{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import sys\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import matplotlib.patches as mpatches\n", "import gc\n", "import time\n", "import subprocess\n", "from concurrent.futures import ProcessPoolExecutor, as_completed" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from rdkit import Chem\n", "from rdkit.Chem import AllChem, DataStructs, Draw\n", "from rdkit import RDConfig\n", "from rdkit.Chem import Descriptors, rdMolDescriptors, Lipinski, rdDistGeom, rdPartialCharges\n", "from rdkit.Chem.AllChem import GetMorganGenerator\n", "from rdkit.DataStructs.cDataStructs import ConvertToNumpyArray\n", "from rdkit.Avalon.pyAvalonTools import GetAvalonFP" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2024-10-22 14:26:21.293012: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:485] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n", "2024-10-22 14:26:21.310670: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:8454] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n", "2024-10-22 14:26:21.314346: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1452] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", "2024-10-22 14:26:21.325676: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", "2024-10-22 14:26:20.524434: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n" ] } ], "source": [ "import tensorflow as tf\n", "from tensorflow import keras\n", "from tensorflow.keras import layers\n", "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Dense, Dropout, Activation\n", "from tensorflow.keras.regularizers import l2\n", "from tensorflow.keras.optimizers import Adam\n", "from tensorflow.keras import regularizers" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.linear_model import Ridge\n", "from sklearn.ensemble import RandomForestRegressor\n", "from sklearn.neural_network import MLPRegressor\n", "from sklearn.svm import SVR\n", "from sklearn.metrics import r2_score, mean_absolute_error, mean_squared_error, root_mean_squared_error" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import plotly.graph_objects as go" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n", "I0000 00:00:1729574782.487297 16667 cuda_executor.cc:1001] could not open file to read NUMA node: /sys/bus/pci/devices/0000:01:00.0/numa_node\n", "Your kernel may have been built without NUMA support.\n", "I0000 00:00:1729574782.528655 16667 cuda_executor.cc:1001] could not open file to read NUMA node: /sys/bus/pci/devices/0000:01:00.0/numa_node\n", "Your kernel may have been built without NUMA support.\n", "I0000 00:00:1729574782.528749 16667 cuda_executor.cc:1001] could not open file to read NUMA node: /sys/bus/pci/devices/0000:01:00.0/numa_node\n", "Your kernel may have been built without NUMA support.\n" ] } ], "source": [ "tf.keras.backend.clear_session()\n", "gpus = tf.config.experimental.list_physical_devices('GPU')\n", "if gpus:\n", " try:\n", " for gpu in gpus:\n", " tf.config.experimental.set_memory_growth(gpu, True)\n", " except RuntimeError as e:\n", " print(e)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "target_path = \"result/1_standard_ML\"\n", "os.makedirs(target_path, exist_ok=True)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "data_ws = pd.read_csv('./data/ws496_logS.csv', dtype={'SMILES': 'string'})\n", "smiles_ws = data_ws['SMILES']\n", "y_ws = data_ws.iloc[:, 2]\n", "\n", "data_delaney = pd.read_csv('./data/delaney-processed.csv', dtype={'smiles': 'string'})\n", "smiles_de = data_delaney['smiles']\n", "y_de = data_delaney.iloc[:, 1]\n", "\n", "data_lovric2020 = pd.read_csv('./data/Lovric2020_logS0.csv', dtype={'isomeric_smiles': 'string'})\n", "smiles_lo = data_lovric2020['isomeric_smiles']\n", "y_lo = data_lovric2020.iloc[:, 1]\n", "\n", "data_huuskonen = pd.read_csv('./data/huusk.csv', dtype={'SMILES': 'string'})\n", "smiles_hu = data_huuskonen['SMILES']\n", "y_hu = data_huuskonen.iloc[:, -1].astype('float')\n", "\n", "data_bigsoldb = pd.read_csv('./data/BigSolDB.csv', dtype={'SMILES':'string'})\n", "smiles_bd = data_bigsoldb['SMILES']\n", "y_bd = data_bigsoldb.iloc[:, 2].astype('float')\n", "\n", "data_aqsoldb = pd.read_csv('./data/curated-solubility-dataset.csv', dtype={'SMILES':'string'})\n", "smiles_aq = data_aqsoldb['SMILES']\n", "y_aq = data_aqsoldb.iloc[:, 5].astype('float')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def plot_advanced_histograms(data_frames, save_path=\"result/dataset_plot\"):\n", " save_path = os.path.join(save_path, 'histogram')\n", " os.makedirs(save_path, exist_ok=True)\n", "\n", " for df_name, (smiles, y_values) in data_frames.items():\n", " print(f\"Processing dataset: {df_name}\")\n", " \n", " outliers_txt_path = os.path.join(save_path, f\"{df_name}_outliers_info.txt\") # Fixed path\n", " \n", " with open(outliers_txt_path, 'w') as outlier_file:\n", " fig, ax = plt.subplots(figsize=(10, 6))\n", " \n", " # Histogram with KDE plot\n", " sns.histplot(y_values, bins=30, kde=True, ax=ax, color='blue', alpha=0.6, edgecolor='black') # Fixed bins\n", " \n", " # IQR for outlier detection\n", " Q1 = np.percentile(y_values, 25)\n", " Q3 = np.percentile(y_values, 75)\n", " IQR = Q3 - Q1\n", " lower_bound = Q1 - 1.5 * IQR\n", " upper_bound = Q3 + 1.5 * IQR\n", " outliers = y_values[(y_values < lower_bound) | (y_values > upper_bound)]\n", " \n", " outlier_indices = np.where((y_values < lower_bound) | (y_values > upper_bound))[0]\n", " if len(outlier_indices) > 0:\n", " outlier_file.write(f\"Outliers for {df_name}:\\n\")\n", " for idx in outlier_indices:\n", " # Adjusted to handle indexing in case smiles is not a Series\n", " outlier_info = f\"Index: {idx}, SMILES: {smiles[idx]}, Value: {y_values[idx]}\\n\" # Fixed indexing\n", " outlier_file.write(outlier_info)\n", " \n", " # Mark outliers on the plot\n", " ax.scatter(outliers, np.zeros_like(outliers), color='red', s=10, label=f'Outliers: {len(outliers)}')\n", " \n", " # Mean, median, standard deviation\n", " mean_val = np.mean(y_values)\n", " median_val = np.median(y_values)\n", " std_val = np.std(y_values)\n", " \n", " ax.axvline(mean_val, color='r', linestyle='--', linewidth=1.5, label=f'Mean: {mean_val:.2f}')\n", " ax.axvline(median_val, color='g', linestyle='-', linewidth=1.5, label=f'Median: {median_val:.2f}')\n", " ax.fill_betweenx([0, ax.get_ylim()[1]], mean_val - std_val, mean_val + std_val, color='r', alpha=0.1, label=f'STD: ±{std_val:.2f}')\n", " \n", " # Dynamic X range adjustment based on IQR\n", " ax.set_xlim(lower_bound - IQR, upper_bound + IQR)\n", " \n", " ax.set_title(f\"Histogram and KDE with Outliers for {df_name}\")\n", " ax.set_xlabel('LogS')\n", " ax.set_ylabel('Frequency')\n", " ax.legend()\n", " ax.grid(axis='y', alpha=0.75)\n", " \n", " # Save plot\n", " fig_save_path = os.path.join(save_path, f\"{df_name}_histogram_kde.png\") # Fixed path\n", " plt.savefig(fig_save_path, dpi=300, bbox_inches='tight')\n", " print(f\"File saved to: {fig_save_path}\")\n", " \n", " # Show plot\n", " plt.show()\n", " plt.close(fig)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Processing dataset: ws496\n", "File saved to: result/1_standard_ML/histogram/ws496_histogram_kde.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Processing dataset: delaney\n", "File saved to: result/1_standard_ML/histogram/delaney_histogram_kde.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Processing dataset: lovric\n", "File saved to: result/1_standard_ML/histogram/lovric_histogram_kde.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Processing dataset: huusk\n", "File saved to: result/1_standard_ML/histogram/huusk_histogram_kde.png\n" ] }, { "data": { "image/png": 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lUiJSoVitVsaPH8/atWtJTk7mww8/ZN++fQwcOJCMjIxCj8390HPw4ME8+w4cOOA7Zyi33V9//ZWn3akfVHLlNwLw3nvv0adPH1599VWGDh1Kt27d6NKlS7HOJyqplJQUvv76a+6//34efPBB+vXrxznnnEO7du1ITk4uUZ+5z8upz4HL5Sr2+kVnn302ixYtIisri759+7Jt27ZiHZ+YmMiaNWs477zzyqw6Yrdu3QgLC2PRokUsXLiQfv36YTKZ6Nevn29Ua+/evaVOpEqqb9++WK1Wv0ISp8rd179/f9+2oKCgfAtZlGbNqfzUrl2bdu3a5TsauGrVKh599FG/9gWNmo0ePZoVK1aQkpLCN998g2EYXHTRRSUa5YmKiirw9Z4bc1FiKo3g4OB8n/9TE8vc5PrUtvn9nmrXrs3MmTPZvXs3e/bsYfr06cyfPz/PaHtcXBxfffUVS5cu5Yorrjhtsi4iZUuJlIhUWDVr1mTYsGHceeedJCcn+6p0nTqSkuuCCy4AvAnOyVatWsXWrVvp168f4P1AHRQUxEcffeTX7pdffinWhzmTyZSndPKGDRtYuXJlkfsoKZPJhGEYee7/zTffxO12l6jP3OIY77//vt/2jz/+uEQVwDp37szixYvJzs6mb9++/PHHH0U6LjMz01d17P777y/2/RbEZrPRq1cvFi5cyA8//OBLRs4//3ysViuPPPKIL7EqTEF/f6UVHR3NTTfdxIIFC/L8bQJs376dp59+mrPOOsuvIEXjxo3ZsGGDX9sffviBtLS0Mo37oosuYteuXURFReU7IliUtalOFhoayuDBg3n44YfJycnJdxHm0+nXrx9btmxh7dq1ftvfeecdTCZTvuuNlbXGjRuTlJTk98VMTk4OCxYs8GtXr149goOD8/yuvvjii0L7j4uL46677qJ///55HifAgAEDWLBgAT/++CMXXXRRngqKIlJ+VLVPRCqUiy++mLZt29KlSxfq1KnDnj17mDlzJo0aNfKdt9KuXTsAXnzxRUaOHInNZqNly5a0bNmSW2+9lVmzZmE2mxk8eLCval9sbCz33nsv4J1KN378eKZPn06tWrW4/PLL2b9/P0888QT169f3O4+pMBdddBFTpkzh8ccfp3fv3mzbto0nn3yS+Pj4ci89XKNGDXr16sUzzzxD7dq1ady4McuWLeOtt94q8SLFrVu35vrrr2fmzJnYbDYuvPBCNm3a5KtwVhIdO3Zk8eLF9OvXj759+/LDDz/4zgED73lgv/zyCx6Ph5SUFN+CvHv27OG5555jwIABefrcsWMHv/zyS57tDRs29Kuel59+/foxYcIEAN/Ik8PhoEePHnz//fe0b9+eunXrFtpH06ZNcTgcvP/++7Ru3ZqwsDBiYmJ808lK4/nnn2fbtm1cf/31/Pjjj1x88cUEBQXxyy+/8OyzzxIeHs6nn37qt4bUDTfcwKOPPspjjz1G79692bJlCy+99FKeqbRt27YF4I033iA8PJzg4GDi4+OLPG1z3LhxfPrpp/Tq1Yt7772X9u3b4/F42Lt3L99//z0TJkygW7duhfZxyy234HA46NmzJ/Xr1+fQoUNMnz6diIgIXzXF4rj33nt55513GDp0KE8++SSNGjXim2++4ZVXXuGOO+7ItwJnWRsxYgSPPfYYV199Nffddx9ZWVn85z//yfOFhslk4vrrr+ftt9+madOmdOjQgd9++40PPvjAr11KSgp9+/bl2muvpVWrVoSHh7Nq1Sq+++47rrjiinxjOO+881i8eDGDBg1iwIAB/O9//yvSVGoRKaWAlroQkSoltzrcqVW9cg0dOvS0lcGee+45o0ePHkbt2rUNu91uxMXFGWPGjDF2797td9ykSZOMmJgYw2w2+1Uic7vdxtNPP220aNHCsNlsRu3atY3rr78+T0U3j8djTJ061WjYsKFht9uN9u3bG19//bXRoUMHv4p7uZXi/vvf/+Z5PNnZ2cbEiRONBg0aGMHBwUbnzp2Nzz//PE8Vr4Iq1BXU9+mex1z79+83rrzySqNWrVpGeHi4MWjQIGPTpk15ntOC+su9/5OruGVnZxsTJkww6tatawQHBxvnnnuusXLlyjx9FgQw7rzzzjzb169fb9SuXduoV6+esXnzZt9zknuxWCxGrVq1jLPPPtsYN26csXnz5jx9nK5q38MPP3za+NavX28ARvPmzf22P/XUUwZgjB8/Ps8x+T32Dz/80GjVqpVhs9n8Kq6NHDnSCA0NzdPHqRXcCpOTk2O8/PLLRrdu3YywsDAjKCjIaNmypXH//fcbR44cydM+OzvbuP/++43Y2FjD4XAYvXv3NtatW5dv3DNnzjTi4+MNi8XiV0GuKFX7DMMw0tLSjEceecRo2bKlYbfbjYiICKNdu3bGvffeaxw6dMjXrqC/g7lz5xp9+/Y16tWrZ9jtdiMmJsYYPny4sWHDhtM+L/lV7TMMw9izZ49x7bXXGlFRUYbNZjNatmxpPPPMM34VMotSJfJUBT2G/J6X//3vf0bHjh0Nh8NhNGnSxHjppZfy/Z2npKQYN998s1GvXj0jNDTUuPjii43du3f7/Q1lZWUZt99+u9G+fXujRo0ahsPhMFq2bGk8/vjjRnp6uq+v3Kp9J9u0aZMRHR1tdO7c2Th8+HCRH6uIlIzJMIqwsIuISDWQkJBAq1atePzxxwtdIFREREREiZSIVEvr16/nww8/pEePHtSoUYNt27YxY8YMUlNT2bRp02lLaYuIiEj1pnOkRKRaCg0NZfXq1bz11lscP36ciIgI+vTpw1NPPaUkSkRERE5LI1IiIiIiIiLFpPLnIiIiIiIixaRESkREREREpJiUSImIiIiIiBRTQItN/PjjjzzzzDOsWbOGgwcP8tlnn/mt1n6y2267jTfeeIMXXniBcePG+bZnZ2czceJEPvzwQzIzM+nXrx+vvPLKaRdlPJnH4+HAgQOEh4djMplK+ahERERERKSyMgyDEydOEBMTg9lc8LhTQBOp9PR0OnTowOjRo7nyyisLbPf555/z66+/5rtq/Lhx4/jqq6+YN28eUVFRTJgwgYsuuog1a9b4rfxemAMHDhAbG1vixyEiIiIiIlXLvn37Ch2cCWgiNXjwYAYPHlxom8TERO666y4WLFjA0KFD/falpKTw1ltv8e6773LhhRcC8N577xEbG8uiRYsYOHBgkeIIDw8HvE9WjRo1SvBIRESkUnE6YfZs7/XRo8FmK7R5ek46Mc95v8w7MOEAofbQ8o5QREQCJDU1ldjYWF+OUJAKvY6Ux+Phhhtu4L777uOss87Ks3/NmjU4nU4GDBjg2xYTE0Pbtm1ZsWJFgYlUdnY22dnZvtsnTpwAICQkhJCQkDJ+FCIiUuGkp2O97z4AXLfcAqd57zesBgR7r4eEhBBi1/8KEZGqyuVyAZz2lJ8KnUg9/fTTWK1W/vWvf+W7/9ChQ9jtdmrVquW3vV69ehw6dKjAfqdPn84TTzyRZ/vq1asJDdW3jCIiVZ05M5Puf19ftWoVHoej0PaZ7kzf9VWrV+GwFN5eREQqr/T09CK1q7CJ1Jo1a3jxxRdZu3ZtsQtAGIZR6DGTJk1i/Pjxvtu5w3ddunTR1D4RkergpH+S55xzDpzmS7T0nHRY8nf7Ludoap+ISBWWmppapHYVNpH66aefSEpKIi4uzrfN7XYzYcIEZs6cye7du4mOjiYnJ4djx475jUolJSXRo0ePAvsOCgoiKCgoz3ar1YrVWmGfEhERKSsnvddbrVa/2/k29/i31/8KEZGqq6jv8RX2P8ENN9zgKyCRa+DAgdxwww2MHj0agLPPPhubzcbChQsZPnw4AAcPHmTTpk3MmDHjjMcsIiIiImeGYRi4XC7cbnegQ5FKxmKxYLVaS73sUUATqbS0NHbu3Om7nZCQwLp164iMjCQuLo6oqCi/9jabjejoaFq2bAlAREQEY8aMYcKECURFRREZGcnEiRNp165dniRMRERERKqGnJwcDh48SEZGRqBDkUoqJCSE+vXrY7fbS9xHQBOp1atX07dvX9/t3POWRo4cyZw5c4rUxwsvvIDVamX48OG+BXnnzJlT5DWkRERERKTy8Hg8JCQkYLFYiImJwW63l3pkQaoPwzDIycnh8OHDJCQk0Lx580IX3S1MQBOpPn36YBhGkdvv3r07z7bg4GBmzZrFrFmzyjAyERGp0oKC4Ouv/7kuIpVGTk4OHo+H2NhYLVsjJeJwOLDZbOzZs4ecnByCg4NL1E+FPUdKRESk3FitcMoi7yJSuZR0FEEEyubvR3+BIiIiIiIixaQRKRERqX6cTnj/fe/1664Dmy2w8YiISKWjESkREal+cnJg9GjvJScn0NGIiJSZUaNGcdlll/lu9+nTh3HjxgUsnqpMiZSIiIiIyBmyb98+xowZ46s42KhRI+655x6OHj1arH52796NyWRi3bp1hbabP38+U6ZMKUXEZWP58uX07NmTqKgoHA4HrVq14oUXXsjT7tNPP6VNmzYEBQXRpk0bPvvsswBEWzRKpEREREREzoA///yTLl26sH37dj788EN27tzJa6+9xuLFi+nevTvJycllfp+RkZGEh4eX+Hi3243H4yl1HKGhodx11138+OOPbN26lUceeYRHHnmEN954w9dm5cqVjBgxghtuuIH169dzww03MHz4cH799ddS3395UCIlIiIiInIG3Hnnndjtdr7//nt69+5NXFwcgwcPZtGiRSQmJvLwww/72ppMJj7//HO/42vWrOlbazU+Ph6ATp06YTKZ6NOnT773eerUvpycHO6//34aNGhAaGgo3bp1Y+nSpb79c+bMoWbNmnz99de+kaE9e/awdOlSunbtSmhoKDVr1qRnz57s2bOnyI+9U6dOXHPNNZx11lk0btyY66+/noEDB/LTTz/52sycOZP+/fszadIkWrVqxaRJk+jXrx8zZ84s8v2cSUqkRERERKT6+vVXePdd789ylJyczIIFCxg7diwOh8NvX3R0NNdddx0fffRRkddY/e233wBYtGgRBw8eZP78+UU6bvTo0fz888/MmzePDRs2cNVVVzFo0CB27Njha5ORkcH06dN588032bx5M5GRkVx22WX07t2bDRs2sHLlSm699VbfQsi50wxPTshO5/fff2fFihX07t3bt23lypUMGDDAr93AgQNZsWJFkfs9k1S1T0RERESqpwcegBkz/rl9//3w9NPlclc7duzAMAxat26d7/7WrVtz7NgxDh8+TN26dU/bX506dQCIiooiOjq6SDHs2rWLDz/8kP379xMTEwPAxIkT+e6775g9ezbTpk0DwOl08sorr9ChQwfAmwSmpKRw0UUX0bRpU1+8uWw2Gy1btizSAskNGzbk8OHDuFwuJk+ezM033+zbd+jQIerVq+fXvl69ehw6dKhIj+9MUyIlIiIiItXPr7/6J1HgvX3FFdCt2xkPJ3ckKneUpzysXbsWwzBo0aKF3/bs7GyioqJ8t+12O+3bt/fdjoyMZNSoUQwcOJD+/ftz4YUXMnz4cOrXrw9AgwYN+OOPP4oUw08//URaWhq//PILDz74IM2aNeOaa67x7T/18RuGUa7PSWkokRIRkeonKAg+/vif6yJS/WzfXvD2ckikmjVrhslkYsuWLX7lyXP98ccf1KpVi9q1awPehOLUaX5Op7NUMXg8HiwWC2vWrMFisfjtCwsL8113OBx5kpfZs2fzr3/9i++++46PPvqIRx55hIULF3LuuecWK4bcc7vatWvHX3/9xeTJk32JVHR0dJ7Rp6SkpDyjVBWFEikRkTPB5YIiznuXMyT3g4xheBfoLczJ+51OMJXuw4ychskEVn1EkXJ2yqjMabeXUlRUFP379+eVV17h3nvv9TtP6tChQ7z//vvceOONvgSmTp06HDx40Ndmx44dZGRk+G7b7XbAW1WvqDp16oTb7SYpKYnzzz+/2I+hU6dOdOrUiUmTJtG9e3c++OCDYidSJzMMg+zsbN/t7t27s3DhQu69917ftu+//54ePXqU+D7Kk96lRETKm8sF+/ad/sO6VFyufz68sGc3WE9/HoCUgs0GsbFKpqR8devmPSfq5Ol9DzxQrtP6XnrpJXr06MHAgQOZOnUq8fHxbN68mfvuu48GDRrw1FNP+dpecMEFvPTSS5x77rl4PB4eeOABbDabb3/dunVxOBx89913NGzYkODgYCIiIgq9/xYtWnDddddx44038txzz9GpUyeOHDnCDz/8QLt27RgyZEi+xyUkJPDGG29wySWXEBMTw7Zt29i+fTs33ngjAImJifTr14933nmHrl275tvHyy+/TFxcHK1atQK860o9++yz3H333b4299xzD7169eLpp5/m0ksv5YsvvmDRokUsX768aE/wGaZ3KBGR8pY74mGx6INhReFywYIF3usDB57+92I+6RtfexDYNB2w3Lhc3teLRnDlTHj6ae85Udu3e0eiyvncqObNm7N69WomT57MiBEjOHr0KNHR0Vx22WU8/vjjREZG+to+99xzjB49ml69ehETE8OLL77ImjVrfPutViv/+c9/ePLJJ3nsscc4//zzi1Q1b/bs2UydOpUJEyaQmJhIVFQU3bt3LzCJAggJCeGPP/5g7ty5HD16lPr163PXXXdx2223Ad4ph9u2bfMbMTuVx+Nh0qRJJCQkYLVaadq0Kf/+9799fQD06NGDefPm8cgjj/Doo4/StGlTPvroI7oF4Jy1ojAZRa2xWIWlpqYSERFBSkoKNWrUCHQ4IlLVOJ2QkOA9F+ekbxMlgDIyoHlz7/UdO+A0labSnRmEzfG2Txu1g1CbRqTKjdMJ2dkQH6/Xi+QrKyuLhIQE4uPjCQ4ODnQ4UkkV9ndU1NxA60iJiIiIiIgUkxIpERERERGRYlIiJSIiIiIiUkxKpERERERERIpJiZSIiIiIiEgxKZESEREREREpJi1oIiIi1Y/NBs8//891ERGRYlIiJSIi1Y/NBiNGBDoKERGpxDS1T0REREREpJg0IiUiItWPywVLl3qv9+kDVv07FBGR4tGIlIiIVD85OTBypPeSkxPoaESkmhg1ahQmk4nbb789z76xY8diMpkYNWrUmQ+sBJKTk7n77rtp2bIlISEhxMXF8a9//YuUlJRCj2vcuDEmkynP5c477/S1yX2eTr6ce+655f2Qik2JlIiIiIjIGRIbG8u8efPIzMz0bcvKyuLDDz8kLi4ugJEVz4EDBzhw4ADPPvssGzduZM6cOXz33XeMGTOm0ONWrVrFwYMHfZeFCxcCcNVVV/m1GzRokF+7//3vf+X2WEpKiZSIiIiIVA3p6QVfsrKK3vakJKfQtiXQuXNn4uLimD9/vm/b/PnziY2NpVOnTn5tDcNgxowZNGnSBIfDQYcOHfjkk098+91uN2PGjCE+Ph6Hw0HLli158cUX/foYNWoUl112Gc8++yz169cnKiqKO++8E6fTWaL4c7Vt25ZPP/2Uiy++mKZNm3LBBRfw1FNP8dVXX+FyuQo8rk6dOkRHR/suX3/9NU2bNqV3795+7YKCgvzaRUZGlire8qBESkRERESqhrCwgi9XXunftm7dgtsOHuzftnHj/NuV0OjRo5k9e7bv9ttvv81NN92Up90jjzzC7NmzefXVV9m8eTP33nsv119/PcuWLQPA4/HQsGFDPv74Y7Zs2cJjjz3GQw89xMcff+zXz5IlS9i1axdLlixh7ty5zJkzhzlz5vj2T548mcaNG5f48eRKSUmhRo0aWIt43mlOTg7vvfceN910EyaTyW/f0qVLqVu3Li1atOCWW24hKSmp1PGVNZ1dKyIiIiJyBt1www1MmjSJ3bt3YzKZ+Pnnn5k3bx5Lc4vgAOnp6Tz//PP88MMPdO/eHYAmTZqwfPlyXn/9dXr37o3NZuOJJ57wHRMfH8+KFSv4+OOPGT58uG97rVq1eOmll7BYLLRq1YqhQ4eyePFibrnlFgBq165N06ZNS/WYjh49ypQpU7jtttuKfMznn3/O8ePH85wXNnjwYK666ioaNWpEQkICjz76KBdccAFr1qwhKCioVHGWJSVSIiIiIlI1pKUVvM9i8b9d2AiH+ZRJW7t3lzik/NSuXZuhQ4cyd+5cDMNg6NCh1K5d26/Nli1byMrKon///n7bc3Jy/KYAvvbaa7z55pvs2bOHzMxMcnJy6Nixo98xZ511FpaTHn/9+vXZuHGj7/Zdd93FXXfdVWC806ZNY9q0aX6xnXw+V2pqKkOHDqVNmzY8/vjjRXsSgLfeeovBgwcTExPjt33ESev8tW3bli5dutCoUSO++eYbrrjiiiL3X96USImIiIhI1RAaGvi2RXTTTTf5kpeXX345z36PxwPAN998Q4MGDfz25Y7KfPzxx9x7770899xzdO/enfDwcJ555hl+/fVXv/Y2m83vtslk8vVfFLfffrvfCNfJic+JEycYNGgQYWFhfPbZZ3nuqyB79uxh0aJFfueKFaR+/fo0atSIHTt2FDnmM0GJlIiIVD82Gzz11D/Xy0BiYiLJycll0tfJIiMj83yIEpHKb9CgQeT8vfzCwIED8+xv06YNQUFB7N27N08hhlw//fQTPXr0YOzYsb5tu3btKvNYIyMj8y32kJqaysCBAwkKCuLLL78kODi4yH3Onj2bunXrMnTo0NO2PXr0KPv27aN+/frFiru8KZESEZHqx2aDMlyrJTExkV69epF5alWwMuAIDubHH39UMiVSxVgsFrZu3eq7fqrw8HAmTpzIvffei8fj4bzzziM1NZUVK1YQFhbGyJEjadasGe+88w4LFiwgPj6ed999l1WrVhEfH1+sWF566SU+++wzFi9eXORjTpw4wYABA8jIyOC9994jNTWV1NRUwFuZL/cx9evXj8svv9xv6qDH42H27NmMHDkyT2GKtLQ0Jk+ezJVXXkn9+vXZvXs3Dz30ELVr1+byyy8v1uMqb0qkRERESik5OZnMrCx69phFRETzMus3JWUHP6+4m+TkZCVSIlVQjRo1Ct0/ZcoU6taty/Tp0/nzzz+pWbMmnTt35qGHHgK8U+7WrVvHiBEjMJlMXHPNNYwdO5Zvv/22WHEcOXKk2CNZa9as8U0hbNasmd++hIQEXxXAXbt2ceTIEb/9ixYtYu/evflWKrRYLGzcuJF33nmH48ePU79+ffr27ctHH31EeHh4sWIsbybDMIxABxFoqampRERE+Eo2ioiUKacTEhIgKKjMppFJKbndkHsOQbdueU9CP0W6M4OwOd4EKW3UDkJtIX77N27cyMBBgxgy+DsiI9uVWZjJyRv537eDWPDdd7RrV3b9VmhOJ2RnQ3y8Xi+Sr6ysLBISEoiPjy/WVDKRkxX2d1TU3EAjUiIiUv1kZ8NVV3mv79gBISGFtxcRETmFFuQVEREREREpJiVSIiIiIiIixaRESkREREREpJiUSImIiIiIiBSTik2IiIhUcDt27CjzPrXQr4hI6SiREhERqaAyM/8C4K677y7zvrXQr4hI6SiREhGR6sdqhUce+ed6BZWTkwpAh/bTaNCgc5n1q4V+RURKr+L+9xARESkvdjvccUegoyiysLAmZbrQr4iIlJ6KTYiIiIiIVBFLly7FZDJx/PhxAObMmUPNmjUDGlNVpURKRESqH7cb1q3zXtzuQEcjItXEqFGjMJlM3H777Xn2jR07FpPJxKhRo8r0PkeMGMH27dvLtM+SWr9+Pddccw2xsbE4HA5at27Niy++eNrj+vTpg8lk8rtcffXVvv27d+9mzJgxxMfH43A4aNq0KY8//jg5OTnl+XA0tU9ERKqh7GwYOtR7fccOCAkJbDwiUm3ExsYyb948XnjhBRwOBwBZWVl8+OGHxMXFlfn9ORwO3/0E2po1a6hTpw7vvfcesbGxrFixgltvvRWLxcJdd91V6LG33HILTz75pO/2yY/pjz/+wOPx8Prrr9OsWTM2bdrELbfcQnp6Os8++2y5PR6NSImIiIhIpWYYBuk56QG5GIZRrFg7d+5MXFwc8+fP922bP38+sbGxdOrUKc/jmjFjBk2aNMHhcNChQwc++eQTvzb/+9//aNGiBQ6Hg759+7J7926//adO7du1axeXXnop9erVIywsjHPOOYdFixb5HdO4cWOmTZvGTTfdRHh4OHFxcbzxxhvFepz5uemmm/jPf/5D7969adKkCddffz2jR4/2ey4KEhISQnR0tO8SERHh2zdo0CBmz57NgAEDaNKkCZdccgkTJ04sUr+loREpEREREanUMpwZhE0PC8h9p01KI9QeWqxjRo8ezezZs7nuuusAePvtt7nppptYunSpX7tHHnmE+fPn8+qrr9K8eXN+/PFHrr/+eurUqUPv3r3Zt28fV1xxBbfffjt33HEHq1evZsKECYXHm5bGkCFDmDp1KsHBwcydO5eLL76Ybdu2+Y2IPffcc0yZMoWHHnqITz75hDvuuINevXrRqlUrwDvdrnHjxsyZM6dYj/1UKSkpREZGnrbd+++/z3vvvUe9evUYPHgwjz/+OOHh4aXutzSUSImIiIiInEE33HADkyZNYvfu3ZhMJn7++WfmzZvnl0ilp6fz/PPP88MPP9C9e3cAmjRpwvLly3n99dfp3bs3r776Kk2aNOGFF17AZDLRsmVLNm7cyNNPP13gfXfo0IEOHTr4bk+dOpXPPvuML7/80m963ZAhQxg7diwADzzwAC+88AJLly71JVJxcXHUr1+/VM/DypUr+fjjj/nmm28KbXfdddcRHx9PdHQ0mzZtYtKkSaxfv56FCxfm237Xrl3MmjWL5557rlTxnY4SKRERERGp1EJsIaRNSgvYfRdX7dq1GTp0KHPnzsUwDIYOHUrt2rX92mzZsoWsrCz69+/vtz0nJ8c3BXDr1q2ce+65mEwm3/7cpKsg6enpPPHEE3z99dccOHAAl8tFZmYme/fu9WvXvn1733WTyUR0dDRJSUm+be+8806h9zN48GB++uknABo1asTmzZv99m/evJlLL72Uxx57LM9jPNUtt9ziu962bVuaN29Oly5dWLt2LZ07+6+xd+DAAQYNGsRVV13FzTffXGi/paVESkREREQqNZPJVOzpdYF20003+UaAXn755Tz7PR4PAN98802ehbODgoIAin1+FsB9993HggULePbZZ2nWrBkOh4Nhw4blqXBns9n8bptMJl9MRfHmm2+SmZmZb19btmzhggsu4JZbbuGR3MXRi6Fz587YbDZ27Njhl0gdOHCAvn370r179zI5p+t0lEiJiIiIiJxhgwYN8iUvAwcOzLO/TZs2BAUFsXfvXnr37p1vH23atOHzzz/32/bLL78Uer8//fQTo0aN4vLLLwe850ydWqCiLJya/OXavHkzF1xwASNHjuSpp54qUd+bN2/G6XT6TS1MTEykb9++nH322cyePRuzufxr6imREhGR6sdqhfHj/7kuInKGWSwWtm7d6rt+qvDwcCZOnMi9996Lx+PhvPPOIzU1lRUrVhAWFsbIkSO5/fbbee655xg/fjy33XYba9asOW3xh2bNmjF//nwuvvhiTCYTjz76aLFGmnLdeOONNGjQgOnTpxf5mM2bN9O3b18GDBjA+PHjOXToEOB9/HXq1AG8CVG/fv1455136Nq1K7t27eL9999nyJAh1K5dmy1btjBhwgQ6depEz549Ae9IVJ8+fYiLi+PZZ5/l8OHDvvuMjo4u9mMrqoCWP//xxx+5+OKLiYmJwWQy+WXUTqeTBx54gHbt2hEaGkpMTAw33ngjBw4c8OsjOzubu+++m9q1axMaGsoll1zC/v37z/AjERGRSsVuhwkTvBe7PdDRiEg1VaNGDWrUqFHg/ilTpvDYY48xffp0WrduzcCBA/nqq6+Ij48HvAUfPv30U7766is6dOjAa6+9xrRp0wq9zxdeeIFatWrRo0cPLr74YgYOHJjnPKOi2Lt3LwcPHizWMf/97385fPgw77//PvXr1/ddzjnnHF8bp9PJtm3byMjIAMBut7N48WIGDhxIy5Yt+de//sWAAQNYtGiRLwH9/vvv2blzJz/88AMNGzb067s8mYySTK4sI99++y0///wznTt35sorr+Szzz7jsssuA7wlC4cNG8Ytt9xChw4dOHbsGOPGjcPlcrF69WpfH3fccQdfffUVc+bMISoqigkTJpCcnMyaNWvyze7zk5qaSkREBCkpKYX+MYuIlIjTCQkJEBQEp8wTl8oh3ZlB2JzmAKSN2kHoKSeXb9y4kYGDBjFk8HdERrYrs/tNSJjPzyvupmePecTHn19m/SYnb+R/3w5iwXff0a5d2cVbJpxO74LJ8fF6vUi+srKySEhIID4+nuDg4ECHI5VUYX9HRc0NAjqfYfDgwQwePDjffREREXlKGs6aNYuuXbuyd+9e4uLiSElJ4a233uLdd9/lwgsvBPCtlLxo0aJ855uKiIjg8cCOHd7rzZvDGZhLLyIiVUulmhiekpKCyWTyrc68Zs0anE4nAwYM8LWJiYmhbdu2rFixosBEKjs7m+zsbN/t1NRUAFwuFy6Xq/wegIhUT26394O7x+O9LoGXkYH1ggsAcP3xB4QUXr7YddLvzeV24zL7/x49hoHNbsdiNTBbCv4dezxw+LiN/X8FcSLjn1kTVotB/To5NKyTTZD9n4kiFqvp734ptN/isli98XoMw++xVQgnv1ZOKuksksvlcmEYhu8iUhK5fz/5ff4vaj5QaRKprKwsHnzwQa699lrfENuhQ4ew2+3UqlXLr229evV8J6/lZ/r06TzxxBN5tq9evZrQ0MpVOlNEKgGPB7KyvKMe+mBYIZgzM8ldaWXVzp14HI5C22e6M33XV+3aicPi3z7N6eTORx8lKtKJzbbDb59hwNZttVj4Q0P+2F6TjIyCp6uZTAaN407Q49xD9Dn/APFdatO5/6NERNhwBO8o8LjicjqdNO36KIecTtJ2lF2/ZcIw/s44D2ukUPJlMpkICQkhIyMDd0X7IkAqjezsbHJyctiwYUOehDw9Pb1IfVSKRMrpdHL11Vfj8Xh45ZVXTtveMAy/hclONWnSJMbnVmvCOyIVGxtLly5ddI6UiJQ9lwt27/aeI6UKcRXD3ycxA5zTrNlpR6TSnRmw4u/2TZvlOUdq8+bN3DplCoMGfkGtWt5zqQwDdu4PZuXGGhw8EuRra7d5aFg3m8gaLl9enZltZv9fQRxPs5KwpwYJe2rw+RdNaRbzC0f33U7P7q/RuHHzMnjgXseObea7BVP48osvOKt52fVbJlwu7zlSjRvr9SL5ysrKYu/evYSEhOgcKSkxi8WC3W6nWbNm+Z4jVRQV/h3K6XQyfPhwEhIS+OGHH/wSnejoaHJycjh27JjfqFRSUhI9evQosM+goCDfQmYns1qtWPWmLSJlzTC836ybzVDEIjhSziwnT6uznPb3YvX4t7ee0t5sMuHMycHtMuFxW0hNN/Ptylrs/Svo72MM2jVNp22TTOrWchY40HIiw8zO/cH8tiWM1HQr6//siZmNHDq6nbjYsvvbcbu88ZpNpjyPJeA8nn9eK/qfLPmwWq2YTCbfRaQkcv9+8vv8X9R8oEK/Q+UmUTt27GDJkiVERUX57T/77LOx2WwsXLiQ4cOHA3Dw4EE2bdrEjBkzAhGyiIhUY4YBWxIcLFoVQbbTjM3ioXPLdM5ulU6o4/TrtISHeOjUIoP2zTLYkuDgp9/NpGc3ZNnmGFyWNM49K02z3UREKoiAJlJpaWns3LnTdzshIYF169YRGRlJTEwMw4YNY+3atXz99de43W7feU+RkZHY7XYiIiIYM2YMEyZMICoqisjISCZOnEi7du18VfxERETOBAM7yza0Y9cB7wyJ+lE5DO1xjFo1in8Oh8UM7ZpmEmx8xYJfg8hkFD9vqMHev4K45LxjhAQXf/FMEREpWwFNpFavXk3fvn19t3PPWxo5ciSTJ0/myy+/BKBjx45+xy1ZsoQ+ffoA3kXFrFYrw4cPJzMzk379+jFnzpwiryElIiJSWifSrSTzLYcOxGAyGfRod6JMRo+sFic1uZ22zVuxLqEr+/4K4qPFUQzvd5RQJVMiIgEV0ESqT58+hZatLEpJy+DgYGbNmsWsWbPKMjQREanKrFa4/fZ/rpfCwb/M3HTfOeRQA5vFxeV9jtMoOqcMgvxHozp7aNuyCR8vjuLIcRsfLYxi+IVHCSvCdEGRaiV3uYkzRee+VmsV+hwpERGRcmG3w6OPlrqbPfst9BkWxe59VswcYki3P2kU3bj08eWjdoSLay48wkeLa3M01caHC2tz9YVHCA9RMiUCeJOoffsgp2y/yCiU3Q6xsUqmqimdsioiIlICSUfM9L/am0TF1s8gih7UjjhRrvdZq4abq/sfISLUxfETVj75IYocp6qWiQDekaicHG9SExRU/heLxXt/xRgBS0pK4rbbbiMuLo6goCCio6MZOHAgK1euZOnSpX7VCPO7zJkzx6+d2WwmIiKCTp06cf/993Pw4MFyfIK9heAeeOAB2rVrR2hoKDExMdx4440cOHDgtMd++umntGnThqCgINq0acNnn31WYNvp06djMpkYN25cGUZf9pRIiYhI9ePxeL+53revRNOAUk+YGHRdJDsSrMQ1cPHWjN+wklAOgeZVM8zN1f2PEupwcyTFxtc/1zqjM5lEKjyrFWy28r+UYFrwlVdeyfr165k7dy7bt2/nyy+/pE+fPiQnJ9OjRw8OHjzouwwfPpxBgwb5bRsxYoSvr23btnHgwAFWrVrFAw88wKJFi2jbti0bN24s1dM3atQoJk+enO++jIwM1q5dy6OPPsratWuZP38+27dv55JLLim0z5UrVzJixAhuuOEG1q9fzw033MDw4cP59ddf87RdtWoVb7zxBu3bty/V4zgTNLVPRESqn6wsOPdc7/UdO067IO+ph145OpLfN9mpE+Vm4YdHyc7ILqdA81cj1M3lvZL5cGFtdiUG89P6cHp3Kt/RMBEpnePHj7N8+XKWLl1K7969AWjUqBFdu3b1tYmOjvZddzgcZGdn+207Wd26dalZsybR0dG0aNGCSy+9lE6dOnHHHXewfPnycnkMERERLFy40G/brFmz6Nq1K3v37iUuLi7f42bOnEn//v2ZNGkSAJMmTWLZsmXMnDmTDz/80NcuLS2N6667jv/7v/9j6tSp5fIYypJGpERERIrh9kkRLFsZRHiYh+/eT6ZF0+KXNy8L9Ws7GXTucQB+2xLOpj8dAYlDRIomLCyMsLAwPv/8c7Kzy/7LF4fDwe23387PP/9MUlISgG8a4O7du8v8/nKlpKRgMpmoWbNmgW1WrlzJgAED/LYNHDiQFStW+G278847GTp0aKVZxkiJlIiISDF88nUIVqvBF28n07mdM6CxtInP5NyzvCNRC3+ryZEUTTQRqaisVitz5sxh7ty51KxZk549e/LQQw+xYcOGMruPVq1aAfgSp5CQEFq2bInNZivwmPfff9+X5IWFhfH+++8zbdq0PNvyk5WVxYMPPsi1115LjRo1CryPQ4cOUa9ePb9t9erV860RCzBv3jzWrl3L9OnTi/pwA06JlIiISDH958kU+vY8g5XBCnFehxM0rp+Fy23im59r4Q7MAJmIFMGVV17JgQMH+PLLLxk4cCBLly6lc+fOzJkzp0z6z106yGTyFqHp2rUrf/zxBw0aNCjwmEsuuYR169b5Lpdccgm33357nm2ncjqdXH311Xg8Hl555ZXTxpYb08mx5m7bt28f99xzD++99x7BwcFFfryBpkRKRETkNHbt+eff5cjh6dx+Y0YAo/FnMsHg7sdxBLlJOmZj+YbwQIckIoUIDg6mf//+PPbYY6xYsYJRo0bx+OOPl0nfW7duBaBx48ZFPiY8PJxmzZr5LuHh4URGRubZdjKn08nw4cNJSEhg4cKFhY5Ggffcr5NHn8BbwTB3lGrNmjUkJSVx9tlnY7VasVqtLFu2jP/85z9YrVbcFfQbIiVSIiIihcjMhGvGRvpuP/9YKqYKVnE8zOFhQLcUAH7bEsa+v+wBjkhEiqpNmzakp6eXup/MzEzeeOMNevXqRZ06dcogsvzlJlE7duxg0aJFREVFnfaY7t275ylS8f3339OjRw8A+vXrx8aNG/1Gwbp06cJ1113HunXrsFTQdbo0mVpERKQQE56MYMv2f24HBQUulsK0iM2iXdN0Nu4K5X8rajJq6GGC7EagwxI581yuCnk/R48e5aqrruKmm26iffv2hIeHs3r1ambMmMGll15a7LtPSkoiKyuLEydOsGbNGmbMmMGRI0eYP3++r81vv/3GjTfeyOLFiwuc3peZmUlKSorv9r///W8AvxGkiIgIHA4HLpeLYcOGsXbtWr7++mvcbrevXWRkJHa790ucG2+8kQYNGvjOd7rnnnvo1asXTz/9NJdeeilffPEFixYt8lUXDA8Pp23btn5xhYaGEhUVlWd7RaJESkREqh+LBUaO/Od6Aeb/L5hX3wkFW+m/LT4TLjg7lX1/BXE8zcpP68O58JzUQIckcuaYzWC3exfJPVNTwex27/0WQVhYGN26deOFF15g165dOJ1OYmNjueWWW3jooYeKfdctW7bEZDIRFhZGkyZNGDBgAOPHj/crl56RkcG2bdtwOgsujPPRRx8xevToQu9r9uzZjBo1iv379/Pll18C0LFjR782S5YsoU+fPgDs3bsX80nPS48ePZg3bx6PPPIIjz76KE2bNuWjjz6iW7duxXzUFYvJyD0rrRpLTU0lIiKClJSU087xFBEpNqcTEhK8QxmFVE6SimVvooUO/etwPMXMuLGHmFm3PgBpo3YQavNfd2rjxo0MHDSIIYO/IzKyXZnFkJAwn59X3E3PHvOIjz+/SMfsOWTn48W1MZkMrh94hOiovB+gkpM38r9vB7Hgu+9o167s4i0TTidkZ0N8vF4vkq+srCwSEhKIj4/PW5jA7S7RItslZjYX+mWMVFyF/R0VNTfQiJSIiFQriYmJJCcnF9rG5TZx8wNdOJ5ipm3L4wwb+Bszf/fu27R5MyEW/3+6O3bsKK9wi61RdA6tG2WwdU8IC3+L4LqBR4r6hblI5WexKLGRM0aJlIiIVBuJiYn06tWLzKwscstH5JdSpfEAJxiAiVT+2nY2Vw77Ex727rv0ssswFzBLJjOzYlTz63N2Kn8eCOZQsp31O0Po1KJixCUiUpUokRIRkWojOTmZzKwsLuj2LO/9OhGAsf0/J8f6zwhT8okwvvi5OxhwXrs9tGj4Ck5zFu9wGQADB3yOzeM/IpWYuJj1G54hJ6dirC0V5vBwXodUFq+uyU/ratA8Noswxxmc7iQiUg0okRIRkWqnRo1mvuu1Is/CafWe8+T2wFe/1MZjmGnaIItu7aIwmaLIMf0zolOr1lnYDf9zpFJSKs7Uvlwdm2ew+c8QDiXb+WldDQZ3Px7okEREqhTNmhYREfnbL5vCSTpmJ9juYUC34xVuvajiMJvhwnO8JY03/ekg6Zi+O5WqRfXSpDTK4u9HiZSIiAhw6KiNlZvCAOh/zvEqMRWufm0nrRplAiaW/a6qtFI12P6u5piRoXP/pORy/35spagOqq+nRESk2nN74LtfamIYJlrGZdKqcVagQyoz53dIZfu+YHYfDCbhYBDx9bMDHZJIqVgsFmrWrElSUhIAISEhmCrz8LGcUYZhkJGRQVJSEjVr1sRSiiqPSqRERKTa+21LGIeP23AEuX3T4aqKmuFuOrVIZ80fYSxbW4NGgw8HOiSRUstddDY3mRIprpo1a/otXlwSSqRERKRaS06xsHJjOAAXnJ1KSHDln9J3qu5tT7BpVwiHj9vYsttBTM1ARyRSOiaTifr161O3bl2czgLWIxApgM1mK9VIVC4lUiIiUu14TGZWN7kKDFiwOgq3x0R8TBatG2cGOrRy4QgyOLftCZb9HsHy9eFceZ6mQUnVYLFYyuQDsUhJKJESEZFqx2Wx83H3mazdFkJCQg1sVg8DuqZU6ip9p9O5pXd634kMK9v3Nwx0OCIilZ6q9omISLV0IsPMT+u8lex6dUylRqg7wBGVL6sFup11AoD1f8ZjYA9wRCIilZsSKRERqX4Mg5W/WbG6MqkflU2nFtWjjHL7ZhmEOdykZznIYEygwxERqdSUSImISLWTdCiMdYl1SCeMi84+UKWn9J3MaoFz23pHpdJ4iOwcfQwQESkpvYOKiEi14iGEX/9o5btdp1bVntJ3qnZNMwgNzsRDQ+Z/p3OlRERKSomUiIhUK2k8RlqWI9BhBIzVAh2aJADw1kfxZFWdtYdFRM4oJVIiIlJtbE8II53xgQ4j4Fo03I+ZfSQdDWbuf0MCHY6ISKWkREpERKoFjwem/KcNYCOu7l+BDiegLBaDMJ4F4JnXwnBXr9mNIiJlQomUiIhUC29+EML6rbUwcYJuLbcFOpyAc/AmEeE57Npt5dNvggMdjohIpaNESkREqry/Dpt5YJp3zahwHiEkOCfAEQWemQyuuWQvAE+/EoZhBDggEZFKRomUiIhUeeOfqMHxFDOtm6UQwkt4TGY2xA1lQ9xQDFP1/Vd4zSV7cQR7WLvRzuKftECviEhxVN//HiIiUi0s/DGIDz4LwWw2eOxfWzDhwWWx8975b/De+W/gslTfaW21Ipzccp13MeJ/vxwe4GhERCoXJVIiIlJlZWXB2EkRANw5Kp2zWqQGOKKKZ/yt6VgsBouXB7F6vS3Q4YiIVBpKpEREpMqaNiucnbutxES7mXr/iUCHUyE1aujmmkszAXj2tbAARyMiUnkokRIRkSrpj51W/v2yNzF48YkUaoT/U03B7spixvsNmPF+A2yujECFWGFMuC0NgE++CWb/AX00EBEpCr1biohIlWMYcPuDETidJoZckMWVQ7MCHVKF1rGtiz7ds3G7Tbw8NzTQ4YiIVApKpEREpMp5578Olq0MwhHs4eVpKZhMgY6o4ht3SzoAr78XSkamnjARkdNRIiUiIlXKkWQzE570rhn1+Pg0Gse6AxxR5XDRhVk0aeTi2HEz7/zXEehwREQqPCVSIiJSpUx4ogZHj1lo19rJ+FvTAh1OpWGxwL9u8o5KvfhWKB5PgAMSEanglEiJiEiVsfgnO+98EoLJZPB/M45jUzXvYrnp6gxqhHv4Y6eN75cFBTocEZEKTYmUiIhUCZmZcNuDNQHvmlHdOjsDG1AlFB5mMOZqbxXDmW+q6ISISGGUSImISJUw9cVwdu220iDazVMPFL5mlMdkZmvMBWyNuQDDpH+FJ7trdDomk8GCpcFs32UJdDgiIhWW/nuIiEilt3GrlRmveteMmjXVf82o/Lgsdmb3fZfZfd/FZQk+EyFWGk0auRlyQTYAr72rUSkRkYIokRIRkUrN44HbHqiJy2XiskGZXD5Ya0aV1p2jvEUnZn8colLoIiIFUCIlIiKV2uvvhrByjZ3wMA+zpqQEOpwqYWCfbJo0cnE8xcwHn6kUuohIfpRIiYhIpXXgkJkHp3vXjHrqgRM0jClazW67K4up85oxdV4zbK6M8gyxUjKb4Y4bvaNSL88JxSh8pqSISLVkDXQAIiIiJfWvRyNIPWGma6ccxo5ML9axdndmOUVVeezYsaPAfd3a2Qiy92bdZhvvfbyPjm2OF6nPyMhIGjRoUEYRiohUXEqkRESkUvpiQTCf/s+BxeJdM8qiAnNFlpn5FwB33X13oe3MvA2M5tbxO6jFDUXq2xEczI8//qhkSkSqPCVSIiJS6Rw7buKOSREATLw9jfZtXAGOqHLJyUkFoEP7aTRo0LnAdodTavDlCsgxXUvfvg1wBOUU2m9Kyg5+XnE3ycnJSqREpMpTIiUiIhVSYmIiycnJ+e575Nm2HPzLQuOGaQwb+AsbNxbt3KjCprJVR2FhTYiMbFfg/shIiN6Ww6GjdhKPdaZrm+JNnxQRqcqUSImISIWTmJhIr169yMzKW8o8i0Ec41vAw4n9A7jkkpXF7j8rSwUmiqp9swwOHbWzcVcI57ROx6Rq6CIigBIpERGpgJKTk8nMyqJnj1lERDT3bc9xWvn0p56QDWc13su5rR8vVr+JiYtZv+EZcnIKn6Im/2jdKJMla2qQnGpjf5Kd2Hp67kREIMDlz3/88UcuvvhiYmJiMJlMfP755377DcNg8uTJxMTE4HA46NOnD5s3b/Zrk52dzd13303t2rUJDQ3lkksuYf/+/WfwUYiISHmJiGhOZGQ732V9wrlkZAdTM9xF/25BfvuKcgkLiwPAwMyuut3ZVbc7BhpiKYzdZtCqkbfC4YZdIQGORkSk4ghoIpWenk6HDh146aWX8t0/Y8YMnn/+eV566SVWrVpFdHQ0/fv358SJE74248aN47PPPmPevHksX76ctLQ0LrroItxu95l6GCIicgbsPhjEhl2hAAzqdhybteSLG+VY7Lze/xNe7/8JLqsWnD2d9s28UyG373WQla3EU0QEAjy1b/DgwQwePDjffYZhMHPmTB5++GGuuOIKAObOnUu9evX44IMPuO2220hJSeGtt97i3Xff5cILLwTgvffeIzY2lkWLFjFw4MAz9lhERKT85DhNLPjFW6WvU4s0TS87w+pHOald08mR4za27HbQuaXOMRMRqbDnSCUkJHDo0CEGDBjg2xYUFETv3r1ZsWIFt912G2vWrMHpdPq1iYmJoW3btqxYsaLARCo7O5vs7Gzf7dRUbxlYl8uFy6USuiJSxtxu8Hi8F42WF4nHMLDZ7VisBmaLmx9X1SI1w0pEmIs+Zx/HbCnZaJTFavq7XzBbiv67MJv+aWu2uDEb/seWtN/yirc8+u3QPI3Fq2qxYVcIZ7c+kW/RCYvV+3vzGAaukv6tn/xaUWULEQmAouYDFTaROnToEAD16tXz216vXj327Nnja2O326lVq1aeNrnH52f69Ok88cQTebavXr2a0NDQ0oYuIuLP44GsLDCb9cGwiNKcTu589FGiIp3s3HWY37fHAnD7rRtp0+pYifuN71Kbzv0fJSrYzXVPeMt+z5/+Pq6gwqf3ZXsy4e9/K6277yTI7N8+t9+ICBuO4LIrsV6R+o3rZOXH33ty+JgdR+whmjQ+kaeN0+mkaddHOeR0klbSUvOG4X3NHD7sfc2IiJxh6elFW+qhwiZSuUynfOgwDCPPtlOdrs2kSZMYP36873ZqaiqxsbF06dKFGjVqlC5gEZFTuVywezcEBYG1wr/tVgibN2/m1ilT6Nfvaz77qT0AHVukwZHabFleu8T97t69lZW/TKHPOW8wJi0FgK0rmuG0FV5EIceUAfHe61tXNsNu+LfP7bf7ue/QuHHzfHooXbwVpd/msVlsSQjl8/+2ZlD3vAntsWOb+W7BFL784gvOal7CeF0uyM6Gxo31ehGRgMidrXY6FfYdKjo6GvCOOtWvX9+3PSkpyTdKFR0dTU5ODseOHfMblUpKSqJHjx4F9h0UFERQUFCe7VarFavetEWkrBmG95t1sxkslkBHUymYTSacOTms2NSK42lWaoS46NXxBB536Z4/t8vAmZOD+6RZGx6P5bT9ekz/7Pe4LXgM//Yn91vaGCtyv+2bZrIlIZQtCSH06XQCu81/iqXb5f29mU0mrCX9W/d4/nmt6H+yiARAUfOBCjtmHh8fT3R0NAsXLvRty8nJYdmyZb4k6eyzz8Zms/m1OXjwIJs2bSo0kRIRkYovi4vYti8WMBjc4zhBtpJX6ZOy0bBuDrXCXThdZv7Yo2qHIlK9BfSrnrS0NHbu3Om7nZCQwLp164iMjCQuLo5x48Yxbdo0mjdvTvPmzZk2bRohISFce+21AERERDBmzBgmTJhAVFQUkZGRTJw4kXbt2vmq+ImISOVz9LidFN4EoEvrdOJUpa9CMJmgXdMMflxXgw07Q3xl0UVEqqOAJlKrV6+mb9++vtu55y2NHDmSOXPmcP/995OZmcnYsWM5duwY3bp14/vvvyc8PNx3zAsvvIDVamX48OFkZmbSr18/5syZg0XTZ0REKiXDgCdfbIOHetQKO8H5HfIWNZDAadskg+Xrwzl41M7hY1bq1FK1WxGpngKaSPXp0wfDKHiqhslkYvLkyUyePLnANsHBwcyaNYtZs2aVQ4QiInKmzf7IwZKVtYAcenfYiNXSONAhyUlCHR6aNcxi+z4HG3aF0K9L0U7KFhGpairsOVIiIlL9/LnHwj2PeRfeDecRomqUz2iUgZl9kR3YF9kBA5WkL67cKX2bE0JwakBKRKoplcMREZEKwe2GG++pSVq6mbPbJZO48TmgX7ncV47FzqzB/yuXvquDRtHZ1AhxkZphZcc+B23iMwMdkojIGacRKRERqRCeeTWMn1cFER7mYeqEjZjwBDokKYDZDO3+HpXasKvwNbhERKoqJVIiIhJwv2+y8tiz3kJCs6ak0CA6K8ARyem0bZIBGOz7K4jjaSrwJCLVjxIpEREJqLR0E9eMrYXTaeKKIZnceFX5TxOzu7N58PNuPPh5N2wuTUsriRqhHuKivWXptyRoTSkRqX6USImISEDd9XAE23bZaBDt5vWnUzCdgdoPJgwi0/cTmb4f0EK/JdU2/u+iE3+GUEgRXhGRKkmJlIiIBMw7/3Uw978hmM0GH75yjNqROi+qMmkel4XN6uF4mpXEw/ZAhyMickYpkRIRkYDYttPC2Ie8pc4njz/B+d1yAhyRFJfdatAyzns+2+Y/Nb1PRKoXJVIiInLGZWbC8NsjSc8wc0HPbB76V1qgQ5ISOquJd3rfH3sduNz6WCEi1Yfe8URE5Iyb8GQEG7baqBPl5r1Zx7Co6FulFVs3hxqhLnKcZvb8VTfQ4YiInDFKpERE5Iz69JtgXn0nFIB3/3Oc+vV0XlRlZjLBWX8vyLsjsUGAoxEROXOUSImIyBmTsNfCmIk1AXjwrhMM7JMdkDgMTByKaMGhiBbAGSgTWMXlTu87cCQKN/UDHI2IyJlhDXQAIiJSuSUmJpKcnHzadk6niZETu5KSaqZD62NcNWgVGzfmXzN7x44dZR2mnxxLEM9ftKRc76M6qRXupkGdbBIPB5HJ9YEOR0TkjFAiJSIiJZaYmEivXr3IzMo6bdtUZpDOAEwc48DWjlx00d7THpOZmVEWYcoZ0LZJ5t+J1EgMY3+gwxERKXdKpEREpMSSk5PJzMqiZ49ZREQ0L7DdvqTafL/mbAAu6LybxvXeKLTfxMTFrN/wDDk5KoleWbSMy2TRqnBcnrPYsiOV9u0DHZGISPlSIiUiIqUWEdGcyMh2+e47kWHmp011AOjcMo3OresB9QrtLyWlfKf22d3ZjP+6LwCzBv0Pp1VrIJVWkN2gUb0k/jxYny8XxXD1lYGOSESkfKnYhIiIlBuPB775uRaZ2Rbq1sqhd6fUQIcEgAmD6JTtRKdsB/I/T0uKr3mDRAC+XVofDSaKSFWnREpERMrNyk3h7EsKwmb1cMl5x7BqvagqLab2UcwkcjzVzjeLgwMdjohIuVIiJSIi5WLvITsrNoYBMKBrCrVquAMckZQ3swkcvAfAnI81XVJEqjYlUiIiUubSs8x8vaIWYKJd03Ta/L1gq1R9DuYC8L8fgjl8VB8zRKTq0juciIiUKcOAb1fUJD3TQlQNJxd0qRjnRcmZYWMrZzVPweUy8eHnGpUSkapLiZSIiJSp37aEkXAwGKvF4OLzj2G3qphDdXNRvwMAvP+ZEikRqbqUSImISJlJPGxj+fpwAC7okkKdmq4AR5Q/AxPJoQ1JDm0ImAIdTpUzqPchLBaD3363s+NPVRgRkapJiZSIiJSJrGwTXy+vhccw0apRJu2bZgQ6pALlWIL492W/8u/LftUaUuUgqlYOF56fDcAHmt4nIlWUEikRESk1w4Dvfq1JaoaVmmEuBnQ7jkkDPdXadZd7C4y8Pz8EQ7M7RaQKUiIlIiKltnVvLDv2OTCbDS4+7xhBNn1yru4uG5SFI9jDjgQrq9fbAh2OiEiZUyIlIiKl4qQjv25tBUDvTqlERzkDHNHp2d053P3tEO7+dghWl0qzl4fwMINLB2YB8P58Te8TkapHiZSIiJRYeoaFY3yExzDTrGEmZ7dMD3RIRWLCQ2zyemKT12NCo2flJXd637wvHbgqZt0REZESUyIlIiIlYhgwdVYb3LQgNDiTQefqvCjxN7BPNlG13Px12MIPPwcFOhwRkTKlREpEREpkzscOvlkSA7jo02EDjiCN7Ig/mw2GX6zpfSJSNSmREhGRYtu6w8pdD0cAEM5jREceD2xAUmFdd4V3et/8b4PJyNSQpYhUHUqkRESkWLKz4ZqxtcjINHNupyOE8u9AhyQVWI8uOTSOdZGWbuar7zW9T0SqDmugAxARkcrloX/XYP0WG7Uj3Tw1cSPXX6cpfeJvx44dfrcv7NmMN+c15dW5Lto02Vj4wS4Xppwcco4d884N/Fvt2rWJi4srj3BFREpEiZSIiBTZwh+DeP6NMADefu44daJyAhxRyaUFRQY6hConM/MvAO66+26/7U5aA1tY9mst+g+6FjPJBfZhBYKA3cDJhf4cjhD++GOrkikRqTCUSImISJEcSTYzclxNAO64MZ2LB2Sz8TSDCxVVtiWYJ4dV0uArsJycVAA6tJ9Ggwad/fZ9tjyV5BM1aHrWj7SO219gHxaPC6snh8OhMbjN3hGpY8e2smTJ9Rw5ckSJlIhUGEqkRETktAwDbp4YwcG/LLRu7uTZx1IDHZJUYGFhTYiMbOe3rV0zg2W/w96kZvTsWKvAY80eJ1Z3Np4a8XjMtgLbiYgEmopNiIjIab3xXghfLHBgsxl88NIxQhw6L0qKp3XjTMBg/+EgUtIsgQ5HRKTUlEiJiEih/thp5d7JNQCY/mAqHdu6TnNExWd353DbwmHctnAYVldmoMOpFsJDPMTV855T98cerSklIpWfEikRESlQTg5ce2dNMrPMXHh+Nvfemh7okMqECQ9Nk1bSNGklJjS6dqZ4R6VgS4ISKRGp/JRIiYhIgR6ZUYPfN9mJrOlh7sxjmPVfQ0qhRVwmFrPBkRQbh4/rNG0Rqdz0L1FERPL14y92nn0tFIC3njtOTLQnwBFJZRdsN4iPyQLgj90alRKRyk2JlIiI5JGWbmL0+JoYhokx16Rz2aCsQIckVUSrRt7pfX/scWBoVqWIVGJKpEREJI8Hp9Xgzz1WYmNcPP+4Sp1L2WnaMBubxcPxNCt/Jau8uYhUXkqkRETEzw/L7bw8xzul7+3njlMjXMMGUnbsVoMmDbIBVe8TkcpNiZSIiPicSDNx04SaANxxYzoX9soJbEDlKMfiIMeiD/KB0Kpx7vS+YE3vE5FKSyVzRETE58FpNdiz30rjWBczHqm6U/qyLcE8cvXOQIdRbTWJycJu9XAiw8qBIzYa1HEGOiQRkWLTiJSIiADw8yo7r8z9u0rfs8cJC9VQgZQPqwWaxf5dvU/T+0SkklIiJSIiZGfDLfdFAHDT1elccF7VndInFUPrv6v3bdvjwKPK+iJSCSmREhERpr8UztYdNurVcfNMFZ7Sl8vmyWH0khsYveQGrG6Vdg+ERtHZBNs9pGdZ2J9kD3Q4IiLFpkRKRKSa27LdyrRZYQD858kUImtV/Sl9ZsND6wM/0PrAD5gMDYcEgsUCLWK9o1JbNb1PRCohJVIiItWYxwO33h+B02ni4v5ZXHWxRmfkzMmt3rd9rwO38lkRqWRUtU9EpIJJTEwkOTm5zPuNjIykQYMGftve/cTBz6uCCA3x8PJTxzGZyvxuRQoUWzeHkGA3GVkW9h4KIj4mO9AhiYgUmRIpEZEKJDExkV69epGZVfYjQ47gYH788UdfMnU8xcR9U2sA8Pj4E8Q20JCAnFlmM7SMy+L37aFs3eNQIiUilYoSKRGRCiQ5OZnMrCx69phFRETzMus3JWUHP6+4m+TkZF8i9egz4Rw+aqF1cyf3jEkvs/sSKY5WjTL5fXsoO/YF4+oKdo2KikgloURKRKQCiohoTmRku3Lr//dNVt+aUS9NTcGuomkSIA3q5BAe4uZEhoWEA8G0bKDFeUWkcqjQxSZcLhePPPII8fHxOBwOmjRpwpNPPonnpAUnDMNg8uTJxMTE4HA46NOnD5s3bw5g1CIiFZvHA3c+VBOPx8TVl2ZozSgJKJMJWsZ5i078sSc4wNGIiBRdhR6Revrpp3nttdeYO3cuZ511FqtXr2b06NFERERwzz33ADBjxgyef/555syZQ4sWLZg6dSr9+/dn27ZthIeHB/gRiIhUPB9+7mDlGjthoR6efbTqrxmVn2xLMPdflxjoMORvrRpnsvqPMHbtDybHZcKq6X0iUgmUaEQqISGhrOPI18qVK7n00ksZOnQojRs3ZtiwYQwYMIDVq1cD3tGomTNn8vDDD3PFFVfQtm1b5s6dS0ZGBh988MEZiVFEpDLJzDLz4DRvgYmH7k6jQX0VmJDAi450EhHmwuk2s+uA1pQSkcqhRCNSzZo1o1evXowZM4Zhw4YRHFw+Q/HnnXcer732Gtu3b6dFixasX7+e5cuXM3PmTMCb0B06dIgBAwb4jgkKCqJ3796sWLGC2267Ld9+s7Ozyc7+pzJQaqr3G1mXy4XL5SqXxyIi1Zjb7Z1P5/F4rxfCYxjY7HYsVgOzpfC2xWGxevt9Z34j9h+00Kihi7tvSsFVyrsov3hNf/dLhejXbPqnrdnixmz4H1vR4q2M/bZunMEvm2rwx94QOsQdxWx2g9k7NGWxeLDb7Xg8Hv2fFpFyV9T3GZNhGMVewn7Tpk28/fbbvP/++2RnZzNixAjGjBlD165dix1oYQzD4KGHHuLpp5/GYrHgdrt56qmnmDRpEgArVqygZ8+eJCYmEhMT4zvu1ltvZc+ePSxYsCDffidPnswTTzyRZ/uCBQsIDQ0t08cgIoLHA1lZ3lrPp1moKS09nfXr1xMV2QGbrezej5zOdBJ27+K5WXeRlWVl8sObuPCCpFL3W17xZmYdJiVlBxERbXAE1yzzfiNDmnHh+68CsHzMJDy2wqttZHsyufXQRQC8Ef01QWb/UZPyjrc69LtnXxiPTemKzebm5WeXYQm1gck7ccbpPMHhw6vp0qWLpu2LSLlLT09n4MCBpKSkUKNGjQLblWhEqm3btjz//PPMmDGDr776ijlz5nDeeefRvHlzxowZww033ECdOnVKHHyujz76iPfee48PPviAs846i3Xr1jFu3DhiYmIYOXKkr53plA8mhmHk2XaySZMmMX78eN/t1NRUYmNj6dKlS6FPlohIibhcsHs3BAWBtfC33c2bN3PrlCkMGvgFtWqVXfnzY8c28/43EWR5rHTrnM1Dt0ZgMkWUut/yinf37q2s/GUK3c99h8aNy77fPue8wc1rfwTgrZZv4LSFFHpcjikD4r3Xt65sht3wb1/e8VaHfg0DaoU7OXbCxrcftaR+2yg8Zu/r5ejRdXzxxRR+/vlnOnbsWGbxiojkJ3e22umUqtiE1Wrl8ssvZ8iQIbzyyitMmjSJiRMnMmnSJEaMGMHTTz9N/fr1S9z/fffdx4MPPsjVV18NQLt27dizZw/Tp09n5MiRREdHA3Do0CG/+0lKSqJevXoF9hsUFERQUFC+j8d6mg85IiLFZhje0SizGSyWQpuaTSacOTm4XSY87sLbFkdScg3SPd5p0DMnp2Kzlk3f5RWv22X83S/l1m8uj8dy2vvwmP7Z73Fb8Bj+7c9EvNWh3xZxWfy62caWPTWo18aC5++PKW63mZycHMxms/5Pi0i5K+r7TKnKn69evZqxY8dSv359nn/+eSZOnMiuXbv44YcfSExM5NJLLy1N92RkZGA2+4dosVh85c/j4+OJjo5m4cKFvv05OTksW7aMHj16lOq+RUSqktXbmgNmBvU+yLlna50eqZhyy6DvOhSKU3+mIlLBlehrneeff57Zs2ezbds2hgwZwjvvvMOQIUN8SU98fDyvv/46rVq1KlVwF198MU899RRxcXGcddZZ/P777zz//PPcdNNNgHdK37hx45g2bRrNmzenefPmTJs2jZCQEK699tpS3beISFWx7y87+4/UBpzcPXIH0CzQIYnkq24tFzXDnBxPs7Fnr4cmZTfrUESkzJUokXr11Ve56aabGD16tG963ani4uJ46623ShXcrFmzePTRRxk7dixJSUnExMRw22238dhjj/na3H///WRmZjJ27FiOHTtGt27d+P7773UyqogI3lmFP67znvsZwv+Rle5h48bMMut/x44dZdaXiMkErWIz+GVrBH8mmJVIiUiFVqJEqij/OO12u19BiJIIDw9n5syZvnLn+TGZTEyePJnJkyeX6r5ERKqiXYlBHDhix2J2EeaZwl13HyqX+8nMzCiXfqX6aRnnTaT27jPhdILNFuiIRETyV6JEavbs2YSFhXHVVVf5bf/vf/9LRkZGqRMoEREpPcOAn9Z7R6Oa1V9PauIhOrSfRoMGncvsPhITF7N+wzPk5OSUWZ9SvdWrlUPN0ByOp9vZuxeaNg10RCIi+StRIvXvf/+b1157Lc/2unXrcuuttyqREhGpALbudnDkuI0gm4eWDdayKhHCwpoQGdmuzO4jJaVyTu3LNgfx8Ahv7E6L4zSt5UwymaB1bBor/4jkzz+VSIlIxVWiqn179uwhPj4+z/ZGjRqxd+/eUgclIiKl4/HAzxu954p2bZOG3Zod4IgqGJMJpzUEpzXktIsky5nXuuEJAPbuRdX7RKTCKlEiVbduXTZs2JBn+/r164mKiip1UCIiUjpb9zg4fsKKI8hN55bpgQ5HpFiia2UTHm7gdsO+fYGORkQkfyVKpK6++mr+9a9/sWTJEtxuN263mx9++IF77rnHt3iuiIgEhscDv2wKA6BLq3TsNiPAEVU8Vo+T4SvHMXzlOCxujdZVNCYTNI33rhn5558BDkZEpAAlSqSmTp1Kt27d6NevHw6HA4fDwYABA7jggguYNm1aWccoIiLFsG2vg+RUG8F2j0ajCmAx3HT58790+fO/mA13oMORfDSJ934BsHcvuFyafikiFU+Jik3Y7XY++ugjpkyZwvr163E4HLRr145GjRqVdXwiIlIMhgErN+aORqVpNEoqrTq1DcLD4cQJ+OuviECHIyKSR4kSqVwtWrSgRYsWZRWLiIiU0ra9wRxNtRGk0Sip5EwmiI+HDRtg//5agQ5HRCSPEiVSbrebOXPmsHjxYpKSkvB4PH77f/jhhzIJTkREis47GuWt1Hd2yzSC7BqNksqtSRNvInXoUA1AZepFpGIpUSJ1zz33MGfOHIYOHUrbtm0xqXSsiEjA7UoM4kiKDbvNw9mtNBollV+dOhAWBmlpFmBwoMMREfFTokRq3rx5fPzxxwwZMqSs4xERkRL6bYv33KiOzdMJ1miUVAEm0z+jUnBVoMMREfFToqp9drudZs2alXUsIiJSQvuT7CQeDsJiNjQaJVVKkya51y4iK0szYESk4ihRIjVhwgRefPFFDEPfeIqIVASrtoYCcFZ8BmEOz2laS7Y5iCeu3MATV27AadG5NxVZnTrgcGQDYaxYoep9IlJxlGhq3/Lly1myZAnffvstZ511FjabzW///PnzyyQ4ERE5vSMpVnbudwAG57RJC3Q4lYPJRHpwVKCjkCIwmaBBg+Ps3FmPxYtrMnFioCMSEfEqUSJVs2ZNLr/88rKORURESmDV3+dGNY/NIrKGFpeVqic3kfrppwiysiA4ONARiYiUMJGaPXt2WcchIiIlcCLDzJbd3qlpXTUaVWRWj5PLfnsIgK/Ofhy3JSjAEUlhIiPTgf2kpzdk4UK4+OJARyQiUsJzpABcLheLFi3i9ddf58SJEwAcOHCAtDT9IxcROVPWbgvF4zERWzebmNrOQIdTaVgMNz12zKXHjrmYDY3iVXTeVVY+BeDTTwMaioiIT4lGpPbs2cOgQYPYu3cv2dnZ9O/fn/DwcGbMmEFWVhavvfZaWccpIiKnyHGZWL/TW2SiS2t9iSVV3afAPXzxBeTkgN0e6HhEpLor0YjUPffcQ5cuXTh27BgOxz/Vji6//HIWL15cZsGJiEjBNv/pIDvHTM0wF00bZAc6HJFy9jNRUU6OH4cffgh0LCIiJUykli9fziOPPIL9lK+DGjVqRGJiYpkEJiIiBTMM77Q+gLNbpf899UmkKvPQt+9xAD75JLCRiIhACRMpj8eD2513Tvn+/fsJDw8vdVAiIlK4hANBJKfasNs8tG2SEehwRM6Ifv2OAfDZZ+DUKYEiEmAlSqT69+/PzJkzfbdNJhNpaWk8/vjjDBkypKxiExGRAqz+wzsa1b5pBnabFkeX6qFz5zRq14bkZFi2LNDRiEh1V6JE6oUXXmDZsmW0adOGrKwsrr32Who3bkxiYiJPP/10WccoIiInOXLcyp5DwZhMBp1bpgc6HJEzxmqF3GUsVb1PRAKtRFX7YmJiWLduHR9++CFr167F4/EwZswYrrvuOr/iEyIiUvbW/H1uVPOGWUSEqXR3SeSY7Uy/9BcAXBat7lqZDBsG//d/MH8+vPQSWCyBjkhEqqsSJVIADoeDm266iZtuuqks4xERkUJk5ZjYkuD9wkqjUSVnmMwcC4sNdBhSAn37Qq1akJQEy5dD796BjkhEqqsSJVLvvPNOoftvvPHGEgUjIiKF2/RnCC63mdo1nTSsmxPocETOOJsNLr0U5szxVu9TIiUigVKiROqee+7xu+10OsnIyMButxMSEqJESkSkHBgGrNvundbXqYVKnpeG1eNi6NopAHzX4QHcFq3uWpkMG+ZNpD79FF58EcwlOuNbRKR0SvTWc+zYMb9LWloa27Zt47zzzuPDDz8s6xhFRATYfSiIYyes2G0e2jTODHQ4lZrFcNF762v03voaZsMV6HCkmC68EGrUgIMHYeXKQEcjItVVmX2H07x5c/7973/nGa0SEZGysW57CABtm6jkuVRvQUFwySXe61qcV0QCpUwHwy0WCwcOHCjLLkVEBEhNt7Ar0VtdrmNzLcArMmyY9+enn3qnvYqInGklOkfqyy+/9LttGAYHDx7kpZdeomfPnmUSmIiI/GPdjhAMw0RcvWyiIjQVTWTAAAgLg337YNUq6No10BGJSHVTokTqsssu87ttMpmoU6cOF1xwAc8991xZxCUiIn9zuWHjTu+0vk4tVPJcBMDhgIsugnnzvNP7lEiJyJlWokTK4/GUdRwiIlKAnfuCyci2EOZw06xhVqDDEakwrrzyn0Tq6adRJUsROaNUMFREpIJbv9Nb8rxd0wyVeRY5yeDB3pGphAT4/fdARyMi1U2JRqTGjx9f5LbPP/98Se5CRESAY6kW9v4VBBi0b6YiE2Ulx2znuaE/AOCyBAc4Gimp0FAYMsRbcOKTT6Bz50BHJCLVSYkSqd9//521a9ficrlo2bIlANu3b8disdD5pHcxk8bYRURKJXc0qklMNjVC3QGOpuowTGb+qtky0GFIGRg27J9E6qmnNL1PRM6cEiVSF198MeHh4cydO5datWoB3kV6R48ezfnnn8+ECRPKNEgRkerI5YZNfzoA6NBcRSZE8jN0qHddqR07YNMmaNcu0BGJSHVRotn2zz33HNOnT/clUQC1atVi6tSpqtonIlJGduwLJvPvIhNNYrIDHU6VYvW46L/hOfpveA6LOyfQ4UgphIfDoEHe61qcV0TOpBIlUqmpqfz11195ticlJXHixIlSByUiIrAht8hEMxWZKGsWw0X/jc/Tf+PzmA2ty1XZ5S7Oq0RKRM6kEv1rvvzyyxk9ejSffPIJ+/fvZ//+/XzyySeMGTOGK664oqxjFBGpdlLSQ9j7VxAmk0H7pioyIVKYiy8Gmw22bPFeRETOhBIlUq+99hpDhw7l+uuvp1GjRjRq1IjrrruOwYMH88orr5R1jCIi1c72/Q0AiK+vIhMipxMRAf37e69/+mlgYxGR6qNEiVRISAivvPIKR48e9VXwS05O5pVXXiE0NLSsYxQRqVYMLOxMjAG8a0eJyOlpep+InGmlmnV/8OBBDh48SIsWLQgNDcUwjLKKS0Sk2spmIBnZwTiC3DRtkBXocEQqhUsvBasVNmzwVvATESlvJUqkjh49Sr9+/WjRogVDhgzh4MGDANx8880qfS4iUkqZ3ARAm/hMLJYAByNSSURGwgUXeK9rep+InAklSqTuvfdebDYbe/fuJSQkxLd9xIgRfPfdd2UWnIhIdZN83EYWlwDQromm9YkUh6b3iciZVKIFeb///nsWLFhAw4YN/bY3b96cPXv2lElgIiLV0TdLYgAbtSNSqFNLZbnLi9Ns5z+DvgHAZQ4KcDRSVi67DG6/HdasgYQEiI8PdEQiUpWVaEQqPT3dbyQq15EjRwgK0j8kEZGSMAz4fIG3Wl+LBokBjqZq85jM7I/qyP6ojhhmzZ+sKurUgT59vNc1vU9EyluJEqlevXrxzjvv+G6bTCY8Hg/PPPMMffv2LbPgRESqkzUbbOzYHQ5k0STmYKDDEamUrrzS+1PT+0SkvJVoat8zzzxDnz59WL16NTk5Odx///1s3ryZ5ORkfv7557KOUUSkWpj9kXekP5j5BNmiAhxN1Wb1uOi95VUAlrccg9tiD3BEUlYuvxzuugt+/RX27YPY2EBHJCJVVYlGpNq0acOGDRvo2rUr/fv3Jz09nSuuuILff/+dpk2blnWMIiJVXmYmfPC5A4AQ3g5wNFWfxXAx9PepDP19KmZD56JVJfXrw3nnea/Pnx/YWESkaiv2iJTT6WTAgAG8/vrrPPHEE+URk4hItfP5AgfHU8zUr5uJkfQDcF+gQxKptIYNg59+8k7vu+eeQEcjIlVVsUekbDYbmzZtwmQylUc8IiLV0tvzvNP6LumfiAktbi5SGldc4f35889w4EBgYxGRqqtEU/tuvPFG3nrrrbKORUSkWtqz38Li5d5zdC7tr099IqXVsCF07+6thPnZZ4GORkSqqhIVm8jJyeHNN99k4cKFdOnShdDQUL/9zz//fJkEJyJSHcz9rwPDMHFBz2waRmcGOhyRKmHYMFi50ju97847Ax2NiFRFxUqk/vzzTxo3bsymTZvo3LkzANu3b/drU9ZT/hITE3nggQf49ttvyczMpEWLFrz11lucffbZABiGwRNPPMEbb7zBsWPH6NatGy+//DJnnXVWmcYhIlIePJ5/qvWNHpER4GhEKratW7cWuW3LlnagLT/+aLBw4UaiovIvKlK7dm3i4uLKKEIRqU6KlUg1b96cgwcPsmTJEgBGjBjBf/7zH+rVq1cuwR07doyePXvSt29fvv32W+rWrcuuXbuoWbOmr82MGTN4/vnnmTNnDi1atGDq1Kn079+fbdu2ER4eXi5xiYiUlWUr7ezeZ6VGuIcrhmSxa2egIxKpeDIyDgImrr/++mIe+RsezzkMGPAy8Ea+LRyOEP74Y6uSKREptmIlUobhfwL0t99+S3p6epkGdLKnn36a2NhYZs+e7dvWuHFjv3hmzpzJww8/zBV/n1k6d+5c6tWrxwcffMBtt91WbrGJiJSF3CIT11yaSYhDRSbOFKfZzmsX/hcAlzkowNHI6WRnHwcMunR5hbi4bkU+btu2emzeDHXrPsN55+X9THDs2FaWLLmeI0eOKJESkWIr0TlSuU5NrMral19+ycCBA7nqqqtYtmwZDRo0YOzYsdxyyy0AJCQkcOjQIQYMGOA7JigoiN69e7NixYoCE6ns7Gyys7N9t1NTUwFwuVy4XFpPRETKmNvtncPn8Xiv/y0l1cQn3wQDcOPwNFxuNx7DwGa3Y7EamC3ugnosNovV9He/qF+7HZPNzO4Y7wdyE2Ci8Pswm/7Zb7a4MRv+7Svr81AR+zWbPJjxYDa7wew9XcBqBbvdTq1azalbt32R+woKgs2b4fDhcGrUaE9w8CnxWjzY7XY8Ho/+/4uIT1HfD0xGMbIhi8XCoUOHqFOnDgDh4eFs2LCB+Pj4kkV5GsF/v+ONHz+eq666it9++41x48bx+uuvc+ONN7JixQp69uxJYmIiMTExvuNuvfVW9uzZw4IFC/Ltd/LkyfmugbVgwYI8hTNERErN44GsLDCb4aTzSL/4OoZnXmhF40ZpvPvWb5hMkJaezvr164mK7IDNVnbvR5lZh0lJ2UFERBscwTXVbzH7zfZkcuuhiwB4I/prgsyOCh1vpe7XMDDhwWkJBpO3uHBGxiGOH99KzZodCQmpVazuJk/uwL59YYwatYPzz0/y2+d0nuDw4dV06dJFpwOIiE96ejoDBw4kJSWFGjVqFNiu2FP7Ro0aRVCQdxpEVlYWt99+e57kY34ZLSXu8Xjo0qUL06ZNA6BTp05s3ryZV199lRtvvNHX7tQCF4ZhFFr0YtKkSYwfP953OzU1ldjYWLp06VLokyUiUiIuF+ze7f163PrP2+74pXUBGHuDi3NbNAdg8+bN3DplCoMGfkGtWs3LLITdu7ey8pcpdD/3HRo3Vr/ndX2bq3K2APBbi2vxmG2FHpdjyoC/vzPcurIZdiPkjMZbnfo1e1xY3dkcDW+Mx+x9veza9RHLlk2hd+9vaNq06FP7AKKjTezbB4sXNyU42P+L36NH1/HFF1P4+eef6dixY4niFZGqJ3e22ukUK5EaOXKk3+3in/RZPPXr16dNmzZ+21q3bs2nn34KQHR0NACHDh2ifv36vjZJSUmFFsAICgryJYMns1qtWK2lmu0oIpKXYXhHo8xmsFgA2LzNym+/B2G1Gtw4LAvr39vNJhPOnBzcLhMet6XMQnC7jL/7Rf3m5GByurjst0cBWBV/NR5r4ffhMf2z3+O24DH821fW56FC9uvx4HGb8XgseP7+mOJyeZdecblMeDzF+z8dHw+rVkFiopnMTDMn//t3u83k5ORgNpv1/19EfIr6flCsd42Tiz6cCT179mTbtm1+27Zv306jRo0AiI+PJzo6moULF9KpUyfA+0a7bNkynn766TMaq4hIceSWPB/aL4t6dTwBjkak6qpZE2rVgmPHYM8eaNEi0BGJSFVhDnQAhbn33nv55ZdfmDZtGjt37uSDDz7gjTfe4M6/V9YzmUyMGzeOadOm8dlnn7Fp0yZGjRpFSEgI1157bYCjFxHJn9MJ737qPcfmpqu1dpRIecs9lTshIbBxiEjVUqHHsc855xw+++wzJk2axJNPPkl8fDwzZ87kuuuu87W5//77yczMZOzYsb4Feb///nudNCoiFdb/fggm6YiFenXcDO6bffoDRKRUmjSBtWth/37IyQG7PdARiUhVUKETKYCLLrqIiy66qMD9JpOJyZMnM3ny5DMXlIhIKbw9zzsadeOwTGyF1zgQkTJQqxZEREBKCuzdC82aBToiEakKKvTUPhGRquZQkplvFnuXdhg9QtP6RM4Ek8k7KgXw55+BjUVEqg4lUiIiZ9B78x243SbO7ZxD6+ZaAFTkTMk9T2rfPu95iiIipVXhp/aJiFQVhgFvz/NW61ORicBymm283WcuAG6zTpipDqKioEYNSE31JlO5I1QiIiWlESkRkTPk19/tbN1hwxHsYcQlmYEOp1rzmCz80eBC/mhwoW/RV6naTKZ/RqU0vU9EyoISKRGRM2T2f8MAGDY0ixrhRoCjEal+ckeh9u71LvIrIlIaSqRERM6AjEwTH34VCmhaX0Vg8bg4e9dHnL3rI8wenTBTXdSuDWFh3iRq//5ARyMilZ0SKRGRM+DTBWGcSDMTH+ei17k5gQ6n2rMaLkb8Mp4Rv4zHokSq2tD0PhEpS0qkRETOgNnzIwAYPTwDs955RQImd3rfnj3gdpsCG4yIVGr6dy4iUs7+/BOW/BqCyWQwcriKTIgEUt26EBrqLYH+1181Ah2OiFRiSqRERMrZnHe8b7X9z8siroE7wNGIVG8nL867f3+twAYjIpWaEikRkXLkdsPsvxOp0VelBTgaEQFo2tT78+DBCCAkoLGISOWlREpEpBwtXAj795uoFeHmsgGq1idSEdSp412c1+22AJcEOhwRqaSUSImIlKO33vL+vOGSVIKDAxuLiHiZTP+MSsE1gQxFRCoxLecuIlJODh+GL77wXh8zLAVQhbCKwmm28e55rwHgNtsDHI0EQtOm8PvvAINISdka6HBEpBLSiJSISDl5911vZbAuZ3to30prR1UkHpOFjY0uZmOji/GY9Z1idRQZCTVqZAJ2liypGehwRKQSUiIlIlIODOOfaX1jRhuBDUZE8hUbmwzAggWq3icixadESkSkHPz6K2zZAg4HXDPCE+hw5BRmw027PV/Rbs9XmD2uQIcjAdKw4TEAVq8O59ChAAcjIpWOEikRkXKQOxo1bBhERAQ2FsnL5nFyw/LbuWH57Vg8mnZZXYWG5gC/4PGY+PjjQEcjIpWNEikRkTKWlgbz5nmvjxkT2FhE5HQ+AOD99wMchohUOkqkRETK2H//602mmjWDXr0CHY2IFO4jLBaD336D7dsDHYuIVCZKpEREypivyMQY73o1IlKRJXHuuamARqVEpHiUSImIlKE//oCffwaLBUaODHQ0IlIUgwd7q/e995634qaISFFo8QwRkRLau3cvR44c8ds2c2YDoB49ex7n4ME/OXgQcDqxHziAYbeDtfC33R07dpRfwCKSrz59UggNhT//hJUroUePQEckIpWBEikRkRLYu3cvrVq1JjMz46StVmA/AD/+OJKzz/7St7UxkA0UtdC2f78iUp4cDg9XXOFdRPu995RIiUjRKJESESmBI0eOkJmZQd++71GrVmsAEhMj+PXXegQFORk8+HHM5scBsHic1Ek/gMtsx20u/G03MXEx6zc8Q06OSnKXJ5fJykfnPg+A22wLcDRSEVx/vTeR+ugjmDkT7PZARyQiFZ0SKRGRUqhVqzW1a3cGYPVq77ZWrWzUrdvZ18bscVLLXguXJQjPaT60p6Roat+Z4DZbWRM/ItBhSAXSrx9ER8OhQ/Ddd3DJJYGOSEQqOhWbEBEpA+npsG+f93rLloGNRUSKz2KBa6/1Xn/33cDGIiKVgxIpEZEy8Mcf3mpf0dFQs2ago5HTMRtuWiUuolXiIsyeop65JlXd9dd7f375JSQnBzYWEan4lEiJiJSSx+NNpADatAlsLFI0No+Tm5aO5KalI7F4dD6aeHXsCO3bQ04OfPhhoKMRkYpOiZSISCnt2eOd2hccDPHxgY5GRErKZILRo73X58wJaCgiUgkokRIRKaUtW7w/W7XynmchIpXXddd5l3tbvRo2bQp0NCJSkSmREhEphbS0IBITvddbtw5sLCJSenXqwEUXea9rVEpECqNESkSkFBISagMQGwvh4QEORkTKRO70vnffBaczsLGISMWlREpEpMSC2bMnClCRCZGqZPBgqFsXkpLg228DHY2IVFRKpERESuwqcnKshIV5R6REpGqw2eCGG7zXNb1PRAqiREpEpMTuALznRpn1blqpuExWPuvyFJ91eQq32RbocKQCGjXK+/Orr7wjUyIip9K/fhGREti2zQF0x2Ty0LJloKOR4nKbraxsOYqVLUfhUSIl+WjbFrp2BZcL5s4NdDQiUhEpkRIRKYFPPvEWmWjQ4DghIQEORkTKxa23en++8QYYRmBjEZGKR4mUiEgxpabCt99GAhAffyTA0UhJmA0PTf5aQZO/VmDyuAMdjlRQI0Z4q3Hu3AlLlwY6GhGpaJRIiYgU07vvQmamBdhM7dppgQ5HSsDmyeH2RVdx+6KrsHqyAx2OVFBhYd4FesE7KiUicjIlUiIixWAY8Oqrubdew2QKZDQiUt5yp/d9+ikcPhzYWESkYlEiJSJSDMuXw+bNEBzsBt4JdDgiUs46dYIuXbwL86rohIicTImUiEgx5I5GDRp0DEgNaCwicmbcdpv3p4pOiMjJlEiJiBTRwYPwySfe68OGaY6PSHVx9dXe86V27FDRCRH5hxIpEZEievVV7/Se886D1q0zAx2OiJwhJxedePnlwMYiIhWHEikRkSLIyoLXXvNev+eewMYiImfenXd6f37+OezbF9BQRKSCUCIlIlIEH37ordgVFweXXRboaKS03CYr33R6hG86PYLHZA10OFIJtGsHffqA231