ddf0bVrV4waNcrUJRFRO9fsGY3w8HAkJydDkiS8/PLLEELgvffeQ1ZWFpKSkjB48ODWrJOITCwnJwdbtmxBVlYWRowYgejoaCgUClOXRUTtXLNmNCorK7F7924MGjQIP/zwA8rKylBYWAilUgl7e/vWrpGI2oHq9RgTJ06Ep6enqcshIjPRrBkNGxsbzJ8/H+np6QAAOzs7+Pn5MWQQWZiSkhL8+OOPEELAwcEB06ZNY8ggoiZp9hqN3r1764MGEVmejIwMJCcno6qqCt26dYObmxsXfBJRkzV7jcYHH3yAFStW4NSpU61ZDxGZmE6nw/HjxxEfHw9bW1s88sgjDV5Vl4ioLs2e0Xj11VeRn5+PYcOGwd3dHd7e3gZ/7UiShJ9++qlViiSitiGEQHx8PH799Vf06tULDz30EKytrU1dFhGZsWYHjSFDhrRmHUTUDkiShF69eqFnz54ICgoydTlEZAGaHDQuXLiAtWvXIi8vD35+fpg5cyaio6ONURsRtQGtVovjx4/D19cX3bp1Q2BgoKlLIiIL0qSgcfjwYYwbNw5VVVXw9PREfn4+/vWvf+Ef//gHFi9ebKwaichI1Go19u/fj7y8PFhZWaFbt26mLomILEyTFoO+88476N27N27evIns7Gzk5+fjkUcewZ/+9Cdj1UdERnLt2jVs2bIFKpUKkZGRGD58uKlLIiIL1KQZjXPnzmHt2rUICAgAcO+26qtWrUL37t2RkZGhbyei9u3WrVtISkqCu7s7xo0bBxcXF1OXREQWqklBo/pW0PerDhd5eXkMGkTtnE6ng5WVFQICAhAeHo7g4GDI5c1eE05E1KAmX0eDF+whMk+XL1/Gli1bUFFRASsrK/Tv358hg4iMrsm/ZSIiImBlVTOfjBo1yqBdkiSoVKqWVUdELVZVVYUjR47g8uXL8PLyQlVVFWxtbU1dFhF1EE0KGu+8846x6iAiIygoKMD+/ftRVFSEAQMGICwsrNY/FIiIjIVBg8hCCSGQkpKCsrIyTJw4EZ07dzZ1SUTUAfEALZGFqayshEwmg0wmQ2RkJORyORwdHU1dFhF1UJxDJbIgeXl52LZtG44fPw4AUCqVDBlEZFKc0SCyAEIIXLhwAceOHYONjQ0PkxBRu8GgQWTmKioqcPDgQdy4cQN+fn6IjIyEvb29qcsiIgLAoEFk9vLz83Hz5k2EhoYiJCSEZ5UQUbvCoEFkhoQQyMvLg6enJ/z8/DBv3jyuxSCidol/+hCZmfLyciQmJmL79u0oKCgAAIYMImq3OKNBZEays7ORlJSE0tJSDB06FK6urqYuiYioXgwaRGZACIGzZ8/i1KlTcHBwwNSpU+Ht7W3qsoiIGsSgQWQGqu8d1LlzZ4wZMwYKhcLUJRERNQqDBlE7dvv2bTg6OsLZ2Vl/40LeQZmIzAkXgxK1QzqdDqdOncLu3bv1V/mUyWQMGURkdjijQdTOlJSU4MCBA8jKykL37t0xevRoU5dERNRsDBpE7cidO3eQmJiIqqoqPPTQQwgODuYsBhGZNQYNonbEyckJrq6uGDFiBNzd3U1dDhFRi3GNBpGJFRcX48SJExBCwN7eHg8//DBDBhFZDM5oEJnQzZs38cMPP0Cr1aJnz55wc3MzdUlERK2KQYPIBLRaLY4fP47z58/D1dUV48aN41U+icgime2hk+LiYvj7+0OSJJw6dcpg27p16xAYGAiFQoGBAwdi9+7dJqqSqCYhBPbu3Yvz58+jd+/emD59OkMGEVkssw0af/7zn6HRaGq0b9q0CYsWLcKcOXMQHx+P8PBwTJ8+HceOHTNBlUQ1SZKE4OBgREZGYvTo0ZDLObFIRJZLEkIIUxfRVGlpaRgyZAhWrVqFxYsX4+TJkxgyZAgAICgoCKGhodi4caO+/4gRI6BUKrF3794mvU5mZiYCAgKQkZEBf3//Vh0DdSwajQbHjh2Dr68vevToYepyiIhapCmfj2Y5o/H8889j8eLFCAoKMmi/fv06Ll++jNmzZxu0z507F0lJSaioqGjLMokAAEVFRdi+fTsuXLiA/Px8U