# Multiomics Result Result #87 — Analysis Report

Generated 2026-09-21 02:39:09 · 1 run(s) · CAT-G Data Analyzer

## 1. pca (#87)

2026-09-21 02:18:19 · multiomics_result · status: completed

*The first two PCs capture 29.4% of the combined multi-omics variance.*

### explained variance

| Component | Fraction | Cumulative |
|---|---|---|
| PC1 | 0.158399 | 0.158399 |
| PC2 | 0.135564 | 0.293964 |
| PC3 | 0.122593 | 0.416557 |

![multiomics pca scatter](data:image/png;base64,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)

*multiomics pca scatter*

![multiomics pca scree](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAogAAAGtCAYAAACVwIWiAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAQ6wAAEOsBUJTofAAAYV5JREFUeJzt3XdYU/fiBvD3hJEwEpYKuEBUXIjiwF3ALYoTUetu1dre1lZqW72tV9EOreLV3tpqe629dSLgqLOOurCO2tYtopUqKKgIElaAJOf3B5qfKagQAiHwfp6HR/PNOScvxyivJ+d8jyCKoggiIiIiosckpg5ARERERFULCyIRERER6WFBJCIiIiI9LIhEREREpIcFkYiIiIj0sCASERERkR4WRCIiIiLSw4JIRERERHpYEImIiIhIDwsiEREREelhQSQiqgaOHDkCQRDw/fffmzoKEVUDLIhEZJbu37+P2bNno3Xr1lAoFJDL5fDy8sKwYcOwZs0aU8czS8uXL2fBJCIAgKWpAxARldXt27fh7++PtLQ0hIaGYurUqbC2tsbNmzcRFxeH5cuX49VXXzV1TLOzfPlyeHp6YtKkSaaOQkQmxoJIRGZnyZIluHfvHpYvX46333672POpqalGe62CggJotVrIZDKjbZOIqKrjR8xEZHauX78OAOjVq1eJz7u5uRUbS0xMxNSpU+Hh4QGpVApXV1f07dsXBw4c0C0zadIkCIKAhw8fYtq0aXB3d4eNjQ1OnToFoKgsfv755/D19YWNjQ0UCgV69+6NY8eOlZgjNjYWAQEBUCgUsLGxgZ+fH/773/+W+vsUBAGTJk3C4cOH0a1bN9jZ2aFWrVqYNGkS7t+/X6ptqFQqREREoHnz5pDJZHB2dkZISAjOnj2rW+avv/6CIAi4desWjh49CkEQdF9//fVXqfMSUfXBI4hEZHYaN24MAFi7di0WL14MS8vn/1P2+++/o1evXsjNzcWkSZPQtm1bZGVl4dSpUzh48CD69Omjt3zv3r3h4uKC2bNnQ6vVws3NDWq1GsHBwTh69CjGjBmD6dOnIzc3F+vXr0fPnj2xfft2DBo0SLeNefPmYcGCBQgKCsK8efNgY2ODn376CVOnTsWNGzewaNGiUn2vf/zxB2JiYjB58mSMGzcOZ86cwf/+9z+cPn0av/76K+zt7Z+5rkajQXBwMA4fPozg4GC8+eabSE1Nxddff43u3btj7969CAoKQu3atbFu3TrMnDkTtWrVwocffqjbRu3atUuVk4iqGZGIyMz8+eefooODgwhArFOnjjhixAhx8eLFYlxcnKjRaPSW1Wq1oo+Pj2hpaSmePn262LaeXn7ixIkiAHH06NGiVqvVW2758uUiAHHr1q164wUFBaKfn5/YqFEj3djvv/8uCoIgzpgxo9jrvfnmm6JEIhH//PPPF36fAEQAYnR0tN74smXLRADivHnzdGOHDx8WAYhr167Vja1Zs0YEIE6dOlVv/WvXrolSqVRs2rSp3vfv4eEhBgQEvDAXEVV//IiZiMyOl5cXzp8/jxkzZsDOzg6xsbH44IMP0L17dzRp0gT79+/XLXv+/HlcunQJY8eOhb+/f7FtSSTF/xn84IMPIAiC3ti6devg6emJHj16IC0tTfeVmZmJwYMHIzExEQkJCQCADRs2QBRFvPrqq3rLpqWlYfDgwdBqtTh48GCpvldvb2+Ehobqjf3jH/+Ao6MjYmNjn7vuk+cjIiKKbfPll1/G9evXcfHixVLlIKKahR8xE5FZ8vDwwIoVK7BixQrcv38fJ0+exJYtW7Bp0yYMGzYM58+fR5MmTXSlrV27dqXetre3d7Gxq1evIjc397kfud67dw/e3t64evUqAKBNmzbPXbY0WrZsWWzM2toajRs3xuXLl5+77s2bN+Hi4gJ3d/diz7Vu3RoA8Oeffz43JxHVTCyIRGT26tSpgyFDhmDIkCFo2LAhFi1ahM2bN+Ojjz4yaHu2trbFxrRaLZo1a4Yvv/zymev5+PjolgWAXbt2QSqVlrisl5eXQdmIiCoDCyIRVStdu3YFANy5cwfA/x8N/OOPP8q1XW9vbyQlJSEwMPCFF8V4e3tj3759cHd3L9ORy5JcuXKl2FhBQQH+/PNPNGnS5LnrNm7cGPHx8bh37x5cXV31nrt06ZJumSf+/rE6EdVcPAeRiMzOkSNHkJubW+Jz27ZtA/D/H822adMGPj4+WL9+vd7ULk88Odr3IhMmTEBGRgY++eSTEp9/+iPj8ePHAwDmzJmDwsLCYstmZmYiPz+/VK+bkJCAmJgYvbGVK1fi0aNHGD58+HPXffL8woUL9cZv3LiBjRs3omnTpvD19dWN29vbIz09vVS5iKh64xFEIjI7y5cvx+HDhzFo0CC0b98eTk5OSEtLw+7du3H06FH4+PjglVdeAQDd/Yl79uyJbt264ZVXXkGbNm2Qk5ODU6dOwcvLC4sXL37ha7799ts4dOgQ5s+fj2PHjqFv375wdnZGUlISfvnlF9y8eRM3b94EAHTo0AEff/wxPvroI/j4+GDMmDGoX78+7t+/j4sXL2LHjh24cuUKPD09X/i6rVu3xqRJk3Ds2DG0aNECv/76K77//nt4e3tj1qxZz113woQJWL9+PVauXInbt2+jX79+umluRFHE6tWr9Y4adu7cGWvWrMHcuXPRokULSCQShISEwM7O7oU5iaiaMfVl1EREZXXq1CnxvffeE/39/UVXV1fR0tJSlMvlYvv27cUFCxaISqWy2DrXr18XJ06cKLq7u4tWVlaiq6ur2K9fP/HgwYO6ZZ5Mc/MsarVa/Oqrr8ROnTqJ9vb2okwmEz09PcXhw4eLUVFRxZbft2+fGBwcLLq4uIhWVlZi3bp1xaCgIDEyMlLMy8t74fcJQJw4caL4888/i127dhVtbGxEJycncfz48WJqaqresiVNcyOKopiXlyfOmzdP9Pb2Fq2trUVHR0dx0KBB4pkzZ4q93r1798Thw4eLTk5OoiAIIgAxMTHxhTmJqPoRRFEUTVtRiYioJIIgYOLEifj+++9NHYWIahieg0hEREREelgQiYiIiEgPCyIRERER6eFVzEREVRRPESciU+ERRCIiIiLSw4JIRERERHpYEImIiIhIT408B1GlUuHixYuoXbv2C++pSkRERGRu1Go1Hjx4gNatW0Mmk5V5/RrZji5evAh/f39TxyAiIiKqUGfOnEHHjh3LvF6NLIi1a9cGULTT3N3dTZyGiIiIyLhSUlLg7++v6zxlVSML4pOPld3d3VG/fn0TpyEiIiKqGIaeSseLVIiIiIhIDwsiEREREempkR8xP48oikhLS4NKpYJGozF1HCojS0tLODk5wc7OztRRiIiIzBaPID5FFEXcuXMHaWlpKCgoMHUcMkBubi7u3LkDtVpt6ihERERmi0cQn5KWloasrCzUqVMHLi4upo5DBlCpVEhMTERaWhrc3NxMHYeIiMgs8QjiU1QqFaytrVkOzZhMJoNUKuURYCIionJgQXyKRqOBhYWFqWNQOUkkEmi1WlPHICIiMlssiERERESkh+cgUrl4enpi1apV6N+/f5nXvX37Nlq2bImHDx9CKpVWQDoiIqpoWpUKeXFxyI07Dq1SCYlCAdvuPWDTvTskBtwDmKoGFkQjqey/INHR0YiMjMSlS5dga2uLli1b4t1330VISIjRX8tYBEHA1atX0bx5cwBAw4YNkZ2dbeJURERkqMK7d5H2ycfQPnwICAIgikBKCgri46