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BitBIRCH example
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "12143803-a4d2-476e-9e59-a58ae1df73f6",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"from rdkit import Chem\n",
"from rdkit.Chem import DataStructs\n",
"from rdkit.Chem import rdFingerprintGenerator"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "9680706e-d4fc-4e3e-b43f-b75169f7b011",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Unnamed: 0</th>\n",
" <th>molecule_chembl_id</th>\n",
" <th>IC50</th>\n",
" <th>units</th>\n",
" <th>smiles</th>\n",
" <th>pIC50</th>\n",
" <th>molecular_weight</th>\n",
" <th>n_hba</th>\n",
" <th>n_hbd</th>\n",
" <th>logp</th>\n",
" <th>ro5_fulfilled</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>CHEMBL63786</td>\n",
" <td>0.003</td>\n",
" <td>nM</td>\n",
" <td>Brc1cccc(Nc2ncnc3cc4ccccc4cc23)c1</td>\n",
" <td>11.522879</td>\n",
" <td>349.021459</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>5.2891</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>CHEMBL35820</td>\n",
" <td>0.006</td>\n",
" <td>nM</td>\n",
" <td>CCOc1cc2ncnc(Nc3cccc(Br)c3)c2cc1OCC</td>\n",
" <td>11.221849</td>\n",
" <td>387.058239</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>4.9333</td>\n",
" <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Unnamed: 0 molecule_chembl_id IC50 units \\\n",
"0 0 CHEMBL63786 0.003 nM \n",
"1 1 CHEMBL35820 0.006 nM \n",
"\n",
" smiles pIC50 molecular_weight n_hba \\\n",
"0 Brc1cccc(Nc2ncnc3cc4ccccc4cc23)c1 11.522879 349.021459 3 \n",
"1 CCOc1cc2ncnc(Nc3cccc(Br)c3)c2cc1OCC 11.221849 387.058239 5 \n",
"\n",
" n_hbd logp ro5_fulfilled \n",
"0 1 5.2891 True \n",
"1 1 4.9333 True "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv('./EGFR_compounds_lipinski.csv')\n",
"df.head(2)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "d433c249-4ec0-41c1-bcad-19439a5a49ae",
"metadata": {},
"outputs": [],
"source": [
"fpgen = rdFingerprintGenerator.GetMorganGenerator()\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "e2c26393-7c47-4104-9296-87930a21a4c9",
"metadata": {},
"outputs": [],
"source": [
"def smi2numpyarr(smi):\n",
" mol = Chem.MolFromSmiles(smi)\n",
" fp = fpgen.GetFingerprintAsNumPy(mol)\n",
" return fp"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "181b35d0-9731-4978-8f46-976cd27654c1",
"metadata": {},
"outputs": [],
"source": [
