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March 9, 2025 06:59
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "id": "0d407cb8-d7a6-44e6-bea7-2a8917ed1cee", | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2025-03-09T06:57:20.634108Z", | |
| "iopub.status.busy": "2025-03-09T06:57:20.633935Z", | |
| "iopub.status.idle": "2025-03-09T06:57:20.719482Z", | |
| "shell.execute_reply": "2025-03-09T06:57:20.719175Z", | |
| "shell.execute_reply.started": "2025-03-09T06:57:20.634095Z" | |
| } | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "from rdkit import Chem\n", | |
| "from rdkit.Chem import rdFMCS, AllChem\n", | |
| "from rdkit.Chem.Draw import IPythonConsole\n", | |
| "from rdkit.Chem import Draw\n", | |
| "from rdkit.Chem import rdqueries\n", | |
| "import copy\n", | |
| "IPythonConsole.drawOptions.addAtomIndices=True" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "id": "6bd40028-5ae4-4ead-a6da-e2c2a7851930", | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2025-03-09T06:57:20.720279Z", | |
| "iopub.status.busy": "2025-03-09T06:57:20.720065Z", | |
| "iopub.status.idle": "2025-03-09T06:57:20.750333Z", | |
| "shell.execute_reply": "2025-03-09T06:57:20.750068Z", | |
| "shell.execute_reply.started": "2025-03-09T06:57:20.720266Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<IPython.core.display.Image object>" | |
| ] | |
| }, | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "mol1 = Chem.MolFromSmiles('c1ccccc1')\n", | |
| "mol2 = Chem.MolFromSmiles('CCc1ccccc1')\n", | |
| "mol3 = Chem.MolFromSmiles('CCc1c(OC)cccc1')\n", | |
| "mol4 = Chem.MolFromSmiles('CCc1c(OC)ccc(NC)c1')\n", | |
| "mol5 = Chem.MolFromSmiles('c1ccnc(OC)c1(C)')\n", | |
| "mol1h = Chem.AddHs(mol1)\n", | |
| "mol2h = Chem.AddHs(mol2)\n", | |
| "mol3h = Chem.AddHs(mol3)\n", | |
| "mol4h = Chem.AddHs(mol4)\n", | |
| "mol5h = Chem.AddHs(mol5)\n", | |
| "mols = [mol1, mol2, mol3, mol4, mol5, mol1h, mol2h, mol3h, mol4h, mol5h]\n", | |
| "Draw.MolsToGridImage(mols, molsPerRow=5)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "id": "d0de4502-31b1-41f5-95cd-3a4118d9977b", | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2025-03-09T06:57:20.750703Z", | |
| "iopub.status.busy": "2025-03-09T06:57:20.750620Z", | |
| "iopub.status.idle": "2025-03-09T06:57:20.768486Z", | |
| "shell.execute_reply": "2025-03-09T06:57:20.768239Z", | |
| "shell.execute_reply.started": "2025-03-09T06:57:20.750695Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<IPython.core.display.Image object>" | |
| ] | |
| }, | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "qmol1 = Chem.MolFromSmiles('[*]c1c([*])cccc1')\n", | |
| "qmol1\n", | |
| "Draw.MolsToGridImage(mols, molsPerRow=5,\n", | |
| " legends=[str(m.HasSubstructMatch(qmol1)) for m in mols]\n", | |
| " )" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "id": "5c342d13-37e2-4e27-a731-d1857c14a6bb", | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2025-03-09T06:57:20.768889Z", | |
| "iopub.status.busy": "2025-03-09T06:57:20.768781Z", | |
| "iopub.status.idle": "2025-03-09T06:57:20.791830Z", | |
| "shell.execute_reply": "2025-03-09T06:57:20.791402Z", | |
| "shell.execute_reply.started": "2025-03-09T06:57:20.768880Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<IPython.core.display.Image object>" | |
| ] | |
| }, | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "qmol2= Chem.MolFromSmarts('[*]c1c([*])cccc1')\n", | |
| "Draw.MolsToGridImage(mols, molsPerRow=5,\n", | |
