# Random Forest Result #151 — Analysis Report

Generated 2026-09-21 02:38:58 · 1 run(s) · CAT-G Data Analyzer

## 1. random forest (#151)

2026-09-21 02:17:48 · random_forest · status: completed

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

| Metric | Value |
|---|---|
| task_type | regression |
| r2_mean | -0.5783 |
| r2_std | 0.617272 |
| mse_mean | 3.519505 |
| mse_std | 1.086945 |

### permutation importance

| name | mean | std |
|---|---|---|
| Protein_A01 | 0.013745 | 0.033767 |
| Protein_B02 | -0.014693 | 0.036506 |
| Protein_C03 | 0.168846 | 0.143659 |
| Protein_D04 | -0.01372 | 0.008411 |
| Protein_E05 | -0.082587 | 0.089068 |
| Protein_F06 | 0.194496 | 0.264982 |
| Protein_G07 | 0.114167 | 0.171214 |
| Protein_H08 | 0.008102 | 0.009232 |
| Protein_I09 | 0.192246 | 0.164957 |
| Protein_J10 | 0.171206 | 0.182525 |

### shap importance

| name | mean_abs |
|---|---|
| Protein_A01 | 0.104572 |
| Protein_B02 | 0.036776 |
| Protein_C03 | 0.247165 |
| Protein_D04 | 0.018802 |
| Protein_E05 | 0.030457 |
| Protein_F06 | 0.434281 |
| Protein_G07 | 0.218849 |
| Protein_H08 | 0.023725 |
| Protein_I09 | 0.248877 |
| Protein_J10 | 0.263879 |

### split metrics

| r2 | mse |
|---|---|
| -0.958022 | 4.947417 |
| 0.292293 | 3.298471 |
| -1.069172 | 2.312626 |

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

*importance bar*

![permutation 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)