y5U4Rqc6USImInIZhwMyZ3ut33QVWfe6u9FxmK8va3MGyNnfgttgDHY5UEnff7f35f//nHaUWkepNiZSIyGksWwYbNkBICNx8c6CjEZFAueQSiI2FI0dg3rxARyMigaZESkTkNHJHo0aOhFq1AhqKlBGz4aHh0XU0PLoOk8cd6HCkkrBa/zlXatYslUIXqe6USImIFGLXLvjyS+/1f/0rsLFI2bF5cvjXd0P513dDsXqyAx2OVCI33wzBwbB2LaxcGehoRCSQlEiJiBTihRe83zoPGgStWgU6GhEJtKgouPZa7/X//CewsYhIYCmREhEpwNGj8Pbb3uv33RfYWESk4sgdnf7kE0hICGwsIhI4SqRERArwyiuQmQmdO0PfvoGORkQqig4doH9/byn0F14IdDQiEihKpERE8pGV5T2ZHGDiRDCZAhuPiFQs99/v/fnWW97RaxGpfipVIjV9+nRMJhPjxo3zbTMMg8mTJxMTE4PD4aBPnz5s3rw5cEGKSJXwzjv/LMB71VWBjkZEKpp+/aBjR8jI0AK9ItVVpUmkVq1axRtvvEH79u39ts+YMYPnn3+el156iVWrVhEdHU3//v05ceJEgCIVkcrO44HnnvNev/deLcArInmZTP+MSs2a5Z0GLCLVS6VIpNLS0rjuuuv4v//7P2qdtIiLYRjMnDmThx9+mCuuuIK2bdsyd+5cMjIy+OCDDwIYsYhUZl9+Cdu3Q82aMGZMoKOR8uA2WVnYbjwL243HY1KmLCVz1VXQqBEkJXlHsUWkeqkU/z3uvPNOhg4dyoUXXsjUqVN92xMSEjh06BADBgzwbQsKCqJ3796sWLGC2267Ld/+srOzyc7+Z92Q1NRUAFwuFy6Xq5wehYhUBoYB06ZZABO33urB4fCQ39uCx+PBbrdjsXgwmwt/3zDjxmzxYLZ4wFz44q8Wqwmb3Y7FCmZL2S0Uq379+zXsVha3GOfbbqbw+zCb/tlvtrgxG/7tK+vzUBH7NZs8mPFgNrvB7D050WoFu92O1Wqc9vVWrHgt3texx+Mp8f//f/3LxIQJFp57zmDUKDcWS5mFJyIBUtT3A5NhVOx1uefNm8dTTz3FqlWrCA4Opk+fPnTs2JGZM2eyYsUKevbsSWJiIjExMb5jbr31Vvbs2cOCBQvy7XPy5Mk88cQTebYvWLCA0NDQcnssIlLxrV4dwbhxbbHb3XzyyRoiI535tjtx4gSrV6+mTp0u2GzhhXdqeLC5szAwn7ZqRWbWYVJSdhAR0QZHcM0SPgr1W9b9ZnsyufXQRQC8Ef01QWZHhY63UvdrGJjw4LQEg8k7cSYj4xDHj2+lZs2OhITUOk0HRed0nuDw4dV06dKF8PDTvI4LkJFhZtiwLqSm2nj88W3073+kzOITkcBIT09n4MCBpKSkUKNGjQLbVegRqX379nHPPffw/fffExwcXGA70ykfTAzDyLPtZJMmTWL8+PG+26mpqcTGxtKlS5dCnywRqfoeecT7we2WW0wMHty5wHbr1q1jypQpXHrpz0RFdSy0T7PHRdSJ3bgsQXjMhb/t7t69lZW/TKH7ue/QuHHzYsevfovWb49uczinlgeAwxHNMUyFz3TPMWVAvPf61pXNsBshZzTe6tSv2ePC6s7maHhj3+tl166PWLZsCr17f0PTpt3KLN6jR9fxxRdT+Pnnn+nYsWOJ+5kwwcTjj8PHH7dg0qSmGpUSqeRyZ6udToVOpNasWUNSUhJnn322b5vb7ebHH3/kpZdeYtu2bQAcOnSI+vXr+9okJSVRr169AvsNCgoiKCgoz3ar1YpVZ5WLVFsrV8LSpd5pRPffb8ZqLfjDtdlsJicnB7fbjMdzmvcNj4HHbcaDGY9R+Ccst8vAmZOD2wUed9l9GlO//v1acnIY/2V/AB4esQOnNaTQ4zymf2LwuC15fo+V9XmokP16PN7Xi8eC5++PKS4X5OTk4HKZTv96K068bu/r2Gw2l+r//z33eNeT2rrVxOefWxkxosxCFJEAKOr7QYUuNtGvXz82btzIunXrfJcuXbpw3XXXsW7dOpo0aUJ0dDQLFy70HZOTk8OyZcv4//buOzyqKv/j+HsmjRACBEIJJSQiSABBIHSVosYCCrZHpSxgRYGVxRVhUQEVdBWRteCChWXXhoqFn2aBrFRF6YhIADXAUBJgICQhCZNk5v7+uBCItAST3Cmf1/PM450zd04+4TqZ+c4995xu3bpZmFxEfNHUqeZ///Qnc9pzEZHSqFHDnOET4NlnzZk/RcT/efXpl8jISFq3bl2iLSIigtq1axe3jx49mqlTp9KsWTOaNWvG1KlTqVq1KgMGDLAisoj4qB9/hK++ArsdnnjC6jQi4mv+/GeYPh1+/hnmz9f6cyKBwKsLqdIYO3Ys+fn5PPLII2RmZtK5c2cWL1580ReNioj/cTgcOJ3nvwB8/Pg4oBbXXnuEY8d2sWHD+ftMTU0tt3wi4vtq1oTRo2HyZHjmGbj9dvOLGRHxXz5XSC1btqzEfZvNxqRJk5g0aZIleUTEuzkcDlq0SCA/P+88e7UEfgJg8eJeLF68udT95+Xl/rGAIuI3Tl4rtWWLzkqJBAKfK6RERMrC6XSSn59Hr17vERWVcNZ9Vq+OZ98+Ow0aZNKly5xS9etwJLNu3VO4XAXlGVdEfFhUlHmt1OTJ8OST0L8/hIRYnUpEKooKKREJCFFRCURHnzmd+ZEjsG+fud21axS1a5dujZrMTA3tE5EzjRkDM2fCjh3w7rvw0ENWJxKRiqLRuyIS0NavN/8bHw+1a1ubRSqP2xbM8oThLE8Yjsem7xSl/FSvDk89ZW5PmgS5Gv0r4rdUSIlIwDp8GHbuNLdPW65OAkCRPZiv2z/F1+2fwh0UanUc8TMPPWR+OZORAf/4h9VpRKSiqJASkYB18mzUJZdArVrWZhER/xEaCs89Z27//e9wgUlDRcRHaTyDiAQkpxN27TK3dTYq8NgMD1HH9gBwNKIhhk3fKwayiljOoFu3aK64IpZNm8yiasaMcv8RImIxFVIiEpDWrDH/e+ml5kxbElhCPQWM/7ILABPu+oXC4KoWJxIr5OWlAzYGDRpU7n2Hh1flrbd2MmhQXd54wxzul3D2iUNFxEepkBKRgLNvH+zday6WmZhodRoRsYrLdRQwSEycSWxs53LrNzMzlaVLB5GQsJdbbqnLggXmYr0LF4LNVm4/RkQspkJKRAKKYZw6G5WQYM6wJSKBLTKy+VmXRygP06ebBdTixbBgAfTrVyE/RkQsoEHhIhJQdu6EQ4cgOBjatbM6jYj4u6ZN4bHHzO0xY+D4cWvziEj5USElIgHD44G1a83tNm2gqi6LEZFK8Le/QYMGkJZmnqESEf+goX0iEjC2b4esLAgLMwspEZHKUK0avPgiDBoEU6bAgAEQF3dxfTkcDpwVMJ96dHQ0sbGx5d6viD9TISUiAaGw0M66deZ2+/bmOi8iIpVlwAB46y1YvhwefhiSk8s+8YTD4aBFiwTy8/PKPV94eFW2bUtVMSVSBiqkRCQgbN9en/x8qFEDWra0Oo1YzW0LYlWzIQB4bEEWp5FAYLPBrFnm2fCFC2HePLj77rL14XQ6yc/Po1ev94iKKr+51E/OMuh0OlVIiZSBCikRCQBN+PXXugB07gxB+twc8IrsIXzRaarVMSTAXHYZPPkkPP00PPooJCVBrVpl7ycqKqHCZhkUkdLTZBMiEgD+jsdjp0EDaNLE6iwiEsieeMI8K37wIIwda3UaEfkjVEiJiF/btCkCuAsw6NpVi2HKCYZBxPHDRBw/bC4uJlJJQkNh9mxz+513YMkSa/OIyMVTISUifsvthmnTGgEQF3eY2rUtDiReI8zjYuL8Nkyc34YQd77VcSTAdO9uTjgBMGwYZGdbm0dELo6ukRIRv/XWW5CaGgFk0bLlfiDa6kgiEkBSU1PP+diAAXYWLEjA4QhjyBAnTz3l+EP9iUjlUyElIn7p0CFzEUzTk1SpMszKOCISQPLy0gEbgwYNusCeVwHL+OKLaL744k/Af0vZf+4fTCgi5UGFlIj4pXHjIDMTLrssj+3b3wRUSIlI5XC5jgIGiYkziY3tfN59N28+xK+/1qNKlS+49tpUQkPd59zX4Uhm3bqncLkKyjewiFwUFVIi4ndWrYJ33zW3x43bw7Bh5/5gIiJSUSIjm19wmvKrrzbPoGdlhbJ1a1uuuebck+JkZmpon4g30WQTIuJXiopgxAhz+957oU0bDYEREe8VHAy9epnFU1oabNtmdSIRKS0VUiLiV15+GTZtgqgoeOEFq9OIiFxY3brQqZO5vWoVHDlibR4RKR0VUiLiN3bsgIkTze1XXoE6dazNI97LbQti3SV3su6SO/HYgqyOI0KbNtCokblswzffmGfXRcS7qZASEb/g8cD994PLBUlJ8Kc/WZ1IvFmRPYSPu87g464zcAeFWR1HBJvNHOIXHm5OlLNqldWJRORCVEiJiF+YNQtWroSICHP7XBdri4h4q/Bw6N3b3N62DX77zdo8InJ+KqRExOc5HDB2rLn9wgsQF2dpHPEFhkFIUR4hRXlgGFanESnWsCG0a2dur1gB2dnW5hGRc1MhJSI+zeOBoUPh2DHo1g0eecTqROILwjwupsxrxpR5zQhx51sdR6SEDh2gXj0oLDSvl3JrBQcRr6RCSkR82iuvwNKl5pC+uXPBrr9qIuLj7Ha45hoIDTXXmFq71upEInI2+sghIj5r82b429/M7VdegUsvtTaPiEh5qVYNevY0tzdvNocwi4h3USElIj7p+HEYOBAKCuCWW8wZ+0RE/ElcHLRqZW4vXQrHj0dYmkdESlIhJSI+adw42LLFXMjyrbc0S5+I+KcuXcw18Vwu2LLlSiDU6kgicoIKKRHxOfPnwz/+YW6/845ZTImI+KOgILj2WggLg5ycaGCa1ZFE5AQVUiLiU375BYYNM7fHjoW+fa3NIyJS0SIjzcV6TaM4cEDfHol4AxVSIuIz8vPhjjsgJweuvhqmTLE6kfgqj83O5tg+bI7tg2HTW6F4v9hYaNJkCwDbtydw9Ki1eUQEgq0OICJSGoYBI0aYs1fVrQsffQTB+gsmF6nQHsp7V822OoZImcTFbWb37oO43b1JSYH+/SEkxOpUIoFLX8OJiE+YMQPmzDHXV/nwQ4iJsTqRiEjlstsNYAChoS4yM+Hbb80vmUTEGiqkRMTrffUVPPaYuf3yy9C7t7V5RESsc4BWrbZgs5nXjG7bZnUekcClQkpEvNrmzXDPPea3rg8+CI8+anUi8Qdh7uO8+H5DXny/ISFFeVbHESmTmjWP0rGjub1qFTid1uYRCVQqpETEa6Wnw803w7Fj5lmo11/XelEiIgBt20KTJuB2Q0qKuc6UiFQuFVIi4pWOHIGkJHA4oFkz+OQTXVQtInKSzQY9e5pTo+fkwLJlul5KpLKpkBIRr5OTAzfeCFu2mJNKLFoEtWpZnUpExLuEhZmL9drtsHu3ORRaRCqPCikR8SrHj5tT+q5ZYxZPKSkQH291KhER71SnDnTrZm6vWQMZGdbmEQkkKqRExGvk58Ntt8GSJVCtGixcCK1aWZ1KRMS7JSTApZeaQ/uWLNH1UiKVRYWUiHiFk8P5/vtfCA+HBQsonpVKRETOzWaDK680r5c6dgxWrtT1UiKVQYWUiFguMxOuuw6WLzc/CCxaBL16WZ1K/JnHZie1QW9SG/TGsOmtUHxfaChcc41ZVKWlwfbtVicS8X/BVgcQkcC2ezf07WtOLFGzppvXXvuFiIg8Nmwon/5TU1PLpyPxK4X2UOb0+o/VMUTKVd265pn8NWvM9aXq14eaNa1OJeK/VEiJiGV++AH69YODB6FOHTfZ2V0YPHhdhfysvLzcCulXRMSbtG0L+/aZt2++MSfvCQqyOpWIf1IhJSKW+PBDGDbMvCi6bVuYOnUrffqso1ev94iKSii3n+NwJLNu3VO4XAXl1qeIiLc6ub7Up5/C4cOwevWpWf1EpHypkBKRSnX8ODz+OLz+unn/llvg/fdhx45CAKKiEoiObl9uPy8zU0P75Exh7uM899GlAEy+YzOFwVUtTiRSfiIizGJq0SJz2HSjRhAba3UqEf+jK2xFpNLs2GF+M3qyiHriCfjsM3Oqc5HKFurOJ9Sdb3UMkQrRpMmp5SOWLYO8PEvjiPglFVIiUuEMA95+Gzp0gI0boXZt+PpreOEFjd0XEakonTubC5sfP24WU5oSXaR8qZASkQr1229w7bXwwAPm+iZXXw0//gg33WR1MhER/xYcbE6JHhQEe/eCJjEVKV9efY3U888/z2effca2bdsIDw+nW7du/P3vf+eyyy4r3scwDCZPnszs2bPJzMykc+fOvPHGG7Q6eT5bRMqdw+HA6XSed5+CAhsffliXWbNicLnshIV5ePjh/QwYcJADB+DAgZL7a5pyEZHyFxUFnTrB99+bM6U2agTVq1udSsQ/eHUhtXz5ckaMGEHHjh0pKipiwoQJJCUlsXXrViIiIgB48cUXmT59Ov/6179o3rw5zz33HNdddx3bt28nMjLS4t9AxP84HA5atEggP/98A+77A9OAhifuL8HleoAZM9KYMeP8/WuachGR8tW6NezaBenp5sLnffuas/uJyB/j1YXUwoULS9yfM2cOdevWZf369Vx99dUYhsGMGTOYMGECt912GwBz586lXr16fPDBBzz00ENWxBbxa06nk/z8vLNOU+50RrB1awOcTvNLjCpVCmjVaj+xsTWx2T45b7+aplxEpGLYbNCjhzklenq6OZPf5ZdbnUrE93l1IfV7WVlZANSqVQuAnTt3kpGRQVJSUvE+YWFh9OjRg1WrVp2zkHK5XLhcruL72dnZABQVFVFUVFRR8UX8gsfjITQ0lOjoy6hduw0AGRmwdq2dffvMyy6DggzatjVo185OSEgjoNEF+83JSSU0NJTgYAO7vfxeh8HBWN6vHTf2IA/2IA/Y3efdNyjYRkhoKEHBYA86/75loX5L9msLtpNWrwsAtiDjgj/Dbjv1uD3Ijd0oub+v/jt4Y792mwc7Hux2N9jN0ybe8Dr29X5r1oSuXW2sXBnE2rUGTZq4qVnTfCwoyPy77vF49DlIBEr9OrAZhm/M4WIYBv369SMzM5OVK1cCsGrVKrp3786+ffto0KBB8b4PPvggu3fvZtGiRWfta9KkSUyePPmM9kWLFhUPGRSRs8vJyWHdunXUrp3Itm2xLFrUkO3bawDmm/GVVx6kT5891K5dtjNLeXkZHD2aSs2aV1C1alS55fWKfg0PIe7jGNgvOJ4m//ghsrJ+oUaNloRXqVluedXvH+vX5cnnwYy+AMyu/xVh9nCvzuvT/RoGNjwUBlUBm/nljFe8jv2gX8OA6dNbsXVrTS65JJvx43/CbofCwhwOHVpHYmKiLosQAXJzc7n++uvJysqi+nkuKvSZM1IjR45k8+bNfPvtt2c8ZvvdBxPDMM5oO9348eMZM2ZM8f3s7GwaN25MYmLief+xRARWrvyJSZMOULVqD3JyzA+TdrtB8+YG7dt7qF49mrS0aNLSytbvb7/NY/nyZ+nR42uaNu1cbnm9oV+7p4jaObsoCgrDYz//n91du1L5/odn6drl38TFNSu3vOr3j/VbYMuDeHM79ftLCTVKLuDrbXl9uV+7p4hgt4vDkXHFrxdveB37S7/t2sGvvxqkpVXn7be70K6dweHDm/jyy2f57rvvuOKKK8otr4ivOjla7UJ8opAaNWoUCxYsYMWKFTRqdGqIUP369QHIyMggJiamuP3gwYPUq1fvnP2FhYURFhZ2RntwcDDBwT7xTyJSqTwe8wLld96BTz9ti9v9Gjk5EBICCQnQurWNatVsgB2P5+J+RlERFBQUUFRkw+Mpv9ehV/TrMfC47Xiw4zHOv3CWu8igsKAAdxF43OW3yJb6/WP9emyn9vW4g844jt6W16f79XjM14snCM+Jjyle8Tr2k34jIqBrV/Nv+tq1QTRuDB6PnYKCAux2uz4HiUCpXwdevY6UYRiMHDmSzz77jCVLlhAfH1/i8fj4eOrXr09KSkpxW0FBAcuXL6dbt26VHVfE7zgc8OyzcOml0Ls3vP8+uFx24Gcuv3wvAwdCly5QrZrVSUXKJsx9nKc/vZynP72ckKLzzUAp4n+aN4fYWPNLsmXLuOgvwEQCnVd/7TBixAg++OADvvzySyIjI8nIyACgRo0ahIeHY7PZGD16NFOnTqVZs2Y0a9aMqVOnUrVqVQYMGGBxehHf5HLBF1/Au+9CSoo5ph7MdUfuuQe6ddvGkCGtadZsPaGhF55EQsRbVXMdsTqCiCVsNnNx9E8+AacTduyob3UkEZ/k1YXUm2++CUDPnj1LtM+ZM4ehQ4cCMHbsWPLz83nkkUeKF+RdvHixLpYUKaNNm8zi6f334chpny979oR774Xbb4eqVWHDBn17LyLi66pWhW7dYOlS2LatPpBwweeISEleXUiVZkJBm83GpEmTmDRpUsUHEvEzmZnwwQfmtU8bN55qb9QIhg41b02bWpVOREQq0qWXwm+/gcNhB97GXX4z4YsEBK8upESk/Hk88M035tmnzz83h/KBOXFE//7m2afrroOg8rv+XEREvJDNBldeCR9/7KaoqBsff7yHjh2tTiXiO1RIiQSIXbvgX/+COXPMSSROuvxyuO8+GDgQoqOtSiciIlaoVg1at97Hpk2xvP56A0aMgLg4q1OJ+AYVUiJ+LD/fnDjinXfMs1An1ahhFk733gvt219wjVgREfFj8fFONm3ayfHjPXjwQVi0SO8LIqWhQkrED23eDLNnmxNHHD16qv2aa8zi6dZbITzcsngiljOws6dW2xPb+sQogc0smh4gLGwbKSl25s41r5EVkfNTISXiJ3JzYd48s4BavfpUe2wsDBsGQ4bA75ZiEwlYBUGhvHZjstUxRLzILzz0UDqvvtqQv/wFrr8eYmKsziTi3VRIiXgBh8OB0+m8qOfu2BHOZ59Fk5xci9xcc4aIoCCDnj2P0rdvOt27HycoyJyhLzPzj2dNTU39452IiIjXGTjwAN9915D162HkSJg/3+pEIt5NhZSIxRwOBy1aJJCfX5b1maoCdwEPAe1Pa/8NmI3b/S+++eYg33xjAy68jMDFyMvLrZB+RUTEGsHB5jW1iYnw2WdmIXX77VanEvFeKqRELOZ0OsnPz6NXr/eIijr/gohHj4azc2c0e/bUoqjIPPtksxk0aHCU+HgnderkYLPdBdyFw5HMunVPkZg4k9jYzuWW92S/LldBufUpUtlC3S7GfWG+Ll7uu4zCYF00KALQti2MGwfPPQcjRkCvXlCrltWpRLyTCikRLxEVlUB0dPsz2gsLzQUTU1Ph0KFT7dWrQ4sW0Ly5japVo4CoEs/LzDSH4EVGNj9rvxfrZL8ivsyGQa3cvSfuVcxZWxFf9eST8OmnsG0bPPaYuWyGiJxJhZSIl3I6zTexX34xiykAu91c3yMhARo00PS0IiJS/sLCzCF+V15prj94zz2QlGR1KhHvo0JKxIuc7+xTQgI0b65py0VEpOJ16wajRsGrr8KDD8KWLebivSJyigopEYsZBkAHNm5szN69OvskIiLeYcoU+PJL2L0bJkyAf/zD6kQi3kWFlPilPzKd+PlER0cTGxtbLn1lZpoL5r72WgtgHTt3mu06+yQiIt6gWjVzbcLrr4fXXoO77jLPVImISYWU+J2Lm068dMLDq7JtW+pFF1MeDyxfbo49//RTcLnAnMr8OI0b59GmTS2dfRIREa+RlARDh5rXSt13H2zcCFWqWJ1KxDuokBK/U5bpxMsiMzOVpUsH4XQ6y1xIpaebb0LvvGNeA3VSmzZwww17ePHFtnTs+D+iozXHrEhlMLCRUaP5iXv65kLkfKZPh4ULzQmQpkyBZ5+1OpGId1AhJX7rXNOJV5bcXFiwwBy+t3AhuN1me2QkDBgA998PHTrAxo2HePHFTMtyigSigqAwpvddanUMEZ8QFQVvvGEuzvvCC3DHHeZ6UyKBToWUSDkqLIT//c8snr74wiymTure3Sye7rwTIiIsiygiIlJmt91mFlLz55tD/H74AYL1KVICnF4CIn9QURF8+615zdPHH5ectvySS8yzTwMHmovnioiI+KrXX4dvvoH1683hfmPHWp1IxFoqpEQuQn4+pKSYZ50WLIDDh089VqeOObPRwIHQubMmjhDxRqFuF2O+6gXAazckUxisKTJFLqR+fXjlFRg2DCZOhP79zRlmRQKVCimRUjp+PBgYxNix8fzwQ8lhe7Vqwc03mwXUtddCSIhlMUWkFGwY1M/aceKeYWkWEV8yZAh88IH5ZeIDD8DSpea6hyKBSIWUyDm43XDgAOzZA3v3wuHDbYD/8M035uONGsGtt5q3q67SWHEREfF/Npu5tlTr1rBihbk9fLjVqUSsoY9+Iid4PHDkiDlV+b595n8LC3+/1wbuvbcBDz9cnw4dNGxPREQCT1wcTJ0Kjz5qXifVpw80bmx1KpHKp0JKApbHA06nWTClp0NGBhQUlNwnPBwaNjTfIMLDN5Oc3IERI9bTvn19a0KLiIh4gREjYN48WLXKPCP11Vf6clECjwopCRhutzmj3v79ZtGUkWHOuHe6kBDzYtqYGHPoXu3ap94YnM6iMzsVEREJQEFB8PbbcMUVkJxsLjh///1WpxKpXCqkxG8VFdmKh+ilp8PBg6cWxT0pLOxU4RQTYxZOumhWRETkwhISYMoUePxxGD0aevaESy+1OpVI5VEhJX4jOxu++w4+/rgB8B3/939tMX43GVd4eMnCqVatsg9FSE1NLbfMFdGfiFyYgY0jEY1O3NN4JJGLNWYMfP01LFsGgwaZ6ypq8iUJFPpfXXyWy2UWTosWmQsEbtxoXvcE9YH6GAZERJwqmmJioEaNix/DnZeXDtgYNGhQ+f0SJfrPvfBOIlIuCoLCeKH/aqtjiPg8ux3mzoU2bWD1anMSiqeftjqVSOVQISU+wzAgNRUWLzZvy5aZC+OermlTaNXKyYIFj3H99Y8TG9u63C5+dbmOAgaJiTOJje1cPp0CDkcy69Y9hctVcOGdRUREvExsLLzxhnlG6plnICkJunSxOpVIxVMhJV6tsNBcp+Lzz2HBAnNNp9PFxJh/sK+7zhyb3bAhbNjgYMGCfxMR8WiFzCAUGdmc6Oj25dZfZqaG9omIiG8bMMCcue+jj+Duu81RIlFRVqcSqVgqpMTr5OWZw/U+/9z8o5yZeeqxKlXg6qvN4ikpyVwQUNOtikhZhboLGPXfmwB487r5FAWHW5xIxLfZbPDPf8KaNZCWBsOGme/jeo8Wf6ZCSrxCQQH897/w3nvmRaunD9mrUwduuQX694drrjEnjBAR+SNseGh85McT28YF9haR0qhRAz7+GLp1gy+/hNdegz//2epUIhVHhZRYxjDg++/N4mnePDhy5NRjcXFw663mrVs3c70KERER8W4dOsC0aWYB9de/mu/hiYlWpxKpGCqkpFQcDgdOp7Nc+tq/P5QFC2qTnFyLffvCitsbNDDHWA8YYC7wp+EAIiIivmfkSHNCqM8+g8GDYcsWfSEq/kmFlFyQw+GgRYsE8vPz/kAvQcBNwHDgBuDkqrc53HGHjYceqkavXvpDKyIi4utsNnjnHTh6FF54Qe/t4r9USMkFOZ1O8vPz6NXrPaKiEsr03Pz8EHbtqs3OndEcPx5a3F63bjbR0ZvZuvV6xo9fSfv25TcLnoiIiFirZk1zjUcRf6ZCSkotKiqhVNN+GwZkZMBPP8Hu3eZ9MGfca94cEhKgRo3qOJ1V2bo1j9TU8p3+u7z7ExERERH5PRVSUm48Hti5EzZvhkOHTrXHxJjFU3x8ydP7eXnpgI1BgwZVSJ68vNwK6VdE/MOxsFpWRxARER+mQkr+sIIC2LbNvJj02DGzLSgImjUz13mqdY7PKi7XUcAgMXEmsbGdyy2Pw5HMunVP4XIVlFufIuJfXEFVeOaOn6yOISIiPkyFlFy0Y8fM4ik1FQoLzbYqVaBlS2jVqvTrPUVGNi/VkMHSyszU0D4RERERqVgqpKTMDh0yh++lpZ26/qlmTbj8cvMsVLD+rxIRERERP6ePvFJKNtLTa/D995Cefqq1QQNo0wYaN9a6TyLiO0LdBTyUcgcA7/T6D0XBpTyFLiIicoIKKTmv/HyYPz8a2Mr33zcFzIKpaVOzgIqOtjafiMjFsOGh6cHvT2wbFqcRERFfpEJKzurAAZg507w5nbEAhIQUkZAQTOvWUK2axQFFRERERCykQkpK+PFHmDEDPvjAnI0PoEEDF/v3j+WGG4YRE3OFlfFERERERLyC3eoAYj2PBxYsgN694Yor4F//Mouozp3h44/h889/Bl4lJMRjcVIREREREe+gM1IBLCsL/v1vePVV+PVXsy0oCO64A0aPhi5dzLYNGyyLKCIiIpUkNbX8lw+Jjo4mNja23PsV8QYqpAKMYcDq1TB7Nnz0kTmZBJjTlz/4IIwcac7AJyIiIoEhLy8dsDFo0KBy7zs8vCrbtqWqmBK/pEIqQBw9Cu+9ZxZQP/10qr1VK3jkERgyBCIiLIsnIlLpCoI05bkIgMt1FDBITJxJbGzncus3MzOVpUsH4XQ6VUiJX1Ih5WccDgdOpxOAwkIb338fSUpKFN98E4XLZV4SFxbm4brrMrntNidt2uRis8H27efusyJO9YuIWMkVVIUn7/7V6hgiXiUysjnR0e2tjiHiM1RI+RGHw8Fll13O8eNdgbuA/kDUaXv8BMzC5Xqfr746yldfla3/vLzc8ooqIiIiIuLTVEj5gdxcWLIE3n23KsePpwG1ix+rUqWAhg2P0rjxEaKiCrHZ7gXuLVP/Dkcy69Y9hctVUL7BRURERER8lAopH1RUZM6kt3w5LF4MK1acXPMpGoCwsEKaNg2haVOoXz8Um60uUPeif15mpob2iYh/CfEUMGzpYAD+c/VbFAVVsTiRiIj4GhVSPiA9HdauNW9r1sCqVXDsWMl94uMhMfEQn3xyFzfdNI06dTTGWUTkXOyGh4T9SwCwGVojT0REyk6FlBcwDMjMhN27zZvDAb/8Alu2mLcTc0eUEBUFV18NPXvCjTdC8+awceMePvlkKTZbpf8KIiIiIiIBRYXUaTZt2kS1atVKtLlcLsLCwgCz4CkqslFYaKOoyHbG9rkey88PIjs7iJycUzeXKwKXKwKHwyycfn+G6XQ2G7RsCZ06QceO0K0bXH452O0V+a8hIiIiIiLn4jeF1MyZM3nppZdIT0+nVatWzJgxg6uuuqpMffToEQJEAqEnbiEnbie3K/afq25daNLEvMXHm2s8tW4NCQlQtWqF/mgRERERESkDvyik5s2bx+jRo5k5cybdu3dn1qxZ3HjjjWzdurWMC8C1AqqX6WfbbAZ2uwe73TixbZyxHRTkITTUTUiIm5CQItzuA+zePYeJE/9M9+5xNGkCjRtDuAVrQ3bb9g5xB9eyq25HVrW4r7g97uBq6h3dwYGazfnlRFuLrFQSd+znQM3m7KpbcsG+0/ffVbdzifsNjmwp/hnmvms5VqU2m11HyD1Lv3EHV9Pa8V8AtsTeeNY2gHpHdxDkKcBtDz1rphZZqdy4biU1c/cCcDSiUXF/f1o6lGb7l3O0WiPmd512xnNFRERERM7HLwqp6dOnc99993H//fcDMGPGDBYtWsSbb77J888/X+p+vuRmalPEumZ3s7LNKPbs+T+uWjOGURQQQiEhFLK89SP8t9Nk7HZzyJ3NZgOCypTX6dzL7t2vcMstg2jfPq5Mzy1PT3zemUsOrQGgx7ZZXJU6m7/fuppbVz/BDT++WLxfXOO+JAHjNowqblvYdiyfd/47wBn7p9XpVNzv6Xpsm1Xifh9gPMBp/f7+uTdvmHzWtrM5PdPzv8t7+nOLCCaYIgDq5u5i/BddSjxXRERERORCfL6QKigoYP369YwbN65Ee1JSEqtWrTrrc1wuFy6Xq/h+VlYWAG2CV1HdZiNh11ocDUMIP7aWv4XsLvHc3tuf5/voGNJqtrjozFlZvxASEsL69evJzs6+6H5+75dfzH4zM9fj8Zy/3yv3LKTm0Y0cCQkpbqt5dCPdVw6l068flGi/PmMRhIRw5LTnd9r6CilR8cXbv+/n9Ptlcbbnlra/k5kaHlzLg7/Le6aS/Z187vmOa07ONkJCQsjJ2czBg2Urns9H/fp/v0EeN568DDw2Ox7b+ffNzd1BWEgIublbOHyo/GaOUb+/7zeVk38lDztXUXiB6c8L7cehkbl9xLmKEE/J/X3338H7+rUbbuyGh8PH9+C2m68Xb3gdq9+yO/l5Jzs7myNHzv+uLOJNTn4+NwzjvPvZjAvt4eX2799Pw4YN+e677+jWrVtx+9SpU5k7dy7bt28/4zmTJk1i8uSzn9UQERERERHZs2cPjRo1OufjPn9G6iTb7+b8NgzjjLaTxo8fz5gxY4rvezwejhw5Qu3atc/5nLLKzs6mcePG7Nmzh+rVy3bdlZQ/HQ/vouPhXXQ8vIuOh3fR8fAuOh7exV+Ph2EY5OTk0KBBg/Pu5/OFVHR0NEFBQWRkZJRoP3jwIPXq1Tvrc8LCwoqnND+pZs2aFZKvevXqfvU/lq/T8fAuOh7eRcfDu+h4eBcdD++i4+Fd/PF41KhR44L7+PxKRKGhoXTo0IGUlJQS7SkpKSWG+omIiIiIiJQXnz8jBTBmzBgGDx5MYmIiXbt2Zfbs2TgcDoYPH251NBERERER8UN+UUjdddddHD58mGeeeYb09HRat25NcnIyTZo0sSxTWFgYEydOPGMIoVhDx8O76Hh4Fx0P76Lj4V10PLyLjod3CfTj4fOz9omIiIiIiFQ2n79GSkREREREpLKpkBIRERERESkjFVIiIiIiIiJlpEJKRERERESkjFRIVYApU6bQrVs3qlates6Ffh0OBzfffDMRERFER0fz5z//mYKCgsoNGqB27NhBv379iI6Opnr16nTv3p2lS5daHSugff3113Tu3Jnw8HCio6O57bbbrI4U8FwuF1dccQU2m41NmzZZHScg7dq1i/vuu4/4+HjCw8Np2rQpEydO1HtFJZo5cybx8fFUqVKFDh06sHLlSqsjBaTnn3+ejh07EhkZSd26denfvz/bt2+3Opac8Pzzz2Oz2Rg9erTVUSqdCqkKUFBQwJ133snDDz981sfdbjd9+vQhNzeXb7/9lo8++oj58+fz2GOPVXLSwNSnTx+KiopYsmQJ69ev54orrqBv375kZGRYHS0gzZ8/n8GDBzNs2DB+/PFHvvvuOwYMGGB1rIA3duxYGjRoYHWMgLZt2zY8Hg+zZs3i559/5pVXXuGf//wnf/vb36yOFhDmzZvH6NGjmTBhAhs3buSqq67ixhtvxOFwWB0t4CxfvpwRI0bwww8/kJKSQlFREUlJSeTm5lodLeCtXbuW2bNn06ZNG6ujWMOQCjNnzhyjRo0aZ7QnJycbdrvd2LdvX3Hbhx9+aISFhRlZWVmVmDDwHDp0yACMFStWFLdlZ2cbgPG///3PwmSBqbCw0GjYsKHx9ttvWx1FTpOcnGy0aNHC+Pnnnw3A2Lhxo9WR5IQXX3zRiI+PtzpGQOjUqZMxfPjwEm0tWrQwxo0bZ1EiOengwYMGYCxfvtzqKAEtJyfHaNasmZGSkmL06NHDePTRR62OVOl0RsoC33//Pa1bty7xbe/111+Py+Vi/fr1Fibzf7Vr1yYhIYF///vf5ObmUlRUxKxZs6hXrx4dOnSwOl7A2bBhA/v27cNut9OuXTtiYmK48cYb+fnnn62OFrAOHDjAAw88wH/+8x+qVq1qdRz5naysLGrVqmV1DL9XUFDA+vXrSUpKKtGelJTEqlWrLEolJ2VlZQHotWCxESNG0KdPH6699lqro1gm2OoAgSgjI4N69eqVaIuKiiI0NFTDyyqYzWYjJSWFfv36ERkZid1up169eixcuPCc17NJxUlLSwNg0qRJTJ8+nbi4OF5++WV69OjBjh079CZZyQzDYOjQoQwfPpzExER27dpldSQ5zW+//cZrr73Gyy+/bHUUv+d0OnG73We8V9erV0/v0xYzDIMxY8Zw5ZVX0rp1a6vjBKyPPvqIDRs2sHbtWqujWEpnpEpp0qRJ2Gy2897WrVtX6v5sNtsZbYZhnLVdLqy0x8cwDB555BHq1q3LypUrWbNmDf369aNv376kp6db/Wv4jdIeD4/HA8CECRO4/fbb6dChA3PmzMFms/HJJ59Y/Fv4j9Iej9dee43s7GzGjx9vdWS/djHvJ/v37+eGG27gzjvv5P7777coeeD5/Xuy3qetN3LkSDZv3syHH35odZSAtWfPHh599FHee+89qlSpYnUcS+mMVCmNHDmSu++++7z7xMXFlaqv+vXrs3r16hJtmZmZFBYWnvHtl5ROaY/PkiVL+Oqrr8jMzKR69eqAOStTSkoKc+fOZdy4cZUR1++V9njk5OQA0LJly+L2sLAwLrnkEl3QXY5Kezyee+45fvjhB8LCwko8lpiYyMCBA5k7d25FxgwYZX0/2b9/P7169aJr167Mnj27gtMJQHR0NEFBQWecfTp48KDepy00atQoFixYwIoVK2jUqJHVcQLW+vXrOXjwYIlLItxuNytWrOD111/H5XIRFBRkYcLKo0KqlKKjo4mOji6Xvrp27cqUKVNIT08nJiYGgMWLFxMWFqbrdC5SaY9PXl4eAHZ7yZOxdru9+OyI/HGlPR4dOnQgLCyM7du3c+WVVwJQWFjIrl27aNKkSUXHDBilPR6vvvoqzz33XPH9/fv3c/311zNv3jw6d+5ckREDSlneT/bt20evXr2Kz9b+/m+XVIzQ0FA6dOhASkoKt956a3H7yaHhUrkMw2DUqFF8/vnnLFu2jPj4eKsjBbRrrrmGn376qUTbsGHDaNGiBU888UTAFFGgQqpCOBwOjhw5gsPhwO12F6/Bcumll1KtWjWSkpJo2bIlgwcP5qWXXuLIkSP89a9/5YEHHig+SyIVo2vXrkRFRTFkyBCefvppwsPDeeutt9i5cyd9+vSxOl7AqV69OsOHD2fixIk0btyYJk2a8NJLLwFw5513Wpwu8MTGxpa4X61aNQCaNm2qb38tsH//fnr27ElsbCzTpk3j0KFDxY/Vr1/fwmSBYcyYMQwePJjExMTis4EOh4Phw4dbHS3gjBgxgg8++IAvv/ySyMjI4jOFNWrUIDw83OJ0gScyMvKM69MiIiKoXbt2wF23pkKqAjz99NMlhsC0a9cOgKVLl9KzZ0+CgoL4+uuveeSRR+jevTvh4eEMGDCAadOmWRU5YERHR7Nw4UImTJhA7969KSwspFWrVnz55Ze0bdvW6ngB6aWXXiI4OJjBgweTn59P586dWbJkCVFRUVZHE7HU4sWL+fXXX/n111/PKGQNw7AoVeC46667OHz4MM888wzp6em0bt2a5ORknS23wJtvvglAz549S7TPmTOHoUOHVn4gkRNshv4ai4iIiIiIlIkGW4uIiIiIiJSRCikREREREZEyUiElIiIiIiJSRiqkREREREREykiFlIiIiIiISBmpkBIRERERESkjFVIiIiIiIiJlpEJKRERERESkjFRIiYiIiIiIlJEKKRER8StDhw6lf//+FdZ/Wloa99xzDw0aNKBKlSo0atSIfv36sWPHjgr7mSIi4n2CrQ4gIiLiKwoKCrjuuuto0aIFn332GTExMezdu5fk5GSysrKsjiciIpVIZ6RERCRgLF++nE6dOhEWFkZMTAzjxo2jqKio+PGcnBwGDhxIREQEMTExvPLKK/Ts2ZPRo0cDsHXrVtLS0pg5cyZdunShSZMmdO/enSlTptCxY0eLfisREbGCCikREQkI+/bt46abbqJjx478+OOPvPnmm7zzzjs899xzxfuMGTOG7777jgULFpCSksLKlSvZsGFD8eN16tTBbrfz6aef4na7rfg1RETES6iQEhGRgDBz5kwaN27M66+/TosWLejfvz+TJ0/m5ZdfxuPxkJOTw9y5c5k2bRrXXHMNrVu3Zs6cOSUKpoYNG/Lqq6/y9NNPExUVRe/evXn22WdJS0uz8DcTERErqJASEZGAkJqaSteuXbHZbMVt3bt359ixY+zdu5e0tDQKCwvp1KlT8eM1atTgsssuK9HPiBEjyMjI4L333qNr16588skntGrVipSUlEr7XURExHoqpEREJCAYhlGiiDrZBmCz2Upsn22f00VGRnLLLbcwZcoUfvzxR6666qoSQwRFRMT/qZASEZGA0LJlS1atWlWiMFq1ahWRkZE0bNiQpk2bEhISwpo1a4ofz87O5pdffjlvvzabjRYtWpCbm1th2UVExPto+nMREfE7WVlZbNq0qUTbgw8+yIwZMxg1ahQjR45k+/btTJw4kTFjxmC324mMjGTIkCE8/vjj1KpVi7p16zJx4kTsdnvxWapNmzYxceJEBg8eTMuWLQkNDWX58uW8++67PPHEExb8piIiYhUVUiIi4neWLVtGu3btSrQNGTKE5ORkHn/8cdq2bUutWrW47777ePLJJ4v3mT59OsOHD6dv375Ur16dsWPHsmfPHqpUqQJAo0aNiIuLY/LkyezatQubzVZ8/y9/+Uul/o4iImItm3G2wd8iIiJCbm4uDRs25OWXX+a+++6zOo6IiHgRnZESERE5YePGjWzbto1OnTqRlZXFM888A0C/fv0sTiYiIt5GhZSIiMhppk2bxvbt2wkNDaVDhw6sXLmS6Ohoq2OJiIiX0dA+ERERERGRMtL05yIiIiIiImWkQkpERERERKSMVEiJiIiIiIiUkQopERERERGRMlIhJSIiIiIiUkYqpERERERERMpIhZSIiIiIiEgZqZASEREREREpo/8H/C/yEyvkGmUAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Processing dataset: AqSolDb\n", "File saved to: result/1_standard_ML/histogram/AqSolDb_histogram_kde.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Processing dataset: BigSolDB\n", "File saved to: result/1_standard_ML/histogram/BigSolDB_histogram_kde.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_combined_histogram(data, save_path=\"result/dataset_plot\"):\n", " os.makedirs(save_path, exist_ok=True)\n", "\n", " if isinstance(data, dict):\n", " data = pd.DataFrame(data)\n", " \n", " dataset_names = data.columns\n", " num_datasets = len(dataset_names)\n", " \n", " all_data = np.concatenate([data[col].dropna().values for col in dataset_names])\n", " bins = np.linspace(min(all_data), max(all_data), 31)\n", " \n", " counts_list = [np.histogram(data[col].dropna(), bins=bins)[0] for col in dataset_names]\n", " \n", " fig = go.Figure()\n", " bin_centers = (bins[:-1] + bins[1:]) / 2\n", " width = (bins[1] - bins[0]) * 0.7\n", "\n", " for i, col in enumerate(dataset_names):\n", " fig.add_trace(go.Bar(x=bin_centers, y=counts_list[i], width=width, name=col))\n", " \n", " fig.update_layout(\n", " barmode='group',\n", " xaxis_title='LogS',\n", " yaxis_title='Frequency',\n", " title='Combined Histogram of LogS Values',\n", " legend=dict(x=0.1, y=0.9, bgcolor='rgba(255,255,255,0.5)'),\n", " template='plotly_white'\n", " )\n", " \n", " # HTML 저장\n", " html_save_file_path = f\"{save_path}/LogS_Frequency_plotly.html\"\n", " fig.write_html(html_save_file_path)\n", " print(f\"HTML file saved to: {html_save_file_path}\")\n", " \n", " fig.show()\n", "plot_combined_histogram(data_dict, target_path)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PNG file saved to: result/1_standard_ML/LogS_Frequency_seaborn.png\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "def plot_combined_histogram(data, save_path=\"result/dataset_plot\"):\n", " os.makedirs(save_path, exist_ok=True)\n", " \n", " if isinstance(data, dict):\n", " data = pd.DataFrame(data)\n", " \n", " dataset_names = data.columns\n", " all_data = np.concatenate([data[col].dropna().values for col in dataset_names])\n", " bins = np.linspace(min(all_data), max(all_data), 31)\n", "\n", " plt.figure(figsize=(14, 8))\n", "\n", " for col in dataset_names:\n", " sns.histplot(data[col].dropna(), bins=bins, label=col, kde=False, edgecolor='black')\n", "\n", " plt.legend(loc='upper right', fontsize=12)\n", " plt.xlabel('LogS', fontsize=16, weight='bold')\n", " plt.ylabel('Frequency', fontsize=16, weight='bold')\n", " plt.title('Combined Histogram of LogS Values', fontsize=18, weight='bold')\n", "\n", " # Save as PNG\n", " png_save_file_path = f\"{save_path}/LogS_Frequency_seaborn.png\"\n", " plt.savefig(png_save_file_path, dpi=300)\n", " print(f\"PNG file saved to: {png_save_file_path}\")\n", "\n", " # Show plot\n", " plt.show()\n", "\n", "plot_combined_histogram(data_dict, target_path)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[,\n", " ],\n", " [,\n", " ]], dtype=object)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pd.DataFrame(data_dict).hist()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist([y_ws, y_de,y_lo,y_hu], label=['ws496','delaney','lovric','huusk'])\n", "plt.legend(loc='upper left')\n", "plt.xlabel('LogS')\n", "plt.ylabel('Frequency')\n", "plt.savefig(f\"{target_path}/1_LogS_Frequency.png\", dpi=300)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist([y_ws, y_de,y_lo,y_hu,y_aq], label=['ws496','delaney','lovric','huusk','AqSolDB'])\n", "plt.legend(loc='upper left')\n", "plt.xlabel('LogS')\n", "plt.ylabel('Frequency')\n", "plt.savefig(f\"{target_path}/1_LogS_Frequency_with_aq.png\", dpi=300)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist([y_ws, y_de,y_lo,y_hu,y_aq,y_bd], label=['ws496','delaney','lovric','huusk','AqSolDB','BigSolDb'])\n", "plt.legend(loc='upper