5dDRNSmzG7OdvPmzTh37hy2bNmC06dPG2xLS0sDAPTu3dugPTg4GJWVlbhx40aNbUTGdOXKFRw6dAhWVlaIjo5Gt27dTF0SEVGbMqugUVpaiiVLluD999+Hs7Nzje2FhYUAAKVSadBevdCuoKCg3v2r1Wqo1Wr946ysrBZWTB3ZrVu3kJycDE9PT0RFRdX6f5aIyNKZVdBYsWIFvL298cQTTxhl/6tXr8by5cuNsm/qOHQ6HaysrBAQEICHHnoIQUFBkMlkpi6LiMgkzGaNxq1bt7Bq1SosX74cKpUKRUVFKC4uBnDvVNfi4mL9zIVKpTJ4bvVMR0MXQ1qyZAkyMjL0XydOnDDCSMhSCSGQlpaGuLg4lJeXw8rKCn369GHIIKIOzWxmNG7cuIHKykpMnjy5xraIiAgMGzZMf6ZJWlqawULRtLQ02NjYoHv37vW+hrOzM6e3qVkqKytx+PBhXL16Fd7e3tBqtaYuiYioXTCboDFo0CAkJycbtJ09exZ/+MMfsHbtWgwdOhTdu3dHYGAg4uLiMG3aNH2/2NhYREVFwcbGpq3Lpg4gLy8PSUlJUKlUGDRoEIYMGQIrK7OZLCQiMiqzCRpKpRJjx46tdVtoaCgGDx4MAFi2bBkee+wx9OjRAxEREYiNjcXx48dx8ODBNqyWOgohBA4dOoSKigpMmjSJ11shInqA2QSNxpo3bx5KS0uxcuVKrFy5EkFBQdi2bRvCw8NNXRpZkMrKSlhZWUEulyMyMhLW1tawt7c3dVlERO2OWV4ZtK3wyqBUm5ycHCQlJenPKiEi6mia8vlocTMaRMYihMC5c+dw4sQJKBSKBhcXExERgwZRo5SXlyMlJQXp6ekICAjA2LFjYWdnZ+qyiIjaPQYNokYoKirCr7/+irCwMAwcOBCSJJm6JCIis8CgQVQHIQRycnLg7e0NHx8fzJs3jws+iYiaiCf7E9WirKwM8fHx2Llzp/4eOQwZRERNxxkNogfcvn0bBw4cQHl5OYYPH66/tD0RETUdgwbRfwkhcPr0aZw+fRqOjo6YNm0aPD09TV0WEZFZY9Ag+i9JklBSUoJu3bph9OjRvGQ9EVErYNCgDi8jIwNOTk5QKpV46KGHIEkSzyohImolXAxKHZZOp8OJEycQHx+PkydPAgCsrKwYMoiIWhFnNKhDKi4uRlJSEu7cuYOePXti1KhRpi6JiMgiMWhQh5OdnY3ExERoNBqMGTMGgYGBnMUgIjISBg3qcFxcXODp6Ynw8HCeukpEZGRco0EdglqtxrFjxyCEgJ2dHSZNmsSQQUTUBjijQRbv+vXrOHjwIIQQCAwMhJubm6lLIiLqMBg0yGJpNBocO3YMFy5cgLu7O6KioqBUKk1dFhFRh8KgQRZJCIH4+HhkZWWhT58+GD58OORy/ncnImpr/M1LFkmSJPTt2xd9+/ZF9+7dTV0OEVGHxaBBFkOj0eDIkSPw8/NDr169GDCIiNoBBg2yCAUFBUhKSkJhYSFv505E1I4waJBZE0Lg0qVLOHLkCORyOSZMmIAuXbqYuiwiIvovBg0ya+np6Th48CC8vb0RFRUFR0dHU5dERET3YdAgs6TVaiGTydC5c2eMHj0agYGBsLLi9eeIiNob/mYmsyKEwIULF/Ddd9+hrKwMkiShd+/eDBlERO0UZzTIbFRWVuLgwYO4fv06/Pz8IIQwdUlERNQABg0yCzk5OUhKSsLdu3cRGhqKkJAQzmIQEZkBBg1q94QQOHr0KLRaLaZMmQI/Pz9Tl0RERI3EoEHtVnl5OeRyOeRyOSIjI2FtbQ07OztTl0VERE3AuWdql7Kzs7FlyxYcPXoUAODs7MyQQURkhjijQe2KEAI//fQTTp48CXt7ewQGBpq6JCIiagEGDWo3ysrKkJycjMzMTHTu3Bljx46FQqEwdVlERNQCDBrUbqjVamRnZyM8PBz9+vWDJEmmLomIiFqIQYNMSqfTITs7G35+fvD29sa8efO4FoOIyIJwMSiZTGlpKfbu3Ys9e/YgPz8fABgyiIgsjFkFjbi4OEybNg3+/v5wcHDAoEGDsH79+hpXiFy3bh0CAwOhUCgwcOBA7N6920QVU10yMzOxefNm3LlzByNHjoSbm5upSyIiIiMwq6CxevVq2NvbY9WqVdi1axdiYmKwaNEivPvuu/o+mzZtwqJFizBnzhzEx8cjPDwc06dPx7Fjx0xYOVUTQuDEiRPYu3cvbG1tMW3aNPTp04frMYiILJQkzOiGEXl5efDw8DBoe+aZZxAbG4vCwkJYWVkhKCgIoaGh2Lhxo77PiBEjoFQqsXfv3ia9XmZmJgICApCRkQF/f/9WGQMBhw8fRmVlJR566CHY2NiYuhwiImqipnw+mtWMxoMhAwBCQkKgVqtRUlKC69ev4/Lly5g9e7ZBn7lz5yIpKQkVFRVtVSo94NatWygsLARwL/hFREQYhIw8VSm+P3UdcSkX8f2p68hTlZqqVCIiakVmf9bJ4cOH0alTJzg5OeHQoUMAgN69exv0CQ4ORmVlJW7cuFFjGxmXVqvFiRMncO7cOXTr1g3R0dE1boZ2+nIW4lIuokBdBo1Wh0qNFrEHLmB4n054ZFQQPFzsTVQ9ERG1lFkHjcOHD2PTpk1YtWoVAOj/YlYqlQb9XF1dAQAFBQX17k+tVkOtVusfZ2VltWK1HY9arUZSUhJyc3MRFBSEESNG1OiTpyq9FzLulsHOVo6cwlJUVGlwt7QS8cevIi09D/PH9cPgQF8TjICIiFrKbINGZmYm5syZg4iICLzwwgutss/Vq1dj+fLlrbKvji47OxsJCQnQ6XSIiIhAr169au135ko2CtRlcHWyQ/odFSo1Wihs5BAAKqq0uFNYgriUi+ji7QJ3zmwQEZkdswwaRUVFiImJgbu7O7Zs2aKfiq+euVCpVPDx8dH3r57paOgUyiVLluDpp5/WP87KykJYWFhrl280eapSnLmSjaLiCigdbRHSy8dkhx2USiV8fHwwfPjwGjNM9ysqroAAUFJeiUqNFrbWMkiSBAmABMDO1hoF6jKcvpKN6CHd26h6IiJqLWYXNMrKyjBlyhSoVCqkpqbCxcVFv616/UVaWhqCgoL07WlpabCxsUH37vV/UDk7O8PZ2dk4hRvZ/escBO59SB84fROzxga32WEHlUqF8+fPIzw8HAqFAhMnTmzwOUpHW0gAKqo0AKA/zVX335OhbK3lqKjUoKiYC3mJiMyRWZ11otFoMHv2bFy8eBEJCQno1KmTwfbu3bsjMDAQcXFxBu2xsbGIioqy2FMp71/n4OXqAH9PZ3i5OqDgbhniUi4ivw3O4Lh69Sq2bt2Ky5cvo6ioqNHPC+nlAzdnO5SVayCEgBACOiFQWaWFjVwGe4UcknQvkBARkfkxqxmN5557Drt378aqVaugVqsNLsIVEhICW1tbLFu2DI899hh69OiBiIgIxMbG4vjx4zh48KAJKzeu6nUOXq4OsJbLAADWchm8lA7IKSwx6mEHjUaDo0ePIi0tDZ6enoiKimrSrJCHiz1mjQ3Gxv2/4EZWEUrKqyCTWcFWLoOn0h5FxeVwc7bD4F4+De+MiIjaHbMKGvv27QMAvPzyyzW23bhxA127dsW8efNQWlqKlStXYuXKlQgKCsK2bdsQHh7e1uW2mep1DtUho5q1XAYhYLTDDkII7N27F9nZ2ejfvz/CwsIgk8kafuIDBgf6oou3C7YduoRjF35FRaUGNtYylFdq4OZsh1ljg7kQlIjITJlV0Lh582aj+j311FN46qmnjFtMO1K9zqG0vAol5ZXQaHWQy6zgoLAxymGH6ovJSpKEAQMGYMCAAejatWuL9unuYo+np4Rg+qggnL5vQevgXj4MGUREZsysggbVLqSXD3YcuYwrmffugCpJkj4M+Hk4tephh6qqKhw+fBh+fn4ICgpqccB4kLuLPc8uISKyIAwalqL6jjXVNyeTJEAItOadbPLz87F//36oVCqzPTuHiIjaFoOGBThzJRtVGi16+ruhtFwDjVYLuezeGRtFd8tbvBhUCIGLFy8iNTUV1tbWiImJQUBAQCuOgIiILBWDhgWoXgzqoLCBg8LwFN5CdXmLF4Omp6fj8OHD8PX1RWRkJBwcHFq0PyIi6jgYNCxA9WLQKo3W4MyTKo22RYtBNRoN5HI5OnfujIiICPTo0aPGDdGIiIjqw08NC1B90aucohJUabQA7oWMnKKSZl2DQgiBc+fOITY2FqWlpZAkCb169YKVlRVv505ERE3CGQ0LUH3Rq7iUi8gpLIEQ99aCNucaFOXl5fjhhx9w69Yt+Pv76y8JDrSPy5wTEZF5YdCwENUXvartGhSNvdnanTt3kJSUhJKSEoSFhWHgwIH6oPHgZc6t5TL9rAnvrkpERHVh0GhHWnr31dquQZF85iZiD1yAurQCVpIEhY281lkIIQSOHTsGIQQefvhhg7vfAqa9zDkREZkvBo12whiHJZLP3MTanadRUamBzEqCJEnQaHXQaHX6WQh7GwlyuRzW1taIioqCXC6HQqGoEXpu5901yWXOiYjIvDFotAOtfVgiT1WKgz+lY8sPF1FeUQU7W2vIZVYQQqCiSovySg1yi0px5PRFqH+9CH9/f4wdOxaOjo4Aag89kgRUVGlb/cwWIiKybAwa7UBLD0tUB4tLGfkovFuGvKJSqEsqUfHfM1DKKqqgsJHDWi6DtVyG8soqdLYvQdaV23BwcECfPn0M9rP32FVUVGrQydMZ9gprVGm0yMq/i/JKDbLyi+Hr7mgQhnh3VSIiqguDRjvQkruvnr6chfXxPyErrxhanQ5aXc1rjusEUFqhgaxKCxsrLYZ4lsLTTou8clukwwt9irTILLo3i5GZo8bdskrIrCSk31HB18MRLg4K+Lo7oeqOCnKZVYvPbCEioo6DQaMdqOvuqzZyGcoqq3AlswDfn7quXxxavX7i17y7OPJzBvLvlgEQkBp4Ha1OwFaug6utFr8U2KFM7opiVTE+2XoSAkB5pQZarQ5CCFhZWaFCo0VWXjHsbKxhYy2DrbUc4X394efhyLurEhFRozBotAO13X1Vq9NBqxWQySRc+7UAt7KLcOD0TYT08saZK3dQoC5DSXkV7pZWoJZJDAMSBNwVWuSVy1FUKcf+DCdU6awAlAAA7tbynPLK+y78VVgCbzcHSBLg5+HIs0uIiKjRGDTai/vuvioEoNUKCAAyKyv4ujtBkoDMXDViDxTAxtoKrk52sLO1hrq0/rM9FDIdBnuVws1Wix9+dcTdKtl/Q0YjyxJAVkExissr0cXbhWsxiIioSRg02oEH775aVFyGu6VayKysoNHqkH5HBUhAUXE5hAAqNVqUlFc1eAt4L7sqhHiWQSYJ/JRnh7tVzb/ifElZFUb09edhEiIiahIGjXagqLgCGq0OpeUalFdqUFaugVYHaHU6AEBhcXmN59QfMgSCXcvRU1mJu5VW+DHHAXerZPU9oV5W0r2Fn9eyCpu9DyIi6pgYNNoBVXE5iorLUXi3HBqtDg1MVDSCBCsJSL9rjfP5dtCKhpaJ1s/WRo7KKi0K1DUDDxERUX0YNEwsT1WKtPR8CABVWl2L9uVjX4WSKivcrZLhlwIF0OB5KA2zkgCr/97vxM1Z0eL9ERFRx8LbxJvYmSvZuFtaAaVD8z/ErSSBfm5lGOpdikBl9eLQlocMALCRy1BeqYGtjRxThvdslX0SEVHHwRkNE6u+WJdG17zZDAe5FqFepXCx1eGm2ua/MxnNYyUBkIDqUiTp3iyLjVyGgd29cOZqDm5kq5p8szciIuq4GDRMrFBdityiEmi0TV+Z4abQYJh3CQSAU3fskVVq3awaZFYSJg/vAQ+lAzRagYoqDX7NUaOkQgMhBNQlFbh1R4Wbd1StcrM3IiLqOBg02lj1VT1v591F8pmbyG/BAkt1pQw5ZXJcLLBDqab5R8EGB3pj0cOhtda6KvYYyqs0rXKzNyIi6ngYNNpInqoUG/aexYm026jS1H5PksZwtNaiu3MFzuXbQaOT8GOOQ4vqspKA23klOH05q8YMRUtv9kZERMSg0QZOX87CR1tPIF/VstND/R0r0d+9DDoh4bpah+IWXBtDAmBtbQVrmQwara7WGYqW3OyNiIgI4FknRpenKsVXCT+3KGTIJIFBHqUI8SyDulKGg786tihkAIC1tQy2cjk6eTrB190RBeoynL6SbdCn+mZvVf+93Xy1Ko0WknRvOxERUX0YNIzszJVs3M6v7bZljSUw3KcEAU5VuFJki6NZDijTtuzbZiUB3q4O6O7nChcHRZ0zFCG9fODmbIecohJ92Kheo+HmbMf7nhARUYN46MTIqi8v3nT6u6zhSpEtBIDcsuadVVIbmZUEG+t7syJ1zVB4uNhj1thgxKVcRE5hCYS4d8qrm7MdZo0N5kJQIiJqEIOGkTXn8IJcEhjgUYa8cjnS79ogpxUChgTAzlaOskoNBICKKg2AhmcoBgf6oou3C05fyUZRcQWUjrYY3MuHIYOIiBqFQcPIQnr5wNVRgVxVWaP6u9jcuwCXvVwHdWXrHdlyUFjrL76lEwJlFRpk5qgbNUPh7mLPs0uIiKhZGDSMzMPFHo9PGIA1ccdR/xmtAt2cK9HHrRyVWgmp2Q7IL2+9b0+VVge5zAoKGzk8XOwwsl8ANDrBGQoiIjIqBo02EBHSFeev5+D7H2/UeXt3LzsN+rmXI7dMjtM5dqjUtXw2o/puJ7Y2Mthay6GwkcNTac+rehIRUZth0Ggj88b1w607amTmqlFeqdFfsEsmCWiFhJwy+X8vIy5Ha9wQzcPFDjIrCUpHBWcviIjIZBg02oiHiz3mj+uLuJSLyC0qRWlFJfxsS9DFqRxppd4o00goKq2EJGnqnPVoDAmAg501bOQy/doLzl4QEZGpWGTQSEtLw/PPP4+jR4/CyckJv/3tb7FixQrY2NiYtK7qMzhOXkjH7WvnoCktg49vJyyKjkJJhQ6n/3sPlKyCYly8mYfSiipYy2WQW1nBxlqGkvIqSBIQGOCOnn6ucFBY405hCa5nFcLKygqujrbo5OEMWxs5Zy+IiKhdsLigUVhYiMjISPTq1Qtbt27Fr7/+iiVLlqC0tBSffPKJqctDZakKeddOQVtWhuHDh6N///6QJAkKBQzO7Dh9OQtxKRdRoC7TX7+iq48LZyiIiMisWFzQWLt2LdRqNbZt2wY3NzcAgEajwXPPPYc33ngDfn5+JqtNCIGTJ0/CysoK06ZNg5eXV519ef0KIiKyBJIQLVkR0P6MHj0abm5u2L59u76tqKgIbm5uWL9+PRYuXNjofWVmZiIgIAAZGRnw9/dvlfpKSkogl8tha8v7hBARkXlqyuejxd3rJC0tDb179zZoUyqV8PX1RVpamomq+h8HBweGDCIi6jAs7tBJYWEhlEpljXZXV1cUFBTU+1y1Wg21Wq1/nJWV1drlERERdSgWFzRaYvXq1Vi+fLmpyyAiIrIYFnfoxNXVFSqVqkZ7YWGhfnFoXZYsWYKMjAz914kTJ4xVJhERUYdgcTMavXv3rrEWQ6VSISsrq8bajQc5OzvD2dnZmOURERF1KBY3oxETE4P9+/ejqKhI3xYXFwcrKyuMHz/edIURERF1QBYXNBYvXgwnJyc88sgj2LdvHzZs2IClS5di8eLFJr2GBhERUUdkcUHD1dUVSUlJkMvleOSRR/D666/j6aefxurVq01dGhERUYdjcWs0ACA4OBj79+83dRlEREQdnsXNaBAREVH7waBBRERERsOgQUREREbDoEFERERGY5GLQVuLRqMBwHueEBER3a/6c7H6c7I+DBr1yM3NBQCEhYWZuBIiIqL2Jzc3F127dq23jySEEG1TjvkpLy/HuXPn4OnpCbm8eZksKysLYWFhOHHiBHx9fVu5wvatI48d4Pg78vg78tiBjj3+jjJ2jUaD3Nxc9O/fHwqFot6+nNGoh0KhwNChQ1tlX76+vvD392+VfZmbjjx2gOPvyOPvyGMHOvb4O8LYG5rJqMbFoERERGQ0DBpERERkNAwaRubs7Ix33nmnQ95+viOPHeD4O/L4O/LYgY49/o489rpwMSgREREZDWc0iIiIyGgYNIiIiMhoGDSIiIjIaBg0iIiIyGgYNIwkLS0N0dHRcHBwgI+PD1599VVUVlaauqxWFxcXh2nTpsHf3x8ODg4YNGgQ1q9fjwfXGK9btw6BgYFQKBQYOHAgdu/