| " legends=[str(m.HasSubstructMatch(qmol2)) for m in mols]\n", | |
| " )" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "id": "06b3e2ce-0f47-4a75-b3c0-98d268571155", | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2025-03-09T06:57:20.792195Z", | |
| "iopub.status.busy": "2025-03-09T06:57:20.792106Z", | |
| "iopub.status.idle": "2025-03-09T06:57:20.811625Z", | |
| "shell.execute_reply": "2025-03-09T06:57:20.811257Z", | |
| "shell.execute_reply.started": "2025-03-09T06:57:20.792186Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<IPython.core.display.Image object>" | |
| ] | |
| }, | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "qmol3 = Chem.AdjustQueryProperties(qmol1)\n", | |
| "Draw.MolsToGridImage(mols, molsPerRow=5,\n", | |
| " legends=[str(m.HasSubstructMatch(qmol3)) for m in mols]\n", | |
| " )" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "id": "ada793a8-8872-4727-aa98-e06053104958", | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2025-03-09T06:57:20.812512Z", | |
| "iopub.status.busy": "2025-03-09T06:57:20.812375Z", | |
| "iopub.status.idle": "2025-03-09T06:57:20.830861Z", | |
| "shell.execute_reply": "2025-03-09T06:57:20.830552Z", | |
| "shell.execute_reply.started": "2025-03-09T06:57:20.812504Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<IPython.core.display.Image object>" | |
| ] | |
| }, | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "ps = Chem.AdjustQueryParameters.NoAdjustments()\n", | |
| "ps.makeDummiesQueries=True\n", | |
| "qmol4 = Chem.AdjustQueryProperties(qmol1,ps)\n", | |
| "\n", | |
| "Draw.MolsToGridImage(mols, molsPerRow=5,\n", | |
| " legends=[str(m.HasSubstructMatch(qmol4)) for m in mols]\n", | |
| " )" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "id": "c20e91de-c4e7-4650-9e92-0887b4f93207", | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2025-03-09T06:57:20.831289Z", | |
| "iopub.status.busy": "2025-03-09T06:57:20.831198Z", | |
| "iopub.status.idle": "2025-03-09T06:57:20.849882Z", | |
| "shell.execute_reply": "2025-03-09T06:57:20.849673Z", | |
| "shell.execute_reply.started": "2025-03-09T06:57:20.831280Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<IPython.core.display.Image object>" | |
| ] | |
| }, | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "ps = Chem.AdjustQueryParameters.NoAdjustments()\n", | |
| "ps.makeDummiesQueries=True\n", | |
| "ps.makeAtomsGeneric = True\n", | |
| "qmol5 = Chem.AdjustQueryProperties(qmol1,ps)\n", | |
| "\n", | |
| "Draw.MolsToGridImage(mols, molsPerRow=5,\n", | |
| " legends=[str(m.HasSubstructMatch(qmol5)) for m in mols]\n", | |
| " )" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "id": "356c312a-57a1-4293-9c37-a8f1f88f3a2a", | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2025-03-09T06:57:20.850303Z", | |
| "iopub.status.busy": "2025-03-09T06:57:20.850181Z", | |
| "iopub.status.idle": "2025-03-09T06:57:20.852196Z", | |
| "shell.execute_reply": "2025-03-09T06:57:20.851927Z", | |
| "shell.execute_reply.started": "2025-03-09T06:57:20.850293Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "Atoms:\n", | |
| "\t0 0 * chg: 0 deg: 1 exp: 1 imp: 0 hyb: \n", | |
| "\t1 6 C chg: 0 deg: 3 exp: 4 imp: 0 hyb: SP2 arom?: 1\n", | |
| "\t2 6 C chg: 0 deg: 3 exp: 4 imp: 0 hyb: SP2 arom?: 1\n", | |
| "\t3 0 * chg: 0 deg: 1 exp: 1 imp: 0 hyb: \n", | |
| "\t4 6 C chg: 0 deg: 2 exp: 3 imp: 1 hyb: SP2 arom?: 1\n", | |
| "\t5 6 C chg: 0 deg: 2 exp: 3 imp: 1 hyb: SP2 arom?: 1\n", | |