left')\n", "plt.xlabel('LogS')\n", "plt.ylabel('Frequency')\n", "plt.savefig(f\"{target_path}/1_LogS_Frequency_with_all.png\", dpi=300)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "def mol3d(mol):\n", " mol = Chem.AddHs(mol)\n", " optimization_methods = [\n", " (AllChem.EmbedMolecule, (mol, AllChem.ETKDGv3()), {}),\n", " (AllChem.UFFOptimizeMolecule, (mol,), {'maxIters': 200}),\n", " (AllChem.MMFFOptimizeMolecule, (mol,), {'maxIters': 200})\n", " ]\n", "\n", " for method, args, kwargs in optimization_methods:\n", " try:\n", " method(*args, **kwargs)\n", " if mol.GetNumConformers() > 0:\n", " return mol\n", " except ValueError as e:\n", " print(f\"Error: {e} - Trying next optimization method [{method}]\")\n", "\n", " print(f\"Invalid mol for 3d {'\\033[94m'}{Chem.MolToSmiles(mol)}{'\\033[0m'} - No conformer generated\")\n", " return None" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def convert_smiles_to_mol(smiles, fail_folder=None, index=None, yvalue=None):\n", " mol = Chem.MolFromSmiles(smiles)\n", " if mol is None:\n", " print(f\"[convert_smiles_to_mol] Cannot convert {smiles} to Mols\")\n", " return None, {\"smiles\": smiles, \"y_value\": yvalue, \"error\": \"Invalid SMILES\"}\n", "\n", " try:\n", " Chem.Kekulize(mol, clearAromaticFlags=True)\n", " isomeric_smiles = Chem.MolToSmiles(mol, isomericSmiles=True)\n", " mol = Chem.MolFromSmiles(isomeric_smiles)\n", " except Exception as e:\n", " print(f\"[convert_smiles_to_mol] failed {smiles} isomeric_smiles by {e}\")\n", " if fail_folder and index is not None:\n", " img_path = os.path.join(fail_folder, f\"mol_{index}.png\")\n", " img = Draw.MolToImage(mol)\n", " img.save(img_path)\n", " return None, {\"smiles\": smiles, \"y_value\": yvalue, \"error\": f\"Isomeric SMILES error: {e}\"}\n", "\n", " try:\n", " Chem.SanitizeMol(mol)\n", " except Exception as e:\n", " print(f\"[convert_smiles_to_mol] failed {smiles} SanitizeMol by {e}\")\n", " if fail_folder and index is not None:\n", " img_path = os.path.join(fail_folder, f\"mol_{index}.png\")\n", " img = Draw.MolToImage(mol)\n", " img.save(img_path)\n", " return None, {\"smiles\": smiles, \"y_value\": yvalue, \"error\": f\"SanitizeMol error: {e}\"}\n", "\n", " return mol, None" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "def process_smiles(smiles, yvalue, fail_folder, index):\n", " mol, error = convert_smiles_to_mol(smiles, fail_folder, index, yvalue)\n", " if error:\n", " return None, None, error\n", "\n", " mol_3d = mol3d(mol)\n", " if mol_3d:\n", " return smiles, yvalue, None\n", " else:\n", " img_path = os.path.join(fail_folder, f\"mol_{index}.png\")\n", " img = Draw.MolToImage(mol)\n", " img.save(img_path)\n", " return None, None, {\"smiles\": smiles, \"y_value\": yvalue}\n", "\n", "def process_dataset(smiles_list, y_values, dataset_name, target_path=\"result\", max_workers=None):\n", " start = time.time()\n", " valid_smiles, valid_y = [], []\n", " error_smiles_list = []\n", " fail_folder = f\"{target_path}/failed/{dataset_name}\"\n", " os.makedirs(fail_folder, exist_ok=True)\n", "\n", " with ProcessPoolExecutor(max_workers=max_workers) as executor:\n", " futures = [\n", " executor.submit(process_smiles, smiles, yvalue, fail_folder, i)\n", " for i, (smiles, yvalue) in enumerate(zip(smiles_list, y_values))\n", " ]\n", " for future in as_completed(futures):\n", " smiles, yvalue, error = future.result()\n", " if error:\n", " error_smiles_list.append(error)\n", " elif smiles is not None and yvalue is not None:\n", " valid_smiles.append(smiles)\n", " valid_y.append(yvalue)\n", "\n", " if error_smiles_list:\n", " error_df = pd.DataFrame(error_smiles_list)\n", " error_df.to_csv(os.path.join(fail_folder, \"failed_smiles.csv\"), index=False)\n", " print(f\" [{dataset_name:<10}] : {time.time()-start:.4f} sec\")\n", " return valid_smiles, valid_y" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " [ws496 ] : 1.0322 sec\n", " [delaney ] : 1.6331 sec\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]O[C@]([H])(c1c([H])c([H])nc2c([H])c([H])c(OC([H])([H])[H])c([H])c12)[C@@]1([H])[N@]2C([H])([H])C([H])([H])[C@@]([H])(C1([H])[H])[C@@]([H])(C([H])=C([H])[H])C2([H])[H]\u001b[0m - No conformer generated\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]O[C@@]([H])(c1c([H])c([H])nc2c([H])c([H])c(OC([H])([H])[H])c([H])c12)[C@]1([H])[N@]2C([H])([H])C([H])([H])[C@@]([H])(C1([H])[H])[C@@]([H])(C([H])=C([H])[H])C2([H])[H]\u001b[0m - No conformer generated\n", " [Lovric2020_logS0] : 9.5273 sec\n", " [huusk ] : 2.2658 sec\n" ] } ], "source": [ "smiles_ws, y_ws = process_dataset(smiles_ws, y_ws, \"ws496\", target_path)\n", "smiles_de, y_de = process_dataset(smiles_de, y_de, \"delaney\", target_path)\n", "smiles_lo, y_lo = process_dataset(smiles_lo, y_lo, \"Lovric2020_logS0\", target_path)\n", "smiles_hu, y_hu = process_dataset(smiles_hu, y_hu, \"huusk\", target_path)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[14:26:43] UFFTYPER: Unrecognized charge state for atom: 11\n", "[14:26:43] UFFTYPER: Unrecognized charge state for atom: 11\n", "[14:26:43] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:43] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:43] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:43] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:44] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:44] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Mo2+6 (0)\n", "[14:26:44] UFFTYPER: Unrecognized charge state for atom: 7\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:44] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:44] UFFTYPER: Unrecognized charge state for atom: 7\n", "[14:26:44] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:44] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:44] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:44] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:44] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:44] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:44] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:26:44] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:44] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:44] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:44] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Mo2+6 (0)\n", "[14:26:44] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:44] UFFTYPER: Unrecognized atom type: W_2 (1)\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Mo2+6 (0)\n", "[14:26:44] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:44] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Pb3+3 (0)\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Zn1+2 (17)\n", "[14:26:44] UFFTYPER: Unrecognized atom type: V_1+5 (1)\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Co5+3 (10)\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Co5+3 (14)\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:44] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:44] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:44] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Ca+2 (1)\n", "[14:26:44] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:44] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Pb3+3 (0)\n", "[14:26:44] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:44] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:44] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:44] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Ba (0)\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:44] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:44] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Ti+4 (0)\n", "[14:26:44] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:44] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:45] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:45] UFFTYPER: Unrecognized charge state for atom: 11\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Invalid mol for 3d \u001b[94m[H]c1c([H])c(N([H])c2nc(N([H])c3c([H])c([H])c(C(=O)OC([H])([H])C([H])(C([H])([H])C([H])([H])[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])c([H])c3[H])nc(N([H])c3c([H])c([H])c(C(=O)N([H])C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c3[H])n2)c([H])c([H])c1C(=O)OC([H])([H])C([H])(C([H])([H])C([H])([H])[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H]\u001b[0m - No conformer generated\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:45] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:45] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:45] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Cd+2 (0)\n", "[14:26:45] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:45] UFFTYPER: Unrecognized charge state for atom: 11\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Co3+3 (0)\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Co3+3 (0)\n", "[14:26:45] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:45] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:45] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Pb3+3 (1)\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Co2+3 (0)\n", "[14:26:45] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Cd+2 (0)\n", "[14:26:45] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:45] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Sr (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:45] WARNING: not removing hydrogen atom without neighbors\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:45] WARNING: not removing hydrogen atom without neighbors\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:45] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Pb3+3 (1)\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Pb3+3 (3)\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Pb3+3 (5)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:45] WARNING: not removing hydrogen atom without neighbors\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Invalid mol for 3d \u001b[94m[H]C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C(=O)OC([H])([H])C([H])(OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H]\u001b[0m - No conformer generated\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:45] UFFTYPER: Unrecognized atom type: Sr (0)\n", "[14:26:45] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:45] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Pb3+3 (0)\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Co3+3 (0)\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Co3+3 (0)\n", "[14:26:45] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:45] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Pb3+3 (0)\n", "[14:26:45] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:45] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Pb3+3 (0)\n", "[14:26:45] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:45] UFFTYPER: Unrecognized atom type: Ba (0)\n", "[14:26:45] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Ni3+2 (0)\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Cu5+1 (0)\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:46] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:46] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:46] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:46] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 2\n", "[14:26:46] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:46] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Ni3+2 (0)\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Pr+3 (0)\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Pr+3 (0)\n", "[14:26:46] UFFTYPER: Warning: hybridization set to SP3 for atom 4\n", "[14:26:46] UFFTYPER: Warning: hybridization set to SP3 for atom 4\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Sr (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:46] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:46] UFFTYPER: Unrecognized atom type: Co3+3 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Invalid mol for 3d \u001b[94m[H]OB(OC([H])([H])C([H])(O[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])/C([H])=C(/[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])OC([H])([H])C([H])(O[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])/C([H])=C(/[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H].[H]OB(O[H])OC([H])([H])C([H])(O[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])/C([H])=C(/[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H].[H]OC([H])(C([H])([H])OB(OC([H])([H])C([H])(O[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])/C([H])=C(/[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])OC([H])([H])C([H])(O[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])/C([H])=C(/[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])/C([H])=C(/[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H]\u001b[0m - No conformer generated" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:46] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Ba (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 11\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Pb3+3 (0)\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Pb3+3 (0)\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Ti+4 (0)\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Mo2+6 (1)\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Pb3+3 (0)\n", "[14:26:46] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Pb3+3 (0)\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Ce+3 (0)\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Pb3+3 (0)\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Ce+3 (0)\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 11\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:46] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Gd2+3 (0)\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Pb3+3 (0)\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Nd+3 (0)\n", "[14:26:46] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Ti+4 (0)\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Gd2+3 (0)\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Zr (0)\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Nd+3 (0)\n", "[14:26:46] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Co3+3 (0)\n", "[14:26:46] UFFTYPER: Unrecognized atom type: Mn2+2 (0)\n", "[14:26:46] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:46] UFFTYPER: Unrecognized charge state for atom: 9\n", "[14:26:46] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:47] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:47] UFFTYPER: Unrecognized charge state for atom: 9\n", "[14:26:47] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:47] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Zr (0)\n", "[14:26:47] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:47] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:47] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Zn+2 (1)\n", "[14:26:47] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:47] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:47] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:47] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:47] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Mo2+6 (0)\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:47] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:47] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:47] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Gd3+3 (0)\n", "[14:26:47] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Sr (0)\n", "[14:26:47] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Cd+2 (1)\n", "[14:26:47] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:47] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Zr1 (1)\n", "[14:26:47] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:47] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:47] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:47] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Ca1+2 (0)\n", "[14:26:47] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:47] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Cr1+3 (0)\n", "[14:26:47] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:47] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Pb3+3 (0)\n", "[14:26:47] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:47] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:47] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:47] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:47] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:47] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:47] UFFTYPER: Unrecognized charge state for atom: 7\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:47] UFFTYPER: Unrecognized charge state for atom: 7\n", "[14:26:47] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:26:47] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:47] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:47] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:47] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:47] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Mn2+2 (0)\n", "[14:26:47] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:47] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:47] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:47] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:47] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:47] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Cd+2 (1)\n", "[14:26:47] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:47] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Cd+2 (0)\n", "[14:26:47] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:47] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Mo2+6 (0)\n", "[14:26:47] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Mo2+6 (0)\n", "[14:26:47] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:47] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:47] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:47] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Zn+2 (1)\n", "[14:26:48] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Pb3+3 (1)\n", "[14:26:48] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Pb3+3 (1)\n", "[14:26:48] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Pb3+3 (1)\n", "[14:26:48] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 3\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Pb3+3 (0)\n", "[14:26:48] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:48] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 6\n", "[14:26:48] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 9\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 12\n", "[14:26:48] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Cu5+1 (0)\n", "[14:26:48] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Nd+3 (0)\n", "[14:26:48] UFFTYPER: Unrecognized atom type: La+3 (0)\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Unrecognized atom type: La+3 (0)\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Dy3+3 (0)\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Dy3+3 (0)\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Gd2+3 (0)\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Y_1 (0)\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Gd2+3 (0)\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Pr+3 (0)\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Pr+3 (0)\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Pr+3 (0)\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Pr+3 (0)\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Pr+3 (0)\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Ba (0)\n", "[14:26:48] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Pr+3 (0)\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Y_ (1)\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Y_ (0)\n", "[14:26:48] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Y_ (0)\n", "[14:26:48] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Ba (0)\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Cu5+1 (0)\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Ti+4 (0)\n", "[14:26:48] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Nd+3 (0)\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:48] UFFTYPER: Unrecognized atom type: Ti1+4 (1)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C(C(=O)OC2([H])C([H])([H])C(C([H])([H])[H])(C([H])([H])[H])N(C([H])([H])[H])C(C([H])([H])[H])(C([H])([H])[H])C2([H])[H])(C(=O)OC2([H])C([H])([H])C(C([H])([H])[H])(C([H])([H])[H])N(C([H])([H])[H])C(C([H])([H])[H])(C([H])([H])[H])C2([H])[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:48] UFFTYPER: Warning: hybridization set to SP3 for atom 8\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Unrecognized atom type: La+3 (0)\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Unrecognized atom type: La+3 (0)\n", "[14:26:48] UFFTYPER: Warning: hybridization set to SP for atom 0\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:48] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:48] UFFTYPER: Unrecognized atom type: Cu5+1 (0)\n", "[14:26:48] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:49] UFFTYPER: Unrecognized atom type: Zr (0)\n", "[14:26:49] UFFTYPER: Unrecognized atom type: Zr (0)\n", "[14:26:49] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:26:49] UFFTYPER: Unrecognized atom type: Zr (0)\n", "[14:26:49] UFFTYPER: Unrecognized atom type: Pd3+2 (0)\n", "[14:26:49] UFFTYPER: Unrecognized atom type: Zr (0)\n", "[14:26:49] UFFTYPER: Unrecognized atom type: V_2+5 (1)\n", "[14:26:49] UFFTYPER: Unrecognized atom type: V_2+5 (4)\n", "[14:26:49] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:49] UFFTYPER: Unrecognized atom type: Ag5+1 (0)\n", "[14:26:49] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:49] UFFTYPER: Unrecognized atom type: V_2+5 (0)\n", "[14:26:49] UFFTYPER: Unrecognized atom type: V_2+5 (0)\n", "[14:26:49] UFFTYPER: Unrecognized atom type: V_2+5 (0)\n", "[14:26:49] UFFTYPER: Unrecognized atom type: V_2+5 (0)\n", "[14:26:49] UFFTYPER: Unrecognized atom type: V_2+5 (0)\n", "[14:26:49] UFFTYPER: Unrecognized atom type: V_2+5 (0)\n", "[14:26:49] UFFTYPER: Unrecognized atom type: Mo2+6 (0)\n", "[14:26:49] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:49] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:26:49] UFFTYPER: Unrecognized atom type: In+3 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:49] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:49] UFFTYPER: Unrecognized charge state for atom: 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Invalid mol for 3d \u001b[94m[H]c1c([H])c(N([H])c2nc(N([H])c3c([H])c([H])c(C(=O)OC([H])([H])C([H])(C([H])([H])C([H])([H])[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])c([H])c3[H])nc(N([H])c3c([H])c([H])c(C(=O)OC([H])([H])C([H])(C([H])([H])C([H])([H])[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])c([H])c3[H])n2)c([H])c([H])c1C(=O)OC([H])([H])C([H])(C([H])([H])C([H])([H])[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H]\u001b[0m - No conformer generated" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:49] UFFTYPER: Unrecognized charge state for atom: 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:49] UFFTYPER: Unrecognized atom type: Ce+3 (0)\n", "[14:26:49] UFFTYPER: Unrecognized charge state for atom: 2\n", "[14:26:49] UFFTYPER: Unrecognized atom type: Pb3+3 (2)\n", "[14:26:49] UFFTYPER: Warning: hybridization set to SP3 for atom 4\n", "[14:26:49] UFFTYPER: Unrecognized atom type: Rh3 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]OC(=O)C([H])(O[H])C([H])([H])[H].