# Ordination Result #55 — Analysis Report

Generated 2026-09-21 02:39:05 · 1 run(s) · CAT-G Data Analyzer

## 1. ordination (#55)

2026-09-21 02:18:03 · ordination · status: completed

*The first two PCA axes capture 39.9% of the total variance in the data.*

| Metric | Value |
|---|---|
| n_components | 3 |
| method | pca |
| n_rows | 20 |
| n_dropped | 0 |
| color_col | Group |

### explained variance

| Axis | Fraction | Cumulative |
|---|---|---|
| Axis 1 | 0.213754 | 0.213754 |
| Axis 2 | 0.1855 | 0.399254 |
| Axis 3 | 0.166912 | 0.566165 |

![ordination scatter](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAogAAAIaCAYAAACj57zyAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAQ6wAAEOsBUJTofAAAVHtJREFUeJzt3XtcVHXi//H3cNPxgihgmqikVppogkpt5rVSscxL6qq5XnHTvJOt1raSlrpampa3VLynlnbbtiLTNM1WwzATwt+uKSpIKSlMxHCd+f3R16kTCKLAMPh6Ph48Hs7nnDnnPUzQm3P5jMlut9sFAAAA/B83ZwcAAABAxUJBBAAAgAEFEQAAAAYURAAAABhQEAEAAGBAQQQAAIABBREAAAAGFEQAAAAYUBABAABgQEEEAACAAQURAJwoMDBQXbp0KXbMWUaOHCmTyeTsGADKGQURQLnat2+fTCaT4at69epq3bq1XnzxRWVlZRV4TnZ2tl5//XU9+OCD8vf3l6enp+rUqaOOHTtq4cKFunz5cqH7+vbbbx37+Oyzz8r6pbmsJUuWaMOGDc6OAaACMdntdruzQwC4eezbt09du3bVgAED1KdPH0nSjz/+qO3bt+vIkSPq2bOnPv74Y8f6Z8+eVe/evfXtt9/q/vvvV1hYmOrXr6+0tDR9+eWX+te//qU2bdro8OHDBfY1adIkbdy4UWazWQ888IC2bt1abq/zWgUGBiowMFD79u1zjGVnZ8tkMsnLy8tpGa7Izc1Vfn6+qlatWi5ZAFQMHs4OAODmdPfdd2vYsGGOx5MnT1b79u0VHR2tmJgYtW/fXtnZ2XrkkUf03Xff6Y033tDQoUMN25g2bZqSkpK0bNmyAtu3Wq3asmWL/vznP6tWrVpatmyZLl26pDp16pT5a7vCYrHI29u7xM+rUqVKGaS5Pp6envL09HR2DADljFPMACoET09PPfjgg5KkkydPSpLWrVun48ePa+rUqQXK4RUBAQH65z//WWB8586dSktL06hRozR69GhlZ2dr8+bNJcpks9n06quv6u6775bZbJa3t7e6deumTz/9tMC6V64b/Pbbb/Xwww+rdu3aqlWrlmP5119/rQcffFDVq1dX7dq19dhjjykxMbHQ/RZ1XeJ///tf9enTR7Vq1VKNGjXUq1cvx/fr97nnzZunLl26qH79+vLy8lKDBg00YsQInT171rFeYmKiTCaTzpw5o88//9xw2v9Ktqtdg3jixAkNHjxYt9xyi6pUqaImTZpo+vTpslgshvU2bNggk8mkvXv3asmSJbrjjjtUpUoV3XbbbVq8eHFR334ATsQRRAAVxn//+19Jkr+/vyTprbfekiSNGzeuxNtas2aN7rjjDt13332SpNDQUK1Zs0ZTpky55m2MHDlSmzdvVocOHTRv3jxlZGRo7dq16tGjhzZt2mQ4AipJ586dU+fOndWvXz/Nnz9fP/zwgyQpNjZWnTp1kru7uyZNmqSGDRtq165d6tKli3755ZdrzpOcnKxOnTrp0Ucf1YIFC/S///1Pr732mvr06aPjx4/Lze3Xv/lzcnK0YMEC9e/fXw8//LBq1aqlb7/9VuvWrdOePXv07bffqk6dOvL399fmzZs1bdo0+fn56e9//7tjX1feg8J888036tSpk/Ly8vTkk0+qSZMm+uKLL7Ro0SLt2bNHBw8eVLVq1QzPefbZZ2WxWDRq1CjVqFFDmzZt0lNPPaVbb71VgwcPvubvAYByYgeAcrR37167JPszzzxjv3jxov3ixYv2+Ph4+4wZM+yS7Lfddps9KyvLbrfb7b6+vvaaNWuWeB8JCQl2Sfb58+c7xlatWmWXZP/yyy+vaRt79uyxS7KHhYXZ8/LyHOMXLlyw161b1+7j42P/+eefHeONGze2S7KvXLmywLY6duxod3Nzsx85csQw/sQTT9gl2Tt37mwYb9y4caFjkuxbt241jM+fP98uyf7JJ584xmw2m/2XX34pkOPTTz+1S7IvXLiw2P1dMWLECPsf/1fRsWNHu8lksn/xxReG8dmzZ9sl2V944QXH2Pr16+2S7K1bt3a8r3a73Z6RkWH39fW1/+lPfyp0vwCci1PMAJxi/vz58vf3l7+/v1q2bKkFCxaoa9eu2rVrl+MavPT09Ou6hm/t2rVyd3fX8OHDHWNDhgyR2WzW2rVrr2kbb7/9tiTpH//4h9zd3R3j/v7+mjBhgtLS0rRnzx7Dc+rUqaOxY8caxi5evKgDBw6oZ8+eatu2rWHZP/7xjxK9rltvvVVDhgwxjD300EOSfjv6Kkkmk8lxBM9msyktLU2pqalq06aNatWqVegNPdfqyut56KGH1KFDB8Oy6dOnq3r16o7v3e9NnDjRcG1l9erV9ac//cmQG0DFwSlmAE4xcuRIPf744zKZTDKbzbr99tsLnNasVauWfv755xJtNycnRxs3blRoaKgyMzMN1+d16dJFb775ppYsWaKaNWsWuZ1Tp05Jklq1alVg2ZWx77//3jDetGlTQ5n8/Tp33XVXge00aNDAcJ1icZo0aVJgzNfXV5L0008/Gcbfe+89LVy4UF9//bVycnIMyy5dunTN+/yjor4v1apVU9OmTQt8X4rK/sfcACoGCiIAp2jatKnjppSradWqlfbt26eTJ0+qWbNm17Td9957T6mpqUpNTdXtt99e6Drbtm3TX//61xJnLs4fr7srbX8sn79n/92MZe+//7769eundu3aafHixWrUqJHMZrMkafDgwbLZbGWaszBFZQdQ8VAQAVRYAwcO1L59+7R69WotXLjwmp6zZs0aeXt7KyoqqtDlERERWrNmTbEFsWnTppKk+Ph43XPPPYZlcXFxhnWuZTvfffddgWXJyclKT08vdhsltXHjRlWtWlWff/65obT+8ssvhU4qXpJPSrlyJDA+Pr7AMqvVqlOnTl1zmQdQcXENIoAKa8yYMQoKCtLixYv15ptvFrpOcnKyZs6cKenX05979uzRo48+qgEDBhT6NWjQIB05ckTHjh0rct/9+/eXJM2bN89wxC01NVXLly+Xj4+PHnjggWJfg7+/v+6//35FR0crNjbWsOzFF18s9vnXw93dXSaTqcCRwhdeeKHQo4c1atS45tPO/v7+6tixoz755BN99dVXhmWLFi1SRkaGHnvssesPD6BC4AgigAqrSpUq+vDDD/XII49o8ODBWrFihcLCwnTLLbfIYrHoP//5j9577z21adNGkhQVFSW73a6BAwdedZsDBw7UokWLtGbNmkIn2L6iW7du+stf/qLNmzera9eu6tevn2OamwsXLmjTpk2qUaPGNb2OV155RZ06dVKXLl00YcIExzQ3R48elZ+fX4m+J9di4MCB2rlzpzp37qyRI0fKbrfrk08+0XfffVfo/u69915FRUXpH//4h1q0aCE3Nzf17t1b1atXL3T7r776qjp16qRu3bpp/Pjxjmlutm7dqrvvvlsRERGl/poAlC8KIoAKrVGjRoqJidH69ev11ltv6eWXX1Z6erpq1qypoKAgzZ07V+Hh4crPz9eGDRtUs2ZN9ejR46rbCw0NVaNGjfTGG2/opZdeclybV5gNGzaobdu2ioqK0syZM+Xp6an27dtr9erV6t69+zW/hnbt2unzzz/XjBkz9Oqrr8rT01MPPPCAPv/88wITYpeGQYMGKSMjQ6+88or+9re/qWbNmnrooYd04MAB3X///QXWnzt3ri5duqTly5crLS1Ndrtdp0+fvmpBvPLRhs8//7w2bNig9PR03XrrrYqIiNCsWbPK/FpMAGWPz2IGAACAAdcgAgAAwICCCAAAAAMKIgAAAAwoiAAAADBw2YL40UcfqXPnzvL391eVKlXUpEkTRURElMmkswAAADcTl53m5tKlS7rnnns0efJk+fr6Ki4uTs8//7zi4uK0a9cuZ8cDAABwWZVqmpsrH5+VnJysW2+99Zqek5WVpePHj8vf318eHi7blwEAAIqUl5enixcvqlWrVqpatWqR61aqRuTr6ytJysnJuebnHD9+XKGhoWUVCQAAoEL56quv1L59+yLXcfmCmJ+fr9zcXH333XeaM2eOHn30UQUGBl51fYvFIovF4nicl5cn6ddvVv369cs6LgBIkmw2m86dO6eGDRvKzc1lLwcH4EJSUlIUGhoqf3//Ytd1+YLYuHFjJScnS5J69uyprVu3Frn+4sWLNXv27ALj9evXV0BAQJlkBIA/stlsysvLU0BAAAURQLm6lkvqXP630kcffaQvv/xSa9asUUJCgnr37q38/Pyrrh8REaFz5845vr766qtyTAsAAFDxufwRxNatW0uS/vSnP6l9+/Zq06aN3n33XQ0YMKDQ9b29veXt7V2eEQEAAFyKyxfE32vdurU8PT118uRJZ0cBAKDSsdvtSk1NVVZWVpFn6+Ac7u7uqlq1qvz8/GQymW5oW5WqIB4+fFi5ublq0qSJs6MAAFCp2O12JScn6+eff5aXl5fc3d2dHQl/kJOTo4yMDGVnZ6tBgwY3VBJdtiD2799f7dq1U+vWrWU2m3Xs2DG99NJLat26tfr27evseAAAVCqpqan6+eefVbduXce0cqh4fvrpJ124cEGpqanXdLfy1bhsQQwNDdWbb76pf/7zn7LZbAoMDNTYsWM1ffp0eXl5OTseAACVSlZWlry8vCiHFZyvr6/S0tKUlZV1Q9tx2YI4c+ZMzZw509kxAAC4KeTn53Na2UW4u7vf8DWiLj/NDQAAAEoXBREAAAAGFEQAAAAYUBABAIBLe/vtt9WhQwfVqFFDvr6+atOmjebPn6/MzExnR3NZFEQAAOCylixZoieeeEITJkxQcnKyfvrpJ23btk0//PCDTp06VWD9vLw8J6R0PRREAADgktLT0/Xcc89p+fLlGjp0qGrVqiVJatGihZYuXaqgoCA9//zz6t+/v0aPHi0fHx+99NJLslgsGjNmjOrVq6eAgABFREQoOztbkrRv3z7Vq1fPsJ97771XGzZskCRt2LBB9957ryIiIuTj46OmTZvqrbfeKtfXXR5cdpobAHBlVqtV67fuUNz3SbLa3GR2s6lDSEtNCB8hs9ns7HiAS/jPf/6jrKws9e/fv8j1PvjgA23evFlr165Vdna2xo8frx9++EEnTpxQVlaW+vTpozlz5mju3LnXtN8jR47o0Ucf1cWLF7V371716dNHwcHBuv3220vjZVUIHEEEgHJmtVo1dupMbT/vo6O39NSJ+t119Jaeej3BpDFTZshqtTo7IuASUlNT5efnJ09PT8dY37595ePjo2rVqmnt2rWSpLZt22rw4MFyc3OTl5eXtm3bpgULFsjHx0f16tXT7NmztWnTpmveb506dTRz5kx5enqqe/fu6tmzp958881Sf33OREEEgHK2fO1GxXgGKdc7wDCe6x2gGI+WWhl17f+jAm5mfn5+Sk1NVW5urmPsvffeU1pamkJDQx3XGzZu3NixPDU1VTk5OQoMDHSMBQYGKiUlRXa7/Zr226BBA7m5/VahGjdurOTk5Bt8NRULBREAytnBo/EFyuEVud4BOhAbV86JANf0pz/9SVWqVNF7771X5Homk8nxbz8/P3l5eSkxMdExlpiYqPr168tkMqlGjRoF7n7+4YcfDI+Tk5Nls9kcj8+ePasGDRpc/wupgCiIAFDOrPlF/+rNKmY5gF/VqlVLc+bM0YQJE7R9+3ZZLBbZ7Xb973//K1DqrnB3d9fgwYP1zDPPKC0tTT/++KNmz56tv/zlL5KkO+64Q/n5+XrnnXeUl5en5cuXFzg6eOnSJS1cuFC5ubnavXu3Pv74Yw0cOLDMX2954rcQAJQzs7utyOVVi1kO4DdPPfWUli1bpldffVX169eXn5+fBg4cqFGjRunxxx8v9DmvvvqqbrnlFt15550KDg5WaGioZs2aJUny9vbWqlWrNGnSJN1yyy364Ycf1LZtW8Pz27VrpwsXLsjf319//etftW7dOt15551l/lrLk8l+rSfcK6mkpCQ1bNhQ586dU0BA4ad8AKA0vfzaKr2eYCr0NLOnJUnj75IiJj7hhGTA1V05Jfv7a/duRhs2bNCqVat06NAhZ0e5qqu9VyXpPBxBBIByNiF8hNrnxsnTkmQY97QkqX1evMaPGe6kZADwK+ZBBIByZjabtWbJP7VgyXId/z5OWfluqupmU8e2QRo/ZgHzIAJwOgoiADiB2WzWyCEDFBgYaJguA0DFNnLkSI0cOdLZMcocv5UAAABgQEEEAACAAQURAAAABhREAAAAGFAQAQAAYEBBBAAAKCeBgYGKjo52doxiURABAEClsmPHDt17772qUaOG6tatqy5duuiDDz64oW0mJibKZDIpKyurlFJWbMyDCAAAypTVatXytRt18Gi8rPluMrvZ1CGkpSaEjyj1ieGXLl2qF154QStWrFBYWJiqVaumffv2aevWrerdu3ep7uuP8vLy5OFROaoVRxABAECZsVqtGjNlhl5PMOlo3Z46Ub+7jt7SU68nmDRmygxZrdZS25fFYtHf//53LV++XIMGDVLNmjXl7u6uBx54QFFRUbLb7Vq4cKGaNGkiX19f9e3bV+fPn3c8PzAwUIsWLVLbtm3l7e2tXr166fLly5Kk++67T5Lk5+enGjVqKDo6Wvv27VO9evW0ZMkSNWjQQI888kix+3AVFEQAAFBmlq/dqBiPlsr1DjCM53oHKMajpVZGbSq1fX355ZfKyspS//79C12+ceNGrVixQh999JGSkpJUv359DRo0yLDOli1b9O677+r8+fNKS0vTK6+84ti2JKWmpiojI0M9e/Z0PD59+rS+//57vfvuu9e0D1dAQQQAAGXm4NH4AuXwilzvAB2IjSu1ff3000/y8/OTp6dnocu3bNmiadOmqXnz5jKbzXrppZd0+PBhff/99451pkyZokaNGqlGjRoaMGCAYmNji9yn3W7X/PnzVbVqVZnN5mvahyugIAIAgDJjzS+6amQVs7wkfH19lZqaqtzc3EKXJycnKzAw0PG4Ro0a8vX1VXJysmOsXr16jn9Xq1ZNGRkZRe7Tz89P1apVK9E+XAEFEQAAlBmzu63I5VWLWV4S9913n6pWrap333230OUNGjRQYmKi43FGRoZ++uknNWjQoNhtm0ymaxq/kX1UJBREAABQZjoEt5SnJanQZZ6WJHUMCSq1fXl7e2vu3LmaOHGidu7cqYyMDOXn5+vzzz/X2LFj9fjjj2vJkiX673//q6ysLM2YMUOhoaFq2rRpsdv29/eXm5tbsaeKb2QfFUnluBcbAABUSBPCRyh2ygzFWGS4FtHTkqT2efEaP2ZBqe5vypQpql+/vl5++WWNGDFC1atXV8uWLTV9+nSFhYXphx9+UI8ePZSenq77779fb7755jVtt1q1anruuefUtWtX5eTk6M0331SVKlUKrDdixIjr3kdFYrLb7XZnh3CmpKQkNWzYUOfOnVNAQOEX0QJAabPZbEpMTFRgYKDc3DiZg4rvymnT319fd62sVqtWRm3Sgdg4ZeW7qaqbTR3bBmn8mOGlPg8irv5elaTzcAQRAACUKbPZrIiJTyjC2UFwzfizFQAAAAYURAAAABhQEAEAAGBAQQQAAIABBREAAAAGFEQAAAAYUBABAABgQEEEAACAAQURAAC4vBo1aji+3N3dVbVqVcfjefPmldp+9u3bp3r16pXa9koqMTFRJpNJWVlZZbofPkkFAACUKavVqm1Ry3Tq6H552azKNpnVNKSThoyZWGoftZeRkeH497333qtx48Zp5MiRBdbLy8uThwf1pzgcQQQAAGXGarVq9tRRCj25SC823K9ZjWM0t9F+hZ5cpNlTR8lqtZbp/q8ccduwYYNuu+02tW7dWpL0ySefqF27dvLx8VFISIgOHDjgeM6mTZvUsmVL1axZU02aNNHy5cslSenp6QoLC9OFCxccRycTEhK0YcMG3XvvvZo5c6bq1KmjgIAA/fvf/9Ynn3yiO++8Uz4+Ppo+fboh15YtWxQUFCQfHx917NhR8fHxjmWBgYFatGiR2rZtK29vb/Xq1UuXL1+WJN13332SJD8/P9WoUUPR0dFl8n2jIAIAgDKzLWqZhpn3KcjHWASDfKwaZt6n7euWl0uO6OhoHTt2TF9//bWOHTumoUOHasmSJbp06ZLmzJmjvn37KjU1VdKv5ev999+XxWLRxo0b9fTTTysmJka1atXSxx9/rLp16yojI0MZGRlq0aKFJOnrr79W48aNdeHCBc2YMUOjRo3S+vXr9dVXXyk2NlarV6/Wl19+KUn64IMP9Nxzz2nbtm366aefNGzYMPXu3Vs5OTmOvFu2bNG7776r8+fPKy0tTa+88ookObaRmpqqjIwM9ezZs0y+XxREAABQZk4d3V+gHF4R5GPV97H7yyXH888/L29vb5nNZr3++usKDw/X/fffLzc3Nz3yyCNq06aNPvroI0lSr1691KxZM5lMJnXs2FE9evTQ/v1F52zQoIHGjx8vDw8PPf7440pNTdXUqVNVq1YtNWnSRPfee69iY2MlSStXrtSMGTPUqlUrubu764knnpDJZNKhQ4cc25syZYoaNWqkGjVqaMCAAY7nlhcKIgAAKDNetqJPIXvZMsslR+PGjR3/TkxM1GuvvSYfHx/H16FDh3T+/HlJ0scff6x7771XderUkY+Pjz788EPH0cWr+f2NK9WqVSt07Mp1komJiXr66acN+09JSVFycvJVt/f7ayzLA1dpAgCAMpPjVvRNKDlu1colh8lkcvy7UaNG+tvf/qbnn3++wHrZ2dl67LHHtG7dOj322GPy9PRUv379ZLfbC2znel3Zf2E30RSnNPZ/LTiCCAAAykyT4E6KSyu8JMal/Xo3c3n761//qtWrV+uLL76QzWaT1WrV3r17lZSUpJycHGVnZ8vf318eHh7atWuXdu3a5XjuLbfcosuXLztuGrke48eP1z//+U8dO3ZMdrtdGRkZ+uCDD/Tzzz8X+1x/f3+5ubnp+++/v+79XwsKIgAAKDNDxkzUFmuXAiUxLs2sLdYuGjx6QrlnCgkJcdx84uvrq8aNG2vRokWy2WyqWbOmXn31VQ0dOlS1a9fW5s2b1bt3b8dzmzdvrmHDhqlZs2by8fFRQkJCifffp08fRUZGasSIEfLx8dHtt9+uzZs3X9Nzq1Wrpueee05du3aVj4+PPvnkkxLv/1qY7FeOmd6kkpKS1LBhQ507d04BAQHOjgPgJmGz2ZSYmKjAwEC5ufG3Oiq+xMRESb9OwVJSVqtV29ct1/ex++Vly1S2m1nNQjpr8OgJpTYPIn5ztfeqJJ2HaxABAECZMpvNGjVhuqTpxa6LioE/WwEAAGBAQQQAAIABBREAAAAGLlsQd+zYoT59+iggIEDVq1dXmzZttG7dOt3k99wAAFAmPDw8lJOTo6ysLGdHQRGysrKUk5MjD48bu83EZW9SWbx4sePDrP39/fXpp59q7NixOnfunCIjI50dDwCASqV27drKzMzU6dOnVaVKFe6+r4BsNpuys7Pl7u6u2rVr39C2XLYgfvDBB/Lz83M87tatm3766SctXrxY//jHP/gPFwCAUlS9enU1adJEqampysnJkc1mc3Yk/IGHh4eqVasmPz+/m/cI4u/L4RXBwcFas2aNfvnlF9WsWdMJqQAAqLw8PDwMnxGMystlC2JhvvjiCzVo0KDIcmixWGSxWByPU1JSyiMaAACAy6g0BfGLL77Q9u3btWjRoiLXW7x4sWbPnl1OqQAAAFxPpfiovaSkJN1zzz1q0aKFdu3aVeT1h4UdQQwNDeWj9gCUKz5qD0B5u6k+ai8tLU1hYWHy9fXV22+/XewvWm9vb3l7e5dTul8/f3L52o06eDRe1nw3md1s6hDSUhPCR/D5kwAAoEJy6YJotVr1yCOPKD09Xf/5z39Uq1YtZ0cysFqtGjNlhmI8Wiq3bk/HeFxCkmKnzFDU0gWURAAAUOG47HmNvLw8DRo0SAkJCYqOjlaDBg2cHamA5Ws3/loOvY2HcXO9AxTj0VIrozY5KRkAAMDVuewRxCeffFL//ve/tWjRIlksFh06dMixLDg4WFWqVHFiul8dPBpvOHL4e7neAToQG62Ics4EAABQHJctiLt27ZIkPfXUUwWWnT59WoGBgeWcqCBrftEHaLOKWQ4AAOAMLlsQExMTnR2hWGb3omeZr1rMcgAAAGfgEFYZ6hDcUp6WpEKXeVqS1DEkqJwTAQAAFI+CWIYmhI9Q+7z4AiXR05Kk9nnxGj9muJOSAQAAXJ3LnmJ2BWazWVFLF2hl1CYdiI1WVr6bqrrZ1LFtkMaPYYobAABQMVEQy5jZbFbExCe4WxkAALgMTjEDAADAgIIIAAAAAwoiAAAADCiIAAAAMKAgAgAAwICCCAAAAAMKIgAAAAwoiAAAADCgIAIAAMCAgggAAAADCiIAAAAMKIgAAAAwoCACAADAgIIIAAAAAwoiAAAADCiIAAAAMPBwdgAAAMqC1WrVtqhlOnV0v7xsVmWbzGoa0klDxkyU2Wx2djygQqMgAgAqHavVqtlTR2mYeZ9GN7Q6xuNOxmj21K8VuWQ9JREoAqeYAQCVzraoZRpm3qcgH6thPMjHqmHmfdq+brmTkgGugYIIAKh0Th3dX6AcXhHkY9X3sfvLORHgWiiIAIBKx8tWeDn8bXlmOSUBXBMFEQBQ6eS4FX19YY5btXJKArgmblIBXBx3agIFNQnupLiTMYWeZo5L+/VnBMDVURABF8admkDhhoyZqNlTv9YwGW9UiUsza4u1iyJHT3BiOqDioyACLqzIOzX1652aoyZMd1I6wHnMZrMil6zX9nXLtT12v7xsmcp2M6tZSGdFjp7AH05AMSiIgAs7dXS/4cjh7wX5WLU9dr8kCiJuTmaz+f/+QOJnACgpblIBXBh3agIAygIFEXBh3KkJACgLFETAhTUJ7qS4tMJLIndqAgCuFwURcGFDxkzUFmuXAiXxyp2ag7lTEwBwHbhJBXBh3KkJACgLFETAxXGnJgBXx4T/FQ8FEQAAOA0T/ldMXIMIAACcpsgJ/82/TviP8kdBBAAATnPq6P5CPzNb+rUkfh+7v5wTQaIgAgAAJ2LC/4qJgggAAJyGCf8rJgoiAABwGib8r5goiAAAwGmY8L9iYpobAADgNEz4XzFREAEAgFMx4X/FwylmAAAAGFAQAQAAYEBBBAAAgAEFEQAAAAYURAAAABhQEAEAAGBAQQQAAIABBREAAAAGFEQAAAAYUBABAABg4NIftXfy5Em9/PLLOnTokOLi4tS8eXPFxcU5OxbgdFarVduilunU0f3yslmVbTKraUgnDRkzkc81BQAUy6ULYnx8vD788EPdc889stlsstlszo4EOJ3VatXsqaM0zLxPoxtaHeNxJ2M0e+rXilyynpIIACiSS59i7t27t86dO6edO3cqJCTE2XGACmFb1DINM+9TkI/VMB7kY9Uw8z5tX7fcSckAAK7CpQuim5tLxwfKxKmj+wuUwyuCfKz6PnZ/OScCALgalz7FfD0sFossFovjcUpKihPTAKXPy1Z4OfxteWY5JQEAuKqbriAuXrxYs2fPdnYMoMzkuBV9fWGOW7VySgIAcFU33TnaiIgInTt3zvH11VdfOTsSUKqaBHdSXFrhJTEu7de7mQEAKMpNVxC9vb0VEBDg+Kpfv76zIwGlasiYidpi7VKgJMalmbXF2kWDR09wUjIAgKu46U4xA5Wd2WxW5JL12r5uubbH7peXLVPZbmY1C+msyNETmOIGAFAsCiJQCZnNZo2aMF3SdGdHAQC4IJcuiJmZmfroo48kSWfOnJHFYtHOnTslSZ07d5a/v78z4wEAALgkly6IFy5c0MCBAw1jVx7v3btXXbp0cUIqAAAA1+bSBTEwMFB2u93ZMQAAACqVm+4uZgAAABSNgggAAAADCiIAAAAMKIgAAAAwoCACAADAgIIIAAAAAwoiAAAADCiIAAAAMKAgAgAAwICCCAAAAAMKIgAAAAwoiAAAADCgIAIAAMCAgggAAAADCiIAAAAMKIgAAAAwoCACAADAgIIIAAAAAwoiAAAADCiIAAAAMKAgAgAAwICCCAAAAAMKIgAAAAwoiAAAADCgIAIAAMDA43qfePz4cX366ac6fPiwUlJSZLVa5evrqzvvvFOdOnVSz549Vb169dLMCgAAgHJQoiOIdrtdGzduVNu2bXX33Xdr7ty5unDhgm655Rbdeeed8vDw0J49e/TnP/9Z9evXV3h4uBITE8soOgAAAMpCiY4gtmzZUjk5ORoxYoTeeOMNNW/evND1MjMzFR0dre3btysoKEirV6/W0KFDSyUwAAAAylaJCuJzzz2nwYMHy82t6AOP1apVU//+/dW/f38lJiYqOTn5hkICcD6r1aptUct06uh+edmsyjaZ1TSkk4aMmSiz2ezseACAUlSigng9RwEDAwMVGBhY4ucBqDisVqtmTx2lYeZ9Gt3Q6hiPOxmj2VO/VuSS9ZREAKhErvsmlT+6dOmSDh06JLvdrnvuuUd+fn6ltWkATrYtapmGmfcpyMdqGA/ysWqY9mn7uuUaNWG6k9IBwI3hDElBpVIQd+3apYEDB8rLy0vZ2dmSpO3bt6tXr16lsXkATnbq6H7DkcPfC/KxanvsfkkURACuhzMkhSuVeRCfeuoprV69WhcvXtTly5cVHh6uadOmlcamAVQAXrbCy+FvyzPLKQkAlK4iz5CYfz1DcjMqUUHs16+fzpw5U2D8hx9+UFhYmCTJ3d1dDzzwgC5cuFA6CQE4XY5b0X8957hVK6ckAFC6Th3dX6AcXhHkY9X3sfvLOVHFUKKC2KZNG4WEhGjWrFmyWn/7ZoaFhSksLEwrVqzQyy+/rEmTJunhhx8u9bAAnKNJcCfFpRVeEuPSfr1WBwBcEWdICleighgZGamjR4/qxIkTat68ud566y1J0ooVK9ShQwdFRUVp27Zteuyxx7Ry5coyCQyg/A0ZM1FbrF0KlMS4NLO2WLto8OgJTkoGADeGMySFK/FNKo0aNdJbb72lvXv3asqUKVqxYoVee+01LVy4sCzyASgnVqtVy9du1MGj8bLmu8nsZlOHkJaaED5CZrNZkUvWa/u65doeu19etkxlu5nVLKSzIkdPuCkv4AZQOTQJ7qS4kzGFnma+mc+QmOx2u/16n2yz2bR8+XK98MILGjRokF588UX5+PiUYryyl5SUpIYNG+rcuXMKCAhwdhzAKaxWq8ZMmaEYj5bK9f7t58DTkqT2efGKWrqAEljKbDabEhMTFRgYWOyHDwAoO7+/i/n3JfHKGZLKdBdzSTpPiX8rffbZZ5o5c6amTZumN998UxMnTtR3332n3Nxc3XnnnVq1apVuoHMCcILlazcWKIeSlOsdoBiPlloZtclJyQCgbF05QxJz+3Q9d66z5pxpr7+f66SY26dXqnJYUiU6gjh//nxFRkbqwQcfVLVq1bR792498MADevvttyVJR48e1eTJk5WRkaHXXntN999/f5kFLy0cQQSkfqMn6WjdnlddHnwhWu+ue60cE1V+HEEEUN5K0nlKdA3iq6++qlWrVmn06NGSpGPHjikkJETJyclq0KCBgoODdeDAAb3xxhsaOnSozp49e/2vAkC5seYXXVCyilkOAKhcSvRb39PT0/CXrpubm+x2uzw9PQ3rPf744zpx4kTpJARQ5szutiKXVy1mOQCgcinREcTIyEg9+eSTevvtt2U2m7V7926NGzdOdevWLbButWo3523hgCvqENxScQlJBa5BlH69UaVjSJATUgEAnKVERxDHjBmj2NhYhYWF6U9/+pP+9a9/acWKFWWVDUA5mRA+Qu3z4uVpSTKMX7mLefyY4U5KBgBwhhLPg9i8eXM1b968LLIAcBKz2ayopQu0MmqTDsRGKyvfTVXdbOrYNkjjxzDFDQDcbEpcEAvz448/6ptvvpEkBQcHF3rKGUDFZjabFTHxCUU4OwhcQnETqwNwbSU6xfzss88qOTnZ8dhms2ny5Mlq2LChevXqpbCwMAUEBGj69OmlHhQAUDFcmVj99QSTjtbtqRP1u+voLT31eoJJY6bMkNVa9GfbAqj4SlQQFyxYYCiICxcu1IoVKzR16lQdPnxYX331lSZNmqQlS5Zo+fLlpR4WAOB8TKwOVH4lOsX8xzm116xZoyeffNLwOczt2rXTL7/8ojVr1mjChAmlkxIAUGEcPBqv3KtMrJ7rHaADsdFcqgC4uBua/fbMmTN69NFHC4z36dNH//3vf29k0wCACoqJ1YHKr8Q3qVgsFl26dEmS5Ofnd9XPXeajowCgcmJidaDyK3FB7NGjh+Pfdrtdhw8f1kMPPWRY5/jx43yusQvgLkQA14OJ1YHKr0QFcf369QXG6tevX2Dss88+U1hY2PWnQpm7chdijEdLw7VEcQlJip0yQ1FLmfsOQOEmhI9Q7JQZirHIUBJ/m1h9gRPTASgNJvvVzhHfJJKSktSwYUOdO3fupjrq+fJrq/R6gumqRwDG3yVFTHzCCcmAm4PNZlNiYqICAwNd8pIcq9X6fxOrx/1hYvXh/HEJVFAl6TylMlE2XA93IQK4EUysDlRuZfJn65YtW7RpU9nPg3XixAk99NBDql69uurVq6e//e1vysnJKfP9VgbchQgAAK6mTI4gjho1SjabTcOHDy+LzUuSLl++rG7duun222/XO++8o+TkZEVERCgzM1PLli0rs/1WFtyFCAAArqZMCuKePXuuOv1NaVm1apUsFoveffdd1alTR5KUl5enJ598Us8++6xuvfXWMt2/q+MuRAAAcDVlch6xU6dO6ty5c1ls2uHjjz/Wgw8+6CiHkjRo0CDZbDbt2rWrTPddGUwIH6H2efHytCQZxn+7C7Hsjv4CAICKrVSPIGZlZalq1aqlucmrOnHihEaPHm0Y8/HxUf369XXixImrPs9ischisTgep6SkSPr1jkKb7eY5rVqlShWteWW+Vq7brINHo2XNd1NVt3zdHxKk8aPnq0qVKjfV9wMob1d+vvg5A1BeSvL7psQFMSoqStu3b5fdbtfEiRPVt29fvfXWW3rqqad0/vx51a1bV5MnT9bMmTNlMplKuvlrdvnyZfn4+BQYr127tuOTXgqzePFizZ49u8D4uXPnlJeXV5oRXUL/h7ur/8PdDWM//vijk9IAN5+zZ886OwJQoWVlZemTd7cq5f8dUVW7VVaZdWvzdurRb2i5HZSqLK4cFLsWJSqIr7/+usaPH69OnTqpVq1aGjp0qF555RVNmTJFw4cPV3BwsI4cOaJZs2apZs2amjhxYonDl7WIiAiFh4c7HqekpCg0NFQNGza8qeZBBOBcNptNZ8+eVaNGjVxyHkSgPFitVs2ZNlrDqn2uVk2sjvHjF7/RxiUnNeuVKObdLAEPj2uvfSUqiMuWLdP06dO1cOFCSdJbb72lYcOGacaMGXrhhRcc6/n5+Wn16tVlWhBr166t9PT0AuOXL182XJf4R97e3vL29i4w7ubmxi9pAOWO3z3A1b25foX+Uu1zBflYDeOtfKz6i/bprQ0rNWrCdCelcz0l+V1Tot9Kp0+fVq9evRyPe/Xqpby8vAKfxdyjRw+dPn26JJsusebNmxe41jA9PV0pKSlq3rx5me4bAACUvVNH9xcoh1cE+Vj1fez+ck508yhRQfT19dW5c+ccj6/8+4cffjCsl5KSUuj1gaUpLCxMu3fvVlpammNsx44dcnNzU/fu3a/+RAAA4BK8bIWXw9+WZ5ZTkptPiU4xh4WF6ZlnnpH066naefPm6eGHH1ZkZKSCgoJ011136fjx45ozZ47uv//+Mgl8xbhx4/Taa6+pb9++evbZZ5WcnKynn35a48aNYw5EAAAqgRy3oq8vzHGrVk5Jbj4lOoI4b9483XHHHRoxYoT69eunOnXq6M0331SrVq0UFBQkLy8vtWnTRtnZ2Zo7d25ZZZb06zWIe/bskYeHh/r27auZM2cqPDxcixcvLtP9AgCA8tEkuJPi0goviXFpZjUN6VTOiW4eJvt1fOTJjz/+qNzcXMNdv//+97+VkJCgxo0bq1evXqpRo0apBi0rSUlJatiwoc6dO8ddzADKjc1mU2JiogIDA7lJBbgKq9Wq2VNHaZh5n+FaxLg0s7ZYuyhyyXruYi6BknSe6yqIlQkFEYAzUBCBa2O1WrV93XJ9H7tfXrZMZbuZ1SykswaPnkA5LKGSdJ4y+SzmrKwsXbhwQY0aNSqLzQMAgJuE2Wz+v6lsmM6mPJXJn60ffvihbrvttrLYNAAAAMoY5zUAAABgUKJTzI8++ug1rffHeREBAADgOkpUED/88EM1btxYjRs3LnK9zEwmrgQAAHBVJSqId955p9q2bavNmzcXud7OnTv15z//+YaCAQAAwDlKdA3iPffco8OHDxe7nslk0k0+ew4AAIDLKtERxIkTJyo4OLjY9Tp37qy9e/dedygAAAA4T4kKYtu2bdW2bdti1/Pz81Pnzp2vOxQAAACch2luAAAAYFCigrhy5UplZ2eXaAfHjx/XZ599VqLnAAAAwHlKVBA3bNigxo0ba9q0afryyy+Vm5tb6Hrnz59XVFSUHnzwQd133326fPlyqYQFAABA2SvRNYiHDx/Wu+++q6VLl+rVV1+Vp6en7rjjDvn7+6tKlSpKS0vT6dOndeHCBdWpU0cjRozQli1bVK9evbLKDwAAgFJWooIoSf369VO/fv2UmJio3bt368iRI0pJSVFWVpYaN26s7t27q0OHDurSpYs8PT3LIjMAJ7FarVq+dqMOHo2XNd9NZjebOoS01ITwETKbzc6OBwAoJSb7TT5hYVJSkho2bKhz584pICDA2XGACstqtWrMlBmK8WipXO/fflY8LUlqnxevqKULKIklYLPZlJiYqMDAQLm5cb8ggLJXks7DbyUA12T52o0FyqEk5XoHKMajpVZGbXJSMgBAaaMgArgmB4/GFyiHV+R6B+hAbFw5JwIAlBUKIoBrYs0v+tdFVjHLAQCug9/oAK6J2d1W5PKqxSwHALgOCiKAa9IhuKU8LUmFLvO0JKljSFA5JwIAlBUKIoBrMiF8hNrnxRcoiVfuYh4/ZriTkgEASluJC+JPP/2kV155RU8//bTWr18vq9VaYJ1Tp05p9OjRpRIQQMVgNpsVtXSBxt8lBV+IVouUXQr+MVrj7xJT3ABAJVOieRDPnj2r0NBQXbx4Uf7+/rpw4YIaNGigzZs3q0uXLo71Dh8+rPvuu0/5+fllkblUMQ8iAGdgHkQA5a3M5kF85plnVLduXZ09e1Y//PCDTpw4oZYtW6pHjx7auHHjDYUGAABAxVCigrh//37NmjVLDRo0kCTdcccdio6O1syZMzV69GjNmzevTEICAACg/JTos5jT09Pl5+dXYHz27NkKCAjQk08+qfPnz+vxxx8vtYAAAAAoXyUqiE2bNtXhw4cN1xteMXbsWPn5+Wno0KE6cOBAaeUDAABAOSvRKeaHHnpIUVFRstkKnxC3X79++vjjj3XmzJlSCQcAAIDyV6IjiBEREercubMyMjLk7e1d6DpdunTRoUOHdPjw4VIJCAAAgPJVooJYr149Pfzww8Wu17x5czVv3vy6QwEAAMB5mHwLAAAABhREAAAAGFAQAQAAYEBBBAAAgAEFEQAAAAbXXRC//vpr7dmzx/H48uXLGjt2rO6//349//zzV50rEQAAABXbdRfEadOm6YsvvnA8njp1qt566y3Vq1dPL7/8subOnVsqAQEAAFC+rrsgfvfddwoNDZUkWa1W7dy5U0uWLNHOnTu1YMECbd68udRCAgAAoPxcd0HMzMxUtWrVJEkHDx5Udna2+vTpI0lq3bq1kpKSSichAAAAytV1F8QmTZro448/liS98cYbatu2rerUqSNJunDhwlU/ig8AAAAVW4k+au/3IiIiFB4erqioKF26dMlwSnnfvn1q3bp1qQQEAACojKxWq5av3aiDR+NlzXeT2c2mDiEtNSF8hMxms1OzXXdBHD16tJo1a6aYmBiFhISoa9eujmW+vr6aMmVKqQQEAACobKxWq8ZMmaEYj5bKrdvTMR6XkKTYKTMUtXSBU0uiyW6325229wogKSlJDRs21Llz5xQQEODsOABuEjabTYmJiQoMDJSbG1PSAjebl19bpdcTTMr1Ltg9PC1JGn+XFDHxiVLdZ0k6T4mOIMbGxqpFixYym82KjY0tdv2QkJCSbB4AAOCmcPBovOHI4e/legfoQGy0Iso50++VqCC2a9dOhw4dUmhoqNq1ayeTyVToena7XSaTSfn5+aUSEgAAoDKx5hd95iCrmOVlrUQFce/evbrrrrsc/wYAAEDJmd2L/sS5qsUsL2slKoidO3cu9N8AAAC4dh2CWyouIemq1yB2DAlyQqrfXPfxyzVr1lx1WU5OjiIinHnmHAAAoOKaED5C7fPi5WkxfrCIpyVJ7fPiNX7McCcl+9V1F8Tx48erd+/eunDhgmE8NjZWwcHBWr9+/Q2HAwAAqIzMZrOili7Q