From 659a94493ac81fcf8f8ba3e579809f6a8588eb12 Mon Sep 17 00:00:00 2001 From: hamzaibrahim21 Date: Tue, 16 May 2023 21:06:14 +0200 Subject: [PATCH] fix fp bug --- .../talktorial.ipynb | 119 +++++++++--------- 1 file changed, 57 insertions(+), 62 deletions(-) diff --git a/teachopencadd/talktorials/T007_compound_activity_machine_learning/talktorial.ipynb b/teachopencadd/talktorials/T007_compound_activity_machine_learning/talktorial.ipynb index 78f73d13f..02ebe8776 100644 --- a/teachopencadd/talktorials/T007_compound_activity_machine_learning/talktorial.ipynb +++ b/teachopencadd/talktorials/T007_compound_activity_machine_learning/talktorial.ipynb @@ -210,7 +210,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -228,8 +228,7 @@ "from sklearn.metrics import roc_curve, roc_auc_score\n", "import matplotlib.pyplot as plt\n", "from rdkit import Chem\n", - "from rdkit.Chem import MACCSkeys\n", - "from rdkit.Chem.AllChem import GetMorganFingerprintAsBitVect\n", + "from rdkit.Chem import MACCSkeys, rdFingerprintGenerator\n", "\n", "from teachopencadd.utils import seed_everything\n", "\n", @@ -242,7 +241,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -266,7 +265,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -380,8 +379,8 @@ "" ], "text/plain": [ - " molecule_chembl_id IC50 units smiles \\\n", - "0 CHEMBL63786 0.003 nM Brc1cccc(Nc2ncnc3cc4ccccc4cc23)c1 \n", + " molecule_chembl_id IC50 units smiles \n", + "0 CHEMBL63786 0.003 nM Brc1cccc(Nc2ncnc3cc4ccccc4cc23)c1 \\\n", "1 CHEMBL35820 0.006 nM CCOc1cc2ncnc(Nc3cccc(Br)c3)c2cc1OCC \n", "2 CHEMBL53711 0.006 nM CN(C)c1cc2c(Nc3cccc(Br)c3)ncnc2cn1 \n", "3 CHEMBL66031 0.008 nM Brc1cccc(Nc2ncnc3cc4[nH]cnc4cc23)c1 \n", @@ -395,7 +394,7 @@ "4 11.096910 329.027607 5 2 3.5726 True " ] }, - "execution_count": 3, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -415,7 +414,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -488,7 +487,7 @@ "4 CHEMBL53753 CNc1cc2c(Nc3cccc(Br)c3)ncnc2cn1 11.096910" ] }, - "execution_count": 4, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -523,7 +522,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -549,7 +548,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -628,7 +627,7 @@ "4 CHEMBL53753 CNc1cc2c(Nc3cccc(Br)c3)ncnc2cn1 11.096910 1.0" ] }, - "execution_count": 6, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -653,7 +652,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -685,9 +684,11 @@ " if method == \"maccs\":\n", " return np.array(MACCSkeys.GenMACCSKeys(mol))\n", " if method == \"morgan2\":\n", - " return np.array(GetMorganFingerprintAsBitVect(mol, 2, nBits=n_bits))\n", + " fpg = rdFingerprintGenerator.GetMorganGenerator(radius=2, fpSize=n_bits)\n", + " return np.array(fpg.GetFingerprint(mol))\n", " if method == \"morgan3\":\n", - " return np.array(GetMorganFingerprintAsBitVect(mol, 3, nBits=n_bits))\n", + " fpg = rdFingerprintGenerator.GetMorganGenerator(radius=3, fpSize=n_bits)\n", + " return np.array(fpg.GetFingerprint(mol))\n", " else:\n", " # NBVAL_CHECK_OUTPUT\n", " print(f\"Warning: Wrong method specified: {method}. Default will be used instead.\")\n", @@ -696,7 +697,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -705,7 +706,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -766,8 +767,8 @@ "" ], "text/plain": [ - " molecule_chembl_id smiles pIC50 active \\\n", - "0 CHEMBL63786 Brc1cccc(Nc2ncnc3cc4ccccc4cc23)c1 11.522879 1.0 \n", + " molecule_chembl_id smiles pIC50 active \n", + "0 CHEMBL63786 Brc1cccc(Nc2ncnc3cc4ccccc4cc23)c1 11.522879 1.0 \\\n", "1 CHEMBL35820 CCOc1cc2ncnc(Nc3cccc(Br)c3)c2cc1OCC 11.221849 1.0 \n", "2 CHEMBL53711 CN(C)c1cc2c(Nc3cccc(Br)c3)ncnc2cn1 11.221849 