HcthW1PvwIVnXrmjomGYAfMRtB4d27uPduOB7991sUXLsG9d27KLh2DY/++y3uvRuOwrt3jfp6K1aswOuvv47w8HCkpKQgJSUFc+fOxfbt2436OkRERM+iVamKymF6etGAKOr9qk1PL3pepTJRQioPFsRyquy/IEqlEh9++CFWrlyJsLAwyOVyWFhYoFevXlizZg3mz5+P0aNH65ZXqVQQBAF//fUXAGDSpEl4/fXXMXToUNjb28PPzw9//vknPv/8c7i5ucHd3R1RUVG69QMDA7Fq1Srd43379sHT07PEbGfPnkXXrl3h6OgINzc3vPHGG8jPzwcAdO3aFQDQvn172Nvb45tvvsFff/0FQRCgUqmwZcsWtGrVSm97W7ZsQcuWLQEUzVG5bNkyeHt7w9nZGcHBwUhOTi73/iQiIsPkxcUVHTl88nPv70QR2ocPkXfiROUGI6NgQXwOUa2GOiXluV/Zu3eX6i9I9p49L9yWWIrJnX/55ReoVCoMHz7c4O9r8+bNmD17NjIyMuDt7Y0+ffogLy8PSUlJ+OKLL/Daa68hLy+vzNu1sLDA0qVLkZaWhtOnT+Po0aP4z3/+o8sNAL/99huys7Mxbdo0vXUHDx6M5ORknDt3Tje2YcMGjBs3DgDw5ZdfYsOGDdi/fz/u3buHdu3a6RVhIiKqXLlxx4s+Vn4eQShajswOz0F8Ds2DB7g38x2jbCtrSxSytkQ9dxnXfy+Hpbv7c5d5+PAhatWqBSsrK4OzDBkyBJ07dwYAjBo1Crt378ZHH30ECwsLjBw5EuPGjcOff/4JHx+fMm3Xz89P93sPDw9MmzYNBw8exKxZs164rkwmw4gRI7Bhwwa0bdsW6enp+Omnn/DFF18AAL7++mtERkbqjl7Onz8fdnZ2uH37Nho2bFimnEREVH6aR4+efXDkCVGENjOzUvKQcfEIoplxcXFBWloaCgsLDd7G03cYsbW1Ra1atfTmf7SxsTHo4pGEhAQMGjQIbm5uUCgUmDNnDtLS0kq9/rhx47Bp0yZotVpER0fD398fHh4eAIC//voLo0aNgqOjIxwdHVGrVi1IJBJ+zExEVMm02dlQRkVBc+/eixcWBEgcHCo+FBkdjyA+h0Xt2nD99/LnLpP+ny9QmJj4/P9FCQKsvLzg/OZbL3y9F+natStkMhm2bduGsLCwYs/b29sjNzdX9zg1NfWF23yesmzv9ddfR+vWrbFx40YoFAqsWLECmzZtKvVrBQYGQhAEHDlyBOvXr8f48eN1zzVs2BCrVq1CYGCgQd8HERGVjzY3F9l79yB7926IT/1ceC5RhG33HhUbjCoEjyA+h2BpCUt39+d+2fXsVapD7HY9e71wW4Lli/u6QqHAJ598gjfffBMxMTHIzs6GRqPB0aNHMXXqVPj5+eH48eO4efMmcnJyEBERUa594Ofnp3udpKQk3TmFJcnKyoJCoYBcLkdCQoLexS0A4Orqij///POZ60skEowZMwafffYZzp49i5EjR+qee/311/Hhhx/q1s/IyMCWLVvK9b0REdGLaVUqZO3YjtQZbyErOrqoHFpZwbZvP0icnJ59HqIgQOLiAptu3So3MBkFC2I52XTvDomLS6X+BXn77bfx5ZdfYunSpXB1dYW7uzvmz5+PoUOHolevXpgwYQLat28PHx8f9O7du1yvNXPmTDg4OMDd3R3Dhg3D2LFjn7ns0qVLsWXLFsjlcrz66qt6BQ8AIiIiMGXKFDg6OuLbb78tcRvjxo3DwYMHMWDAADg5OenG33rrLYwePRqDBg2CQqFAmzZt8NNPP5XreyMiomfT5ucja9dO3JvxFpSbNkHMzgYsLWHXrx/cVnwBp1deQa25/4LE2blohSc/Bx//KnF2Rq0PP+Jk2WZKEMUXHf6qfpKTk9GgQQMkJSWhfv36uvEnU8E8axqXZylxotDHv0pcXDhRaCUz9M+RiIgAsaAAOYcOIWvHdmgfPSoatLCAbVAQ5EOHwbJWLb3ltSoV8k6cKLpRRGYmJA4ORTeK6NaN5dCEntV1SovnIBqBVd26cI1cxr8gRERktkS1Gjk//4ys7dv+f25fiQS2LwVAPnw4LOvUKXE9iUwGu169YNerVyWmpYpWJQtidnY2mjdvjjt37uDXX39Fhw4ddM+tWbMGixcvxu3bt9GsWTN88sknGDRokAnTFuFfECIiMkeiWo3cY0eRtXUrNE9mnhAE2HTvDsWIUFg+NfMF1RxVsiAuXLgQ6hImjd68eTOmTp2KDz/8ED179kRUVBSGDRuG48eP6+b1IyIiohcTNRrknYiDMiYWmvuPp6wRBNh07gx5aCis6pX9Y0mqPqpcQYyPj8fKlSsRGRmJ6dOn6z03b948jB49GgsXLgQABAUF4cKFC1iwYAH27NljirhERERmRdRqkXfyJLJiY6C+e1c3LvP3hyJ0JKx48wFCFSyIb731FqZPn45mzZrpjd+8eRMJCQlYvHix3vjo0aPx3nvvIT8/H1KptDKjEhERmQ1Rq4XqzBkoY6KhfuomA7L27SEPHQnrRo1MmI6qmipVEGNiYnDx4kXExsbi999/13suPj4eANC8eXO98RYtWqCgoACJiYnFnisrS0tL5ObmQqVSQcYLS8ySRqNBYWEh//yIiB4TRRGq384iKzoahbdu6calbdpCETYS1o2bmDAdVVVVpiDm5uYiPDwcn376KRQKRbHnMzIyAACOjo5640/mykt/csVVCZRKJZRKpe5xSkpKics5OTkhNzcXiYmJkEqlkEg4TaS5KSwshFqthgNv7URENZwoisg/dw7K6C0ovHlTNy718YF8ZBikf/ukjuhpVaYgfvzxx3B1dcXkyZONvu1ly5aV6o4idnZ28PLyQlpaGgoKCqDVao2ehSqWTCaDg4NDif/JICKqCURRRP7Fi0XF8Pp13bh18+ZQhI2CtGVLE6Yjc1ElCuKtW7cQGRmJbdu2ITMzE0DRVDdPfs3OztYdKczMzITbU5fcPzmy6PxkJvcShIeHY8qUKbrHKSkp8Pf3L3FZS0tLve0TERGZi/wrV6DcEoWCx6dlAYBV06ZQhIVB6tMawrPu+kX0N1WiICYmJqKgoAADBw4s9lxQUBA6deqEjRs3Aig6F/HpC1ji4+NhbW0NLy+vZ25foVDwiBIREVVb+deuISt6C/IvXdKNWXl5QTEyDNK2bVkMqcyqREFs27YtDh8+rDd27tw5zJw5E6tWrULHjh3h5eUFb29vREdHY8iQIbrloqKi0KtXL1hbW1d2bCIiIpMquHEDyuho5J8/pxuz8vCAfGQYZO3bsxiSwapEQXR0dERgYGCJz7Vv3x7t2rUDAMyfPx9jx45F48aNERQUhKioKJw+fRrHjh2rxLRERESmVZCYiKyYaKh++003Zlm/PhQjwyDr2BECL7KkcqoSBbG0xowZg9zcXCxatAiLFi1Cs2bNsG3bNnTp0sXU0YiIiCpc4e3bUMZEQ3XmjG7M0t0d8tCRsOnShcWQjEYQRVE0dYjKlpycjAYNGiApKQn16/NWQkREVLUV3rmDrJho5J06BTz+sW1RxxWK0BGw6dYdgoWFiRNSVVPermNWRxCJiIhqEnVqKpSxMciLi/v/YlirNuTDh8P2pZcgWPLHOFUMvrOIiIiqGPX9+8jauhW5x44Cj+fklTg7QzFsOGyDglgMqcLxHUZERFRFqNPSkLV9G3IPHwY0GgCAxNER8qFDYdezFwTO2EGVhAWRiIjIxDTp6cjasR05hw4BajUAQCKXw37IENj16QuJVGrihFTTsCASERGZiObRI2T9+CNyDuwHCgsBAIK9PeQhIbDr1x8SmczECammYkEkIiKqZBqlEtk7dyJn/08Q8/MBAIKtLewHDoL9gAGQ2NqaOCHVdCyIRERElUSbnY3s3buRvXcPRJUKACDY2MB+QDDsg4Mhsbc3cUKiIiyIREREFUybm4vsvXuQvXs3xNxcAIAglcKuf3/YDwqBhVxu4oRE+lgQiYiIKohWpULOvr3I2rkTYk5O0aCVFez79oX94CGwcHAwbUCiZ2BBJCIiMjJtfj5y9u9H9o87oM3KKhq0tIRd796QDxkKCycn0wYkegEWRCIiIiMRCwqQc/AgsnZshzYzs2jQwgJ2QT1hP3QoLGvVMm1AolJiQSQiIionsbAQOYcPI2v7NmjT04sGJRLYBgRAPmw4LOvUMW1AojJiQSQiIjKQqFYj99hRZG3dCk1aWtGgIMCmRw8oho+ApZubaQMSGYgFkYiIqIxEjQa5cXHIio2F5v69okFBgE2XLpCPCIVVvXqmDUhUTiyIREREpSRqtcj75RdkxcZAnZKiG5f5d4JiZCisGjQ0YToi42FBJCIiegFRq4XqzGkoY2KgTk7Wjcvad4A8NBTWjRqZMB2R8bEgEhERPYMoilCdPQtl9Baob9/WjUvbtoVi5EhYN25iwnREFYcFkYiI6G9EUUT+uXNQRm9B4c2bunFp69aQh46EtFkzE6YjqngsiERERI+Jooj8ixeLiuH167px6xYtoBgZBmnLliZMR1R5WBCJiIgA5F++DGX0FhTEx+vGrJt6Qx4WBqmPDwRBMGE6osrFgkhERDVa/rV4ZG2JRv7lS7oxKy8vKMJGQdqmDYsh1UgsiEREVCMV3LgBZfQW5J8/rxuz8vCAfGQYZO3bsxhSjcaCSERENUpBYiKyordA9fvvujHL+vWhGBkGWceOECQSE6YjqhpYEImIqEYovH0byugtUP36q27Msm5dyENDYdO5C4sh0VNYEImIqForvJOMrOgY5J06qRuzcHWFYkQobLp1g2BhYcJ0RFUTCyIREVVL6pQUKGNjkXciDhBFAIBFrdqQDx8O25degmDJH4FEz1Iljqfv2bMHAQEBqF27NqRSKby8vBAeHo7MzEzdMpMmTYIgCMW+9u3bZ8LkRERU1ajv30fGqq9x791w5MUdB0QREmdnOL46Ba7Ll8OuZ0+WQ6IXqBJ/Q9LT09GpUyfMmDEDLi4uuHTpEubPn49Lly5h//79uuW8vLywYcMGvXVbtGhR2XGJiKgKUqelIWvbVuQeOQJoNAAAiaMj5EOHwq5nLwjW1qYNSGRGqkRBHDdunN7jwMBASKVSTJs2DXfv3kXdunUBADY2NujcubMpIhIRURWlSU9H1vbtyPn5EKBWAwAkCgXshwyBfZ++LIZEBqgSBbEkLi4uAICCggITJyEioqpI8+gRsnbsQM7BA0BhIQBAsLeHPGQw7Pr1g0QmM3FCIvNVpQqiRqNBYWEhrly5ggULFmDw4MHw9PTUPX/jxg04ODggLy8PrVu3xty5czF06FCT5SUiosqnUSqRvXMncvb/BDE/HwAg2NnBfuBA2PcfAImtrYkTEpm/KlUQPTw8cOfOHQBA//79sXHjRt1zfn5+6NixI1q1aoVHjx7h66+/xrBhwxAdHY3Q0NDnblepVEKpVOoep6SkVMw3QEREFUabnY3s3buQvXcvRJUKACDY2MB+QDDsBw6ExM7OxAmJqg9BFB9f+18FXLhwATk5Obh8+TI+/vhjeHl54cCBA7AoYY4qrVaLrl27QqlU4sqVK8/d7vz58xEREVFsPCkpCfXr1zdafiIiMj5tbi6y9+xG9u7dEPPyAACCVAq7/v1hPygEFnK5iRMSVT3Jyclo0KCBwV2nShXEp50/fx5t27Z97hHCJUuW4P3330dubi5sbGyeua2SjiD6+/uzIBIRVWFalQo5e/cia9dOiDk5RYNWVrDv2w/2gwfDwsHBtAGJqrDyFsQq9RHz03x9fWFlZYUbN26Ue1sKhQIKhcIIqYiIqKJp8/ORs/8nZP/4I7RZWUWDlpaw690H8iFDYOHkZNqARDVAlS2Ip0+fRmFhIby8vEp8XqvVIjo6Gq1atXru0UMiIjIPYkEBcg4eRNaO7dA+uVGChQXsevaEfOgwWDye3YKIKl6VKIjDhw9Hhw4d4OvrCxsbG5w/fx5LliyBr68vhg4dilu3bmHixIkYM2YMmjRpgoyMDHz99dc4e/YsYmNjTR2fiIjKQSwsRM7hn5G1bRu0GRlFgxIJbAMCIB82HJZ16pg2IFENVCUKor+/P6KiorBo0SJotVp4enpi6tSpmDVrFqytrSGXy+Hg4ICPP/4Y9+/fh7W1NTp06IC9e/eiX79+po5PREQGENVq5B49iqxtW6FJSysaFATY9OgBxfARsHRzM21Aohqsyl6kUpHKe+ImEREZTtRokHv8OLK2xkJz/37RoCDApktXyENDYfX47llEZLhqe5EKERFVL6JWi7xfTkAZEwtN6v/PRyvr1AmK0FBYNWhownRE9DQWRCIiqlCiVgvVmdNQxsRAnZysG5d16AB56EhYP3XHLCKqGlgQiYioQoiiCNXZs1BGb4H69m3duNTPD4rQkbBu3NiE6YjoeVgQiYjIqERRRP4ff0AZvQWFiYm6cWnr1pCPDIPU29uE6YioNFgQiYjIKERRRP6FC0XF8KmbHFi3aAlF2EhIW7Q0YToiKgsWRCIiKrf8y5eg3BKNgmvxujHrpt6Qh4VB6uMDQRBMmI6IyooFkYiIDJZ/LR7KLVtQcPmybsyqcWMoRoZB2qYNiyGRmSpzQdRoNNizZw8OHDiA06dPIyUlBXl5eXBxcUGzZs3Qo0cPjBgxAo0aNaqIvEREVAUUXL8OZfQW5F+4oBuz8vSEfGQYZO3asRgSmblSF8Ts7GxERkbi66+/RkZGBlq1aoU2bdrgpZdeglQqxaNHj/DXX39h6dKlmD17NgIDAxEREYFu3bpVZH4iIqpEBYk3odwSjfw/fteNWTZoAMXIkZB16AhBIjFhOiIyllIXxEaNGsHHxwdLlizB0KFDIZfLn7ns77//jk2bNiEkJAQff/wx3njjDaOEJSIi0yi8dQvKmGiofv1VN2ZZty7koSNh07kziyFRNVPqgrhjxw507dq1VMu2a9cO7dq1w7/+9S/cfmruKyIiMi+FycnIiolG3qlTujELV1coRoTCpnt3FkOiaqrUBbG05fBpcrkcrVq1KvN6RERkWuqUFChjY5B34gQgigAAi9q1IR8+ArYvvQTBwsLECYmoIhnlKub4+Hj8/PPPEEURQUFBaNmSc10REZkj9b17yNoai9zjxwGtFgBg4ewC+fBhsA0MgmDJyS+IaoJy/01fv349pkyZgtatWyMnJwfvvPMOvvnmG0yePNkY+YiIqBKo09KQtXUrco8eATQaAIDEyQnyIUNh16sXBCsr0wYkokpV7oIYERGBQ4cO6a5W/vzzzxEREcGCSERkBjTp6cjavg05hw79fzF0cIB88BDY9ekDwdraxAmJyBRKXRA7dOiAL7/8Ep07d9Ybz87ORpMmTXSPvby8kJOTY7yERERkdJpHj5C1YztyDh4ECgsBAIK9PeQhg2HXrx8kMpmJExKRKZW6IL711lsYMWIEevbsiSVLlsDNzQ0AMGrUKHTv3h3Dhg1Dbm4uNm3ahLFjx1ZYYCIiMpxGqUT2zh+R89NPEAsKAACCnR3sBw6Eff8BkNjamjghEVUFpS6IEydOxIgRIxAREQEfHx+8//77mDlzJiIjI+Ht7Y1Dhw4BABYsWIDXXnutwgITEVHZabOzkbVrF3L27YWoUgEABBsb2AcHwz54ICR2diZOSERViSCKj+cvKIOEhATMnDkT169fx/LlyxEcHFwR2SpMcnIyGjRogKSkJNSvX9/UcYiIKow2NxfZu3cje89uiHl5AABBKoVd/wGQh4RAYm9v4oREVBHK23UMukjF29sbu3fvxs6dO/HOO+9g5cqVWLFihd65iEREZDravDzk7NuLrF27ID4+L1ywtoZd336wHzwYFgqFiRMSUVVW6oIoiiLWrl2L/fv3Iz8/H/7+/njrrbdw6dIlREZGolOnTpg6dSrmzp0LO35UQURkElqVCjn7f0L2zp3QZmUVDVpZwa5Xb8iHDIGFk5NpAxKRWSj1PZJmzpyJ8PBwODs7o3Hjxvjmm28wYMAAWFtbY86cObh48SKSk5PRrFkzrF+/viIzExHR34gFBcjesxv33p4B5caNReXQwgJ2ffrAbfkKOE6axHJIRKVW6nMQXVxcsHr1aoSGhgIAEhMT0aRJE/z555/w9PTULXfixAnMmDEDv/32W4UENgaeg0hE1YVYWIicn39G1vZt0GZkFA1KJLANDIR82HBY1q5t2oBEZBKVdg6ii4sL/vrrL93jW7duAQAcHR31luvWrRvOnj1b5iBERFR6olqN3CNHkLVtKzQPHxYNCgJse7wE+fDhsHw8FRkRkSFKXRCXLVuGsWPH4n//+x9sbGxw8eJFfPrpp8UKIgAIgmDMjERE9Jio0SD3+DFkbd0Kzf37RYOCAJuuXSEfEQqrunVNG5CIqoVSF8RBgwYhMTERp06dQn5+Pvz8/PQ+Wi6PPXv2YPHixbhy5QqUSiXq1auHoUOHYt68eXBwcNAtt3PnTnz00Ue4du0aGjZsiDlz5vCWfkRUI4haLfJOnIAyNgaa1FTduKxTJyhCR8KqQQMTpiOi6qZM09w4OztXyJyH6enp6NSpE2bMmAEXFxdcunQJ8+fPx6VLl7B//34AQFxcHIYNG4YpU6Zg+fLl+Pnnn/Hqq69CLpfrzoskIqpuRK0WeadPIysmGuo7d3Tjsg4doBg5ElYenqYLR0TVVqkvUtm7dy8GDBhQpo0/ePAASUlJaNeuXZmDffvtt5g2bRru3LmDunXrol+/fsjOzsaJEyd0y7z88ss4d+4crly5UqZt8yIVIqrqRFGE6tdfoYyJhvr2bd241M8PipFhsPbyMmE6Iqrqytt1Sj3NzWuvvYa2bdviiy++wJ2n/hf7dxqNBocOHcKUKVPg5eWFP/74o8yhgKKLYgCgoKAA+fn5OHz4MEaOHKm3zOjRo3H16lW9i2eIiMyZKIrI++03PJgzG+nLInXlUNraF7UXLkStD2azHBJRhSv1R8zXr1/HV199heXLl2PmzJlo0KABfH19Ubt2bUilUjx69AiJiYm4cOEC1Go1QkJCEBcXhzZt2pQ6jEajQWFhIa5cuYIFCxZg8ODB8PT0xJUrV1BYWIjmzZvrLd+iRQsAQHx8vNHOhyQiMgVRFJF/4TyUW6JR+OcN3bh1y5ZQjAyD9PG/d0RElaHUBVEqlWLmzJmYOXMmjhw5gkOHDuHXX3/F2bNnoVKp4OzsjGbNmuGVV17BkCFDUKdOnTKH8fDw0B2d7N+/PzZu3AgAyHg8t9ffr5h2ejzpa3p6+nO3q1QqoVQqdY9TUlLKnI2IqKLkX7oEZfQWFFy7phuz9vaGImwUpD4+JkxGRDWVQfdiDgwMRGBgoJGjFF3NnJOTg8uXL+Pjjz9GSEgIDhw4UO7tLlu2DBEREUZISERUelqVCnlxcciNOw6tUgmJQgHb7j1g0707JDIZ8uPjodwShYKnzqO2atwYirAwSH3bcMowIjIZgwpiRfH19QUAdOnSBR07dkTbtm2xbds2tGzZEgCQmZmpt/yTI4vOzs7P3W54eDimTJmie5ySkgJ/f39jRici0lN49y7SPvkY2ocPAUEARBFISUHB41Jo4eaGwoQE3fJWnp6QjwyDrF07FkMiMrkqVRCf5uvrCysrK9y4cQMhISGwsrJCfHw8+vXrp1smPj4eAIqdm/h3CoUCCoWiQvMSET2hVamKyuGT01+eTBbx+FetUgnt49NeLBs0gGJkGGQdO7IYElGVUeqrmCvb6dOnUVhYCC8vL0ilUgQFBSEmJkZvmaioKLRo0YIXqBBRlZIXF1d05PAFs4jZ9uqFOos/h42/P8shEVUpVeII4vDhw9GhQwf4+vrCxsYG58+fx5IlS+Dr64uhQ4cCAObOnYvAwEC88cYbCAsLw+HDh7Fx40ZERUWZNjwR0d/kxh3//4+Vn0UQoL57F4Kkyv4/nYhqsCpREP39/REVFYVFixZBq9XC09MTU6dOxaxZs2BtbQ0A6N69O7Zu3YqPPvoIa9asQcOGDfHf//632NyIRESmps3MfOHRQ4hi0XJERFVQuQuiKIpISUlBnTp1YGlp2OZmz56N2bNnv3C5wYMHY/DgwQa9BhFRRRNFEXmnTkH94MGLFxYESJ661zwRUVVi8GcbP/30Ezp37gyZTIaGDRviwoULAIBp06Zhw4YNRgtIRGQOCq5fR9q//oWMFcsBtfrFK4gibLv3qPBcRESGMKggbtq0CcHBwWjUqBG++uoraLVa3XONGzfG2rVrjRaQiKgqU6elIf0/X+DB3I9QcL1o2hrrli2Ljg4+68ITQYDExQU23bpVYlIiotIz6DPhhQsX4p133kFkZCQ0Gg2mTp2qe65Vq1b497//bbSARERVkTYvD1k7diB79y6gsBAAYFm3LhzGjYfUzw/qlJTi8yA+/lXi7IxaH34EiUxm4u+CiKhkBhXEmzdvIjg4uMTn7Ozsik1oTURUXYhaLXKPHIFySxS0jx4BAAR7eyhCR8Kud28Ij8/FtqpbF66Ry5B34kTRnVQyMyFxcCi6k0q3biyHRFSlGVQQ3dzcEB8fj169ehV77sKFC/Dw8Ch3MCKiqkZ18SIy1/0A9e3bRQMWFrDv3x/yYcMhsbcvtrxEJoNdr16wK+HfSiKiqsyggvjyyy9j/vz5aN68ue6ezIIg4NKlS/j888/x+uuvGzMjEZFJFd69C+WG9VD99ptuTNaxIxxeHgtLd3cTJiMiqhgGFcT58+fj8uXL6NOnD1xcXAAAAwYMwIMHDzBo0KBSTVlDRFTVabKykBUbg5wDBwCNBgBg1agRHMZPgPTxPeKJiKojgwqitbU1duzYgcOHD+PAgQNIS0uDs7Mzevfujd69exs7IxFRpRLVauT89BOUW2Mh5uQAACROTlCMHgPbHj149xMiqvbKNVF2UFAQgoKCjJWFiMikRFGE6uxZZG5YD01qKgBAsLaGfchg2IeE8MISIqoxDCqIhw4dwu3btzF58uRiz33//ffw8PBgcSQis1KQmIjMdT+g4MoV3ZjtSwFQjB4NC2dnEyYjIqp8BhXEjz76CEOGDCnxuQcPHuDbb7/FiRMnyhWMiKgyaNLToYzajNxjx3T3T7Zu3hwOEybC2svLxOmIiEzDoIJ4+fJlLFy4sMTn2rVrh08++aRcoYiIKpo2Px/Zu3Yi+8cfIebnAwAs6rjCYdxYyDr6Q3jWXVCIiGoAgwqiIAjPnAw7IyMDmsdX+xERVTWiVou8uDhkbt4EbXo6AECwtYV8+HDY9+sPwcrKxAmJiEzPoILYqVMnrFy5EsOHD9f7X7Yoivjqq6/QqVMnowUkIjKW/KtXkbnuBxTevFk0IJHArk8fyEeEwkKhMG04IqIqxKCCGBERgaCgIPj6+mLSpElwd3fH3bt38cMPPyAhIQFHjhwxckwiIsOp791D5oYNUJ05rRuT+rWDw7ixsKpX34TJiIiqJoMKYpcuXXDo0CG8//77+OCDD6DVaiGRSHTjnTt3NnZOIqIy0+bkIGvbNmTv2wuo1QAAy4YN4TBuPGS+viZOR0RUdRk8D2K3bt1w4sQJ5OXlISMjA46OjrC1tTVmNiIig4gaDXIOHURWdDS0WVkAAImDAxQjw2DbsycnuiYieoFyTZQNADY2NrCxsTFGFiKichFFEfnnziFz/Tqo79wpGrSygn3wQMiHDIGE/4klIioVgwvi/v37ERMTg+TkZKhUKr3nBEHAoUOHyh2OiKi0CpNuI3PdOuRfuKAbs+naFYrRY2BZp44JkxERmR+DCuKSJUvwwQcfwNPTEy1atICDg4OxcxERlYomMxPK6C3IPXRIN9G1VZMmcJgwEVJvbxOnIyIyTwYVxJUrV+LNN9/EF198Yew8RESlIhYUIHvvXmRt3wYxLw8AYFGrFhQvvwybLl050TURUTkYVBDT09MxdOhQI0chInoxURSRd+oUlBs3QPPgAQBAkMkgHzoU9sEDIVhbmzghEZH5M6gghoSEIC4uDj179jR2HiKiZyq4fh2ZP/yAgusJRQOCANugnlCEhcHC0dGk2YiIqhODCuLkyZPx+uuvIy8vD3369IFjCf8wt2vXrrzZiIgAAOq0NCg3bUTeiRO6MamPDxzGT4CVh4cJkxERVU+CKD4+q7sMJH+bQ+zvt9sTBKFK3485OTkZDRo0QFJSEurX510UiKoqbV4esnbsQPbuXUBhIQDAsm5dOIwbD6mfH88zJCJ6hvJ2HYOOIB4+fNiQ1YiISkXUapF75DCUUVHQZmYCAAR7eyhCR8Kud28IluWewpWIiJ7DoH9lAwICjBoiOjoa69evx2+//YaMjAw0bdoUM2bMwOTJk3VHCAIDA3H06NFi6169ehXNmzc3ah4iMh3VxYvIXPcD1LdvFw1YWMC+f3/Ihw2HxN7etOGIiGqIKvHf8GXLlsHT0xORkZGoXbs2Dhw4gKlTpyIpKQnz5s3TLdetWzcsXbpUb11PT89KTktEFaHw7l0oN6yH6rffdGOyjh3hMHYcLN3cTJiMiKjmMbggrlu3DqtXr0ZCQkKxO6kAgFKpLPW2du7ciVq1auke9+zZEw8fPsSyZcswd+5c3TmPjo6O6Ny5s6GRiagK0mRlISs2BjkHDgCPz122atQIDuMnQNqypYnTERHVTAbdsX79+vWYOnUqfHx8kJaWhrCwMIwYMQLW1taoU6cOZs2aVabtPV0On/Dz84NSqUROTo4hEYmoihPVamTv3o1777yNnH37AI0GEicnOL7+Bmp/8inLIRGRCRlUECMjIzF37lysXLkSAPDGG29g7dq1SExMRO3atWFvhPOE4uLiUK9ePcjlct3Y0aNHYWdnB5lMhoCAABw7dqzcr0NElUsUReT9+ivuzXoXmet+gJiTA8HaGvIRoXD993LYBQRAkBj0TxMRERmJQR8xX79+Hd26dYOFhQUsLCx0HyfL5XJ88MEHeOeddxAeHm5wqLi4OGzevBmRkZG6sYCAAEyYMAFNmzbF3bt3sXTpUvTu3RtHjx5Fly5