# Ordination Result #51 — Analysis Report

Generated 2026-09-21 02:37:47 · 1 run(s) · CAT-G Data Analyzer

## 1. ordination (#51)

2026-09-21 02:15:57 · ordination · status: completed

*The first two PCA axes capture 50.3% of the total variance in the data.*

| Metric | Value |
|---|---|
| n_components | 3 |
| method | pca |
| n_rows | 35 |
| n_dropped | 61 |

### explained variance

| Axis | Fraction | Cumulative |
|---|---|---|
| Axis 1 | 0.350574 | 0.350574 |
| Axis 2 | 0.151965 | 0.50254 |
| Axis 3 | 0.109158 | 0.611697 |

![ordination scatter](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAogAAAIaCAYAAACj57zyAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAQ6wAAEOsBUJTofAAASqVJREFUeJzt3XlclXXe//E3m3BcQBAT3LdyN9HcUnHLBZfKSkubyQ3TsiQpJ2umrLH0l+ZSVuZCio5Wo022TKZlmkuJGpobTDm5i7gCoUcQuH5/eMt0CaIHD1znwOv5ePC4h++18DkX3sN7vtvlYRiGIQAAAOD/eFpdAAAAAFwLAREAAAAmBEQAAACYEBABAABgQkAEAACACQERAAAAJgREAAAAmBAQAQAAYEJABAAAgAkBEQAAACYERACwUO3atdWlS5cbtlll2LBh8vDwsLoMAMWMgAigWG3YsEEeHh6mr3Llyql58+Z67bXXdOnSpTzXZGRkaN68ebrnnntUuXJl+fj4KCgoSJ06ddK0adN0/vz5fH/W7t27c3/Gd999V9QfzW3Nnj1bixcvtroMAC7EwzAMw+oiAJQeGzZsUNeuXfXQQw/pvvvukyQlJyfro48+0o4dO9S7d2+tXr069/wjR46of//+2r17tzp27KiIiAiFhoYqJSVFP/zwgz7//HO1aNFCcXFxeX7W008/rdjYWNlsNnXv3l3Lly8vts95s2rXrq3atWtrw4YNuW0ZGRny8PBQmTJlLKvhqsuXLys7O1t+fn7FUgsA1+BtdQEASqc777xTf/rTn3K/HzdunFq3bq2vv/5a27dvV+vWrZWRkaF+/fpp//79WrZsmYYMGWK6x/jx43Xs2DG98847ee5vt9v1j3/8Qw8//LACAgL0zjvv6Ny5cwoKCiryz3ZVWlqa/P39Hb7O19e3CKopHB8fH/n4+FhdBoBixhAzAJfg4+Oje+65R5J04MABSdIHH3ygPXv26JlnnskTDq+qXr26/t//+3952leuXKmUlBQNHz5cI0aMUEZGhpYuXepQTTk5OXr77bd15513ymazyd/fX926ddM333yT59yr8wZ3796tvn37KjAwUAEBAbnHf/rpJ91zzz0qV66cAgMD9eCDD+rQoUP5/tyC5iX+8ssvuu+++xQQEKDy5curT58+uc/rj3VPmTJFXbp0UWhoqMqUKaNq1app6NChOnLkSO55hw4dkoeHhw4fPqzvv//eNOx/tbbrzUFMTEzUI488oipVqsjX11d169bVc889p7S0NNN5ixcvloeHh9avX6/Zs2frjjvukK+vr+rUqaOZM2cW9PgBWIgeRAAu45dffpEkVa5cWZL0z3/+U5I0ZswYh++1YMEC3XHHHbr77rslSW3atNGCBQsUFRV10/cYNmyYli5dqg4dOmjKlClKT0/XwoUL1atXLy1ZssTUAypJR48eVefOnTVgwABNnTpVJ0+elCTFx8crPDxcXl5eevrpp1WjRg2tXbtWXbp00YULF266nuPHjys8PFz33nuv3njjDf3666+aM2eO7rvvPu3Zs0eenlf+N39mZqbeeOMNPfDAA+rbt68CAgK0e/duffDBB1q3bp12796toKAgVa5cWUuXLtX48eMVHBysv/71r7k/6+rvID+7du1SeHi4srKy9OSTT6pu3bravHmzZsyYoXXr1mnLli0qW7as6ZoXX3xRaWlpGj58uMqXL68lS5bo2WefVdWqVfXII4/c9DMAUEwMAChG69evNyQZL7zwgnH69Gnj9OnTxr59+4znn3/ekGTUqVPHuHTpkmEYhlGpUiWjQoUKDv+MhIQEQ5IxderU3Lb333/fkGT88MMPN3WPdevWGZKMiIgIIysrK7f91KlTxm233WZUrFjR+P3333Pba9WqZUgy5s6dm+denTp1Mjw9PY0dO3aY2kePHm1IMjp37mxqr1WrVr5tkozly5eb2qdOnWpIMtasWZPblpOTY1y4cCFPHd98840hyZg2bdoNf95VQ4cONa79U9GpUyfDw8PD2Lx5s6n91VdfNSQZkydPzm1btGiRIclo3rx57u/VMAwjPT3dqFSpktG+fft8fy4AazHEDMASU6dOVeXKlVW5cmU1adJEb7zxhrp27aq1a9fmzsFLTU0t1By+hQsXysvLS4899lhu2+DBg2Wz2bRw4cKbuscnn3wiSXrppZfk5eWV2165cmWNHTtWKSkpWrdunemaoKAgjRo1ytR2+vRpbdq0Sb1791arVq1Mx1566SWHPlfVqlU1ePBgU1uPHj0k/a/3VZI8PDxye/BycnKUkpKiM2fOqEWLFgoICMh3Qc/Nuvp5evTooQ4dOpiOPffccypXrlzus/ujp556yjS3sly5cmrfvr2pbgCugyFmAJYYNmyYHn30UXl4eMhms+n222/PM6wZEBCg33//3aH7ZmZmKjY2Vm3atNHFixdN8/O6dOmijz/+WLNnz1aFChUKvM9vv/0mSWrWrFmeY1fb/vvf/5ra69WrZwqTfzyncePGee5TrVo10zzFG6lbt26etkqVKkmSzp49a2pftWqVpk2bpp9++kmZmZmmY+fOnbvpn3mtgp5L2bJlVa9evTzPpaDar60bgGsgIAKwRL169XIXpVxPs2bNtGHDBh04cED169e/qfuuWrVKZ86c0ZkzZ3T77bfne86HH36oxx9/3OGab+TaeXfOdm34/CPjDzuWffbZZxowYIDuuusuzZw5UzVr1pTNZpMkPfLII8rJySnSOvNTUO0AXA8BEYDLGjhwoDZs2KD58+dr2rRpN3XNggUL5O/vr5iYmHyPR0dHa8GCBTcMiPXq1ZMk7du3T23btjUd27t3r+mcm7nP/v378xw7fvy4UlNTb3gPR8XGxsrPz0/ff/+9KbReuHAh303FHXlTytWewH379uU5Zrfb9dtvv910mAfgupiDCMBljRw5Uk2bNtXMmTP18ccf53vO8ePHNXHiRElXhj/XrVune++9Vw899FC+X4MGDdKOHTv0888/F/izH3jgAUnSlClTTD1uZ86c0bvvvquKFSuqe/fuN/wMlStXVseOHfX1118rPj7edOy111674fWF4eXlJQ8Pjzw9hZMnT86397B8+fI3PexcuXJlderUSWvWrNG2bdtMx2bMmKH09HQ9+OCDhS8egEugBxGAy/L19dW///1v9evXT4888ojee+89RUREqEqVKkpLS9OPP/6oVatWqUWLFpKkmJgYGYahgQMHXveeAwcO1IwZM7RgwYJ8N9i+qlu3bvrzn/+spUuXqmvXrhowYEDuNjenTp3SkiVLVL58+Zv6HLNmzVJ4eLi6dOmisWPH5m5zs3PnTgUHBzv0TG7GwIEDtXLlSnXu3FnDhg2TYRhas2aN9u/fn+/Pa9eunWJiYvTSSy+pUaNG8vT0VP/+/VWuXLl87//2228rPDxc3bp10xNPPJG7zc3y5ct15513Kjo62umfCUDxIiACcGk1a9bU9u3btWjRIv3zn//Um2++qdTUVFWoUEFNmzbV66+/rsjISGVnZ2vx4sWqUKGCevXqdd37tWnTRjVr1tSyZcs0ffr03Ll5+Vm8eLFatWqlmJgYTZw4UT4+PmrdurXmz5+vnj173vRnuOuuu/T999/r+eef19tvvy0fHx91795d33//fZ4NsZ1h0KBBSk9P16xZs/SXv/xFFSpUUI8ePbRp0yZ17Ngxz/mvv/66zp07p3fffVcpKSkyDEMHDx68bkC8+mrDV155RYsXL1ZqaqqqVq2q6Ohovfzyy0U+FxNA0eNdzAAAADBhDiIAAABMCIgAAAAwISACAADAhIAIAAAAEwIiAAAATAiIAAAAMCn1+yBeunRJe/bsUeXKleXtXeofBwAAKKGysrJ0+vRpNWvWTH5+fgWeW+oT0Z49e9SmTRurywAAACgW27ZtU+vWrQs8p9QHxMqVK0u68rBCQ0MtrgYoejk5OTp69Khq1KghT09mmQBAaZGUlKQ2bdrkZp+ClPqAeHVYOTQ0VNWrV7e4GqDo5eTkKCsrS9WrVycgAkApdDNT6vjrAAAAABMCIgAAAEwIiAAAADAhIAIAAMCEgAgAAAATAiIAAABMCIgAAAAwISACAADAhIAIAAAAEwIiAAAATAiIAAAAMCEgAgAAwISACAAAABNvqwsAALgnu92ueQsXK27nXl3Olnw8pbYtm2p05DDZbDarywNwC+hBBAA4zG6364moCVqTkKH0KuHKqBqu9JBwrUnI0BNRE2S3260uEcAtICACABw2b+FiJfvcLu+AUFO7d0Cokr3ra35MrEWVAXAGAiIAwGFxO/fK2z8k32PeAaGKi99TzBUBcCYCIgDAYZezCz6eme1RPIUAKBIERACAw3y8Cj5exssonkIAFAkCIgDAYW3Dmior7WS+x7JSk9S2ZbNirgiAMxEQAQAOGx05TFUu/6qs1CRTe1ZqkqpkHdDjI4daVBkAZyAgAgAcZrPZNPet6erd2E8VkjfK98QmlT+5Ub0b+2nuW9PZBxFwc2yUDQAoFJvNpqinxlhdBoAiQA8iAAAATAiIAAAAMCEgAgAAwISACAAAABMCIgAAAEwIiAAAADAhIAIAAMCEgAgAAAATAiIAAABMCIgAAAAwISACAADAhIAIAAAAEwIiAAAATAiIAAAAMCEgAgAAwISACAAAABMCIgAAAEwIiAAAADAhIAIAAMCEgAgAAAATAiIAAABMCIgAAAAwISACAADAhIAIAAAAEwIiAAAATAiIAAAAMCEgAgAAwISACAAAABMCIgAAAEwIiAAAADAhIAIAAMCEgAgAAAATAiIAAABMCIgAAAAwISACAADAhIAIAAAAEwIiAAAATAiIAAAAMCEgAgAAwISACAAAABMCIgAAAEwIiAAAADAhIAIAAMCEgAgAAAATAiIAAABM3D4gxsbGKiwsTH5+fgoODlZERITsdrvVZQEAALgtb6sLuBWvv/663njjDb344otq3769zpw5o3Xr1ik7O9vq0gAAANyW2wbE//znP3rllVf0+eefKyIiIrf9wQcftLAqAAAA9+e2Q8yLFi1SnTp1TOEQAAAAt85tA+LWrVvVrFkzvfbaa7rttttUpkwZdejQQXFxcQVel5aWpmPHjuV+JSUlFVPFAAAA7sFtA+LJkye1du1aLVmyRO+9955WrVolDw8P9ezZU6dOnbrudTNnzlSNGjVyv9q0aVOMVQMAALg+tw2IOTk5Sk9P18qVK/XQQw+pT58++vzzz2UYht55553rXhcdHa2jR4/mfm3btq0YqwYAAHB9brtIJTAwUJUqVVLz5s1z24KCghQWFqZ9+/Zd9zp/f3/5+/sXR4kAAABuyW17EJs0aXLdY5cuXSrGSgAAAEoWtw2I/fr109mzZ7Vr167ctrNnzyo+Pl6tWrWyrjAAAAA357YB8f7771fr1q310EMP6eOPP9bnn3+ufv36ydfXV08++aTV5QEAALgttw2Inp6e+uqrr9S+fXuNHj1ajzzyiPz9/bVx40aFhIRYXR4AAIDbcttFKpIUHByspUuXWl0GAABAieK2PYgAAAAoGgREAAAAmBAQAQAAYEJABAAAgAkBEQAAACYERAAAAJgQEAEAAGBCQAQAAIAJAREAAAAmBEQAAACYEBABAABgQkAEAACACQERAAAAJgREAAAAmBAQAQAAYEJABAAAgAkBEQAAACYERAAAAJgQEAEAAGBCQAQAAIAJAREAAAAmBEQAAACYEBABAABgQkAEAACACQERAAAAJgREAAAAmBAQAQAAYEJABAAAgAkBEQAAACYERAAAAJgQEAEAAGBCQAQAAIAJAREAAAAmBEQAAACYEBABAABgQkAEAACACQERAAAAJgREAAAAmBAQAQAAYEJABAAAgAkBEQAAACYERAAAAJgQEAEAAGBCQAQAAIAJAREAAAAmBEQAAACYEBABAABgQkAEAACACQERAAAAJgREAAAAmBAQAQAAYEJABAAAgAkBEQAAACYERAAAAJgQEAEAAGBCQAQAAIAJAREAAAAmBEQAAACYEBABAABgQkAEAACACQERAAAAJgREAAAAmBAQAQAAYFJiAmJ6erqqV68uDw8P7dixw+pyAAAA3FaJCYiTJ09WVlaW1WUAAAC4vRIREBMTE/Xuu+/q1VdftboUAAAAt1ciAuLTTz+tMWPGqEGDBlaXAgAA4Pa8rS7gVq1cuVJ79uzRJ598ovj4+Buen5aWprS0tNzvk5KSirI8AAAAt+PWAfHixYuKjo7WlClT5O/vf1PXzJw5k6FoAACAArj1EPNrr72mKlWqaPjw4Td9TXR0tI4ePZr7tW3btiKsEAAAwP24bQ/i4cOHNWPGDH366adKTU2VdGWrm6v/Nz09XeXLl89znb+//033NgIAAJRGbhsQDx48qMzMTPXt2zfPsa5du6pt27baunWrBZUBAAC4N7cNiC1atND69etNbbt27dL48eP1/vvvq3Xr1hZVBgAA4N7cNiBWrFhRXbp0yfdYq1at1LJly+ItCAAAoIRw60UqAAAAcD637UHMT5cuXWQYhtVlAAAAuDV6EAEAAGBCQAQAAIAJAREAAAAmBEQAAACYEBABAABgQkAEAACACQERAAAAJgREAAAAmBAQAQAAYEJABAAAgAkBEQAAACaFfhfznj179M033yguLk5JSUmy2+2qVKmSGjRooPDwcPXu3VvlypVzZq0AAAAoBg71IBqGodjYWLVq1Up33nmnXn/9dZ06dUpVqlRRgwYN5O3trXXr1unhhx9WaGioIiMjdejQoSIqHQAAAEXBoR7EJk2aKDMzU0OHDtWyZcvUsGHDfM+7ePGivv76a3300Udq2rSp5s+fryFDhjilYAAAABQthwLi3/72Nz3yyCPy9Cy447Fs2bJ64IEH9MADD+jQoUM6fvz4LRUJAACA4uNQQCxML2Dt2rVVu3Zth68DAACANQq9SOVa586d09atW2UYhtq2bavg4GBn3RoAAADFyCkBce3atRo4cKDKlCmjjIwMSdJHH32kPn36OOP2AAAAKEZO2Qfx2Wef1fz583X69GmdP39ekZGRGj9+vDNuDQAAgGLmUEAcMGCADh8+nKf95MmTioiIkCR5eXmpe/fuOnXqlHMqBAAAQLFyaIi5RYsWatmypcaOHasXXnhBNptNkhQREaGIiAg9+uijunjxot577z317du3SAoGAABA0XKoB3HSpEnauXOnEhMT1bBhQ/3zn/+UJL333nvq0KGDYmJi9OGHH+rBBx/U3Llzi6RgAAAAFC2HF6nUrFlT//znP7V+/XpFRUXpvffe05w5czRt2rSiqA8AAADFrNCLVLp27apdu3bpwQcfVPfu3fXUU08pJSXFiaUBAADACg4HxO+++04TJ07U+PHj9fHHH+upp57S/v37dfnyZTVo0EDvv/++DMMoiloBAABQDBwKiFOnTlXv3r21e/duHT16VE888YQeeughBQcHa968efr666+1bNkytWzZUps3by6qmgEAAFCEHJqD+Pbbb+v999/XiBEjJEk///yzWrZsqePHj6tatWoKCwvTpk2btGzZMg0ZMkRHjhwpkqIBAABQdBzqQfTx8ZGn5/8u8fT0lGEY8vHxMZ336KOPKjEx0TkVAgAAoFg51IM4adIkPfnkk/rkk09ks9n07bffasyYMbrtttvynFu2bFmnFQkAAIDi41BAHDlypDp06KDvvvtOGRkZGjdunDp27FhUtQEAAMACDu+D2LBhQzVs2LAoagEAAIALKPQ+iBcuXLjuscuXL7NABQAAwE05HBAnT56swMBA+fv7q2bNmpozZ06ec+Lj41WnTh2nFAgAAIDi5VBAXLRokV599VUNGjRI7777rjp16qTx48erV69e+v3334uqRgAAABQjhwLi22+/reeff17z5s3TmDFjtGzZMm3YsEH79u1TeHi4Tp48WVR1AgAAoJg4FBB//fVX9ejRw9TWsWNHbd26VVlZWWrXrp3+85//OLVAAAAAFC+HAmJgYKBOnz6dp7169eravHmzqlevro4dO+rHH390WoEAAAAoXg4FxFatWmnVqlX5HgsICNC3336rdu3aKTo62hm1AQAAwAIOBcRHH31UBw8e1Llz5/I97ufnp1WrVikyMlI1a9Z0SoEAAAAoXg5tlD1w4EANHDiwwHO8vLw0f/78WyoKAAAA1in0RtkAAAAomYokIP7jH//QkiVLiuLWAAAAKGIOv4v5ZgwfPlw5OTl67LHHiuL2AAAAKEJFEhDXrVsnwzCK4tYAAAAoYkUSEMPDw4vitgAAACgGLFIBAACAiUMBMTMzM0/boUOH9NRTT6l9+/Zq3769oqKidPjwYacVCAAAgOLl0BCzzWbTjz/+qDZt2kiS9u7dq06dOskwDHXs2FGSFBsbq+XLl+uHH37Q7bff7vyKAQBFwm63a97CxYrbuVeXsyUfT6lty6YaHTlMNpvN6vIAFCOHehCvXXjy/PPPq0qVKkpMTNSXX36pL7/8Uvv371fFihU1adIkpxYKACg6drtdT0RN0JqEDKVXCVdG1XClh4RrTUKGnoiaILvdbnWJAIrRLc1B3Lhxo/76178qJCQkt61q1aqaOHGi1q1bd8vFAQCKx7yFi5Xsc7u8A0JN7d4BoUr2rq/5MbEWVQbACrcUEC9fvqy6devmaa9Xr55SUlJu5dYAgGIUt3OvvP1D8j3mHRCquPg9xVwRACs5vM3NjBkzVKVKFUlSuXLldOTIEXXo0MF0zokTJ1SxYkWnFAgAKHqXsws+npntUTyFAHAJDgXEmjVratu2bbnf+/v7Ky4uToMHDzad99VXX6lp06bOqRAAnIAFGAXz8ZIyCjhexouXHwCliUMB8dChQzd1Xr9+/VSnTp3C1AMATnd1AUayd315V7mykX+GpDUJSdoVNUFz35pe6kNi27CmWpN4Mt9h5qzUJLVt2cyCqgBYpUg2yn7kkUfUtm3borg1ADiMBRg3NjpymKpc/lVZqUmm9qzUJFXJOqDHRw61qDIAViiSgHjp0iUdOXKkKG4NAA5jAcaN2Ww2zX1runo39lOF5I3yPbFJ5U9uVO/GfvSwAqVQkbyL+d///rcGDRqk7OwbzHoGgGLAAoybY7PZFPXUGKvLAOACeBczgBLPx6vg4yzAAAAzh3oQ77333ps67+TJk4UqBgCKAgswAMAxDvUg/vvf/9bevXv1+++/F/h18eLFoqoXABzGAgwAcIxDPYgNGjRQq1attHTp0gLPW7lypR5++OFbKgwAnOXqAoz5MbGKi9+ozGwP+XgaateqmR4fyQIMALiWQwGxbdu22rJlyw3P8/DwkGEwpweA62ABBgDcPIcC4lNPPaWwsLAbnte5c2etX7++0EUBAADAOg4FxFatWqlVq1Y3PC84OFidO3cudFEAAACwjttuc7NixQrdd999ql69usqVK6cWLVrogw8+YGgbAADgFjkUEOfOnauMjIJe557Xnj179N133zl0zc2YOXOmypYtqxkzZuiLL75QRESERo0apb///e9O/1kAAACliUNDzIsXL9arr76qwYMHa+DAgWrdurV8fHzynHfixAmtXr1aH374oeLi4rR48WJn1Zvriy++UHBwcO733bp109mzZzVz5ky99NJL8vR0285RAAAASzkUEOPi4vTpp5/qrbfe0ttvvy0fHx/dcccdqly5snx9fZWSkqKDBw/q1KlTCgoK0tChQ/WPf/xDISH5vwP1VvwxHF4VFhamBQsW6MKFC6pQoYLTfyYAAEBp4PC7mAcMGKABAwbo0KFD+vbbb7Vjxw4lJSXp0qVLqlWrlnr27KkOHTqoS5cu+fYuFqXNmzerWrVqBYbDtLQ0paWl5X6flJR03XMBAABKI4cD4lW1a9dWZGSkIiMjnVlPoW3evFkfffSRZsyYUeB5M2fO1KuvvlpMVQEAALgfD6MELPs9duyY2rZtq0aNGmnt2rUFzj/MrwexTZs2Onr0qKpXr14c5QKWysnJ0aFDh1S7dm3m6gJAKXLs2DHVqFHjpjJPoXsQXUVKSooiIiJUqVIlffLJJzf8g+fv7y9/f/9iqg4AAMD9uHVAtNvt6tevn1JTU/Xjjz8qICDA6pIAAADcntsGxKysLA0aNEgJCQnatGmTqlWrZnVJAAAAJYLbBsQnn3xSX375pWbMmKG0tDRt3bo191hYWJh8fX0trA4AAMB9uW1AXLt2rSTp2WefzXPs4MGDql27djFXBAAAUDI4vITx7NmzmjVrliZMmKBFixbJbrfnOee3337TiBEjnFLg9Rw6dEiGYeT7RTgEAAAoPIcC4pEjR9SkSRM999xzWrp0qUaOHKk77rhDGzZsMJ13+vRpxcbGOrNOAAAAFBOHAuILL7yg2267TUeOHNHJkyeVmJioJk2aqFevXgRCAACAEsKhgLhx40a9/PLLuSuG77jjDn399deaOHGiRowYoSlTphRJkQAAACg+Di1SSU1NVXBwcJ72V199VdWrV9eTTz6pEydO6NFHH3VagQAAACheDgXEevXqKS4uTl26dMlzbNSoUQoODtaQIUO0adMmZ9UHAACAYubQEHOPHj0UExOjnJycfI8PGDBAq1ev1uHDh51SHAAAAIqfQz2I0dHR6ty5s9LT06/7PuMuXbpo69atiouLc0qBAAAAKF4OBcSQkBD17dv3huc1bNhQDRs2LHRRAAAAsI7DG2UDAACgZCMgAgAAwISACAAAABMCIgAAAEwIiAAAADApdED86aeftG7dutzvz58/r1GjRqljx4565ZVXrrtXIgAAAFybQ9vc/NH48ePVvXt3de/eXZL0zDPPaNWqVerRo4fefPNNeXl56aWXXnJaoQCuz263a97CxYrbuVeXsyUfT6lty6YaHTlMNpvN6vIAAG6m0D2I+/fvV5s2bSRd+eO0cuVKzZ49WytXrtQbb7yhpUuXOq1IANdnt9v1RNQErUnIUHqVcGVUDVd6SLjWJGToiagJstvtVpcIAHAzhQ6IFy9eVNmyZSVJW7ZsUUZGhu677z5JUvPmzXXs2DHnVAigQPMWLlayz+3yDgg1tXsHhCrZu77mx8RaVBkAwF0VOiDWrVtXq1evliQtW7ZMrVq1UlBQkCTp1KlT130VHwDnitu5V97+Ifke8w4IVVz8nmKuCADg7go9BzE6OlqRkZGKiYnRuXPnTEPKGzZsUPPmzZ1SIICCXc4u+HhmtkfxFAIAKDEKHRBHjBih+vXra/v27WrZsqW6du2ae6xSpUqKiopySoFwTSyKcB0+XlJGAcfLeBnFVgsAoGQodECUpPDwcIWHh+dpf+WVV27ltnBxVxdFJHvXl3eVK7//DElrEpK0K2qC5r41nZBYjNqGNdWaxJP5DjNnpSapbctmFlQFAHBnDgXE+Ph4NWrUSDabTfHx8Tc8v2XLloUuDK4rd1HENYHEOyBUyanS/JhYRT01xqLqSp/RkcO0K2qCklMN00KVrNQkVck6oMdHTrewOgCAO3IoIN51113aunWr2rRpo7vuukseHvnPbTIMQx4eHsrOvsHkKLiluJ17c3sOr3VlUcTGYq6odLPZbJr71nTNj4lVXPxGZWZ7yMfTULtWzfT4SHpzAQCOcyggrl+/Xo0bN879zyidWBThemw2G722AACncSggdu7cOd//jNKFRREAAJRshd4HccGCBdc9lpmZqejo6MLeGi6ubVhTZaWdzPdYZsoJJZ86pcHDx2r2nLm8xQMAADdU6ID4xBNPqH///jp16pSpPT4+XmFhYVq0aNEtFwfXNDpymKpc/lVZqUmm9oyUE7pwZIf8Gt/Lq94AAHBjhQ6I33//vRISEtSkSRN98sknysnJ0SuvvKJ27dopJCREu3fvdmadcCFXF0X0buynCskblZH4b53f9akunz+igCa95elVRhKvegMAwF0Veh/EDh06aPfu3Ro/frwGDRqkqlWr6vz583rzzTc1btw4Z9YIF/THRRGDR4yVL6uaAQAoMQrdgyhJZcuWVdOmTeXj46Pjx4+rVq1a6t69u7Nqg5tgVTMAACVLoQPiiRMn1KtXLz333HN64YUXlJCQoMDAQN1111168803nVkjXJyPV8HHWdXs3ux2u2bPmavBI8bqoaFjWYAEAKVAoQNi06ZNdezYMW3ZskWTJk1SgwYNtGnTJk2aNEl/+9vf2AanFCloVTOvenNvV1+ruCYhQ+lVwpVRNZwFSABQChQ6IA4dOlQ//fST7rrrrtw2Dw8PTZw4Udu2bVNqaqpTCoTru96q5v+96m2oRZXhVuW+VvEPr/CTWIAEACVdoRepzJo167rHmjdvrhUrVhT21nAzpfFVb3a7XfMWLlbczr26nC35eEptWzbV6MhhJerz8lpFACidCh0Q83PmzBl9/PHHWr58ubZu3cq7mEuR0vSqt6vDrsne9XPDU4akNQlJ2hU1QXPfKjmhmAVIAFA63dIqZkm6ePGili1bpr59+6patWoaN26cLl26VGAPI+DOStOwKwuQAKB0KlQPYnZ2tr7++mstX75cn3/+uS5evKiQkBBlZWXpww8/1KBBg5xdJ+AyStOwa9uwplqTeFLe/iF5jrEACQBKLod6ELds2aKxY8cqNDRU/fv319q1a/WnP/1JGzZs0N69e2UYhkJC8v4hAUqS0jTsygIkACidHOpB7NSpkzw8PNS1a1dFR0erZ8+e8va+cgtWLaO08PG6MufwekrSsGtpXIAEAHAwIDZr1kx79uzR999/Ly8vL505c0YDBgxQhQoViqo+wOWUtmHX0rQACQBwhUNDzD///LP27t2rCRMm6Ndff9WwYcMUEhKiQYMG6bPPPpOHR8kZWgOuh2FXAEBJ52EYRqHHw7Zs2aLly5dr5cqVOn36tDw8PHT//fcrKipK4eH5T+J3NceOHVONGjV09OhRVa9e3epyikRp2bOvONnt9v8bdt1zzbDrUJd/pjk5OTp06JBq164tT89b3sgAAOAmHMk8txQQr8rOztaaNWv04Ycf6rPPPtOFCxdUq1Yt/fbbb7d66yJX0gOiac++P2zLcrW3qyTt2YebQ0AEgNLJkczjlL8OXl5e6tOnj5YuXark5GT94x//UNOmTZ1xa9yi0rRnHwAAcA6ndx/YbDYNHjxYn3/+ubNvjUKI27k338UU0tU9+/YUc0UAAMDVMb5UwpWmPfsAAIBzEBBLOF6VBgAAHFWoV+3BGoVZjVza9uwDAAC3jh5EN3F1NfKahAylVwlXRtVwpYeEa01Chp6ImiC73Z7vdezZBwAAHEUPYhFz1h6EuauRr+kJ9A4IVXKqND8mNt+3XfCqNAAA4CgCYhEy7UFY5crG4RmS1iQkaVfUBIf2IIzbuTf3Hte6shp543Wv5VVpAADAEQTEIlTYXr/8sBrZNZSkt9LY7XYt+GBJifgsAADnYg5iEXLmHoSsRrZeYeeBuqJLly5p7DPPl4jPAgBwPgJiEXJmr1/bsKbKSjuZ7zFWIxePkvRWmhX/+lzJZeqXiM/iqux2u2bPmavBI8bqoaFjNXj4WM2eM5fwDcAtEBCLkDN7/ViNbL2S9FaaPYn/lbd/aL7H3O2zuKKS1NsMoHQiIBYhZ/b6XV2N3Luxnyokb5TviU0qf3Kjejf2c2ixCwqvJM0DzTIK/n99d/osrqgk9TYDKJ1YpFKERkcO066oCUpONUx/KP7X6zfdofuxGtlaPl5XVqFfT/LJJA0ePtYtFnp4e+SooLzLnNZbcyu7DgCAKyAgFiH2ICyYu60ILuitNJmpJ+QdWFPpIe0KtY1RcWvWsJ62JiXlO8zMnNZbV5J6mwGUTgTEIkavX/6cuUdkcblej3Bm6gldOLxDAU16SyrcNkbFbeAD9+rgrPeUnCqn9G7D7Ea9zfTQAnB1zEGEJdxxjta180DTdq/S+T1fKvPcEQU06S1PrzK557r6Qg8/Pz+9O/sN5rQWEXYdAODu6EGEJdx1jtYfe4QfGjpWGVXz/wyS6w8j0rtddJw9/xgAihs9iLBESZijxebluB52HQDg7uhBhCVKwhytghatMIwIemgBuDN6EGGJkjBHi83LAQAllVsHxMTERPXo0UPlypVTSEiI/vKXvygzM9PqsnATSkK4YhgRAFBSue0Q8/nz59WtWzfdfvvt+te//qXjx48rOjpaFy9e1DvvvGN1ebiBkrJHJMOIAJzB3faFRcnntgHx/fffV1pamj799FMFBQVJkrKysvTkk0/qxRdfVNWqVS2uEDdCuAIA99wXFiWf2w4xr169Wvfcc09uOJSkQYMGKScnR2vXrrWwMuAKu92u2XPmavCIsXpo6FgNHj5Ws+fMld1ut7o0AC7EHfeFRcnntj2IiYmJGjFihKmtYsWKCg0NVWJi4nWvS0tLU1paWu73SUlX5sDl5OQoJyenaIpFqWO32zX2meeV7FPvmh6BE9o1boLenf2GZT