LillyMol/utils/main.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 下载chembl 数据库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ChEMBL 数据库存储路径: /LillyMol/test/data/35/data/chembl_35/chembl_35_sqlite/chembl_35.db\n"
     ]
    }
   ],
   "source": [
    "import chembl_downloader\n",
    "# 指定存储目录\n",
    "prefix = '/LillyMol/test/data'\n",
    "version = chembl_downloader.latest() # version 35\n",
    "\n",
    "# 下载并提取 ChEMBL 数据库，存放到指定目录\n",
    "path = chembl_downloader.download_extract_sqlite(version=version, prefix=[prefix])\n",
    "# chembl_downloader.download_sqlite(version)\n",
    "\n",
    "print(f\"ChEMBL 数据库存储路径: {path}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "29\n"
     ]
    }
   ],
   "source": [
    "\n",
    "CID_text = '''12560\n",
    "72493\n",
    "5280440\n",
    "6436045\n",
    "6537204\n",
    "84029\n",
    "447043\n",
    "6915744\n",
    "5282211\n",
    "6473883\n",
    "3002190\n",
    "447451\n",
    "5282521\n",
    "5282165\n",
    "5289394\n",
    "49787020\n",
    "5282165\n",
    "5282322\n",
    "5282169\n",
    "5289394\n",
    "25242512\n",
    "3002190\n",
    "447451\n",
    "6441094\n",
    "9832301\n",
    "656958\n",
    "445643\n",
    "5284616\n",
    "5282071\n",
    "'''\n",
    "\n",
    "Macrocycles_CID = CID_text.splitlines()\n",
    "print(len(Macrocycles_CID))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['12560',\n",
       " '72493',\n",
       " '5280440',\n",
       " '6436045',\n",
       " '6537204',\n",
       " '84029',\n",
       " '447043',\n",
       " '6915744',\n",
       " '5282211',\n",
       " '6473883',\n",
       " '3002190',\n",
       " '447451',\n",
       " '5282521',\n",
       " '5282165',\n",
       " '5289394',\n",
       " '49787020',\n",
       " '5282165',\n",
       " '5282322',\n",
       " '5282169',\n",
       " '5289394',\n",
       " '25242512',\n",
       " '3002190',\n",
       " '447451',\n",
       " '6441094',\n",
       " '9832301',\n",
       " '656958',\n",
       " '445643',\n",
       " '5284616',\n",
       " '5282071']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Macrocycles_CID"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://pypi.org/project/PubChemPy/\n",
    "\n",
    "```python\n",
    ">>> from pubchempy import get_compounds, Compound\n",
    ">>> comp = Compound.from_cid(1423)\n",
    ">>> print(comp.isomeric_smiles)\n",
    "CCCCCCCNC1CCCC1CCCCCCC(=O)O\n",
    ">>> comps = get_compounds('Aspirin', 'name')\n",
    ">>> print(comps[0].xlogp)\n",
    "1.2\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"\\n['CCC1C(C(C(C(=O)C(CC(C(C(C(C(C(=O)O1)C)OC2CC(C(C(O2)C)O)(C)OC)C)OC3C(C(CC(O3)C)N(C)C)O)(C)O)C)C)O)(C)O',\\n 'CC1CC(C(C(O1)OC2C(CC3(CO3)C(=O)C(C(C(C(OC(=O)C(C(C2C)OC4CC(C(C(O4)C)O)OC)C)C)C)O)C)C)O)N(C)C',\\n 'CCC1C(C=C(C=CC(=O)C(CC(C(C(C(CC(=O)O1)O)C)OC2C(C(C(C(O2)C)OC3CC(C(C(O3)C)O)(C)O)N(C)C)O)CC=O)C)C)COC4C(C(C(C(O4)C)O)OC)OC',\\n 'CCC(=O)OC1CC(=O)OC(CC2C(O2)C=CC(C(CC(C(C1OC)OC3C(C(C(C(O3)C)OC4CC(C(C(O4)C)OC(=O)CC)(C)O)N(C)C)O)CC=O)C)O)C',\\n 'CCC1C(C2C(O2)(C=CC(=O)C(CC(C(C(C(CC(=O)O1)O)C)OC3C(C(CC(O3)C)N(C)C)O)CC=O)C)C)C',\\n 'CCC1C(C(C(C(=O)C(CC(C(C(C(C(C(=O)O1)C)OC2CC(C(C(O2)C)O)(C)OC)C)OC3C(C(CC(O3)C)N(C)C)O)(C)OC)C)C)O)(C)O',\\n 'CCC1C(C(C(N(CC(CC(C(C(C(C(C(=O)O1)C)OC2CC(C(C(O2)C)O)(C)OC)C)OC3C(C(CC(O3)C)N(C)C)O)(C)O)C)C)C)O)(C)O',\\n 'CCC1C(C(C(C(=NOCOCCOC)C(CC(C(C(C(C(C(=O)O1)C)OC2CC(C(C(O2)C)O)(C)OC)C)OC3C(C(CC(O3)C)N(C)C)O)(C)O)C)C)O)(C)O',\\n 'CCCC(=O)OC1C(OC(CC1(C)OC(=O)CC)OC2C(OC(C(C2N(C)C)O)OC3C(CC(C(C=CC=CCC(OC(=O)CC(C3OC)O)C)O)C)CC=O)C)C',\\n 'CCC1C(C2C(C(C(CC(C(C(C(C(C(=O)O1)C)OC3CC(C(C(O3)C)O)(C)OC)C)OC4C(C(CC(O4)C)N(C)C)O)(C)O)C)NC(O2)COCCOC)C)(C)O',\\n 'CCC1C2(C(C(C(=O)C(CC(C(C(C(=O)C(C(=O)O1)C)C)OC3C(C(CC(O3)C)N(C)C)O)(C)OC)C)C)N(C(=O)O2)CCCCN4C=C(N=C4)C5=CN=CC=C5)C',\\n 'CCC1C2(C(C(C(=O)C(CC(C(C(C(=O)C(C(=O)O1)C)C)OC3C(C(CC(O3)C)N(C)C)O)(C)OCC=CC4=CC5=CC=CC=C5N=C4)C)C)NC(=O)O2)C',\\n 'CCC1C(C=C(C=CC(=O)C(CC(C(C(C(CC(=O)O1)O)C)OC2C(C(C(C(O2)C)O)N(C)C)O)CCN3CC(CC(C3)C)C)C)C)COC4C(C(C(C(O4)C)O)OC)OC',\\n 'CC1CC=CC=CC(C(CC(C(C(C(CC(=O)O1)OC(=O)C)OC)OC2C(C(C(C(O2)C)OC3CC(C(C(O3)C)OC(=O)CC(C)C)(C)O)N(C)C)O)CC=O)C)O',\\n 'CC1CC=CC=CC(C(CC(C(C(C(CC(=O)O1)O)OC)OC2C(C(C(C(O2)C)OC3CC(C(C(O3)C)O)(C)O)N(C)C)O)CC=O)C)OC4CCC(C(O4)C)N(C)C',\\n 'CC1CC=CC=CC(C(CC(C(C(C(CC(=O)O1)OC(=O)C)OC)OC2C(C(C(C(O2)C)OC3CC(C(C(O3)C)O)(C)O)N(C)C)O)CC=O)C)OC4CCC(C(O4)C)N(C)C',\\n 'CC1CC=CC=CC(C(CC(C(C(C(CC(=O)O1)OC(=O)C)OC)OC2C(C(C(C(O2)C)OC3CC(C(C(O3)C)OC(=O)CC(C)C)(C)O)N(C)C)O)CC=O)C)O',\\n 'CC1CC=CC=CC(C(CC(C(C(C(CC(=O)O1)O)OC)OC2C(C(C(C(O2)C)OC3CC(C(C(O3)C)OC(=O)CC(C)C)(C)O)N(C)C)O)CC=O)C)O',\\n 'CCC(=O)OC1CC(=O)OC(CC=CC=CC(C(CC(C(C1OC)OC2C(C(C(C(O2)C)OC3CC(C(C(O3)C)OC(=O)CC)(C)O)N(C)C)O)CC=O)C)O)C',\\n 'CC1CC=CC=CC(C(CC(C(C(C(CC(=O)O1)O)OC)OC2C(C(C(C(O2)C)OC3CC(C(C(O3)C)O)(C)O)N(C)C)O)CC=O)C)OC4CCC(C(O4)C)N(C)C',\\n 'CCC1C2(C(C(C(=O)C(CC(C(C(C(=O)C(C(=O)O1)(C)F)C)OC3C(C(CC(O3)C)N(C)C)O)(C)OC)C)C)N(C(=O)O2)CCCCN4C=C(N=N4)C5=CC(=CC=C5)N)C']\\n\""
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from rdkit import Chem\n",
    "from rdkit.Chem.Draw import IPythonConsole\n",
    "from rdkit.Chem import Draw\n",
    "from pubchempy import get_compounds, Compound\n",
    "\n",
    "def getsmiles(cid:str):\n",
    "    return Compound.from_cid(cid) # comp.isomeric_smiles\n",
    "\n",
    "SMILES_list = []\n",
    "for cid in Macrocycles_CID:\n",
    "    SMILES_list.append(getsmiles(cid.strip()).canonical_smiles)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "29"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(SMILES_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 红霉素 SMARTS 匹配测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7fea5a28f990>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# erythromycin match\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem.Draw import IPythonConsole\n",
    "from rdkit.Chem import Draw\n",
    "erythromycin = Chem.MolFromSmiles(\"CC[C@@H]1[C@@]([C@@H]([C@H](C(=O)[C@@H](C[C@@]([C@@H]([C@H]([C@@H]([C@H](C(=O)O1)C)O[C@H]2C[C@@]([C@H]([C@@H](O2)C)O)(C)OC)C)O[C@H]3[C@@H]([C@H](C[C@H](O3)C)N(C)C)O)(C)O)C)C)O)(C)O\")\n",