dnrs9pVKp95F3SkqKwdmIyHAFiYnIXPcDCq5c0Y3ZvhQAxejRsHB2NmEyIiJ6mkEF0cHBAfn5+QCAevXq4cqVKwgMDAQAaDQaPHz40OBAycnJGDVqFIKCgjBjxgzdeEREhN5ygwYNQqtWrbBw4ULs2bPnudtctmxZsfWJqPJo0tOhjNqM3GPHgMdTr1q3aAGH8RNg7eVl4nRERPR3BhXEDh064MKFC+jXrx8GDx6MiIgIaLVaWFlZYdGiRQZfSPLo0SMMGDAALi4uiI2NLTYh99Ps7OwwcOBAxMTEvHC74eHhmDJliu5xSkoK/P39DcpIRKWnzc9H9q6dyP7xR4iP/1NpUccVDuPGQtbRnxNdExFVUQYVxDlz5uDWrVsAgAULFuDWrVt45513oNVq0bFjR6xevbrM28zLy8OgQYOQmZmJkydPwsHBwZBoJVIoFFAoFEbbHhE9n6jVIi8uDpmbN0Gbng4AEGxtIR8+HPb9+kOwsjJxQiIieh6DCmLnzp11RwkdHR2xY8cO5OfnIz8/36AiplarERYWhqtXr+L48eOoV6/eC9fJycnBrl270LFjxzK/HhFVnPyrV5G57gcU3rxZNCCRwK5PH8hHhMKC/1EjIjILRpsoWyqVQiqVGrTuG2+8gV27diEyMhJKpRKnTp3SPefn54czZ85gyZIlGDZsGDw9PXH37l1ERkYiNTUV0dHRxvoWiKgc1PfuIXPDBqjOnNaNSf3awWHcWFjV4z3PiYjMSakL4owZMzBr1iw0bNhQ7+KRkgiCgBUrVpQ6xP79+wEA7777brHnEhMT4e7ujoKCAvzzn//Ew4cPYWdnh65du2LVqlU8l5DIxLQ5Ocjatg3Z+/YCajUAwLJhQziMGw+Zr6+J0xERkSEEUXx8SeELNGrUCNu3b0ebNm3g6en53JPLBUHAzScfL1VBycnJaNCgAZKSklC/Po9sEBlC1GiQc+ggsqKjoc3KAgBIHBygGBkG2549OZchEZEJlbfrlPoIYmJiou73f/31V5lfiIiqB1EUkX/uHDLXr4P6zp2iQSsr2AcPhHzIEEhsbU0bkIiIyq3M5yCqVCqEhYVh1qxZeOmllyoiExFVUYVJt5G5bh3yL1zQjdl07QrF6DGwrFPHhMmIiMiYylwQZTIZjh49ipkzZ1ZEHiKqgjSPHkEZE43cQ4d0E11bNWkChwkTIfX2NnE6IiIyNoOuYu7bty/279+PoKAgY+choipELChA9t49yNq+HWJeHgDAolYtKF5+GTZdunKiayKiasqggjh58mS89tpryMrKQnBwMFxdXYv9oGjXrp1RAhJR5RNFEXmnTkG5cQM0Dx4AAASZDPKhQ2EfPBCCtbWJExIRUUUq9VXMT/v7LfCeLoeiKEIQBGg0mvKnqyC8ipno2QquX0fmDz+g4HpC0YAgwDaoJxRhYbBwdDRpNiIiKp1Ku4r5aYcPHzZkNSKqwtRpaVBu2oi8Eyd0Y1IfHziMnwArDw8TJiMiospmUEEMCAgwdg4iMhFtXh6yduxA9u5dQGEhAMCybl04jBsPqZ8fzzMkIqqBjHarPSIyL6JWi9wjh6GMioI2MxMAINjbQxE6Ena9e0Ow5D8PREQ1lcE/AdatW4fVq1cjISEBKpWq2PNKpbJcwYio4qguXkTmuh+gvn27aMDCAvb9+0M+bDgk9vamDUdERCZnUEFcv349pk6dikmTJuGXX37BK6+8Ao1Gg507d8LR0RETJkwwdk4iMoLCu3eh3LAeqt9+043J/P3h8PJYWLq5mTAZERFVJQYVxMjISMydOxezZ8/GN998gzfeeAPt2rVDVlYW+vbtC3segSCqUjRZWciKjUHOgQPA4xkGrBo1gsP4CZC2bGnidEREVNUYVBCvX7+Obt26wcLCAhYWFrqPk+VyOT744AO88847CA8PN2pQIio7Ua1Gzk8/Qbk1FmJODgBA4uQExegxsO3RA8LfpqwiIiICDCyIDg4OyM/PBwDUq1cPV65cQWBgIABAo9Hg4cOHRgtIRGUniiJUZ88ic8N6aFJTAQCCtTXsQwbDPiQEEpnMxAmJiKgqM6ggdujQARcuXEC/fv0wePBgREREQKvVwsrKCosWLULnzp2NnZOISqkg8SYy161DwZUrujHblwKgGD0aFs7OJkxGRETmwqCCOGfOHNy6dQsAsGDBAty6dQvvvPMOtFotOnbsiNWrVxs1JBG9mCY9Hcqozcg9dgx4fIMk6xYt4DB+Aqy9vEycjoiIzIlBBbFz5866o4SOjo7YsWMH8vPzkZ+fD4VCYdSARPR82vx8ZO/aiewff4T4+NQPizqucBg3FrKO/pzomoiIysyggvjtt98iLCwMDg4OujGpVAqpVGq0YET0fKJWi7y4OGRu3gRtejoAQLC1hXz4cNj36w/BysrECYmIyFwZdAnjm2++CVdXVwwePBibN29GXl6esXMR0XPkX72KBx99iIyvVhaVQ4kEdv36wXX5CsgHhbAcEhFRuRh0BDE1NRUxMTHYvHkzxo0bBxsbG4SEhODll19G//79YclbdBFVCHVqKjI3boTqzGndmNSvHRzGjYVVvfomTEZERNWJIIqPz2Y3UGpqKqKiohAVFYVTp07ByckJoaGhVfpCleTkZDRo0ABJSUmoX58/VKnq0+bkIGvbNmTv2wuo1QAAy4YN4TBuPGS+viZOR0REVU15u065C+LT9u/fj1deeQUpKSnQPL5bQ1XEgkjmQtRokHPwILJioqHNygIASBwcoAgbBdugIE50TUREJSpv1yn3Z8HJycnYvHkzNm/ejD/++APOzs6YNm1aeTdLVKOJooj8c+eQuX4d1HfuFA1aWcE+eCDkQ4ZAYmtr2oBERFStGVQQHzx4gOjoaGzatAknT56Era0thg4dioULF6JPnz48B5GoHAqTbiNz3TrkX7igG7Pp2hWK0WNgWaeOCZMREVFNYVCTq1u3LiwtLREcHIzNmzdj0KBBkPHWXUTlonn0CMqYaOQeOqSb6NqqSRM4TJgIqbe3idMREVFNYtAJTP/9739x7949xMbGIjQ0tNzlMDo6GkOGDEH9+vVhZ2eHtm3b4rvvvsPfT49cs2YNvL29IZPJ0KZNG+zatatcr0tUFYgFBcjasR33Zr6D3IMHAVGERa1acJoxA7UXfsxySERElc6gI4gTJ040aohly5bB09MTkZGRqF27Ng4cOICpU6ciKSkJ8+bNAwBs3rwZU6dOxYcffoiePXsiKioKw4YNw/Hjx3nvZzJLoigi7+RJKDduhCbtAQBAkMkgHzoU9sEDIVhbmzghERHVVEa9itlQaWlpqFWrlt7YtGnTEBUVhYyMDEgkEjRr1gzt27fHxo0bdct07doVjo6O2LNnT5lej1cxk6kVXL+OzB9+QMH1hKIBQYBtUE8owsJg4eho0mxERGT+TH4VszH8vRwCgJ+fH7799lvk5OTgwYMHSEhIwOLFi/WWGT16NN577z3k5+fzNn9kFtRpaVBu2oi8Eyd0Y9LWreEwbjysPDxMmIyIiOj/VYmCWJK4uDjUq1cPcrkcx48fBwA0b95cb5kWLVqgoKAAiYmJxZ4jqkq0eXnI2rED2bt3AYWFAADLunXhMG48pH5+EATBxAmJiIj+X5UsiHFxcdi8eTMiIyMBABkZGQAAx7999Obk5AQASE9Pf+72lEollEql7nFKSooR0xI9m6jVIvfIYSijoqDNzAQACPb2UISOhF3v3hA4JRQREVVBVe6nU3JyMkaNGoWgoCDMmDHDKNtctmwZIiIijLItotJSXbyIzHU/QH37dtGAhQXs+/eHfNhwSOztTRuOiIjoOUpdEHv27FmmDf/8889lDvPo0SMMGDAALi4uiI2NheTxbcSeHCnMzMyEm5ubbvknRxadnZ2fu93w8HBMmTJF9zglJQX+/v5lzkdUGoV370K5fh1Uv/+uG5P5+8Ph5bGwfOr9S0REVFWVuiAqFAq986R+/fVXpKamok2bNnB1dcW9e/dw/vx5uLu7o2PHjmUOkpeXh0GDBiEzMxMnT56Eg4OD7rkn5xfGx8ejWbNmuvH4+HhYW1vDy8vrhdkVCkWZMxGVhSYrC1mxMcg5cAB4fC9yq0aN4DB+AqQtW5o4HRERUemVuiBu375d9/sffvgB165dw9GjR9G4cWPd+I0bNzB48GAMGTKkTCHUajXCwsJw9epVHD9+HPXq1dN73svLC97e3roJtZ+IiopCr169YM354siERLUaOT/9BOXWWIg5OQAAiZMTFKPHwLZHDwgSg+ajJyIiMhmDzkFcuHAhFi1apFcOAaBJkyaIiIjAnDlzyjSZ9htvvIFdu3YhMjISSqUSp06d0j3n5+cHqVSK+fPnY+zYsWjcuDGCgoIQFRWF06dP49ixY4Z8C0TlJooiVGfPInPDemhSUwEAgrU17EMGwz4kBBLefpKIiMyUQQUxOTn5mdNyCIKAO3fulGl7+/fvBwC8++67xZ5LTEyEp6cnxowZg9zcXCxatAiLFi1Cs2bNsG3bNnTp0qXs3wBRORUk3kTmunUouHJFN2b7UgAUo0fD4gXnxBIREVV1Bt1JJSAgAA8ePMCuXbv0zv+7efMmBg4cCFdXVxw5csSYOY2Kd1IhQ2nS06GM2ozcY8eAx391rFu0gMP4CbB+wbmwRERElcUkd1JZvXo1+vTpg2bNmsHHxwd16tTB/fv3cenSJbi6umLr1q2GbJaoytLm5yN7105k//gjxPx8AICFqyscxo6DrGNHTnRNRETVikEFsXnz5rhx4wbWrl2LM2fOICUlBX5+fnjttdcwadIkyHjuFVUTolaLvLg4ZG7eBO3jCdkFW1vIhw+Hfb/+EKysTJyQiIjI+AyeKFsqlWL69OmYPn26MfMQVRn5V68ic90PKLx5s2hAIoFdnz6QjwiFBadNIiKiaqxcd1K5evUqzp49i6SkJLzyyitwc3PDjRs34OrqCrlcbqyMRJVKnZqKzI0boTpzWjcm9WsHh3FjYVWP56wSEVH1Z1BBzM3NxZQpUxAVFQWJRAKtVov+/fvDzc0Nc+bMQaNGjfD5558bOytRhdLm5CBr2zZk79sLqNUAAMuGDeEwbjxkvr4mTkdERFR5DJrBd9asWfj555+xd+9eKJVKPH0hdHBwMPbt22e0gEQVTdRokP3TT7j3ztvI3rUTUKshcXCA49RpqLNoMcshERHVOAYdQYyJicGSJUvQt29faB7fUuwJT09P/PXXX8bIRlShRFFE/rlzyFy/Duonc3daWcE+eCDkQ4ZAYmtr2oBEREQmYlBBzM7Ohru7e4nP5Ty+1RhRVVaYdBuZ69Yh/8IF3ZhN165QjHkZlrVrmzAZERGR6RlUEH19fREbG4u+ffsWe2737t3o0KFDuYMRVQTNo0dQxkQj99Ah3UTXVk2awGHCREi9vU2cjoiIqGowqCDOnTsXQ4YMQW5uLkaOHAlBEHDmzBls2rQJ3333Hfbs2WPsnETlIhYUIHvvHmRt3w4xLw8AYFGrFhQvvwybLl050TUREdFTDCqIAwcOxObNm/Hee+9hw4YNAIA33ngD9evXx4YNG9CrVy+jhiQylCiKyDt5EsqNG6FJewAAEGQyyIcOhX3wQAjW1iZOSEREVPUYPA9iaGgoQkNDkZCQgLS0NDg7O6N58+bGzEZULgXXryPzhx9QcD2haEAQYBvUE4qwMFg4Opo0GxERUVVWromyAcDb2xvePHeLqhB1WhqUmzYi78QJ3Zi0dWs4jBsPKw8PEyYjIiIyDwYXxGvXriE2NhbJyclQqVR6zwmCgDVr1pQ7HFFZaPPykLVjB7J37wIKCwEAlnXrwmHceEj9/HieIRERUSkZVBDXrVuHyZMnQyaTwcPDA9Z/O4+LP4ipMolaLXKPHIYyKgrazEwAgGBvD0XoSNj17g3BstwHyomIiGoUg35yLly4EKGhofjuu+9gy8mEyYRUFy8ic90PUN++XTRgYQH7/v0hHzYcEnt704YjIiIyUwYVxLt37+Lrr79mOSSTKbxzB8oN66H6/XfdmMzfHw4vj4Wlm5sJkxEREZk/gwriSy+9hEuXLnE6G6p0mqwsZMXGIOfAAeDxbR6tGjWCw/gJkLZsaeJ0RERE1YNBBfHTTz/FuHHjIJPJ0KdPHziWMGWIs7NzebMR6YhqNXJ++gnKrbEQH9/OUeLkBMXoMbDt0QOCRGLihERERNWHQQWxXbt2AIDXX3/9mRekaB4f3SEqD1EUoTp7Fpkb1kOTmgoAEKytYR8yGPYhIZDIZCZOSEREVP0YVBC/++47XqlM5aZVqZAXF4fcuOPQKpWQKBSw7d4DNt27QyKToSDxJjLXrUPBlSu6dWxfCoBi9GhY8Ag1ERFRhTGoIE6aNMnIMaimKbx7F2mffAztw4eAIACiCKSkoCA+HsrYGFg3aQLV2bNF4wCsW7SAw/gJsPbyMnFyIiKi6o8TxFGl06pUReUwPb1o4HEJfPKrNiMDql9/BQBYuLrCYew4yDp25FFrIiKiSlLqgujr64uNGzfCx8cHrVu3fu4Pa0EQcP78eaMEpOonLy6u6MjhC8g6d4bzP96EYGVVCamIiIjoiVIXxPbt28POzk73ex7NIUPlxh3//4+Vn0UQoM3MZDkkIiIygVIXxLVr1+p+//3331dElmopZE6UqSNUOfOTk+H2vHIIAKKI2zeS8Ar3n56dn40ydQQiIqoBqszkcTdu3MD06dPRtm1bWFpawsfHp9gygYGBEASh2Fd8fLwJEpOhsiRSaF+wjBaAUsIpbIiIiEzB4ItUHj16hJiYGCQkJEClUhV7/osvvijT9i5fvozdu3ejU6dO0Gq10GpLrhDdunXD0qVL9cY8PT3L9FpkWqftG6Jp/vPPQZQAOGPfoHICERERkR6DCuL169fRtWtX5OfnIycnB7Vr10Z6ejrUajWcnJzg4OBQ5oIYEhKCIUOGACiaRufs2bMlLufo6IjOnTsbEpuqiDP2DRD8KB6OmrwSD2FrATyysGFBJCIiMhGDPmIODw9Hp06dcO/ePYiiiD179iAvLw/r16+HXC5HdHR02YPwVmk1RoHEEivcuuORhQ0A6D5ufvLrIwsbrHDrjgIJZ2EiIiIyBYN+Ap85cwZr1qyBVCoFABQUFMDCwgIvv/wy0tLSMGPGDJw4ccKoQZ84evQo7OzsoNFo0KlTJyxcuBAvvfRShbwWVZx71nLMr98H/tlJ8M9OgkKrglIiwxn7Bjhj34DlkIiIyIQM+imcn58PhUIBiUQCZ2dn3L17V/ecj48P5syZY7SATwsICMCECRPQtGlT3L17F0uXLkXv3r1x9OhRdOnS5ZnrKZVKKJVK3eOUlJQKyUdlUyCxRJyiEeIUjUwdhYiIiJ5iUEH09vbGrVu3AAB+fn746quv0KdPH1haWmL16tWoW7euUUM+ERERofd40KBBaNWqFRYuXIg9e/Y8c71ly5YVW5eIiIiISmbQiX+jR4/GuXPnAAALFy7Er7/+CicnJygUCsTGxmL+/PlGjPhsdnZ2GDhwIH777bfnLhceHo6kpCTd15kzZyolHxEREZE5MugIYnh4uO73nTt3xqVLl7B3716oVCr07NmzxDkMTUmhUEChUJg6BhEREZFZMMqVAA0aNMC0adOMsakyycnJwa5du9CxY8dKf20iIiKi6qrUBfH3338v04bbtWtXpuVzc3N15xHeunULSqUSMTExAIouTomPj8eSJUswbNgweHp64u7du4iMjERqaqpB0+oQERERUclKXRA7dOgAQRBeuJwoihAEARqNpkxB7t+/j5EjR+qNPXl8+PBh1K9fHwUFBfjnP/+Jhw8fws7ODl27dsWqVavg7+9fptciIiIiomcrdUE8fPhwReaAp6cnRFF87jL79u2r0AxEREREVIaCGBAQUJE5iIiIiKiKKNdFKgkJCThz5gxSUlLg7u6Ojh07olmzZsbKRkREREQmYFBBzM7OxrRp07BlyxZotVrIZDKoVCpIJBKMHDkS3377Lezt7Y2dlYiIiIgqgUETZb/11lvYtWsXvv32W2RmZiI3NxeZmZn45ptvsHv3brz11lvGzklERERElcSgI4ixsbFYvHgxJk+erBuTy+V45ZVXoFKpMGfOHKxdu9ZoIYmo6gqZE2XqCFSN7PxslKkjEBEMPIIok8nQqFGjEp/z8vKClZVVuUIRERERkekYVBAnT56Mr7/+uti0NKIo4quvvtI7skhERERE5sWgj5idnZ3x+++/o2nTpggJCUGdOnVw//597Ny5E/n5+ejevTuWLVsGABAEATNnzjRqaCIiIiKqOAYVxDlz5uh+v2LFimLPz549W/d7FkQiIiIi82JQQdRqtcbOQURERERVhEHnIL4ICyQRERGR+TKoII4dOxZKpbLE565du4YuXbqUKxQRERERmY5BBfHIkSNo1aoVDh48qDf+xRdfwM/PzyjBiIiIiMg0DCqIly5dQrdu3dCvXz+89dZbiI+PR8+ePTFr1ix88MEH+OWXX4ydk4iIiIgqiUEXqTg5OWHz5s0YOnQoJk+ejK+++gpNmzbFyZMn0b59e2NnJCIiMhneLYiMzRzuGGTwRSrp6emIjo5GQUEBGjZsiJSUFJw7d86I0YiIiIjIFAwqiHv27EGrVq1w9uxZHDx4EAkJCXj99dfx