0CV/+d3+jfu91u1/wPYrVt577/G/Iy1KZlUz0+Yii9GYAT3Whf2K3xG/U0f5/gBI7kHLcNiOfPn1fFihXztAcGBurcuXPXvW7mzJl69dVX87QfPXpUWVlZziwRpdjS5f/UyTL15eN/bY9AVZ1Mld6c/Y7+PHigRdVdceTIkeseu3Tpkia/MUvnyzWWzzUBd9uTz+il58fLz8+vmCoFSjZ7RsF/e+wZWTp06FDxFIMS7Wqn2M1w24BYWNHR0YqMjMz9PikpSW3atFGNGjVUvXp1CytDSZL429HcYHUtn4CqSvzvRtWuXbt4i/o/OTk5OnLkiGrWrClPz/xnmbz17vtKKd8kT8D1CaiqFElr132vcWNHF32xQClg8/VW+g2OW/XfFyhZvL1vPva5bUAMDAxUampqnvbz58+b5iVey9/fX/7+/nnaPT09r/vH0plYqeY4d3xmN3pTzOVsj2L591aQgv7Nb9u5r4Ahr6ratnNjkdXvjr9v4FbcaNP9di2bWf7fFygZHPl35Lb/4ho2bJhnrmFqaqqSkpLUsGFDi6oq2NWVamsSMpReJVwZVcOVHhKuNQkZeiJqAosX8uGuz8zdX8Nn1asQ3fX3DdyKkrAvLEoetw2IERER+vbbb5WSkpLbtmLFCnl6eqpnz57WFVYAVqo5zl2fmbu/KcaqgOuuv2/gVrDpPlyR2w4xjxkzRnPmzNH999+vF198UcePH9eECRM0ZswYl90D8UYr1eLiNxZzRa7PXZ/Z6Mhh2hU1Qcmphins/K9HYLqF1d2YVe+ZdtffN3Cr2BcWrsZtexADAwO1bt06eXt76/7779fEiRMVGRmpmTNnWl3adVk1bOfO3PWZuXuPgFVDXu76+waAksZtexAlqVGjRvr222+tLuOm+Xhd2Srkelx9XpoV3PmZuXOPgFWvQnTn3zcAlCRuHRDdjVXDdu6MZ2YdKwIuv28AcA1uO8Tsjlip5jieWenC7xsAXAMBsRi5+7w0K/DMShd+3wDgGjwMwyjVk3qOHTumGjVq6OjRo7xJBaVCTk6ODh06pNq1a7P5LgCUIo5kHv46AAAAwISACAAAABMCIgAAAEwIiAAAADAhIAIAAMCEgAgAAAATAiIAAABMCIgAAAAwISACAADAxNvqAlDy2O12zVu4WHE79+pytuTjKbVt2VSjI4fxqjQAANwAARFOZbfb9UTUBCV715d3lXBJUoakNQlJ2hU1wW3ep0vIBQCUZgwxw6nmLVysZJ/b5R0Qamr3DghVsnd9zY+Jtaiym3c15K5JyFB6lXBlVA1Xeki41iRk6ImoCbLb7VaXCABAkSIgwqnidu6Vt39Ivse8A0IVF7+nmCtyXEkIuQAA3AqGmOFUl7MLPp6Z7XHdY64yrBu3c2/u8Pi1roTcjcVWCwAAVqAHEU7l41Xw8TJeRr7trjSseyshFwCAkoAeRDhV27CmWpN4Mt9h5qzUJLVt2Szf63KHda+5zjsgVMmp0vyYWEU9NaZIar6Wj9eVhTXXc72Qey1X6REFAMBR9CDCqUZHDlOVy78qKzXJ1J6VmqQqWQf0+Mih+V7nSnMX24Y1VVbayXyPFRRy/8iVekQBAHAUARFOZbPZNPet6erd2E8VkjfK98QmlT+5Ub0b+xW4xY0rDesWNuT+EQtdAADujCFmOJ3NZnN4ONhZw7rOcDXkzo+JVVz8RmVme8jH01C7Vs30+Mib28eRhS4AAHdGQIRLKOzcxaJSmJD7R67UIwoAgKMYYoZLcMawrisp7GpuAABcAQERLqGwcxddlTMWugAAYBWGmOEybnVY15WMjhymXVETlJxqmBaq/K9HdLqF1QEAUDB6EIEiUNJ6RAEApQs9iEARKUk9ogCA0oUeRAAAAJgQEAEAAGBCQAQAAIAJAREAAAAmBEQAAACYsIoZAFBi2e12zVu4WHE79+pytuTjKbVt2VSjI4ex3RRQAHoQAQAlkt1u1xNRE7QmIUPpVcKVUTVc6SHhWpOQoSeiJshut1tdIuCyCIgAgBJp3sLFSva53fQ2I0nyDghVsnd9zY+JtagywPUREAEAJVLczr3y9g/J95h3QKji4vcUc0WA+2AOIgDgprjbfL7L2QUfz8z2KJ5CADdEDyIA4IbccT6fj1fBx8t4GcVTCOCGCIgAgBtyx/l8bcOaKivtZL7HslKT1LZls2KuCHAfBEQAwA2543y+0ZHDVOXyr8pKTTK1Z6UmqUrWAT0+cqhFlQGuj4AIALghd5zPZ7PZNPet6erd2E8VkjfK98QmlT+5Ub0b+2nuW9Ndct4k4CpYpAIAuCEfLymjgOOuOp/PZrMp6qkxVpcBuB16EAEAN8R8PqB0ISACAG6I+XxA6cIQM27I3fY+A+B8V+fzzY+JVVz8RmVme8jH01C7Vs30+Ejm8wElDQERBbq691myd315VwmXdGUe0pqEJO2KmsBEb6AUYT4fUHoQEFGg3L3PrtnewjsgVMmp0vyYWP5gACUIIwYAJOYg4gbcce8zAIXjjm9LAVA0CIgokDvufQagcNzxbSkAigYBEQXiXaZA6cGIAYCrCIgoEHufAaUHIwYAriIgokDsfQaUHowYALiKgIgC8S5ToPRgxADAVWxzgxti7zOgdBgdOUy7oiYoOdUwLVT534jBdAurA1CcCIhAPtgLDqURb0sBcBUBEbgGb49BacaIAQCJOYhAHuwFBwAo7QiIwDXYCw4AUNoREIFrsBccAKC0IyAC12AvOABAacciFeAabcOaak3iyXyHmdkLzvlYMQ4AroceROAavD2m+FxdMb4mIUPpVcKVUTVc6SHhWpOQoSeiJshut1tdIgCUSm4ZELOzszVt2jSFh4crODhYQUFB6tq1qzZt2mR1aSgBeHtM8WHFOAC4JrccYrbb7Zo6daqGDRum559/Xl5eXpo/f766du2qtWvXqlu3blaXCDfHXnDFI27n3ty9Jq91ZcX4xmKuCAAguWlAtNls+u233xQYGJjb1qNHDzVt2lSzZs0iIAJughXjAOCa3DIgenl5mcLh1bbmzZvrwIEDFlUFuI9Lly7prXff17ad+yxdGOLjdeUtNdfDinEAsIZbzkHMT1ZWlrZu3apGjRoVeF5aWpqOHTuW+5WUlFTg+UBJY7fbNfmNWVrrAgtD2oY1VVbayXyPsWIcAKxTYgLitGnTdPz4cY0fP77A82bOnKkaNWrkfrVp06aYKgRcw/wPYnW+fBN5B1Q1tVuxMIQV4wDgmjwMw3CJMZzU1NSb6s2rW7euypQpY2r75ptv1KdPH7300kt6+eWXC7w+LS1NaWlpud8nJSWpTZs2Onr0qKpXr1644gE3MnjEWKVfZ2GIJFVI3qjlH7xbbPXY7XbNj4lVXPweZWZ7yMfTULtWzfT4yKGsGAcAJzp27Jhq1KhxU5nHZeYgrlixQqNGjbrheQkJCWrYsGHu9/Hx8XrwwQc1ZMiQG4ZDSfL395e/v/8t1Qq4M1dbGMKKcQBwPS4zxBwZGSnDMG749cdweODAAUVEROjuu+/WwoULLawecB+8ShAAcCMuExAdlZSUpJ49e6pmzZpauXKlfHx8rC4JcAttwproclr+0zlYGAIAkFxoiNkRdrtdEREROnPmjN566y3t3bs395ivr6/CwsIsrA5wbY+PGKptTz6jFMMwLVT538KQ6RZWBwBwBW4ZEJOTk/Xzzz9Lku69917TsVq1aunQoUMWVAW4B5vNppeeH6+1677Xtp0br1kYwqsEAQBuGhBr164tF1l8DbglPz8/jRs7Wp6ebjvLBABQhPjrAAAAABMCIgAAAEwIiAAAADAhIAIAAMCEgAgAAAATAiIAAABMCIgAAAAwISACAADAhIAIAAAAEwIiAAAATAiIAAAAMHHLdzEDAAC4O7vdrnkLFytu515dzpZ8PKW2LZtqdOQw2Ww2S2ujBxEAAKCY2e12PRE1QWsSMpReJVwZVcOVHhKuNQkZeiJqgux2u6X1ERABAACK2byFi5Xsc7u8A0JN7d4BoUr2rq/5MbEWVXYFAREAAKCYxe3cK2//kHyPeQeEKi5+TzFXZEZABAAAKGaXsws+npntUTyFXAcBEQAAoJj5eBV8vIyXUTyFXAcBEQAAoJi1DWuqrLST+R7LSk1S25bNirkiMwIiAABAMRsdOUxVLv+qrNQkU3tWapKqZB3Q4yOHWlTZFQREAACAYmaz2TT3renq3dhPFZI3yvfEJpU/uVG9G/tp7lvTLd8HkY2yAQAALGCz2RT11Biry8gXPYgAAAAwISACAADAhIAIAAAAEwIiAAAATAiIAAAAMCEgAgAAwISACAAAABMCIgAAAEwIiAAAADAhIAIAAMCEgAgAAAAT3sUMuAm73a55CxcrbudeXc6WfDylti2banTkMMtf6g4AKFnoQQTcgN1u1xNRE7QmIUPpVcKVUTVc6SHhWpOQoSeiJshut1tdIgCgBCEgAm5g3sLFSva5Xd4BoaZ274BQJXvX1/yYWIsqAwCURAREwA3E7dwrb/+QfI95B4QqLn5PMVcEACjJCIiAG7icXfDxzGyP4ikEAFAqEBABN+DjVfDxMl5G8RQCACgVCIiAG2gb1lRZaSfzPZaVmqS2LZsVc0UAgJKMgAi4gdGRw1Tl8q/KSk0ytWelJqlK1gE9PnKoRZUBAEoiAiLgBmw2m+a+NV29G/upQvJG+Z7YpPInN6p3Yz/NfWs6+yACAJyKjbIBN2Gz2RT11BirywAAlAL0IAIAAMCEgAgAAAATAiIAAABMCIgAAAAwISACAADAhIAIAAAAEwIiAAAATAiIAAAAMCEgAgAAwISACAAAABMCIgAAAEwIiAAAADAhIAIAAMDE2+oCrJaVlSVJSkpKsrgSoHjk5OQoKSlJ3t7e8vTkfyMCQGlxNetczT4FKfUB8fTp05KkNm3aWFwJAABA0Tt9+rRq165d4DkehmEYxVOOa7p06ZL27NmjypUry9vbsbyclJSkNm3aaNu2bQoNDS2iCksnnm3R4dkWHZ5t0eHZFh2ebdFxtWeblZWl06dPq1mzZvLz8yvw3FLfg+jn56fWrVvf0j1CQ0NVvXp1J1WEP+LZFh2ebdHh2RYdnm3R4dkWHVd6tjfqObyKCUgAAAAwISACAADAhIB4C/z9/TVp0iT5+/tbXUqJw7MtOjzbosOzLTo826LDsy067vxsS/0iFQAAAJjRgwgAAAATAiIAAABMCIgAAAAwISACAADAhIAIAAAAEwJiEfjpp5/k5eWl8uXLW12K28vOzta0adMUHh6u4OBgBQUFqWvXrtq0aZPVpbmdxMRE9ejRQ+XKlVNISIj+8pe/KDMz0+qy3N6KFSt03333qXr16ipXrpxatGihDz74QGwQ4Xzp6emqXr26PDw8tGPHDqvLKRFiY2MVFhYmPz8/BQcHKyIiQna73eqy3N7nn3+utm3bqkKFCgoNDdWgQYP022+/WV2WQwiITmYYhp566ilVrlzZ6lJKBLvdrqlTp6pVq1aKjY3V8uXLFRgYqK5du+q7776zujy3cf78eXXr1k2ZmZn617/+pSlTpmj+/PmKjo62ujS3N3PmTJUtW1YzZszQF198oYiICI0aNUp///vfrS6txJk8ebKysrKsLqPEeP311/X000/r4Ycf1po1azRv3jzVqVNH2dnZVpfm1jZs2KABAwaocePG+vTTTzV79mz9/PPP6tmzp3uFbwNOFRMTY9SvX9944YUXjHLlylldjtvLysoyzp07l6etYcOGRr9+/Syqyv1MmTLFKFeunHH27Nnctnnz5hleXl7G8ePHLazM/Z0+fTpP26hRowx/f38jOzvbgopKpoSEBKNcuXLG+++/b0gytm/fbnVJbi0xMdHw9vY2vvrqK6tLKXFGjx5t1KlTx8jJyclt++677wxJxsaNGy2szDH0IDpRSkqKJk6cqFmzZqlMmTJWl1MieHl5KTAwME9b8+bNdeLECYuqcj+rV6/WPffco6CgoNy2QYMGKScnR2vXrrWwMvcXHBycpy0sLExpaWm6cOGCBRWVTE8//bTGjBmjBg0aWF1KibBo0SLVqVNHERERVpdS4ly+fFkVKlSQh4dHbltAQIAkudXUEwKiE/3tb39Tq1at1K9fP6tLKdGysrK0detWNWrUyOpS3EZiYqIaNmxoaqtYsaJCQ0OVmJhoUVUl1+bNm1WtWjVVqFDB6lJKhJUrV2rPnj16+eWXrS6lxNi6dauaNWum1157TbfddpvKlCmjDh06KC4uzurS3N6wYcO0f/9+vffee0pNTdVvv/2mF198UWFhYerQoYPV5d00AqKT7Nq1SzExMZo1a5bVpZR406ZN0/HjxzV+/HirS3Eb58+fV8WKFfO0BwYG6ty5c8VfUAm2efNmffTRR3ruueesLqVEuHjxoqKjozVlyhS3fJ+tqzp58qTWrl2rJUuW6L333tOqVavk4eGhnj176tSpU1aX59Y6deqkTz/9VBMnTlTFihVVr149JScna/Xq1fLy8rK6vJvmbXUBrio1NVVJSUk3PK9u3bry8fHR2LFj9eSTT+bppUFejjzba4fqv/nmG02aNEkvv/yyWrVqVVQlAoVy7NgxPfzww+ratavGjRtndTklwmuvvaYqVapo+PDhVpdSouTk5Cg9PV0rV65U8+bNJUnt2rVT7dq19c4777DI6hb88MMP+vOf/6xRo0apX79+Onv2rCZPnqy+fftq06ZNstlsVpd4UwiI17FixQqNGjXqhuclJCRo165dSkhI0PLly5WSkiJJunTpkqQr8xL9/Pzk5+dXlOW6FUee7R8Dd3x8vB588EENGTKEoSYHBQYGKjU1NU/7+fPnTfMSUXgpKSmKiIhQpUqV9Mknn8jTkwGaW3X48GHNmDFDn376ae6/3/T09Nz/m56eznZihRQYGKhKlSrlhkNJCgoKUlhYmPbt22dhZe5v3Lhx6tatm2bMmJHb1q5dO9WsWVNLly7V448/bmF1N4//BruOyMhIGYZxw6+GDRsqMTFR58+fV+3atRUYGKjAwEC98cYbunDhggIDA/XKK69Y/XFciiPP9qoDBw4oIiJCd999txYuXGhh9e7p6r/TP7rak0uv962z2+3q16+fUlNTtXr16twJ6bg1Bw8eVGZmpvr27Zv73639+/eXJHXt2lX33HOPxRW6ryZNmlz32NUODhTO/v371aJFC1Nb9erVFRwcrP/+97/WFFUI9CA6wbBhw9SlSxdT2+LFi/Xxxx9r9erVqlmzpjWFlRBJSUnq2bOnatasqZUrV8rHx8fqktxORESEpkyZopSUlNy5iCtWrJCnp6d69uxpbXFuLisrS4MGDVJCQoI2bdqkatWqWV1SidGiRQutX7/e1LZr1y6NHz9e77//vlq3bm1RZe6vX79+WrRokXbt2pUbZs6ePav4+Hjmd9+iWrVqKT4+3tR2+PBhnTlzRrVr17amqELwMNxpzbUbeeWVV/Tmm2/mDoegcOx2u9q3b6/ffvtNy5YtM21A7uvrq7CwMAurcx/nz59XkyZNdMcdd+jFF1/U8ePHFR0drUcffVTvvPOO1eW5tccff1wLFizQjBkzdPfdd5uOhYWFydfX16LKSqYNGzaoa9eu2r59u+666y6ry3FbOTk5ateunc6dO6fXX39dNptNU6dO1a+//qq9e/cqJCTE6hLd1ltvvaVnnnlG48aNU//+/XX27Fm99tprOn36tPbt26dKlSpZXeJNoQcRLi05OVk///yzJOnee+81HatVq5YOHTpkQVXuJzAwUOvWrdPTTz+t+++/XxUqVFBkZKRef/11q0tze1f3kXz22WfzHDt48KBb9Rig9PD09NRXX32l8ePHa/To0crMzFSnTp20ceNGwuEtGjdunHx9fTV37lzFxMSoQoUKat++vVasWOE24VCiBxEAAADXYJEKAAAATAiIAAAAMCEgAgAAwISACAAAABMCIgAAAEwIiAAAADAhIAIAAMCEgAgAAAATAiIAt3HnnXfKw8NDmzZtKtT1GzZskIeHh3bs2HFLdbz33nvq16+fKleuLA8PD61cudKh69u0aaN333039/vY2Fi1a9dOQUFB8vPzU4MGDTR58mRlZGSYruvSpYs8PDzyfCUmJhb4806fPq2oqCi1bdtWvr6+Kl++fL7nffnll7r99tsVFBSkqKgoZWdnm47HxsaqZcuWysnJMbVv2bJFwcHBSktLc+QxAHBhBEQAbmHfvn3avXu3JGn58uWFukfLli31448/qlGjRrdUy5IlS3TmzBn16dPH4Ws//fRTHTp0SCNGjMhtO3funHr37q0PPvhAq1ev1vDhwzVlyhQ9/fTTea7v0KGDfvzxR9PXjV7nd/z4cX300Ue67bbbrvv+4rNnz2rIkCGKjIzU+++/r8WLF2vRokW5x3///Xe98MILmjNnjjw9zX86OnTooCZNmmjGjBkOPAkALs0AADfwwgsvGJ6enkbXrl2NSpUqGZmZmZbVkp2dbRiGYRw8eNCQZKxYseKmrw0PDzfGjRt3w/NefPFFw2azGVlZWbltnTt3Nvr27Vvoeg3DMCZNmmSUK1cuzzlffvml0bhx49zvx4wZYwwcODD3++eee84YMmTIdX9GbGysUblyZUt/LwCchx5EAC7PMAx9+OGH6tatm6Kjo3X27Fl9/fXXpnOeeeYZBQYG6tixY7ltW7ZskZeXl+bNmycp/yHmDz74QE2aNJHNZlOlSpXUsWNHbd++vcB6ru1Bu1kHDx7Upk2b9NBDD93w3EqVKuny5ct5hnML42bqzcjIkM1my/2+bNmyuUPcv/zyi2JiYjRt2rTrXn///fcrJSVFX3311S3XC8B6BEQALu+HH37QoUOHNGTIEPXq1UuVKlXKM8w8depUhYSEaPjw4TIMQxcuXNDQoUPVq1cvjR49Ot/7bty4USNHjlSfPn301VdfacmSJerevbtSUlKK5HOsW7dO3t7eatOmTb7Hs7KydPHiRW3atEmzZ8/Wk08+KR8fH9M533//vcqVKyc/Pz917txZGzdudEptYWFh2rNnj9avX6+DBw/qk08+UevWrSVdCd8TJkxQtWrVrnu9v7+/mjRpom+++cYp9QCwlrfVBQDAjSxfvlx+fn564IEH5OPjo4ceekhLly5Venp67oILm82mJUuW6O6779acOXO0b98+nT9/XjExMde977Zt2xQUFKTp06fntvXt27fIPsf27dt1xx13yNfXN8+xrKwsUxgcOnSoZs2aZTqnc+fOeuyxx3T77bfrxIkTevPNN3XPPffo+++/V/v27W+ptjp16uiVV15R9+7dZRiG2rdvr3HjxumLL77QL7/8ok8//fSG97jzzjsVFxd3S3UAcA30IAJwaVlZWVqxYoX69OmjgIAASdKQIUN08eLFPKGldevWevHFFzVhwgTNnz9fc+fOVWho6HXv3bJlS507d07Dhg3TN998o4sXLxbpZ0lKSlLlypXzPebt7a3t27dr06ZNmjVrlr788ksNHz7cdM6rr76qESNGqFOnTnr44Ye1YcMGVa1aVZMnT3ZKfS+88ILOnDmj//73v9qyZYt8fX0VHR2tWbNmycvLS88884xCQkJUr149LV26NM/1wcHBSkpKckotAKxFQATg0tauXavTp0+rf//+SklJUUpKipo1a6bQ0NB8VzMPHjxYmZmZqlq1qh544IEC792tWzctXbpU+/btU69evRQcHKzHHntM586dK5LPcunSpXx7D6+666671LFjRz3zzDOKiYnRkiVLCtySp1y5curbt69++uknp9UYFBSkunXrysPDQzNnzlT9+vXVv39/zZ8/X1988YXi4+MVGxuryMhI7d+/33Str6+v7Ha702oBYB0CIgCXdjUEDh8+XIGBgQoMDFRQUJCSkpL07bff6tSpU7nn5uTkKDIyUg0bNtT58+dvqmftT3/6k7Zv365Tp05pzpw5WrVqlSZMmFAknyUoKOim5ze2atVKknTgwIEiqeVGTpw4oenTp2v27NmSpG+//VYDBgxQ1apV1bFjRzVr1kzfffed6ZqUlBRVqlTJgmoBOBtzEAG4rIsXL+qzzz7T/fffr6ioKNOxkydPavDgwfr4449z9wucNm2atm/frh07dui7777Tc889p/79+193778/Cg4O1siRI/XVV18pISGhSD5PgwYNtH79+ps6d/PmzZKkunXrXvecCxcu6Msvv8xdTOJMEyZM0MiRI9WgQYPctj8OwV+4cEGGYZiuOXTokOl8AO6LgAjAZX322WdKT0/XuHHj1KVLlzzHp02bpuXLl+vpp5/W7t27NWnSJP39739Xs2bN1LRpU3322Wd67LHHFB8fLz8/vzzXT5o0SWfPnlWXLl102223ac+ePfr6668VHR1dYF07duzQoUOHdPr0aUnS1q1bJUmVK1dW586dr3tdhw4d9Pe//13Hjh1T9erVc9vDw8M1YMAANWrUSJ6enoqLi9Obb76p3r1756543rRpk6ZPn64BAwaodu3aOnHihGbMmKGTJ09qxYoVufc6fPiw6tWrp5dfflkvv/xybvvVt73s379f2dnZud+3bt1atWrVMtW5ZcsWrV+/Xv/5z39y27p166aXXnpJXbt21cGDB/XLL7+oa9eueZ7Ls88+W+CzA+AmrN2GEQCur1+/fkbNmjWNnJycfI/Pnj3bkGQkJiYazZs3Nzp06GDaFPrw4cOGv7+/ERUVZRiGYaxfv96QZGzfvt0wDMP44osvjO7duxuVK1c2fH19jXr16hmTJk0yLl++XGBdQ4cONSTl+ercuXOB12VkZBiVKlUy5s+fb2ofP3680ahRI6Ns2bJGQECA0aJFC2PmzJnGpUuXcs/59ddfjV69ehkhISGGj4+PUbFiRaNPnz5GXFyc6V5XN++eNGmSqT2/eiUZixYtMp2XnZ1thIWFGYsXLza1Z2ZmGmPHjjWCgoKMGjVqGAsWLDAd/+mnnwwPDw/jwIEDBT4DAO7BwzCuGSMAABSZZ599Vjt37swzf8/dTZgwQT/99FOJ+1xAaUVABIBilJSUpPr16+uHH37QnXfeaXU5TpGWlqZatWrps88+U3h4uNXlAHACVjEDQDEKDQ3V4sWLc+cvlgRHjhzR5MmTCYdACUIPIgAAAEzoQQQAAIAJAREAAAAmBEQAAACYEBABAABgQkAEAACACQERAAAAJgREAAAAmBAQAQAAYEJABAAAgMn/BygC1hYNczokAAAAAElFTkSuQmCC)