    "erythromycin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "((2,), (3,), (4,), (5,), (6,), (8,), (9,), (10,), (11,), (12,), (13,), (14,), (15,), (17,))\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7fea5a28f990>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Define SMARTS pattern with ring size > 12\n",
    "# This is an RDKit SMARTS extension\n",
    "macro = Chem.MolFromSmarts(\"[r{12-}]\")\n",
    "print(erythromycin.GetSubstructMatches(macro))\n",
    "erythromycin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "((3, 2, 17, 15, 16, 14),)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7fea5a28f990>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "macro = Chem.MolFromSmarts(\"[r12,r13,r14,r15,r16,r17,r18,r19,r20]([#6][#8][#6](=[#8])[#6])\")\n",
    "print(erythromycin.GetSubstructMatches(macro))\n",
    "erythromycin"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 多种大环内酯测试看是否能够match"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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+WblypV76bdToweMZgVqNu3fRoAEArFyJvXuxdy+WLxe3zzFjxoCfkT5C/BAa4E7PSYViWEREmUYzq0uXhY8+WJfL4er62CNyk2FtjZkz0bMn7O0fPKZv0kS5Zs0333wDYM6cOQsWLBCzu3v3sH8/XF3h7Iyff37wwWXLEBCg7z29J06cKJVKd+7cWSDqia4JI7GtXr3a39//5s2borcsiIuLs7e3BzCpe3fdokX0ySc0fz4tWECLFtGvv5JGo6d+GVq3bp2wF4BSqRSnxf37qUEDsramy5fp+nV69VXq2pU6daJRoygnh4ho4ECKi3vw4pgYCgwUp9+H+vTpA2DDhg3iNmuiRA6hWq12dXUFYGNjs3z5co3YkYiPjxfWBR4+fLhGraaUFDpwgH79lY4do7t3xe3LqERERAiDDf7zn//odLoXb6i4mGbOJImEAPLzo1u3Hnxco6HqNFtFwuHdwcFh5MiRCxcu3Llz5/Xr16v1fZky8Y+Ed+7cEe6AAWjfvn1MTIxYLV+5ckXY4Wjo0KFqtVqsZk1FVFSUQqEAEBwcrNVqX6SJ+Hjy8CCA5HIKDaUXa6TaysvLe/Xq9eQ+P+bm5m5ubuPHj1+yZElUVFRmZiaT8gxP/BAKdu/eLTypMzMzCwkJKSoqqmaDqampQoP9+vUrKysTpUiTs2fPHmE+8ZgxY6r2NqTV0ooVZG5OALm5/X2qycKMGTMAODs779mzJzw8/P333x8wYEDDhg2fvFaqX79+375933nnnfXr18fExBQXFzMsW3/0FUIiKi4uViqVwnIGzZo1279//ws3lZ6e3qxZMwA+Pj7Vz7NJO3bsmK2tLYDBgwdX9s3o5k3q1YsAkkgoOJiY/iovX74cgKWl5ZkzZx77VH5+fnR0dFhYWEhISN++fR0dHZ+MpbOzc0BAgFKpDA8PP3fu3MvxdqzHEAri4uI6PXxmEBQUdLfqV253794VdnTo2rVrYWGhPoo0LTExMcKFsb+/f0lJybNf/MMPPxwbMIAAatSIDh40TIVPs2/fPjMzM4lEEhERUZnX37hxY9euXZ999tno0aM9PDyenAmtUCjs7e2rfF5gZPQeQiJSq9UrVqwQFmipXbt2WFhY5b82Ly9P2MbA09MzR7hxxxGdP3/eyckJQO/evZ/2xpSdnf3GG28AUJiZ3Zs5k1j/9JKSkoTb2p9++umLtaBWq69fvx4VFRUaGhoUFOTm5lZxYTllyhRxqzUkQ4RQcP369X79+gk/Ml9f3+Tk5Od+SUFBQZcuXQC0atXq9u3bBijShFy6dEm4jurcufOTb08HDx4UPmtnZ1eldz09yc7ObtGihXA2JOJd0JycnNdeew1Aly5dxGrT8AwXQkFkZKRwrm9pablkyZJ/nEUUFlJiIsXG0o0bpNGUlJT4+voCaNy4cWpqqoHrNAk3btxo3rw5gA4dOlSc55eWllbsMd6tW7erV6+yLZKISKUa2q+fcEHx3PPnqiooKLCyspJIJDdu3BC3ZYMxdAiJKCcnJ/jhUH0vL6+zZ89SWRlt3UoLF9Jnn9HixfTZZ6pFiwb27AmgUaNGKSkphi/SVKSlpbVq1QpA27Zt09PTExISvLy8hJvSoaGhoj+nfUHTppW0bDnU21tPpzOjR48GsGjRIn00bgAMQig4evRoy5YtHzzD8PW9//HHNH++8Eczb15Qu3YA6jo4JCUlsarQVNy+fVtYMMrJyUm4ddGmTZtz586xruuhpUsJIEtLOntWTz3s2bNHuGbRU/v6xiyERFRSUqJUKmVSKYCmDg77xo2j+fO1oaFjPDwA2CsUcf/5D+XnM6zQVOTm5nbt2tXZ2Vl4lG9ET3H27CGZjCQS+uUX/XWi0WiE7/2s3nKuVyxDSESk012YNavzwwe1QW5uE7y8ANhZWJydNo0WLKDDhxlXaCLS09OFBSAvXLjAupaHEhPJzo4A+uwzfXf17rvvApg1a5a+O9IH1lOZCgu96tc/OWXK5/36WcnlW5OSfkpIsDY33z12bOeGDaHVIi2NcYUmomHDhm+++SYAfU16qqrsbAQGorAQEybgww/13ZswUjIiIqL8kaXQTQXrEOp0kEjMpNL3fXzOBQeby2SOlpbhQ4e+UrFcvE7HtD5TMmfOHJlMFhERwX5b3LIyDB6MlBT06IF16wzQYfv27YUnyfv27TNAd89w+/bthQsX6qrye8s6hLVqVcTswp075VqtS61ab7i5PfisVAq+QGWlubq6Dh48WKVSrV27lmUdRJg2DadOoUkT7NgBCwvDdCss7M12rnBpaenQoUM//vjj+fPnV/6rWIdQKoWXF2QyAOvPnwcw5dFtWGQyVHJXFg4A8M477wD49ttvhTVX2SCCkxNsbfH774bcE27s2LEymSwqKionJ8dgnT6KiKZOnXr27FlXV9dZs2ZV/gtZhxBA376wtr5ZWHj0xg1LuXxUxfYM5ubo3h3/NoqXe5qePXt26dLl3r17ERERBu04ORlr12LNGiQlQSrFsmVITET1t5GsigYNGrz66qvl5eXbt283ZL8VPvnkk4iICFtb2127djlVZaEjIwihQoFp0zZcvaojGt6unb1CAXNzyOXw9UWfPqyLMz0hISEAli9fTgZbUfaXXzByJORyWFhgzBgIJ4QuLgbq/RHC7RkmZ6Tbt2//9NNPhWvyKm9iy/juLBERabVaYeO+P9asoT//pPh4Ki1lXZSpKi8vF3Z6OGiYORMaDTVqRBVDxtLSyNmZVCpDdP2E4uJiW1tbiURy7do1Q/YbGxtrZWUFYOXKlS/w5UYRQmHEQ7NmzWrsAgfiWrx4MYCBAwcaorMbN+ixoSrt2lElRufrycSJEwHMnz/fYD1mZGQI73qTJ09+sRaMIoTCjJvFixezLuQlkZuba21tLZFIDDHo7+pVatv2Hx9p354uXtR7v09x6NAhAM2bNzfMG3pxMfn5vQbAz8+vvLz8xRphH8Ls7GwLCwszM7OMjAzWtbw8hCUkZsyYofeeysvJ0ZGysx/8My+PnJxI7KkSlafVal1cXACcOHFC/33RG29Qo0Y3Xn11WHUmu7IP4VdffQUgUOxF9Wq45ORkqVRqZWWVXREP/Vm0iF57jWJj6fx5Cgig0FC99/hMSqXSMG9A//sfAWRnV90DP/sQtmvXDsDOnTtZF/KyGThwYDVP8vfv31+pkag6HUVE0LRpNHUqbd5syKUT/5WwK7ODg4NeV6D55ReSSMjMTIQ1QxiH8OTJkwDq1av3wufT3NMcPHgQQIMGDVRVv1cZHR0trM/r7+9fhS8rKKDly+ndd6vaneg6duwIYNu2bXpqPyaGLC0JoNWrRWiNcQinTJkC4IMPPmBbxstKmOC7efPmyn/J/v37e/ToITy+cnJyWrp0aRXucOTkkIUFmZkR67VIVqxYAWDIkCH6aPzmTapXjwAKCRGnQZYhLCoqElbv4zN39WT9+vUAvL29K/PiiqMfAEdHx9DQ0IKCgip3OWQIAbRiRZW/UFRZWVlyuVwul9+7d0/clu/fJ09PAqh/fxJrhTeWIRR+RXr27MmwhpdbWVmZsGb58ePHn/EyceIn2LaNAOrY8QW/XDyDBg0CEBwcnJKSItbjCq32wZtMmzaUlydKk0RsQyic9mzcuJFhDS+90NBQAMOGDfvXz4oZP4FKRXXqEEAJCdVqp9pGjx5d9+Hw8ccW2H/hpW5UKpo0iRwdSdwBOcxCePnyZYlEYmNjc//+fVY11ARZWVkKhUIqlT42kuvR+NWpU0eE+FWYMYMA+vBDcVp7Idu2bZNIJFKptHPnzg2E7Rb/ydnZuV+/fgsXpmzYQOfOPfW55ubN9NFHD/6ekUFz5xIRib70H7MQ/ve//xXOFlgVUHMIM+5nz54t/PPJ+OWLu5DPiRMEUMOGrLapi4uLE1aa/uqrr4SP5OXl/esC+61alQAk/HF2poAAUiopPJwuXnxQu1JJtra0Zw8R0eXL1L27XgpmE0K1Wi1cqzy5IQEnuoSEBIlEYmtru2/fPv3Gr0KrVgTQoUN6afyZMjMzhREzkyZNesbLUlJSoqKili5VjxpFHh4kl1NFGoU/CgVNmkRKJX38MbVtSyUlL10IhRlf7u7uTHqvgV599dWKMzFHR8clS5bo9yogNJQAmjhRj138m5KSkq5duwp3+6r0pF6tpuvXKSqKQkMpKIjc3EgqpWnTSKmkH36guXPp//7vpQuhMJhjBesb2TXH2rVrW7RoYWlpqcej36OuXdPKZId69DDk4os6nU5YBbhp06YvsO/QYwoK6M6dByEsLqZWrSgq6iUKYXp6ukwmMzc3r/5PiqskYbLYgAEDDNbjsIEDqzpOoJrmzZsHwM7OLkG8G7NCCInot9+oXTt9hdDQM+uLi4tnzJih1WqHDh1apSUAuOowNzcHoNFoDNbjgMGDYcBJ7tu2bVuwYMELTmyvhMGD0ayZ6K0+pJdoP0VUVJSw266Njc2yZcsM2XUNd/z4cRh2XERubq6FhYVUKk1PT9d3X+fOnRMmtq9atUrcluPj/14zIDOTdu0St/kHDHQkTElJGTRo0ODBg1NTU+vUqVNUVFSrVi3DdM0BEPaoMOTCuA4ODgEBATqd7ueff9ZrR5mZmUOGDCkpKZkyZcrbb78tbuMeHnB1BYC7dxEUhLff1ss6uHoPoVqtXrlypaen5549e+zt7VesWCHMozfFlZJNl3A6auCfubDs0saNG/XXhbDOZ0ZGRq9evb799lv9deTkhNu3kZqK48fFb1y/ITx69KiXl9ecOXOKi4uDgoIuX748e/ZsCwsLAGq1Wq9dc49iEsKBAwc6OjomJib+9ddf+mifiCZNmhQTE9O6deudO3cK36OeSCQYOxYA9HGRq7cQpqd/ERLi5+d36dIld3f3Y8eORUZG1qtXD4x+IWo44Wdu4Dc+uVw+atQo6O32zNy5cyMjI2vXrh0VFeXg4KCPLh41YQIkEmzbhpISkVvWQwg1GqxcCTe3kdu3Ozk6hoaGxsbG9urVq+LzPISGx+pnLpyRbt68WfQbs5GRkUuWLJHL5ZGRkcI2qfrWogW6dkVhIaKiRG5Z7BBGR6NDB8yZg/v3G3fvnnr+/Pz58x87T+AhNDxWP/MuXbo0b948Kytr5MiRGzZsiImJKRHjOHLy5MkJEyYQ0cqVKx8dDKRv48cD+jgjFe0+a04OhYSQVEoANW9Ou3c/7YULFy4EMFcYkc4ZxL179wA4OjoauN/bt287OjoK44QrODs7BwQEKJXK8PDwc+fOVXUlmJs3bwrXNRVD0g1GTysHiBFCnY7Cw8nRkQAyNyel8tnrZ3/++ecA3n//fRG65iqnoKAAgJ2dnSE7LS0t7datGwAvL68FCxaMGTPG09PzydsnCoXC29t7woQJn3/++b59+579XPH+/fuenp4ABgwYoBZrZntVDB1KAC1fLmabZlU+dKakYOdOFBSgc2cEBCA7GwMHIiYGAPz9sWoVmjd/dgOGf2bFGf50lIimTp16+vRpV1fXAwcOVMyv1Wg0aWlpiYmJsbGxSUlJiYmJly9fjouLi4uLq/jaWrVqtWjRws3NrWPHju3atfPy8hIGV+l0urFjx8bHx7dp02bLli1mZlX/7a228eOxcyc2bcKcOeI1WrXMnjhBbdrQxo20Zw8FBdGUKaTTka8vNWhA4eGVbGP16tUA3nrrraq+YXAvTKvVApBKpQbr8ZNPPgFga2sbHx//7FcWFhaeOnVq3bp1s2bN6tOnT506dZ78LW3SpMmgQYOEGRKOjo7Xr183zHfxpLIy8vS86us7LyFBtIWRqhjCPn1o374Hf9doqHVrio+n1FSqymD57777DsDUqVOr1jVXPTKZDIBhTuEqJrbveqGBXrm5udHR0StWrAgODvbx8RFm6AKwt7e3srIy0EY3Tyesbq5UKsVqsIohdHCgR+ehvfkm/fhjVbsMDw8HINzd4gzG0tISQHFxsb47io2NFWIj1lQ1jUZz5cqVbdu2Cfuu7N27V5RmX9iJEycANGjQQCPS0gHVe0RBBImkql/EH1EwYZgfe2ZGRmBgYHFxcXBw8OzZs0VpUyaTtWzZ8o033njrrbfAekNsAD169GjVqlVmZubRo0dFabCKIfT0xKlTD/6u0+HMGXh5YdcuHDhQ+TZ4CJkwxKCZ0tLao0b1dnXt2bPnqlWrRG9+3LhxUql0x44dws1ehsaMGQMR3w6qduD84w9q2ZK2b6c//6Q336TRo6mkhFxcCKC+fSk2tjJt7Nq1C0BAQMCLHLm5F9WwYUMAepxYpNPR8OEE6Fq1ul+NLYqeTVgjZ8OGDXpqv5Ju3LghkUisra1FWSWkikfC3r2xZQsSErB1K/z8EB4OqRSzZsHeHocOoXNnTJiAtLRnt8EfUTCh9xOQefOwbRvs7CS//mpTu7aeOmG4IfajXF1dfXx8iouLd+7cKUJz1c8xEVFODimVpFA8eF4fHExPX7riyJEjAHx9fcXpmquc1q1bA7h8+bJeWo+MJImEZLJnjJQSRUFBgZWVlUQiuVEx2ZaRsLAwAP37969+UyKNHa1dG0uW4MoVBAdDo8G6dWjTBkuXoqzsydcyGdHP6fFIGBuLSZNAhK+/xsCB4rf/CDs7O2Gbl4iICL129FwjR460tLQ8dOhQenp6NZsSdQC3iwvCwnDmDPr0QW4uPvzw51Gjfv75ZyJ69FX8xgwT+vqxZ2ZiyBCUlODttzFzpsiN/xvhjFR40MVQrVq1hPsaf/zxR3Xbqv7B9N/t3p3n728mlQLo2LHj4cOHKz5z4cIFAF5eXvrqmvs33bt3B3Dy5EkxGy0poU6dCKB+/UTbo+h51Gq1s7Ozu5PT7crdCNSfy5cvi3JWrMeFnrRabWRkpKuwRgfQt29fYdvXpKQkAG3bttVf19yThH0zXV1dg4KCQkNDo6Kirl+/Xt3tis6dIwcHkfcoqoTbn35KZmY0a5YhO9UfCf3zXFF0JSUlq1at+uyzzwoKCqRS6RtvvPGf//zH19e3efPm165d02vXXIXCwkJhy97HJtfa29t7eHi4u7t7enr6eXq2cnODvf1z2srKQnIyGjZ8MFI/ORkyGVq00Ffp/+rCBXToACcnZGRALjdo13qg9xAKcnJyvvjiixUrVqhUKoVCUVZW1rBhw+pf0XKVFBYWNmPGDF9f32+++aZi+kJsbOzt27crXnPK17fbH3/A2Rnt2sHN7cF/O3aEpeXfDc2fj99/R+/eSEqCTIbISFhZMfh+AHh5IT4eUVEIDGRTgIgMedi9efPm+PHjJRIJgKZNm2q1WkP2XpN17twZwE8//fTYx+/cuXPw4MFly5ZNnjw5Y8QIsrJ6fGMUMzNyc6MRI2jjRjp5ktq3p/LyB188fTp99pmhv5MKn39OAAUFMStAPAY6ElaIiooaMWKESqUCsGvXroCAAEP2XjNdvHjRw8OjVq1amZmZVs89cGVmIjYWSUlITERSEi5ehEoFANOmoXFjEOHjjx+88vhxLFiAgwf1W/0z6mzcGHI5bt9+/im0cTPoMvibN28ePny4SqUS9uhdvny5IXuvsb7//nsA48aNe34CATRogMBAKJX48UecO4f8fMTGIjwcEyYgPx+PLtlcqxby8vRWdSXq9PNDWRm2bmVWg1gMdsxduXKlVCoFoFQqCwsLhRW4z58/b7ACaiaVSiXsiRkXF1fdtr75hmbO/PufW7bQiBHVbbM6fvyRADLg2v56YogQ6nQ6Yed0iUTy5ZdfCh+cM2cOnreTI1d9W7ZsAeDp6SlCWzk51Lgx/fknEVFaGnl40LFjIjT7woqKyMaGJBJiN9FeFHoPoUajmTZtGgAzM7NHB7/fuHFDJpNZWFjcFnflKu6f+vXrB2D16tXiNBcTQ0OGUOfO5OdHW7aI02Z1jB9PAH36Kes6qkW/ISwrKxs+fDgAKyurPcLO3494/fXXAcybN0+vNdRkaWlpMplMoVDk5uayrkU/oqPpww9JT6PSDUWPIbx//77wNuzg4PCncA7zT9HR0QCcnJxKSkr0V0ZNJlwFjB07lnUh+nTsGE2dSgMH0nvvUVoaEdHJk/Tokf+DDygjg1V1laGvEGZlZXl7ewNwdnYWRqv9qy5dugD4/vvv9VRGTabVaoXdII8cOcK6Fr2JiaEWLej4ccrKovXrqUULKimhyEh6882/X9Oxo5EfKvXyiCI1NbVnz55xcXHNmjWLjo728vJ62iuFZUiWL19Ohn1cWRMcPHgwNTW1adOmvXv3Zl2L3nz1FebPR8+eqFsXkyejWzf88gvrmqpM/BAmJSW98sorV65c8fb2PnXqVPNnrgUcFBTk4uKSmJh46NAh0Sup4davXw9g6tSpwpOhl9OVK/D0/Puf7dsjORkADh1CYOCDP0Y/RFnk/z1nz57t3bt3enp67969jxw5UrHu8tPI5fKZM2eCP7gXW05OTlRUlEwmE2bfvbSsrf+xU1lREWxsAMDHB9999+DPw3k8RkvMEB4+fPjVV1/Nzs4ePHjw3r17K7kh9vTp062trfft23fp0iURi6nhNm3apFKpXnvtNRcXF9a16FOPHti798HfibB3L3x8AMDSEvXrP/jDYrX8KhEthBEREf7+/kVFRRMmTNi+fbvlo0Pvn8nBwaFimyuxiuGETaqnTJnCuhA9e/997NqF2bOxdi0CAuDhAV9f1jVVnSi3d7755hvhwiMkJOQF5oleuXJFKpVaWlreu3dPlHpquNOnTwOoW7duecWMh5dYWRnt3Uvff0+nTz/4SHo6nTv39wsOHyYxFibUHxFCuGTJEgASiWTp0qUv3MigQYMALFq0qPr1cMIQJb75nKmobgjffvttAGZmZhs3bqxOO8LdUWH2dzVLquGKiors7OwAJCWJtm0Qp1fVvSbs2rWrQqH45ZdfJk6cWJ12Xn31VS8vr8zMzMjIyGqWVMNt3bq1sLDQx8enbdu2rGvhKqf6Oc4QaUzQhg0bAHh7e4vSWo31yiuvwAgWiucqz9Az659BpVK5urreuXPn2LFjvXr1Yl2OSbpy5UqbNm2sra0zMzNtbW1Zl8NVihGNpbCwsBC2X3z0wf2lS5eM523C+C1evBiAt7e3jfDMmjMJrA/F/3D37l2FQiGVSq9evUpEp06dsrGxGTt2rGH2lzV1CxYswMOVtv38/ISfIWf8jCuERDRs2DAAHh4eRHT48GFhz9eRI0fWiEde1SAMdZDJZLNnzxZGCyoUitDQUH632fgZXQi3b98uHKI/+OADIjp79mzt2rUBDBo0iE87fJoNGzZIJBKJRPLdd98RUV5eXnBwsLC0pIeHx6lTp1gXyD2L0YWQiAYPHgxAIpGsXLmSiOLi4pycnAD4+voWFhayrs7obNq0SSqVSiSSx9awOHbsWJs2bQBIpdLg4GD+ozNaxhhCIvr222+FcXDz588noqSkJGGj2VdeeSU/P591dUZkx44dZmZmAJYsWfLkZ0tKSkJDQ4WrxAYNGmzfvt3wFXLPZaQhJKJNmzYJv15KpZKIUlJSmjVrBsDb25sPMRUcOHDAwsICQGho6DNeFh8f37VrV+EkPyAgQI87ZnMvxHhDSERbtmwR9taeOXOmVqtNTU1t2bIlgLZt24o1QsB0/fnnn8Jdq9mzZz/3xVqtNiwsTHhyaG9vv2LFCr4HgfEw6hAS0e+//65QKACMHz9eo9HcuXPHw8MDQKtWrdKEVX1qpNOnTwuJmjx5cuWnrWRkZAgr3Akn9nxwqZEw9hAS0dGjR4VHz6NGjSovL8/NzRWWh2rSpEnNfBR24cIF4Y7x+PHjX+CAFhUVJVxgy+VypVJZVlamjyK5yjOBEBJRdHS0MDMgICCgtLQ0Pz9f2M2ifv368fHxrKszqOTk5Hr16gEYNmzYC49hyMvLCwkJEW59ubu7i7x9L1dFphFCIjp37pywp0KfPn3u379fVFTUt29fALVr1z579izr6gzk2rVrDRo0ANC/f//qH8GOHz8uzLSQSCTBwcEFBQWiFMlVlcmEkIgSExOFX8GePXsWFBSUlZUNGTJEuNNQE97Lb9261bRpU2FImljjFkpLS0NDQ4VbrM7Ozk9uYMgZgCmFkIguX77cqFEjAJ06dcrOzlapVMIy+9bW1gcPHmRdnR5lZWUJT967det2X+zFGuLj47t16ybcsOFTyQzPxEJIRDdv3mzRogUANze3zMxMjUYzadIkABYWFr/99hvr6vQiLy+vQ4cOALy8vPS0q4ROp/vkk0+EHB46dEgfXXBPY3ohJKLbt2+7u7sDaN269a1bt3Q63axZs4QJBNu2bWNdncgKCgo6deokfLN37tzRa1/CVfe/bhzC6Y9JhpCIsrKyhNX1XV1dr127ptPp3nvvPWEaQTVXuzEqxcXFwvzmFi1aGGB8gnDJzYfUGJiphpCI8vLyhCsZZ2fnixcvEtHHH38MIDAw8AWWXTRCBQUFwsgEFxeXGzduGKBHYb3mvLw8A/TFVTDhEBJRUVGRn58fgLp16wp7P0VERJSWlrKuq7pUKtXy5cuFoUK2trYGG5MgDBLkUzcNzLRDSETFxcX9+/cXxn/MnTuXdTnVlZWVNX/+fOFxvJDAnTt3GqZrlUol/BgN0x1XweRDSEQqlap169bCb62rq2toaKgpDitNTk4OCQmp2D6gffv2n376qSEfoOfm5goPXQ3WIyd4GUJIRMXFxcOHD6/4DZbL5UOHDt21a5dGo2Fd2nPodLqDBw8GBAQIE+GlUmlAQACTZ563bt0C0LBhQ8N3XcO9JCEUaLXagwcPBgUFCdc2wj0bpVJpnOO8y8rKwsPD27VrJ5RqY2MTHBwsrC7HxOXLl4XpKawKqLFeqhBWyMnJCQsLE24tCjp27BgWFlZUVMS6NCKi27dvh4aG1qlTp+KdIjQ0NCcnh21VcXFxwmkw2zJqoJczhBXOnTsXHBxcsQhnrVq1goODo6OjWdUTFxcXHBws3PYU3hrCw8ONZEHH6OhoAD4+PqwLqXFe8hAKCgsLw8PDhVkXAjc3tyVLlhhsmQytVhsVFVVRgHDhZ2wDU/bt2yfMz2BdSI1TI0JY4dKlS0qlsmITbwsLi6CgoKioKP3dvyksLAwLC6u4eWtnZxcSEnLz5k09dVcdwmKTw4YNY11IjVOzQihQqVRRUVFBQUFmDzdSbtSokVKpFHFUSn5+flJSklKpdHBwELpo3rz5kiVLjHmpuB9//BHAuHHjWBdS4xj7dt76YG5uHhgYGBgYmJaW9sMPP/zwww+pqalLly798ssva9eu3bhx4169epmZmRUUFADQarWFhYUA1Gp1UVERAJVKVVJSAqC0tLSsrAxAcXFxeXk5gPv372s0GqGXtm3bXrp0CYCPj8/s2bNff/11mUzG6DuulOLiYgDC4lGcQbF+F2BPq9UePnxYeEwnFisrK4lEUq9evfPnz7P+/irryy+/BPDuu++yLqTGqYlHwsdIpVJhmEjLli0HDhy4f//+y5cvd+/eXZimKJPJhOVt5HK5cJfV3NxcOFwoFApheICVlZUwOd3GxkZ4RJmTk+Pk5FRYWFjxGND48SMhKzyEAJCQkADA29t7xYoVkydPvnz58oQJE4KDg1+4wTp16rRo0eLq1asJCQne3t7iVapHwjm2lZUV60JqHCPan5AhIYTCw/1H/14dwnpwJ0+erHZ1BsKPhKzwEALAxYsXAXh4eOh0OuFuSvVPI7t37w7g1KlT1S/PMHgIWeEhBB45+l2/fr24uNjFxcXe3r6abfIQcpXEQ4jc3NzMzEwbGxtXV1exzkUBuLu729nZ3bhx486dO9VvzQB4CFnhIXxwGHR3d5dIJCKGUCqVdu7cGcDp06er35oBPBbCjz76KDk5mWlFNQUP4T/uxFRcHIrSsmmdkWZnZwMQHrFs3bp10aJFXl5eCxYsEMYhcPrDQ4i869elEolwJ0bEIyFMLYRXr14FcODAAQD9+vULCQlRq9Xz5s1zd3c/evQo6+peaqxHCxiBHj101tbFf/xBpaU7fH3f7dhRrI2KcnNzJRKJpaWlSqUSpUG9Gjt2rDCwbvTo0VlZWUQUHR3NN6swgBofQp2O7O0JoLt3KTaWAGrXTsTmhfkTMTExIrapJ+Xl5WvWrKnYSDQsLEyn05WWln700UfChttd2rTRGmrVqRqlxp+OpqUhPx/168PJCQkJAODuLmLzJnRGKpfLZ8yYcenSpaFDh+bn50+fPr137943b95csGBBbGxs9+7d19etKx06FIGBuHWLdbEvlRofQiF4wkXgo38XiQmFUNCwYcMdO3ZERkbWrVs3Ojq6Q4cO8+fPb9Wq1Z9//tlu5EjY2eH33+HhgbVrodOxLvZlwfpQzNrixQTQO+8QEQ0YQACJuqtMfHw8AFdXVxHbNIycnJxJkyYJk0u6d+yoFTaBzMyk4cMJIIB8fOjiRdZlvgxqfAjHjCGANmwgImrQgABKSRGxea1WK6wtb4CdJPTh2LFjbdq0OerrS1IpBQdTYSERUVQUNWpEAMnlpFQS33C7emp8CD08CKCYGMrJIYBsbEjsfSyEpWV+/fVXcZs1mJKSEs1HH5FcTgC5uNCuXUREeXk0fTpJJARQ27Z04QLrMk1Yzb4mVKuRnAypFG3b/n1XRtTZvTDBy8LHWFpayhYsQGwsunXDrVsIDERgIIqKsHYtoqPh5oa0NNSqxbpME1azQ5icjPJyNGsGa2t93JURmHoIH/DwwIkTCAuDre2DezMrV6J7d8TF4fBhNG6MVaswaBD8/fHZZ1CpWJdrSmp2CJ+8NSrq8wlB9+7dpVLpuXPnTH78l1SK4GBcvIiAAOTnY84c+Pnh1i107Yr330dsLH74AT/+iJQUzJ7NulaTwvp8mKmyMoqLo7/+IiJ67z1q1IgOH9ZHP8K4kzNnzuijcTaioqhhQzIzo7g4Ki0lBweqWN28tJQcHcmI15UzNjX7SKhS4cABLFuGjz7C22/j1i34+emjn5fkjPRRgYFISEBkJDp0QGoqnJ1RMQdKoUDTpkhJYVqfKanBISwrg48PLCzwwQdwd4efH65f11NXL2EIATg4YNgwALCzQ1HRPz5VWMhv1VReDV7oafNmdOqEOXMAwM0Nd+/iyy+xZo0+uhJCKEzReAnVrw+FAn/9BS8vALh0CWo1GjdmXZbJqMEhTEpCx45//7NLF2zdqqeu2rZte/78ebFmSBkdiQRr1mDUKIweDakUERH49luY1eBfrSqqwT8pc3Oo1X//U6XCw82SRCeVStu3b6+nxo2Cnx+OH8epU9DpcPQoHm73zVVGDb4m7NQJj85VPXIEnTuzq8b0OTlh8GAMHcoTWFUSImJdAyM6Hfz94eoKf3/89Re2bcMff+Dhxp0cZzA1OIQAtFrs2oWkJLi4YNgwPNxLlOMMqWaHkOOMQA2+JuQ448BDyHGM8RByHGM8hBzHGA8hxzHGQ8hxjPEQchxjPIQcxxgPIccxxkPIcYzxEHIcYzyEHMcYDyHHMcZDyHGM8RByHGM8hBzHGA8hxzHGQ8hxjPEQchxjPIQcxxgPIccxxkPIcYzxEHIcYzyEHMcYDyHHMcZDyHGM8RByHGM8hBzHGA8hxzHGQ8hxjPEQchxjPIQcxxgPIccxxkPIcYzxEHIcYzyEHMcYDyHHMcZDyHGM8RByHGM8hBzHGA8hxzHGQ8hxjPEQchxjPIQcxxgPIccxxkPIcYzxEHIcYzyEHMcYDyHHMcZDyHGM8RByHGM8hBzHGA8hxzHGQ8hxjPEQchxjPIQcx9j/A1y7QV0XlFSHAAAAAElFTkSuQmCC",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "()\n",
      "()\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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KSwFAoXid45OfD1tb/PILyoNvgoMxdGiFKn994Ny+fXvixImXL18G0NXBYWOvXvXNzOadO7fhr7/UhABY3bPnNC8vDB+Ohg25dpYbIiIifv/997179wqFQg8Pj9jY2C1btnAb1KanIiwpKXF2dk5LS7O1tW3SpAmz/SASiUxMTAAIBIK5Tk5NX7wAAAuLsghjE5OyuiYmJmjZEjt3Ytu2MnMTJ2LAALzaPKzeEEJ27tw5a+bMF9nZQj5/Ytu2fZyde0dGqgj5pmvXRT4+4PPh7Y3qUqpME/bu3Tts2LDGjRvfu3ePy/am3E7Eb+Orr756t9v3PD3fuhatVYu8fElatSIKBSGEKJWkdWtSfU/D/pPcR48mtG/PZOgaCgQAGlpYlB0zLlhALlzg2kG9QKlUNmnSBMC+ffs4dEMfZ8IHDx60bNlSoVBs27bNzc2tpKREJpMBkMlkTB1YpVLZRaX6qKQEAPLzy9LqiorKSu4JhVi0CL/8gogIdOmCS5cwfDj0OIheKxCC8PBbT55MPHbs2vPnAI4NH97b2RkARCIEBKBxY4491A9++umnCRMmuLu7x8bGclX5Vh9F2KtXr5MnT44bN27Lli0aGZJIkJqKRo1gbs6Sax8U587hypVjd+/23b27mY1N4qRJZc9bWiIkRP+zBHWDTCZzcHDIyMiIjo728/PjxAe9i9n99ddfT548aWVltWTJEk1tmZnBza2GKhBA165o2DDyzh0AgW5uACAUwtgYI0ZQBZZjaGgYEhICYNmyZVz5oF8zoUQiadasWVpa2tatW8eOHcu1Ox88hQUF9WxtpTJZyldfNbK1hasrOnfGqyqGFIbCwsKGDRvm5+dfvXq1Q4cOHHjA4f3ov7mwZEktc/P27dvrZ94Xm5SWksJCbZ/X/fzzzwC8vLy0Oko1YPbs2QA+++wzTkbXp5nwzh18/HFm7dqFJ044u7tz7Y3WSEnBiRPIywOfDx4P7dvDywva2R/39fU9c+bMtm3baP/jd5OVldWoUSO5XJ6UlOTMbF/pEL25JyQEoaFQKGwHDarOCoyLw9696uzsW8+fX3j4sKCwENeuYccObZQVTEtLO3/+vJGR0aBBg1g3Xs2oW7duUFCQWq3mJKFcb0QYGYmzZ1GnDhYu5NoVrSGR4NgxmVTaKzIy8vbtv9LS/CMjr6SkICMD16+zPlpkZKRKpfr0008/vN4MXBAWFiYQCHbs2JGenq7jofVDhIWFCAsDgBUrUI2b9cbHA4iIj+9kb7+qZ8+ZnTpFDhwYFh0NhQLXrrE+GhMbGRgYyLrlaomjo+PAgQNlMtnatWt1PLR+iPCbb5CRAU9PVO9vTHo6lMr4zMzyummNrawymJBXiYTdFemtW7cSEhJsbGyYljuUivD111/zeLyffvopPz9fl+PqgQgTEvDTTxAKsWFDNT+/EgoBmIhEJW/UGir7wDweu589MjISwJAhQ2gR14rj7u7u5+cnkUg2bdqky3H1QITTpkGpRGgoqn2z3saNIRL5OzntjI9nchoOJSV1YmbFunVZFKFarf71119B16KVJywsDMC6deukUqnOBtUDEf7vfxgzBvpcm5UtmjeHoaGPo6Nngwb+kZGf7N697+7dVT17wsAArAZMRUdHp6WlNWnSpG3btiyarQn4+vp26NDhxYsX27dv19mgHNVXvnsXYWEQClFairCw1zlH1RuhcMLt24+uXFni5xfSvr2QOScUCuHlBUdHFsfZuXMngKCgIK4ikj9opk+fHhAQMHv27NGjRzM5dFqHgwABhYK4u5OHDwkhJCeHuLkRfao/pz3UajVTLiDhf//72t/fycbm0KxZJC2NtQGKi8ndu0WXL5uamPB4vEePHrFmuSahUCgY7e3cuVM3I3KxHH34EB99VJZKY2WF7t2h286Ely5dOnv2rC5HZLh582Z6erq9vX2L0aOPZWQ8zM427d4ddnYsmCYEf/6JNWsQFXVw7dqi4mJPBwdHsZgFyzWJiRMnBgQEyGQypiziy5cvdTMuFyIsKcGb3w+xGMXFuhx/1qxZPj4+u3fv1uWgAI4fPw6gb9++6enpt2/fNjEx6dq1K1um8ddfUCohk0XGxgIY0bw5tm+Hxu1iahSHDx/ev39/YWEhU5vcxsZGN+NyIUInJyQmQqks+++1a9BhnNqlS5euXbtmZWXVr18/5hmdNSc4ceIEgF69eh07dowQ0r17d3ZuOV6+RHw8k9CcLpGcSU0VCQSDmjWDQoFjx1iwX2MwNTUFUFRUVP5AN+NyIUJzc4wfj4EDsWULRo5Ey5Zo1kxng69evRrAxIkTmXI1ycnJHh4eTHCJVnn58uWNGzcMDQ29vb3L1ciO6aQkqFTMw8nHj6vU6i4NG9Y2NgYhePLk9cWO8j6Yr0RxcXH5A92My9ERxeTJWLcOdnaYPRsrV+LmTd0Mm5qaGhUVZWhoOHHiROaZc+fOJSQkTJw48eHDh1od+sSJEyqVqlu3biKRiOnh7O/vz47pwsLyaBumb6FjeeifQAAdnnd96NSkmZDBwQF9+6JJE3TogE6d8OiRDsZctWqVSqX6/PPP69Wrxzwzfvz4zz//vLCwcNCgQVo9n2Vmv969e1+4cEEikbi5uTE9g1jA0rK8laeJgQEAd1vbsh+p1TAxYWeUGkANmwnLEYnQsiXkcryvvJrm5OXlRUREAJgyZcqbz//0008uLi63b9+eNWuWloZWqVSnTp0C0Lt3b0aNffr0Yc168+bl0TbNbGwAmDO3mnw+nJ1RXboO6oDyCbCGiRDAwoUwMcH+/do+qPjxxx+Lior8/f2ZdlnlmJqa7tu3TywWb9y4UUtbpteuXcvJyXF2dnZycmL2SFm7IQRQqxa6dGFqrpqKRACK5HLw+TA0BIuj1ADKtVdjlqPl2Nlh2jQAmDkTWkvzl8vlGzZsADBjxox//9TNzW3FihUAxo8ff+/ePdZHZ4TXp0+f1NTU5ORkS0vLjh07sjlAly7o0QMikYmREYBipRL16yM4GGZmbI5S3anBMyGAsDDY2uLqVRw5oqURdu/enZGR0bJlS19f3/98waRJk4YPHy6RSAICAli/OSyf/Y4ePQqgR48eQiHbAYMeHggLM23bFkBR69YYPRo0l7eS1NR7QgZTU3z/PQCEhUE7p3ZMpubMmTPfEU65efNm5uaQKfvDFulpafHx8SbGxl07dSrfnmHR/mv4fBNbWzAzIaXy1ODlKENwMFxdcf8+tm5l3fapU6fi4+Pt7OyGDh36jpeV3xxu2LBhz5497Ix98+axKVMIIX6NGqlXrDh/5gyfz9deoq2OL+HVjJq9HAUgEGDxYqmz84IDByQSCbu2V61aBSAkJORtjdbKcXNzW758OYAJEyakpKRoOnB0NP7440RiIoDejRufefCgRCZr06BBXWtrTS2/BR1fwqsZNX4mBNC/f5969eaePctuLeQ7d+5ER0cbGxtXsP3V5MmThw0bVlBQMGTIEKYHRhXJzMSNG/LS0j9TUgD4Ozkdf/AAQO/GjbW3D0xnQk2o8TMhACB8+XIej7d69epnz56xZXPVqlWEkDFjxtSuXbuCb9m8ebOzs3NMTIxGN4e3bkGpvPjkiUQm+8jcXKZUnnz4EEBvR0fExFTd7DuhM6Em0JkQANq1azd48GCpVDqPpUT7rKysvXv38vn8fxzQvxszM7Pdu3cbGhquX7/+0KFDVRhXqVTe/OuvZRcvTjp2DMDzwkLnH35IycuzMTHxsLOD1v66dCbUBK5mQo4y699OeHj4kSNHtm/fPnny5NatW2tobf369aWlpQMHDmxcyU5gHh4ey5cvnzJlyphRo9yTkx1VKhACa2t07YoWLf7zLVKp9OrVqxcuXDh37tz169dLmRbCAACxUChVKgE0tbbm83h4361plaEzoSaUa8/AwEAkEsnlcplMpoPkev2aCQE4ODhMmDBBrVZ//fXXGpoqKSnZvHkz3nJA/15CQ0MHduuWX1g4ZONGuUIBQpCdjd9/x/Hjbw5x6dKlZcuWde/e3crKytfXd/78+efPny8tLXW0tw9u1y5iwIBn06eXfPvt6p49AVx5+nRfYiJcXDT8aG+DzoSa8OYlTJeXM72bCQF8//33O3bsOHnyZHR0dHcNelz/8ssvOTk5bdu27dSpU1Xen5X1P0/PuPj4mPT0sOjoNUzSg1xe9Ndf17KzL6WmXr58+eLFi+WbNwKBwNXV1dPT08/Pz9vb27p2bWzbhhcvmGSiaR075pWWLjx/PvDgQeNBg/pW+VO9EzoTasKblzATE5Pc3Nzi4uKKbyVUGX0UoaWlZVhYWFhYWEBAALOMFAqFZq8isCxf5emYmZkxcSdisdjIyAhvNLXn8/nm5uaLFy8GUPXNlevXLQwMfh082PPnn9ddu5b88qWrjc35J0/iMjNVr1KHhEJhu3btunbt6uXl1aVLl1q1av3NQmAg9u/H8+dQqaBWL/D3lwsEy86cCfjii2M2Nt7e3lV07O3QmVATuJoJ9as1WjmRkZF8Pl+gWa+ievXqWVtby+XyKjrx449Mk/evu3R506yQz/eoXz80NHTfvn15eXnvt5ORQa5dI5cvkwcP1Eolk8pobGx8/vz5Kjr2dpRKJQCBQMC65ZpAYWEhAFNTU0KIlZUVgMjISB2Mq48zoUQiCQsLU6vVCxYsYCK8lEolc4JPCCkvUV5YWKhSqQCUN7WXy+XMJKBSqfLz8w8dOpSbm7tnz56goKCq+PEqvHOht3ehTHbk3r3eTZoMdnXtaG9vbGmJit9n2triVYIfD9iwYYNCodi6desnn3zy559/slkaVKUSJCQYGRiUKhTSqChxp07QWlRAtcTExGTz5s2mpqZyuZz5mtWvX18H4+pTf8JXzJgxY/Xq1W3btr127Rpfg3S4Xbt2jRgxon79+vfv3zc2Nq70+y9exIUL/1Eegs9Hy5bo37/KjqlUqsDAwD179lhYWJw5c0bzTWAAKCzE9u0oLrZetCinpCQ7LMza3BzduqFq98M1m5MnT/bq1cvGxubFixc6GI613VGVSpWVlaW5nbt37/7www98Pn/Dhg2aKBDA8OHD27Rpk5aWtn79+qq8v21b/GcjB4EAXl6aOCYQCHbu3Dl48OD8/Hx/f/+kpCRNrAEAIdixAwUFkMvLUgplMigUOHcO9+9rarzmwVRPrtTZsiawJsKpU6d+/PHHt27d0sQIISQkJEShUEycOLFdu3YausTj8Ziej0uWLKnKBcLICCNHwtj4tRSFQohEGDZM8/5tAoEgMjKyd+/eL1686N69u6Zxqvfvl/d1YipcFMvlAKBQ4NQpDV2taRQXF0dFRfF4vOHDh+tmRHZEKJVK4+Li0tPTvb29mSpGVSMyMvLs2bN16tRZsGABK455eXn16dNHIpEwO6WVpm5dTJ2Knj3RtClcXODjg6lT4eDAim8ikejAgQPdunVLS0vz9vZ+8uRJ1W2lpMil0stPny65eDFNIgGQWb6tl5enpeyw6sqBAweKioo8PT0dWPpDvx+2dnhKS0uZK4dQKNy8eXMVLBQUFDD1lyIiItjyihCSmJgoFAoNDAzu37/Polm2KCws7NChAwAXF5eszExy/z45fpz89hu5cYOUlr77vQqFIiYmJjw8vG/btuZvBHaIhcI5np7M1i5ZuPC9dihv4ufnB2DLli06G5HNjRlCyPz58+fPnw8gLCxs6dKllWpIEhISsmHDBk9PzwsXLrDbyWTcuHHbtm37atSoJT//zKJZtigoKPD19bWxsjr06adiiQTMStLAAHw+hgz5x8RbUlJy5cqVCxcunD9//vr16+WhAjwez9XGxqthQzszs2/PnKllZPRk6tRaRkYwNobWClhVP9LT0xs0aGBgYJCRkaGzNuPs745u27ZtwoQJSqVy5MiRW7durWCTyoSEhI8//hhATExMK7YbFWZkZKSPHOlx/jzOnQO7xV1YIjcnx2TPHsP8/D/u3dsWG1uqVHZu0GBmp05CIyMEBxcbGV29evXSpUv/iNEB4Ojo6Ofn5+fl1S0pyebVmYr39u3nHj9e3r37LG9vdO2Kzp05+lgfHitWrJg9e/Znn322f/9+3Y2qjen15MmTTICLr69vfn7+e1+vUqmYwkfTp0/Xhj+EEPL99wQgHToQtVpbQ2hCUhJZsiQmOLhLw4Z5c+ao586d263b1126HB8xop2T05sFaQQCQZs2baZPn37kyJHc3NzXFlJTyeLFZP58Mm/eiREjANiamUl/+UVPP6++wlTiO3LkiC4H1VbEzF9//VW3bl0ALVq0ePr06btfvHXrVgC2trYVUWwVkUiIrS0ByMGD2hpCE377jcybN7NTp4NDhjD3cvLvvnOxtmbkJBAIPDw8mBidvwnvH+TkkH37SHg4WbToY3t7AFt1eGNTDYiLiwNgZWUlk8l0Oa4Ww9ZSUlKaNm0KwM7OLjY29m0vy8nJYdrf7N27V3vOEELIjz8SgDg6Et3+iitEZCSZN29U69bnvviibENl3rzGVlZFX3/9R1BQkURSWXtMAdXGjRsrlUpt+FstmTlzJoCJEyfqeFwtpjI5ODhcuXKla9eu6enpXbt2ZQqN/Zs5c+ZkZ2d7eXkFBARozxkAGDcOzZsjJUUbtaQ0xcYGPF4TKyummQSArKIiK7HYRCTq0aKFialpZe0FBAQ4OTk9evTo8OHDbPtaPVGr1Xv37gUQGBio67G1rfJ3H13cuHGDz+eLRKLExERte0IIIUeOEIDY2BDtrXurRkYGWbw4e/ZsDzu7PZ99dmbkSH8np9+GDiWLFpFTp6pmctOmTQDatGnDrqfVFaZPgZOTk1rnd9FaT+o1NDSMjIycO3euUqkcP378vHnzyKv9WLVaPWnSJLVaPWPGjGa66Y726afw8UF2Nlas0MVwFcfWFq1aWdeq9ceIERKZ7FZm5rLu3fs1bw4TkyqHyI0aNapevXoxMTGnT59m19lqCROqFhgYyO7xWIXQmdy3bt3K7PJ98cUXTHoRU5fe3t6+qKhIZ26Q69eJSERmz9bdiBVErSZnz5LFi8nSpSQ8nCxeTCIiiGa/GSZOqHv37mz5WF0pb4fGSUSHTvMJ3zy6ePDgAZOee/jwYV36QAghmZkkP59s307WrSNxcboe/d3IZCQlhSQns7JgLigoYPKMb9y4obm1agwzDXbq1ImT0XWd1Ft+dMGEI/To0UPHDhBCSF4eadOGbN9OoqNJr15kzx4OfNAVTL+3wYMHc+2IXsPURP/xxx85GZ2DfMKUlJQOHTrk5eXxeLw7d+44Ozvr2AGsWQMeD1OnAkBuLry9ER+vax90RWZmpoODg0KhSEpKatKkCdfu6CNZWVkfffQRn89PT0/XQUWZf6PramuFhYVTp07Nzs5WKpUKheL69es6dgAAHj5E+T6QlRVKSqrcki1Ga2V82cLW1jYwMFClUjFZXZR/s2vXLqVS2adPH04UCOi2xsz9+/ddXV0BWFlZhYWFAahfv35xcbEufSCEkO+/J+W1Q5RK4uxcNTPM0csff/zBmmPa4eHDhwKBwNDQMO35cyKVcu2O3uHu7g7gIHehVLqbCY8fP96uXbvExEQ3N7cbN24sXbrUw8MjLS3thx9+0JkPZQQEYONGMLVqVq9Gv35VM8NEnM+aNYspdaO3NG7ceEDfvjKZbN2wYVi5EkuWICoKJSVc+6UXbN++XSKRCASCM2fOsN6JqKLoQOhqtTo8PJypVREQEFB+IHH27FkAtWrVys7O1oEbfyM6mgwYQD79lMyfX+UoNplMxlRk/OWXX1h1jm2ysm6FhvJ4PHNDw7w5c8qSDFeuJIWFXHvGMYcPH2Yq+jFngw0aNDh06JDu3dC+CCWS5NBQAAKBYOnSpf8IR2Bat0+ZMkXrbpRz6BDp25c8ecKKsV27doGrRXUFUavJunVk/nw/R0cAS3x9y2JTFywgrCZPf3CcO3eOKVc7b968mzdvtm/fnpmWfHx8kpKSdOmJlkX48CFp0YIAv/v7Hz9+/N8/13Xae1ERadCAAGTTJlbsqdXqNm3aAFi8eDErBtnn2TOyZAmZNy86KAhAHROTkm++KdPhokU1djK8ffs2c0w9fvx45hmVShUREWFtbQ1AJBKFhYVJdXX/rE0RnjxJLC0JQFxcyNsvLWPGjIHODrLmzCEA+fhjwl5uwblz5wCYmZllZmayZZNNYmPJ4sVk3rxn06ebGRo2srAY0aqV8vvvybx5JDycpKRw7R8HPHr0yNbWFkD//v3/kWWSlZU1cuRIZnX6bY8e5OhRHfijNRFu3kyEQgKQvn3fHfyRlpbGFG+/dOmStpxhuH+fGBoSPp9cvcqu4b59+wKYPHkyu2bZ4c4dsmRJ1LBhtY2NAQj5fACDXF1Lv/2WLF1Knj/n2j9d8+LFC+Zo2sfHp/Qt1XcuXrzo4e5e4uJS9gVOTdWqS1oQoVRKgoIIQHg8EhZGVKr3vuPbb78F0KFDB+0GsPv6EoAEB7NuOCkpSSgUCoVCHeWCVAZ5bu5cHx8+jwfAz9Hx2OefM2rs1qhR/vffs7gi+CAoKChgSi23adOm8N1LcYWCrF5NzM0JQIyNyeLF2ktDZVuExcXE3Z0AxNycREVV8E0SiYRZHmhxb2rPHgIQKyuinZ3Y4OBgAAMHDtSG8SqTmprKlHIT8vlzu3VTzZ1L5s27M3HiR+bmAFo2bpyWlsa1j7pDJpMxldScnJwqeu+Qnk4CAwmPRwDi5EROnNCGY5UU4YQJZQ8UChISQgghajXZsIH0708CAsoW0NOmkSZNyN27lTLMJL85OztXvX/LOygsJPXrE4Bs28a+cUIIIVlZWUxs+sWLFyv1xn79+oWGhj5+/Jh1l/bv388E6DZs2PDKkiXlFWjIwoWpM2Y4f/QRAAcHhwcPHrA+tB6iVCoHDRrEbGWnVnZ5efo0adaMAAQgAQGEEfDLlyQu7vXO1pt3148eVcp8JUXo6lr2QCYj7u6EELJyJZk6lSgUJC+PeHuTixeJQkEKCipnlhClUskE02zcuLGy730vEQsXPrGzIx07VmRtXGXmzp0LoH379hVfVN+7d4/ZFhcKhYMHD758+TI7rhQVqcaMGeLiAmDo0KEFzJ8jLY2cOkUOHiRnz5Ls7JcvXzKTpK2t7a1bt9gZV19Rq9Vjx45lDqXjqpY3I5eTtWuJmRmxtCRZWWThQtK7N/n+e+LpSX79lRBC3N1fr1fLZVIxKilCZ2eSkUEyMsjTp2UidHd/fTH44w/y5ZeVM/gGv/32GwAbG5uCymv4Hdy+fVsoFJqbmeVoOWtJIpEwxYsPHDhQ8XfFxsYGBwczB1YAPv7444iICI2WA3FxpGlTApS6uv7vnTO/RCLp0aMHAAsLiwsXLlR9RL1nzpw5AMRicWXXKf/k6VNy8iRJSiLe3mXPlJQQV1dSUqJDEVpakuBgEhxMxo4tE6GT0+uf3rpFBg2qnMG/w/TN/OabbzQx8iZqtbpbt24AQpjFs5ZhunM7OjpWtlxXenr6N998wxS8YpZMh374gbx8WWkPIiKIsTEBiKsruX37vS+XyWRMaR9DQ8NKXTs+IJjccQMDg2PHjrFjMTKSfP/96/8OGEBu3ybu7mTqVDJ9Opk+ndSuXSl7Gi9Hvbxeb+Du2kXCwipn8O9cv36dx+OJxeL3VkmsINu3bwdQt27dCnXz1BilUtm8eXMA69evr8LbS0tLIyIiWrZsCeCCmxsxNCSBgSQhoUJvzs8nQ4aU3bcEBpIKR/AwZUeYkKatW7dWwW19ZteuXXw+n8fjsRlauH8/mTPn9X/79CH37hF3d3L3Lrl/n9y//7eZqQJoLMITJ4ifH7lwgURFEQ8PorF4mAvz6NGjNbRD3mhusXPnTs2tVZCoqCgA1tbWVa6hqlarL/75J+nTh/D5ZSc9PXuSEyfeVcb3+nXi6Fi2KV2lHOXw8HAmhHLu3LlVc1sPiY6OFolEAFatWsWm3efPSZs2ZR0+MjKImxtRKHS4HN2xo+yBSkV27Sp7HB9PwsPJ+vWEjf3ulJQUQ0NDPp//jlKlFYRpTO3p6anj+lm+vr4A5rx5sawaDx6Q0FBiYlI2vzVpQtauLas68/gx2bKF/PILycwkSmXZ3l2HDpocK5c3hAwNDVVpcwdLN1y7do0JAvn666/Zt753L+nShQQEkG7dymI/2rQh5Xfybm6VMqaPPeunTp3KhLQfOXIkJiYmJiYmPj7+0StyX6FQKN5h5ObNmwKBQCgUxsfH68xzhtjYWD6fb2Rk9ESTMPGkJLJoEfn+e3L6NFm2rCzkFSBBQeTaNdK5M/ntN7J3L2nThjx4QG7eJF99RTQ+3Tl06BCzRTRixAitnBXpiosXLzJN54OCgrR4CS4pYcWMPoowPT29Uj16xWKxpaWlpaVlnTp1HB0dHR0dGzduzGRJz5w5k5OPMGzYMAAjR46s4vvj4kj79uTSJXLjBvHxISdPEoWC/Por6diRXLpE+vUjN2+WvfLIEcJqxejTp08zB559+/bV39SQtxMfHx8YGCgSiczNzdu2bfvuK7WeoI896wFERUVNmTLF1NTU0NAQgEKhKCoqAkAIyWeScYHCwsJ3ZNOKRCKVSnXo0KFPP/1UJy7/jdTU1KZNm/L5fGtra+a2RCwWM5OMgYGBqalpuKOjR2oqyptvmZtDIAAAY2P06IFDhxAQgO7dASApCdOm4eTJ19abN0dsLJiGhKmpCA5GdDSLzsfExPTu3Ts7O7t9+/bHjh3jrOhDJTl37tyyZcuYQgdCoVCpVDKngo0aNeLatffB8UWADYqLi5kFamZmJrNkffjw4bRp0wC4ublxcnvz7NkzIyMjptzgf3LLy6tsefnvf998Q7p3fx11IZeTpk3/Zr1r19e339evk6FDWfc/KSmpQYMGAJo1a3bq1Cl9vkVUq9VRUVEdX3W8MzU1DQ0Nffr06YABAwC0a9dO/9fVejoTao5cLm/WrFlKSsr27dtHjhyp49EHDx584MCB/v37r1u3TqlUAigpKWH6Csrl8uLi4uZCYT25HAUFZW8oKGA6zqO4GG3bYutWjBsHT08AePwYY8bgzSramzYhMRHr10OpxPDhCAqCFmb79PR0FxcXKyurp0+f1q9ff9CgQSNHjmQqeugJCoViz549y5YtS0xMBGBtbT1p0qSQkBBm6s7Pz2/duvXjx4+/+uqrJUuWcO3sO+H6KqBFIiMjwUXaO9PVwNjYuOoRoWfPEj8/kpVVdvq3e/fffqpSkTVryCefkE8/Jdu3a+7wf7Jjxw4Apqamby7n3N3dV61alZ6erqVBK0hRUdHatWvt7e0Zrxo2bLh27dp//5WvXbtmYGDA5/P1vBhXdRZhedr7kiVLdDaoTCZzcXEBsHz5co0MnTpFAgPJ0KFk/36WXKsE5UesERERhJCYmJjQ0NDygB4+n9+5c+fNmze/JxtIC2RnZ8+dO7f8NrVFixbvjvJbuHAhgDp16nB+4XgH1VmEhIu0d+av7urqytqtyN27pHdv8vPP7FirGJMnT8a/jlhlMllUVFRgYKCxsTGjAbFYPHjw4KioKB1sQj5+/Dg0NJQ5+gPQuXPnqKio9x4/qFSq7t27A/D29tbbVo3VXISEkD59+kBXsaNPnjxhviWnT59mzSiTCWlnp2FzmIrDhLwLhcK3JRzk5eVFRET4+fmVNzCqV69eaGiopuHRbyEhISEwMNDAwKBcftHR0RV/e2ZmJpOtunTpUm24pznVX4R37twxMjIK9fYm2q8l9cknnwD4/PPP2TSqVpOOHQlAFi1i0+xbUKlUzE7j9OnT3/vip0+fhoeHv9nIwNXVde7cuSmala5Rq9W5ubkJCQnLly/v3r07I3UDA4PAwMCECkbS/p2TJ0/y+XyhUMhashirVNvd0TfJnjbNZu1aDBqEAwe0N8rJkyd79eplbm6elJRkZ2fHpukLF+DlBVNTPHgAW1s2Lf+Lbdu2jRs3ztbWNjk5+R1HLP/g6tWru3bt2rt3b05ODgA+n+/j4zNkyJDmzZtLpVKpVFpSUpKfn888Ln+Ql5dXWlrKPHjzR6WlpW8aNzQ0DAgI+O677zTppTF79uwVK1bY29vHxcUxwTR6BNdXAZ2QmUnMzAhAtLNeIoSUlJQ4OjoCWLdunVYG+OQTApBJk7RivJycnMt9+lgaGe2pUhS4UqmMjo4uv2kUi8VV/lpaWlqam5tbWlr6+PiwUhtaoVAwM7y+lSAhNWQmBIC5c7FgAdq3x9Wr0EIr1u+++27RokUtW7aMjY1leqGyzL17aNECAG7fhva6Go8fj82bSwYPNt63TxMz+fn5ixYtWrVqlampadu2bcVisYmJibm5OfOgVq1aYrHY2Ni4/IGFhYWRkRHzQCwWa6Led/D06VN3d/e8vLxNmzZNmDBBG0NUEa6vArpCIiH16hGAaCF19cGDB0ZGRjwe7/z586wbf82XXxKADBigLfsxMYTPJyIRYaNmHFM0aMyYMZqbYpH9+/cDMDIy0quKHjVGhISQn34iAHF0ZL12Xe/evQGMGjWKXbP/JCODmJo+q1fv7pUr7BtXqUj79gQgX33Fir0pU6ZA88NSLcDUxWvSpInuDznfRk0SoVJJmjcnAKlS2vvbOHDgAABLS8usrCwWzf4np9etE4vFWinQumkTAYi9PVsHIf7+/gCOHDnCijUWkUqlrVq10qtZuiaJkBASFUUAYmNDJBJW7BUXFzNRXbrptFxSUvLRRx8B2LdvH5t2X74ktWsTgLBX99XBwQFAcnIyWwZZ5M6dO8zWkS5LLryDGiZCQsiXX5KTJ9kyNnv2bAAeHh46i8bYsmULAEdHx7eVcK8KX3xBANKjB1v2SktLmYxqvc1gYEpymZqa6sNlouaJkBBy/Tr59FPSrx8ZPLiydVrf5N69e0wljmvXrrHo3btRKpUtWrQAi2chT58SkYgYGRH2qgAnJCQAcK5qC2TdMGTIED1ZlNY8EeblETc3woTzxseTNm2q3I/Bx8cHb/TW0hlHjx5l7kJzcnI0MlRepvnOndfVg9iAuU/+5JNPWLTJOvn5+QsWLKhscUptoIUTLT3n0iX4+qJePQBwc4ONDe7fR2goLCzKzg9NTcGEKRoZQSxeJBSWAkzFBwBMUzsAt2/fPnPmTO3atZmIbV3Sp08fX1/f06dPL1++nKmSVhVmz0ZcHOrUwfPn2LIFgYEseshUFmeySfSWWrVqfffdd1x7AQA1T4SFhXilKAAwN0dODv78820vX2ds/PIt7d3Nzc1DQkKYtpI6ZuXKlR4eHmvWrDEyMmJC5JiqGQB4PJ6FhYWdUOiqVP6tagZTDkMkgoUFzp/Hixc4dQoAbtxASAj++INF9z4IEeoPNU+Erq7Ys6fssVqNxEQ0a4boaOTngwkeKiqCQgEAUilKS+fweFK5/N8Vbi5evJiUlHTlyhUOPgLg7u7u7OxcXFw8f/78/3zBuC5dtly8+N9v7tcPTZuiX7+y/7Zti5QUEMJiIBEVYaWoeSJ0d4eNDaZORefOOHwYn3+O2rXh5/e2l894y/N5eXlNmjQ5derUH3/80bNnTy05+zYuX7587949AwODkSNH/mctrBYODjA0/FvVDLkcAGQyWFiAELwZrsjjsSvC+/fvA2jatClbBqs5XN+UcsSlS2THDqJZSdKVK1cCcHNz03G2qFKpdHd3B/D9mx0RKsXhw6R8P+nOHeLry5ZvhJDMzEwAFhYWLNqs3tRUEbKBTCZr3LgxADb7HFSANWvWAGjYsGHVa+eo1WTsWDJoEJkyhXToUJHWMRXn/PnzADp06MCizeoNFaFG7N69G7qtJZWRkcGk+f3++++a2srJIffvs94xmwknqHrh45pHJQpdU/7N0KFD27Ztm5aWtnbtWt2MOH369IKCgn79+vXt21dTW1ZWaNKkbPuUPeiuTGWhItQIHo/H3BmGh4dnZWVpe7gLFy7s3btXLBYzK1L9hIqwslARakrXrl379u0rkUi0fWqvVConT55MCPn222+Z8Gj9hIqwstSYzHptkpyczHT2vH37djOtpb0vX748LCzMycnpzp07zLGEHqJQKExMTFQqVXFxcXkPcMq7oTMhCzRt2nT06NFKpfKbb77R0hDPnz9nZtr169frrQIBPHr0SKFQNGrUiCqwEnC9M1RNyMrKYuJLtVR7c9CgQQAGDx6sDeNsUVJS0q1bN+h9/oS+QWdCdqhTp86MGTPwqiMiu8ajo6MPHjxobGy8YsUKdi2zxd27d+fMmWNvb8+UPPd7ewQS5T/g+ipQfSgqKmL6N+xntXtEeXOLFStWsGiWFfLy8jZu3Ni6devyr1ObNm3Gjh2rz63U9BAqQjbRRtr7ggULwG5zCzaIiYkJDg4u7wxhYWERHBz8trL5lHdDRcgmrKe9lze3OHPmDCsGNSQjI2Pt2rXMZwTA5/P9/PwiIiJKWOreXjOhImSZ33//HaykvRNCXjW3GDFihOamNEGlUkVHRw8ePLi8K4udnV1YWNgjDYqDUMqhImQfX19fAGFhYRraOXLkCABzc/O08ubYOufZs2fh4eHlfUIFAoGfn9++fft00Aut5kAP69knLi7Ow8PDwMBg9erVjRs3FggEAIyNjZnzPZFIxKww+Xx+eccVc3Nzwd9jOKVSafPmzVNTU9evXx8SEqLjjyCRSE6cOLFz584TJ06oVCoAzs7Oo0eP/uKLL+rWratjZ6o9VIRaoW3btunp6enp6ZV9Y7lW1Wp1YWFh8+bN4+LiBGzHWL+bK1eueHl5KZVKxp/PPvts7NixXbp00aUPNYqal1mvfR4/fpyYmCiVSn19fQUCgVqtBlBcXCyXywHI5fLi4mIAarW6oKCAeUtBQQHzspKSkpJXJW3EYnGDBg10rEAAs2fPZmbpr776auzYseW9qSnaguv1cDWE2U0ZPnx4Fd5bVFSUm5ubm5sbGxsrFov5fH5MTAzrHr4bpuln1dpxUqoAXY6yDNMq1MzMLDk5WcNWoUxfy27dup09e5Yt997LmxHYW7dulcvlI0aMoPeB2oXrq0C1orxV6Nq1azW3lpeXxywFjx8/rrm1CpKcnAzAwcGBEMIU70hko1Ma5R3Q2FE2WbJkSUpKSosWLSZOnKi5NQsLCyYtY8aMGcw2iQ5gsgGbNm0ql8ufPHkiFAqZywpFe1ARssbDhw9XrlzJ4/E2bNhQfqitIZMmTXJyckpKStqxYwcrBt8LMxO6uLg8ePBAqVQ6ODjoc+ZU9YCKkDWWL79WWlr6xRdfeHl5sWVTJBIxaYTfffcds6eqbcrz4mmCvM6gImSHgwexdesIb++0ZcuWsWt5yJAh7dq1m2xvr9y8mV3L/wkVoe6hImSBkhLMnAkAAQF2NjY27Brn8XjnVq366vr1WvPm4cULdo3/G2FODgBnZ2cqQp1BRcgC8+fj8WN4eGDcOK3YF3t64tNPIZHgLZ0nWCM391xyssrOzs7O7juVKrpbt66urtodkULD1jQnMRHu7lCpcOUK2rfX2jD37qFlSxCC+HhoTxhXr6JTJ3h4ICYGtWsjNxeZmaCHhFqGzoSaEhIChQLBwdpUIAAXF4wZA6USWqslBQD37gFA06bIzkZuLmrVogrUAVSEGrF7N86cQe3a0EWn0PnzYW6O337D23qeaQ4jQheX1w8o2oeKsOpIJGX7McuXQxedQuvUwYwZADBzJrR0E5GcDLwhQtrbTCdQEVYdU1MsX46BAzFqlK6GnDEDdnb46y8cPaoV+3Qm5AIqwkrj4oIbNwDg2TNcuYKDB1nsrvk+TEywZg1+/hm9e7NvXKVCSgp4PDRp8npKpGifGppPmJeXl5KSIhAIzM3NmWcsLCx4PB4AU1PTdwedyeWYNQunT0OhgPZ7wPyLgACkp2PYMMhkKC7GiBH44gusX4+PPsLAgQCwciVcXPDJJ5W2nJoKmQwNGsDYmM6EuqSGivDkyZPDhw//zx8ZGBgoFHIAhoYwNgYAgQCvpIpt21C7Nnr1woYN0Lw3WRUJDsaMGfD2hlyOXr3QsiWKiiCVlv20qAilpVUxW1KCjh1hbw+FAqmp4PPh5MSi15S3UUNFWKtWLQ8PD6VSKZFImGfy8/OZI1OlUqVQAIBMBpms7PUvX5Y9YL7q06bB0xMeHjr2GgCgUuHhQ3h7A4BIhBEjcOoUAMTFwcICAB48QPPmVbHs5oboaDx8iMxMnD2Lp09B+0nohBoqwt69e/d+321VaWmZ5JRKvJJq2S6oSISlS/HNNzrZFP0HCgWEb/zVxGKUlEAsRl4e0tIAoLCwipZPn8Z338HPD0lJsLHBpk0seEupADVUhBXByOj1TPDvgFBfX2zbBrlcx04BRkYwMMCLF6hTBwCuXEG3bkhOhrc3Pv8cACpfXaqMadNw+nTZRx0+HGfOwMeHJacp74Lujlaa8PCyB+vXY+xY3Lmjcw+WLsVnn2HjRkyfjqdP0b8/CzZzc2Fk9Ppi4+2NmBgWzFIqAJ0JK015x6EnTzB8OOztcesW643f34m/Pz7+GLGx6NABH38MHg+Bga9n7dGjyzaUKoVIBOZWmEEmozeEOoPOhFXHzQ3W1khIQESEzseuUwf+/vDwKDujtLd/PYk1aFCVW1VTU5iYIDERAFQqHD5ctvdD0T40i0Ij9u7FsGGws8P9+3jVoeiDJSkJISGwtMSLFxgyBGyUyaFUBCpCjSAEnTvj6lUsXIhvv+XaG1YoLaULUR1DRagpFy7AywumpnjwALa2XHtD+QCh94Sa0rUrPv0URUU6yWaiVEfoTMgCusl6p1RX6EzIAkzWe+vWR9esmcW1L5QPDzoTskNWVo6TU6OioqKLFy96enpy7Q7lQ4LOhOxQt27tWbNmAZgxYwa9rlEqBZ0JWUMqlTo7Oz9//nzfvn2DBw/m2h3KBwOdCVlDLBbPnTsXQFhYmKw8CYpCeR9UhGwyatSoFi1apKam/vTTT1z7QvlgoMtRljl27Fjfvn0tLS0fPnxoZWXFtTuUDwA6E7JMnz59vL298/LyNuukfwulGkBnQvaJjY29evVqcHAwW10KKdUbKkIKhWPocpRC4RgqQgqFY6gIKRSOoSKkUDiGipBC4RgqQgqFY6gIKRSOoSKkUDiGipBC4RgqQgqFY6gIKRSOoSKkUDiGipBC4RgqQgqFY6gIKRSOoSKkUDiGipBC4RgqQgqFY6gIKRSOoSKkUDiGipBC4RgqQgqFY6gIKRSOoSKkUDiGipBC4RgqQgqFY6gIKRSOoSKkUDiGipBC4RgqQgqFY6gIKRSOoSKkUDiGipBC4RgqQgqFY6gIKRSOoSKkUDiGipBC4RgqQgqFY6gIKRSOoSKkUDiGipBC4RgqQgqFY6gIKRSOoSKkUDiGipBC4RgqQgqFY6gIKRSOoSKkUDiGipBC4RgqQgqFY/4PKITeBKZgCuoAAAAASUVORK5CYII=",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "()\n",
      "()\n",
      "()\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "()\n",
      "()\n",
      "()\n",
      "()\n",
      "fail : 9, success: 20\n",
      "[<rdkit.Chem.rdchem.Mol object at 0x7fea592d5fc0>, <rdkit.Chem.rdchem.Mol object at 0x7fea592d5690>, <rdkit.Chem.rdchem.Mol object at 0x7fea592d55b0>, <rdkit.Chem.rdchem.Mol object at 0x7fea592d5f50>, <rdkit.Chem.rdchem.Mol object at 0x7fea592d59a0>, <rdkit.Chem.rdchem.Mol object at 0x7fea592d7c30>, <rdkit.Chem.rdchem.Mol object at 0x7fea592d7df0>, <rdkit.Chem.rdchem.Mol object at 0x7fea592d7d10>, <rdkit.Chem.rdchem.Mol object at 0x7fea592d7d80>]\n"
     ]
    }
   ],
   "source": [
    "from rdkit.Chem import Draw\n",
    "from IPython.display import display\n",
    "from rdkit import Chem\n",
    "\n",
    "# 你的 SMARTS 模式\n",
    "macro = Chem.MolFromSmarts(\"[r12,r13,r14,r15,r16,r17,r18,r19,r20]([#6][#8][#6](=[#8])[#6])\")\n",
    "\n",
    "fail = []\n",
    "success = []\n",
    "for s in SMILES_list:\n",
    "    mol = Chem.MolFromSmiles(s)\n",
    "    result = mol.GetSubstructMatches(macro)\n",
    "    \n",
    "    if result == ():\n",
    "        print(result)\n",
    "        fail.append(mol)\n",
    "    else:\n",
    "        success.append(mol)\n",
    "        \n",
    "        # 将匹配的原子索引提取出来\n",
    "        highlight_atoms = [atom_idx for match in result for atom_idx in match]\n",
    "        \n",
    "        # 生成图像并高亮显示匹配的原子\n",
    "        img = Draw.MolToImage(mol, highlightAtoms=highlight_atoms)\n",
    "        \n",
    "        # 在 Jupyter 中显示图像\n",
    "        display(img)\n",
    "\n",
    "print(f'fail : {len(fail)}, success: {len(success)}')\n",
    "print(fail)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 调整smarts 测试\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fail : 4, success: 25\n"
     ]
    }
   ],
   "source": [
    "from rdkit.Chem import Draw\n",
    "from IPython.display import display\n",
    "from rdkit import Chem\n",
    "\n",
    "# 你的 SMARTS 模式\n",
    "macro = Chem.MolFromSmarts(\"[r12,r13,r14,r15,r16,r17,r18,r19,r20]([#6][#8][#6](=[#8]))\")\n",
    "\n",
    "fail = []\n",
    "success = []\n",
    "for s in SMILES_list:\n",
    "    mol = Chem.MolFromSmiles(s)\n",
    "    result = mol.GetSubstructMatches(macro)\n",
    "    \n",
    "    if result == ():\n",
    "        fail.append(mol)\n",
    "    else:\n",
    "        success.append(mol)\n",
    "        \n",
    "        # 将匹配的原子索引提取出来\n",
    "        highlight_atoms = [atom_idx for match in result for atom_idx in match]\n",
    "        \n",
    "        # 生成图像并高亮显示匹配的原子\n",
    "        img = Draw.MolToImage(mol, highlightAtoms=highlight_atoms)\n",
    "        \n",
    "        # 在 Jupyter 中显示图像\n",
    "        # display(img)\n",
    "\n",
    "print(f'fail : {len(fail)}, success: {len(success)}')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fail : 4, success: 25\n"
     ]
    }
   ],
   "source": [
    "from rdkit.Chem import Draw\n",
    "from IPython.display import display\n",
    "from rdkit import Chem\n",
    "\n",
    "# 你的 SMARTS 模式\n",
    "macro = Chem.MolFromSmarts(\"[r12,r13,r14,r15,r16,r17,r18,r19,r20]([#8][#6](=[#8]))\")\n",
    "\n",
    "fail = []\n",
    "success = []\n",
    "for s in SMILES_list:\n",
    "    mol = Chem.MolFromSmiles(s)\n",
    "    result = mol.GetSubstructMatches(macro)\n",
    "    \n",
    "    if result == ():\n",
    "        fail.append(mol)\n",
    "    else:\n",
    "        success.append(mol)\n",
    "        \n",
    "        # 将匹配的原子索引提取出来\n",
    "        highlight_atoms = [atom_idx for match in result for atom_idx in match]\n",
    "        \n",
    "        # 生成图像并高亮显示匹配的原子\n",
    "        img = Draw.MolToImage(mol, highlightAtoms=highlight_atoms)\n",
    "        \n",
    "        # 在 Jupyter 中显示图像\n",
    "        # display(img)\n",
    "\n",
    "print(f'fail : {len(fail)}, success: {len(success)}')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<rdkit.Chem.rdchem.Mol at 0x7fea592d4f90>,\n",
       " <rdkit.Chem.rdchem.Mol at 0x7fea592d5460>,\n",
       " <rdkit.Chem.rdchem.Mol at 0x7fea592d54d0>,\n",