| "\t6 6 C chg: 0 deg: 2 exp: 3 imp: 1 hyb: SP2 arom?: 1\n", | |
| "\t7 6 C chg: 0 deg: 2 exp: 3 imp: 1 hyb: SP2 arom?: 1\n", | |
| "Bonds:\n", | |
| "\t0 0->1 order: 1\n", | |
| "\t1 1->2 order: a conj?: 1 aromatic?: 1\n", | |
| "\t2 2->3 order: 1\n", | |
| "\t3 2->4 order: a conj?: 1 aromatic?: 1\n", | |
| "\t4 4->5 order: a conj?: 1 aromatic?: 1\n", | |
| "\t5 5->6 order: a conj?: 1 aromatic?: 1\n", | |
| "\t6 6->7 order: a conj?: 1 aromatic?: 1\n", | |
| "\t7 7->1 order: a conj?: 1 aromatic?: 1\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "qmol1.Debug()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "id": "c1c5c4e6-be87-4aaa-b5d9-22376c60916f", | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2025-03-09T06:57:20.852559Z", | |
| "iopub.status.busy": "2025-03-09T06:57:20.852480Z", | |
| "iopub.status.idle": "2025-03-09T06:57:20.854314Z", | |
| "shell.execute_reply": "2025-03-09T06:57:20.854050Z", | |
| "shell.execute_reply.started": "2025-03-09T06:57:20.852551Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "Atoms:\n", | |
| "\t0 0 * chg: 0 deg: 1 exp: N/A imp: N/A hyb: query: AtomNull\n", | |
| "\t1 6 C chg: 0 deg: 3 exp: N/A imp: N/A hyb: arom?: 1 query: AtomType\n", | |
| "\t2 6 C chg: 0 deg: 3 exp: N/A imp: N/A hyb: arom?: 1 query: AtomType\n", | |
| "\t3 0 * chg: 0 deg: 1 exp: N/A imp: N/A hyb: query: AtomNull\n", | |
| "\t4 6 C chg: 0 deg: 2 exp: N/A imp: N/A hyb: arom?: 1 query: AtomType\n", | |
| "\t5 6 C chg: 0 deg: 2 exp: N/A imp: N/A hyb: arom?: 1 query: AtomType\n", | |
| "\t6 6 C chg: 0 deg: 2 exp: N/A imp: N/A hyb: arom?: 1 query: AtomType\n", | |
| "\t7 6 C chg: 0 deg: 2 exp: N/A imp: N/A hyb: arom?: 1 query: AtomType\n", | |
| "Bonds:\n", | |
| "\t0 0->1 order: 1\n", | |
| "\t1 1->2 order: a aromatic?: 1\n", | |
| "\t2 2->3 order: 1\n", | |
| "\t3 2->4 order: a aromatic?: 1\n", | |
| "\t4 4->5 order: a aromatic?: 1\n", | |
| "\t5 5->6 order: a aromatic?: 1\n", | |
| "\t6 6->7 order: a aromatic?: 1\n", | |
| "\t7 7->1 order: a aromatic?: 1\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "qmol2.Debug()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "id": "7816ebaf-08f2-4fad-960d-771903ce2391", | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2025-03-09T06:57:20.854659Z", | |
| "iopub.status.busy": "2025-03-09T06:57:20.854586Z", | |
| "iopub.status.idle": "2025-03-09T06:57:20.856370Z", | |
| "shell.execute_reply": "2025-03-09T06:57:20.856089Z", | |
| "shell.execute_reply.started": "2025-03-09T06:57:20.854652Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "Atoms:\n", | |
| "\t0 0 * chg: 0 deg: 1 exp: N/A imp: N/A hyb: query: AtomNull\n", | |
| "\t1 6 C chg: 0 deg: 3 exp: 4 imp: 0 hyb: SP2 arom?: 1 query: AtomAnd\n", | |
| "\t2 6 C chg: 0 deg: 3 exp: 4 imp: 0 hyb: SP2 arom?: 1 query: AtomAnd\n", | |
| "\t3 0 * chg: 0 deg: 1 exp: N/A imp: N/A hyb: query: AtomNull\n", | |
| "\t4 6 C chg: 0 deg: 2 exp: 3 imp: 1 hyb: SP2 arom?: 1 query: AtomAnd\n", | |
| "\t5 6 C chg: 0 deg: 2 exp: 3 imp: 1 hyb: SP2 arom?: 1 query: AtomAnd\n", | |
| "\t6 6 C chg: 0 deg: 2 exp: 3 imp: 1 hyb: SP2 arom?: 1 query: AtomAnd\n", | |
| "\t7 6 C chg: 0 deg: 2 exp: 3 imp: 1 hyb: SP2 arom?: 1 query: AtomAnd\n", | |
| "Bonds:\n", | |
| "\t0 0->1 order: 1\n", | |
| "\t1 1->2 order: a conj?: 1 aromatic?: 1\n", | |
| "\t2 2->3 order: 1\n", | |
| "\t3 2->4 order: a conj?: 1 aromatic?: 1\n", | |
| "\t4 4->5 order: a conj?: 1 aromatic?: 1\n", | |
| "\t5 5->6 order: a conj?: 1 aromatic?: 1\n", | |