[H]Oc1c(N=Nc2c([H])c([H])c(N([H])c3nc(N([H])c4c([H])c([H])c(N=Nc5c(S(=O)(=O)O[H])c([H])c6c([H])c(S(=O)(=O)O[H])c([H])c(N([H])c7nc(N([H])C([H])([H])C([H])(N([H])[H])C([H])([H])[H])nc(N([H])C([H])([H])C([H])(N([H])[H])C([H])([H])[H])n7)c6c5O[H])c([H])c4[H])nc(N([H])C([H])([H])C([H])([H])C([H])([H])N(C([H])([H])C([H])([H])[H])C([H])([H])C([H])([H])[H])n3)c([H])c2[H])c(S(=O)(=O)O[H])c([H])c2c([H])c(S(=O)(=O)O[H])c([H])c(N([H])c3nc(N([H])C([H])([H])C([H])(N([H])[H])C([H])([H])[H])nc(N([H])C([H])([H])C([H])(N([H])[H])C([H])([H])[H])n3)c12\u001b[0m - No conformer generated" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:49] UFFTYPER: Unrecognized charge state for atom: 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:49] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:49] UFFTYPER: Unrecognized charge state for atom: 19\n", "[14:26:49] UFFTYPER: Unrecognized atom type: Cr1+3 (0)\n", "[14:26:49] UFFTYPER: Unrecognized atom type: Cu5+1 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]C([H])([H])C(=O)O[C@@]1([H])C([H])([H])[C@@]2([H])C([H])([H])C([H])([H])[C@@]1(C([H])([H])[H])C2(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:50] UFFTYPER: Unrecognized atom type: Zn1+2 (6)\n", "[14:26:50] UFFTYPER: Warning: hybridization set to SP3 for atom 4\n", "[14:26:50] UFFTYPER: Unrecognized charge state for atom: 19\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C(C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])(C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C(C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])(C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H].[H]C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H].[H]c1c(C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C([H])([H])[H])c([H])c1C([H])([H])[H].[H]c1c([H])c([H])c(-c2c([H])c([H])c([H])c([H])c2[H])c([H])c1[H].[H]c1c([H])c([H])c2c([H])c3c([H])c([H])c([H])c([H])c3c([H])c2c1[H]\u001b[0m - No conformer generated\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:50] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:50] UFFTYPER: Unrecognized atom type: Ba (0)\n", "[14:26:50] UFFTYPER: Unrecognized atom type: Ba (0)\n", "[14:26:50] UFFTYPER: Unrecognized atom type: In+3 (0)\n", "[14:26:50] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:50] UFFTYPER: Unrecognized atom type: In+3 (0)\n", "[14:26:50] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:50] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:50] UFFTYPER: Unrecognized atom type: Ti1+4 (0)\n", "[14:26:50] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:50] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:50] UFFTYPER: Unrecognized atom type: Mn1+2 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:50] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:50] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])(C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])(C([H])([H])[H])C([H])([H])[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])(C([H])([H])[H])C([H])([H])[H])C([H])([H])OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])(C([H])([H])[H])C([H])([H])[H])(C([H])([H])OC(=O)C([H])(C([H])([H])C([H])([H])[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C([H])([H])OC(=O)C([H])(C([H])([H])C([H])([H])[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C([H])([H])C([H])([H])[H]\u001b[0m - No conformer generated" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:50] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:50] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:51] UFFTYPER: Unrecognized atom type: Zr1 (0)\n", "[14:26:51] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:51] UFFTYPER: Unrecognized atom type: Ti+4 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Invalid mol for 3d \u001b[94mN12[Si]34N5[Si]16N3[Si]25N46\u001b[0m - No conformer generated\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:51] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:51] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:51] UFFTYPER: Unrecognized atom type: Ni3+2 (0)\n", "[14:26:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:51] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:51] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:51] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:51] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:51] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:51] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:51] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:51] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:51] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:51] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:51] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:51] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:51] UFFTYPER: Unrecognized atom type: Ag5+1 (0)\n", "[14:26:51] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:51] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:51] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:51] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:51] UFFTYPER: Unrecognized atom type: Ti+4 (0)\n", "[14:26:51] UFFTYPER: Unrecognized atom type: Ti+4 (0)\n", "[14:26:51] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:51] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:51] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:51] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:51] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:51] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:51] UFFTYPER: Unrecognized atom type: Sr (0)\n", "[14:26:51] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:51] UFFTYPER: Unrecognized atom type: Sr (0)\n", "[14:26:51] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:51] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:51] UFFTYPER: Unrecognized atom type: Zr (0)\n", "[14:26:51] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:51] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:51] WARNING: not removing hydrogen atom without neighbors\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C([H])([H])C([H])([H])[H]\u001b[0m - No conformer generated\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]N(C(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C([H])([H])C([H])([H])N([H])C([H])([H])C([H])([H])N([H])C(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H].[H]N(C(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C([H])([H])C([H])([H])N1C(C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])=NC([H])([H])C1([H])[H].[H]OC(=O)C([H])([H])[H].[H]OC(=O)C([H])([H])[H]\u001b[0m - No conformer generated\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []Error: Bad Conformer Id - Trying next optimization method []\n", "\n", "Invalid mol for 3d \u001b[94m[H]c1c([H])c(C(=O)OC([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])(C([H])([H])[H])C([H])([H])[H])c(C(=O)OC([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])(C([H])([H])[H])C([H])([H])[H])c([H])c1C(=O)OC([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H]\u001b[0m - No conformer generated\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]/C(=C(\\[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C(=O)OC([H])([H])C([H])(OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])/C([H])=C(/[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])/C([H])=C(/[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H]\u001b[0m - No conformer generated\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:51] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:51] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:51] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:51] UFFTYPER: Unrecognized charge state for atom: 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:51] UFFTYPER: Unrecognized atom type: Nb+5 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:51] UFFTYPER: Unrecognized atom type: Nb+5 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]OC([H])(C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C(=O)OC([H])([H])C([H])(OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])(O[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])(O[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H]\u001b[0m - No conformer generated\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]O[C@]1([H])C([H])([H])O[C@]([H])(C([H])(OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])[C@@]1([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H]\u001b[0m - No conformer generated\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:52] UFFTYPER: Warning: hybridization set to SP3 for atom 20\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]C([H])([H])C([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])(C([H])([H])[H])C([H])([H])[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])(C([H])([H])[H])C([H])([H])[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:52] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:52] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:52] UFFTYPER: Unrecognized atom type: Hf1 (0)\n", "[14:26:52] UFFTYPER: Unrecognized atom type: Hf (0)\n", "[14:26:52] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:52] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:52] WARNING: not removing hydrogen atom without neighbors\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:52] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:52] UFFTYPER: Unrecognized charge state for atom: 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:52] UFFTYPER: Unrecognized atom type: B_ (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]C(=O)C1([H])C([H])([H])C2=C(C([H])([H])[H])C([H])([H])C1([H])C([H])(C([H])(C([H])([H])[H])C([H])([H])[H])C2([H])[H]\u001b[0m - No conformer generated\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:52] UFFTYPER: Unrecognized atom type: Ti+4 (0)\n", "[14:26:52] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:52] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:52] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:53] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:53] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:53] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:53] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:53] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:53] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:53] UFFTYPER: Unrecognized atom type: Cr2+3 (0)\n", "[14:26:53] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:53] UFFTYPER: Unrecognized atom type: Cr1+3 (0)\n", "[14:26:53] UFFTYPER: Unrecognized atom type: B_1 (1)\n", "[14:26:53] UFFTYPER: Unrecognized atom type: Ni3+2 (0)\n", "[14:26:53] UFFTYPER: Unrecognized atom type: Co2+3 (0)\n", "[14:26:53] UFFTYPER: Unrecognized charge state for atom: 2\n", "[14:26:53] UFFTYPER: Unrecognized charge state for atom: 2\n", "[14:26:53] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:53] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:53] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:53] UFFTYPER: Unrecognized atom type: Co2+3 (0)\n", "[14:26:53] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:53] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:53] UFFTYPER: Unrecognized atom type: Cu5+1 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:53] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:53] WARNING: not removing hydrogen atom without neighbors\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]/C(=C(\\[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])/C([H])=C(/[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])/C([H])=C(/[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])/C([H])=C(/[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H]\u001b[0m - No conformer generated\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:53] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:53] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:54] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]c1c([H])c2c([H])c([H])c1C([H])([H])C([H])([H])c1c([H])c([H])c(c([H])c1[H])C([H])([H])C2([H])[H]\u001b[0m - No conformer generated" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:54] UFFTYPER: Unrecognized atom type: Cr1+3 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:54] UFFTYPER: Unrecognized atom type: Mo2+6 (0)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Cr1+3 (0)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Mo2+6 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:54] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:54] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:54] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:54] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:54] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Invalid mol for 3d \u001b[94m[H]C([H])([H])C([H])(C([H])([H])[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])(C([H])([H])[H])C([H])([H])[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])(C([H])([H])[H])C([H])([H])[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:54] UFFTYPER: Unrecognized atom type: Rh2 (0)\n", "[14:26:54] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Ba (0)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:54] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:54] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:26:54] UFFTYPER: Unrecognized atom type: V_2+5 (1)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:54] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:54] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: W_3 (1)\n", "[14:26:54] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:54] UFFTYPER: Unrecognized atom type: La+3 (0)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: W_3 (1)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Rh3 (0)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: W_3 (1)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Rh3 (0)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: W_2 (1)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:54] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:54] UFFTYPER: Unrecognized atom type: W_2 (1)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: W_2 (1)\n", "[14:26:54] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:54] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:54] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:54] UFFTYPER: Unrecognized atom type: W_2 (1)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: W_2 (1)\n", "[14:26:54] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:26:54] UFFTYPER: Unrecognized atom type: W_2 (1)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: W_2 (1)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: W_2 (1)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:54] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:54] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:54] UFFTYPER: Unrecognized atom type: W_2 (1)\n", "[14:26:54] UFFTYPER: Unrecognized charge state for atom: 2\n", "[14:26:54] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:54] UFFTYPER: Unrecognized atom type: V_2+5 (0)\n", "[14:26:54] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Cr1+3 (0)\n", "[14:26:54] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:54] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Ru2 (0)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Ru2 (0)\n", "[14:26:54] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Ni3+2 (0)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Ru2 (0)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Mn2+2 (0)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:54] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Sr1 (0)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Sr (1)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Co3+3 (0)\n", "[14:26:54] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Pd3+2 (0)\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Pd3+2 (0)\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Cd+2 (0)\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:55] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:55] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:55] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:55] UFFTYPER: Unrecognized atom type: B_1 (1)\n", "[14:26:55] UFFTYPER: Unrecognized charge state for atom: 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:55] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:55] UFFTYPER: Unrecognized atom type: B_1 (9)\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Pb3+3 (0)\n", "[14:26:55] UFFTYPER: Unrecognized atom type: V_+5 (1)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:55] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:55] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:55] UFFTYPER: Unrecognized charge state for atom: 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Invalid mol for 3d \u001b[94m[H]/C(=C(/[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C([H])([H])/C([H])=C(\\[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])N([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])/C([H])=C(\\[H])C([H])([H])/C([H])=C(\\[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H]\u001b[0m - No conformer generated\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:55] UFFTYPER: Unrecognized atom type: Cd+2 (0)\n", "[14:26:55] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:55] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Mn2+2 (0)\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:55] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Mn2+2 (0)\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Cr1+3 (0)\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:55] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Co2+3 (0)\n", "[14:26:55] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:55] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Co3+3 (0)\n", "[14:26:55] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Mn3+2 (0)\n", "[14:26:55] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:55] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:55] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Co3+3 (0)\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Co3+3 (0)\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Cu5+1 (0)\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Co3+3 (0)\n", "[14:26:55] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Se2+2 (1)\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Cu5+1 (0)\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Co3+3 (0)\n", "[14:26:55] UFFTYPER: Unrecognized atom type: Ba (0)\n", "[14:26:55] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Mn2+2 (0)\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:56] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Ce+3 (0)\n", "[14:26:56] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Mo2+6 (0)\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Mo2+6 (0)\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Mo2+6 (0)\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Mo2+6 (0)\n", "[14:26:56] UFFTYPER: Unrecognized atom type: B_ (0)\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Mo2+6 (0)\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Mo2+6 (0)\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Mo2+6 (0)\n", "[14:26:56] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:56] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:56] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:56] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Ni3+2 (0)\n", "[14:26:56] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:56] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:56] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:56] UFFTYPER: Unrecognized atom type: As1+3 (0)\n", "[14:26:56] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:56] UFFTYPER: Unrecognized atom type: As1+3 (0)\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Au5+3 (0)\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:56] UFFTYPER: Unrecognized atom type: V_2+5 (1)\n", "[14:26:56] UFFTYPER: Unrecognized atom type: La1+3 (0)\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Rh2 (0)\n", "[14:26:56] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Sm1+3 (0)\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Cr1+3 (0)\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Y_ (0)\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Sr1 (0)\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:56] UFFTYPER: Unrecognized atom type: Mn2+2 (0)\n", "[14:26:56] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:57] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:57] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Mo2+6 (1)\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Pd3+2 (0)\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Pd3+2 (0)\n", "[14:26:57] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:57] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:57] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Pb3+3 (0)\n", "[14:26:57] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:57] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:57] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Mn2+2 (0)\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Ba (0)\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Ni5+2 (0)\n", "[14:26:57] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Cr1+3 (0)\n", "[14:26:57] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:57] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:57] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:57] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:57] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:57] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:57] UFFTYPER: Unrecognized atom type: S_6+6 (1)\n", "[14:26:57] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:57] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:57] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:57] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:57] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Mn2+2 (0)\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Ni5+2 (1)\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Cr1+3 (0)\n", "[14:26:57] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Mn2+2 (1)\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Mn3+2 (0)\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Cu5+1 (1)\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:57] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:57] UFFTYPER: Unrecognized atom type: La+3 (0)\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Ta2+5 (0)\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:57] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:57] UFFTYPER: Unrecognized charge state for atom: 4\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Ag5+1 (0)\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Ba (0)\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Ag5+1 (0)\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Mn2+2 (0)\n", "[14:26:57] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:57] UFFTYPER: Unrecognized atom type: Ba (0)\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Ba (0)\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Ba (0)\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Ba (0)\n", "[14:26:58] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:58] UFFTYPER: Unrecognized charge state for atom: 7\n", "[14:26:58] UFFTYPER: Unrecognized charge state for atom: 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:58] UFFTYPER: Unrecognized charge state for atom: 7\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:58] UFFTYPER: Unrecognized charge state for atom: 7\n", "[14:26:58] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:58] UFFTYPER: Unrecognized charge state for atom: 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:58] UFFTYPER: Unrecognized charge state for atom: 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Invalid mol for 3d \u001b[94m[H]c1c([H])c(C(=O)OC([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])(C([H])([H])[H])C([H])([H])[H])c(C(=O)OC([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])(C([H])([H])[H])C([H])([H])[H])c([H])c1C(=O)OC([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:58] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:58] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Ni5+2 (2)\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:58] UFFTYPER: Unrecognized atom type: Cr3+3 (1)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:58] UFFTYPER: Unrecognized atom type: Ni6+2 (3)\n", "[14:26:58] UFFTYPER: Unrecognized charge state for atom: 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Invalid mol for 3d \u001b[94m[H]OC([H])([H])C([H])([H])C([H])([H])OC([H])([H])C([H])(OC([H])([H])C([H])([H])C([H])([H])O[H])C([H])(OC([H])([H])C([H])([H])C([H])([H])O[H])C([H])(OC([H])([H])C([H])([H])C([H])([H])O[H])C([H])(OC([H])([H])C([H])([H])C([H])([H])O[H])C([H])([H])OC([H])([H])C([H])([H])C([H])([H])O[H]\u001b[0m - No conformer generated" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:58] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:58] UFFTYPER: Unrecognized atom type: Cr3+3 (5)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:58] UFFTYPER: Unrecognized atom type: Ni5+2 (4)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Invalid mol for 3d \u001b[94m[H]C([H])([H])C(=O)OC([H])([H])[C@@]1(O[C@@]2([H])O[C@]([H])(C([H])([H])OC(=O)C([H])([H])[H])[C@@]([H])(OC(=O)C([H])(C([H])([H])[H])C([H])([H])[H])[C@]([H])(OC(=O)C([H])(C([H])([H])[H])C([H])([H])[H])[C@@]2([H])OC(=O)C([H])(C([H])([H])[H])C([H])([H])[H])O[C@]([H])(C([H])([H])OC(=O)C([H])(C([H])([H])[H])C([H])([H])[H])[C@@]([H])(OC(=O)C([H])(C([H])([H])[H])C([H])([H])[H])[C@]1([H])OC(=O)C([H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:58] UFFTYPER: Unrecognized charge state for atom: 2\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Mn2+2 (1)\n", "[14:26:58] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:26:58] UFFTYPER: Warning: hybridization set to SP3 for atom 4\n", "[14:26:58] WARNING: not removing hydrogen atom without neighbors\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:58] UFFTYPER: Unrecognized charge state for atom: 2\n", "[14:26:58] WARNING: not removing hydrogen atom without neighbors\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:58] UFFTYPER: Unrecognized atom type: Co3+3 (0)\n", "[14:26:58] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Cr2+3 (0)\n", "[14:26:58] WARNING: not removing hydrogen atom without neighbors\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Invalid mol for 3d \u001b[94m[H]C([H])([H])N1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])C([H])(OC(=O)C([H])([H])C([H])(C(=O)OC2([H])C([H])([H])C(C([H])([H])[H])(C([H])([H])[H])N(C([H])([H])[H])C(C([H])([H])[H])(C([H])([H])[H])C2([H])[H])C([H])(C(=O)OC2([H])C([H])([H])C(C([H])([H])[H])(C([H])([H])[H])N(C([H])([H])[H])C(C([H])([H])[H])(C([H])([H])[H])C2([H])[H])C([H])([H])C(=O)OC2([H])C([H])([H])C(C([H])([H])[H])(C([H])([H])[H])N(C([H])([H])[H])C(C([H])([H])[H])(C([H])([H])[H])C2([H])[H])C([H])([H])C1(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:58] WARNING: not removing hydrogen atom without neighbors\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:26:58] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Ni3+2 (0)\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Cr1+3 (0)\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:26:58] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:58] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:58] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:58] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:58] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Ti+4 (0)\n", "[14:26:58] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:58] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:58] UFFTYPER: Unrecognized charge state for atom: 3\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Au3+3 (0)\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Pd3+2 (0)\n", "[14:26:58] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:58] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:58] UFFTYPER: Unrecognized atom type: In+3 (0)\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:58] UFFTYPER: Unrecognized charge state for atom: 7\n", "[14:26:58] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:26:58] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:58] UFFTYPER: Warning: hybridization set to SP3 for atom 2\n", "[14:26:58] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:58] UFFTYPER: Unrecognized charge state for atom: 2\n", "[14:26:58] UFFTYPER: Unrecognized charge state for atom: 3\n", "[14:26:58] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Pd3+2 (0)\n", "[14:26:58] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:58] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:58] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Ce1+3 (0)\n", "[14:26:58] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Cr1+3 (0)\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Pd3+2 (0)\n", "[14:26:58] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Ti2+4 (1)\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Ce1+3 (0)\n", "[14:26:58] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Sr (0)\n", "[14:26:58] UFFTYPER: Unrecognized atom type: Y_ (0)\n", "[14:26:58] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:58] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Cr1+3 (0)\n", "[14:26:59] WARNING: not removing hydrogen atom without neighbors\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Rh2 (0)\n", "[14:26:59] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:59] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Y_ (0)\n", "[14:26:59] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:59] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Cr2+3 (0)\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Cr2+3 (0)\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Pd3+2 (0)\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Rh3 (0)\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Nb2+5 (0)\n", "[14:26:59] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:59] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:59] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:59] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Cu6+1 (42)\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Cr2+3 (0)\n", "[14:26:59] UFFTYPER: Unrecognized atom type: W_2 (1)\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Cu6+1 (44)\n", "[14:26:59] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Sm1+3 (0)\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:26:59] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Sm1+3 (0)\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Co3+3 (0)\n", "[14:26:59] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:59] UFFTYPER: Unrecognized atom type: V_2+5 (0)\n", "[14:26:59] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Ti1+4 (1)\n", "[14:26:59] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Nd+3 (0)\n", "[14:26:59] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Nb2+5 (1)\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Nb2+5 (4)\n", "[14:26:59] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Nd+3 (0)\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Ag5+1 (0)\n", "[14:26:59] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:59] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:59] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:59] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Dy5+3 (0)\n", "[14:26:59] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:59] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:59] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:59] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Cu6+1 (33)\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Co5+3 (1)\n", "[14:26:59] UFFTYPER: Unrecognized atom type: Co3+3 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]O[C@]1([H])C([H])([H])[C@@]2([H])C([H])([H])C([H])([H])[C@@]1(C([H])([H])[H])C2(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:27:00] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:27:00] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:27:00] UFFTYPER: Unrecognized atom type: Co3+3 (0)\n", "[14:27:00] UFFTYPER: Unrecognized atom type: Cr2+3 (1)\n", "[14:27:00] UFFTYPER: Unrecognized atom type: Cr2+3 (3)\n", "[14:27:00] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:00] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:27:00] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:27:00] UFFTYPER: Unrecognized atom type: Sr (0)\n", "[14:27:00] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:27:00] UFFTYPER: Unrecognized atom type: Cd+2 (0)\n", "[14:27:00] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:00] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:27:00] UFFTYPER: Unrecognized atom type: Co3+3 (0)\n", "[14:27:00] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:27:00] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:27:00] UFFTYPER: Unrecognized atom type: Ba (0)\n", "[14:27:00] UFFTYPER: Unrecognized atom type: Co3+3 (0)\n", "[14:27:00] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:27:00] UFFTYPER: Unrecognized atom type: Pt2+2 (0)\n", "[14:27:00] UFFTYPER: Unrecognized atom type: Nd1+3 (0)\n", "[14:27:00] UFFTYPER: Unrecognized atom type: Co3+3 (1)\n", "[14:27:00] UFFTYPER: Unrecognized atom type: Ni3+2 (0)\n", "[14:27:00] UFFTYPER: Unrecognized atom type: Pd3+2 (0)\n", "[14:27:01] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:01] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:27:01] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:27:01] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:27:01] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:27:01] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:27:01] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:27:01] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:27:01] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:27:01] UFFTYPER: Unrecognized atom type: Ir3 (0)\n", "[14:27:01] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:27:01] UFFTYPER: Unrecognized atom type: Cr2+3 (1)\n", "[14:27:01] UFFTYPER: Unrecognized atom type: Cr2+3 (3)\n", "[14:27:01] UFFTYPER: Unrecognized atom type: Co3+3 (0)\n", "[14:27:01] UFFTYPER: Unrecognized atom type: Mo2+6 (0)\n", "[14:27:01] UFFTYPER: Unrecognized atom type: Mn3+2 (1)\n", "[14:27:01] UFFTYPER: Unrecognized atom type: Mn3+2 (3)\n", "[14:27:01] UFFTYPER: Unrecognized atom type: Zr1 (1)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]C([H])([H])C([H])(C([H])([H])[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C(=O)OC([H])([H])C([H])(OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])(C([H])([H])[H])C([H])([H])[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])OC([H])([H])C(C([H])([H])OC([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])(C([H])([H])OC([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C([H])([H])OC([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H]\u001b[0m - No conformer generated\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:27:01] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:01] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:01] UFFTYPER: Unrecognized atom type: Pb3+3 (1)\n", "[14:27:01] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:01] UFFTYPER: Unrecognized atom type: Be+2 (0)\n", "[14:27:01] WARNING: not removing hydrogen atom without neighbors\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:27:01] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:27:01] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:27:01] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n", "[14:27:01] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n", "[14:27:01] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:27:01] UFFTYPER: Warning: hybridization set to SP3 for atom 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Invalid mol for 3d \u001b[94m[H]C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C(=O)OC([H])(C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C(=O)OC([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:27:01] UFFTYPER: Unrecognized atom type: Fe2+2 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:27:01] UFFTYPER: Unrecognized atom type: Mn2+2 (0)\n", "[14:27:01] UFFTYPER: Unrecognized atom type: V_2+5 (0)\n", "[14:27:01] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:01] UFFTYPER: Unrecognized atom type: Nb2+5 (0)\n", "[14:27:01] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:27:01] UFFTYPER: Unrecognized atom type: Co3+3 (0)\n", "[14:27:01] UFFTYPER: Unrecognized atom type: Be1+2 (0)\n", "[14:27:01] UFFTYPER: Unrecognized atom type: Zr (0)\n", "[14:27:01] UFFTYPER: Unrecognized atom type: Co3+3 (0)\n", "[14:27:01] UFFTYPER: Unrecognized atom type: Au5+3 (0)\n", "[14:27:01] UFFTYPER: Unrecognized charge state for atom: 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:27:02] UFFTYPER: Warning: hybridization set to SP3 for atom 19\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:27:02] UFFTYPER: Unrecognized atom type: Ce1+3 (1)\n", "[14:27:02] WARNING: not removing hydrogen atom without neighbors\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]c1c([H])c(C(=O)OC([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])c(C(=O)OC([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])c([H])c1C(=O)OC([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H]\u001b[0m - No conformer generated" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:27:02] WARNING: not removing hydrogen atom without neighbors\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:27:02] UFFTYPER: Unrecognized charge state for atom: 19\n", "[14:27:02] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:02] UFFTYPER: Warning: hybridization set to SP for atom 4\n", "[14:27:02] UFFTYPER: Unrecognized charge state for atom: 4\n", "[14:27:02] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:02] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:02] WARNING: not removing hydrogen atom without neighbors\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []Error: Bad Conformer Id - Trying next optimization method []\n", "\n", "Error: Bad Conformer Id - Trying next optimization method []Error: Bad Conformer Id - Trying next optimization method []\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:27:02] UFFTYPER: Unrecognized charge state for atom: 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Invalid mol for 3d \u001b[94m[H]C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])(C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])(C([H])([H])C([H])([H])[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])(C([H])([H])OC(=O)C([H])(C([H])([H])C([H])([H])[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C([H])([H])OC(=O)C([H])(C([H])([H])C([H])([H])[H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C([H])([H])C([H])([H])[H]\u001b[0m - No conformer generatedInvalid mol for 3d \u001b[94m[H]C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C(=O)OC([H])([H])C([H])(OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H]\u001b[0m - No conformer generated\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:27:03] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:03] UFFTYPER: Unrecognized charge state for atom: 2\n", "[14:27:03] UFFTYPER: Unrecognized atom type: Ag5+1 (0)\n", "[14:27:03] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:03] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:03] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:03] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:03] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:03] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:03] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:03] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:03] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:03] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:03] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:03] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:03] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:03] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:03] UFFTYPER: Unrecognized atom type: Ba (0)\n", "[14:27:03] UFFTYPER: Unrecognized atom type: Ba (0)\n", "[14:27:03] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:03] UFFTYPER: Unrecognized atom type: Sr (0)\n", "[14:27:03] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:27:03] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:27:03] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:27:03] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:27:03] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:27:03] UFFTYPER: Unrecognized atom type: Zn+2 (0)\n", "[14:27:04] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:27:04] UFFTYPER: Warning: hybridization set to SP3 for atom 4\n", "[14:27:04] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:04] UFFTYPER: Warning: hybridization set to SP3 for atom 5\n", "[14:27:04] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:04] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:27:04] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:04] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:04] UFFTYPER: Unrecognized atom type: Se2+2 (6)\n", "[14:27:05] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:05] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:05] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:05] UFFTYPER: Unrecognized atom type: Ge2 (5)\n", "[14:27:05] UFFTYPER: Unrecognized atom type: Ge2 (8)\n", "[14:27:05] UFFTYPER: Unrecognized atom type: Mn3+2 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:27:05] UFFTYPER: Unrecognized atom type: Pt3+2 (0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]N(c1nc(N(C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C2([H])C([H])([H])C(C([H])([H])[H])(C([H])([H])[H])N(C([H])([H])[H])C(C([H])([H])[H])(C([H])([H])[H])C2([H])[H])nc(N(C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C2([H])C([H])([H])C(C([H])([H])[H])(C([H])([H])[H])N(C([H])([H])[H])C(C([H])([H])[H])(C([H])([H])[H])C2([H])[H])n1)C([H])([H])C([H])([H])C([H])([H])N(c1nc(N(C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C2([H])C([H])([H])C(C([H])([H])[H])(C([H])([H])[H])N(C([H])([H])[H])C(C([H])([H])[H])(C([H])([H])[H])C2([H])[H])nc(N(C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C2([H])C([H])([H])C(C([H])([H])[H])(C([H])([H])[H])N(C([H])([H])[H])C(C([H])([H])[H])(C([H])([H])[H])C2([H])[H])n1)C([H])([H])C([H])([H])N(c1nc(N(C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C2([H])C([H])([H])C(C([H])([H])[H])(C([H])([H])[H])N(C([H])([H])[H])C(C([H])([H])[H])(C([H])([H])[H])C2([H])[H])nc(N(C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C2([H])C([H])([H])C(C([H])([H])[H])(C([H])([H])[H])N(C([H])([H])[H])C(C([H])([H])[H])(C([H])([H])[H])C2([H])[H])n1)C([H])([H])C([H])([H])C([H])([H])N([H])c1nc(N(C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C2([H])C([H])([H])C(C([H])([H])[H])(C([H])([H])[H])N(C([H])([H])[H])C(C([H])([H])[H])(C([H])([H])[H])C2([H])[H])nc(N(C([H])([H])C([H])([H])C([H])([H])C([H])([H])[H])C2([H])C([H])([H])C(C([H])([H])[H])(C([H])([H])[H])N(C([H])([H])[H])C(C([H])([H])[H])(C([H])([H])[H])C2([H])[H])n1\u001b[0m - No conformer generated\n", "Error: Bad Conformer Id - Trying next optimization method []" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:27:05] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:05] WARNING: not removing hydrogen atom without neighbors\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:27:05] WARNING: not removing hydrogen atom without neighbors\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]OC([H])([H])N([H])C#SN([H])C([H])([H])[H]\u001b[0m - No conformer generated\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]C([H])([H])C1(C([H])([H])[H])[C@]2([H])C([H])([H])C(=O)[C@]1(C([H])([H])[H])C([H])([H])C2([H])[H]\u001b[0m - No conformer generated\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:27:06] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:06] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:06] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:06] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:06] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:06] WARNING: not removing hydrogen atom without