       " <rdkit.Chem.rdchem.Mol at 0x7fea592d6180>]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fail"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for mol in fail:\n",
    "    img = Draw.MolToImage(mol, highlightAtoms=highlight_atoms)\n",
    "    display(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from rdkit.Chem import Draw\n",
    "from IPython.display import display\n",
    "\n",
    "for mol in fail:\n",
    "    img = Draw.MolToImage(mol)  # 生成图像\n",
    "    display(img)  # 在 Jupyter 中显示图像\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from rdkit.Chem import Draw\n",
    "from rdkit import Chem\n",
    "\n",
    "# 定义 SMARTS 模式\n",
    "macro = Chem.MolFromSmarts(\"[r12,r13,r14,r15,r16,r17,r18,r19,r20]([#8][#6](=[#8]))\")\n",
    "\n",
    "# 读取 SMI 文件\n",
    "smi_file = \"/home/mambauser/LillyMol/test/1M_stratsampled_V1B.smi\"\n",
    "with open(smi_file, 'r') as f:\n",
    "    SMILES_list = [line.strip() for line in f if line.strip()]\n",
    "\n",
    "fail = []\n",
    "success = []\n",
    "\n",
    "# 遍历每个 SMILES\n",
    "for s in SMILES_list:\n",
    "    mol = Chem.MolFromSmiles(s)\n",
    "    if mol is None:\n",
    "        continue  # 跳过无效的 SMILES\n",
    "    \n",
    "    result = mol.GetSubstructMatches(macro)\n",
    "    if result == ():\n",
    "        fail.append(mol)\n",
    "    else:\n",
    "        success.append(mol)\n",
    "\n",
    "# 统计匹配结果\n",
    "total = len(success) + len(fail)\n",
    "success_rate = len(success) / total * 100 if total > 0 else 0\n",
    "\n",
    "print(f\"Total molecules: {total}\")\n",
    "print(f\"Success: {len(success)}\")\n",
    "print(f\"Fail: {len(fail)}\")\n",
    "print(f\"Success rate: {success_rate:.2f}%\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m在当前单元格或上一个单元格中执行代码时 Kernel 崩溃。\n",
      "\u001b[1;31m请查看单元格中的代码，以确定故障的可能原因。\n",
      "\u001b[1;31m单击<a href='https://aka.ms/vscodeJupyterKernelCrash'>此处</a>了解详细信息。\n",
      "\u001b[1;31m有关更多详细信息，请查看 Jupyter <a href='command:jupyter.viewOutput'>log</a>。"
     ]
    }
   ],
   "source": [
    "from rdkit import Chem\n",
    "from joblib import Parallel, delayed\n",
    "\n",
    "# 定义 SMARTS 模式\n",
    "macro = Chem.MolFromSmarts(\"[r12,r13,r14,r15,r16,r17,r18,r19,r20]([#8][#6](=[#8]))\")\n",
    "\n",
    "# 读取 SMI 文件\n",
    "smi_file = \"/home/mambauser/LillyMol/test/1M_stratsampled_V1B.smi\"\n",
    "with open(smi_file, 'r') as f:\n",
    "    SMILES_list = [line.strip() for line in f if line.strip()]\n",
    "\n",
    "# 匹配函数\n",
    "def match_smarts(smiles):\n",
    "    mol = Chem.MolFromSmiles(smiles)\n",
    "    if mol is None:\n",
    "        return None, None  # 无效分子\n",
    "    result = mol.GetSubstructMatches(macro)\n",
    "    return mol, result\n",
    "\n",
    "# 使用 joblib 并行处理\n",
    "results = Parallel(n_jobs=-1)(delayed(match_smarts)(s) for s in SMILES_list)\n",
    "\n",
    "# 分离成功和失败的分子\n",
    "success = [mol for mol, result in results if result and mol is not None]\n",
    "fail = [mol for mol, result in results if not result and mol is not None]\n",
    "\n",
    "# 统计结果\n",
    "total = len(success) + len(fail)\n",
    "success_rate = len(success) / total * 100 if total > 0 else 0\n",
    "\n",
    "print(f\"Total molecules: {total}\")\n",
    "print(f\"Success: {len(success)}\")\n",
    "print(f\"Fail: {len(fail)}\")\n",
    "print(f\"Success rate: {success_rate:.2f}%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SMARTS 结构有效！\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from rdkit import Chem\n",
    "\n",
    "# smarts = '[r;!r3;!r4;!r5;!r6;!r7;!r8;!r9;!r10;!r11]([C]~[C]~[C]~[C]~[C]~[C]~[C]~[C]~[C]~[C]~[C]~[C]~[C]~[C][#8][C]=[#8]@[C])'  # 你的 SMARTS\n",
    "smarts = '[r12,r13,r14,r15,r16,r17,r18,r19,r20]C1OC(=O)C1'\n",
    "mol = Chem.MolFromSmarts(smarts)\n",
    "\n",
    "if mol:\n",
    "    print(\"SMARTS 结构有效！\")\n",
    "else:\n",
    "    print(\"SMARTS 结构无效！\")\n",
    "\n",
    "# 可视化\n",
    "from rdkit.Chem import Draw\n",
    "Draw.MolToImage(mol)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SMARTS 结构有效！\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from rdkit import Chem\n",
    "\n",
    "# smarts = '[r;!r3;!r4;!r5;!r6;!r7;!r8;!r9;!r10;!r11]([C]~[C]~[C]~[C]~[C]~[C]~[C]~[C]~[C]~[C]~[C]~[C]~[C]~[C][#8][C]=[#8]@[C])'  # 你的 SMARTS\n",
    "smarts = '[r12,r13,r14,r15,r16,r17,r18,r19,r20]([#6][#8][#6](=[#8])[#6])'\n",
    "mol = Chem.MolFromSmarts(smarts)\n",
    "\n",
    "if mol:\n",
    "    print(\"SMARTS 结构有效！\")\n",
    "else:\n",
    "    print(\"SMARTS 结构无效！\")\n",
    "\n",
    "# 可视化\n",
    "from rdkit.Chem import Draw\n",
    "Draw.MolToImage(mol)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "((3, 2, 17, 15, 16, 14),)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7f3050f94890>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "macro = Chem.MolFromSmarts(\"[r12,r13,r14,r15,r16,r17,r18,r19,r20]([#6][#8][#6](=[#8])[#6])\")\n",
    "print(erythromycin.GetSubstructMatches(macro))\n",
    "erythromycin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SMARTS 结构有效！\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from rdkit import Chem\n",
    "\n",
    "# smarts = '[r;!r3;!r4;!r5;!r6;!r7;!r8;!r9;!r10;!r11]([C]~[C]~[C]~[C]~[C]~[C]~[C]~[C]~[C]~[C]~[C]~[C]~[C]~[C][#8][C]=[#8]@[C])'  # 你的 SMARTS\n",
    "smarts = '[r12,r13,r14,r15,r16,r17,r18,r19,r20]([#8][#6](=[#8]))'\n",
    "mol = Chem.MolFromSmarts(smarts)\n",
    "\n",
    "if mol:\n",
    "    print(\"SMARTS 结构有效！\")\n",
    "else:\n",
    "    print(\"SMARTS 结构无效！\")\n",
    "\n",
    "# 可视化\n",
    "from rdkit.Chem import Draw\n",
    "Draw.MolToImage(mol)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "((2, 17, 15, 16),)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7f3050f94890>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "macro = Chem.MolFromSmarts(smarts)\n",
    "print(erythromycin.GetSubstructMatches(macro))\n",
    "erythromycin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "lillymol",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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