| "\t6 6->7 order: a conj?: 1 aromatic?: 1\n", | |
| "\t7 7->1 order: a conj?: 1 aromatic?: 1\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "qmol3.Debug()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "id": "e5c7d413-184d-4ec0-a000-c91eb198a9ef", | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2025-03-09T06:57:20.856752Z", | |
| "iopub.status.busy": "2025-03-09T06:57:20.856656Z", | |
| "iopub.status.idle": "2025-03-09T06:57:20.858499Z", | |
| "shell.execute_reply": "2025-03-09T06:57:20.858241Z", | |
| "shell.execute_reply.started": "2025-03-09T06:57:20.856742Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "Atoms:\n", | |
| "\t0 0 * chg: 0 deg: 1 exp: N/A imp: N/A hyb: query: AtomNull\n", | |
| "\t1 6 C chg: 0 deg: 3 exp: 4 imp: 0 hyb: SP2 arom?: 1\n", | |
| "\t2 6 C chg: 0 deg: 3 exp: 4 imp: 0 hyb: SP2 arom?: 1\n", | |
| "\t3 0 * chg: 0 deg: 1 exp: N/A imp: N/A hyb: query: AtomNull\n", | |
| "\t4 6 C chg: 0 deg: 2 exp: 3 imp: 1 hyb: SP2 arom?: 1\n", | |
| "\t5 6 C chg: 0 deg: 2 exp: 3 imp: 1 hyb: SP2 arom?: 1\n", | |
| "\t6 6 C chg: 0 deg: 2 exp: 3 imp: 1 hyb: SP2 arom?: 1\n", | |
| "\t7 6 C chg: 0 deg: 2 exp: 3 imp: 1 hyb: SP2 arom?: 1\n", | |
| "Bonds:\n", | |
| "\t0 0->1 order: 1\n", | |
| "\t1 1->2 order: a conj?: 1 aromatic?: 1\n", | |
| "\t2 2->3 order: 1\n", | |
| "\t3 2->4 order: a conj?: 1 aromatic?: 1\n", | |
| "\t4 4->5 order: a conj?: 1 aromatic?: 1\n", | |
| "\t5 5->6 order: a conj?: 1 aromatic?: 1\n", | |
| "\t6 6->7 order: a conj?: 1 aromatic?: 1\n", | |
| "\t7 7->1 order: a conj?: 1 aromatic?: 1\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "qmol4.Debug()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "id": "88c0c8e1-3b07-4c85-a099-64b7fbb7f704", | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2025-03-09T06:57:20.858830Z", | |
| "iopub.status.busy": "2025-03-09T06:57:20.858754Z", | |
| "iopub.status.idle": "2025-03-09T06:57:20.860471Z", | |
| "shell.execute_reply": "2025-03-09T06:57:20.860227Z", | |
| "shell.execute_reply.started": "2025-03-09T06:57:20.858822Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "Atoms:\n", | |
| "\t0 0 * chg: 0 deg: 1 exp: N/A imp: N/A hyb: query: AtomNull\n", | |
| "\t1 0 * chg: 0 deg: 3 exp: N/A imp: N/A hyb: query: AtomNull\n", | |
| "\t2 0 * chg: 0 deg: 3 exp: N/A imp: N/A hyb: query: AtomNull\n", | |
| "\t3 0 * chg: 0 deg: 1 exp: N/A imp: N/A hyb: query: AtomNull\n", | |
| "\t4 0 * chg: 0 deg: 2 exp: N/A imp: N/A hyb: query: AtomNull\n", | |
| "\t5 0 * chg: 0 deg: 2 exp: N/A imp: N/A hyb: query: AtomNull\n", | |
| "\t6 0 * chg: 0 deg: 2 exp: N/A imp: N/A hyb: query: AtomNull\n", | |
| "\t7 0 * chg: 0 deg: 2 exp: N/A imp: N/A hyb: query: AtomNull\n", | |
| "Bonds:\n", | |
| "\t0 0->1 order: 1\n", | |
| "\t1 1->2 order: a conj?: 1 aromatic?: 1\n", | |
| "\t2 2->3 order: 1\n", | |
| "\t3 2->4 order: a conj?: 1 aromatic?: 1\n", | |
| "\t4 4->5 order: a conj?: 1 aromatic?: 1\n", | |
| "\t5 5->6 order: a conj?: 1 aromatic?: 1\n", | |
| "\t6 6->7 order: a conj?: 1 aromatic?: 1\n", | |
| "\t7 7->1 order: a conj?: 1 aromatic?: 1\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "qmol5.Debug()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "d0001916-346b-49eb-a53e-d87138ad2f07", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3 (ipykernel)", | |
| "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": "3.11.10" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 5 | |
| } |
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