1.0 \n", "\n", @@ -777,7 +778,7 @@ "2 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... " ] }, - "execution_count": 9, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -820,7 +821,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -883,7 +884,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -939,7 +940,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -985,7 +986,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -1034,7 +1035,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -1048,7 +1049,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -1068,19 +1069,17 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 43, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1102,7 +1101,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 44, "metadata": { "scrolled": true }, @@ -1127,7 +1126,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 45, "metadata": { "tags": [ "nbsphinx-thumbnail" @@ -1136,14 +1135,12 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1164,7 +1161,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 46, "metadata": { "scrolled": true }, @@ -1189,19 +1186,17 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 47, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1231,7 +1226,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ @@ -1320,7 +1315,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 49, "metadata": {}, "outputs": [], "source": [ @@ -1336,7 +1331,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 50, "metadata": {}, "outputs": [ { @@ -1350,7 +1345,7 @@ "Mean sensitivity: 0.88 \tand std : 0.02 \n", "Mean specificity: 0.76 \tand std : 0.01 \n", "Mean AUC: 0.89 \tand std : 0.01 \n", - "Time taken : 2.84s\n", + "Time taken : 1.77s\n", "\n", "\n", "======= \n", @@ -1359,7 +1354,7 @@ "Mean sensitivity: 0.90 \tand std : 0.01 \n", "Mean specificity: 0.76 \tand std : 0.00 \n", "Mean AUC: 0.89 \tand std : 0.01 \n", - "Time taken : 29.97s\n", + "Time taken : 16.12s\n", "\n", "\n", "======= \n", @@ -1368,7 +1363,7 @@ "Mean sensitivity: 0.86 \tand std : 0.01 \n", "Mean specificity: 0.73 \tand std : 0.01 \n", "Mean AUC: 0.87 \tand std : 0.00 \n", - "Time taken : 8.68s\n", + "Time taken : 4.64s\n", "\n" ] } @@ -1389,7 +1384,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -1399,7 +1394,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 52, "metadata": {}, "outputs": [ { @@ -1460,8 +1455,8 @@ "" ], "text/plain": [ - " molecule_chembl_id smiles pIC50 active \\\n", - "0 CHEMBL63786 Brc1cccc(Nc2ncnc3cc4ccccc4cc23)c1 11.522879 1.0 \n", + " molecule_chembl_id smiles pIC50 active \n", + "0 CHEMBL63786 Brc1cccc(Nc2ncnc3cc4ccccc4cc23)c1 11.522879 1.0 \\\n", "1 CHEMBL35820 CCOc1cc2ncnc(Nc3cccc(Br)c3)c2cc1OCC 11.221849 1.0 \n", "2 CHEMBL53711 CN(C)c1cc2c(Nc3cccc(Br)c3)ncnc2cn1 11.221849 1.0 \n", "\n", @@ -1471,7 +1466,7 @@ "2 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... " ] }, - "execution_count": 25, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -1492,7 +1487,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 53, "metadata": {}, "outputs": [ { @@ -1506,7 +1501,7 @@ "Mean sensitivity: 0.90 \tand std : 0.01 \n", "Mean specificity: 0.81 \tand std : 0.00 \n", "Mean AUC: 0.92 \tand std : 0.01 \n", - "Time taken : 8.88s\n", + "Time taken : 6.80s\n", "\n", "\n", "=======\n", @@ -1515,7 +1510,7 @@ "Mean sensitivity: 0.84 \tand std : 0.01 \n", "Mean specificity: 0.77 \tand std : 0.00 \n", "Mean AUC: 0.88 \tand std : 0.01 \n", - "Time taken : 95.45s\n", + "Time taken : 56.66s\n", "\n" ] } @@ -1586,7 +1581,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.6" + "version": "3.9.16" }, "toc-autonumbering": true, "widgets": {