"X = np.array([smi2numpyarr(smi) for smi in df.smiles.to_list()])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "052213c4-a537-4bb4-b315-d94433c8e9b4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(4635, 2048)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X.shape"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "cdbba6ad-895a-4fbd-8448-10cbf0a764bb",
"metadata": {},
"outputs": [],
"source": [
"from rdkit.ML.Cluster import Butina"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "a98811b2-cc17-4b9c-801d-ac49d25441a8",
"metadata": {},
"outputs": [],
"source": [
"def tanimoto_distance_matrix(fp_list):\n",
" \"\"\"Calculate distance matrix for fingerprint list\"\"\"\n",
" dissimilarity_matrix = []\n",
" # Notice how we are deliberately skipping the first and last items in the list\n",
" # because we don't need to compare them against themselves\n",
" for i in range(1, len(fp_list)):\n",
" # Compare the current fingerprint against all the previous ones in the list\n",
" similarities = DataStructs.BulkTanimotoSimilarity(fp_list[i], fp_list[:i])\n",
" # Since we need a distance matrix, calculate 1-x for every element in similarity matrix\n",
" dissimilarity_matrix.extend([1 - x for x in similarities])\n",
" return dissimilarity_matrix"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "4e34cbbe-8955-4574-8445-2d0b4a50da9a",
"metadata": {},
"outputs": [],
"source": [
"def cluster_fingerprints(fingerprints, cutoff=0.2):\n",
" \"\"\"Cluster fingerprints\n",
" Parameters:\n",
" fingerprints\n",
" cutoff: threshold for the clustering\n",
" \"\"\"\n",
" # Calculate Tanimoto distance matrix\n",
" distance_matrix = tanimoto_distance_matrix(fingerprints)\n",
" # Now cluster the data with the implemented Butina algorithm:\n",
" clusters = Butina.ClusterData(distance_matrix, len(fingerprints), cutoff, isDistData=True)\n",
" clusters = sorted(clusters, key=len, reverse=True)\n",
" return clusters"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "8ae18e06-727e-49dd-8554-a9f7b1addee0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[0.43661971830985913,\n",
" 0.45833333333333337,\n",
" 0.48,\n",
" 0.45945945945945943,\n",
" 0.48051948051948057]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Xfp = [DataStructs.CreateFromBitString(\"\".join(x.astype(str).tolist())) for x in X]\n",
"\n",
"tanimoto_distance_matrix(Xfp)[0:5]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "d1ba2d03-7a8a-4af7-93df-f6de7b812020",
"metadata": {},
"outputs": [],
"source": [
"def cluster_fingerprints(fingerprints, cutoff=0.2):\n",
" \"\"\"Cluster fingerprints\n",
