# Ordination Result #50 — Analysis Report

Generated 2026-09-21 02:37:08 · 1 run(s) · CAT-G Data Analyzer

## 1. ordination (#50)

2026-09-21 02:14:27 · ordination · status: completed

*The first two PCA axes capture 65.9% of the total variance in the data.*

| Metric | Value |
|---|---|
| n_components | 3 |
| method | pca |
| n_rows | 66 |
| n_dropped | 284 |

### explained variance

| Axis | Fraction | Cumulative |
|---|---|---|
| Axis 1 | 0.541212 | 0.541212 |
| Axis 2 | 0.11776 | 0.658972 |
| Axis 3 | 0.090445 | 0.749417 |

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

*ordination scatter*

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

*scree*

![loadings](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAogAAAGtCAYAAACVwIWiAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAQ6wAAEOsBUJTofAAAe4ZJREFUeJzt3XlYVVX7P/73kRkOx8MosyiC2qDmgAhqaA5oaogoiCBg9pFKe5Qeh0SfKFNCExHNzDRAwXDEHJGyLBXz5FRhiokTBA4oiKjItH9/+GX/2h1AQATB9+u61nXJWmuvfa8FxN3aw5EJgiCAiIiIiOj/adXUARARERHRs4UJIhERERFJMEEkIiIiIgkmiEREREQkwQSRiIiIiCSYIBIRERGRBBNEIiIiIpJggkhEREREEkwQiYiIiEiCCSIRERERSTBBJCJ6CvLy8jBx4kRYWVlBJpPB3d29qUN6Zhw8eBAymQxxcXFNHQpkMhmCgoIeW0f0vNFs6gCIiOpLJpPVum9sbGyj/tF///33sWnTJoSFhaF9+/Zo06bNUz3f6dOnsWPHDgQFBcHe3v6pnouIWj4miETUbG3YsEHy9dmzZ7Fo0SL069cP//d//ydpc3V1bczQ8N1332Ho0KH43//+1yjnO336ND766CO4u7szQXxCDx48gIaGRlOHQdSkmCASUbPl7+8v+frgwYNYtGgR2rdvr9bW2K5duwZjY+MmjaEhPXjwAFpaWtDUbPl/NnR1dZs6BKImx3sQiajFq6ioQExMDLp27Qo9PT0oFAoMHDgQ3333nVpfe3t7uLu747fffsOQIUNgaGiI1q1bw8vLC5mZmY89V1BQEGQyGQRBQHx8PGQymdr9dj/++COGDRsGIyMj6OjooHPnzoiMjER5eblkLJVKhUmTJqFjx44wMDCAgYEBevXqhdjYWLVzBgcHAwAGDBggnrPyknpcXBxkMhkOHjxYbbz/VLkLeeXKFfj6+sLU1BT6+vrIzs4GANy9exdhYWHo2LEjdHR0YGxsDE9PT/z++++PXZ+aFBcX46OPPkKnTp2gq6sLY2NjjBw5EsePH1fru2nTJnh6eqJt27ZiXw8PDxw+fLjKsb/77ju4uLhAT08PZmZmmDRpEvLy8qrsW9N9iSqVCgMHDoRcLodSqYSvry9u3LihNkZubi4CAgJgYmICAwMD9OvXDz///HOV63327FmMHz8etra20NHRgbm5OVxdXbF27dparhxRw2v5/ytIRM+9oKAgbNiwAW5ubli0aBGKioqwdu1aDB06FOvXr1fbbczOzsaAAQMwatQoLF68GGfPnsXq1auRlpaGEydOwNrautpzTZkyBYMGDUJAQIDkUnflJe6vv/4akydPxiuvvII5c+ZAqVTiyJEj+OCDD3Dq1CkkJSWJYyUnJyM9PR3e3t5o27Yt7ty5g82bN2PSpEm4efMmZs2aJZ5TR0cHa9aswdy5c9G5c2cAgIODQ73XrKioCP369UOvXr3w0Ucf4e7du5DL5SgsLETfvn1x4cIFBAYGomvXrsjPz8dXX32FPn364NChQ+jevXudz1deXo7hw4fjxx9/xPDhwzF16lRcu3YNX3zxBfr27Yt9+/ZhwIABYv+VK1fCyMgIkydPhqWlJbKysrBu3ToMGDAAP/30k+SWgj179uCNN96AmZkZZs+eDWNjY2zfvh0eHh51ivG3337DsGHDMHHiRPj4+ODEiRNYu3YtCgoKkJKSIva7c+cO+vXrh4sXL2LSpEno0aMHzp07h9dff13te3Lr1i0MGDAAFRUVmDJlCtq1a4f8/Hz88ccf+OmnnzB58uQ6ryVRgxCIiFqIH3/8UQAgBAYGinUHDhwQAAjDhg0TysrKxPobN24I5ubmglKpFO7evSvWt23bVgAgLFmyRDL29u3b1cauSVV9c3NzBV1dXcHT01OoqKiQtH322WcCAOHgwYNiXVFRkdq45eXlQr9+/YTWrVsLJSUlYn1sbKwAQPjxxx/VjqmpLTAwUPj3n4JXX31VACDMnj1brf/06dMFLS0t4ZdffpHU5+fnCzY2NoK7u7vaMf9W+X2KjY0V69atWycAEN566y1J34yMDEFHR0dwdHQUysvLxfqq1iY3N1cwMTERhg8fLtaVl5cL9vb2glwuF65evSrWl5WVCcOHD6/y+1RdnUwmE44cOSKpnzJligBAyMjIEOvmzp0rABA+//xzSd/Kn6F/rve3334rABCSkpLU5kPUlHiJmYhatG3btgEA5s+fL3nwwMzMDO+++y4KCgpw4MAByTGGhoaYNm2apG706NHo3LkzkpOTUVFRUa9Ytm7diuLiYkyePBm3bt1CXl6eWEaMGAEA2L9/v9jfwMBA/PeDBw9w69Yt3L59Gx4eHrhz5w4yMjLqFUdtzZ49W/K1IAhISEhAnz594ODgIIm/rKwMQ4YMwaFDh/DgwYM6n6vy+/TRRx9J6p2cnODn54e//voLf/zxh1j/z7W5e/cubt26BU1NTfTu3RvHjh0T206cOIHLly9j4sSJsLW1Fes1NDQwd+7cOsXYp08ftYedBg8eDAA4f/68WJecnAwjIyO89dZbkr6jR49Gx44dJXVKpRIAsHfvXhQUFNQpHqKniZeYiahFu3jxIgDg5ZdfVmurrPv3vYUODg7Q0dFR6//CCy/g7NmzuHnzZr1eW3P27FkAEJPBqly/fl38d15eHv73v/9hx44dyM3NVet7+/btOsdQW2ZmZjAyMpLUVSaDP//8M8zMzKo9Ni8vT5KM1cbFixdhYmICS0tLtbZ/fp+6du0KAPj999/xv//9Dz/88APu3r0r6f/Pe/wqv7cvvPCC2rgvvvhinWJs3769Wp2JiQmAR5eK/zmXl19+GVpaWmr9O3XqJEns+/fvj0mTJuHrr7/Gxo0b0b17d/Tt2xfe3t7o06dPneIjakhMEImIGknlzuPatWvRtm3bKvtYWVkBeLRbN3ToUPzxxx+YNm0aevXqBSMjI2hoaGDv3r1YtmxZrXcya3pfZFlZWZX1+vr61cbfv39/zJ8/v9oxa0oeG0J2djb69u0LuVyODz74AJ06dYKBgQFatWqFiIgI/PDDD0/lvDW9+kYQhHqPu27dOsycORP79u3D4cOH8fXXXyMqKgrTpk1DTExMvcclehJMEImoRat8KODMmTPo3bu3pC09PV3Sp1JmZiYePnyotov4559/QqFQ1DsBcnJyAgAYGRlh0KBBNfb9448/cPLkScyfPx8ff/yxpK2qp69rSgIrX7dT1Y5j5Q5rbZiZmUGpVCI/P/+x8deVg4MDzp07h+vXr6vtzv77+7R9+3bcvXsXO3bswMCBAyV9w8LC1MYFHn3v/u3MmTMNFv8/tW/fHpmZmSgrK1N7LdC5c+eqPKZTp07o1KkTZsyYgQcPHmD48OFYsWIFQkND+V5LahK8B5GIWjQvLy8AwKJFiyQ7bnl5efj888+hVCrx2muvSY65e/cuVqxYIalLTk7G2bNn4enpiVat6vefznHjxkFXVxfh4eEoKipSa3/w4IF4ubRyt+rfO1M5OTlVvv5ELpcDqDoJrExMv//+e0n9oUOH8Msvv9Q6/latWsHf3x9//PEH4uPjq+zzz0vkdVH5fVqwYIGk/sKFC9i4cSMcHR3RpUsXANWvzb59+6BSqSR13bt3R9u2bbF+/XpkZWWJ9RUVFVi0aFG9Yn0cT09P5OfnY82aNZL65ORktftGb9++rbYTrKenJ14S/+ela6LGxB1EImrRBg4ciICAAGzYsAEDBgzA6NGjxdfc3LhxA+vXrxeTq0oODg5YtGiRuOt49uxZfPHFFzAzM8Mnn3xS71isra3x5Zdfiu82DAwMRPv27XH79m2cO3cO27dvx44dO+Du7o5OnTrhpZdewuLFi1FUVIQXX3wRly5dwpdffgkHBwe1RLBXr15o1aoVFi5ciPz8fBgYGKBdu3bo3bs3OnbsiKFDh2L16tUoLy9Hjx49cPbsWcTFxaFLly747bffaj2HhQsXIi0tDUFBQdixYwf69esHAwMDXL16FQcOHICenh5+/PHHOq/NxIkTkZCQgM8//xxXr17F0KFDxdfcCIKAL7/8UtwlHTZsGAwMDBAQEIB3330XpqamOHnyJBITE/Hyyy9LHmbR0NBATEwMRo8eDWdnZ4SEhMDIyAjbt2+vMklvCLNmzUJSUhKmTZuGkydPomfPnjh79iy+/vprdO3aVbLe69evR1RUFDw9PeHg4AB9fX3x9Tldu3ZFt27dnkqMRI/VlI9QExE1pKpecyMIj151Eh0dLbz88suCjo6OIJfLhQEDBgj79+9XG6Nt27bCq6++Kpw+fVoYPHiwIJfLBUNDQ+GNN94Q/vrrr1rHUlUclX755RfB29tbaNOmjaClpSW0adNG6NOnj7BgwQLh1q1bYr8rV64Ivr6+grm5uaCrqyt07dpVWLduXbWvrYmLixM6d+4saGlpqZ3/+vXrgq+vr9C6dWtBX19f6N+/v5CWllbta27atm1b7dzu378vLFq0SOjataugp6cnGBgYCB06dBAmTJhQ5Zr+W1WvuREEQXjw4IHw4YcfCk5OToK2tragVCqFESNGCCqVSm2Mw4cPC/379xcUCoVgaGgoDBw4UDh8+HCV8xEEQUhJSRGcnZ0FHR0dwdTUVAgKChJu3rxZp9fcVPX9rG4u2dnZwoQJEwSlUino6+sLffv2FX7++WfBy8tL0NPTE/udOnVKCAoKEhwdHQW5XC4YGBgInTp1EsLCwoTbt2/XuI5ET5NMEJ7gzloiohbG3t