+Luk4AvRapGyS8E/Rmv8XXL6FDfSDcyD+Pnnn2vEiBFq2bKlVq1apX79+mnOnDmaN2+eOnbsqOjo6NLMCQAAUKmYzWZFTHzCqXcrX811F8QOHTro22+/1bRp0zRo0CDdeuutunz5sl5++WVNnjy5NDMCACoBq9WqbVHLdOrofnnZrMo2mdU0pJOGjJno9KMlAIyuuyBKUrVq1RQUFCRPT08lJyerRYsWeuCBB0orGwCgkrBarZo9dZSGmfdpdEOrYzzuZIxmT/1akUvWUxKBCuS6r0E8f/68evTooenTp+uZZ55RQkKCateurXbt2unll18uzYwAABe3LWqZhpn3KcjHahgP8rFqmHmftq9b7qRkAApz3QUxKChISUlJOnjwoCIjI3XnnXfqwIEDioyM1HPPPcc0OAAAh1NH9xcoh1cE+Vj1fez+ck4EoCjXXRBHjBihr7/+Wu3atXOMmUwmzZw5U1999ZXS09NLJeDVfPrppxo6dKiaNm0qk8mkiRMnlun+AADXz8tWeDn8bXlmOSUBcC2u+xrEV1555arLWrdurR07dlzvpq9JdHS0jh07ps6dO+vSpUtlui9UXFarVcvXbtTBo/Gy5rvJ7GZTh5CWmhA+guuZgAokx63on8cct2rllATAtSjVD/pLTU3V8uXL1aFDBzVv3rw0N13ASy+9pPj4eK1bt061atUq032hYrJarRozZYZeTzDpaN2eOlG/u47e0lOvJ5g0ZsoMWa1FH7EAUH6aBHdSXFrhJTEu7de7mQFUHDdcEDMzM/XGG2/o4YcfVoMGDTR58mRlZWUVeYSxNLi5OfdDrOF8y9duVIxHywIfU5TrHaAYj5ZaGbXJSckA/NGQMRO1xdqlQEmMSzNri7WLBo+e4KRkAApzXaeY8/PzFR0dra1bt+pf//qXMjMzVa9ePeXl5Wnbtm0aNGhQaecsNRaLRRaLxfE4JSXFiWlwIw4ejVdu3Z6FLsv1DtCB2OgKOfkocDMym82KXLJe29ct1/bY/fKyZSrbzaxmIZ0VOXoCl4QAFUyJCuLBgwe1detW7dixQ6mpqfL19dWwYcM0dOhQBQUFydfXV/Xq1SurrKVi8eLFmj17trNjoBRY84s+ipxVzHIA5ctsNmvUhOmSpjs7CoBilKggduzYUSaTSV27dlVERIS6d+8uD49fN3Gjdy2np6df09G8Jk2ayMvL67r3ExERofDwcMfjlJQUhYaGXvf24Dxmd1uRy6sWsxwAABSuRAWxVatWOn78uD7//HO5u7srNTVV/fr1U82aNW84yI4dOzR27Nhi10tISLihG2C8vb3l7e193c9HxdEhuKXiEpIKXIMoSZ6WJHUMCXJCKgAAXF+JzsEdO3ZMcXFxevrpp/W///1PI0eOVL169TRo0CC9//77MplM1x0kPDxcdru92K+yvjsarmNC+Ai1z4uXpyXJMO5pSVL7vHiNHzPcSckAAHBtJb5I66677tK8efN06tQpHThwQCNHjtTnn3+ukSNHSpKWLl2q/fuZER9lz2w2K2rpAo2/Swq+EK0WKbsU/GO0xt8lRS1dwEXvAABcJ5Pdbrff6Eby8/P1ySefaNu2bXr//ff1yy+/qHHjxjp16lRpZCzUmTNnFBMTI0l68skn1bZtW40ZM0aSNGDAgGveTlJSkho2bKhz584pIKDgqUoAKAs2m02JiYkKDAxk2i4A5aIknee6P0nl99zd3dWrVy/16tVLVqtV7733nrZt21Yam76qvXv3atSoUY7H0dHRio6OliSVQucFAAC4aZX6n61ms1lDhgzRv/71r9LetMHIkSOvep0iAAAArh/nNQAAAGBAQQQAAIABBREAAAAGFEQAAAAYUBABAABgQEEEAACAAQURAAAABhREAAAAGJTKJ6kAACoWq9WqbVHLdOrofnnZrMo2mdU0pJOGjJnI55QDKBYFEQAqGavVqtlTR2mYeZ9GN7Q6xuNOxmj21K8VuWQ9JRFAkTjFDACVzLaoZRpm3qcgH6thPMjHqmHmfdq+brmTkgFwFRREAKhkTh3dX6AcXhHkY9X3sfvLOREAV0NBBIBKxstWeDn8bXlmOSUB4Kq4BhEAKpkct6KvL8xxq1ZOSYAbY7VatXztRh08Gi9rvpvMbjZ1CGmpCeEjuI62jHEEEQAqmSbBnRSXVvj/POPSfr2bGajorFarxkyZodcTTDpat6dO1O+uo7f01OsJJo2ZMkNWa9FHynFjKIgAUMkMGTNRW6xdCpTEuDSztli7aPDoCU5KBly75Ws3KsajpXK9Awzjud4BivFoqZVRm5yU7ObAKWYAqGTMZrMil6zX9nXLtT12v7xsmcp2M6tZSGdFjp7AqTm4hINH45Vbt2ehy3K9A3QgNloR5ZzpZkJBBIBKyGw2a9SE6ZKmOzsKcF2s+UWf5MwqZjluDN9dAABQ4ZjdbUUur1rMctwYCiIAAKhwOgS3lKclqdBlnpYkdQwJKudENxcKIgAAqHAmhI9Q+7z4AiXR05Kk9nnxGj9muJOS3Ry4BhEAAFQ4ZrNZUUsXaGXUJh2IjVZWvpuqutnUsW2Qxo9ZwM1WZYyCCAAAKiSz2ayIiU9wt7ITcIoZAAAABhREAAAAGFAQAQAAYEBBBAAAgAEFEQAAAAYURAAAABhQEAEAAGBAQQQAAIABBREAAAAGFEQAAAAYUBABAABgQEEEAACAAQURAAAABhREAAAAGFAQAQAAYEBBBAAAgAEFEQAAAAYURAAAABhQEAEAAGBAQQQAAIABBREAAAAGFEQAAAAYUBABAABgQEEEAACAAQURAAAABhREAAAAGFAQAQAAYEBBBAAAgAEFEQAAAAYURAAAABhQEAEAAGBAQQQAAICBSxbE/Px8LVy4UJ06dZKfn5/q1Kmjrl276sCBA86OBgAA4PJcsiBarVbNnz9fbdu21caNG7V161bVrl1bXbt21WeffebseAAAAC7Nw9kBrofZbNapU6dUu3Ztx9hDDz2koKAgvfLKK+rWrZsT0wEAALg2lzyC6O7ubiiHV8Zat26t8+fPOykVAABA5eCSRxALk5eXp0OHDqljx45FrmexWGSxWByPU1JSyjoaAACAS6k0BXHhwoVKTk7WtGnTilxv8eLFmj17djmlAgAAcD0VpiCmp6df09G8Jk2ayMvLyzD26aefKjIyUrNmzVLbtm2LfH5ERITCw8Mdj1NSUhQaGnp9oQEAACqhClMQd+zYobFjxxa7XkJCgpo3b+54HBsbq8cee0xDhw7VrFmzin2+t7e3vL29bygrAABAZVZhblIJDw+X3W4v9uv35fDkyZMKCwvTfffdp7Vr1zoxPQAAQOVRYQpiSaWkpKh79+5q1KiRdu7cKU9PT2dHAgAAqBQqzCnmkrBarQoLC1NqaqqWLl2quLg4x7IqVaooODjYiekAAABcm0sWxB9//FHHjh2TJD366KOGZY0bN1ZiYqITUgEAAFQOLlkQAwMDZbfbnR0DAACgUnLZaxABAABQNiiIAAAAMKAgAgAAwICCCAAAAAMKIgAAAAwoiAAAADCgIAIAAMCAgggAAAADl5woGwBuRlarVcvXbtTBo/Gy5rvJ7GZTh5CWmhA+Qmaz2dnxAFQiFEQAcAFWq1VjpsxQjEdL5dbt6RiPS0hS7JQZilq6gJIIoNRwihkAXMDytRt/LYfeAYbxXO8AxXi01MqoTU5KBqAyoiACgAs4eDS+QDm8Itc7QAdi48o5EYDKjIIIAC7Aml/0r+usYpYDQEnwGwUAXIDZ3Vbk8qrFLAeAkqAgAoAL6BDcUp6WpEKXeVqS1DEkqJwTAajMKIgA4AImhI9Q+7z4AiXR05Kk9nnxGj9muJOSAaiMmOYGAFyA2WxW1NIFWhm1SQdio5WV76aqbjZ1bBuk8WOY4gZA6aIgAoCLMJvNipj4hCKcHQRApccpZgAAABhQEAEAAGBAQQQAAIABBREAAAAGFEQAAAAYUBABAABgQEEEAACAAQURAAAABhREAAAAGFAQAQAAYEBBBAAAgAEFEQAAAAYURAAAABhQEAEAAGBAQQQAAIABBREAAAAGFEQAAAAYUBABAABgQEEEAACAAQURAAAABhREAAAAGFAQAQAAYEBBBAAAgAEFEQAAAAYURAAAABhQEAEAAGBAQQQAAIABBREAAAAGFEQAAAAYUBABAABgQEEEAACAAQURAAAABhREAAAAGFAQAQAAYEBBBAAAgAEFEQAAAAYURAAAABi4bEF86aWXFBwcLB8fH1WvXl2tWrXSsmXLZLfbnR0NAADApXk4O8D1SktL05///GcFBQWpatWq2rNnjyZPniyLxaJnn33W2fEAAABclssWxLlz5xoeP/jggzp79qw2bNhAQQQAALgBLnuKuTC+vr7KyclxdgwAAACX5rJHEK/Iy8uT1WrV/v37tWnTJkVGRha5vsVikcVicTxOSUkp64gAAAAuxaUL4smTJ3X77bc7Hj/33HOaNm1akc9ZvHixZs+eXdbRAAAAXFaFKYjp6enXdDSvSZMm8vLykiQ1bNhQMTExysjI0IEDB/TPf/5Tbm5uRRbAiIgIhYeHOx6npKQoNDT0xl8AAABAJVFhCuKOHTs0duzYYtdLSEhQ8+bNJUlVqlRRu3btJEldunSRt7e3nnrqKY0fP1716tUr9Pne3t7y9vYuveAAAACVTIW5SSU8PFx2u73YryvlsDBt27ZVfn6+EhMTyy84AABAJVNhCmJp+OKLL2QymXTbbbc5OwoAAIDLqjCnmEsiPT1dvXr10rBhw9SsWTPl5uZq3759Wrp0qZ544gndcsstzo4IAADgslyyIFatWlV33HGHFi9erOTkZJnNZjVr1kyrVq3S8OHDnR0PAADApblkQaxSpYrWr1/v7BgAAACVUqW6BhEAAAA3joIIAAAAAwoiAAAADCiIAAAAMKAgAgAAwMAl72JG8axWq7ZFLdOpo/vlZbMq22RW05BOGjJmosxms7PjAQCACoyCWAlZrVbNnjpKw8z7NLqh1TEedzJGs6d+rcgl6ymJAADgqjjFXAlti1qmYeZ9CvKxGsaDfKwaZt6n7euWOykZAABwBRTESujU0f0FyuEVQT5WfR+7v5wTAQAAV0JBrIS8bIWXw9+WZ5ZTEgAA4IooiJVQjlvR1xfmuFUrpyQAAMAVURAroSbBnRSXVnhJjEv79W5mAACAq6EgVkJDxkzUFmuXAiUxLs2sLdYuGjx6gpOSAQAAV8A0N5WQ2WxW5JL12r5uubbH7peXLVPZbmY1C+msyNETmOIGAAAUiYJYSZnNZo2aMF3SdGdHAQAALoZTzAAAADCgIAIAAMCAgggAAAADCiIAAAAMKIgAAAAwoCACAADAgIIIAAAAAwoiAAAADCiIAAAAMKAgAgAAwICCCAAAAAMKIgAAAAwoiAAAADDwcHYAZ8vLy5MkpaSkODkJgJuJzWZTSkqKPDw85ObG3+oAyt6VrnOl+xTlpi+IFy9elCSFhoY6OQkAAEDZu3jxogIDA4tcx2S32+3lE6diysrK0vHjx+Xv7y8Pj5u+L5dYSkqKQkND9dVXX6l+/frOjoPf4b2p2Hh/Ki7em4qN9+f65eXl6eLFi2rVqpWqVq1a5Lo3fSOqWrWq2rdv7+wYLq9+/foKCAhwdgwUgvemYuP9qbh4byo23p/rU9yRwyu48AUAAAAGFEQAAAAYUBBxQ7y9vRUZGSlvb29nR8Ef8N5UbLw/FRfvTcXG+1M+bvqbVAAAAGDEEUQAAAAYUBABAABgQEEEAACAAQURAAAABhREAAAAGFAQUSry8/O1cOFCderUSX5+fqpTp466du2qAwcOODsa/s+nn36qoUOHqmnTpjKZTJo4caKzI92UTpw4oYceekjVq1dXvXr19Le//U05OTnOjgVJJ0+e1Lhx49SmTRt5eHgoKCjI2ZHwf3bs2KE+ffooICBA1atXV5s2bbRu3ToxEUvZoSCiVFitVs2fP19t27bVxo0btXXrVtWuXVtdu3bVZ5995ux4kBQdHa1jx46pc+fO8vHxcXacm9Lly5fVrVs35eTk6J133tG8efO0evVqRUREODsaJMXHx+vDDz9Us2bNdNdddzk7Dn5n8eLFqlatmhYtWqQPPvhAYWFhGjt2rObMmePsaJUW8yCiVOTn58tisah27dqGsaCgIDVr1kwffPCBE9NBkmw2m9zcfv2bMDAwUI888oiWLVvm5FQ3l/nz52vu3Lk6e/as6tSpI0lavXq1nnzySZ09e1a33nqrkxPe3H7/MzJy5EgdOXJEcXFxTk4FSUpNTZWfn59h7K9//avefPNNXb582fG+ofTwHUWpcHd3N5TDK2OtW7fW+fPnnZQKv8cvUOf7+OOP9eCDDzrKoSQNGjRINptNu3btcmIySPyMVGR/LIeSFBwcLIvFol9++cUJiSo/fhpQZvLy8nTo0CG1aNHC2VGACuHEiRNq3ry5YczHx0f169fXiRMnnJQKcE1ffPGFGjRooJo1azo7SqXk4ewAqLwWLlyo5ORkTZs2zdlRgArh8uXLhV7/Wbt2bV26dKn8AwEu6osvvtD27du1aNEiZ0eptCiIuKr09HSlpKQUu16TJk3k5eVlGPv0008VGRmpWbNmqW3btmUV8aZ2I+8PALiqpKQk/fnPf1bXrl01efJkZ8eptCiIuKodO3Zo7Nixxa6XkJBgOG0WGxurxx57TEOHDtWsWbPKMuJN7XrfHzhP7dq1lZ6eXmD88uXLhusSARQuLS1NYWFh8vX11dtvv811o2WI7yyuKjw8XHa7vdiv35ePkydPKiwsTPfdd5/Wrl3rxPSV3/W8P3Cu5s2bF7jW8MqRYN4noGhWq1WPPPKI0tPT9fHHH6tWrVrOjlSpURBRalJSUtS9e3c1atRIO3fulKenp7MjARVKWFiYdu/erbS0NMfYjh075Obmpu7duzsvGFDB5eXladCgQUpISFB0dLQaNGjg7EiVHqeYUSqsVqvCwsKUmpqqpUuXGuYOq1KlioKDg52YDpJ05swZxcTESJIyMzP1/fffa+fOnZKkAQMGODPaTWPcuHF67bXX1LdvXz377LNKTk7W008/rXHjxjEHYgWQmZmpjz76SNKvPy8Wi8XxM9K5c2f5+/s7M95N7cknn9S///1vLVq0SBaLRYcOHXIsCw4OVpUqVZyYrnJiomyUisTERN12222FLmvcuLESExPLNxAK2LBhg0aNGlXoMn4NlJ+EhARNmjRJX375pWrWrKnhw4dr7ty53EhUART1e2zv3r3q0qVL+QaCQ2BgoM6cOVPostOnTyswMLB8A90EKIgAAAAw4BpEAAAAGFAQAQAAYEBBBAAAgAEFEQAAAAYURAAAABhQEAEAAGBAQQQAAIABBREAAAAGFEQALuPuu++WyWTSgQMHruv5+/btk8lk0pEjR24ox4oVK/TII4/I399fJpPJ8XFs1yo0NFTLly93PH799dfVvXt31atXT97e3rr33nv1/vvvl/p+JSkjI0MBAQGFfh+ioqLUsGFD1atXT/PmzSvw3NmzZ6tPnz4Fxt944w21aNFC+fn5Jc4DoGKiIAJwCfHx8fr2228lSVu3br2ubYSEhOg///mPWrRocUNZNm3apNTUVPXq1avEz3333XeVmJio0aNHO8bmzp2rxo0ba+XKlXr77bfVunVr9e3bVxs3biy1/V7xwgsvKC8vr8B4QkKCJk6cqOeff14vvviiIiMjtXv3bsfys2fPaunSpXrllVcKPHfw4MHKzs7Wpk2brjsXgArGDgAu4JlnnrG7ubnZu3btavf19bXn5OQ4LUt+fr7dbrfbT58+bZdk37FjxzU/t1OnTvbJkycbxi5evFhgvYceesgeFBRUavu12+32hIQEe/Xq1e2rVq2yS7LHxMQ4li1btszeq1cvx+OePXvan376acfjAQMG2J999tmrbnv27Nn2Nm3alCgPgIqLI4gAKjy73a5t27apW7duioiI0E8//aTo6GjDOlOnTlXt2rWVlJTkGDt48KDc3d31+uuvSyr8FPO6devUsmVLmc1m+fr66v7771dMTEyRedzcru9X5+nTp3XgwAENGDDAMO7n51dg3eDgYJ0/f75U9nvFpEmTNG7cON15550FlmVnZ8tsNjseV6tWTdnZ2ZKkvXv36tChQ3r22Wevuu2BAwfqm2++0bFjx24oI4CKgYIIoML78ssvlZiYqKFDh6pHjx7y9fUtcJp5/vz5qlevnkaNGiW73a5ffvlFI0aMUI8ePfTEE08Uut39+/drzJgx6tWrlz766CNt2rRJDzzwgNLS0srkdezZs0ceHh4KDQ0tdt0vvvjihk+F/97OnTt1/PhxzZo1q9Dl7du31+7du/Xtt9/q2LFj2r17t9q3b6/8/HxNnjxZCxcuVPXq1a+6/RYtWqh27dr69NNPSy0zAOfxcHYAACjO1q1bVbVqVfXv31+enp4aMGCANm/erIyMDNWoUUOSZDabtWnTJt1333167bXXFB8fr8uXLysqKuqq2/3qq69Up04dvfTSS46xhx9+uMxeR0xMjO644w5VqVKlyPW2bt2qL7/8Uu+++26p7DczM1MRERGaN2+evL29C12nY8eOGjx4sO6++25JUp8+fTRkyBCtWLFCtWvX1pAhQ4rdT+vWrXX48OFSyQzAuTiCCKBCy8vL044dO9SrVy/VqlVLkjR06FBlZmYWKFDt27fXs88+q6efflqrV6/WypUrVb9+/atuOyQkRJcuXdLIkSP16aefKjMzs0xfS0pKivz9/Ytc59tvv9W4ceM0atQo9e3bt1T2++KLL+qWW27RqFGjilxv1apVSklJ0dmzZ/Xee+/p8uXLmjNnjl599VX9/PPPGj58uPz8/NSyZUt98sknBZ7v5+enlJSUUskMwLkoiAAqtF27dunixYvq3bu30tLSlJaWplatWql+/fqF3s08ZMgQ5eTk6NZbb1X//v2L3Ha3bt20efNmxcfHq0ePHvLz89Pw4cN16dKlMnktWVlZRR49PHPmjMLCwhQaGuq4bvJGnTlzRosWLdLs2bOVnp6utLQ0ZWRkSPp1ypsr/76iXr16atiwoSTp73//uwYMGKA2bdrohRde0P/+9z/973//0z/+8Q8NHDhQqamphudWqVJFVqu1VHIDcC4KIoAK7UoJHDVqlGrXrq3atWurTp06SklJ0e7du3XhwgXHujabTeHh4WrevLkuX76sF154odjtDxs2TDExMbpw4YJee+01vffee3r66afL5LXUqVPnqtc3pqamqkePHqpbt67eeecdeXp6lso+T58+rZycHD388MOO71/v3r0lSV27dtWDDz5Y6POOHj2qd955Ry+++KIkaffu3Xr88cdVu3ZtDR48WF5eXjp06JDhOWlpafL19S2V3ACci2sQAVRYmZmZev/999W3b19NmTLFsOyHH37QkCFD9Oabb2rSpEmSpIULFyomJkZHjhzRZ599punTp6t3795q165dsfvy8/PTmDFj9NFHHykhIaFMXs+dd96pvXv3FhjPyMhQWFiYcnJytHfv3qteJ3g92rRpU2Cf33zzjaZNm6ZVq1apffv2hT5v0qRJev755w2F78op+Pz8fGVnZ8tutxuek5iYqG7dupVadgDOQ0EEUGG9//77ysjI0OTJk9WlS5cCyxcuXKitW7dq0qRJ+vbbbxUZGak5c+aoVatWCgoK0vvvv6/hw4crNjZWVatWLfD8yMhI/fTTT+rSpYvq1q2r48ePKzo6WhEREUXmOnLkiBITE3Xx4kVJchxJ8/f3V+fOna/6vA4dOmjOnDlKSkpSQECAY7x///765ptvtG7dOp05c0ZnzpxxLLv33ntLtN/PP/9cDzzwgNatW6fhw4fLx8en0O+dJLVt21YhISEFxt944w39/PPPGjdunGOsW7duWrFihe666y599tlnstvtuueeexzLf/nlF504cUKRkZFXff0AXIhzp2EEgKt75JFH7I0aNbLbbLZCly9ZssQuyX7ixAl769at7R06dHBMJm232+1nzpyxe3t726dMmWK32+32vXv3GiaI/uCDD+wPPPCA3d/f316lShV706ZN7ZGRkfbc3Nwic40YMcIuqcBX586di3xedna23dfX17569WrDeGHbuvJV0v1eeY3r16+/ao4/fh9+LyMjw96gQQP7vn37DOPp6en2IUOG2L29ve3NmjWz/+tf/zIsf/vtt+3Vq1e3WyyWIr8HAFyDyW7/wzkCAECZeeqpp3T06FF99tlnzo5SqgYOHKiaNWtq3bp1zo4CoBRQEAGgHKWkpKhZs2b68ssvHXMOurrTp0+rZcuWOn78uJo2bersOABKAXcxA0A5ql+/vjZs2OC4jrAySE5O1urVqymHQCXCEUQAAAAYcAQRAAAABhREAAAAGFAQAQAAYEBBBAAAgAEFEQAAAAYURAAAABhQEAEAAGBAQQQAAIABBREAAAAG/x/KcLA9UvgdFAAAAABJRU5ErkJggg==)

*ordination scatter*

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

*scree*

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

*loadings*

### Method & Provenance

- **Method:** Ordination — PCA
- **Engine:** Python · scikit-learn 1.8.0
- **Input datasets:** gallery — example_metabolomics.csv
- **Started:** 2026-09-21 02:18:03.435062
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/f39c0418559c409bb880f45913bcdc31

| Parameter | Value |
|---|---|
| ordination_method | pca |
| method | pca |
| feature_cols | Protein_content, Alanine, Glycine, Serine, Threonine, Valine, Leucine, Isoleucine, Proline, Phenylalanine, Tryptophan |
| n_components | 3 |
| color_col | Group |

**Command history**

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

```python
from sklearn.preprocessing import StandardScaler
```

```python
X_scaled = StandardScaler().fit_transform(X)
```

```python
coords = PCA(n_components=3).fit_transform(X_scaled)
```