" Parameters:\n",
" fingerprints\n",
" cutoff: threshold for the clustering\n",
" \"\"\"\n",
" # Calculate Tanimoto distance matrix\n",
" distance_matrix = tanimoto_distance_matrix(fingerprints)\n",
" # Now cluster the data with the implemented Butina algorithm:\n",
" clusters = Butina.ClusterData(distance_matrix, len(fingerprints), cutoff, isDistData=True)\n",
" clusters = sorted(clusters, key=len, reverse=True)\n",
" return clusters"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "1e0f1af5-208c-4239-ab90-81225efb21d8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 1.33 s, sys: 128 ms, total: 1.46 s\n",
"Wall time: 1.46 s\n"
]
}
],
"source": [
"%time clusters = cluster_fingerprints(Xfp, cutoff=0.4)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "00cf0b42-42ae-4a5b-893d-a2fd9919308a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"total # clusters: 1342\n",
"# clusters with only 1 compound: 749\n",
"# clusters with >5 compounds: 204\n",
"# clusters with >25 compounds: 14\n",
"# clusters with >100 compounds: 1\n"
]
}
],
"source": [
"# Give a short report about the numbers of clusters and their sizes\n",
"num_clust_g1 = sum(1 for c in clusters if len(c) == 1)\n",
"num_clust_g5 = sum(1 for c in clusters if len(c) > 5)\n",
"num_clust_g25 = sum(1 for c in clusters if len(c) > 25)\n",
"num_clust_g100 = sum(1 for c in clusters if len(c) > 100)\n",
"\n",
"print(\"total # clusters: \", len(clusters))\n",
"print(\"# clusters with only 1 compound: \", num_clust_g1)\n",
"print(\"# clusters with >5 compounds: \", num_clust_g5)\n",
"print(\"# clusters with >25 compounds: \", num_clust_g25)\n",
"print(\"# clusters with >100 compounds: \", num_clust_g100)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "499d77ad-2f6a-4019-9851-0ba480e6b752",
"metadata": {},
"outputs": [],
"source": [
"import bitbirch"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "c70a8686-4919-4c0f-b9d6-31548886d17a",
"metadata": {},
"outputs": [],
"source": [
"bb = bitbirch.BitBirch(threshold=0.3)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "64030ca5-a669-4a02-bb46-34c86af47781",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/iwatobipen/dev/bitbirch/bitbirch.py:49: RuntimeWarning: overflow encountered in scalar subtract\n",
" a = (sum_kqsq - sum_kq)/2\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 768 ms, sys: 9.82 ms, total: 778 ms\n",
"Wall time: 777 ms\n"
]
}
],
"source": [
"%time res = bb.fit(X)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "f4d62938-5998-4e78-adc3-0956c478cd23",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"total # bb clusters: 2412\n",
"# bb clusters with only 1 compound: 943\n",
"# bb clusters with >5 compounds: 11\n",
"# bb clusters with >25 compounds: 0\n",
"# bb clusters with >100 compounds: 0\n"
]
}
],
"source": [
"num_clust_g1 = sum(1 for c in res.get_cluster_mol_ids() if len(c) == 1)\n",
"num_clust_g5 = sum(1 for c in res.get_cluster_mol_ids() if len(c) > 5)\n",
"num_clust_g25 = sum(1 for c in res.get_cluster_mol_ids() if len(c) > 25)\n",
"num_clust_g100 = sum(1 for c in res.get_cluster_mol_ids() if len(c) > 100)\n",
"\n",
"print(\"total # bb clusters: \", len(res.get_cluster_mol_ids()))\n",
"print(\"# bb clusters with only 1 compound: \", num_clust_g1)\n",
"print(\"# bb clusters with >5 compounds: \", num_clust_g5)\n",
"print(\"# bb clusters with >25 compounds: \", num_clust_g25)\n",
"print(\"# bb clusters with >100 compounds: \", num_clust_g100)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "1c90d1ef-85b5-4573-bfcb-27c295280b61",
"metadata": {},
"outputs": [],
"source": [
"bt_gt5 = [c for c in clusters if len(c) > 5]\n",
"bb_gt5 = [c for c in res.get_cluster_mol_ids() if len(c) > 5]"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "de604e24-c5c0-4449-9383-9f873966a3fc",
"metadata": {},
"outputs": [],
"source": [
"from rdkit.Chem import Draw\n",
"from rdkit.Chem.Draw import IPythonConsole"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "88d48e16-a355-4637-a29f-3c56a99b98b5",
"metadata": {},
"outputs": [],
"source": [
"mols = [Chem.MolFromSmiles(smi) for smi in df.smiles.to_list()]"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "30385c5a-51e1-4511-a217-5158c132fb80",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Draw.MolsToGridImage([mols[i] for i in bt_gt5[1]][:10], molsPerRow=5, subImgSize=(250, 150))"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "1d420ca2-d204-4e1e-acbc-56289665979d",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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FN4o2brHZuFFOnbr/lV69ZN48iYuTzEyZN0+ioyUsTGJj5aWXVG0UAAAAAFC7EMqYhouLXLokO3ZIQID07i1fflmx23v3lq++kkWLZPFi0/e2e/fuQYMGiciWLVvc3NwyMzPPnTuXlJSUmJiYkpJy+8FDoURE5IknnlBiGjc3t4YNGwYGBpq+p2rp5EmJjJToaOnTR0aPlvR0uXlTzMzk6lUJC1O7OQAAAABArUMoYwLXr0udOmJnJ8uXy8SJMnKkbNpUsQpVNyyTlJTUtWvXgoKC5cuXz549OyQkZMOGDc7OzmXTMY0aNdJqtTk5OUpMc+rUqVu3bj1YYdy4cR988IEpe6rebt2S/HxJS5P0dBkxQnr1En9/QhkAAAAAgOmZq91AbZCQICLi7S3JyfffVFTXrtKrlxw4IB98cHPePPu/vqF8rl692r9//4KCgqFDh86ePVtE9Hq9Tqe7fv36sWPHjh07Vnalq6url5eXr69vUFCQk5NTaWnpuXPnYmJifv755507d65bt06rfVy2H9LpRKeTwkIxNxdzc1mxQi5dUrsnAAAAAEBtxKSMCXz4oYwfLyNHSlaWHD4sX3whL7xQ4SLfflsyZ05ISsq/09PTTbKry927d1944YXDhw937NgxLi7O1tZW+bper8/OzlbmYpTX5OTk3y9iCggI2L59e6tWrTIyMg4cOPDcc88Z31KNM2KEfP21fPWVtGypdisAAAAAgFqHSRkTSEoSEfHykn37RCo1KSMifn6W1tYX8/LyVq9evWjRIuO7mjx58uHDh11cXGJjY8sSGRHRarXu7u7u7u59+/Yt+2LZ8iXl9fTp066urhqNZujQoUuWLImIiHg8Q5mcHMnOltRUQhkAAAAAgOkxKWMCzz0nhw7J9u0yeLA4OMiNG6LRVKbOt99++/TTTzs6OmZlZTkbt7XMe++9N2XKFGtr62+++eapp56q6O16vb6oqEin02VnZ7u7u1tbW+fm5jo6OhrT0p/67DPZt0+sraVlS5k+vUoeUVmTJ8vatfKvf8mMGWq3AgAAAACodR6XjUKqlK3tcV/fPJHDdep4vvDCssolMiLi5+f33HPP5efnr1mzxph+Dh48OGPGDI1Gs2nTpkokMiKi1Wp1Op2ING/e3N/fv6ioaOfOnca09Kdu35aoKNm0Sdatk6ys+7vyVBseHiIi6elq9wEAAAAAqI0IZYx19erVffv8UlLcrlxJunYtzd7eqN/gw8LCRGTlypU3btyoXIWsrKxXX3313r17c+fOff31141pRhEcHCwiERERxpf6A+fPS6tW998/+eT9lWDVhhLKpKaq3QcAAAAAoDYilDFWYmKiiHh5eSUlJYmId+V2lPk/fn5+PXv2zM/PHzNmzMmTJ3+//+7D3bx5s3///nl5eX369Akz0THOgYGBdnZ2R48ezcjIMEnB/9KokVy4cP99ZqY0a2b6RxjB01NEJC1N7T4AAAAAALURoYyxlFDG29tbCWW8vLyMLOjp6anT6Xbu3Onr66vT6VxdXZ9//vmpU6euX7/+6NGjhYWFf3ajXq9//fXXExIS2rRp88knn5iZmRnZiUKn0w0aNMhgMERGRpqk4H1r10pamjg5SceOMnWqLFgg166Jr68pH2G0pk3F2lpycuTmTbVbAQAAAADUOpy+ZKyyLGbfvn1i9KTMm2+++cEHH5iZmT399NM3btxIS0vLzc3Nzc09cOCAcoFWq23evLm3t7eXl5e3t7e3t3fr1q2Vw5VCQ0P37dtXp06dPXv2mHZT3uDg4IiIiIiIiEWLFmm1pgjyYmJkyhSpW1fS0mTWLCkslJISqVPHBJVNSquVl16KTUs7evbsiA4djI3bAAAAAAB4UO0PZbKyskaPHn306FFXV9cjR440adLEtPWVSZkmTZpcuXLFwcHhiSeeqHSp5cuXL1y40MzMbPPmzUFBQSJy9+7d9PT0spOqExMT09PTMzMzMzMz9+7dq9yl1Wrd3NycnZ1//PFHCwuLXbt2tTT1Ac7PPvusu7t7Zmbm119/3bNnT2PLnTolI0eKwSDz5smrr0rPnjJnjinarBJ370b+/POnqalPEsoAAAAAAEyrNocyqampb7311ieffFJaWioi2dnZbdu2/ec//zl69GhNpU9I+p2EhAQR8fX1PXToUF5eXqUrL1q0KCwszMzM7OOPPx46dKjyRQsLCy8vrweXRN27d+/8+fNlMY3yquz2Ur9+/aFDhz777LMnT550c3OrY7rBE41GM3To0LCwsIiICGNDmV9/lf795dYtCQ6WzEzZv1/OnJHRo6VuXRM1a2Kenp4iksa+MgAAAAAAU6ude8pkZWWNHTu2bdu20dHRWq122LBh+/btGzRoUEFBQUhISPfu3c+ePWv8UxITE4cOHVpaWmphYbFixQovL6+AgIDKlZo/f76SyERGRpYlMn/I3Nzc3d29X79+c+bMiYyM/PHHHwsKChISEgICAq5cuZKXlzdp0iRfX18T7/8iMnz4cI1Gs2vXrpvGbK9SUiKBgXLhgvj5ydNPy9q1Ymkp27dX20RGRDw8PIRQBgAAAABQBWpbKJOZmTl27FgPD4/169drNJphw4YlJydHRkZaW1s3btw4Kiqqfv36cXFx7du3X758uV6vr9xT4uPjAwIC2rVrt2XLlsLCwnv37q1fv75Vq1aLFy8uKCioaLV58+YtXbrUwsIiJiamEodYW1hYeHt7r1ixQglNOnfuLCKbN2+uaJ2Hc3Nz69at261bt3bu3FnpIkXTp8uRI9KsmYSGyqRJIiLr1om/v8m6rAKEMgAAAACAKlJ7QhkljvH09PxNHNOiRYvS0tIJEyasWbNm0aJFGzduDAkJuX37dmhoqL+/f0V/2U5MTAwKCurQocPOnTvNzc1DQkIyMzPPnDkTEBBw8+bNJUuWuLm5LV68uJzjJAaDYdq0ae+8846lpWVMTMzAgQMr9dFFRJo3b+7v73/79u2ioqJ69erFx8efOnWq0tX+UHBwsIhERERU7vZ//vOfT27bdr1TJ3n/fRk1SkpKZNYsGT3apD2anhLKpKamqt0IAAAAAKDWMdR8GRkZISEh5ubmImJhYTFs2LCzZ8/+5pozZ874+vqKiEajCQkJiYmJcXV1FREbG5tly5bdu3fvL5+SkJAwbNgw5ZxpS0vLkJCQX3755cELjh8//txzzyk/1fr16y9btqyoqOghBfV6/eTJk5VqsbGxlfjgv6FMx/j7+0+aNElEpk2bZnzNB928edPOzk6j0fz+x/uXvvzySzMzM41G89FHHyUMHmwQMfzP/xjK8WOvDpTdeRITE9VuBAAAAABQq9TsUKY8cUyZu3fvLlu2zMrKSkSaNWv26aefhoSEKBmKn59fSkrKn90YHx9fFsdYWVmFhIRcvHjxzy6Oi4vr1q2bUrZJkybh4eF37979/WV6vX7ixIlKwT179lT0g/+hwsJCJTT57LPPRKRBgwYlJSUmqbx69eq3335br9cPGjRIRLy9vefOnbtly5affvrp4cGTIiUlxcnJSUQWL1780ksvicgXAQGGGzdM0ltV+/zzz62trRs0aKDT6ebMmXP9+nW1OwIAAAAA1BI1NZT5+uuve/fuXTa3Mn78+HPnzpXnxoSEhE6dOimhSUBAwLZt25RDrP9wZEaJY7RabXnimAd99dVXHTp0UJ7i5uYWHh7+YGW9Xj9+/HgRsbW13b9/f4U++MMpK4wWLlzYrl07Edm9e7fxNb/88ktzc3ONRnPgwIHWrVs7ODj8ZtjKxcWlV69eU6ZMCQ8Pj4uLKywsfPD2a9eutWrVSkQGDhw4b948EXF2dk5LSzO+sUdgz549Sorn5uamfNi6desuX7781q1barcGAAAAAKjxamQoU1JSUr9+fY1GY2lpOWzYsIyMjArdrozMWFtbK4HCli1bykZmunTpkpSUZDAijimj1+tjYmKUHUmU6ZKYmBi9Xn/v3r3hw4cricyBAwcqVPMvHTp0SJkDWrFihYi8/PLLRhZMTU11dnYWkQULFgwePFhE3N3dN23atGDBgkGDBrVu3VoZU3qQmZlZy5YtBwwYMHfu3KioqKefflpEfHx8oqOjNRqNmZnZf/7zH5N82Kq2d+9eJZGZPn26Xq/fv39/hZanAQAAAADwcDUylMnJyRERc3Pz5OTkShdJT0/3/79zfwICAj755JPGjRuLiLW1dYcOHTQajZKbTJ8+PTc3t9JPuXv37saNG5s2bao86KmnnnryySdFRKfTHTx4sNJl/4xer3d3dxcRZR9iCwuLy5cvV7pafn6+t7e3iAwYMGDBggUi4uDgkJCQ8OA1xcXFZ86c2bZt20NiGhHp3r27ra2tiLz33ntGf8pHYceOHRYWFiIya9Ysg8Fw4sQJJZuLjY0tz/I0AAAAAAD+Uo0MZTIyMkSkefPmMTExISEhlZ43KS0tDQ8P1+l0ItKoUaPo6OiQkBCNRtOwYUNlK9+KTsf8meLi4vDwcBcXF+WXeRsbm7i4OJNU/r2FCxeKSFBQ0Isvvigiq1atqlyd0tJSpYKXl1dUVJRGo9Fqtfv27fvLG0tKSjIyMvbs2bNs2bJhw4b5+PgoCZeIjBkzpnLNPGKfffatEi3NnTtX+crSpUuVT2Fvb79w4cLdu3c/ZHkaAAAAAADlUSNDmZMnTyorYqZOnSoi7777rjHVUlJSlCU2Tz31VGlpacuWLUXk0KFDpuq2TGFh4cCBA/v167d582aTFy+TmZmp0Wh0Op1ydnWHDh0qV2f69OnKFip79+5VcqtK/5yVDXQaN258586dylV4lLZtM1hZlfr5DZ0zZ86DX4+Pjw8ICFCimTp16ixcuDAiIuL3y9PUahsAAAAAUONof7/SpPrLz88XEScnpxs3bihvjKnm6el55MiRlStXbt68WavVFhcXi4iyCMi0dDrdrl279uzZM2LECJMXL+Pm5tatW7dbt24VFxfXq1fv559/Pn36dEWLREZGrly50sLCYsOGDRMmTLh161ZQUJAS01TCyJEjReTu3bvKHj3VWUSEDBkixcXaPn0ili1b9uC32rZtGxMT8+233z733HPXrl0LCwubNWvWiBEjtmzZ4u7unpiYGBgY2LVr171796rVPAAAAACgZqnuvyT/ISWLcXR0VNIZR0dHIwtqtdpp06Yp+6eYJOhRl3IG05YtW5SteSMjIyt0+/Hjx5Wdj1etWrVq1aoLFy74+fmtX7++0v34+vr+7W9/u3z58n/+859KF3kENm+WkSOltFTCwmT+/D/+p9GlS5cDBw7ExcX5+/tfuXJl7ty5oaGhM2fOXLlyZcOGDb///vv+/fu7ubnFx8c/4uYBAAAAADVODQ5lTDUp86DS0tLCwkKtVmtvb2+qmo9eYGCgnZ3dkSNHlNOCoqOj7969W857c3JyXnnlleLi4ilTppw6derIkSOurq47duxQziGqtGHDhomIsqKq6pw/f14ZdKqEjRtlzBjR6+Wtt2TBgr+4+Jlnnvnmm2+Ug88vXLgwceLE1atXz58//91333VwcDh//nxoaGjl2gAAAAAAPD5qZChTNiBjqkmZBysbDAYHB4fqv9DmIezs7JTDsE+fPj18+PDly5cbDIby3FhUVDRgwICcnJxevXo1adJkw4YNNjY2sbGxrq6uRrYUFBRkbm6+b9++K1euGFnqz/Tu3bt169Z2dnYtWrTo169faGhoZGTkyZMnb9++/Zf3HjkiISFiMMi778o//lHeJ/bq1evHH3/cunWrh4dHdnb2rFmzXnnllZkzZ+r1euUkLwAAAAAAHuIPTi+u/qpuUsbkKY9agoODo6KiwsPD09PT7ezsynOLwWAYOXLkDz/84ObmFhIS8vrrr2s0mo8++sjX19f4fho2bNjvf/6nfW5uSWysjB5tfMHfiIqK+uqrr5QjojIzMzMzM/ft26d8y86uXtOmV9q0ES8v8fYWLy/x9BRLS8nNlVmzJDJSSkvl+HEZP15at5bJkyv2XK1W+9prrwUEBERERFy6dKlJkya5ubki4uXlZfLPCAAAAACoZWpkKFN1kzK1YEMZRY8ePWxtbS9duuTk5NSsWTMvLy9vb2/l1dvb29ra+ve3XL9+PTk52dHRce3atUOGDLl3796iRYuUXWlMYldQkOaVV+TePZOHMidPnhw7dqyIrFmzZuzYsWlpaUlJSYmJicqrSPukJElKkl277l9vbi6tWskbb0hWlqxdK2PHSnKyfPxx5RswNzcfNWqU8j4xMVFElP2JAAAAAAB4iBocyjg4OBQUFIiply+ZtqBatFrt1q1bhwwZcvv27d9MjlhaWnp4eHh5ebVt21aJaVq2bGlubl6nTp1jx4798MMPEydOvHHjxssvv7xw4UITtqTp10/q1ZOff5bTp6V9e1OVzc3Nfemll4qKiiZMmDBp0iQRUYKngIAA5YLiYn1KiiQnS0LC/deMDElOFisr6dVLfvpJLl40VS8iIsnJyUIoAwAAAAAohxoZyijzLNbW1vfu3dPpdBYWFqatXAsmZUTkpZdeKiwsvHXrVnJysjIzogyPZGdnJyQkJCQkxMTEKFdaWlp6enp6eXk1b958586dGRkZ7du3j4qKMvHGOpaWMniwrFsnkZHyr3+ZpOSdO3cGDBhw8eLFbt26rVy58g+vsbLStm//XylQcbEkJ4uFhaSkyJtvyoIFotGYpB25dOlSXl6ek5OT8bvwAAAAAABqvRoZyijzLObm5mLqqZZaMylTRqfT+fr6PrgvTElJSXp6+oMLfFJSUuLj48tOcbaxsdmzZ49OpzN9N8HBsm6dREfLsmVidJRmMBhGjRp14sSJ5s2b79q1y9LSspw3WlmJj49kZoqING0qXl6SnGxkL/clJSUJG8oAAAAAAMqnRoYyyjyLRqMRU0+11KZJmT9jaWn5mwU+hYWFKSkpCQkJ+/fvz8vLmzlzZtOmTavk2Z06yd/+JvHx8vnn0r+/kcXefvvtrVu32tvb7927t379+hW9vXFjGTdORGTaNFm/Xr77Trp0MbIjOXeuSbdukV273jG2EAAAAADgMVCDQxmFaadaHodQ5vfs7OyUaZrhw4dX+cOGDZPZsyUiwshQJjY2duHChVqtNjo6um3btpWoYGUlyhqjjRtlyhTx95dvvjGmIxGREydaxcW1euUVY+sAAAAAAB4HJt005AGxsbHjxo2LiIioiuLKIqPS0lIxdYBS+5YvVTtDh8qsWRIWJnp9pWskJycHBQXp9fq33367v9ETN8HBUr++HDkiX39tZCVJShIRYfUSAAAAAKA8TB/KJCQkBAUFDRw4cMOGDcOHDw8MDLx69appH6FEJ05OTl5eXi1atDB5ZUKZKuTiIq1by6pVMm2azJtXiQJXr17t169fQUFBQEDA7Nmzje/Izk6mThURmT/f2FJKKMPJSwAAAACA8jBlKHPmzJlBgwa1a9cuKirKysrK3d3dxsZmx44d7dq1KzuP2XjffPPNvXv3LC0t/fz8EhMT33vvPeNrnj59OjExUR7X5UuP1K1b8sUXsmGDrFkjIvLTTxUambl7925AQEBGRkbHjh0//vhjjYmOTZo6VerVk2PHjBqW+fVXycsTZ2dxcTFJUwAAAACAWs40oYwyHdOhQ4dPP/3U0tIyJCTk7Nmz6enp8fHxzz77bE5OTr9+/QIDA/Py8ox5yunTpwMDA3v06GFhYXH37t02bdrs3r3bJJ137NjxjTfeECZlHoGcHGnW7P77Nm0kPV2cnaVFC+nXT0JDJTJSTp6U4uI/u3vKlCmHDx92cXGJjY21tbU1VVMmGZZJTBRhTAYAAAAAUG7GhjJKqNG+ffuoqCgLC4uQkJDMzMzw8HBXV1cRadGixcGDB999911bW9sdO3b0f+YZQ2xsJZ7y/fffv/jiiz4+Pjt27LCzsxsxYkSnTp0uXbr08ssvBwcHX79+vRI1T506NXDgQGWux9rauk2bNocPH/7mm29EpHIFUS6NG0t29v33iYliby83b0pmpuzbJ8uXS3Cw+PqKo+PYl19+7bXX3n777c8++yw9PV3ZP2jt2rUffvihtbX1Z5999sQTT5i2rylTpE4dOXXKcPTohcpVIJQBAAAAAFSIxmAwVO7OhISEFStWbNmyRa/XW1lZBQcHL1q0SMlifi8rK2vUqFGbSkrcjh2TgABZt07KeYbx99+PXLXqo23bRMTe3n7y5MkzZsyoW7euwWDYsGHDzJkzCwsLGzZs+P777w8cOLCcncfHx7/55ps7d+40GAxK57179163bt3hw4dFpF69epmZmfb29uWshgr76CM5dkxsbMTZWcLCpLhYzp6VpCRJTLz/mpLiUq/epcuXy+6wsrJyc3NLT0/X6/XR0dGvv/56VfS1dm3iokUD27VzVf4m/KW8PElNlV9+kcGDRUS2b5f162XoUBkxoiq6AwAAAADUNpUJZRISEsLCwh4MNR4Sx5TR6/Xa99+X0FC5dUsaNJB16+ThRwd/950sXSr//vdqf//5J0+OHDly3rx5DRs2fPCSzMzM0aNHK79CBwQErFu3rv5Ds57fxzF9+vTZtGmTsuWNvb39yJEjZ8yY0bRp03L+KFB5paViZvbH37p580RyckJCQvL/vZ47d05EGjdu7OHhcejQoSrqqKCgwM3N7dq1a19//XX37t0f/FZRUVFaWlp6evqlSy1/+MEnNVXS0+XaNRERMzO5eVPGjpXwcLGxub+FMQAAAAAAf81QEWfOnAkICFB2V7WysgoJCbl48WKFKhiysgy9ehlEDCKGvn0Nf3j78eOGv//9/jX29kWLFuXl5f1ZPb1eHx4ebmdnJyINGjSIiYn5y85tbW2nTJmye/fuvn37Kj8Ee3v7OXPmXL9+vWKfBY9KQUHB6tWrRaRly5Z6vb7qHhQWFiYiPXr0MBgMd+7cmTBhQq9evZo2bVq2o3D37m8ofzFFDI6Ohk6dDEOGGK5cMbRvb1iwwGAwGAYPrrruAAAAAAC1SgUmZeLi4rp3724wGGxtbcePH//GG2/8Zm6l/DmQhIfL7Nly86Y8/7x8/rns3Cm5udKnj9jZyejR8sUXIiIODjJ5ssyYIXXq/GXJ7Ozs0aNHHzx4UET69u1btqmNiJw6dWrx4sV79uwxGAw6nW7cuHHdu3dfv369Mh3j4OAwfvz40NBQTlyq5vR6ffPmzS9cuBAXF/fMM89U0VN+Myzj7OysHMhlaWnZokULT0/PTp0G1K8frOwEffmypKZKWprMnCnR0eLkJOPHy5Ilsm1bFXUHAAAAAKhVKhDK6PV6Pz+/zp07h4aGuhh/6u+5czJxoixdKhs2SO/e0q6dzJ4tCxfK3/8u+fkycaLMnl2eOKaMwWDYsGHDrFmzbt686ezsvGzZspCQEBFZsWLFnDlzdDrdqFGjevbsuXbt2gMHDghxTA00d+7cZcuWjR49esOGDVX3lDfffHPhwoU9evQ4dOjQ1q1bzczMzMzMCgoKzp49e/Hi1Z9/Dk9Plzt3/uuWt9+W5GRZtUomTRK9nlAGAAAAAFAuFdtTRq/Xa7WmOUX7/w0YIMrJ1kePyrffSrdu4ulZoTjmQefOnRszZsxXX30lIi+++GJ4eLiTk9M777zTuXPn1atXK6M0derUmTx58rRp04hjapa0tLTWrVvb29vn5uaa8Dzs3ygblvH29r506dLVq1fLvqXVaq2sCouKbBo3Fg+P+388PcXHR+bOlchI2bxZoqKkfNsEAwAAAAAed5U/fclkykKZ48flyBGZM8f4kjt27Bg3bty1a9ecnJy6d+9+/fr1I0eOiEidOnVmzJgxefJkBwcH45+CR69r167fffdddHT0kCFDqu4pfn5+Fy9ePH/+vIg4ODh4eHh4eHh4enp6eHh4eg5o1crazu6/rjcYJClJvL3FYJCff5aOHauuNQAAAABA7VENQpmRI2X8eGnXTsaNk5kzpW1bk1TNzc0dP358bGys8p9Mx9QOH3744fjx459//vn9+/dX0SPS0tK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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Draw.MolsToGridImage([mols[i] for i in bb_gt5[1]][:10], molsPerRow=5, subImgSize=(300, 200))"
]
}
],
"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": "3.10.13"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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