4e9vb2VX7qCNGTevHFF1FRUSE+0U70rOI9iERERA3s/v37anXJycn4888/MXTo0CaIiKhueA8iERFRAxs5ciTatGmDnj17QkdHBydOnMD69evRpk0btReQEz2LmCASERE1sJEjR2L9+vXYt28fioqKYG5ujoCAAHz00UdVvgyc6FnDexCJiIiISIL3IBIRERGRBBNEIiIiIpJggkhEREREEnxIhRpFcXEx/vjjD5iZmal9NikRERE9fWVlZbh58yZefvll6Orq1tiXf6mpUfzxxx9wdnZu6jCIiIieeyqVCr169aqxDxNEahRmZmYAHv1Q8hUPRM1Pbm4unJ2d+TtM1IxV/h5X/k2uCRNEahSVl5UtLS1hY2PTxNEQUX3xd5io+avNrV58SIWIiIiIJJggEhEREZEEE0QiIiIikmCCSEREREQSTBCJiIiISIIJIhERERFJMEEkIiIiIgkmiEREREQkwQSRiIiIiCSYIBIRERGRBBNEIiIiIpJggkhEREREEo//tGYiIqL/JyhiJ/QUJk0dBlGLtyvCp0nPzx1EIiIiIpJggkhEREREEkwQiYiIiEiCCSIRERERSTBBJCIiIiKJ5zpBdHd3h66uLuRyuVh69OgBAJDJZHBwcEBpaanYf/Xq1XB3dwcAeHh4YObMmWpjpqenQ1NTEzk5OdWet7S0FLNmzYKdnR3kcjlsbGzg4yN9WiklJQWurq6Qy+VQKpXw8vJCRkaGpI9MJsO5c+cAAHFxcXBxcanyfH///Td8fHxgbm4OhUKBjh07IjIyUmy3t7dHSkoKAODgwYOwsLAQ2w4dOiRZH5lMBgMDA/HrQ4cOVTtPIiIiap6e6wQRAKKjo1FUVCSWEydOiG0FBQVYu3ZtlccFBwcjISEB5eXlkvq4uDgMGTIEVlZW1Z4zIiICR44cwZEjR1BUVASVSoWBAweK7cnJyRg7diymTJmCGzdu4MKFC3B0dISrqysuXbpU5zkGBATA1NQUmZmZyM/PR3JyMtq3b1+rY/v16yeuTV5eHgDgzJkzYl2/fv3qHA8RERE92577BLEmc+bMwYIFC/DgwQO1Nk9PTzx8+BD79+8X68rLy5GYmIjg4OAax1WpVPD09IStrS0AwMrKClOmTAEACIKAGTNmICwsDIGBgdDX14epqSkiIyPRs2dPhIeH13keKpUKQUFBMDQ0hIaGBl544QWMHTu2zuPURWFhIbKzs8WSm5v7VM9HREREDYcJYg1GjhyJdu3aISYmRq1NR0cH48ePR1xcnFiXkpKCkpISjBo1qsZxXV1dER0djZiYGJw6dQoVFRVi2/nz53HlyhWMGzdO7TgfHx+kpqbWeR6urq6YOnUqEhIScPHixTofXx9RUVGwtbUVi7Ozc6Ocl4iIiJ7cc58ghoaGQqlUiiUwMFDSHhERgcjISBQUFKgdGxwcjJ07dyI/Px8AEB8fDz8/P+jo6NR4ztmzZ2P+/PnYtm0b3NzcYG5ujsWLFwOAeBm3qkvUlpaWYntdbN68GYMHD8bixYvh5OQEJycn8Z7DpyU0NBRZWVliUalUT/V8RERE1HCe+wQxKioKBQUFYomPj5e09+/fHy4uLliyZInasT179oSjoyOSkpKQn5+PnTt3PvbyMgBoaGggJCQEP/30EwoKCrBy5UrMmzcP+/fvh6mpKQBU+ZBLbm6u2F4XSqUSn3zyCX7//XfcunULo0ePhre3N27fvl3nsWpLoVDAxsZGLJaWlk/tXERERNSwnvsEsTYWLVqEmJgYXL9+Xa0tODgY8fHxSEpKQseOHdG9e/c6ja2trQ1fX1906dIF6enpcHJygp2dHTZv3qzWd9OmTRg0aFC95wEArVu3xvz583Hv3r16PfBCRERELZ9mUwfQHHTr1g0jRozAihUr8NJLL0na/P39MWfOHFy7dg3Tp0+v1XjR0dHo0qULevfuDT09Pezbtw9nzpyBi4sLZDIZli5diuDgYFhZWcHb2xv379/HkiVLoFKpcPz48WrHFQQBxcXFkjodHR3Mnj0b/v7+eOGFF1BaWoply5bByMgInTp1qnasf4+jra1dq7kRERFR8/fc7yBOnz5d8p6/f74D8J8WLFiAO3fuqNWbm5tj+PDhyMnJwYQJE2p1Tn19fcyaNQvW1tYwNjZGWFgY1qxZAzc3NwCAt7c3kpKSsGrVKpiZmcHBwQEZGRk4evQoHBwcqh1XpVJBT09PUjIzM/HgwQN4e3vDyMgItra2OHjwIPbu3QsDA4Mqx7l+/braOD/88EOt5kZERETNn0wQBKGpg6CWLzs7G7a2tsjKyoKNjU1Th0NEdVT5O/zaO59DT2HS1OEQtXi7Inwe36mO6vK3+LnfQSQiIiIiKd6D+JQMGzasyo+h8/f3x+rVq5sgIiKiJxf3wSheBSB6DjBBfEr27dvX1CEQERER1QsvMRMRERGRBBNEIiIiIpLgJWZq9v72bfgnvYhIKvf+/aYOgYgaEXcQiYiIiEiCCSIRERERSTBBJCIiIiIJJohEREREJNHiEkR3d3fo6upKPl+5R48eAACZTAYHBweUlpaK/VevXg13d3cAgIeHB2bOnKk2Znp6OjQ1NZGTk1PteUtLSzFr1izY2dlBLpfDxsYGPj7ShydSUlLg6uoKuVwOpVIJLy8vZGRkSPrIZDKcO3cOABAXFwcXF5cqz/f333/Dx8cH5ubmUCgU6NixIyIjI9X6TZ8+HTKZDKdPn5bUHzx4EDKZDAEBAZJ6X19fhIeHS+IxMDCAoaEhTExM0K9fP6xduxb8hEYiIqKWq8UliAAQHR2NoqIisZw4cUJsKygowNq1a6s8Ljg4GAkJCSgvL5fUx8XFYciQIbCysqr2nBEREThy5AiOHDmCoqIiqFQqDBw4UGxPTk7G2LFjMWXKFNy4cQMXLlyAo6MjXF1dcenSpTrPMSAgAKampsjMzER+fj6Sk5PRvn17SZ/S0lIkJibC2NgYcXFxamPo6+tj+/btOHPmTI3nOnHiBO7evYucnByEhYUhIiICb731Vp1jJiIiouahRSaINZkzZw4WLFiABw8eqLV5enri4cOH2L9/v1hXXl6OxMREBAcH1ziuSqWCp6cnbG1tAQBWVlaYMmUKAEAQBMyYMQNhYWEIDAyEvr4+TE1NERkZiZ49e0p27GpLpVIhKCgIhoaG0NDQwAsvvICxY8dK+uzatQtlZWVYunQpEhMTJTunAGBoaIiQkBCEhYXV6pw6Ojrw8PBAYmIivv766xoTy8LCQmRnZ4slNze3znMkIiKipvHcJYgjR45Eu3btEBMTo9amo6OD8ePHS3bbUlJSUFJSglGjRtU4rqurK6KjoxETE4NTp06hoqJCbDt//jyuXLmCcePGqR3n4+OD1NTUOs/D1dUVU6dORUJCAi5evFhln9jYWHh7e8PHxwcPHz7Erl271PrMnTsXP/74I44dO1brc7u4uMDa2ho///xztX2ioqJga2srFmdn51qPT0RERE2rRSaIoaGhUCqVYgkMDJS0R0REIDIyEgUFBWrHBgcHY+fOncjPzwcAxMfHw8/PDzo6OjWec/bs2Zg/fz62bdsGNzc3mJubY/HixQCAvLw8AKjyErWlpaXYXhebN2/G4MGDsXjxYjg5OcHJyQkpKSli+7Vr15CSkgJ/f3/o6enBy8sLsbGxauOYmJjg/fffxwcffFCn81tZWeH27dvVtoeGhiIrK0ssKpWqTuMTERFR02mRCWJUVBQKCgrEEh8fL2nv378/XFxcsGTJErVje/bsCUdHRyQlJSE/Px87d+587OVlANDQ0EBISAh++uknFBQUYOXKlZg3bx72798PU1NTAKjyIZfc3FyxvS6USiU++eQT/P7777h16xZGjx4Nb29vMWnbsGEDrK2t0b9/fwCP7llMSUnBtWvX1MYKDQ1Feno6vvvuu1qfPycnB8bGxtW2KxQK2NjYiMXS0rKOMyQiIqKm0iITxNpYtGgRYmJicP36dbW24OBgxMfHIykpCR07dkT37t3rNLa2tjZ8fX3RpUsXpKenw8nJCXZ2dti8ebNa302bNmHQoEH1ngcAtG7dGvPnz8e9e/fEB15iY2Nx7do1WFpawsLCAn5+figrK8OGDRvUjpfL5QgLC8PcuXNrdb5jx47h77//Rr9+/Z4obiIiIno2PbcJYrdu3TBixAisWLFCrc3f3x8nT55EZGRkrXYPgUdPTv/www+4d+8eKioqsGfPHpw5cwYuLi6QyWRYunQpFi5ciPXr1+P+/fvIy8vD7NmzoVKpanxIRRAEFBcXS4ogCJg1axZ+//13lJWV4cGDB1i2bBmMjIzQqVMnHDt2DOfOncOhQ4dw+vRpnD59Gr/99hvmzJlT5WVmAHj77bdx8+ZNfP/999XGUlJSgtTUVPj7+yMwMBAvvfRSrdaGiIiImpcWmSBOnz5d8h5ECwuLKvstWLAAd+7cUas3NzfH8OHDkZOTgwkTJtTqnPr6+pg1axasra1hbGyMsLAwrFmzBm5ubgAAb29vJCUlYdWqVTAzM4ODgwMyMjJw9OhRODg4VDuuSqWCnp6epGRmZuLBgwfw9vaGkZERbG1tcfDgQezduxcGBgaIjY2Fh4cHevXqBQsLC7G89957uHDhQpUPpGhrayM8PBy3bt1Sa+vRowcMDQ1hYWGBjz/+GP/973+xbt26Wq0LERERNT8ygW88pkaQnZ0NW1tbZGVlwcbGpkHH/tvX5/GdiOiJ5Ny/D+ddu5/K7zARNY66/C1ukTuIRERERFR/TBDrYNiwYZJL15UlJCSkqUMjIiIiajCaTR1Ac7Jv376mDoGqYJ20qalDIGrxhOxsYNfupg6DiBoJdxCJiIiISIIJIhERERFJMEEkIiIiIgneg0hERLUWFLETegqTpg6DqEXZFfHsva6NO4hEREREJMEEkYiIiIgkmCASERERkQQTRCIiIiKSYIJYC+7u7tDV1ZV8ekqPHj0AADKZDA4ODigtLRX7r169Gu7u7gAADw8PzJw5U23M9PR0aGpqIicnp9rzlpaWYtasWbCzs4NcLoeNjQ18fKQ3sqakpMDV1RVyuRxKpRJeXl7IyMiQ9JHJZDh37hwAIC4uDi4uLmJbYmKiOCcDAwPIZDLJPK9evYrMzEz4+fnB3NwcCoUCnTt3Rnh4OO7du1e3hSQiIqJmgQliLUVHR6OoqEgsJ06cENsKCgqwdu3aKo8LDg5GQkICysvLJfVxcXEYMmQIrKysqj1nREQEjhw5giNHjqCoqAgqlQoDBw4U25OTkzF27FhMmTIFN27cwIULF+Do6AhXV1dcunSpVvOaMGGC2pz+Oc+ysjI4OzvDxMQEJ0+eRGFhIfbt24e8vDxcuHChVucgIiKi5oUJYgOYM2cOFixYgAcPHqi1eXp64uHDh9i/f79YV15ejsTERAQHB9c4rkqlgqenJ2xtbQEAVlZWmDJlCgBAEATMmDEDYWFhCAwMhL6+PkxNTREZGYmePXsiPDy8QeYWHh4OZ2dnrFixAjY2NgAAe3t7rFy5El27dq32uMLCQmRnZ4slNze3QeIhIiKip48JYgMYOXIk2rVrh5iYGLU2HR0djB8/HnFxcWJdSkoKSkpKMGrUqBrHdXV1RXR0NGJiYnDq1ClUVFSIbefPn8eVK1cwbtw4teN8fHyQmppa/wn9Q2pqKsaOHVvn46KiomBraysWZ2fnBomHiIiInj4miLUUGhoKpVIplsDAQEl7REQEIiMjUVBQoHZscHAwdu7cifz8fABAfHw8/Pz8oKOjU+M5Z8+ejfnz52Pbtm1wc3ODubk5Fi9eDADIy8sDgCovUVtaWortT+rWrVs1XgavTmhoKLKyssSiUqkaJB4iIiJ6+vhJKrUUFRWFkJCQatv79+8PFxcXLFmyRLwkXKlnz55wdHREUlISfH19sXPnTqSlpT32nBoaGggJCUFISAhKSkqwfft2TJw4EV27doW9vT0AICcnB+3bt5ccl5ubC1NT07pPsgomJiY1PkhTHYVCAYVC0SAxEBERUePiDmIDWrRoEWJiYnD9+nW1tuDgYMTHxyMpKQkdO3ZE9+7d6zS2trY2fH190aVLF6Snp8PJyQl2dnbYvHmzWt9NmzZh0KBB9Z7HPw0ZMgRbt25tkLGIiIioeWCC2IC6deuGESNGYMWKFWpt/v7+OHnyJCIjIx/7cEql6Oho/PDDD7h37x4qKiqwZ88enDlzBi4uLpDJZFi6dCkWLlyI9evX4/79+8jLy8Ps2bOhUqlqfEhFEAQUFxdLiiAIVfYNDw/HsWPHMH36dHEn8erVq/jPf/6D33//vVbzICIiouaFCWItTZ8+XfJ+QAsLiyr7LViwAHfu3FGrNzc3x/Dhw5GTk4MJEybU6pz6+vqYNWsWrK2tYWxsjLCwMKxZswZubm4AAG9vbyQlJWHVqlUwMzODg4MDMjIycPToUTg4OFQ7rkqlgp6enqRkZmZW2bd9+/Y4duwYrl+/jq5du0KhUGDo0KEwMTFBhw4dajUPIiIial5kQnVbR0QNKDs7G7a2tsjKyhJfl0NEzUfl7/Br73wOPYVJU4dD1KLsivB5fKcGUJe/xdxBJCIiIiIJPsXcxIYNG4ZDhw6p1fv7+2P16tVNEBERUfXiPhjFqwBEzwEmiE1s3759TR0CERERkQQvMRMRERGRBBNEIiIiIpJggkhEREREErwHkYiIai0oYidfc0PUwBrrNTd1wR1EIiIiIpJggkhEREREEkwQiYiIiEiCCeJzxt3dvcYXcE+fPh0ymQynT58GACxatEj8/Gk9PT20atVK8pnURERE1PIwQSRRaWkpEhMTYWxsjLi4OADA3LlzUVRUhKKiIiQnJ8POzk78uqioqGkDJiIioqeCCSKJdu3ahbKyMixduhSJiYkoLS1t6pCIiIioCTBBJFFsbCy8vb3h4+ODhw8fYteuXfUeq7CwENnZ2WLJzc1twEiJiIjoaWKCSACAa9euISUlBf7+/tDT04OXlxdiY2PrPV5UVBRsbW3F4uzs3IDREhER0dPEBJEAABs2bIC1tTX69+8PAAgICEBKSgquXbtWr/FCQ0ORlZUlFpVK1ZDhEhER0VPET1IhAI8uL1+7dg2WlpYAAEEQUFZWhg0bNmDmzJl1Hk+hUEChUDR0mERERNQImCA+h8rKylBcXCx+/dtvv+HcuXM4duwYbG1txfrly5cjNja2XgkiERERNV+8xPwcmjZtGvT09MQyYcIEeHh4oFevXrCwsBDLe++9hwsXLuDYsWNNHTIRERE1Iu4gPmcOHjxY676WlpYoKSkRv/bw8MDly5cbPigiIiJ6pnAHkYiIiIgkmCASERERkQQvMRMRUa3FfTAKNjY2TR0GET1l3EEkIiIiIgkmiEREREQkwQSRiIiIiCR4DyIREdVaUMRO6ClMmjoMohZlV4RPU4eghjuIRERERCTBBJGIiIiIJJggEhEREZEEE0QiIiIikmCCSEREREQSTBCr4O7uDl1dXcjlcrH06NEDACCTyeDg4IDS0lKx/+rVq+Hu7g4A8PDwwMyZM9XGTE9Ph6amJnJycqo9b2lpKWbNmgU7OzvI5XLY2NjAx0f6ZFNKSgpcXV0hl8uhVCrh5eWFjIwMSR+ZTIZz584BAOLi4uDi4lLl+QRBQHR0NDp16gR9fX1YWVlh2rRpKCwslPS7fv06pkyZAmtra8jlcnTo0AEzZsxAXl5etXMhIiKi5osJYjWio6NRVFQklhMnTohtBQUFWLt2bZXHBQcHIyEhAeXl5ZL6uLg4DBkyBFZWVtWeMyIiAkeOHMGRI0dQVFQElUqFgQMHiu3JyckYO3YspkyZghs3buDChQtwdHSEq6srLl26VOc5hoaGIiYmBl999RUKCwtx6NAhZGRkYPDgwSgpKQEA5Ofnw9XVFfn5+fj5559x9+5dHD58GK1bt8axY8fqfE4iIiJ69jFBrIc5c+ZgwYIFePDggVqbp6cnHj58iP3794t15eXlSExMRHBwcI3jqlQqeHp6wtbWFgBgZWWFKVOmAHi02zdjxgyEhYUhMDAQ+vr6MDU1RWRkJHr27Inw8PA6zeHChQuIiYnBxo0b0a9fP2hqasLBwQHbtm1DZmYmEhMTAQDLli2Dnp4evvnmGzg4OEAmk8HCwgLh4eF4/fXXqx2/sLAQ2dnZYsnNza1TfERERNR0mCDWw8iRI9GuXTvExMSoteno6GD8+PGIi4sT61JSUlBSUoJRo0bVOK6rqyuio6MRExODU6dOoaKiQmw7f/48rly5gnHjxqkd5+Pjg9TU1DrN4cCBA7C2tla7/GxoaIjhw4eL46WmpsLLywsaGhp1Gj8qKgq2trZicXZ2rtPxRERE1HSYIFYjNDQUSqVSLIGBgZL2iIgIREZGoqCgQO3Y4OBg7Ny5E/n5+QCA+Ph4+Pn5QUdHp8Zzzp49G/Pnz8e2bdvg5uYGc3NzLF68GADE+/2qukRtaWlZ5/sB8/Lyqr3c/c/xbt26VeNl8eqEhoYiKytLLCqVqs5jEBERUdPgR+1VIyoqCiEhIdW29+/fHy4uLliyZIl4SbhSz5494ejoiKSkJPj6+mLnzp1IS0t77Dk1NDQQEhKCkJAQlJSUYPv27Zg4cSK6du0Ke3t7AEBOTg7at28vOS43NxempqZ1mp+pqWm1D8z8czwTE5MaH6ypjkKhgEKhqPNxRERE1PS4g/gEFi1ahJiYGFy/fl2tLTg4GPHx8UhKSkLHjh3RvXv3Oo2tra0NX19fdOnSBenp6XBycoKdnR02b96s1nfTpk0YNGhQncYfOHAgsrOz8csvv0jq7969i3379onjDRkyBMnJyZLL3URERNSyMUF8At26dcOIESOwYsUKtTZ/f3+cPHkSkZGRj304pVJ0dDR++OEH3Lt3DxUVFdizZw/OnDkDFxcXyGQyLF26FAsXLsT69etx//595OXlYfbs2VCpVDU+pCIIAoqLiyWlQ4cOmDp1Kvz8/HD48GGUlZUhMzMT3t7eaNu2LQICAgAAM2bMwL179zBhwgRcvHgRgiDgxo0bWLBgAfbu3VuvdSMiIqJnGxPEakyfPl3yHkQLC4sq+y1YsAB37txRqzc3N8fw4cORk5ODCRMm1Oqc+vr6mDVrFqytrWFsbIywsDCsWbMGbm5uAABvb28kJSVh1apVMDMzg4ODAzIyMnD06FE4ODhUO65KpYKenp6kZGZmYvny5Xj33Xfx5ptvwtDQEH379kWHDh1w4MABaGtrAwCMjIxw9OhRsd3Q0BCurq4oKChA7969azUvIiIial5kgiAITR0EtXzZ2dmwtbVFVlYWbGxsmjocIqqjyt/h1975HHoKk6YOh6hF2RXh8/hODaAuf4u5g0hEREREEnyKuZENGzYMhw4dUqv39/fH6tWrmyAiIqLai/tgFK8CED0HmCA2sn379jV1CEREREQ14iVmIiIiIpJggkhEREREErzETEREtRYUsZNPMRM1sMZ6irkuuINIRERERBJMEImIiIhIggkiEREREUkwQSQiIiIiCSaIj+Hu7g5dXV3J5zL36NEDACCTyeDg4IDS0lKx/+rVq+Hu7g4A8PDwwMyZM9XGTE9Ph6amJnJycqo9b2lpKWbNmgU7OzvI5XLY2NjAx0d6E2tKSgpcXV0hl8uhVCrh5eWFjIwMSR+ZTIZz584BAOLi4uDi4iK2JSYminMyMDCATCaTzPPq1asICgqCTCbDgQMHxOOKi4shk8lw+fLl2i0iERERNStMEGshOjoaRUVFYjlx4oTYVlBQgLVr11Z5XHBwMBISElBeXi6pj4uLw5AhQ2BlZVXtOSMiInDkyBEcOXIERUVFUKlUGDhwoNienJyMsWPHYsqUKbhx4wYuXLgAR0dHuLq64tKlS7Wa14QJE9Tm9M952tnZAQCMjY0RFhZWqzGJiIio+WOC+ITmzJmDBQsW4MGDB2ptnp6eePjwIfbv3y/WlZeXIzExEcHBwTWOq1Kp4OnpCVtbWwCAlZUVpkyZAgAQBAEzZsxAWFgYAgMDoa+vD1NTU0RGRqJnz54IDw9vuAkCCAgIQHZ2Nnbs2FHrYwoLC5GdnS2W3NzcBo2JiIiInh4miE9o5MiRaNeuHWJiYtTadHR0MH78eMTFxYl1KSkpKCkpwahRo2oc19XVFdHR0YiJicGpU6dQUVEhtp0/fx5XrlzBuHHj1I7z8fFBampq/SdUBV1dXXz44YeYN2+eJI6aREVFwdbWVizOzs4NGhMRERE9PUwQayE0NBRKpVIsgYGBkvaIiAhERkaioKBA7djg4GDs3LkT+fn5AID4+Hj4+flBR0enxnPOnj0b8+fPx7Zt2+Dm5gZzc3MsXrwYAJCXlwcAVV6itrS0FNsbUnBwMEpLS5GQkFCr/qGhocjKyhKLSqVq8JiIiIjo6eAnqdRCVFQUQkJCqm3v378/XFxcsGTJEvGScKWePXvC0dERSUlJ8PX1xc6dO5GWlvbYc2poaCAkJAQhISEoKSnB9u3bMXHiRHTt2hX29vYAgJycHLRv315yXG5uLkxNTes+ycfQ1NTEggULMHv2bHh6ej62v0KhgEKhaPA4iIiI6OnjDmIDWbRoEWJiYnD9+nW1tuDgYMTHxyMpKQkdO3ZE9+7d6zS2trY2fH190aVLF6Snp8PJyQl2dnbYvHmzWt9NmzZh0KBB9Z5HTcaOHQtjY2OsWbPmqYxPREREzwbuIDaQbt26YcSIEVixYgVeeuklSZu/vz/mzJmDa9euYfr06bUaLzo6Gl26dEHv3r2hp6eHffv24cyZM3BxcYFMJsPSpUsRHBwMKysreHt74/79+1iyZAlUKhWOHz9e7biCIKC4uFhS97jL3ZVkMhkWLVqECRMm1Ko/ERERNU/cQayF6dOnS94PaGFhUWW/BQsW4M6dO2r15ubmGD58OHJycmqdXOnr