*permutation bar*

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

*shap summary*

![pred vs obs](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAhsAAAGtCAYAAAC/XLZIAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAQ6wAAEOsBUJTofAAAYm9JREFUeJzt3XtcVHX+P/DXcJnhOsP9fhMTxSsoomgJ4v0Wad7bstrs28/tYpulbqvkbma7hbltbbWVtVubGmleMC8IoqCA5qUyyTsKCcp9ZBguA5/fHy6zjtyR4Qzwej4ePB5yzpkz7/kIMy8+5/P5HJkQQoCIiIjISMykLoCIiIi6N4YNIiIiMiqGDSIiIjIqhg0iIiIyKoYNIiIiMiqGDSIiIjIqhg0iIiIyKoYNIiIiMiqGDSIiIjIqhg0iIiIyKoaNLuQ///kPRo0aBXt7e9jZ2SEiIgJffPFFg+Mef/xxDBw4UIIKO5eDgwNee+01qcvoVKdPn4ZMJkNKSop+m0wmw9tvv93qc2RnZ+O1117D9evXjVpXU3bv3g0fHx9UV1d32PPXM8ZrA4ArV65g3LhxsLe3h0wmw+nTp+/puLt9/vnnkMlkKCwsbPa4pUuXIiAgQP/9f/7zHwQHB6O2traVr6Tj1Ndc/6VSqTBs2LBG35NMydGjRxEREQFra2v4+/vjL3/5C1pz1447X2v9l4eHh8ExUVFRjR4nk8mwefNm/XEVFRVYuXIlAgMDYWNjg6CgILzxxhvQ6XQd/npNBcNGF/Hcc8/h0UcfRf/+/REfH4+tW7di4MCBWLRoEZ577jmpyyMJpaen45FHHmn18dnZ2VizZk2HfyC3hhACr776Kl588UXI5fIOP7+xXtuqVatw+fJlfPPNN0hPT0dQUNA9HddR5s+fj6qqKvz73/826vM0Z+/evUhPT8d//vMfODs747HHHjP4YN26dSsiIyMxZswYDB06FIcPH5as1osXL2LSpEnw9PREQkICli5ditWrVyMuLq5Vj3/uueeQnp6u//ruu+8M9v/jH/8w2J+eno558+bBwsIC48eP1x/37LPP4h//+Adeeukl7N69G48//jhWr16N2NjYDn29JkWQyduxY4cAIGJjYxvsW716tQAgdu7cqd+2aNEiMWDAgE6s0FBFRUWnPI9KpWq0TUzZvbbNqVOnBABx8ODBdp/j4MGDAoA4fvz4PdXSnrqSk5OFubm5uHnzZoc9952M8dqEEGLYsGHi0Ucf7bDj7vbZZ58JAKKgoKDZ41544QXh7+9vsG3NmjUiJCSkzc95rxqruby8XDg6OoqJEyfqtxUWFoq6ujohhBAbN24UQ4cO7fRa6z399NPC399fVFVV6betXLlSODg4iMrKymYfC0C89dZbbX7OXr16ialTp+q/r62tFTY2Ng3eux577DERGBjY5vN3FezZ6AI2bNgAR0dHLFu2rMG+l19+GY6OjtiwYUODfXv27MHAgQNhZWWFYcOGISMjw2D/zp07ERYWBjs7Ozg4OCAsLKxBUv/8888xePBgWFlZwdvbG6+++qpBl219V2p6ejomTJgAW1tbvPzyy4iKisL06dMb1PTee+/B2toaZWVlAG7/pfv2228jKCgICoUCgYGBeOeddxo8bseOHejXrx+srKwQHh6O48ePt9huTV1OSkhIgEwmw7lz51rdDneTyWR488038corr8DV1RX29vZ4/PHHcevWLf0xKSkpkMlk2L17N2bPng2lUok5c+YAAEpLS7FkyRJ4enpCoVBg2LBh2L9/f4Pnef311+Hh4QE7OzvMmjULN2/ebLSWuy+j7N69G6NHj4aNjQ0cHR0RFRWFU6dOISUlBWPHjgUADB8+XN/FW68j62rMv/71L0RGRsLV1dVg+9WrVzF79myoVCrY2tpi0qRJ+Omnn1p8nRs2bNDX39Jra8rhw4cxatQoWFtbw8XFBU8++SSKi4sB3O4pkclkOHHiBL744gvIZDKDyxj1Wjruo48+Qt++faFQKBAQEIDXX38ddXV1zdZ1/fp1PPjgg7CxsYG3tzf++te/NnrcnDlzcPr0afzwww8tvlZjs7W1RZ8+fXDt2jX9NmdnZ/3/w8GDBxEVFSVRdbffEx966CGDXrX58+ejtLQU6enpHf58R48exZUrVwx6HoUQ0Ol0UKlUBseqVKpWXc7psiQOO9SCmpoaoVAoxKxZs5o8ZtasWcLKykrU1NQIIW73bDg5OYmAgADx+eefix07doiIiAihVCrFjRs3hBBCXLx4UVhaWorHHntM7N+/X+zdu1f85S9/EV9++aX+vHFxccLc3FwsW7ZM7N+/X/ztb38TdnZ2Yvny5fpj6v+6CQgIEG+88YZITk4WGRkZ4sMPPxSWlpaiqKjIoNZRo0YZvJbnnntOWFtbi9dff10kJiaKNWvWCEtLS/HBBx/ojzl16pQwNzcX06dPF7t37xbvvfeeCAgIEFZWVs32bOzdu1cAED/99JPB9oULF+r/umpNOzQGgPDy8jKoyc7OTsybN09/TP1f2V5eXuKVV14RBw4cEAcPHhRVVVUiLCxM+Pr6ik8//VTs3btX/OY3vxEWFhbixx9/1D/+73//uwAgli1bJvbu3Steeukl4ePj06AHAXf9xbV582Yhk8nEQw89JL799luxe/du8Yc//EHs2rVLlJWViffff18AEJ999plIT08X6enpQgjR4XU1xtvbW6xatcpgm1qtFgEBASIwMFB89dVXYtu2bWLYsGHCwcFBXLt2rcnXKYQQ77zzjqh/G2vutTXl+++/F3K5XEycOFHs2rVLfPLJJ8LFxUWEh4cLnU4nKisrRXp6uujTp4+YOnWqSE9PFydPnmxwnuaOe/fddwUA8dxzz4l9+/aJ2NhYYW5uLl566SX94xvrJQgLCxMeHh7i888/F9u3bxcjR44U3t7eDXo2hBDC0dGxXX9134vGaq6trRVeXl5iypQpDY5/+eWXxeTJkw16FRpTW1srampqmv3S6XRtrre8vFwAMHhvEeL2z71MJmuw/W4AhJOTk7CwsBAqlUrMnTtXXL16tdnH/O53vxO2traivLzcYPvTTz8tAgMDxbFjx8StW7dEYmKicHBwEHFxcW1+XV0Fw4aJy8vLEwDE0qVLmzxm6dKlAoDIz88XQtwOGwBEUlKS/pjS0lJhb28vVqxYIYQQIj4+XgAQarW60XOq1WphZ2cnVq5cabD9gw8+ENbW1qKwsFAI8b83nDfffNPguMLCQmFpaSn++c9/6rdlZ2cLmUwm4uPjhRC3P+hlMpn46KOPDB67fPly4eHhIWpra4UQQsybN0/06tXL4A3m008/bfLSUr2amhrh6uoq/vCHP+i3aTQaYWdnp39jbqkdmgKg0ZpkMpnIysoSQvwvbDzzzDMGj924caOwsLAQP//8s8H2ESNGiDlz5gghhNDpdMLLy6tBl/yjjz7abNioq6sTPj4+YtKkSU3W3tSlho6u627Xr18XAPT///X+9re/CZlMJs6ePavfVlRUJGxtbcXvf//7Rl9nvTvDRnOvrSkzZ84Ufn5+orq6Wr9t3759DS5NDhkyRCxatKjF8919nE6nEy4uLmL+/PkGx61cuVLI5fIGv0f1H9x79uxp8ne4sbARGRkpZs+e3ZqX3GHqa87Pzxc1NTUiLy9PLF26VCgUCnH48GH9cTU1NeKJJ54Qjz32mEE7N6X+/au5r8baoCW5ubkCgNi0aVODfba2tmLt2rXNPv6xxx4TX3/9tTh06JB4//33hYeHh/D19RXFxcWNHl///rNgwYIG+3Q6nXjqqacMXtPd77XdDS+jdFMqlQrR0dEG348fPx6ZmZkAgMGDB8Pc3BwLFy7Erl279Jc16h09ehTl5eWYM2cOdDqd/mv8+PHQarU4c+aMwfHTpk0z+N7Z2RkTJkwwGCi2ZcsW2NnZ6S+vHDhwAADw8MMPN3iO/Px85OTkAAAyMzMxY8YMmJub6881e/bsFtvAwsICc+bMwZYtW/TbEhISoNFoMH/+/Fa1Q3Maq0kIgWPHjhkcd3fb7N+/H4MGDUJQUJDB654wYYL+8lBubi6uX7+OmTNnGjy2pdd97tw55Obm4sknn2z16+iMugAgLy8PABpcQklNTcXAgQMRHBys3+bk5IQJEyYgLS2tza+jMbW1tQav6c7njomJgaWlpX7bxIkT4eDg0ORzi/92g9d/NTcT5JdffkFhYaH+8lm9efPmobq6usHPSr3MzMwmf4cb4+Liom/f1tTc2q+WLvUAgIeHBywtLeHp6YkNGzZgw4YNeOCBB/T733zzTXz55Ze4evUqJkyYgJiYmGbP99prr+H48ePNfu3atavZczT1/30v/vWvf2HOnDkYM2YMlixZgn379uH69ev4+OOPGz0+MTERBQUFWLhwYYN9K1aswO7du/HJJ5/g0KFD+Mtf/oK//e1veOuttzqkVlNkIXUB1DwXFxcoFAqDa6B3u3btGqysrODs7KzfdvcbOgC4u7sjKysLABAUFISEhAS88cYbmDlzJszMzDB58mS899578PPz00/BGzp0aKPPWR8E7jz33RYsWIBFixYhPz8fHh4e2LRpE2bOnAkrKysAQGFhIYQQcHFxafI5/P39kZeXBzc3N4N9SqVSf57mLFiwAP/4xz9w7NgxhIeHY9OmTXjggQfg4+PTqnZoTlM13f2mf3fbFBYW4tSpUwYfcPXqw0v9Oe5+jsba+U5FRUUAAC8vr2aPa4wx6wKAyspKAIBCoTDYXlJS0ujj3d3dG4Ta9urduzeuXr2q//7KlSsICAho9rnrx23c7dChQ/qxIQAQGRnZ5JTfkpIS/fnuPj+AJp8jLy+vyd/hxigUCmi12kb3NVZza8XGxrY4vfzAgQNQKpXIycnB6tWr8cILL2DUqFEYPHgwAOCPf/wj/vjHP7b6Of38/PS/n01paSxOY//f9e159x8U1dXVqKiogJOTU6trBG7/odK3b1+cOHGi0f1fffUVnJ2dMWnSJIPtZ86cwdtvv42dO3dixowZAIAxY8agpqYGq1atwjPPPAN7e/s21dIVMGyYOAsLC4waNQopKSnQaDSwtbU12K/RaJCSkoJRo0bBwuJ//50FBQUNznXjxg14enrqv588eTImT54MtVqNvXv34sUXX8QTTzyBpKQk/S/etm3b4Ovr2+BcvXr1Mvi+sV/+mJgYKBQKfP3115g0aRJOnz6NdevW6fc7OTlBJpMhLS2t0WmQffv2BQB4eno2GICoVqv1H17NGT16NHx9fbF582b07dsXe/bsaTCYtrl2aE5TNd3ZxkDDtnFycsLgwYPx6aefNnnu+nPc/Rw3btxotqb6wNmeqZ/GrKv+/MDtQah3b68frHv3Oe/8AFAoFA3W5qj/MG/Jrl27UFVVpf++Pow5OTk1Orj17ue+07BhwwwGKDf3wVB/jqbaq6nn8PT0bPJ3uDGlpaUGf2y0VHNrtSa0DhkyBC4uLhg+fDiGDx+Ofv36Yfny5dizZ0+bnw8AnnzySfzrX/9q9hh/f39kZ2c3ub+x/2+5XA5fX1/88ssvBseeO3cOQgj069evXfU2RqvVYvv27fjNb37TILyfPXsWABASEmKwPTQ0FFVVVcjNzTXo5esuGDa6gKVLlyImJgZxcXFYvXq1wb64uDgUFxdj6dKlBtvLysqQnJys74YtKyvDgQMH8Lvf/a7B+ZVKJebOnYvMzExs2rQJABAREQEbGxvk5uY26DJvLXt7e0yfPh2bNm1CcXExXF1dDbqBx40bB+D2X+P1Cb8x4eHh2LVrF9avX6//C/ubb75pVQ0ymQzz58/HV199hYEDB6K2trbJLv/G2qE5jdUkk8kwfPjwZh83fvx4fPfdd/Dy8mryzdzHxweenp749ttvDdq/pdfdt29f+Pj44LPPPsPcuXMbPaY+2N0d1oxZFwAEBARALpfjypUrBtvvv/9+fPPNNzh37pw+YJaUlODAgQN4+umnDZ67vmeuXmJiYqte26BBgxqt6f7778f27dsRFxenD+uJiYkoLS3F/fff3+hj7O3tERYW1tLLBXD7/8PV1RXx8fEG7fX1119DLpcjPDy80ceFh4c3+TvcWEDJzs42uORyLzXfC19fX7z44otYu3YtTp06hdDQ0Daf47XXXsOzzz7b7DF3947dran/7ylTpmDHjh3461//qg8BW7ZsgYODA0aNGtWmOk+fPo1z587hiSeeaLBv586dKC8vb/QSir+/PwDg5MmTBn/InThxAjKZTL+/25F0xAi12rPPPitkMpl46qmnxL59+8S+ffvE008/LWQymXj22WcNjr1zNsq//vUv/WwUOzs7/SDSDz/8UCxatEhs2rRJpKSkiM8++0y4ubmJ3/zmN/rzvP3228LKykq88sor4rvvvhP79u0TH3zwgZg8ebLQaDRCiJbXB9i2bZsAIDw9PcWSJUsafV0qlUo/G+W7774TGzZsEDExMfpjTp48qZ+N8t1337V6Nsqdj8d/Z4XcOd+9te3QmPrz1df0/vvvCzs7O/1ASiGaHqxYWVkphg0bJvr06SM++ugjcfDgQfHtt9+K1atX6wfwCnF74CT+O+tj3759bZ6NMmvWLLF9+3axZ88esXr1arFr1y4hhBAFBQXC3NxcPPHEEyI9PV1fX0fX1ZiIiAjx29/+1mBb/WyU3r17i02bNolvv/1WhIWFNZiNsnz5cqFQKMTf/vY3/UwZPz8/gwGiTb22ptTPRpk0aZJISEgQn376qXB1ddXPRqnX3gGiQvxvNsoLL7wg9u3bJ9asWdPibJS6ujoxdOhQ4eHhof8dbmo2Snl5uTAzMxNbtmxpsb6O1NTvflFRkVAqlQYzs0zFhQsXhK2trXj44YdFUlKS2LBhg5DL5Q0GHvfu3VtER0frv3/rrbfEM888IzZv3iySk5PFu+++K9zd3UVAQIAoKSlp8DwPPvig8PPz068vciedTifCwsKEu7u7+Oijj0RSUpJ44403hLW1dYPfje6EYaML+fLLL0VERISwtbUVtra2YuTIkeLf//53g+PqF/VKSEgQwcHBQi6Xi9DQUHHkyBH9MUePHhXTpk0Tnp6eQi6XCz8/P/HCCy80mJWxadMmMXz4cGFtbS2USqUIDQ0Vq1at0k+zbSlsVFZWCpVKJQCI1NTUBvvr6urE3//+dzFw4EAhl8uFk5OTiIiIEOvXrzc4btu2bSIoKEgoFAoxbNgwkZGR0aZFvfr27SsAiC+++MJge2vb4W4AxLp168Tvf/974eTkJOzs7MSjjz4qysrK9Mc0NzOirKxMvPjii8LPz09YWloKT09PMXXqVJGQkGDQNmvWrBFubm7CxsZGPPjgg/rpvM2FDSGE2LlzpxgxYoSwsrISDg4OIjo6Wpw6dUq//8MPPxSBgYHCwsLC4MO6I+tqTFxcnPDx8WnwJpydnS1mzZol7O3thY2NjZgwYYLBdFshbn+oPvHEE8LJyUm4uLiIV199VcTFxYm7/2Zq6rU1JSUlRURERAiFQiGcnJzE448/3mDK9r2EDSFuz+Lq06ePsLS0FH5+fuLPf/6zfraVEI3/HuXk5Ihp06YJKysr4enpKd54441GF/XaunWrsLW1bfOMqnvV3O/+q6++KszNzcXFixc7tabWOHLkiBgxYoRQKBTCx8dHrFu3rsHPo7+/v4iMjNR/v3PnTjFy5Ejh6OgoLCwshKenp3jyySfF9evXG5y/uLhYyOVy8corrzRZQ15ennjqqaeEv7+/sLa2FkFBQSI2NrbTFkSUgkyI7ryKCJFxyGQyvPXWW40utEZNKygogK+vL/bv348xY8ZIXU63MGfOHNjb22Pjxo1Sl0LUJI7ZIKJO4+rqiv/3//4fNmzYwLDRAa5cuYLdu3c3WG2VyNRwnQ0i6lR/+MMfEBISYpS7vvY0v/76K/75z3+id+/eUpdC1CxeRiEiIiKjYs8GERERGRXDBhERERkVwwYREREZFcMGERERGVWPnPpaWVmJn376Ca6urgb3EyEiIqKW6XQ6FBQUYNCgQa26KWaP/KT96aefmrwnAREREbXOsWPHWrwfFNBDw0b9rYaPHTvW4A6dRERE1Ly8vDyEh4frP09b0iPDRv2lE09PT/j4+EhcDRERUdfU2qEIHCBKRERERsWwQUREREbFsEFERERGxbBBRERERsWwQUREREbFsEFERERGxbBBRERERsWwQUREREbFsEFERERGxbBBRERERsWwQUREREbFsEFERNSNCSGkLoFhg4iIqDsSQuDs2bPYs2cP6urqJK2lR971lYiIqDurrKzE4cOHkZ2dDU9PT1RXV8PKykqyehg2iIiIupG8vDwkJyejoqICYWFhCAkJgZmZtBcyGDaIiIi6ibq6OqSmpkImk2HGjBnw8PCQuiQADBtERERdXnl5OaytrWFubo6JEyfC2toaCoVC6rL0OECUiIioC7ty5Qq2bt2KEydOAAAcHBxMKmgA7NkgIiLqknQ6HTIyMnD27Fk4OTmhT58+UpfUJIYNIiKiLqa4uBhJSUkoKSlB//79MXLkSFhYmO5HuulWRkRERI3SaDSoqKjAxIkTERAQIHU5LWLYICIi6gKqqqpw48YN+Pn5wdfXFwsWLIBcLpe6rFbhAFEiIiITl5+fj2+++QaJiYnQarUA0GWCBsCeDSIiIpNVV1eHU6dO4eTJk7CxscG0adNgbW0tdVltxrBBRERkgnQ6Hfbs2YO8vDwEBARgzJgxki45fi8YNoiIiEyQubk5VCoVevfujeDgYMhkMqlLajeGDSIiIhOh0+nw/fffY8CAAbC3t8eYMWOkLqlDMGwQERGZgJKSEiQlJaG4uBi2trYYNGiQ1CV1GIYNIiIiCQkh8Msvv+Do0aOwsLDAhAkT0KtXL6nL6lAMG0RERBI6ffo0jh8/Dg8PD0RHR8POzk7qkjocwwYREZEEhBCQyWQICgoCAAwZMgRmZt1z+avu+aqIiIhMVF1dHU6ePIkDBw5ACAFbW1uEhoZ226ABsGeDiIio02g0GiQnJ+vXzqitrTXpG6h1lO7/ComIiExAdnY2Dh06BJ1Oh/vvv7/Lr53RFgwbRERERlZRUYGkpCQolUqMGzcOTk5OUpfUqRg2iIiIjESr1cLa2ho2NjaYOnUqXF1de8Rlk7t139EoREREEqlfO2PTpk3Izs4GAHh6evbIoAGwZ4OIiKhDVVVVITU1FZcvX4aHhwdcXFykLklyDBtEREQdJD8/H8nJydBoNBg6dCiGDh3arae0tpZJtEB8fDxiYmLg4+MDW1tbhISEYOPGjRBC6I+pqKjAypUrERgYCBsbGwQFBeGNN96ATqeTsHIiIqL/+fXXXyGEwLRp0xAWFsag8V8m0bOxfv16BAQEIC4uDq6urkhMTMTixYuRk5OD2NhYAMCzzz6LrVu34o033kD//v2Rnp6O1atXQ6PRYO3atRK/AiIi6qk0Gg20Wi1cXFwQGhqKgQMHQqFQSF2WSZGJO7sPJFJYWNjgmtbTTz+NLVu2oKSkBABgb2+Pl19+Ga+99pr+mEWLFiEtLQ2XLl1q0/Pl5ubC19cXOTk58PHxuef6iYioZ7p69SpSUlJgbW2N2bNn95iejLZ+jppEqzQ2eCY0NBRqtRoajQZCCOh0OqhUKoNjVCoVTCArERFRD6PT6XD06FHs27cPNjY2GD9+fI8JGu1hEpdRGpOWlgZvb2/Y29sDAB5//HG89957+lXXMjIy8MUXX2DVqlUSV0pERD1JeXk59u3bh6KiIgQHByMiIqLHTmltLZNsnbS0NGzevBlxcXH6bf/4xz/wzDPPIDw8XL9t5cqV+P3vf9/i+dRqNdRqtf77vLy8ji2YiIh6DCsrK1hYWGD8+PEIDAyUupwuweTCRm5uLubNm4exY8fi+eef129fsWIFdu/ejU8++QR9+vRBRkYG1qxZA0dHR7z88svNnnP9+vVYs2aNsUsnIqJuqrq6GqdPn8awYcNgYWGBBx98sMfc16QjmMQA0XqlpaV44IEHIJPJkJqaqh+jcebMGQwaNAg7d+7EjBkz9MevXbsWf/7zn1FQUKC/3NKYxno2wsPDOUCUiIhadOPGDSQnJ+PWrVuYPHky/Pz8pC5Jcm0dIGoyPRtarRbTp09HWVkZ0tPTDQaDnj17FgAQEhJi8JjQ0FBUVVUhNzcXwcHBTZ5bqVRCqVQapW4iIuqehBA4ffo0vv/+e1hbW2P69Onw8vKSuqwuySTChk6nw9y5c5GVlYXU1FR4e3sb7Pf39wcAnDx5Er6+vvrtJ06cgEwm0+8nIiLqKAcPHsTFixfh7++PyMhIWFlZSV1Sl2USYWPJkiVISEhAXFwc1Go1MjIy9PtCQ0MRFhaGsLAw/N///R9u3LiB++67D5mZmVi3bh2efPJJ2NjYSFg9ERF1R3379oW7uzv69+/P8Rn3yCTGbAQEBODq1auN7rty5QoCAgKQn5+PVatWITExETdv3oSvry8WLFiA5cuXw9rauk3Px0W9iIjobrW1tcjMzIStrS2GDBkidTkmrUuO2ai//W5zPDw88PHHHxu/GCIi6nFKS0uRlJSEoqIi9O/fX+pyuh2TCBtERERSEELg/PnzOHLkCMzMzLh2hpEwbBARUY+Vn5+PQ4cOwd3dHdHR0c0uo0Dtx7BBREQ9TnV1NeRyOTw9PTF+/HgEBATw3iZGxJYlIqIeo37tjE2bNukXewwMDGTQMDL2bBARUY9QUVGBgwcP4tdff4Wfnx/kcrnUJfUYDBtERNTtXbt2DSkpKaiursaoUaMwYMAArp3RiRg2iIioWxNC4MyZM1AoFJg2bRqcnZ2lLqnHYdggIqJuqbS0FAqFAtbW1oiOjoa5uTksLS2lLqtH4ogYIiLqVurXzti2bRuOHj0KALCysmLQkBB7NoiIqNuorq5GWloaLl68CDc3NwwfPlzqkggMG0RE1E0UFhYiMTERt27dQkhICMLCwjil1UQwbBARUbdgYWEBMzMzTJs2Dd7e3lKXQ3dg5CMioi6roqICP//8MwDAwcEBc+bMYdAwQezZICKiLiknJwcpKSmoqqqCr68vlEolL5uYKIYNIiLqUmpra3H8+HH8+OOPUKlUmDJlCpRKpdRlUTMYNoiIqMuoq6vDrl27cPPmTfTt2xejRo3ilNYugGGDiIi6DDMzMwQGBmLgwIG47777pC6HWolhg4iITFp1dTWOHDmCfv36wdPTE4MHD5a6JGojhg0iIjJZN2/eRHJyMtRqNZycnODp6Sl1SdQODBtERGRyhBD48ccfcezYMVhZWWHq1Knw8fGRuixqJ4YNIiIyOT///DMyMzPh6+uLqKgoWFtbS10S3QOGDSIiMhk6nQ4WFhbo168fLC0tERQUBJlMJnVZdI+4+gkREUmutrYWGRkZ2LFjhz5w9O3bl0Gjm2DPBhERSaqsrAzJyckoKChAUFAQhBBSl0QdjGGDiIgkc+HCBaSlpQEAoqOjuXZGN8WwQUREkqipqcGxY8fg4OCAcePGccnxboxhg4iIOlVJSQlUKhUsLS0xffp02Nvb8wZq3Rz/d4mIqFPUr52xdetWnDlzBgCgUqkYNHoA9mwQEZHRVVRU4NChQ8jJyYGvry/69OkjdUnUiRg2iIjIqHJzc3Hw4EFUVVVh5MiRGDRoEKe09jAMG0REZFRVVVWQy+WYPHkyXF1dpS6HJMCwQUREHU6tVqO0tBR+fn7o3bs3AgICYG5uLnVZJBGOyiEiog514cIFbN26FYcPH4ZOpwMABo0ejj0bRETUIaqrq3HkyBFcuHABrq6uGDduHCws+DFDDBtERNQBKioqsGvXLpSVlWHw4MEYPnw4ezNIj2GDiIjumbW1Ndzd3TF69Gj4+PhIXQ6ZGI7ZICKidtFqtTh48CAqKiogk8kQFRXFoEGNYs8GERG12Z1rZwQEBKBXr15Sl0QmzCR6NuLj4xETEwMfHx/Y2toiJCQEGzdu1N9mODs7GzKZrNEvKysriasnIuo56urqkJmZie+++w6WlpaIiYlh0KAWmUTPxvr16xEQEIC4uDi4uroiMTERixcvRk5ODmJjY+Hp6Yn09HSDxwghMHnyZERHR0tUNRFRz5OWloZffvkFffr0wejRoyGXy6UuiboAkwgbu3btgouLi/776OhoFBUVYf369Vi1ahUUCgVGjhxp8JiUlBSo1WosXLiws8slIupx6urqYGZmhiFDhsDT05P3NqE2MYnLKHcGjXqhoaFQq9XQaDSNPuarr76CUqnEjBkzjF0eEVGPVVNTg5SUFBw+fBjA7bu0MmhQW5lE2GhMWloavL29YW9v32BfTU0Ntm7dipkzZ3LMBhGRkRQWFmLbtm04f/48rKys9OPoiNrKJC6j3C0tLQ2bN29GXFxco/v37NmD4uLiVl9CUavVUKvV+u/z8vI6pE4iMo7CsgqcupCP0vIqONgpENrHAy4qG6nL6jGEEDhz5gwyMzOhUCgwZcoU+Pr6Sl0WdWEmFzZyc3Mxb948jB07Fs8//3yjx/znP/+Bu7s7xo0b16pzrl+/HmvWrOnIMonISE6ez0N8ShaK1VoIADIAySezMScqGEODPKUur0coLS1FRkYGvL29ERUVBRsbBj26NzJhQv1ipaWleOCBByCTyZCamgqVStXgmPLycri5uWHx4sX429/+1qrzNtazER4ejpycHC5AQ2RCCssqELclA8W3tHBzsIWlhTlqdLW4WaqBk701ls0bCWf2cBjNrVu39Jeub968CVdXV8hkMomrIlOUm5sLX1/fVn+OmkzPhlarxfTp01FWVob09PRGgwYAfPvtt9BqtW2ahaJUKqFUKjuqVCIyklMX8lGs1sLN8XbQAABLC3O4OdjiZokGJy/kY0JYoMRVdj91dXX4/vvv8cMPP2D69Onw9PSEm5ub1GVRN2ISYUOn02Hu3LnIyspCamoqvL29mzz2q6++Qu/evTFixIhOrJCIOkNpeRUEoA8a9SwtzCHE7f3UsdRqNZKTk3Hz5k3cd999cHZ2lrok6oZMImwsWbIECQkJiIuLg1qtRkZGhn5faGgoFAoFAKCgoAAHDhzAihUrpCqViIzIwU4BGYAaXa1B4KjR1UImu72fOs6lS5dw+PBhCCEQFRWFoKAgqUuibsokwsb+/fsBAC+99FKDfVeuXEFAQAAA4Ouvv4ZOp+NCXkTdVGgfDySfzMbNUk3DMRtKawzt4yF1id1Kfn4+VCoVxo0b1+Sla6KOYFIDRDtLWwe2EFHnMZiNIgCZDHBSWnM2SgcpLCyEmZkZnJycUFtbCwAwNzdv4VFEhrrsAFEiIgAYGuQJf3cVTt6xzsbQPh7ddhZKZ60pIoTAzz//jIyMDHh4eGD69OkMGdRpGDaIyOQ4q2x6xKyTzlpTRKvV4tChQ7h27Rq8vb0xduzYDjs3UWswbBARSaCwrOJ20Lj1v6m+9eNT4lOy4O+u6pDenMLCQuzduxdarRbh4eEYMmQI186gTmey90YhIurO9GuKODRcU6RYrcXJC/kd8jz29vZwcHBATEwMQkJCGDRIEgwbREQSMOaaIrdu3cLRo0dRV1cHhUKB6dOnc5EukhQvoxARScBYa4pcunQJqampqKurQ1BQEFxcXDqoYqL2Y88GEZEEQvt4wElpjZulGtTobk9BvZc1RWpqanD48GEkJSXB3t4es2bNYtAgk8GeDSIiCbiobDAnKhjxKVm4WaJpsKZIWwaHCiHw3Xff4caNGxg0aBDCw8M5rZVMCsMGEZFE7nVNkfo1GWUymX7wp5+fnzFLJmoXhg0iIgm1d02RyspKpKSkICAgAP369YO/v78RqiPqGAwbRERdzPXr15GcnAytVgsvLy+pyyFqEcMGEVEXUVdXhxMnTuDUqVOwt7fHgw8+CHd3d6nLImoRwwYRURdx+fJlnDp1Cr1798YDDzwAuVwudUlErcKwQURk4rRaLaytrdG7d29YWVnB29ubK4FSl8J1NoiITJROp8Phw4cRHx+PiooKyGQy+Pj4MGhQl8OeDSIiE1RUVISkpCSUlpZi4MCBUCjat6Io9WyFZRU4dcfU6tA+HnDpgBv8tRXDBhGRCRFC4OzZs8jIyIClpSUmTZrEaa3ULifP592+s7BaCwFABiD5ZDbmRAVjaJBnp9bCsEFEZEKEELhw4QLc3d0xduxY2NraSl0SdUGFZRW3g8YtLdwcb99ZuH45/PiULPi7q9q0Su29YtggIjIB+fn5cHJyglwux+TJkyGXy2FmxmF11D6nLuSjWP2/oAHcvqOwm4MtbpZocPJCfrsWk2sv/iQTEUmorq4O33//PXbu3IkTJ04AAKysrBg06J6UlldBAAZ3FMZ/vxfi9v7OxJ4NIiKJ3Lp1C8nJybhx4wYCAwMxbNgwqUuibsLBTgEZbt9J+M7AUaOrhUx2e39nYtggIpLAtWvXkJycjLq6OowZMwZ9+/bllFbqMKF9PJB8Mhs3SzVwczAcs+GktMbQPh6dWg/DBhGRBKytraFSqTB27Fg4ODhIXQ51My4qG8yJCkZ8ShZulmggBCCTAU5Ka8yJCu7UwaEAwwYRUacpLi7G9evXMXDgQLi6uuKhhx5ibwYZzdAgT/i7q3DyjnU2hvbx6PSgATBsEBEZ3d1rZ/Tp0wcKhYJBg4zOWWXTqbNOmsKw0QFMZYU2IjI9lZWVOHz4MLKzs+Hl5YWxY8dyNVDqcRg27pEprdBGRKaluroaW7duRUVFBYYPH44hQ4ZwSiv1SAwb98DUVmgjItMil8sxYMAAeHh4wMOjc0f/E5kSRux7oF+hzaHhCm3Fai1OXsiXuEIi6mzl5eXYvXs3CgsLAQAhISEMGtTjsWfjHpjaCm1EJK0rV67g8OHD0Ol0UKvVcHFxkbokIpPAsHEPTG2FNiKShk6nQ3p6OrKysuDk5IRx48bB0dFR6rKITAYvo9yD0D4ecFJa42apBjW6WgCQdIU2IpLGiRMnkJWVhQEDBuChhx5i0CC6S5t6Nnr16tWmeeGXL19uc0Fdiamt0EZEnUcIgZqaGsjlcoSGhsLT0xN+fn5Sl0VkktoUNmJiYgzCxjfffAO1Wo3x48fD3d0dN27cwIEDB6BSqTB79uwOL9YUmdIKbUTUOerXztBqtZgxYwbkcjmDBlEz2hQ2NmzYoP/3W2+9BV9fX+zduxdKpVK/vaysDFOmTIG7u3uHFWnqTGWFNiIyvry8PCQnJ6OiooJ3aSVqpXaP2Xj33XexcuVKg6ABACqVCitWrMDf//73ey6OiMhU1NXV4cSJE0hISIBMJsOMGTMwdOhQLtJF1Artno1SXFyMsrKyRveVlZWhpKSk3UUR9RRc6r7rqKysxJkzZxAQEIAxY8ZwyXGiNmh32Bg3bhyWL18OX19fREZG6renpKRgxYoVGDduXIcUSNRdcan7ruHGjRtwc3ODjY0NZs2aBTs7O95AjaiN2t3/99FHH8HLywvR0dFwcnJC37599fPLPT098eGHH7b6XPHx8YiJiYGPjw9sbW0REhKCjRs3QghhcFxpaSmef/55eHl5wcrKCr1790ZcXFx7XwKRZO5e6t7HVQk3R1sU39IiPiULRWUVUpfY4+l0OqSlpWHHjh24dOkSAMDe3p5Bg6gd2t2z4enpiePHj2Pv3r04duwY8vLy4OnpifDwcEyePLlN51q/fj0CAgIQFxcHV1dXJCYmYvHixcjJyUFsbCwAQKPRICoqChYWFnjnnXfg7u6O8+fPQ61Wt/clEElGv9S9Y8Ol7m+WaHDyQj4HHUuouLgYSUlJKCkpQf/+/REQECB1SURd2j2vIDp58uQ2h4u77dq1y2BZ3+joaBQVFWH9+vVYtWoVzMzM8Oabb+LWrVv48ccfYWtrCwCIioq6p+clkgqXujddv/zyC44cOQILCwtMnDiRQYOoA9zzMOq9e/fiz3/+M55++mlcu3YNAHD48GFcv3691edo7P4BoaGhUKvV0Gg0AIBPPvkETz75pD5oEHVldy51fycudS+9uro6uLm54eGHH2bQIOog7Q4bBQUFGD16NKZNm4ZPP/0Un376qf4uhxs3bsTatWvvqbC0tDR4e3vD3t4e2dnZyM/Ph4uLCx588EEoFAo4OTlh8eLFKC8vv6fn6QiFZRVI/P4y4lOykPj9ZRTyeju1gEvdm5b8/Hzk5OQAAIKDgzFt2jTY2dlJXBVR99HuyyhLly5FQUEBzpw5gz59+kAul+v3jR8/Hq+//nq7i0pLS8PmzZv1gz/z82/fqn3ZsmWYNWsWvvvuO1y4cAErVqxAeXk5Nm3a1Oz51Gq1wdiOvLy8dtd2N84ooPbgUvemoa6uDqdOncLJkyfh5OQEHx8fyGQyDgIl6mDtDhu7d+/Gxx9/jODgYNTWGnYF+/r6Ijc3t13nzc3Nxbx58zB27Fg8//zzAG6/IQBAUFAQ/vWvfwG4PfXWwsICixcvxtq1axEY2PRguvXr12PNmjXtqqc5d88osLQw1/91Gp+SBX93FT80qElc6l5a5eXlOHjwIPLy8tCrVy+MGTOGIYPISNodNnQ6XZPjJ0pKSgx6OlqrtLQUU6ZMgbOzM7Zu3apfma/+Dopjx441OL5+LY+ff/652bDx+9//Hk899ZT++7y8PISHh7e5vrtxRgHdKy51L42SkhLs3LkTOp0ODzzwAPr168egQWRE7Q4bI0aMwMaNGzF16tQG+zZv3ozRo0e36XxarRbTp09HWVkZ0tPToVKp9Pt69+7d7Gp9lZWVzZ5bqVQ2WFa9I3BGAVHXpFKpEBAQgEGDBsHJyUnqcoi6vXaHjddffx1jx47FmDFjMHv2bMhkMmzfvh3r1q3D7t27kZaW1upz6XQ6zJ07F1lZWUhNTYW3t7fBfrlcjokTJyIpKclge2JiIgBg6NCh7X0Z9+TOGQV3Bg7OKCAyPSUlJTh27BjGjh0LuVxusPIxERlXu2ejRERE4ODBg5DJZHjppZcghMDatWuRl5eHpKSkNgWAJUuWICEhAa+++irUajUyMjL0X1VVt3sHYmNjcfbsWTzyyCPYv38/3n//fSxbtgyPPPIIevfu3d6XcU84o4DI9AkhkJWVhW3btiE/P5/3bSKSgEzcvSZ4O2i1WpSUlMDBwQE2Nm0f3BYQEICrV682uu/KlSv6ue5JSUlYsWIFfvrpJzg6OuKRRx7B2rVr23xDpNzcXPj6+iInJwc+Pj5trvdOBrNR7ppRwNkoRNKqqqpCamoqLl++DA8PD0RHR3NKK1EHaOvnaLsvozz55JNYtWoVevXqBWtra1hbW+v3Xb16FWvWrMHGjRtbda7s7OxWHTdu3DgcP368PeUaDWcUEJmupKQk/Prrrxg2bBhCQ0N5O3giibS7Z8PMzAwZGRmNzuo4ceIEwsPDG0yJNRUd2bNBRKalfqq8mZkZioqKUF1dDU9P4/QyFpZV4NQdf2iE9vGAC//QoB6g03o2ADQ5VezChQtwdna+l1MTEbWZRqNBcnIyXFxcEBERYdT3IS7oR9R6bQobH3zwAT744AMAt4PGwoULDS6fALenoWZnZ2POnDkdVyURUQuys7Nx6NAh6HQ6ow8a54J+RG3TprDh5eWFYcOGAQDOnDmDvn37wtXV1eAYuVyO4OBg/Pa3v+24KomImqDT6ZCZmYmff/4Zjo6OGDdunNHXzuCCfkRt06awERMTg5iYGP33q1atanblTiIiYysoKMDPP/+M4OBgREREwMLinq4OtwoX9CNqm3b/Vn722WcdWQcRUasJIVBSUgInJyd4enpi9uzZnboSKBf069k4MLjt7mnqq0ajwZYtWxrsmz9/PpRKJf75z3/eU3FERHerXzsjOzsbs2bNgpOTU6cvOR7axwPJJ7Nxs1QDNwfDMRtc0K9748Dg9mn3pPPExETMmjWr0X0PP/ww9u3b1+6iiIgak5+fj61bt+LKlSsICQmBg4ODJHW4qGwwJyoYTvbWuFmiQe5NNW6WaOBkf3tBPw4O7Z7uHhjs46qEm6Mtim9pEZ+ShaKyCqlLNFnt7tkoKChoMDi0nrOzM27cuNHuooiI7iSEwKlTp3DixAnY2Nhg2rRp8PLykrQmLujX83BgcPu1O2x4e3sjMzMT0dHRDfZlZmYabREdIup5ZDIZSktL4e/vjzFjxsDKykrqkgAAziobfri0Q1cd88CBwe3X7rCxYMECrF27Fr1798bcuXP12+Pj4/HGG2/g+eef75ACiajnunr1KhwdHaFUKhEZGQkzM7MmFxOkrqErj3ngwOD2a/eYjdWrVyMqKgrz58+Hvb09goKCYG9vj/nz5yMyMhKxsbEdWScR9SA6nQ5Hjx7Fvn37cOLECQCAubk5g0YX19XHPPBO3+3X7p4NuVyOhIQEJCYmIjk5GUVFRXB2dsb48eMxbty4jqyRiHqQ0tJSJCUloaioCP369cOoUaOkLok6SFcf81A/MDg+JQs3SzQN7vTN8TpNu+fVbyZMmIAJEyZ0RC1E1MPl5OQgMTERZmZmGD9+PBcN7Ga6w5gHDgxunzaFjeLiYjg4OMDMzAzFxcUtHt/Zc9+JqGtzdnaGt7c3Ro0aBXt7e6nLoQ7WXcY8cGBw27UpbLi6uiI9PR3h4eFwcXFp8fqpqd5inohMx40bN3DhwgWMHj0aNjY2mDRpktQlmYyuOmujKVwMredqU9jYuHGj/m6KGzdu5GAtImo3IQROnz6N77//HjY2NggJCYGdnZ3UZXW6pgJFV5610RSOeei5ZEIIIXURnS03Nxe+vr7IycmBj4+P1OUQ9TgajQYpKSn49ddf4e/vj8jISJNZO6MzNRYonJTWmDg8EPuPX749a+PuHgB7ayybN7JLfzAXlVVwzEMX19bPUePfHpGI6A61tbXYsWMHtFotRo8ejf79+/fIXtK7p4HeGSi2JJ+FTlcLTxf7LjlroyUc89DztCls9OrVq01vCpcvX25zQUTUPdXV1cHMzAzm5uYYOXIkVCoVnJ2dpS5LMs1NA710vQRmMlmXnrVBdKc2hY2YmBiDsPHNN99ArVZj/PjxcHd3x40bN3DgwAGoVCrMnj27w4sloq6pfu2M0NBQBAYGckormp8GaiaToU6ILj9rg6hem8LGhg0b9P9+66234Ovri71790KpVOq3l5WVYcqUKXB3d++wIomoaxJC4Pz58zhy5AiXGr9Lc9NAreQWsDCXcdYGdRvtXq783XffxcqVKw2CBgCoVCqsWLECf//73++5OCLquqqrq5GcnIxDhw7B2dkZDz/8MHr16iV1WSajuaWvXR1sMD96AG9hT91GuweIFhcXo6ysrNF9ZWVlKCkpaXdRRNT1nTt3DpcuXUJoaCiGDRsGM7N2/23TLbU0DXRokCe8XeyxO/MiitWVcFJaYdqI+9DHt+eOc6Guq91hY9y4cVi+fDl8fX0RGRmp356SkoIVK1bw/ihEPZAQAhqNBnZ2dhgwYADc3d3h5