neighbors\n", "[14:27:07] UFFTYPER: Warning: hybridization set to SP for atom 0\n", "[14:27:07] UFFTYPER: Unrecognized charge state for atom: 0\n", "[14:27:07] UFFTYPER: Warning: hybridization set to SP for atom 4\n", "[14:27:07] UFFTYPER: Unrecognized charge state for atom: 4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]C1=C([H])C([H])=C2N(C1=O)C([H])([H])[C@]1([H])C([H])([H])N(C([H])([H])[H])C([H])([H])[C@]2([H])C1([H])[H]\u001b[0m - No conformer generated\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]c1c([H])c(N2N=NC3([H])C2([H])C2([H])C([H])([H])C3([H])C3([H])N=NC32[H])c([H])c([H])c1Cl\u001b[0m - No conformer generated\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]C1=C([H])C([H])=C2N(C1=O)C([H])([H])[C@]1([H])C([H])([H])N([H])C([H])([H])[C@]2([H])C1([H])[H]\u001b[0m - No conformer generated\n", " [AqSolDB ] : 31.7310 sec\n" ] } ], "source": [ "smiles_aq, y_aq = process_dataset(smiles_aq, y_aq, \"AqSolDB\", target_path)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[14:27:21] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:21] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:21] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:21] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:21] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:21] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:21] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:21] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:21] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:21] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:21] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:21] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:21] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:21] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:21] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:21] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:21] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:21] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:21] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:21] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:21] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:21] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:21] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:21] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:21] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:21] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:21] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:21] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:21] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:21] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:21] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:21] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:21] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:21] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:21] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:21] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:21] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:21] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:21] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:21] UFFTYPER: Unrecognized charge state for atom: 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n", "Error: Bad Conformer Id - Trying next optimization method []Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n", "\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generatedError: Bad Conformer Id - Trying next optimization method []\n", "\n", "Error: Bad Conformer Id - Trying next optimization method []Error: Bad Conformer Id - Trying next optimization method []\n", "\n", "Error: Bad Conformer Id - Trying next optimization method []Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n", "\n", "Error: Bad Conformer Id - Trying next optimization method []Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generatedError: Bad Conformer Id - Trying next optimization method []\n", "\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:27:33] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:27:33] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:27:33] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:27:33] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:27:33] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:27:33] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:27:33] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:27:37] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:37] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:37] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:37] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:37] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:37] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:37] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:37] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:37] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:37] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:37] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:37] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:37] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:37] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:37] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:37] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:37] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:37] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:37] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:37] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:37] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:37] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:37] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:37] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:37] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:37] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:37] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:37] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:37] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:37] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:37] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:37] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:37] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:37] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:37] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:37] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:37] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:37] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:37] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:37] UFFTYPER: Unrecognized charge state for atom: 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []Error: Bad Conformer Id - Trying next optimization method []\n", "\n", "Error: Bad Conformer Id - Trying next optimization method []Error: Bad Conformer Id - Trying next optimization method []\n", "\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generatedError: Bad Conformer Id - Trying next optimization method []\n", "\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generatedError: Bad Conformer Id - Trying next optimization method []\n", "\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generatedInvalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:27:46] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:46] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:46] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:46] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:46] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:46] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:46] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:46] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:46] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:46] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:46] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:46] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:46] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:46] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:46] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:46] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:46] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:46] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:46] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:46] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:46] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:46] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:46] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:46] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:27:46] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:46] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:46] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:27:46] UFFTYPER: Unrecognized charge state for atom: 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:27:52] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:27:52] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:27:52] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:27:52] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:27:52] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:27:52] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:27:52] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:27:52] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:11] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:11] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:11] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:11] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:11] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:11] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:11] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:11] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:11] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:11] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:11] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:11] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:11] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:11] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:11] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:11] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:11] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:11] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:11] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:11] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:16] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:21] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:21] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:21] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:21] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:21] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:21] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:21] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:30] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:30] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:30] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:30] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:30] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:30] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:30] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:30] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:33] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:33] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:33] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:33] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:33] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:36] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:36] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:36] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:36] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:36] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:36] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:36] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:36] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:36] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:36] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:36] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:36] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:36] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:36] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:36] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:36] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:36] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:36] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:36] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:36] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:39] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:39] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:39] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:39] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:39] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:39] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:39] UFFTYPER: Unrecognized charge state for atom: 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Error: Bad Conformer Id - Trying next optimization method []Error: Bad Conformer Id - Trying next optimization method []\n", "\n", "Error: Bad Conformer Id - Trying next optimization method []Error: Bad Conformer Id - Trying next optimization method []Error: Bad Conformer Id - Trying next optimization method []\n", "\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n", "\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generatedError: Bad Conformer Id - Trying next optimization method []\n", "\n", "\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generatedError: Bad Conformer Id - Trying next optimization method []\n", "\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n", "Error: Bad Conformer Id - Trying next optimization method []Error: Bad Conformer Id - Trying next optimization method []\n", "Error: Bad Conformer Id - Trying next optimization method []\n", "\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generatedError: Bad Conformer Id - Trying next optimization method []\n", "\n", "Invalid mol for 3d \u001b[94m[H]Oc1c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c([H])c(C([H])([H])C([H])([H])C(=O)OC([H])([H])C(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])(C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])C([H])([H])OC(=O)C([H])([H])C([H])([H])c2c([H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c(O[H])c(C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H])c2[H])c([H])c1C(C([H])([H])[H])(C([H])([H])[H])C([H])([H])[H]\u001b[0m - No conformer generated\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[14:28:50] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:50] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:50] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:50] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:50] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:50] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:50] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:50] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:50] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:50] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:50] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:50] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:50] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:50] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:50] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:50] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:50] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:50] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:50] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:50] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:50] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:50] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:50] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:50] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:50] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:50] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:50] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:50] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:50] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:50] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:50] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:50] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:51] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:53] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:53] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:53] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:53] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:53] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:53] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:53] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:57] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:57] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:57] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:57] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:57] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:57] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:57] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:28:59] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:04] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:04] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:04] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:04] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:04] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:04] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:04] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:04] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:04] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:04] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:04] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:04] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:04] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:04] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:04] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:04] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:04] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:04] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:04] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:04] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:04] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:04] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:04] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:04] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:04] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:04] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:04] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:04] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:04] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:04] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:04] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:04] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:04] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:04] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:04] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:04] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:04] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:04] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:04] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:04] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:05] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:06] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:07] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:07] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:07] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:07] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:07] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:07] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:07] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:07] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:07] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:07] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:07] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:07] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:07] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:07] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:07] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:07] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:07] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:07] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:07] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:07] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:07] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:07] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:07] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:07] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:07] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:07] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:07] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:07] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:09] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:29:09] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:29:09] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:29:09] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:29:09] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:29:09] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:29:09] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:29:09] UFFTYPER: Unrecognized atom type: Ca+2 (0)\n", "[14:29:13] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:13] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:13] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:13] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:13] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:13] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:13] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:13] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:13] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:13] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:13] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:13] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:13] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:13] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:13] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:13] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:13] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:13] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:13] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:13] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:18] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:18] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:18] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:18] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:18] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:18] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:18] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:18] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:18] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:18] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:18] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:18] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:18] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:18] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:18] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:19] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:21] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:29:21] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:29:21] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:29:21] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:29:21] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:29:21] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:29:21] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:29:21] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:29:28] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:29:28] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:29:28] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:29:28] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:29:28] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:29:28] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:29:28] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:29:28] UFFTYPER: Unrecognized charge state for atom: 5\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:31] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:31] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:39] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:38] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:39] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:39] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:39] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:39] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:39] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:39] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:39] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:39] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:39] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:39] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:39] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:39] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:39] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:39] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:39] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:39] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:39] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:39] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:39] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:39] UFFTYPER: Warning: hybridization set to SP3 for atom 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n", "[14:29:39] UFFTYPER: Unrecognized charge state for atom: 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " [BigSolDB ] : 145.8631 sec\n" ] } ], "source": [ "smiles_bd, y_bd = process_dataset(smiles_bd, y_bd, \"BigSolDB\", target_path)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "LEN_OF_FF = 2048\n", "LEN_OF_MA = 167\n", "LEN_OF_AV = 512" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "def get_fingerprints(mol):\n", " if mol is None:\n", " return None, None, None\n", " \n", " morgan_generator = GetMorganGenerator(radius=2, fpSize=LEN_OF_FF)\n", " ecfp = morgan_generator.GetFingerprint(mol)\n", " ecfp_array = np.zeros((LEN_OF_FF,),dtype=int)\n", " DataStructs.ConvertToNumpyArray(ecfp, ecfp_array)\n", " \n", " maccs = Chem.rdMolDescriptors.GetMACCSKeysFingerprint(mol)\n", "\n", " avalon_fp = GetAvalonFP(mol)\n", " avalon_array = np.zeros((LEN_OF_AV,),dtype=int)\n", " DataStructs.ConvertToNumpyArray(avalon_fp, avalon_array)\n", " \n", " return ecfp_array, maccs, avalon_array\n", "\n", "def fp_converter(data, use_parallel=True):\n", " mols = [Chem.MolFromSmiles(smi) for smi in data]\n", " \n", " if use_parallel:\n", " try: \n", " with ProcessPoolExecutor() as executor:\n", " results = list(executor.map(get_fingerprints, mols))\n", " except Exception as e:\n", " print(f\"Parallel processing failed due to: {e}. Falling back to sequential processing.\")\n", " use_parallel = False\n", " \n", " if not use_parallel:\n", " results = [get_fingerprints(mol) for mol in mols]\n", " \n", " ECFP, MACCS, AvalonFP = zip(*results)\n", " \n", " ECFP_container = np.vstack([arr for arr in ECFP if arr is not None])\n", " MACCS_container = np.zeros((len(MACCS), LEN_OF_MA), dtype=int)\n", " AvalonFP_container = np.vstack([arr for arr in AvalonFP if arr is not None])\n", "\n", " for i, fp in enumerate(MACCS):\n", " if fp is not None:\n", " DataStructs.ConvertToNumpyArray(fp, MACCS_container[i])\n", " \n", " return mols, ECFP_container, MACCS_container, AvalonFP_container" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n", "[14:29:43] WARNING: not removing hydrogen atom without neighbors\n" ] } ], "source": [ "mol_ws, x_ws, MACCS_ws, AvalonFP_ws = fp_converter(smiles_ws)\n", "mol_de, x_de, MACCS_de, AvalonFP_de = fp_converter(smiles_de)\n", "mol_lo, x_lo, MACCS_lo, AvalonFP_lo = fp_converter(smiles_lo)\n", "mol_hu, x_hu, MACCS_hu, AvalonFP_hu = fp_converter(smiles_hu)\n", "mol_aq, x_aq, MACCS_aq, AvalonFP_aq = fp_converter(smiles_aq)\n", "mol_bd, x_bd, MACCS_bd, AvalonFP_bd = fp_converter(smiles_bd)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "xtr_ws, xte_ws, ytr_ws, yte_ws = train_test_split(x_ws, y_ws, test_size=0.2,random_state=42)\n", "xtr_de, xte_de, ytr_de, yte_de = train_test_split(x_de, y_de, test_size=0.2,random_state=42)\n", "xtr_lo, xte_lo, ytr_lo, yte_lo = train_test_split(x_lo, y_lo, test_size=0.2,random_state=42)\n", "xtr_hu, xte_hu, ytr_hu, yte_hu = train_test_split(x_hu, y_hu, test_size=0.2,random_state=42)\n", "xtr_aq, xte_aq, ytr_aq, yte_aq = train_test_split(x_aq, y_aq, test_size=0.2,random_state=42)\n", "xtr_bd, xte_bd, ytr_bd, yte_bd = train_test_split(x_bd, y_bd, test_size=0.2,random_state=42)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "def new_model():\n", " model = tf.keras.Sequential([\n", " tf.keras.layers.Dense(\n", " units=1024,\n", " activation='relu',\n", " kernel_initializer='glorot_uniform',\n", " kernel_regularizer=regularizers.l2(1e-4)),\n", " tf.keras.layers.Dropout(0.2),\n", " tf.keras.layers.Dense(\n", " units=496,\n", " kernel_initializer='glorot_uniform',\n", " kernel_regularizer=regularizers.l2(1e-4),\n", " activation='relu'),\n", " tf.keras.layers.Dropout(0.2),\n", " tf.keras.layers.Dense(units=1, dtype='float32')\n", " ])\n", " model.compile(optimizer=tf.keras.optimizers.Adam(learning_rate=0.0001), \n", " loss=tf.keras.losses.MeanSquaredError(),\n", " metrics=[tf.keras.metrics.MeanSquaredError(), \n", " tf.keras.metrics.MeanAbsoluteError(),\n", " tf.keras.metrics.RootMeanSquaredError()])\n", " return model\n", "\n", "def multi_models(xtr, ytr):\n", " ridge = Ridge().fit(xtr, ytr)\n", " mlp = MLPRegressor(random_state=42, max_iter=350).fit(xtr, ytr)\n", " rfr = RandomForestRegressor(random_state=42, n_estimators=100).fit(xtr, ytr)\n", " svr = SVR().fit(xtr, ytr)\n", " tmp = new_model()\n", " \n", " train_dataset = tf.data.Dataset.from_tensor_slices((xtr, ytr))\n", " train_dataset = train_dataset.batch(32).prefetch(tf.data.experimental.AUTOTUNE)\n", " \n", " tmp.fit(train_dataset, epochs=100, verbose=0)\n", " group = [ridge, mlp, rfr, svr, tmp]\n", " return group" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "I0000 00:00:1729575024.498561 16667 cuda_executor.cc:1001] could not open file to read NUMA node: /sys/bus/pci/devices/0000:01:00.0/numa_node\n", "Your kernel may have been built without NUMA support.\n", "I0000 00:00:1729575024.498684 16667 cuda_executor.cc:1001] could not open file to read NUMA node: /sys/bus/pci/devices/0000:01:00.0/numa_node\n", "Your kernel may have been built without NUMA support.\n", "I0000 00:00:1729575024.498739 16667 cuda_executor.cc:1001] could not open file to read NUMA node: /sys/bus/pci/devices/0000:01:00.0/numa_node\n", "Your kernel may have been built without NUMA support.\n", "I0000 00:00:1729575026.356405 16667 cuda_executor.cc:1001] could not open file to read NUMA node: /sys/bus/pci/devices/0000:01:00.0/numa_node\n", "Your kernel may have been built without NUMA support.\n", "I0000 00:00:1729575026.356574 16667 cuda_executor.cc:1001] could not open file to read NUMA node: /sys/bus/pci/devices/0000:01:00.0/numa_node\n", "Your kernel may have been built without NUMA support.\n", "2024-10-22 14:30:26.356591: I tensorflow/core/common_runtime/gpu/gpu_device.cc:2112] Could not identify NUMA node of platform GPU id 0, defaulting to 0. Your kernel may not have been built with NUMA support.\n", "I0000 00:00:1729575026.356708 16667 cuda_executor.cc:1001] could not open file to read NUMA node: /sys/bus/pci/devices/0000:01:00.0/numa_node\n", "Your kernel may have been built without NUMA support.\n", "2024-10-22 14:30:26.357186: I tensorflow/core/common_runtime/gpu/gpu_device.cc:2021] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 3586 MB memory: -> device: 0, name: NVIDIA GeForce RTX 3060 Laptop GPU, pci bus id: 0000:01:00.0, compute capability: 8.6\n", "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n", "I0000 00:00:1729575027.635211 23138 service.cc:146] XLA service 0x7ff880003400 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:\n", "I0000 00:00:1729575027.635526 23138 service.cc:154] StreamExecutor device (0): NVIDIA GeForce RTX 3060 Laptop GPU, Compute Capability 8.6\n", "2024-10-22 14:30:27.709373: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:268] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.\n", "2024-10-22 14:30:27.897985: I external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:531] Loaded cuDNN version 8907\n", "I0000 00:00:1729575027.579075 23138 device_compiler.h:188] Compiled cluster using XLA! This line is logged at most once for the lifetime of the process.\n", "2024-10-22 14:30:43.254854: W external/local_tsl/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 14778368 exceeds 10% of free system memory.\n", "2024-10-22 14:30:43.276091: W external/local_tsl/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 14778368 exceeds 10% of free system memory.\n", "2024-10-22 14:30:43.290666: W external/local_tsl/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 14778368 exceeds 10% of free system memory.\n", "2024-10-22 14:31:16.819344: W external/local_tsl/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 16908288 exceeds 10% of free system memory.\n", "2024-10-22 14:31:16.840940: W external/local_tsl/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 16908288 exceeds 10% of free system memory.\n" ] } ], "source": [ "ws_models = multi_models(xtr_ws, ytr_ws)\n", "de_models = multi_models(xtr_de, ytr_de)\n", "lo_models = multi_models(xtr_lo, ytr_lo)\n", "hu_models = multi_models(xtr_hu, ytr_hu)\n", "aq_models = multi_models(xtr_aq, ytr_aq)\n", "bd_models = multi_models(xtr_bd, ytr_bd)\n", "# 1M 30" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "def print_metrics(dataset, model_name, ypre,yte):\n", " r2 = r2_score(yte,ypre)\n", " mae = mean_absolute_error(yte,ypre)\n", " mse = mean_squared_error(yte,ypre)\n", " rmse = root_mean_squared_error(yte,ypre)\n", " print(f\"[data : {dataset} ][model : {model_name} ] = r2 : {r2:.5f}, mae : {mae:.5f}, mse : {mse:.5f}, rmse : {rmse:.5f}\")" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "def save_res(pred, truth):\n", " flat = pred[4].flatten()\n", " res = pd.DataFrame({'ytruth':truth,\n", " 'RR ':pred[0],\n", " 'MLP':pred[1],\n", " 'RFR':pred[2],\n", " 'SVR':pred[3],\n", " 'DNN':flat,\n", " }) #, \n", " return res" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[data : ws ][model : RID ] = r2 : 0.50172, mae : 1.10438, mse : 1.99378, rmse : 1.41201\n", "[data : ws ][model : MLP ] = r2 : 0.44985, mae : 1.13109, mse : 2.20133, rmse : 1.48369\n", "[data : ws ][model : RFR ] = r2 : 0.62422, mae : 0.94267, mse : 1.50362, rmse : 1.22622\n", "[data : ws ][model : SVR ] = r2 : 0.56962, mae : 0.98861, mse : 1.72208, rmse : 1.31228\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2024-10-22 15:53:02.665657: I external/local_xla/xla/stream_executor/cuda/cuda_asm_compiler.cc:393] ptxas warning : Registers are spilled to local memory in function 'gemm_fusion_dot_17', 132 bytes spill stores, 132 bytes spill loads\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[data : ws ][model : DNN ] = r2 : 0.58908, mae : 1.01902, mse : 1.64424, rmse : 1.28228\n" ] } ], "source": [ "print_metrics('ws','RID', ws_models[0].predict(xte_ws), yte_ws)\n", "print_metrics('ws','MLP', ws_models[1].predict(xte_ws), yte_ws)\n", "print_metrics('ws','RFR', ws_models[2].predict(xte_ws), yte_ws)\n", "print_metrics('ws','SVR', ws_models[3].predict(xte_ws), yte_ws)\n", "print_metrics('ws','DNN', ws_models[4].predict(xte_ws, verbose=0), yte_ws)\n", "res_rid = ws_models[0].predict(xte_ws)\n", "res_mlp = ws_models[1].predict(xte_ws)\n", "res_rfr = ws_models[2].predict(xte_ws)\n", "res_svr = ws_models[3].predict(xte_ws)\n", "res_dnn = ws_models[4].predict(xte_ws, verbose=0)\n", "ws_res_all = save_res([res_rid, res_mlp, res_rfr, res_svr, res_dnn], yte_ws)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[data : de ][model : RID ] = r2 : 0.63024, mae : 0.73666, mse : 1.14976, rmse : 1.07227\n", "[data : de ][model : MLP ] = r2 : 0.62288, mae : 0.74311, mse : 1.17265, rmse : 1.08289\n", "[data : de ][model : RFR ] = r2 : 0.63931, mae : 0.74245, mse : 1.12156, rmse : 1.05904\n", "[data : de ][model : SVR ] = r2 : 0.67631, mae : 0.65509, mse : 1.00651, rmse : 1.00325\n", "[data : de ][model : DNN ] = r2 : 0.69016, mae : 0.66380, mse : 0.96344, rmse : 0.98155\n" ] } ], "source": [ "print_metrics('de','RID', de_models[0].predict(xte_de), yte_de)\n", "print_metrics('de','MLP', de_models[1].predict(xte_de), yte_de)\n", "print_metrics('de','RFR', de_models[2].predict(xte_de), yte_de)\n", "print_metrics('de','SVR', de_models[3].predict(xte_de), yte_de)\n", "print_metrics('de','DNN', de_models[4].predict(xte_de, verbose=0), yte_de)\n", "res_rid = de_models[0].predict(xte_de)\n", "res_mlp = de_models[1].predict(xte_de)\n", "res_rfr = de_models[2].predict(xte_de)\n", "res_svr = de_models[3].predict(xte_de)\n", "res_dnn = de_models[4].predict(xte_de, verbose=0)\n", "de_res_all = save_res([res_rid, res_mlp, res_rfr, res_svr, res_dnn], yte_de)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[data : lo ][model : RID ] = r2 : 0.61598, mae : 0.70003, mse : 0.92069, rmse : 0.95953\n", "[data : lo ][model : MLP ] = r2 : 0.67529, mae : 0.66796, mse : 0.77849, rmse : 0.88232\n", "[data : lo ][model : RFR ] = r2 : 0.57546, mae : 0.73344, mse : 1.01783, rmse : 1.00887\n", "[data : lo ][model : SVR ] = r2 : 0.66918, mae : 0.67213, mse : 0.79313, rmse : 0.89058\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2024-10-22 15:53:06.428745: I external/local_xla/xla/stream_executor/cuda/cuda_asm_compiler.cc:393] ptxas warning : Registers are spilled to local memory in function 'gemm_fusion_dot_17', 4 bytes spill stores, 4 bytes spill loads\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[data : lo ][model : DNN ] = r2 : 0.70141, mae : 0.62279, mse : 0.71586, rmse : 0.84608\n" ] } ], "source": [ "print_metrics('lo','RID', lo_models[0].predict(xte_lo), yte_lo)\n", "print_metrics('lo','MLP', lo_models[1].predict(xte_lo), yte_lo)\n", "print_metrics('lo','RFR', lo_models[2].predict(xte_lo), yte_lo)\n", "print_metrics('lo','SVR', lo_models[3].predict(xte_lo), yte_lo)\n", "print_metrics('lo','DNN', lo_models[4].predict(xte_lo, verbose=0), yte_lo)\n", "res_rid = lo_models[0].predict(xte_lo)\n", "res_mlp = lo_models[1].predict(xte_lo)\n", "res_rfr = lo_models[2].predict(xte_lo)\n", "res_svr = lo_models[3].predict(xte_lo)\n", "res_dnn = lo_models[4].predict(xte_lo, verbose=0)\n", "lo_res_all = save_res([res_rid, res_mlp, res_rfr, res_svr, res_dnn], yte_lo)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[data : hu ][model : RID ] = r2 : 0.78853, mae : 0.80712, mse : 1.08103, rmse : 1.03972\n", "[data : hu ][model : MLP ] = r2 : 0.81547, mae : 0.74818, mse : 0.94334, rmse : 0.97126\n", "[data : hu ][model : RFR ] = r2 : 0.78850, mae : 0.77212, mse : 1.08118, rmse : 1.03980\n", "[data : hu ][model : SVR ] = r2 : 0.78538, mae : 0.77822, mse : 1.09714, rmse : 1.04744\n", "[data : hu ][model : DNN ] = r2 : 0.84109, mae : 0.71208, mse : 0.81236, rmse : 0.90131\n" ] } ], "source": [ "print_metrics('hu','RID', hu_models[0].predict(xte_hu), yte_hu)\n", "print_metrics('hu','MLP', hu_models[1].predict(xte_hu), yte_hu)\n", "print_metrics('hu','RFR', hu_models[2].predict(xte_hu), yte_hu)\n", "print_metrics('hu','SVR', hu_models[3].predict(xte_hu), yte_hu)\n", "print_metrics('hu','DNN', hu_models[4].predict(xte_hu, verbose=0), yte_hu)\n", "res_rid = hu_models[0].predict(xte_hu)\n", "res_mlp = hu_models[1].predict(xte_hu)\n", "res_rfr = hu_models[2].predict(xte_hu)\n", "res_svr = hu_models[3].predict(xte_hu)\n", "res_dnn = hu_models[4].predict(xte_hu, verbose=0)\n", "hu_res_all = save_res([res_rid, res_mlp, res_rfr, res_svr, res_dnn], yte_hu)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[data : aq ][model : RID ] = r2 : 0.56724, mae : 1.15638, mse : 2.35684, rmse : 1.53520\n", "[data : aq ][model : MLP ] = r2 : 0.64056, mae : 1.02045, mse : 1.95755, rmse : 1.39913\n", "[data : aq ][model : RFR ] = r2 : 0.68090, mae : 0.95507, mse : 1.73783, rmse : 1.31827\n", "[data : aq ][model : SVR ] = r2 : 0.69234, mae : 0.91200, mse : 1.67553, rmse : 1.29442\n", "[data : aq ][model : DNN ] = r2 : 0.73565, mae : 0.84819, mse : 1.43966, rmse : 1.19986\n" ] } ], "source": [ "print_metrics('aq','RID', aq_models[0].predict(xte_aq), yte_aq)\n", "print_metrics('aq','MLP', aq_models[1].predict(xte_aq), yte_aq)\n", "print_metrics('aq','RFR', aq_models[2].predict(xte_aq), yte_aq)\n", "print_metrics('aq','SVR', aq_models[3].predict(xte_aq), yte_aq)\n", "print_metrics('aq','DNN', aq_models[4].predict(xte_aq, verbose=0), yte_aq)\n", "res_rid = aq_models[0].predict(xte_aq)\n", "res_mlp = aq_models[1].predict(xte_aq)\n", "res_rfr = aq_models[2].predict(xte_aq)\n", "res_svr = aq_models[3].predict(xte_aq)\n", "res_dnn = aq_models[4].predict(xte_aq, verbose=0)\n", "aq_res_all = save_res([res_rid, res_mlp, res_rfr, res_svr, res_dnn], yte_aq)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[data : bd ][model : RID ] = r2 : 0.55274, mae : 0.03567, mse : 0.00491, rmse : 0.07010\n", "[data : bd ][model : MLP ] = r2 : 0.53737, mae : 0.03701, mse : 0.00508, rmse : 0.07130\n", "[data : bd ][model : RFR ] = r2 : 0.55458, mae : 0.03539, mse : 0.00489, rmse : 0.06996\n", "[data : bd ][model : SVR ] = r2 : 0.15899, mae : 0.08207, mse : 0.00924, rmse : 0.09613\n", "[data : bd ][model : DNN ] = r2 : 0.54521, mae : 0.03636, mse : 0.00500, rmse : 0.07069\n" ] } ], "source": [ "print_metrics('bd','RID', bd_models[0].predict(xte_bd), yte_bd)\n", "print_metrics('bd','MLP', bd_models[1].predict(xte_bd), yte_bd)\n", "print_metrics('bd','RFR', bd_models[2].predict(xte_bd), yte_bd)\n", "print_metrics('bd','SVR', bd_models[3].predict(xte_bd), yte_bd)\n", "print_metrics('bd','DNN', bd_models[4].predict(xte_bd, verbose=0), yte_bd)\n", "res_rid = bd_models[0].predict(xte_bd)\n", "res_mlp = bd_models[1].predict(xte_bd)\n", "res_rfr = bd_models[2].predict(xte_bd)\n", "res_svr = bd_models[3].predict(xte_bd)\n", "res_dnn = bd_models[4].predict(xte_bd, verbose=0)\n", "bd_res_all = save_res([res_rid, res_mlp, res_rfr, res_svr, res_dnn], yte_bd)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "groupA = ['ws496', ws_res_all]\n", "groupB = ['delaney', de_res_all]\n", "groupC = ['lovrics', lo_res_all]\n", "groupD = ['Huusken', hu_res_all]\n", "groupE = ['AqSolDB', aq_res_all]\n", "groupF = ['BigSolDB', bd_res_all]\n", "res_datasets = [groupA, groupB, groupC, groupD, groupE, groupF]\n", "res_datasets_ori = [groupA, groupB, groupC, groupD]\n", "res_datasets_aq = [groupA, groupB, groupC, groupD, groupE]" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "def vis_res(res_datasets, name, path, b=25, w=6):\n", " fig = plt.figure(constrained_layout=True, figsize=(b, w))\n", " fig.suptitle(\"Standard Model Prediction\", fontsize=20)\n", "\n", " available_markers = ['o', 's', 'D', 'P', 'X', '^', 'v', '<', '>', 'h', '8', 'p']\n", " color_cycle = plt.get_cmap('rainbow') \n", " marker_size = 20\n", "\n", " for i, k in enumerate(res_datasets):\n", " ax = fig.add_subplot(1, len(res_datasets), i+1)\n", " ax.set_title(k[0], fontsize=20)\n", "\n", " y_truth = k[1].iloc[:, 0]\n", "\n", " ax.plot(y_truth, y_truth, 'k-', label=None)\n", "\n", " for j in range(1, len(k[1].columns)):\n", " color = color_cycle(j / (len(k[1].columns) - 1))\n", " marker = available_markers[(j-1) % len(available_markers)]\n", "\n", " model_name = f\"{k[1].columns.values[j]:<3}\"\n", " r2_value = f\"{r2_score(y_truth, k[1].iloc[:, j]):.3f}\"\n", " label_text = f\"{model_name}: R2 = {r2_value} %\"\n", "\n", " ax.scatter(y_truth, k[1].iloc[:, j], marker=marker, color=color, s=marker_size,\n", " label=label_text)\n", "\n", " ax.legend(loc='lower right', prop={'size': 13})\n", " ax.set_ylabel('Y Truth', fontsize=15)\n", " ax.set_xlabel('Y Prediction', fontsize=15)\n", "\n", " if name == \"classic\":\n", " plt.savefig(f\"{path}/1_standard_model_compare.png\", dpi=300)\n", " else:\n", " plt.savefig(f\"{path}/1_standard_model_compare_{name}.png\", dpi=300)\n", " plt.show()\n" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vis_res(res_datasets_ori, 'classic',target_path, b=23)" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vis_res(res_datasets_aq, 'AqSol',target_path, b=30)" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "image/png": 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