2muvISQkBPfv3zd2TiIiIiKqJAYVxEGDBqF///64ePEigoKCYGVlhUWLFuHYsWO4evUqfHx8jJ2TiIiIiCqJQQVx27ZtWLt2LRQKhd54165dcf78eYwYMcIo4YiIiIio8hlUEIcMGfLM5+zs7PD1118bHIiIiIiITKvUBfHzzz9Hamqq3tgvv/yC3NxcvbHExERMmzbNOOmIiIiIqNKVuiDOmTMHt2/f1j3WaDTo0aMH4uPj9Za7f/8+1qxZY7yERERERFSpSl0QRVEs1RgRERERmTeD50EkIiIiouqJBZGIiIiI9JSpIAqCUKoxQ9y4cQPTp09H27ZtYWlp+cy5FNesWQNvb2/IZDK0adMGu3btMsrrExEREVGRMt2LOSgoCBKJfqfs0aOH3phWqzUoyOXLl7F792506tQJWq22xO1s3rwZU6dOxYcffoiePXsiKioKw4YNw/Hjx9G5c2eDXpeIiIiI9JW6IM6bN68icyAkJEQ3v+KkSZNw9uzZEjOMHj0aCxcuBFBUWC9cuIAFCxZgz549FZqPiIiIqKaoMgXx70cm/+7mzZtISEjA4sWL9cZHjx6N9957D/n5+ZBKpRUZkYiIiKhGMJuLVJ7Mt9i8eXO98RYtWqCgoACJiYmmiEVERERU7ZTpHERTysjIAAA4OjrqjTs5OQEA0tPTn7muUqmEUqnUPU5JSTF+QCIiIqJqwmwKYnksW7YMERERpo5BREREZBbM5iPmJ0cKMzMz9cafHFl0dnZ+5rrh4eFISkrSfZ05c6bighIRERGZObM5gvjk3MP4+Hg0a9ZMNx4fHw9ra2t4eXk9c12FQgGFQlHhGYmIiIiqA7M5gujl5QVvb29ER0frjUdFRaFXr16wtrY2UTIiIiKi6qXKHEHMzc3VzWV469YtKJVKxMTEAAACAgJQu3ZtzJ8/H2PHjkXjxo0RFBSEqKgonD59GseOHTNldCIiIqJqpcoUxPv372PkyJF6Y08eHz58GIGBgRgzZgxyc3OxaNEiLFq0CM2aNcO2bdvQpUsXU0QmIiIiqpaqTEH09PSEKIovXO7VV1/Fq6++WgmJiIiIiGomszkHkYiIiIgqBwsiEREREelhQSQiIiIiPSyIRERERKSHBZGIiIiI9LAgEhEREZEeFkQiIiIi0sOCSERERER6WBCJiIiISA8LIhERERHpYUEkIiIiIj0siERERESkhwWRiIiIiPSwIBIRERGRHhZEIiIiItLDgkhEREREelgQiYiIiEgPCyIRERER6WFBJCIiIiI9LIhEREREpIcFkYiIiIj0sCASERERkR4WRCIiIiLSw4JIRERERHpYEImIiIhIDwsiEREREekxq4L4/fffQxCEYl+zZ882dTQiIiKiasPS1AEMsW/fPjg4OOge16tXz4RpiIiIiKoXsyyI7du3R61atUwdg4iIiKhaMquPmImIiIio4pllQWzVqhUsLCzg5eWFzz77DBqNxtSRiIiIiKoNs/qI2d3dHREREejUqRMEQcCPP/6Ijz76CHfu3MGXX375zPWUSiWUSqXucUpKSmXEJSIiIjJLZlUQ+/Xrh379+uke9+3bFzY2Nvj3v/+NDz/8EO7u7iWut2zZMkRERFRWTCIiIiKzZpYfMT8tLCwMGo0G586de+Yy4eHhSEpK0n2dOXOm8gISERERmRmzOoJoKIVCAYVCYeoYRERERGbB7I8gbt68GRYWFvDz8zN1FCIiIqJqwayOIPbr1w89e/ZE69atAQA//vgjvvnmG7z99ttwc3MzcToiIiKi6sGsCmLz5s2xZs0aJCcnQ6vVwtvbG8uXL8dbb71l6mhERERE1YZZFcQVK1ZgxYoVpo5BREREVK2Z/TmIRERERGRcLIhEREREpIcFkYiIiIj0sCASERERkR4WRCIiIiLSw4JIRERERHpYEImIiIhIDwsiEREREelhQSQiIiIiPSyIRERERKSHBZGIiIiI9LAgEhEREZEeFkQiIiIi0sOCSERERER6WBCJiIiISA8LIhERERHpYUEkIiIiIj0siERERESkhwWRiIiIiPSwIBIRERGRHhZEIiIiItLDgkhEREREelgQiYiIiEgPCyIRERER6WFBJCIiIiI9ZlcQ4+Pj0adPH9jZ2cHNzQ3vv/8+CgoKTB2LiIiIqNqwNHWAssjIyEDPnj3RtGlTbN26FXfu3EF4eDhyc3Px5ZdfmjoeERERUbVgVgVx1apVUCqV2LZtG5ydnQEAarUab7zxBv75z3+ibt26Jk5IREREZP7M6iPmvXv3onfv3rpyCABhYWHQarXYv3+/CZMRERERVR9mVRDj4+PRvHlzvTFHR0e4u7sjPj7eRKmIiIiIqhez+og5IyMDjo6OxcadnJyQnp7+zPWUSiWUSqXucVJSEgAgJSXF6Bn/Lk/5sMJfg2qO5ORkU0cohu9xMia+x6kmqIz3+ZOOo1arDVrfrAqioZYtW4aIiIhi4/7+/iZIQ2S4Bl/9w9QRiCoU3+NUE1Tm+/zBgwfw9PQs83pmVRCdnJyQmZlZbDwjI0PvvMS/Cw8Px5QpU3SPVSoVkpKS0KhRI1haFt8FKSkp8Pf3x5kzZ+Du7m6c8PRM3N+Vj/u8cnF/Vz7u88rHfV65XrS/1Wo1Hjx4gNatWxu0fbMqiM2bNy92rmFmZiZSUlKKnZv4NIVCAYVCoTfWpEmTF76eu7s76tevb1hYKjPu78rHfV65uL8rH/d55eM+r1zP29+GHDl8wqwuUhkwYAAOHjyIR48e6caio6MhkUjQt29f0wUjIiIiqkbMqiBOnz4dcrkcQ4cOxf79+7F27Vq89957mD59OudAJCIiIjISsyqITk5OOHToECwtLTF06FDMnj0bU6ZMwbJly4z6OgqFAvPmzSv2sTRVDO7vysd9Xrm4vysf93nl4z6vXBW9vwVRFMUK2TIRERERmSWzOoJIRERERBWPBZGIiIiI9LAgEhEREZEeFkQiIiIi0lPjCmJ8fDz69OkDOzs7uLm54f3330dBQcEL1/P09IQgCMW+VCpVJaQ2Xzdu3MD06dPRtm1bWFpawsfHp1TriaKIRYsWoWHDhrCxsUGXLl1w6tSpCk5r/gzd33x/GyY6OhpDhgxB/fr1YWdnh7Zt2+K7777Di6794/vbcIbuc77HDbdnzx4EBASgdu3akEql8PLyQnh4eIl3Nvu7NWvWwNvbGzKZDG3atMGuXbsqIbF5M3R/BwYGlvge//sNRkrLrO6kUl4ZGRno2bMnmjZtiq1bt+LOnTsIDw9Hbm4uvvzyyxeuHxoainfffVdvTCqVVlTcauHy5cvYvXs3OnXqBK1WC61WW6r1Fi9ejHnz5mHRokXw9fXFypUr0bdvX5w7dw5eXl4VnNp8Gbq/Ab6/DbFs2TJ4enoiMjIStWvXxoEDBzB16lQkJSVh3rx5z1yP72/DGbrPAb7HDZWeno5OnTphxowZcHFxwaVLlzB//nxcunQJ+/fvf+Z6mzdvxtSpU/Hhhx+iZ8+eiIqKwrBhw3D8+HF07ty5Er8D82Lo/gaAbt26YenSpXpjBt9NRaxBPv30U9HOzk58+PChbmz16tWihYWFeOfOneeu6+HhIf7jH/+o6IjVjkaj0f1+4sSJYqtWrV64Tl5enqhQKMQ5c+boxvLz80UPDw/x9ddfr5Cc1YUh+1sU+f421IMHD4qNTZ06VVQoFHp/Fk/j+7t8DNnnosj3uLF98803IoDn/uz09vYWx4wZozfWpUsXccCAARUdr9opzf4OCAgQBw4caLTXrFEfMe/duxe9e/eGs7OzbiwsLAxarfaFrZwMI5GU/S32yy+/QKlUIiwsTDdmbW2N4cOHY8+ePcaMV+0Ysr/JcLVq1So25ufnB6VSiZycnBLX4fu7fAzZ52R8Li4uAPDMU7Ru3ryJhIQEvfc5AIwePRqHDh1Cfn5+hWesTl60vytCjfppEh8fj+bNm+uNOTo6wt3dvVSf0W/YsAFSqRT29vYIDg7GxYsXKypqjfbkz+Lvf1YtWrTA7du3kZeXZ4pY1R7f38YRFxeHevXqQS6Xl/g839/G96J9/gTf4+Wj0WigUqnw+++/Y8GCBRg8ePAzP7583vu8oKAAiYmJFR3X7JVlfz9x9OhR2NnZQSaTISAgAMeOHTP49WtUQczIyICjo2OxcScnJ6Snpz933cGDB+PLL7/EwYMHsXLlSty4cQPdu3fHzZs3KyhtzZWRkQGpVAqZTKY37uTkBFEUkZGRYaJk1Rff38YRFxeHzZs3Y9asWc9chu9v4yrNPgf4HjcGDw8P2NjYoH379nB3d8fGjRufueyT9/Hff+Y6OTkBwAt/5