uYmdVkmq7mlr++eFnujuBw3ijVdep0N6rnaHTY++ugjPPjgg4iOjoZKpYKrqysKCgpQVlaG0NBQfPjhhx1ZJxGZuIqKChw8eBBlZWWYPXs25HI5g0YrNDYNtLlpsfEpWfB3V/FSCnUp7Q4bnp6eOH78OPbu3Ytjx44hLy8Pnp6eCA8Px+TJkzuyRiIycdeuXUNKSgqqq6sxcuRIWFpaSl1Sl9bV745KdLd7XtRr8uTJDBdEPVRtbS2OHTuGn376CSqVClOnToWLi4vUZXV53eHuqER3uuewsXfvXhw/fhw5OTn44x//CD8/Pxw+fBj33XcfvLy8OqJGIjJRQgjk5uaib9++GDVqFHs0Okh3uTsqUb12h42CggI89NBDyMjI0K+P/swzz8DPzw8bN26Era0t3n///Y6slYhMgBACV65cgZ+fHywsLBATEwO5XC51Wd0K745K3U2756ItXboUBQUFOHPmDC5evIg77+c2fvx4JCUldUiBRGQ6qqurcfDgQRw4cABnz54FAAYNI6ifFst1Nqi7aHfPxu7du/Hxxx8jODgYtbW1Bvt8fX2Rm5t7z8URkem4efMmkpKScOvWLYSEhGDgwIFSl9StNTctlqiraXfY0Ol0sLW1bXRfSUkJ/9oh6kbOnj2LI0eOwNraGtOmTYO3t7fUJfUIvDsqdRftvowyYsQIbNy4sdF9mzdvxujRo9tdFBGZFgcHB/j5+eHhhx9m0CCiNmt3z8brr7+OsWPHYsyYMZg9ezZkMhm2b9+OdevWYffu3UhLS+vIOomok127dg23bt3CgAED4OXlxdllRNRu7e7ZiIiIwMGDByGTyfDSSy9BCIG1a9ciLy8PSUlJGDp0aEfW2WUVllUg8fvLiE/JQuL3l1FYViF1SUTNqq2tRXp6Ovbu3YuzZ882GJNFRNRW7erZqK6uRkJCAkJCQnDo0CFotVqUlJTAwcEBNjYcvFTv7nsbyAAkn8zmvQ3IZJWVlSEpKQmFhYX6tTPMzc1bfiARUTPa1bMhl8uxcOFCXLt2DQBgbW0NLy+vdgeN+Ph4xMTEwMfHB7a2tggJCcHGjRsNptNGRUVBJpM1+Prll1/a9ZzGdve9DXxclXBztEXxLS3iU7JQxB4OMjHl5eXYtm0bysrKEB0djcjISC7SRUQdot1jNvr166cPG/dq/fr1CAgIQFxcHFxdXZGYmIjFixcjJycHsbGx+uNGjx6Nt99+2+CxAQEBHVJDR+O9DairEEJAJpPBzs4OoaGhCAwMhFKplLosIupG2h021q1bhxdeeAH9+/dHWFjYPRWxa9cug/spREdHo6ioCOvXr8eqVatgZna7A8bBwQEjR468p+fqLLy3AXUFN2/eRGpqKsaPHw+VSoWQkBCpSyKibqjdYeOVV15BUVERRowYAWdnZ7i7u0Mmk+n3y2Qy/PDDD606V2M3bgoNDcXHH38MjUYDe3v79pYpGd7bgEyZEAI//vgjjh07BisrK2i1WqhUKqnLIqJuqt1h4157M1qSlpYGb29vg6Bx6NAh2Nraora2FiNGjMCf//xnjBkzxqh1tBfvbUCmqqKiAikpKcjNzYWvry+ioqJgbW0tdVlE1I21OWycPXsWH374IQoLC+Hl5YXZs2djwoQJHVpUWloaNm/ejLi4OP22yMhIPPbYY+jTpw+uX7+Ot99+G+PHj8ehQ4cQERHR7PnUajXUarX++7y8vA6ttzH19zaIT8nCzRINhABkMsBJyXsbkLQyMjJw/fp1REREYODAgQY9kkRExiATd075aEFaWhrGjx+PmpoauLq6oqioCHV1dXj//ffxzDPPdEhBubm5GDFiBIKDg7F//379eI27aTQaDBgwAP3798d3333X7Dlfe+01rFmzpsH2nJwc+Pj4dEjdTSkqq+C9DUhytbW10Ol0UCgU0Gq10Gg0jV6+JCJqjfqe0dZ+jrYpbIwbNw5FRUXYtWsXfH19oVar8cQTT+DQoUMoLCy8p8IBoLS0FA888ABkMhlSU1NbvIb8u9/9Dt988w1u3LjR7HGN9WyEh4d3StggklpZWRmSk5NhZWWFyZMnsyeDiO5ZW8NGmy6j/PTTT/jwww/h6+sLAFAqlYiLi0NgYCBycnL029tDq9Vi+vTpKCsrQ3p6eocOVlMqlZzKRz3ShQsX9LcOqA/yRESdrU1ho7CwsEGCqQ8YhYWF7Q4bOp0Oc+fORVZWFlJTU1t1oyeNRoOEhAQMHz68Xc9J1J1VV1fjyJEjuHDhAlxdXTFu3DgGbiKSTJsHiBrjL6MlS5YgISEBcXFxUKvVyMjI0O8LDQ3FsWPH8NZbb2HmzJkICAjA9evXERcXh/z8fMTHx3d4PURdnVarRXZ2NoYMGYKwsDAuOU5EkmrTmA0zMzPY2Ng0GLRZXl7eYLtMJkNZWVmrzhsQEICrV682uu/KlSvQ6XR49tln8cMPP6CoqAi2trYYNWoUYmNjER4e3try9dp6rYmoKxBC6H+2gduBg1NaicgYjDpm486lwztSdnZ2i8fs3bvXKM9N1B1UVFTg0KFDyMnJwbRp0+Dt7c2gQUQmwyTCBhG1X25uLg4ePIiqqiqMHDkSXl5eUpdERGSg3SuIEpH0jh07htOnT0OpVGLy5MlwdXWVuiQiogYYNoi6MEtLS/Tp0wejR4+GXC6XuhwiokYxbBB1MRcvXoSNjQ28vLwQEhLCtTOIyOQxbBB1ETU1NThy5AjOnz8Pf39/eHl5MWgQUZfAsEHUBRQWFiIpKQllZWUYPHgwF7Mjoi6FYYPIxP3666/Ys2cPFAoFpk6dyrVhiKjLYdggMnHu7u4IDg5GaGgobGx4x2Ai6noav387EUkqNzcXu3fvhk6ng4WFBUaPHs2gQURdFns2iExIXV0djh8/jh9++AFKpRIajaZD74BMRCQFhg0iE6FWq5GUlISCggLcd999uP/++7l2BhF1CwwbRCZACIF9+/ahvLwcUVFRCAoKkrokIqIOw7BBJKGamhqYm5vDzMwMkZGRUCgUvGxCRN0OB4gSSaSwsBDbtm3D6dOnAQBubm4MGkTULbFng6iTCSFw5swZZGZmQqFQ8OZpRNTtMWwQdSKtVouUlBTk5OTA29sbY8eO5ZRWIur2GDaIOlF+fj5yc3MxYsQIDB48mPc2IaIegWGDyMjq6upQVFQEV1dX9OrVC/Pnz4e9vb3UZRERdRoOECUyIrVajZ07d2LXrl3QaDQAwKBBRD0OezaIjOTixYtITU2FEAL3338/bG1tpS6JiEgSDBtEHay2thZpaWk4d+4cXFxcEB0dDQcHB6nLIiKSDMMGUQczMzODVqvFoEGDEB4eDnNzc6lLIiKSFMMGUQcQQiArKwsBAQGwsbHBxIkTYWbGIVFERADDBtE902q1OHToEK5duwaNRoPhw4czaBAR3YFhg+ge/Prrrzh48CC0Wi3Cw8MxZMgQqUsiIjI5DBtE7ZSVlYXU1FTY29sjJiYGbm5uUpdERGSSGDaI2snb2xt9+/ZFREQE5HK51OUQEZksXlgmaoNLly7hyJEjAAClUonIyEgGDSKiFrBng6gVampqkJ6ejl9++QXOzs6orq5myCAiaiWGDaIWFBUVISkpCaWlpSa7dkZhWQVOXchHaXkVHOwUCO3jARcV7yZLRKaBYYOoGZWVldi5cyfMzc0xefJk+Pn5SV1SAyfP5yE+JQvFai0EABmA5JPZmBMVjKFBnlKXR0TEsEHUGJ1OBwsLC1hZWSEyMhIeHh6wsTG9noLCsorbQeOWFm6OtrC0MEeNrhY3SzWIT8mCv7sKzuzhICKJcYAo0V2uX7+OLVu24NdffwUABAYGmmTQAIBTF/JRrNbCzeF20AAASwtzuDnYolitxckL+RJXSETEng0ivbq6Opw4cQKnTp2Cvb09LC0tpS6pRaXlVRCAPmjUs7QwhxC39xMRSY1hgwjArVu3kJycjBs3biAwMBBjxozpErNNHOwUkAGo0dUaBI4aXS1kstv7iYikxssoRADOnj2LoqIiREZGYty4cV0iaABAaB8POCmtcbNUgxpdLQDox2w4Ka0xtI+HxBUSEbFng3qwmpoaaLVaKJVKhIWFoV+/flCpVFKX1SYuKhvMiQpGfEoWbpZoIAQgkwFOSmvMiQrm4FAiMgkMG9Qj1a+dAQCzZ8+Gubl5lwsa9YYGecLfXYWTd6yzMbSPB4MGEZkMk7iMEh8fj5iYGPj4+MDW1hYhISHYuHEjhBCNHr99+3bIZDIMHDiwkyulrk4IgZ9//hnbt29HZWUlRowY0S1uB++sssGEsEDMiQrGhLBABg0iMikm0bOxfv16BAQEIC4uDq6urkhMTMTixYuRk5OD2NhYg2O1Wi1efPFFuLu7S1QtdVWVlZU4dOgQrl69Ci8vL4wdOxa2trZSl0VE1O2ZRNjYtWsXXFxc9N9HR0ejqKgI69evx6pVqwz+8ly3bh38/PzQq1cvfP/991KUS12UTCZDSUkJhg8fjiFDhnSLHg0ioq7AJN5t7wwa9UJDQ6FWq6HRaPTbLl26hLi4OLz77rudWR51YXV1dcjKykJdXR0UCgVmz56N0NBQBg0iok5kEj0bjUlLS4O3tzfs7e3121544QU89thjGDJkiISVUVdx59oZcrkcvXv3hoWFyf7IExF1Wyb5zpuWlobNmzcjLi5Ov23Xrl04evQozp8/3+bzqdVqqNVq/fd5eXkdUieZrsuXL+Pw4cOoq6vDmDFjEBgYKHVJREQ9lsmFjdzcXMybNw9jx47F888/D+D2wL6lS5dizZo1jV5yacn69euxZs2aji6VTFRmZiZ++OEHODs7Izo6Go6OjlKXRETUo5lU2CgtLcWUKVPg7OyMrVu36q+rb9iwAWZmZliwYAFKS0sBANXV1airq0NpaSlsbGyaXfHx97//PZ566in993l5eQgPDzfqayHpuLu7Y8CAARgxYgQvmxARmQCTeSfWarWYPn06ysrKkJ6ebrDA0i+//IKLFy/C1dW1weMcHR3xwQcf4Jlnnmny3EqlEkql0ih1k/SEEMjKyoKZmRn69euHgIAABAQESF0WERH9l0mEDZ1Oh7lz5yIrKwupqanw9vY22L9ixQo8/vjjBtvefPNNnDt3Dp999hmCgoI6sVoyJZWVlTh8+DCys7Ph6+uLvn37QiaTSV0WERHdwSTCxpIlS5CQkIC4uDio1WpkZGTo94WGhqJfv37o16+fwWM+//xz5ObmIioqqpOrJVNx/fp1HDx4EBUVFQgLC0NISAiDBhGRCTKJsLF//34AwEsvvdRg35UrV9glTg3cvHkTu3fvhq2tLWbMmAEPD97dlIjIVJlE2MjOzm7zYz7//PMOr4NMX11dHczMzODq6ooRI0agb9++UCgUUpdFRETN4DKK1GVcuXIF8fHx0Gg0kMlkGDx4MIMGEVEXYBI9G0TN0el0SE9PR1ZWFpycnKDT6aQuiYiI2oBhg0xacXExkpKSUFJSwrUziIi6KL5rk0lLT09HRUUFJk6cyIHCRERdFMMGmZzKykqYmZlBLpcjMjISMpkMtra2UpdFRETtxAGiZFLy8vKwdetWpKWlAQDs7OwYNIiIujj2bJBJqKurw6lTp3Dy5EnY2tqif//+UpdEREQdhGGDJFdeXo7k5GTk5+ejV69eGDNmDKe0EhF1IwwbJLnKykoUFxfjgQceQL9+/bjkOBFRN8OwQZ2usKwCJ879isIb+XDz9EZoHw8sXLgQcrlc6tKIiMgIGDaoU508n4ftKafhXJsHKzMdjl0oQvLJbMyJCsbQIE+pyyMiIiPgbBTqNAWlGuxNyYCXyIXcvA6llj5QqhxQfEuL+JQsFJVVSF0iEREZAcMGdQohBPbvT4QLClAts0KRPBBV5vawtDCHm4MtitVanLyQL3WZRERkBLyMQp1CJpOh1kyBXyvtYa70Bu4YBGppYQ4hgNLyKgkrJCIiY2HPBhlNXV0dTp48icLCQgCAZ0Bf5FcrUVNbZ3Bcja4WMhngYMfprkRE3RHDBhlFeXk5du/eje+//x4XLlwAAIT28YCT0ho3SzWo0dUCuB00bpZq4KS0xtA+HlKWTERERsLLKNThsrOzcejQIeh0Otx///0IDg4GALiobDAnKhjxKVm4WaKBELevpjgprTEnKhjOKhuJKyciImNg2KAOdf78eaSkpMDR0RHjxo2Dk5OTwf6hQZ7wd1fh5IV8lJZXwcFOgaF9PBg0iIi6MYYN6hBCCMhkMgQEBCA0NBShoaGwsGj8x8tZZYMJYYGdXCEREUmFYzbongghkJWVhd27d6Ourg5yuRzDhw9vMmgQEVHPw08EareqqiocPnwYV65cgYeHB6qrq2FlZSV1WUREZGIYNqhd8vPzkZycDI1Gg2HDhiE0NBRmZuwoIyKihhg2qM10Oh0SExNhZmaG6dOnw9OT9zQhIqKmMWxQq2m1WlhZWcHCwgKTJk2CUqnkZRMiImoR+72pVa5evYqvv/4aZ8+eBQC4ubkxaBARUauwZ4OapdPpkJmZiZ9//hmOjo68ZEJERG3GsEFNKikpQVJSEoqLixEcHIyIiAhOaSUiojbjJwc16caNGygvL8eECRPQq1cvqcshIqIuimGDDFRVVaG0tBTu7u7o27cv/P39YW1tLXVZRETUhXGAKOnduHEDW7duxb59+1BTUwOZTMagQURE94w9G4S6ujr88MMP+P7772FjY4Px48fD0tJS6rKIiKibYNjo4aqqqpCYmIjr16/D398fkZGRnNJKREQdimGjh7O0tISZmRlGjx6N/v37QyaTSV0SERF1MwwbPVBtbS1OnTqFQYMGQaFQYMqUKQwZRERkNAwbPUxpaSmSkpJQVFQEOzs79OvXj0GDiIiMimGjhxBC4Ny5czh69CjMzMwwfvx4BAYGSl0WERH1AAwbPcTx48dx+vRpuLu7Izo6Gvb29lKXREREPQTDRg9x3333wczMDEOHDoWZGZdXISKizmMSnzrx8fGIiYmBj48PbG1tERISgo0bN0IIoT9m2bJlGDBgAOzt7aFUKjF8+HBs3rxZwqpNmxACp0+fRkZGBgDAyckJYWFhDBpERNTpTKJnY/369QgICEBcXBxcXV2RmJiIxYsXIycnB7GxsQCA8vJyLF68WD+g8ZtvvsGCBQtQV1eHhQsXSvwKTItGo0FKSgp+/fVX+Pv7o66ujiGDiIgkIxN3dh9IpLCwEC4uLgbbnn76aWzZsgUlJSVNflCOHj0atra22L9/f5ueLzc3F76+vsjJyYGPj0+76zZF165dQ0pKCmpqajBy5EiunUFERB2urZ+jJvHn7t1BAwBCQ0OhVquh0WiafJyzszOqq6uNWVqXolarsW/fPlhZWeGhhx7CgAEDGDSIiEhyJnEZpTFpaWnw9vY2mDUhhEBtbS3Ky8uxa9cu7N+/H19++aWEVZqG6upqyOVyKJVKTJgwAd7e3ry3CRERmQyTDBtpaWnYvHkz4uLiDLYnJSVhwoQJAAALCwu89957mD17dovnU6vVUKvV+u/z8vI6tmCJCCFw/vx5pKenY+rUqXBzc0NAQIDUZRERERkwubCRm5uLefPmYezYsXj++ecN9o0YMQLHjx9HWVkZ9u7di+eeew4WFhb47W9/2+w5169fjzVr1hiz7E5XXV2N1NRUXLp0Ce7u7rwVPBERmSyTGCBar7S0FA888ABkMhlSU1OhUqmaPf7FF1/Exo0bUVxcDHNz8yaPa6xnIzw8vMsOEL158yaSkpJw69YthIaGYtiwYZxtQkREnaatA0RNpmdDq9Vi+vTpKCsrQ3p6eotBAwCGDRuGDRs2oKCgAB4eHk0ep1QqoVQqO7JcSWVlZaG2thbTp0+Hl5eX1OUQERE1yyTChk6nw9y5c5GVlYXU1FR4e3u36nFpaWlQKpWNzmbpbioqKlBbWwt7e3uMGjUKtbW1sLKykrosIiKiFplE2FiyZAkSEhIQFxcHtVqtX/USuD0F9ty5c1i+fDnmzJmDgIAAlJeXIyEhAZ988gnWrVsHCwuTeBlGU792hoODA2bMmAFLS0vONiEioi7DJD6l6xfleumllxrsu3LlCtzd3eHg4IA//elPyM/Ph0qlQr9+/fDtt98iJiams8vtNLW1tTh27Bh++uknqFQqjBo1iutmEBFRl2MSYSM7O7vFYzZt2mT8QkyIWq3GgQMHUFhYiL59+2LUqFHszSAioi7JJMIGNWRhYYGamhqMGzcOvXv3lrocIiKiduN8SRNSXV2NH3/8EUII2NjYYM6cOQwaRETU5bFnw0TcuXaGm5sbPDw8uHYGERF1CwwbEhNC4IcffsDx48dhbW2NadOmNbtmCBERUVfDsCGxxMREZGdnw8/PD5GRkVx2nIiIuh2GDYkFBATA09MTAwcO5LRWIiLqlhg2OlltbS2OHz8OV1dX9O7dG0FBQVKXREREZFQcgdiJysrKsGPHDvz444+4ceOG1OUQERF1CvZsdJLz58/jyJEjAIDo6Gjcd999EldERETUORg2OkF2djZSUlLg5uaG6OjobnUHWiIiopYwbBhRbW0tzM3N4efnhwceeAB9+/bl2hlERNTj8JPPCOrXzvj6669RWVkJMzMzBAcHM2gQEVGPxJ6NDlZRUYGUlBTk5ubC19dX6nKIiIgkx7DRgXJzc3Hw4EFUVVUhIiKCa2cQERGBYaPD1NXVITMzE3K5HFOmTIGLi4vUJREREZkEho0OYmZmhokTJ8LKygqWlpZSl0NERGQyGDY6kL29vdQlEBERmRxOjyAiIiKjYtggIiIio2LYICIiIqNi2CAiIiKjYtggIiIio2LYICIiIqNi2CAiIiKjYtggIiIio2LYICIiIqNi2CAiIiKjYtggIiIio2LYICIiIqPqkTdi0+l0AIC8vDyJKyEiIup66j8/6z9PW9Ijw0ZBQQEAIDw8XOJKiIiIuq6CggIEBAS0eJxMCCGMX45pqaysxE8//QRXV1dYWHT9vJWXl4fw8HAcO3YMnp6eUpdjEtgmjWO7NI7t0hDbpHFsl9t0Oh0KCgowaNAgWFlZtXh81/+kbQcrKysMHz5c6jI6nKenJ3x8fKQuw6SwTRrHdmkc26Uhtknj2C5oVY9GPQ4QJSIiIqNi2CAiIiKjYtjoBpRKJWJjY6FUKqUuxWSwTRrHdmkc26Uhtknj2C7t0yMHiBIREVHnYc8GERERGRXDBhERERkVwwYREREZFcMGERERGRXDRhcQHx+PmJgY+Pj4wNbWFiEhIdi4cSPuHNu7bNkyDBgwAPb29lAqlRg+fDg2b94sYdXG15p2udP27dshk8kwcODATq6087SmTaKioiCTyRp8/fLLLxJWblyt/VkpLS3F888/Dy8vL1hZWaF3796Ii4uTqGrja6ldsrOzG/1ZkclkrVo1sqtqzc9LRUUFVq5cicDAQNjY2CAoKAhvvPFGq+8V0tP0yBVEu5r169cjICAAcXFxcHV1RWJiIhYvXoycnBzExsYCAMrLy7F48WL069cPMpkM33zzDRYsWIC6ujosXLhQ4ldgHK1pl3parRYvvvgi3N3dJaq2c7S2TUaPHo23337b4LFtWQ2wq2lNu2g0GkRFRcHCwgLvvPMO3N3dcf78eajVaomrN56W2sXT0xPp6ekGjxFCYPLkyYiOjpaoauNrzc/Ls88+i61bt+KNN95A//79kZ6ejtWrV0Oj0WDt2rUSvwITJMjkFRQUNNi2ePFioVQqRW1tbZOPGzVqlJgwYYIxS5NUW9pl1apVYsyYMWLRokViwIABnVVip2tNm0RGRopp06Z1dmmSak27/PGPfxSBgYGivLy8s8uTTHveWw4ePCgAiK+//trY5UmmpXapra0VNjY2IjY21uCYxx57TAQGBnZSlV0LL6N0AS4uLg22hYaGQq1WQ6PRNPk4Z2dnVFdXG7M0SbW2XS5duoS4uDi8++67nVmeJNr7s9LdtaZdPvnkEzz55JOwtbXt7PIk056fl6+++gpKpRIzZswwdnmSaaldhBDQ6XRQqVQGx6hUqiYv4/Z0DBtdVFpaGry9vWFvb6/fVv8LUFpaii+++AL79+/Hs88+K2GVna+xdnnhhRfw2GOPYciQIRJWJp3G2uTQoUOwtbWFlZUVIiMjcfjwYQkrlMad7ZKdnY38/Hy4uLjgwQcfhEKhgJOTExYvXozy8nKpS+1Ujf281KupqcHWrVsxc+bMbj1mozF3tou5uTkef/xxvPfeezh+/DjKy8tx4MABfPHFFz3uPbfVJO5ZoXZITU0VZmZm4p133jHYnpiYKAAIAMLCwkJ8+OGH0hQokcbaZefOncLR0VHfLdrdL6PcrbE2Wb16tfj000/F4cOHxebNm0VYWJiwtLQUR48ela7QTnZ3u6SnpwsAws7OTjz22GPiwIED4oMPPhAqlUrMnz9f2mI7UVPvLfV27NghAIh9+/Z1bmESa6xddDqdeOqpp/TvuQDEypUrpSvSxDFsdDE5OTnCy8tLjBs3rsE1VbVaLY4fPy4OHDggli1bJiwtLcUnn3wiUaWdq7F20Wq1IjAwULz77rv643pS2GjuZ+VO5eXlwt/fX0yZMqUTq5NOY+1y5MgRAUAMHTrU4NiPP/5YABCXLl2SotRO1Zqfl7lz5wp3d3eh0+k6uTrpNNUuy5YtE56enuKTTz4Rhw4dEn/5y1+EjY2N+Otf/yphtaaLYaMLKSkpEQMHDhSDBg0SpaWlLR6/dOlSoVQqu/0bQ1Ptsm7dOnHfffeJgoICUVJSIkpKSsSCBQtEcHCwKCkpEVVVVRJWbVxt/VlZsmSJcHNz64TKpNVUu5w9e1YAEC+99JLB8ZcvXxYAxM6dOzu71E7Vmp+XW7duCWtra/H88893cnXSaapdfvrpp0Z/Ll5//XWhUCiEWq3u7FJNHsdsdBFarRbTp09HWVkZ9uzZ02BgUmOGDRsGtVqNgoKCTqhQGs21yy+//IKLFy/C1dUVjo6OcHR0xKZNm5CVlQVHR0ds3LhRwsqNpz0/Kz1Bc+3Su3dvKBSKJh9bWVnZGSVKorU/L99++y20Wm23nUp/t+ba5ezZswCAkJAQg8eEhoaiqqoKubm5nVlql8B1NroAnU6HuXPnIisrC6mpqfD29m7V49LS0qBUKhsdWd0dtNQuK1aswOOPP26w7c0338S5c+fw2WefISgoqBOr7Rzt+VnRaDRISEjA8OHDO6FCabTULnK5HBMnTkRSUpLB9sTERADA0KFDO63WztSWn5evvvoKvXv3xogRIzqxQmm01C7+/v4AgJMnT8LX11e//cSJE5DJZPr99D8MG13AkiVLkJCQgLi4OKjVamRkZOj3hYaG4ty5c1i+fDnmzJmDgIAAlJeXIyEhAZ988gnWrVsHC4vu+d/cUrv069cP/fr1M3jM559/jtzcXERFRXVytZ2jpTY5duwY3nrrLcycORMBAQG4fv064uLikJ+fj/j4eAkrN66W2kWhUCA2NhajRo3CI488gkWLFuHChQtYuXIlHnnkEfTu3VvC6o2nNe0CAAUFBThw4ABWrFghVamdqqV2CQsLQ1hYGP7v//4PN27cwH333YfMzEysW7cOTz75JGxsbCSs3kRJfR2HWubv728w4vnOrytXroj8/Hwxf/584e/vLxQKhXBzcxNjxowR27dvl7p0o2qpXRrT3QeIttQmFy5cEJMmTRIeHh7C0tJSODg4iKlTp4rMzEypSzeq1v6sHDhwQISFhQmFQiE8PDzESy+9JCorK6Ur3Mha2y7vvfeeACDOnj0rXbGdqDXtkpeXJ5566inh7+8vrK2tRVBQkIiNjRUVFRXSFm+iZEJwBRIiIiIyHg4QJSIiIqNi2CAiIiKjYtggIiIio2LYICIiIqNi2CAiIiKjYtggIiIio2LYICIiIqNi2CAiIiKjYtggogb+85//YNSoUbC3t4ednR0iIiLwxRdfGBzz+OOPY+DAgRJV2HkcHBzw2muvSV0GUZfGsEFEBp577jk8+uij6N+/P+Lj47F161YMHDgQixYtwnPPPSd1eUTUBXXPO3QRUbvs3LkT7733HmJjYw3+mp80aRK8vLzwpz/9CRMnTsSMGTOkK/K/tFotrK2tpS6DiFqBPRtEpLdhwwY4Ojpi2bJlDfa9/PLLcHR0xIYNGwy279mzBwMHDoSVlRWGDRtmcIdM4HaACQsLg52dHRwcHBAWFobvvvvO4JjPP/8cgwcPhpWVFby9vfHqq6+itrbWYL9MJkN6ejomTJgAW1tbvPzyy4iKisL06dMb1Pree+/B2toaZWVlAAAhBN5++20EBQVBoVAgMDAQ77zzToPH7dixA/369YOVlRXCw8Nx/PjxVrcdETWNYYOIAAA6nQ5Hjx7F2LFjYWdn12C/nZ0dxo4di6NHj0Kn0wEA8vLysGTJErz88sv4+uuvoVAoMGnSJNy8eRMAcOnSJcyePRsDBgzAt99+iy1btmDu3LkoKSnRn3f9+vV46qmnMGnSJOzatQvLly/Hu+++i1dffbVBDQsXLkR0dDQSEhLw6KOPYsGCBdi/fz+Ki4sNjtu0aROmTp0KlUoFAHjhhRewevVqLFq0CLt378bjjz+O5cuX48MPP9Q/5vTp03j44YfRp08fbNu2DYsWLcLcuXNRVVV1741L1NNJfNdZIjIReXl5AoBYunRpk8csXbpUABD5+fli0aJFAoBISkrS7y8tLRX29vZixYoVQggh4uPjBQChVqsbPZ9arRZ2dnZi5cqVBts/+OADYW1tLQoLC4UQQnz22WcCgHjzzTcNjissLBSWlpbin//8p35bdna2kMlkIj4+XgghxMWLF4VMJhMfffSRwWOXL18uPDw8RG1trRBCiHnz5olevXoJnU6nP+bTTz8VAERsbGyTbUJELWPPBhG1m0qlQnR0tMH348ePR2ZmJgBg8ODBMDc3x8KFC7Fr1y79ZY16R48eRXl5OebMmQOdTqf/Gj9+PLRaLc6cOWNw/LRp0wy+d3Z2xoQJE7B582b9ti1btsDOzk5/eeXAgQMAgIcffrjBc+Tn5yMnJwcAkJmZiRkzZsDc3Fx/rtmzZ99rExEReBmFiP7LxcUFCoUC165da/KYa9euwcrKCs7OzgAAV1fXBse4u7sjLy8PABAUFISEhASUlZVh5syZcHV1xYMPPqh/jsLCQgDA0KFDYWlpqf/q06cPAOiDwJ3nvtuCBQuQkpKC/Px8ALcvocycORNWVlb65xBCwMXFxeA5JkyYYPAceXl5cHNzMzi3UqnUn4eI2o+zUYgIAGBhYYFRo0YhJSUFGo0Gtra2Bvs1Gg1SUlIwatQoWFjcfusoKChocJ4bN27A09NT//3kyZMxefJkqNVq7N27Fy+++CKeeOIJJCUlwcnJCQCwbds2+Pr6NjhXr169DL6XyWQNjomJiYFCocDXX3+NSZMm4fTp01i3bp1+v5OTE2QyGdLS0iCXyxs8vm/fvgAAT09P/ViTemq1GpWVlQ0eQ0Rtw7BBRHpLly5FTEwM4uLisHr1aoN9cXFxKC4uxtKlS/XbysrKkJycrL+UUlZWhgMHDuB3v/tdg3MrlUrMnTsXmZmZ2LRpEwAgIiICNjY2yM3NxcyZM9tVs729PaZPn45NmzahuLgYrq6uGD9+vH7/uHHjAABFRUXNTtkNDw/Hrl27sH79ev2llG+++aZdNRGRIYYNItJ78MEH8eyzz+K1115DTk4O5syZAwDYunUrPv74Yzz77LMGH9hOTk747W9/izVr1sDBwQFvvvkmhBD6QPLRRx8hPT0dkydPhqenJ65cuYIvv/wSEydOBHB7dc4//elPeOWVV5Cbm4uoqCiYm5vj8uXL2LFjB7Zu3QobG5sW616wYAFmzZqFq1evYs6cOfqeF+D2pZzf/e53ePTRR/Hyyy9jxIgRqKmpwfnz53Hw4EFs374dALBixQoMHz4cDz30EJYsWYLLly/j7bff5mUUoo4g9QhVIjI9X375pYiIiBC2trbC1tZWjBw5Uvz73/82OGbRokViwIABIiEhQQQHBwu5XC5CQ0PFkSNH9MccPXpUTJs2TXh6egq5XC78/PzECy+80GB2yqZNm8Tw4cOFtbW1UCqVIjQ0VKxatUrU1NQIIf43G6WgoKDReisrK4VKpRIARGpqaoP9dXV14u9//7sYOHCgkMvlwsnJSURERIj169cbHLdt2zYRFBQkFAqFGDZsmMjIyBAqlYqzUYjukUwIIaQOPERERNR9cTYKERERGRXDBhERERkVwwYREREZFcMGERERGRXDBhERERkVwwYREREZFcMGERERGRXDBhERERkVwwYREREZFcMGERERGRXDBhERERkVwwYREREZFcMGERERGdX/B0KwXHIwxz19AAAAAElFTkSuQmCC)

*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 — example_proteomics.csv
- **Started:** 2026-09-21 02:17:48.827397
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/a55dc899cd514343aea98c71daeb65ee

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