ebaKKjae4uBj+/v6QJAmnTp0y2GbJ4//qq68QEhIChUIBDw8PxMTEoKysTL99165dGDhwIBQKBQIDA7FhwwYTVtu6du7ciWHDhsHJyQm+vr6YPXs2rl+/XqOfuX//r169isWLF2PQoEGQy+Xo169frf0aM06VSoWnnnoKbm5ucHJywsyZM9v9/aQaGr9arcayZcsQFhYGpVIJb29vPPzwwzh37lyNfZnj+FtMUKsrKCgQvr6+YvTo0SIhIUGsW7dOuLi4iN/97nemLq3VDR8+XMydO1ds2rRJJCUliddff11YWVmJZcuW6ft8++23QpIk8ac//UkcOHBAPPvss0Iul4vU1FQTVt76Xn31VeHt7S0AiJMnT+rbLXn8K1asEE5OTuKDDz4QKSkpYvPmzeL//u//xN27d4UQQhw6dEjIZDLx7LPPigMHDog//elPQpIkERcXZ+LKWy45OVlYWVmJhQsXiu+//15s2rRJBAYGih49eojS0lJ9P0v4/m/fvl34+/uLRx99VPTv31/07du3Rp/GjnPChAnC399fxMbGih07doh+/fqJgQMHiqqqqrYaTpM1NP5z584JHx8f8eabb4rExESxY8cOMWrUKGFvby8uXLhg0Nccx99SDBpG8P777wsHBweRn5+vb/v888+FTCYTv/76qwkra325ubk12hYtWiScnZ2FVqsVQggRGBgo5s2bZ9AnPDxcxMTEtEmNbeHixYvCwcFBrF27tkbQsNTxp6WlCblcLvbu3Vtnn/Hjx4sRI0YYtM2bN08EBwcbuzyje/bZZ0W3bt2ETqfTtx04cEAAEAcPHtS3WcL3v/pnWQghFixYUGvQaMw4jx49KgCIxMREfVtaWpqQJEnExsYaofLW0dD4i4uLRUlJiUHb3bt3hZubm/j973+vbzPX8bcUD50YQXx8PMaNGwc3Nzd92+zZs6HT6bBv3z4TVtb6PDw8arSFhIRArVajpKQE169fx+XLlzF79myDPnPnzkVSUhIqKiraqlSjev7557F48WIEBQUZtFvy+Dds2IBu3bohJiam1u0VFRVITk7GrFmzDNrnzp2Lixcv4ubNm21QpfFUVVXByckJkiTp21xcXABAf+jQUr7/Vlb1f1Q0dpzx8fFQKpWIjo7W9wkKCsKgQYOwd+/e1i+8lTQ0fgcHB9jb2xu0OTo6omfPnrh9+7a+zVzH31IMGkaQlpaG3r17G7QplUr4+voiLS3NRFW1ncOHD6NTp05wcnLSj/fB9yM4OBiVlZW4ceOGKUpsVZs3b8a5c+fw9ttv19hmyeM/duwY+vfvjxUrVsDLyws2NjYYOXIkjh8/DgC4du0aqqqqah07ALP/WVi4cCEuXLiATz/9FCqVCtevX8cbb7yBkJAQjBw5EoBlf//v19hxpqWlISgoyCCcVfcz9/8PDyoqKsL58+f1/9+BjjX++zFoGEFhYSGUSmWNdldXVxQUFLR9QW3o8OHD2LRpE1555RUA994LADXeD1dXVwAw+/ejtLQUS5Yswfvvv1/rJYctefzZ2dnYt28f/v3vf+PTTz/F9u3bIUkSxo8fj5ycHIseOwCMGjUK27Ztw+uvvw6lUokePXrgzp07iI+Ph0wmA2DZ3//7NXacHel346uvvgpJkrB48WJ9W0ca//0YNKjVZGZmYs6cOYiIiMALL7xg6nLaxIoVK+Dt7Y0nnnjC1KW0OZ1Oh+LiYmzevBkzZ87EpEmTsHPnTggh8Mknn5i6PKM7evQoHn/8cSxatAgHDhxAXFwcdDodJk+ebHDWDXU8GzZswBdffIF//OMfFn+r+MZg0DACV1dXqFSqGu2FhYUG6zYsSVFREWJiYuDu7o4tW7boj2lW/0Xz4PtR/ReQOb8ft27dwqpVq7B8+XKoVCoUFRWhuLgYwL1TXYuLiy16/K6urnB3d8eAAQP0bW5ubggJCcEvv/xi0WMHgBdeeAGRkZFYtWoVIiIiMHPmTOzZswenT5/G119/DcCy///fr7Hj7Ai/G+Pj4/HMM8/grbfewoIFCwy2dYTx14ZBwwh69+5d43ibSqVCVlZWjWOYlqCsrAxTpkyBSqVCfHy8fkEc8L9jtg++H2lpabCxsUH37t3btNbWdOPGDVRWVmLy5MlwdXWFq6srHn74YQBAREQExo0bZ9Hj79u3b53bysvL0aNHD1hbW9c6dqDm8Xxzc+HCBQwaNMigzd/fHx4eHrh27RoAy/7/f7/GjrN37964dOlSjevs1LauzRwdO3YMM2fOxIIFC/Duu+/W2G7p468Lg4YRxMTEYP/+/SgqKtK3xcXFwcrKCuPHjzddYUag0Wgwe/ZsXLx4EQkJCejUqZPB9u7duyMwMBBxcXEG7bGxsYiKioKNjU1bltuqBg0ahOTkZIOvv/3tbwCAtWvX4tNPP7Xo8U+ZMgX5+fk4e/asvi0/Px+nT59GaGgobG1tERERgc2bNxs8LzY2FsHBwejatWvbFtzKunTpgtOnTxu03bp1C3l5efqxWfL3/36NHWdMTAwKCwuRlJSk73P58mWcOXMGkyZNatOaW9uFCxcwefJkREZGYu3atbX2seTx18u0Z9dapuoLdo0ZM0YkJiaK9evXC6VSaZEX7Fq0aJEAIFatWiVSU1MNvsrLy4UQQmzcuFFIkiTefvttkZycLBYvXizkcrk4evSoiatvfcnJyTWuo2Gp49dqtWLo0KGiR48eYtOmTWLHjh1i+PDhwt3dXWRlZQkh/nfBrv/7v/8TycnJ4u233xaSJInvvvvOxNW33Jo1awQA8cILL+gv2NWvXz/h7e0t8vLy9P0s4ftfUlIi4uLiRFxcnBg7dqwICAjQP87JyRFCNH6cEyZMEAEBAeK7774TO3fuFP3792/3F6xqaPx37twR/v7+olOnTiIpKcng9+Avv/xisC9zHH9LMWgYyYULF0RUVJSws7MTXl5e4pVXXhEVFRWmLqvVdenSRQCo9evGjRv6fv/6179Ez549hY2Njejfv7/YtWuX6Yo2otqChhCWO/7c3Fzxm9/8Rri4uAg7Ozsxfvz4Gr9Yd+zYIfr37y9sbGxEz549xbp160xUbevS6XTis88+EwMGDBAODg7Cx8dHTJ8+XVy8eLFGX3P//t+4caPOn/Pk5GR9v8aMs6ioSDz55JNCqVQKR0dHMWPGjHZ/IcOGxl/9c1/b15gxYwz2ZY7jbylJiAcOFhERERG1Eq7RICIiIqNh0CAiIiKjYdAgIiIio2HQICIiIqNh0CAiIiKjYdAgIiIio2HQICIiIqNh0CAiIiKjYdAgokb55ptvMGLECDg5OcHR0RHh4eH6u5RWW7hwIfr162eiCtuOUqnEsmXLTF0GkVlg0CCiBj3//PN4/PHH0adPH8TFxWHLli3o168fFixYgOeff97U5RFROyY3dQFE1L7t3LkTn3zyCd555x2Dv+InTJgAPz8/vPvuuxg/fjwefvhh0xX5X2VlZbCzszN1GUR0H85oEFG91qxZA1dXV7zyyis1ti1duhSurq5Ys2aNQXt8fDz69esHhUKB0NBQHDt2zGD7zp07MWTIEDg6OkKpVGLIkCHYu3evQZ8vv/wSAwYMgEKhQKdOnfDmm29Cq9UabJckCampqYiOjoaDgwOWLl2KsWPHYsqUKTVq/eSTT2BnZweVSgUAEELgr3/9KwIDA2Fra4vu3bvjb3/7W43n7dixA71794ZCoUBYWBhOnjzZ6PeOiBg0iKgeGo0GR48eRUREBBwdHWtsd3R0REREBI4ePQqNRgMAyMrKwnPPPYelS5fiu+++g62tLSZMmICcnBwAwLVr1zBz5kz07dsX27ZtQ2xsLGbPno3CwkL9flevXo2nn34aEyZMwK5du/Daa6/ho48+wptvvlmjhvnz5yMyMhK7d+/G448/jnnz5mHfvn0oKCgw6Pftt99i0qRJcHFxAQC8+OKLePvtt7FgwQLs2bMHCxcuxGuvvYa1a9fqn3P27Fk8+uij6NWrF7Zu3YoFCxZg9uzZqKioaPmbS9RRmPjusUTUjmVlZQkA4qWXXqqzz0svvSQAiOzsbLFgwQIBQCQlJem3FxUVCScnJ/H6668LIYSIi4sTAIRara51f2q1Wjg6Ooo//vGPBu2fffaZsLOzE3l5eUIIITZs2CAAiJUrVxr0y8vLE9bW1uKf//ynvu3mzZtCkiQRFxcnhBDi6tWrQpIk8fnnnxs897XXXhM+Pj5Cq9UKIYSYM2eO6Natm9BoNPo+69atEwDEO++8U+d7QkT/wxkNImpVLi4uiIyMNHg8btw4HD9+HAAwYMAAyGQyzJ8/H7t27dIfyqh29OhRFBcXY9asWdBoNPqvcePGoaysDOfPnzfoP3nyZIPH7u7uiI6OxqZNm/RtsbGxcHR01B9S2b9/PwDg0UcfrfEa2dnZyMjIAAAcP34cDz/8MGQymX5fM2fObOlbRNShMGgQUZ08PDxga2uL9PT0Ovukp6dDoVDA3d0dAODp6Vmjj7e3N7KysgAAgYGB2L17N1QqFaZPnw5PT09MnTpV/xp5eXkAgMGDB8Pa2lr/1atXLwDQh4D79/2gefPmISUlBdnZ2QDuHTaZPn06FAqF/jWEEPDw8DB4jejoaIPXyMrKgpeXl8G+nZ2d9fshoobxrBMiqpNcLseIESOQkpKCkpISODg4GGwvKSlBSkoKRowYAbn83q+T3NzcGvu5c+cOfH199Y8nTpyIiRMnQq1WIyEhAX/4wx/wxBNPICkpCW5ubgCArVu3IiAgoMa+unXrZvBYkqQafaZNmwZbW1t89913mDBhAs6ePYsPPvhAv93NzQ2SJOHw4cOwsbGp8fygoCAAgK+vr35tSTW1Wo3y8vIazyGi2jFoEFG9XnrpJUybNg2rVq3C22+/bbBt1apVKCgowEsvvaRvU6lUOHDggP7wiUqlwv79+/G73/2uxr6dnZ0xe/ZsHD9+HN9++y0AIDw8HPb29sjMzMT06dObVbOTkxOmTJmCb7/9FgUFBfD09MS4ceP026OiogAA+fn59Z6WGxYWhl27dmH16tX6wyebN29uVk1EHRWDBhHVa+rUqfj973+PZcuWISMjA7NmzQIAbNmyBV988QV+//vfG3xYu7m54amnnsLy5cuhVCqxcuVKCCH0YeTzzz9HamoqJk6cCF9fX9y4cQP/+c9/MH78eAD3rrr57rvv4tVXX0VmZibGjh0LmUyG69evY8eOHdiyZQvs7e0brHvevHmYMWMGbt26hVmzZulnXIB7h29+97vf4fHHH8fSpUsxbNgwVFVV4fLly0hOTsb27dsBAK+//jqGDh2KRx55BM899xyuX7+Ov/71rzx0QtQUpl6NSkTm4T//+Y8IDw8XDg4OwsHBQQwfPlz8+9//NuizYMEC0bdvX7F7924RHBwsbGxsREhIiDhy5Ii+z9GjR8XkyZOFr6+vsLGxEZ07dxYvvvhijbNQvv32WzF06FBhZ2cnnJ2dRUhIiHjrrbdEVVWVEOJ/Z53k5ubWWm95eblwcXERAMShQ4dqbNfpdOLjjz8W/fr1EzY2NsLNzU2Eh4eL1atXG/TbunWrCAwMFLa2tiI0NFQcO3ZMuLi48KwTokaShBDC1GGHiIiILBPPOiEiIiKjYdAgIiIio2HQICIiIqNh0CAiIiKjYdAgIiIio2HQICIiIqNh0CAiIiKjYdAgIiIio2HQICIiIqNh0CAiIiKjYdAgIiIio2HQICIiIqNh0CAiIiKj+f+1adpXLW2qfwAAAABJRU5ErkJggg==)

*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_03_soil_nitrogen_availability.csv
- **Started:** 2026-09-21 02:14:14.068246
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/413ee895cd9742ed95bd1502567c309a

| Parameter | Value |
|---|---|
| task_type | regression |
| model_type | regression |
| target_column | ENV_SOILNH4 |
| 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)
```