lLZ9jcABAQEYMWKFdi3bx/+97//ITc3F71798bJkycNev0adZFKeXzxxRe63/fo0QN9+/ZF8+bNsXTpUnz11VcmTEZUfnx/l19ycjJGjRqFoKAgzJgxw9RxaoSy7HO+x8tvz549yMnJweXLl/Hxxx8jJCQEBw4cgIWFhamjVUtl3d8RERF6jwcNGoRWrVph4cKFBp2+UqMKopOTU4mXiWdkZOidl1ga7u7u6N69O3777TdjxaPHnJyckJ+fD5VKpXeUJSMjA4Ig6P4HShWH7++yefToEQYMGAAXFxfExsY+91xQvr+Noyz7vCR8j5edr68vAKBLly7o2LEj2rZti23btiE0NLTYsk/ex5mZmXBzc9ONPzmyWNafuTVRWfZ3Sezs7DBw4EDExMQY9Po16iPm5s2bFzvXMDMzEykpKcXOkyDTefJnce3aNb3x+Ph43bxxRFVFXl4eBg0ahMzMTOzduxcODg7PXZ7v7/Ir6z4n4/P19YWVlRVu3LhR4vNP3ud//5kbHx8Pa2trTudURi/a3xWhRhXEAQMG4ODBg3j06JFuLDo6GhKJBH379i3Ttu7evYu4uDh07NjRyCmpa9euUCgUiI6O1o0VFhZi69atCA4ONmGymoPv79JRq9UICwvD1atXsW/fPtSrV++F6/D9XT6G7POS8D1ePqdPn0ZhYeEzi56Xlxe8vb313ucAEBUVhV69esHa2royYlYbL9rfJcnJycGuXbsMfo/XqI+Yp0+fjv/85z8YOnQo/vnPf+LOnTt47733MH36dNStW1e3XK9evXDr1i1dU9+0aRN27dqF4OBg1K1bFzdv3sRnn30GCwuLYpOukr7c3FzduQ+3bt2CUqnUHe5+MlP83/e3TCbDnDlzMH/+fNSuXRutW7fGV199hYcPH77wRPSazpD9zfe34d544w3s2rULkZGRUCqVendD8fPzg1Qq5fvbyAzZ53yPl8/w4cPRoUMH+Pr6wsbGBufPn8eSJUvg6+uLoUOHAgBeffVV/O9//4NardatN3/+fIwdOxaNGzdGUFAQoqKicPr06XJdWVsTGLK/jx8/jiVLlmDYsGHw9PTE3bt3ERkZidTU1GIlvdSMNqOimbhy5YrYq1cv0cbGRqxTp444a9YsMT8/X2+ZgIAA0cPDQ/f45MmTYmBgoFirVi3R0tJSrFWrlhgWFibGx8dXcnrzk5iYKAIo8evw4cOiKBbf36IoilqtVvz000/F+vXri1KpVOzUqZP4yy+/VP43YGYM2d98fxvOw8Pjmfs7MTFRFEW+v43NkH3O93j5fPbZZ2Lbtm1FuVwu2tnZia1atRLnzp0rZmZm6paZOHGiWFKl+O9//ys2adJEtLa2Flu3bi3u3LmzMqObJUP29/Xr18V+/fqJbm5uopWVlejo6CgGBweLp0+fNjiHIIovuIElEREREdUoNeocRCIiIiJ6MRZEIiIiItLDgkhEREREelgQiYiIiEgPCyIRERER6WFBJCIiIiI9LIhEREREpIcFkYiIiIj0sCASUbXw448/om/fvnB2doa1tTUaNWqE1157DQkJCaaOZhaWL1+uu00jERELIhGZvdmzZ2PIkCFwcHDAt99+i4MHD+Jf//oXrly5glGjRpk6nllgQSSip1maOgARUXns2bMHixcvxty5c7FgwQLd+EsvvYTJkydj165dJkxHRGSeeASRiMxaZGQkXF1dMXfu3BKfHzRoEABApVIhPDwcdevWhUwmQ9u2bbFt2za9ZSdNmgQfHx8cPHgQvr6+sLGxQUBAAP766y+kp6cjLCwMCoUCjRs3RlRUlN66gYGBGDRoEH744Qc0btwYNjY2CAwMxLVr1/SWK0uOI0eOwM/PD3Z2dvD398dvv/2mt5woili6dCm8vb0hlUrh5eWFf//733rLzJ8/H/b29rh48SK6d+8OW1tb+Pj44KefftIt4+npiVu3bmHlypUQBAGCIOD7779/8c4nomqLBZGIzJZarcaJEyfQq1cvWFlZPXfZsWPHYvXq1Xj//fexfft2tGzZEiNGjMCPP/6ot1xqaireffddfPjhh9iwYQP+/PNPjB07FqNGjULr1q0RGxuL9u3bY9y4cbh165beur///js+++wzLFq0CD/88ANSUlLQr18/5OfnG5RjxowZeO+997BlyxaoVCoMGzYMhYWFumXefvtt/Otf/8LEiROxe/duTJo0CR988AFWrVqlt63CwkKMHTsWkyZNwrZt21CnTh2MGDECDx8+BABs27YNbm5uCA0NxcmTJ3Hy5EkMHDiw9H8QRFT9iEREZio1NVUEIM6ePfu5y50/f14EIK5atUpvvEuXLmK7du10jydOnCgKgiBeunRJN/af//xHBCB+8MEHurGMjAzRwsJCXL58uW4sICBAlEgkYkJCgm7s+vXrokQi0b1ueXIcPnxYBCAeP35cFEVRvHHjhigIgrh69Wq9bX3wwQeim5ubqNFoRFEUxXnz5okAxN27d+uWSUxMFAGI69at0415eHiI//jHP565D4moZuERRCIye4IgPPf548ePAwBGjhypNz5q1Cj88ccfyMnJ0Y3VrVsXrVq10j329vYGAPTu3Vs35ujoiDp16iApKUlvez4+PmjatKnucZMmTdCmTRucPn263DlatmwJAEhOTgYAHDx4EAAwYsQIqNVq3Vfv3r2Rmpqql00ikejl9/T0hI2NjW5bRER/x4tUiMhsubi4QCaT4fbt289dLiMjA1ZWVnB2dtYbd3V1hSiKePToEezs7AAUlb+nWVtbP3NcpVLpjdWpU6fYa7u6uiIlJcVoOZ68ZlpaGkRRRK1atUr8npOSkuDh4QEAsLGx0a3/vPxERE+wIBKR2bK0tES3bt1w6NAhqNVqWFqW/E+as7MzCgsLkZGRAScnJ934vXv3IAhCsTJmqPv37xcbu3fvHtq2bWv0HM7OzhAEAXFxccXKHwA0a9aszPmJiJ7gR8xEZNbCw8ORmpqKTz75pMTn9+zZg+7duwMAoqOj9Z6Ljo7WXSVsDJcuXcKNGzd0j2/cuIHz58+jU6dOAGDUHL169QIAPHz4EB06dCj2JZfLy5SdRxSJ6Gk8gkhEZi04OBjvv/8+5s+fjytXrmD06NGoVasWEhMT8d133yEzMxN//PEHhg8fjvDwcOTl5aFZs2ZYv349fvnlF+zYscNoWVxdXRESEqKbj3Hu3LmoV68eJk2aBADw9fU1Wg5vb2/84x//wPjx4/Hee++hU6dOKCwsREJCAg4fPozt27eXaXstWrTAzz//jAMHDsDJyQmNGjWCi4tLmbZBRNUHCyIRmb3Fixeja9eu+PLLL/HKK68gJycH9erVQ79+/TBr1iwAwPr16/HPf/4TixYtQnp6Opo3b46YmBiEhIQYLUe7du0wYsQIvP/++0hJSUGnTp2watUqSKVS3TLGzPHFF1+gWbNmWL16NRYsWAB7e3s0a9as2EUwpfHpp5/i9ddfx4gRI5CVlYW1a9fqii0R1TyCKIqiqUMQEZm7wMBA2Nvb884tRFQt8BxEIiIiItLDgkhEREREevgRMxERERHp4RFEIiIiItLDgkhEREREelgQiYiIiEgPCyIRERER6WFBJCIiIiI9LIhEREREpIcFkYiIiIj0sCASERERkR4WRCIiIiLSw4JIRERERHr+Dy7FTnx8GfKaAAAAAElFTkSuQmCC)

*multiomics pca scree*

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

*pca loadings bar*

### Method & Provenance

- **Method:** Multi-omics — PCA
- **Engine:** Python · scikit-learn (PCA) 1.8.0
- **Input datasets:** gallery — example_metabolomics.csv
- **Started:** 2026-09-21 02:18:19.384288
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/multiomics/results/by-token/cf33b3a5a2614cd2b556dd9f7a646a10

| Parameter | Value |
|---|---|
| dataset_ids | — |
| pipeline_type | pca |

**Command history**

```python
from sklearn.decomposition import PCA
```

```python
coords = PCA(n_components=2).fit_transform(X)
```