62PWrFmwtrYWXzOzZs0auLm5AQC8vb2RlJSEVatWwczMDA4ODsjIyMDRo0fh4OBQ7bgqlQp6enqSkpmZWauYAGDo0KFqCTARERG1LDJBEISmDoJavuzsbNja2iIrKws2NjZNHQ4R1VHl7/Br73wOPYVJU4dD1KLsivB5fKcGUJe/xdxBJCIiIiIJJohNaNiwYZJL15WlpiemiYiIiJ42PqTShPbt29fUIRAR1UncB6N4mwjRc4A7iEREREQkwQSRiIiIiCSYIBIRERGRBO9BJCKiWguK2MnX3BA1sMZ6zU1dcAeRiIiIiCSYIBIRERGRBBNEIiIiIpJggtiMubu7Y/Xq1Wr1ubm5CAwMhJmZGfT19dGtWzckJCRI+gQFBUEmk+HAgQNiXXFxMWQyGS5fvizWZWZmIiAgABYWFpDL5Wjfvj0CAwNx5syZpzYvIiIialpMEFuYgoICuLm5oby8HKdPn0Z+fj4++eQTzJgxA8uXL5f0NTY2RlhYWLVjXbx4Ec7OzlAoFDh27Bju3r2LEydOwN3dHSkpKU97KkRERNREmCC2MMuWLYOenh7Wr18Pa2tr6OjoYMSIEYiJicG8efNQWFgo9g0ICEB2djZ27NhR5VgffvghnJ2d8fnnn6Nt27aQyWQwMjJCcHAw3n///UaaERERETU2JogtTGpqKsaMGYNWraTfWm9vb9y/fx9Hjx4V63R1dfHhhx9i3rx5qKioUBvru+++w9ixY+sVR2FhIbKzs8WSm5tbr3GIiIio8TFBbGHy8vJgZWWlVq+lpQVTU1Pk5eVJ6oODg1FaWqp2j2JVY23evBlKpRKGhoZ49dVXa4wjKioKtra2YnF2dq7njIiIiKixMUFsYUxNTZGTk6NWX1pairy8PJiamkrqNTU1sWDBAnz44YcoKSmpcaxx48ahoKAAK1aswMOHD2uMIzQ0FFlZWWJRqVRPMCsiIiJqTEwQW5hBgwZh27ZtapeMt27dCj09PfTp00ftmLFjx8LY2Bhr1qyR1L/22mvYtm1bveJQKBSwsbERi6WlZb3GISIiosbHBLGZKysrQ3FxsVimTZuGe/fuITAwEDk5OSgpKcGePXvw3nvv4eOPP4ZCoVAbQyaTYdGiRfj0008l9R999BGOHj2K9957D1evXoUgCCgsLMSpU6caa3pERETUBJggNnPTpk2Dnp6eWLy8vHDkyBEAQJcuXaBUKjF37lwsXboUoaGh1Y4zdOhQvPTSS5K6Dh06QKVS4datW+jVqxcMDQ3xyiuvID8/H+vWrXuq8yIiIqKmo9nUAVD9HTx4sNq2DRs21HhsXFxcrcbr0KEDEhMT6xgZERERNWfcQSQiIiIiCSaIRERERCTBS8xERFRrcR+Mgo2NTVOHQURPGXcQiYiIiEiCCSIRERERSTBBJCIiIiIJ3oNILdbfvj5NHQJRi5F7/35Th0BEjYg7iEREREQkwQSRiIiIiCSYIBIRERGRBBNEIiIiIpJggkhEREREEnVOEN3d3aGrqwu5XA4TExN4eHggIyMDAHDz5k1oa2vD09NT7bi0tDT069cPSqUSSqUSPXv2xN69e5GYmAi5XA65XA4DAwPIZDLxa7lcjqtXr8Ld3R2rV6+WjHf58mXIZDIUFxcDAIKCgqCtrQ25XA6lUom+ffvi2LFjav3/ObZcLkdUVFS1c120aJHYT09PD61atZIcWykhIQHdunWDvr4+zMzMEBgYiNzcXACo1fwAYPr06ZDJZDh9+rQkhoMHD8LCwqLG70lN617V9+v8+fOS8f89L7lcjm3btknGiY6Ohkwmw44dO2qMhYiIiJq/eu0gRkdHo6ioCFeuXIGRkRGCgoIAPEqUDA0NsXfvXty8eVPsX1hYiNdffx2TJ09GXl4erl+/jmXLlkGhUGDChAkoKipCUVERTpw4AQDi10VFRbCzs6t1XKGhoSgqKsLNmzfRt29feHt7q/XJy8uTjB8aGlrteHPnzhX7JScnw87OTnIsACxfvhwzZszAggULUFBQgN9++w0VFRVwc3NDQUFBreZXWlqKxMREGBsbIy4urtbzrVTduleq/H5lZWXBzMwMkyZNkrSbm5tLYioqKsKYMWMkfWJjY+sdHxERETUvT3SJWS6Xw9/fH3/88QeAR0nErFmz0L59eyQkJIj9zp8/j9LSUgQGBkJTUxM6Ojro168f+vbt+2TRV0NLSwsBAQHIzs6uMmFqKIWFhZg3bx5WrFiBkSNHQltbG1ZWVoiPj4euri6WLVtWq3F27dqFsrIyLF26FImJiSgtLa1THNWt+7/p6+vD19cXp06dqtP4J0+eRHp6Or766ivs2bMHN27ceOwxhYWFyM7OFkvljioRERE9+54oQSwsLMSGDRvQvXt3nDhxAunp6fDz84O/vz9iY2PFfk5OTtDV1YWfnx927979VJM2ACguLkZcXBxMTExgZGT01M5z9OhRPHjwQG23rVWrVvD29kZqamqtxomNjYW3tzd8fHzw8OFD7Nq1q9Yx1LTu/3b37l0kJiaiQ4cOtR6/Mr6BAwfCy8sL9vb2NSahlaKiomBraysWZ2fnOp2TiIiImk69EsTQ0FAYGRmhU6dOePjwIeLj4xEbG4tXX30Vtra2mDBhAtLT08VLqgqFAmlpadDX18e7774LCwsLDBgwABcuXGjQyURHR0OpVEJfXx/x8fHYtm0bNDWlHxZjYWEh3gepVCqxf//+ep8vLy8Ppqam0NLSUmuztLREXl7eY8e4du0aUlJS4O/vDz09PXh5edWY5P1bTeteKTQ0FK1bt4ZCoYBKpVJL8G7cuCFZE6VSibNnzwIAHj58iI0bN8Lf3x8AMGHChFrFFxoaiqysLLGoVKpaz4mIiIiaVr0SxKioKOTn5yMnJwfJycmwsrLCxo0bERAQAABo164d3Nzc1HYR165diytXruDixYvQ1tYW+z+OlpaW2mXX0tJSyGQyaGhoiHXTp09HQUEBcnJy0L59e7UHPoBHCVlBQYFYhg4dWo8VeMTU1BR5eXlVXhLOzc2FqanpY8fYsGEDrK2t0b9/fwBAQEAAUlJScO3atcceW5m81bTuwKPv1507d/DXX3+hVatW+OuvvyTt5ubmkjUpKChA586dAQA7d+5EcXGxuEvq7++P9PR0HD9+vMbYFAoFbGxsxGJpafnY+RAREdGzoUFec/Ptt98iPz8fs2bNgoWFBSwsLHDy5Els3LgRDx8+VOvftm1bTJs2Denp6bUa387ODpcuXZLUXbx4EVZWVlXu3llYWGDdunUICwt7qve+9enTB7q6umpP/FZUVGDr1q0YNGjQY8eIjY3FtWvXYGlpCQsLC/j5+aGsrAwbNmx47LF1XfcOHTpg+fLlmDp1Kh48eFCrOcbGxqKkpAQdOnSAhYUF+vbtC5lMVqddTiIiImpeGiRBjI2Nha+vL9LT03H69GmcPn0a6enpKCsrw7fffotz585hyZIluHr1KgRBwI0bN7B27Vr06dOnVuNPmDAB8fHxOHLkCCoqKpCVlYWPP/4Yfn5+1R7z4osvYvDgwYiMjGyIKVZJoVDg448/xrRp07B7926UlJQgJycHgYGBuH//PmbMmFHj8ceOHcO5c+dw6NAhcd1+++03zJkzRy0BKy4ulpSKiorHrntVhg0bhjZt2uDLL7987PxycnKQmpqKLVu2iOOfPn0aK1euxDfffFNlEkpERETN3xMniH///TdSU1MxY8YMcRfLwsIC7dq1Q2BgIGJjY2FoaIjjx4/D1dUVcrkc3bp1g1wuR3x8fK3OMXDgQCxfvhxvv/02lEol+vXrBzc3N3z00Uc1Hjd79mysWbNGsotoamoqed/f+++//0TzDw0NxWeffYawsDAolUp06dIFAHDkyBEYGxvXeGxsbCw8PDzQq1cvydq99957uHDhgvgex+vXr0NPT09SNmzY8Nh1r2ldIiMjxV3EGzduqL0HMSYmBuvXr0fHjh3h6ekpOcekSZOgoaHBdyISERG1UDJBEISmDoJavuzsbNja2iIrKws2NjaNcs6/fX0a5TxEz4Oc+/fhvGt3o/4OE1HDqsvfYn7UHhERERFJaD6+S8s3bNgwHDp0SK3e399f7SP+qPmwTtrU1CEQtRhCdjawa3dTh0FEjYQJIoB9+/Y1dQhEREREzwxeYiYiIiIiCSaIRERERCTBS8xERFRrQRE7oacwaeowiJqVXRHN760a3EEkIiIiIgkmiEREREQkwQSRiIiIiCSYIBIRERGRRItOEN3d3aGrqyv5jOEePXoAAGQyGRwcHFBaWir2X716Ndzd3QEAHh4emDlzptqY6enp0NTURE5OTrXnLS0txaxZs2BnZwe5XA4bGxv4+EhvUE1JSRE/m1qpVMLLywsZGRmSPjKZDOfOnQMAxMXFwcXFpcrzhYeHQyaTYeHChZL6HTt2QCaTwdfXV6wTBAHR0dHo1KkT9PX1YWVlhWnTpqGwsFDsc/DgQVhYWIhfnz17FsOGDYOJiQlat26Nl19+GXFxcdXOn4iIiJq3Fp0gAkB0dDSKiorEcuLECbGtoKAAa9eurfK44OBgJCQkoLy8XFIfFxeHIUOGwMrKqtpzRkRE4MiRIzhy5AiKioqgUqkwcOBAsT05ORljx47FlClTcOPGDVy4cAGOjo5wdXXFpUuX6jVPJycnrF+/Xi3Wjh07SupCQ0MRExODr776CoWFhTh06BAyMjIwePBglJSUVDn2iBEj0LdvX/z999/Iy8tDXFwc2rRpU684iYiI6NnX4hPEmsyZMwcLFizAgwcP1No8PT3x8OFD7N+/X6wrLy9HYmIigoODaxxXpVLB09MTtra2AAArKytMmTIFwKMdvBkzZiAsLAyBgYHQ19eHqakpIiMj0bNnT4SHh9drLq+88gp0dHSQlpYGALh58ybS0tLg6ekp9rlw4QJiYmKwceNG9OvXD5qamnBwcMC2bduQmZmJxMREtXHz8vJw8eJF/N///R90dXWhpaWFHj16YNiwYTXGU1hYiOzsbLHk5ubWa15ERETU+J7rBHHkyJFo164dYmJi1Np0dHQwfvx4yaXUlJQUlJSUYNSoUTWO6+rqiujoaMTExODUqVOoqKgQ286fP48rV65g3Lhxasf5+PggNTW13vMJCgpCfHw8ACAxMRGjR4+Grq6u2H7gwAFYW1urXao2NDTE8OHDqzy3iYkJnJycEBAQgK1bt+Lvv/+uVSxRUVGwtbUVi7Ozc73nRURERI2rxSeIoaGhUCqVYgkMDJS0R0REIDIyEgUFBWrHBgcHY+fOncjPzwcAxMfHw8/PDzo6OjWec/bs2Zg/fz62bdsGNzc3mJubY/HixQAe7cgBqPIStaWlpdheH/7+/ti+fTuKi4sRFxeHoKAgSXteXl61l8arO7dMJsOPP/6Ijh07IiwsDLa2tujRowd+/fXXGmMJDQ1FVlaWWFQqVb3nRURERI2rxSeIUVFRKCgoEEvlDlul/v37w8XFBUuWLFE7tmfPnnB0dERSUhLy8/Oxc+fOx15eBgANDQ2EhITgp59+QkFBAVauXIl58+Zh//79MDU1BYAqH3LJzc0V2+vD3Nwcffr0QXh4OIqLi9GnTx9Ju6mpabUP19R0bisrKyxfvhwZGRm4du0aXnzxRXh6ekIQhGpjUSgUsLGxEYulpWW950VERESNq8UniLWxaNEixMTE4Pr162ptwcHBiI+PR1JSEjp27Iju3bvXaWxtbW34+vqiS5cuSE9Ph5OTE+zs7LB582a1vps2bcKgQYPqPQ/g0WXmxYsXq+2UAsDAgQORnZ2NX375RVJ/9+5d7Nu3r1bnNjc3x6xZs5CTk4Pbt28/UaxERET0bGKCCKBbt24YMWIEVqxYodbm7++PkydPIjIysla7h8CjJ6d/+OEH3Lt3DxUVFdizZw/OnDkDFxcXyGQyLF26FAsXLsT69etx//595OXlYfbs2VCpVDU+pCIIAoqLiyXl37t4I0eORGpqKt5++2214x0dHTF16lT4+fnh8OHDKCsrQ2ZmJry9vdG2bVsEBASoHZOfn4/58+fj/PnzqKiowJ07d7By5Uo4OjrCxISfx0pERNQStfgEcfr06ZL3IP7z/X7/tGDBAty5c0et3tzcHMOHD0dOTg4mTJhQq3Pq6+tj1qxZsLa2hrGxMcLCwrBmzRq4ubkBALy9vZGUlIRVq1bBzMwMDg4OyMjIwNGjR+Hg4FDtuCqVCnp6epKSmZkp6aOlpYVBgwZBqVRWOcby5cvx7rvv4s0334ShoSH69u2LDh064MCBA9DW1lbrr62tjaysLAwdOhQKhQKOjo7Izc3Frl27arUWRERE1PzIhJpuJCNqINnZ2bC1tUVWVhZsbGyaOhwiqqPK3+HX3vkcegpePSCqi10RPo/v1Ajq8re4xe8gEhEREVHdMEGsp2HDhkkuXVeWkJCQpg6NiIiI6IloNnUAzdW+ffuaOgQiokYX98Eo3iZC9BzgDiIRERERSTBBJCIiIiIJJohEREREJMF7EImIqNaCInbyNTdEj/GsvNbmSXAHkYiIiIgkmCASERERkQQTRCIiIiKSYIJIRERERBItPkF0d3eHrq6u5NNOevToAQCQyWRwcHBAaWmp2H/16tVwd3cHAHh4eGDmzJlqY6anp0NTUxM5OTnVnre0tBSzZs2CnZ0d5HI5bGxs4OMjvWk1JSUFrq6ukMvlUCqV8PLyQkZGhqSPTCbDuXPnAABxcXFwcXGp9pwnT57EqFGjYGxsDKVSiW7dumHZsmUoLy9XG6s63bp1g7m5ubgmUVFR6NKli2SN7t69Czs7O2zcuLHGsYiIiKh5avEJIgBER0ejqKhILCdOnBDbCgoKsHbt2iqPCw4ORkJCgphgVYqLi8OQIUNgZWVV7TkjIiJw5MgRHDlyBEVFRVCpVBg4cKDYnpycjLFjx2LKlCm4ceMGLly4AEdHR7i6uuLSpUt1nuOxY8fQv39/ODs74+zZsygoKMDGjRtx7Ngx3L17t1ZjnDp1Cunp6SgpKcGePXsAANOnT4ehoSEWLFgg9ps1axZ69uwJPz+/OsdJREREz77nIkGsyZw5c7BgwQI8ePBArc3T0xMPHz7E/v37xbry8nIkJiYiODi4xnFVKhU8PT1ha2sLALCyssKUKVMAAIIgYMaMGQgLC0NgYCD09fVhamqKyMhI9OzZE+Hh4XWex8yZMxEQEIB58+ahTZs2AIAXXngBSUlJUCqVtRojNjYWgwcPhq+vL2JjYwEArVq1QmxsLJYvX47Tp0/j4MGD2Lp1K7744osaxyosLER2drZYcnNz6zwnIiIiahrPfYI4cuRItGvXDjExMWptOjo6GD9+POLi4sS6lJQUlJSUYNSoUTWO6+rqiujoaMTExODUqVOoqKgQ286fP48rV65g3Lhxasf5+PggNTW1TnO4f/8+jhw5grFjx9bpuH8qKSnBxo0b4e/vD39/f+zduxfXr18HADg5OSE8PBxBQUGYPHkyVqxYISah1YmKioKtra1YnJ2d6x0bERERNa7nIkEMDQ2FUqkUS2BgoKQ9IiICkZGRKCgoUDs2ODgYO3fuRH5+PgAgPj4efn5+0NHRqfGcs2fPxvz587Ft2za4ubnB3NwcixcvBgDk5eUBQJWXqC0tLcX22srPz0dFRUWNl7wfZ+fOnSguLoanpyfc3Nxga2uLhIQEsf0///kPtLW10alTJ/j6+j52vNDQUGRlZYlFpVLVOzYiIiJqXM9FghgVFYWCggKxxMfHS9r79+8PFxcXLFmyRO3Ynj17wtHREUlJScjPz8fOnTsfe3kZADQ0NBASEoKffvoJBQUFWLlyJebNm4f9+/fD1NQUAKp8yCU3N1dsry0jIyO0atWqxodmHic2NhZeXl4wMDCATCbDhAkTxMvMwKNLzS+88AJeeumlWo2nUChgY2MjFktLy3rHRkRERI3ruUgQa2PRokWIiYkRL6v+U3BwMOLj45GUlISOHTuie/fudRpbW1sbvr6+6NKlC9LT0+Hk5AQ7Ozts3rxZre+mTZswaNCgOo2vr68PNzc3bN26tU7HVcrNzcX+/fuxY8cOWFhYwMLCAitXrsSZM2fw66+/1mtMIiIiar6YIP4/3bp1w4gRI7BixQq1Nn9/f5w8eRKRkZG12j0EHj05/cMPP+DevXuoqKjAnj17cObMGbi4uEAmk2Hp0qVYuHAh1q9fj/v37yMvLw+zZ8+GSqWq8SEVQRBQXFwsKYIgYPHixdiwYQMiIiJw8+ZNAEBGRgb8/Pwkl85LSkokx5aVlWH9+vWwsbFBRkYGTp8+jdOnT+Ps2bPo37+/ZBeRiIiIng/PRYI4ffp0yXsQLSwsquy3YMEC3LlzR63e3Nwcw4cPR05ODiZMmFCrc+rr62PWrFmwtraGsbExwsLCsGbNGri5uQEAvL29kZSUhFWrVsHMzAwODg7IyMjA0aNH4eDgUO24KpUKenp6kpKZmQkXFxccPHgQaWlpcHR0hFKphI+PD3r37g1DQ0Px+K5du0qODQ8PR1xcHN555x1YWlqKO4gWFhZ477338M0336C4uLhWcyYiIqKWQSYIgtDUQVDLl52dDVtbW2RlZcHGxqapwyGiOqr8HX7tnc+hpzBp6nCInmm7Inwe36kJ1OVv8XOxg0hEREREtafZ1AE0Z8OGDcOhQ4fU6v39/bF69eomiIiI6OmK+2AUrwIQPQeYID6Bffv2NXUIRERERA2Ol5iJiIiISIIJIhERERFJMEEkIiIiIgneg0j0L3/7PpuvJyBqSrn37zd1CETUiLiDSEREREQSTBCJiIiISIIJIhERERFJMEEkIiIiIokWkyCmpaWhX79+UCqVUCqV6NmzJ/bu3QsAKCwsxLRp02BlZQV9fX106tQJ0dHR+OfHUIeHh8PX11f82t7eHikpKXWKwd7eHnp6epDL5WIZPXq02F5UVISZM2eiXbt2MDAwgL29Pd58801cvnz5qc2diIiIqK5axFPMhYWFeP311xEdHY0JEyagvLwcKpUKMpkMJSUlGDx4MFq3bo2ff/4Z9vb2+OWXXzBx4kRcuXIFy5Yta9BYkpOT4eHhoVZfUlKCQYMGQV9fHzt37sQLL7yAwsJCbNiwAd9//z0mT55cr/PVNHciIiKi+mgRO4jnz59HaWkpAgMDoampCR0dHfTr1w99+/ZFYmIiLl68iG3btqFDhw7Q1NQU62NiYpCZmdkoMSYkJODixYv49ttv8fLLL0NDQwNGRkZ47733Hpscuru7Sz7bOSUlBfb29gBqnvvjqFQq9O/fH0ZGRrCwsEBERAQAIC4uDi4uLpgzZw6MjY1hY2OD3bt3Y//+/ejYsSOUSiX++9//1jh2YWEhsrOzxZKbm/vYeIiIiOjZ0CISRCcnJ+jq6sLPzw+7d+/GzZs3xbbU1FQMGzYMhoaGkmP69OkDa2trfP/9940SY2pqKjw8PNTieFI1zb0m2dnZGDx4MCZNmoTr16/j/PnzGDhwoNh+4sQJtG3bFjdu3MDs2bMRHByM2NhYqFQqnDx5EmvWrEFaWlq140dFRcHW1lYszs7OTzxXIiIiahwtIkFUKBRIS0uDvr4+3n33XVhYWGDAgAG4cOEC8vLyYGVlVeVxlpaWyMvLa9BYvL29xXsBlUol5s+fDwC4detWtXE8iZrmXpOEhAT069cPQUFB0NbWhkKhQO/evcV2a2trvP3229DU1MSECROQl5eH6dOno3Xr1mjfvj1cXFxw8uTJascPDQ1FVlaWWFQqVYPNmYiIiJ6uFnEPIvBoJ23t2rUAgCtXruD//u//EBAQAHt7e+Tk5FR5TG5uLkxNTRs0jq1bt1Z5D6KJiUm1cTyp6uZ+9OjRao+5evUqOnToUG27hYWF+G99ff0q64qKiqo9XqFQQKFQ1HoORERE9OxoETuI/9a2bVtMmzYN6enpGDRoEPbt24e7d+9K+hw9ehTZ2dl47bXXGiWmIUOGYP/+/TUmVdWRy+W4/4+Pubp27Vq1ff8595rY2dk9dpeRiIiInk8tIkE8d+4clixZgqtXr0IQBNy4cQNr165Fnz59EBAQgLZt22LMmDHIzMxEWVkZDh8+DH9/f0ydOrXGXbTS0lIUFxeLpbS0tN4x+vv7w97eHp6enjhz5gzKy8tx584dfP7551i3bl2Nx77yyivYunUrioqKkJWVhRUrVtRq7jWZMGECfv75Z2zYsAGlpaUoLCzEsWPH6j0/IiIiajlaRIJoaGiI48ePw9XVFXK5HN26dYNcLkd8fDy0tbXx/fffw9HREX379oWhoSHefPNNvPPOO1i+fHmN444aNQp6enpiCQ4Ofmwso0ePlrwHsfLhjMo4unXrhtdffx0KhQJdunTB6dOnMXjw4BrHnDFjBlq3bg1LS0uMHj0aEyZMqNXca2Jra4uUlBSsXr0aZmZm6NixIw4ePPjY+REREVHLJxP++bZooqckOzsbtra2yMrKgo2NTVOHU6O/fX2aOgSiZ07O/ftw3rW7WfwOE1HV6vK3uEXsIBIRERFRw2kxTzE3hsTEREyZMqXKtvo8fPJPcrm8yvovv/xSckm5LhYtWoRFixap1bdt2xZnzpyp15jPA+ukTU0dAtEzR8jOBnbtbuowiKiR8BIzNYrmdImZiNTxd5io+eMlZiIiIiKqNyaIRERERCTBexCJiKjWgiJ2Qk9h0tRhEDWqXRHP39stuINIRERERBJMEImIiIhIggkiEREREUk0eIKYlpaGfv36QalUQqlUomfPnti7dy8AoLCwENOmTYOVlRX09fXRqVMnREdH459v2gkPD4evr6/4tb29PVJSUuocxxdffIGuXbvCwMAAlpaWeP3113H48GGxPSMjA15eXlAqlZDL5XB1dZWc5+HDh5g8eTLatWsHQ0NDvPjii9i4cWN9loSIiIioWWnQBLGwsBCvv/46Jk+ejLy8PFy/fh3Lli2DQqFASUkJBg8ejIyMDPz8888oLCzE2rVrERMTg9DQ0IYMAzNmzEBkZCSWLFmCvLw8XL58GW+99RZ27NgBALh06RJcXV3RoUMHXLhwATdu3EBISAjGjh2L5ORkAEBZWRmsrKxw4MABFBYW4ssvv8Tbb7+No0ePNmisz4KKigrwdZhERERUqUETxPPnz6O0tBSBgYHQ1NSEjo4O+vXrh759+yIxMREXL17Etm3b0KFDB2hqaor1MTExyMzMbJAYLly4gJiYGCQlJWHIkCHQ09ODjo4OPD098dlnnwF4tEvZq1cvLF68GKamptDX18fEiRMxd+5czJgxA4IgwMDAAB9//DHat28PmUyGvn37ws3NDWlpaY+NQSaTYfXq1ejUqRMMDAwQEhKCmzdv4vXXX4ehoSFcXV2RnZ0t9v/hhx/wwgsvwNDQEBMnToSXlxfCw8NrPMfly5chk8mwdu1a2NrawszMDHPnzkVFRYXYJyEhAS+99BKUSiX69esn+fQUe3t7LF68GD169IC+vj6uXbtW7blu376N0aNHo3Xr1ujSpQsiIyNhb2//2HUgIiKi5qlBE0QnJyfo6urCz88Pu3fvxs2bN8W21NRUDBs2DIaGhpJj+vTpA2tra3z//fcNEsP3338Pa2truLi4VNsnNTUV48aNU6v38fHBlStXcP78ebW2e/fu4fjx43jppZdqFce3336Lo0eP4s8//8TmzZsxdOhQhIeH4/bt2zA3N8fHH38M4FHy5enpiXnz5iE/Px8eHh7YtWtXLWcL7Nu3D3/++Sd++eUXJCUlIS4uDgCwa9cuzJs3D9988w1u3boFf39/jBw5EiUlJeKx69evx5YtW3D37l2YmZlVe45p06YBAP7++298++23iI+Pf2xchYWFyM7OFktubm6t50RERERNq0ETRIVCgbS0NOjr6+Pdd9+FhYUFBgwYgAsXLiAvLw9WVlZVHmdpaYm8vLwGieHWrVvVnqdSdbFYWlqK7f9UUVGBoKAg9OrVC0OGDKlVHLNnz4aRkRHatm2Lvn37wtnZGb169YKWlhbGjRuHkydPAgB2794NJycn+Pn5QVNTE35+fujatWutzgE82g01NDSEg4MD/vOf/4j3SX7xxReYPXs2Xn75ZWhoaGDKlCmQyWT45ZdfxGOnTp2K9u3bQ0tLC5qaVb8Ss7y8HFu2bMGCBQsgl8vRrl07vPPOO4+NKyoqCra2tmJxdnau9ZyIiIioaTX4QypOTk5Yu3Ytrly5gosXL0JbWxsBAQEwNTVFTk5Olcfk5ubC1NS0Qc5vYmJS7XkqVRdL5S7XP2MRBAEhISHIycnBpk2bIJPJahWHhYWF+G99fX21r4uKigAAOTk5sLW1lRz7769rYmdnJ/67bdu2+PvvvwE8ugQ9c+ZM8WEhpVKJ3Nxcsb2y/+PcvHkTpaWlkphqE19oaCiysrLEolKpaj0nIiIialpP9TU3bdu2xbRp05Ceno5BgwZh3759uHv3rqTP0aNHkZ2djddee61Bzjlo0CD8/fffOHbsWI19Nm/erFa/adMm2NnZwcnJCcCj5PDdd9/F6dOnsW/fPsjl8gaJ8Z+srKyQlZUlqfv31zW5evWq5N/W1tYAHiWOK1euREFBgVju37+P8ePHi/1rk+yamZlBS0tLElNt4lMoFLCxsRFL5e4sERERPfsaNEE8d+4clixZgqtXr0IQBNy4cQNr165Fnz59EBAQgLZt22LMmDHIzMxEWVkZDh8+DH9/f0ydOhUdOnSodtzS0lIUFxeLpbS0tNq+HTp0wHvvvYfx48fj+++/R3FxMUpKSrB7927MnDkTwKPLsseOHcOsWbOQl5eH+/fvY8OGDVi0aBGWLl0qJk5Tp07FL7/8gv3790OhUDTkUolef/11nD9/Hps2bUJZWRmSkpLw22+/1fr4jz76CHfv3sXFixexfPlyMQF8++238emnn+K3336DIAgoKirCrl271BL0x9HQ0MCYMWPw4YcfoqioCFeuXMEXX3xRpzGIiIioeWnQBNHQ0BDHjx+Hq6sr5HI5unXrBrlcjvj4eGhra+P777+Ho6Mj+vbtC0NDQ7z55pt45513sHz58hrHHTVqFPT09MQSHBxcY/+oqCj897//xfvvvw9jY2PY2dlh9erVGD16NADAwcEBaWlpOH/+PBwcHGBmZobPP/8cmzZtgre3NwDgypUrWLVqFf7880/Y2tpCLpdDLpdj0aJFDbNY/4+JiQm2b9+O8PBwGBkZYe/evfDw8ICOjk6tjvfw8MALL7yA3r17Y+zYseLavPHGG/jwww8RGBgIpVIJR0dHbNiwoV4xrly5EmVlZbC2tsbIkSMxfvz4WsdHREREzY9M4Avwnjldu3bFzJkz4e/vX22fy5cvo127dnjw4AF0dXUbMTpg2bJl2LNnT52ePM/OzoatrS2ysrJgY2PzFKMjoqeh8nf4tXc+h57CpKnDIWpUuyJ8mjqEBlGXv8X8qL1nwP79+3H79m2UlpZi9erVyMzMxNChQ5s6LFFGRgZOnToFQRDwxx9/YPny5fDy8mrqsIiIiOgpaZYJYmJionjJ99+lOZ7/119/hZOTE4yMjPDll18iOTkZZmZmWLRoUZXnePHFFxt4Rqh2PomJibh37x58fHxgYGCA4cOHY/z48fi///u/Bo+BiIiIng28xEyNgpeYiZo3XmKm59nzeIm56rcjExERVSHug1H8nzyi50CzvMRMRERERE8PE0QiIiIikmCCSEREREQSvAeRiIhqLShiJx9SaQIt5SEJaj64g0hEREREEkwQiYiIiEiCCSIRERERSTBBJCIiIiKJZpsguru7Q1dXF3K5HCYmJvDw8EBGRgYAIDMzE35+fjA3N4dCoUDnzp0RHh6Oe/fu1ThmWloa+vXrB6VSCaVSiZ49e2Lv3r0AgMuXL0Mmk6G4uFhyTHh4OHx9fcWvBUFAdHQ0OnXqBH19fVhZWWHatGkoLCyUHJebm4vAwECYmZlBX18f3bp1Q0JCgtj+4osvih93p6WlBW1tbfHrkJAQMR4nJyfJuKWlpTA3N68y1ujoaMhkMuzYsUNt7osXL4aDgwMMDQ1hYWGB119/HXfv3gUA/P333/Dx8RHXs2PHjoiMjKxxLYmIiKj5arYJIvAo4SkqKsKVK1dgZGSEoKAgXLx4Ec7OzjAxMcHJkydRWFiIffv2IS8vDxcuXKh2rMLCQrz++uuYPHky8vLycP36dSxbtgwKhaJOMYWGhiImJgZfffUVCgsLcejQIWRkZGDw4MEoKSkBABQUFMDNzQ3l5eU4ffo08vPz8cknn2DGjBlYvnw5AODMmTMoKipCUVERxowZg7lz54pfr169WjyfTCZDWlqa+PWePXtgbGxcZWyxsbEwNjZGXFycpH79+vX46quvsHfvXty9exfp6ekYO3as2B4QEABTU1NkZmYiPz8fycnJaN++fZ3WhYiIiJqPZp0gVpLL5fD398cff/yB8PBwODs7Y8WKFeLHQdnb22PlypXo2rVrtWOcP38epaWlCAwMhKamJnR0dNCvXz/07du31nFcuHABMTEx2LhxI/r16wdNTU04ODhg27ZtyMzMRGJiIgBg2bJl0NPTw/r162FtbQ0dHR2MGDECMTExmDdvntpuY00CAwMlCV9cXBwCAwPV+p08eRLp6en46quvsGfPHty4cUNsU6lUGDJkCDp27AgAMDU1RVBQEAwNDcX2yq81NDTwwgsvSBLIqhQWFiI7O1ssubm5tZ4TERERNa0WkSAWFhZiw4YN6N69O1JTUx+bvFTFyckJurq68PPzw+7du3Hz5s06j3HgwAFYW1vDxcVFUm9oaIjhw4cjNTUVAJCamooxY8agVSvp8nt7e+P+/fs4evRorc/p7++P5ORkFBcX4+bNm0hLS8Po0aPV+sXGxmLgwIHw8vKCvb295HK2q6srEhISEBERgV9++UXc6fxn+9SpU5GQkICLFy/WKq6oqCjY2tqKxdnZudZzIiIioqbVrBPE0NBQGBkZoVOnTnj48CHi4+Nx69YtWFlZ1XkshUKBtLQ06Ovr491334WFhQUGDBigdlnawsJCvEdRqVTi008/Fdvy8vKqPbelpSXy8vJq7KelpQVTU1OxX22Ym5ujT58+2LFjBxITEzF69Gjo6upK+jx8+BAbN26Ev78/AGDChAmIjY0V2/38/LBmzRr89NNPGDJkCExNTfHf//4X5eXlAIDNmzdj8ODBWLx4MZycnODk5ISUlJQa4woNDUVWVpZYVCpVredERERETatZJ4hRUVHIz89HTk4OkpOT0a5dO5iYmCAnJ6de4zk5OWHt2rW4cuUKLl68CG1tbQQEBEj6XLt2DQUFBWKZM2eO2GZqalrtuXNzc2Fqalpjv9LSUuTl5Yn9aisoKAhxcXGIi4tDUFCQWvvOnTtRXFyMMWPGAHi065ieno7jx4+LfXx8fJCSkoL8/Hxs3boV69atw9q1awEASqUSn3zyCX7//XfcunULo0ePhre3N27fvl1tTAqFAjY2NmKxtLSs05yIiIio6TTrBLEqQ4YMwdatW594nLZt22LatGlIT0+v9TEDBw5EdnY2fvnlF0n93bt3sW/fPgwaNAgAMGjQIGzbtg0VFRWSflu3boWenh769OlTp1hHjBiBkydPori4uMpjY2NjUVJSgg4dOsDCwgJ9+/aFTCaT7CJW0tDQwJAhQ/Daa69VOffWrVtj/vz5uHfvHi5dulSnOImIiKh5aHEJYnh4OI4dO4bp06eLu3RXr17Ff/7zH/z+++/VHnfu3DksWbIEV69ehSAIuHHjBtauXVunZM3R0RFTp06Fn58fDh8+jLKyMmRmZsLb2xtt27YVdyNnzJiBe/fuITAwEDk5OSgpKcGePXvw3nvv4eOPP67zk9Pa2tpITU1FcnKyWltOTg5SU1OxZcsWnD59WiwrV67EN998g4cPHyI2Nha7du3CnTt3IAgCjh49ioMHD4pznzVrFn7//XeUlZXhwYMHWLZsmXhpn4iIiFqeFpcgtm/fHseOHcP169fRtWtXKBQKDB06FCYmJujQoUO1xxkaGuL48eNwdXWFXC5Ht27dIJfLER8fX6fzL1++HO+++y7efPNNGBoaom/fvujQoQMOHDgAbW1tAICxsTGOHDkCAOjSpQuUSiXmzp2LpUuXIjQ0tF7z7tatGzp37qxWv379enTs2BGenp6wsLAQy6RJk6ChoYEdO3ZAqVQiMjIS7dq1Q+vWrREcHIy5c+fCz88PAPDgwQN4e3vDyMgItra2OHjwIPbu3QsDA4N6xUpERETPNpkgCEJTB0EtX3Z2NmxtbZGVlSW+foiImo/K3+HX3vkcegqTpg7nubMrwqepQ6AWoC5/i1vcDiIRERERPRnNpg6gMR06dAjDhg2rsu3PP/+EnZ1dI0dERNS8xH0wilcBiJ4Dz1WC2K9fPxQVFTV1GERERETPNF5iJiIiIiIJJohEREREJMEEkYiIiIgknqt7EImI6MkERezka26eAF9XQ80FdxCJiIiISIIJIhERERFJMEEkIiIiIolnJkHcsmULXFxcIJfLYW5uDnd3d+zatQsAkJubi8DAQJiZmUFfXx/dunVDQkKCeGznzp3x+eefq425e/duGBkZobi4GOHh4dDS0oJcLpeUGzduAADc3d2hq6sLuVwOExMTeHh44Pz58zXGnJiYKI5jYGAAmUwmGfvq1asAgJSUFPEznpVKJby8vJCRkQHg0cu7/3mMTCaDgYGB+PWhQ4cAANHR0ZDJZNixY4ckhsuXL0Mmk6G4uLjWa/3vY4KCgjBnzhy1fjKZDOfOnQMAhIeHw9fXt9bnICIioubrmUgQly9fjrfffhuhoaHIzc1Fbm4u5s+fjx07dqCgoABubm4oLy/H6dOnkZ+fj08++QQzZszA8uXLATxKcOLi4tTGjYuLw/jx46GrqwsAGDNmDIqKiiTF3Nxc7B8dHY2ioiJkZWXBzMwMkyZNqjHuCRMmiOOcOHECACRj29nZITk5GWPHjsWUKVNw48YNXLhwAY6OjnB1dcWlS5fEl3cXFRUhLy8PAHDmzBmxrl+/fgCA2NhYGBsbVzlPIiIioobU5AliYWEhwsLC8Pnnn2PcuHEwNDSEhoYGXnvtNaxbtw7Lli2Dnp4e1q9fD2tra+jo6GDEiBGIiYnBvHnzUFhYiICAAJw6dQp//vmnOO7t27exa9cuBAcH1zkmfX19+Pr64tSpU080N0EQMGPGDISFhSEwMBD6+vowNTVFZGQkevbsifDw8FqNc/LkSaSnp+Orr77Cnj17xF1PIiIioqehyRPEtLQ0FBcXw8vLq8r21NRUjBkzBq1aSUP19vbG/fv3cfToUVhZWWHo0KGS3bVvvvkGjo6O6NWrV51junv3LhITE9GhQ4c6H/tP58+fx5UrVzBu3Di1Nh8fH6SmptZqnNjYWAwcOBBeXl6wt7eXXF5/VhUWFiI7O1ssubm5TR0SERER1VKTJ4i3bt2CqakptLS0qmzPy8uDlZWVWr2WlhZMTU3Fy7LBwcFISEhAeXk5ACA+Pl5t93D79u1QKpVicXBwkLSHhoaidevWUCgUUKlUT5yIVcZWVfyWlpZie00ePnyIjRs3wt/fH8Cjy9qxsbFPFFdjiIqKgq2trVicnZ2bOiQiIiKqpSZPEE1MTJCXl4fS0tIq201NTZGTk6NWX1pairy8PJiamgIARo0ahZKSEqSmpuLPP//EqVOnxKSqkpeXFwoKCsSSmZkpaY+KisKdO3fw119/oVWrVvjrr7+eaG6VsVUVf25urthek507d6K4uBhjxowBAPj7+yM9PR3Hjx9/otj+SUtLS239K7+uLnF/nNDQUGRlZYlFpVI9cZxERETUOJo8QXR1dYWuri6Sk5OrbB80aBC2bduGiooKSf3WrVuhp6eHPn36AAC0tbXh5+eH+Ph4xMfHY/jw4WjTpk29YurQoQOWL1+OqVOn4sGDB/UaAwCcnJxgZ2eHzZs3q7Vt2rQJgwYNeuwYsbGxKCkpQYcOHWBhYYG+fftCJpM16C6inZ0dLl26JKm7ePEiWrVqBVtb23qNqVAoYGNjIxZLS8uGCJWIiIgaQZMniAqFAgsXLsTUqVOxdetWFBUVoby8HD/99BPeeustzJgxA/fu3UNgYCBycnJQUlKCPXv24L333sPHH38MhUIhjhUcHIxvv/22ysvLdTVs2DC0adMGX375Zb3HkMlkWLp0KRYuXIj169fj/v37yMvLw+zZs6FSqR77kEpOTg5SU1OxZcsWnD59WiwrV67EN998g4cPH4p9Hz58iOLiYrFUXmqvjbFjxyI1NRW7d+9GWVkZbt26hQ8++ABjxoyBtra22K+iokJyjrq8WoeIiIiajyZPEAHgP//5D1auXInPPvsMbdq0gaWlJcLDw+Hp6QljY2McOXIEANClSxcolUrMnTsXS5cuRWhoqGScV155BR07dkRFRQVef/11tfNs27ZN7T2INT2pPHv2bERGRj7RLqK3tzeSkpKwatUqmJmZwcHBARkZGTh69KjaPZD/tn79enTs2BGenp6wsLAQy6RJk6ChoSF5J6JSqYSenp5YarPDKJPJAACdOnXC1q1b8fHHH8PU1BRdu3aFiYmJWnK8ZcsWyTn09PRQVlZW90UhIiKiZ5pMEAShqYOgxvX777/Dzc0Nd+/ebbRzZmdnw9bWFllZWbCxsWm08xJRw6j8HX7tnc+hpzBp6nCarV0RPk0dAj3H6vK3+JnYQaTGIwgCtmzZgh49ejR1KERERPSMYoJYCyEhIWqXpuVyOYYNG9bUoVWrupj19fWxd+9e8VNoiIiIiP6Nl5ipUfASM1Hzxt9houaPl5iJiIiIqN6YIBIRERGRBBNEIiIiIpLQbOoAiIio+QiK2PnMveaGr44hanjcQSQiIiIiCSaIRERERCTBBJGIiIiIJJggEhEREZEEE0QiIiIikmCC+ATc3d2hq6sr+Si7ys84lslkcHBwQGlpqdh/9erVcHd3BwB4eHhg5syZamOmp6dDU1MTOTk51Z63tLQUs2bNgp2dHeRyOWxsbODjI32KLyUlBa6urpDL5VAqlfDy8kJGRoakj0wmw7lz5wAAcXFxcHFxqfJ84eHh0NLSglwuh0KhQPfu3bF3797HLxARERE1S0wQn1B0dDSKiorEcuLECbGtoKAAa9eurfK44OBgJCQkoLy8XFIfFxeHIUOGwMrKqtpzRkRE4MiRIzhy5AiKioqgUqkwcOBAsT05ORljx47FlClTcOPGDVy4cAGOjo5wdXXFpUuX6jXPMWPGoKioCPn5+Zg4cSLGjh2L/Pz8eo1FREREzzYmiE/RnDlzsGDBAjx48ECtzdPTEw8fPsT+/fvFuvLyciQmJiI4OLjGcVUqFTw9PWFrawsAsLKywpQpUwAAgiBgxowZCAsLQ2BgIPT19WFqaorIyEj07NkT4eHhTzQnDQ0NvPXWW7h//z4yMzOr7VdYWIjs7Gyx5ObmPtF5iYiIqPEwQXyKRo4ciXbt2iEmJkatTUdHB+PHj0dcXJxYl5KSgpKSEowaNarGcV1dXREdHY2YmBicOnUKFRUVYtv58+dx5coVjBs3Tu04Hx8fpKam1n9CeHR5+8svv4ShoSEcHR2r7RcVFQVbW1uxODs7P9F5iYiIqPEwQXxCoaGhUCqVYgkMDJS0R0REIDIyEgUFBWrHBgcHY+fOneKl2vj4ePj5+UFHR6fGc86ePRvz58/Htm3b4ObmBnNzcyxevBgAkJeXBwBVXqK2tLQU2+tq+/btUCqVsLKywrZt27Bjxw60bt262v6hoaHIysoSi0qlqtd5iYiIqPHxo/aeUFRUFEJCQqpt79+/P1xcXLBkyRLxknClnj17wtHREUlJSfD19cXOnTuRlpb22HNqaGggJCQEISEhKCkpwfbt2zFx4kR07doV9vb2AICcnBy0b99eclxubi5MTU3rPkkAXl5eSEpKqnV/hUIBhUJRr3MRERFR0+IOYiNYtGgRYmJicP36dbW24OBgxMfHIykpCR07dkT37t3rNLa2tjZ8fX3RpUsXpKenw8nJCXZ2dti8ebNa302bNmHQoEH1ngcRERE9H7iD2Ai6deuGESNGYMWKFXjppZckbf7+/pgzZw6uXbuG6dOn12q86OhodOnSBb1794aenh727duHM2fOwMXFBTKZDEuXLkVwcDCsrKzg7e2N+/fvY8mSJVCpVDh+/Hi14wqCgOLiYknd4y53ExERUcvDHcQnNH36dMl7EC0sLKrst2DBAty5c0et3tzcHMOHD0dOTg4mTJhQq3Pq6+tj1qxZsLa2hrGxMcLCwrBmzRq4ubkBALy9vZGUlIRVq1bBzMwMDg4OyMjIwNGjR+Hg4FDtuCqVCnp6epJS05PKRERE1DLJBEEQmjoIavmys7Nha2uLrKws2NjYNHU4RFRHlb/Dr73zOfQUJk0djsSuCJ/HdyKiOv0t5g4iEREREUnwHsRn1LBhw3Do0CG1en9/f6xevboJIiIiAuI+GMWrAETPASaIz6h9+/Y1dQhERET0nOIlZiIiIiKSYIJIRERERBJMEImIiIhIggkiEREREUkwQSQiIiIiCSaIRERERCTBBJGIiIiIJJggEhEREZEEE0QiIiIikmCCSEREREQSTBCJiIiISIIJIhERERFJaDZ1APR8KCsrAwDk5uY2cSREVB+Vv7v8HSZqvip/fyv/JteECSI1ips3bwIAnJ2dmzgSInoS/B0mav5u3rwJe3v7GvvIBEEQGiccep4VFxfjjz/+gJmZGTQ16///Jbm5uXB2doZKpYKlpWUDRtiycJ1qj2tVO1yn2uE61Q7XqfYacq3Kyspw8+ZNvPzyy9DV1a2xL3cQqVHo6uqiV69eDTaepaUlbGxsGmy8lorrVHtcq9rhOtUO16l2uE6111Br9bidw0p8SIWIiIiIJJggEhEREZEEE0RqVhQKBT788EMoFIqmDuWZxnWqPa5V7XCdaofrVDtcp9prqrXiQypEREREJMEdRCIiIiKSYIJIRERERBJMEImIiIhIggkiEREREUkwQaRn3q5du9C1a1fo6urCyckJsbGxjz3m4sWLGDFiBGxsbKCrqwsrKyuMHTsW58+fb4SIm0591urXX3/FpEmT0KFDB+jr68PR0REffPAB7t271wgRN436rFNJSQlmzZqF/v37w8DAADKZDHl5eY0Q7dN37tw5DB48GAYGBrCwsMCsWbNQUlLy2OMEQcCnn34KOzs76OnpoU+fPvjll18aIeKmUd91WrVqFUaMGAEzMzPIZDJs3bq1EaJtOvVZp9zcXMyaNQvdunWDoaEhbGxs4OfnhytXrjRS1E2jvj9T/v7+cHR0hIGBAYyMjNC/f3+kpqY2bHAC0TPs0KFDgoaGhjBlyhThhx9+EObNmyfIZDJhy5YtNR7322+/CW+++aawfv164ccffxQ2btwovPzyy4KVlZVw8+bNRoq+cdV3rd5//32hb9++wpdffin8+OOPwsqVKwVjY2NhwIABjRR546rvOuXn5wtKpVIYPHiwMHToUAFAi/hZun37tmBpaSn0799fSElJEdatWye0bt1aePfddx97bEREhKCtrS1ERUUJ33//vTB69GjB0NBQyMzMbITIG9eTrFPv3r2F3r17CxMnThQAPPZnrTmr7zrt2rVLcHBwEBYuXCgcOHBA2LRpk/DSSy8J5ubmwo0bNxop+sb1JD9TY8eOFVatWiV89913wq5duwRPT09BQ0ND+PnnnxssPiaI9EwbMmSI4OrqKqkbP3680Llz5zqPdf78eQGAkJiY2FDhPVPqu1ZV/cc3MTFRACAcP368QWN8FjzJz1RFRYUgCIIQGxvbYhLERYsWCQYGBsKtW7fEui+//FLQ0NAQ/v7772qPe/DggaBQKIQPPvhArHv48KHQtm1b4e23336qMTeF+q6TIAhCeXm5IAiCcOnSpRafINZ3nfLz84XS0lJJXVZWliCTyYTPPvvsqcXblJ7kZ+rfysrKBFtbW+Gtt95qsPh4iZmeWQ8fPsSPP/6IsWPHSup9fX1x9uxZXL58uU7jmZiYAECttu+bmydZKzMzM7W6V155BQCQk5PToHE2tSf9mZLJZE8xuqaxb98+DBo0CMbGxmLduHHjUFFRUeMlq7S0NBQWFmLcuHFinba2Nry8vLB3796nGnNTqO86AUCrVs/Pn9r6rpNSqYSmpqakzsbGBmZmZi3uv0OVnuRn6t80NDSgVCob9O/b8/NTS81OZmYmSktL0alTJ0l9586dATy6d+NxKioqUFpaisuXL2Pq1KmwtbXF6NGjn0q8Takh1uqfDh8+DABq4zV3Db1OLcG5c+fU1kOpVMLS0rLG9ahsq2otr169igcPHjR8sE2ovuv0vGnIdTp//jxu3Lgh/n62NE+6VoIgoKysDLdu3cJnn32Gv/76C1OmTGmw+Jgg0jMrPz8fwKNfmH8yMjICANy+ffuxY0ycOBHa2tpo164dVCoVvv/+e7Ru3brBY21qDbFWlfLy8hAeHo433ngDjo6ODRbjs6Ah16mlyM/PV1sP4NGa1LQe+fn50NHRga6urtpxgiCIa91S1HednjcNtU6CIOC9996DlZUVxo8f34ARPjuedK3WrVsHLS0tmJqa4qOPPsKmTZvQp0+fBotP8/FdiBrOnTt3kJub+9h+7du3b5DzLViwAP/5z39w9epVREdHY9CgQTh8+DDs7OwaZPynqbHXCgBKS0vh6+sLAPjiiy8abNynqSnWiYiervDwcBw4cAApKSkwMDBo6nCeSZ6enujWrRvy8vKwZcsWjBs3DsnJyRg2bFiDjM8EkRrVli1b8NZbbz2239mzZ8VdnTt37kjaKncm/nnfRnXatWuHdu3aoVevXhg2bBgcHR2xePFirFy5sh7RN67GXitBEDBp0iSoVCocOnQIlpaW9Yi68TX2OrU0RkZGausBPFqTmtbDyMgIDx8+RHFxsWQXMT8/HzKZTFzrlqK+6/S8aYh1+uqrr/Dxxx9j3bp1eO211xo6xGfGk66VqakpTE1NAQAeHh64ffs2Zs6c2WAJIi8xU6OaPHkyhEdPz9dYOnXqBAcHB2hpaandi1HdvU+Po6+vj86dO+PChQsNNp+nqbHX6r///S82b96M5ORkdO3a9anM6Wloyp+plqBTp05q61G5K1vTelS2ZWRkSOrPnTsnvhexJanvOj1vnnSdkpOT8fbbb+Pjjz/GpEmTnlaYz4SG/pnq0aNHg/59Y4JIzywdHR0MGDBA7aWymzZtQufOnWFvb1+n8QoLC/H777+3yEuNT7pWn376KZYtW4a4uLgW/X/sDf0z1RIMGzYM33//PQoKCsS6LVu2oFWrVhgyZEi1x7m6ukKhUGDLli1iXWlpKbZv347hw4c/zZCbRH3X6XnzJOt08OBBjB8/Hm+99Rbmz5//lCNteg39M3X48OGG/fvWYC/MIXoKKl9q/Pbbbws//vij8L///U+QyWTC5s2bJf00NDSESZMmiV9/+OGHwvTp04UtW7YIBw8eFOLi4oTu3bsLCoVCyMjIaOxpNIr6rlXlOw/9/f2Fo0ePSkpLfEFtfddJEARh7969wpYtW4R3331XACB8/fXXwpYtW4QzZ8405hQaVOXLel999VVh//79wtdffy0olUq1l/UOHDhQcHBwkNRFREQIOjo6QnR0tHDgwAFhzJgxLf5F2fVZp19//VXYsmWLsGrVKgGA8P7774v/bWpp6rtOf/75p9C6dWvhpZdeEo4cOSL579CFCxcaexqNor5rtXv3bmHcuHHiB0Fs27ZNGDNmjABA+OabbxosPiaI9Mz79ttvhZdfflnQ1tYWOnToIKxbt06tDwAhMDBQcsyrr74qmJiYCDo6OkL79u2FoKCgFvmH65/qs1aBgYECgCpLbGxs4wXfiOqzToIgCG3btq1ynT788MPGCfwp+fPPP4XXXntN0NPTE8zNzYX//ve/wsOHDyV9Xn31VaFt27aSuoqKCmHRokWCjY2NoKOjI/Tu3VtIS0trxMgbV33XqbrfsVdffbXxgm9E9VmnypfPV1X+/XvYktRnrc6ePSu88cYbgpWVlaCtrS1YWVkJHh4eDf4/HDJBEISG248kIiIiouaO9yASERERkQQTRCIiIiKSYIJIRERERBJMEImIiIhIggkiEREREUkwQSQiIiIiCSaIRERERCTBBJGIiIiIJJggEhE1kfDwcMhkMrGYmZlh4MCBOHTokFrfP/74A35+frCysoK2tjbatGkDLy8vHDhwQOxz/PhxBAcHo3PnzmjVqhVGjBhRqzgOHjwImUyG48ePN9jcHsfT0xPu7u7i1+Hh4ZDL5Y12fiKqGRNEIqImpKenh6NHj+Lo0aP44osvcOvWLbz22mtIT08X+3z77bfo1asXzp8/j4ULF+L777/HqlWroKenhyFDhuDOnTsAgCNHjuDQoUPo3r077OzsmmpK9TJ58mT8+OOPTR0GEf0/mk0dABHR86xVq1ZwcXERv3Z2doa9vT1Wr16NlStX4tq1a5g4cSL69u2LvXv3QltbW+w7ZswYTJ48GVpaWgCAadOm4T//+Q8ASHbnmgMbGxvY2Ng0dRhE9P9wB5GI6BliZ2cHMzMzXLp0CQDw1VdfobCwEMuWLZMkh5UGDBgAfX19AI+SzYZSXFyM0NBQWFlZQVdXF926dUNycrKkz9GjRzFq1ChYWVnBwMAA3bp1w4YNG9TGOnv2LF599VXo6urCwcEB8fHxan3+fYm58rL3d999Bz8/PxgaGqJt27ZYvHix2rFffvkl2rZtC319fQwePBinTp2CTCZDXFzcky8E0XOKO4hERM+QwsJC3Lp1C1ZWVgCAn376CVZWVnj55ZcbNY4JEyYgJSUFCxcuRKdOnbB+/XqMGTMGO3bswKhRowAAV65cgZubG0JCQqCrq4sjR47gzTffREVFBQIDAwE8SjSHDBkCAwMDMXn83//+h8LCQjg6Oj42jpCQEAQEBCA5ORk7duzA7Nmz0aVLF3h4eAAAdu7ciZCQEEyePBne3t44ffo0xo0b95RWhej5wQSRiKiJlZWVAQCys7Px/vvvo7y8HN7e3gCAv//+u9HvJ/z999+xfft2rF69GlOmTAEAeHh44PLly/joo4/EBNHX11c8RhAE9O/fH9nZ2fjyyy/FBDEuLg45OTk4d+6cmBC+8sor6NixY60SxDFjxiA8PBwA8Nprr2HPnj3YunWrmCB+8sknGDhwIL766isAwNChQ1FaWor58+c3zGIQPad4iZmIqAndu3cPWlpa0NLSQrt27fDjjz9i5cqVGDp0qNhHJpM1akyVT1GPHTtWUu/j44NTp07h3r17AID8/Hy89957aNu2rTiHNWvW4Pz58+Ixx44dw0svvSRJBjt06ICuXbvWKpYhQ4aI/5bJZOjcuTOys7MBAOXl5Th16pSYsFZ644036jBbIqoKdxCJiJqQnp4efv75Z8hkMpiamsLW1lZyL6G1tTXOnTvXqDHl5+dDS0sLxsbGkvo2bdpAEAQUFBTAwMAAQUFBSEtLw//+9z+8+OKLUCgU+OKLL7Bp0ybxmNzcXJibm6udo02bNnjw4MFjY1EqlZKvtbW1UVBQAAC4efMmysrKYGZmJulT1fmIqG6YIBIRNaFWrVqhZ8+e1ba7u7vjwIEDOHPmDF588cVGicnY2BilpaXIz8+HkZGRWH/9+nXIZDIolUoUFxdj9+7diIqKwrRp08Q+FRUVkrEsLS1x8uRJtXNcv34dCoXiieI0MzODpqYmbt68Kam/cePGE41LRLzETET0TJs8eTIUCgVmzJiB0tJStfaDBw/i/v37DXrOvn37AgC2bNkiqd+yZQteeeUVGBgY4OHDh6ioqJA8WX337l3s3LlTcoyzszPS09Nx4cIFse7ChQv47bffnjhODQ0NvPLKK/j2228l9Tt27HjisYmed9xBJCJ6hllYWGD9+vUYN24c3Nzc8O6776J9+/bIy8vDjh07kJiYiFu3bgF4dMn1p59+Ev9dVFSErVu3AgCGDx8uvg7ncbp06QIvLy+EhobiwYMH6NixIxISEpCWliYmY61bt0avXr3w6aefijt5n376KVq3bi3ZwQsKCsInn3yCESNGYMGCBQAePcVsYWHRIOszb948vPHGG3jrrbcwduxYnDp1SnyNTkO+9ofoecMEkYjoGffGG2/g119/xaeffoo5c+YgLy8PRkZG6Nu3L7777ju0bt0aAHDmzBm1B0sqv7506RLs7e1rfc6EhATMnTsXn376KW7fvo1OnTph69atGDlypNhn48aNmDJlCgIDA2FiYoL33nsPRUVF+Oyzz8Q+enp6SE1Nxdtvvw1/f39YW1tj/vz5+Pbbb8V7CZ/EqFGj8MUXX2DRokVISEhA79698cUXX2DIkCHiuhBR3ckEQRCaOggiIqKGsm7dOkyePLnOSTER/f+4g0hERM3W7du38dFHH2HgwIEwNDTEr7/+ioULF+KNN95gckj0BJggEhFRs6WlpYXMzExs3LgRBQUFMDMzQ0BAACIjI5s6NKJmjZeYiYiIiEiCj3gRERERkQQTRCIiIiKSYIJIRERERBJMEImIiIhIggkiEREREUkwQSQiIiIiCSaIRERERCTBBJGIiIiIJJggEhEREZEEE0QiIiIikvj/ALOIPfWcFCFnAAAAAElFTkSuQmCC)

*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_03_soil_nitrogen_availability.csv
- **Started:** 2026-09-21 02:14:27.741981
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/aa8e993ca24f4dfb9083d77a2739eb34

| Parameter | Value |
|---|---|
| ordination_method | pca |
| method | pca |
| feature_cols | ENV_SOILOC, ENV_SOILTC, ENV_SOILTN, ENV_PH, ENV_SOILCLAY, ENV_SOILSILT, ENV_SOILSAND, ENV_SOILMOIS, ENV_SOILP, PC_SHOOTMASS, PC_LITTERMASS, COVER_TOTAL_JUL, COVER_RICHNESS_JUL, PASTURE_TOTALAREA, LAT, LONG, ENV_SOILNH4, ENV_SOILNO3, SOIL_EC_uS_cm, SOIL_CO2_mg_per_g |
| 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)
```