322 lines
284 KiB
Plaintext
322 lines
284 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "fdd92793",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"所有模块导入成功!\n"
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]
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}
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],
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"source": [
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"# 配置matplotlib在Jupyter中内联显示\n",
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"%matplotlib inline\n",
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"import matplotlib.pyplot as plt\n",
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"\n",
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"import sys\n",
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"sys.path.append('../')\n",
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"\n",
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"from rdkit import Chem\n",
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"from rdkit.Chem import Draw\n",
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"from rdkit.Chem.Draw import IPythonConsole\n",
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"from IPython.display import display\n",
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"import pandas as pd\n",
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"import json\n",
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"from pathlib import Path\n",
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"import numpy as np\n",
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"\n",
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"# 导入我们的模块\n",
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"from src.ring_numbering import (\n",
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" assign_ring_numbering,\n",
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" find_lactone_carbon,\n",
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" get_ring_atoms,\n",
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" validate_numbering\n",
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")\n",
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"from src.fragment_dataclass import Fragment, MoleculeFragments\n",
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"from src.fragment_cleaver import (\n",
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" identify_side_chains,\n",
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" extract_side_chain_fragment,\n",
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" cleave_side_chains,\n",
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" process_molecule\n",
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")\n",
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"from src.visualizer import draw_molecule_with_numbering\n",
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"\n",
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"print(\"所有模块导入成功!\")\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "10e7b1b4",
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"metadata": {},
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"outputs": [],
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"source": [
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"df = pd.read_csv(\"../data/ring12_20/temp.csv\")\n",
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"\n",
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"def showmol(ids: str):\n",
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" \"\"\"\n",
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" 根据IDs筛选并显示分子，同时统计酯基数目\n",
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" \n",
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" Parameters:\n",
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" -----------\n",
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" ids : str\n",
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" 分子的IDs，用于在DataFrame中筛选\n",
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" \n",
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" Returns:\n",
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" --------\n",
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" mol : rdkit.Chem.Mol\n",
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" RDKit分子对象\n",
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" \"\"\"\n",
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" # 根据IDs筛选DataFrame\n",
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" row = df[df['IDs'] == ids]\n",
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" \n",
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" if row.empty:\n",
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" print(f\"未找到IDs为 '{ids}' 的分子\")\n",
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" return None\n",
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" \n",
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" # 获取分子信息\n",
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" smiles = row.iloc[0]['smiles']\n",
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" molecule_name = row.iloc[0]['molecule_pref_name']\n",
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" molecule_id = row.iloc[0]['IDs']\n",
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" \n",
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" print(f\"分子名称: {molecule_name}\")\n",
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" print(f\"分子IDs: {molecule_id}\")\n",
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" print(f\"SMILES: {smiles}\")\n",
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" \n",
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" # 解析分子\n",
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" mol = Chem.MolFromSmiles(smiles)\n",
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" \n",
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" if mol is None:\n",
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" print(\"无法解析SMILES字符串\")\n",
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" return None\n",
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" \n",
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" # 使用SMARTS匹配酯基\n",
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" # 酯基模式: C(=O)O，匹配羧酸酯键\n",
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" ester_smarts = \"[C](=O)[O]\"\n",
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" ester_pattern = Chem.MolFromSmarts(ester_smarts)\n",
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" \n",
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" if ester_pattern is not None:\n",
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" matches = mol.GetSubstructMatches(ester_pattern)\n",
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" ester_count = len(matches)\n",
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" print(f\"酯基数目: {ester_count}\")\n",
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" \n",
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" # 高亮显示匹配的酯基\n",
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" if ester_count > 0:\n",
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" highlight_atoms = set()\n",
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" highlight_bonds = set()\n",
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" for match in matches:\n",
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" highlight_atoms.update(match)\n",
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" # 获取匹配中的键\n",
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" for i in range(len(match) - 1):\n",
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" bond = mol.GetBondBetweenAtoms(match[i], match[i+1])\n",
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" if bond:\n",
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" highlight_bonds.add(bond.GetIdx())\n",
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" \n",
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" # 显示高亮的分子\n",
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" img = Draw.MolToImage(mol, highlightAtoms=list(highlight_atoms), \n",
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" highlightBonds=list(highlight_bonds), \n",
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" size=(800, 600))\n",
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" display(img)\n",
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" else:\n",
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" # 如果没有匹配，正常显示\n",
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" display(mol)\n",
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" else:\n",
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" print(\"无法创建SMARTS模式\")\n",
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" display(mol)\n",
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" \n",
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" return mol"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "e0516728",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"分子名称: nan\n",
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"分子IDs: CHEMBL4061758\n",
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"SMILES: CC[C@@H]1OC(=O)C[C@@H](C/C=C/C=C(\\C)[C@H]2OC(=O)CC/C=C(\\C)[C@@H](C)[C@H](O)[C@H](C)[C@@H](OC(N)=O)/C=C\\C=C/[C@@H]2C)[C@H]1C\n",
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"酯基数目: 3\n"
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]
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},
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{
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"data": {
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",
|
||
"text/plain": [
|
||
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=800x600>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<rdkit.Chem.rdchem.Mol at 0x7b81c762df50>"
|
||
]
|
||
},
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"showmol(\"CHEMBL4061758\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"id": "31882513",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"分子名称: nan\n",
|
||
"分子IDs: CHEMBL103389\n",
|
||
"SMILES: COc1ccc(C[C@H]2NC(=O)/C=C/C[C@@H]([C@H](C)[C@@H](O)[C@@H](Cl)c3ccc(C)c(C)c3)OC(=O)[C@H](CC(C)C)OC(=O)C(C)(C)CNC2=O)cc1Cl\n",
|
||
"酯基数目: 2\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/jpeg": 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",
|
||
"text/plain": [
|
||
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=800x600>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<rdkit.Chem.rdchem.Mol at 0x7b81c762ff40>"
|
||
]
|
||
},
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"showmol(\"CHEMBL103389\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"id": "0203155e",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"分子名称: nan\n",
|
||
"分子IDs: CHEMBL99640\n",
|
||
"SMILES: COc1ccc(C[C@H]2NC(=O)/C=C/C[C@@H]([C@H](C)[C@@H](O)[C@@H](Cl)c3ccc(CNC(=O)CN(C)C(=O)OC(C)(C)C)cc3)OC(=O)[C@H](CC(C)C)OC(=O)C(C)(C)CNC2=O)cc1Cl\n",
|
||
"酯基数目: 3\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/jpeg": 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",
|
||
"text/plain": [
|
||
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=800x600>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<rdkit.Chem.rdchem.Mol at 0x7b81c762fe60>"
|
||
]
|
||
},
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"showmol(\"CHEMBL99640\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"id": "6ef481af",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"以 'ring16_mol_' 开头的文件夹数量: 795\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from pathlib import Path\n",
|
||
"\n",
|
||
"# 统计以 ring16_mol_ 开头的文件夹数量\n",
|
||
"dir_list = [d for d in Path(\"../output/ring16_fragments\").glob(\"ring16_mol_*\") if d.is_dir()]\n",
|
||
"count = len(dir_list)\n",
|
||
"print(f\"以 'ring16_mol_' 开头的文件夹数量: {count}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "f0c81d24",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from pathlib import Path\n",
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.14.0"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|