*ordination scatter*

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

*scree*

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)

*loadings*

**Warnings**

- Excluded identifier-like numeric column(s): PLOT. These look like bookkeeping fields rather than measurements. Select feature columns explicitly if you intended to include them.

### Method & Provenance

- **Method:** Ordination — PCA
- **Engine:** Python · scikit-learn 1.8.0
- **Input datasets:** gallery — catg_example_07_microbial_soil_biology.csv
- **Started:** 2026-09-21 02:15:57.280156
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/fb6cf1f402b54feeabd9bf3da95b64e6

| Parameter | Value |
|---|---|
| ordination_method | pca |
| method | pca |
| feature_cols | ENV_SOILNH4, ENV_SOILNO3, ENV_SOILP, ENV_SOILOC, ENV_SOILTN, ENV_SOILTC, ENV_PH, ENV_SOILCLAY, ENV_SOILSILT, ENV_SOILSAND, ENV_SOILMOIS, PC_SHOOTMASS, PC_ROOTMASS, PC_LITTERMASS, COVER_TOTAL_JUL, COVER_SHANNON_JUL, SOIL_EC_uS_cm, SOIL_CO2_mg_per_g, BACTERIAL_NECROMASS_C, FUNGAL_NECROMASS_C, MICROBIAL_NECROMASS_C |
| n_components | 3 |

**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)
```