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@greglandrum
Created June 21, 2022 11:35
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simple pandas.ipynb
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{
"cells": [
{
"metadata": {
"trusted": true
},
"id": "3a4ecfbc",
"cell_type": "code",
"source": "from rdkit import Chem\nfrom rdkit.Chem import PandasTools\n\nimport pandas as pd\nimport rdkit\nprint(rdkit.__version__)\nprint(pd.__version__)",
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": "2022.03.2\n1.4.2\n",
"name": "stdout"
}
]
},
{
"metadata": {},
"id": "a1c17c10",
"cell_type": "markdown",
"source": "# Load SD file into Pandas"
},
{
"metadata": {
"trusted": true
},
"id": "a09e668b",
"cell_type": "code",
"source": "df = PandasTools.LoadSDF('../data/cdk2_compounds.sdf')\ndf.dropna()\ndf.head()",
"execution_count": 2,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 2,
"data": {
"text/plain": " assay_chembl_id pref_name standard_relation standard_value \\\n0 CHEMBL658107 Cyclin-dependent kinase 2 > 20000.0 \n1 CHEMBL658107 Cyclin-dependent kinase 2 = 140.0 \n2 CHEMBL658107 Cyclin-dependent kinase 2 = 6500.0 \n3 CHEMBL658107 Cyclin-dependent kinase 2 = 1200.0 \n4 CHEMBL658107 Cyclin-dependent kinase 2 = 110.0 \n\n standard_units standard_flag standard_type pchembl_value \\\n0 nM 1 Ki \n1 nM 1 Ki 6.85 \n2 nM 1 Ki 5.19 \n3 nM 1 Ki 5.92 \n4 nM 1 Ki 6.96 \n\n canonical_smiles compound_chembl_id ID \\\n0 CNc1nccc(n1)c2sc(C)nc2C CHEMBL46474 \n1 Cc1nc(C)c(s1)c2ccnc(Nc3ccc(O)cc3)n2 CHEMBL442957 \n2 Cc1nc(C)c(s1)c2ccnc(N)n2 CHEMBL47302 \n3 Cc1nc(C)c(s1)c2ccnc(Nc3ccccc3F)n2 CHEMBL297447 \n4 CNc1nc(C)c(s1)c2ccnc(Nc3cccc(O)c3)n2 CHEMBL44119 \n\n ROMol \n0 <img data-content=\"rdkit/molecule\" src=\"data:i... \n1 <img data-content=\"rdkit/molecule\" src=\"data:i... \n2 <img data-content=\"rdkit/molecule\" src=\"data:i... \n3 <img data-content=\"rdkit/molecule\" src=\"data:i... \n4 <img data-content=\"rdkit/molecule\" src=\"data:i... ",
"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>assay_chembl_id</th>\n <th>pref_name</th>\n <th>standard_relation</th>\n <th>standard_value</th>\n <th>standard_units</th>\n <th>standard_flag</th>\n <th>standard_type</th>\n <th>pchembl_value</th>\n <th>canonical_smiles</th>\n <th>compound_chembl_id</th>\n <th>ID</th>\n <th>ROMol</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>CHEMBL658107</td>\n <td>Cyclin-dependent kinase 2</td>\n <td>&gt;</td>\n <td>20000.0</td>\n <td>nM</td>\n <td>1</td>\n <td>Ki</td>\n <td></td>\n <td>CNc1nccc(n1)c2sc(C)nc2C</td>\n <td>CHEMBL46474</td>\n <td></td>\n <td style=\"text-align: center;\"><img data-content=\"rdkit/molecule\" src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n </tr>\n <tr>\n <th>1</th>\n <td>CHEMBL658107</td>\n <td>Cyclin-dependent kinase 2</td>\n <td>=</td>\n <td>140.0</td>\n <td>nM</td>\n <td>1</td>\n <td>Ki</td>\n <td>6.85</td>\n <td>Cc1nc(C)c(s1)c2ccnc(Nc3ccc(O)cc3)n2</td>\n <td>CHEMBL442957</td>\n <td></td>\n <td style=\"text-align: center;\"><img data-content=\"rdkit/molecule\" src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n </tr>\n <tr>\n <th>2</th>\n <td>CHEMBL658107</td>\n <td>Cyclin-dependent kinase 2</td>\n <td>=</td>\n <td>6500.0</td>\n <td>nM</td>\n <td>1</td>\n <td>Ki</td>\n <td>5.19</td>\n <td>Cc1nc(C)c(s1)c2ccnc(N)n2</td>\n <td>CHEMBL47302</td>\n <td></td>\n <td style=\"text-align: center;\"><img data-content=\"rdkit/molecule\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAADICAIAAAAiOjnJAAAABmJLR0QA/wD/AP+gvaeTAAAY1ElEQVR4nO2deVSTV97Hv1kIiyCboixuiJWjUBdU3K1b61hPa33V11HPWK1jdRSlLtWxU3H02MGjb3GpjsvUaatOW7UVl1NH7WatOFAEBdwQXAg7xABCSCDJ7/0jDAISCJAnNwn3czgecnOf+/sGv7nPfX7Pfe4VERE4HHMjZi2AY59wY3EEgRuLIwjcWBxB4MbiCAI3FkcQuLE4gsCNxRGEdmGsnTvh5YXz55+XHDqEsDB2gtoB7cJYlZV49gwREVCpakrUapSVMdVk77QLYwEYMgRubtiyhbWOdoOUtQALIZFg1y689hp+/3sMGPC8XKk0tQWRqJqo3MTKHTp0kMlkLdRoV7QXYwGYMAFvvonly3H1ak2JVgsvL1MPDw8vjo/3M7Hytm3bJk6cGB4e3nKZdkI7MhaAmBj064fPPqt5KRLBw8PUY11c9B6m1dZqtZs2bTp69GhKSoqDg0NrhNo+7ctY3bph0yZs3IiICACQSFpwKgT8AZNqV1dXh4aG3rt375NPPnnvvfdaJ9XWaS+D91oiI+HtjX37BAzh4ODw8ccfA9i8eXN+fr6AkayYdmcsBwccOIC8PGGjTJ069Xe/+11ZWdnmzZuFjWSttAtj+fqib9/nL0ePRmQkQkKEDbpnzx6ZTHb48OEbN24IG8kqEdn91OTUVJSUYMyY5mtmZqKgwOi7UmmpVnvb2LtisXj48OENClevXh0TEzNq1KirV6+KRCJTFdsHZNfo9TRmDIlE9MUXzVdevJgAoz/h4blN/BllMtmLDZaWlnbt2hXAyZMnzf/ZrBs7vyr8+mtcvQofH7zxRvOVg4IwYoTRdwMDtWKx0bcbTYd27Nhx8+bNS5cuXb169dSpU11cXEwSbR+wdraAqFTUowcBdPgwMw06nS4sLAzA1q1bmYlggT0bKyqKABo0iLRaljIMAywXF5cnT56w1GFZ7NZYcjl16EAAXbnCWgrRzJkzAcyfP5+1EMtht8aaM4cAmjOHtQ4iIsrKynJxcRGJRFevXmWtxULYp7Hi4kgkImdnevyYtZT/8sEHHwAICwvT6XSstVgCOzSWTkdDhxJAUVGspdShoqKie/fuAD777DPWWiyBHRrrH/8ggAICqLyctZT6fPHFFwC6dOlSWlrKWovg2JuxysrI15cA+te/WEt5Ab1eP3r0aAB//vOfWWsRHHsz1rp1BNCIEaTXs5bSGImJiWKxWCaTpaens9YiLHZ1EzojIyMpKcrVtWLPHljnrbmwsLD58+dXVVVt2LCBtRaBYe1sc/LGG28AWLYskrWQpsjPz+/YsSOAixcvstYiIPZjrO+//x6Am5tbbm4uay3NsG3bNgD9+vWrrq5mrUUo7MRYhtnAALZv385aS/NoNJo+ffoA2LdvH2stQmEnxtqzZw+A3r17q9Vq1lpM4ptvvgHg5eVVXFzMWosg2IOxnj596u3tDeDMmTOstbSAyZMnA1i1ahVrIYJgD8Zavnw5gAkTJrAW0jLS0tKkUqlUKk1NTWWtxfw0byy5nP7973ollZV07hyVlDSsmZBA167VK0lKovv326iwGW7fvi2VSiUSSUpKirCRBGDZsmUAJk6cyFqI+WneWJ99Rh071ivJziaAEhIa1hw+nEQi+uGH5yWvvUaRAl/7v/rqqwAiIiKEDSMMCoXCcBI/e/Ysay1mxswJUl9fRESgqsq8rRolNjb20qVLnp6eUVFRFgppVry8vD788EMA7733nkajYS3HnJjZWO+8g4oK7Nxp3lYbp6qq6v333wewdetWw/feFlm+fHlISEhmZubevXtZazEnJj1ModcjNfX5y8JCozWdnLBjBxYswJw5CAysKczMxOnTpgpyc4t79izOlJo//fTTgwcP+vXrt2TJElNbtz6kUmlMTMzkyZO3bNkyb948X19f1orMg0nGqqjAhAnPX+r1TVWeNQuHDmHFCnz3XU1JWhrWrTNV0OjRD3791dTaHh4e7777boOFNxQKxV//+teVK1cGBQWZGpUpkyZNCgwM7Nmzp6OjI2stZsMkY7m5oajo+cucHAQENFV//36EhuLs2ZqXQUFYs8ZUQd7eAeHhJtX+9ddf4+Pjjx8/HhERUfdx0A8//PDvf/97VlZWbGysqVEtwoMHD9auXbt9+/bg4OC65XFxcY8ePcrLyysvL/cyfV0lK6fZ4X2Lrgq3bav5feNG6tOHxo8X8Kqwdk7m559/Xrc8Pz/f3d0dwL8bpElYM23aNAB//OMf6xbqdLqhQ4cCiLKqCa9tpq3GKi2lGzdqclp1jVVRQT17klQqbLrB2JzM6OhoAP369auqqhIwfEu4fPkyGrtH/umnnwLw9/cvt7YJr22jTcb68UcaMoTWraPQULp1q56xiCg2lgBhjaXX60eNGgVg48aNdctr7/Lu3btXwPAmU11dHRISAmDHjh11y8vKygyj9ePHj7PSJhDNGys9neqfaqiigg4fpqIievKECguJiA4dor/8hU6fpqSkejWPH6e4ODOqbQRjczJPnz4NwNPTs6ioSFgFJhATE4PG7pEb0iUjRozQW+eE1zZgnnuFUVF04IBZWmoNf/jDHwDMmDGjQflrr70GYMWKFUxU1VKbXj937lzd8oyMDEdHR7FYHB8fz0qbcJjBWAkJFBZGKlXbW2oltXMyL126VLf89u3bDg4OzG8jGrshaJjvumjRIiaqhKatxrp8mcaOJbncLGJaj2FOZv/+/RvMyVy+fLmDg8uSJZdZCTM2heGHH35odCxvN7TJWIcPk5sbffABRUfT6dPmktQa1Gq1IR26f//+uuUKhWLwYBVAsbFshDU66Uqr1drQfNfW0SZjPXpEiYk1P5mZ5pLUSk6dOoXG5mTu2UMABQaS5eeWGpe0B0BgYKCtzHdtBfYw0a+W8ePHA1i9en3dQq2WQkMJoOhoi4rRaDSNdqK1811jWfWiFsGujHXr1q1x4z739dXduVOv/IcfCCA3N7LkeMbYozg2Ot+1pdiVsYho6VICaNKkhuVvvkkALVxoIRnGHh606fmuLcLejKVQkLc3AVQ/Z0SZmeToSGIxWSZnZOWpNQtgb8YiopgYAqh374aj9ffft9CyDjZxM0Bo7NBY1dUUEkIA1b8vR6Wl1LUrAfT99wJGt5Xbl0Jjh8YiosuXGx+tf/stffedsKGNTbj429/+Zm0TLgTFPo1FRNOmEUCLF1s0qLFl+2rH8tY2RUw47NZYGRk1o/XffrNcUGMLjS5cuBDAm2++aTkprLFbYxHRmjUE0MiRFlqE7cmTJ40ujXzjxg3DWP6+0A/vWhP2bKyysprR+ldfWSLc22+/DWDevHl1C/V6/ZgxYwCsX7/e2IF2iT0bi4gOHbLcQrcKhSIyMjI7O7tu4bFjxwxj+ZIXlySwa+zcWDodDRpEAH36KYPoKpXKMJY/cuQIg/BMsfPdv8Ri7NuHnBzMnMkgenR0dFZW1qBBgxYsWMAgPFPsanHbRhkxAiIRZs9GWtrzwgsXsHKlsHHlcvnOnTtFItHu3bvFYvv/OzfAznssA3fu4ORJZGUhLg6G/+IHD3DhgrBB165dq1Kp5s6dO8aU3V3tjvbyTRowAE+e4MgRC4W7du3ayZMnnZ2dP/roIwuFtDLai7FcXbFlC9avb2pFE3Oh1+sjIyOJaMOGDT169BA8nlXSLk6FBt55BwcPYt06fP55TYlO14K97IODv793L8KUmhUVFdnZ2f7+/mvXrm2VUnugHRlLLMb+/Rg5EosW1ZQQ4d49Uw93d392z+Ta7u7uPj4+7WsT6Pq0I2MBGDYMixdj1Sq8/TYASKW4c8fUY8XiyXq9SbXLyspef/315OTk2NjY6dOnt1KrrcM6kWYJtmyhUaNqflcoqHNnGjSIgoIEjGhYni8wMLCyslLAMFZMexm81+LlhehoJCcLG2XZsmWhoaEPHz7cvXu3sJGslXZnLAALF2LcOGFDSCSSXbt2Adi2bVteXp6wwawSERGx1mC3TJ8+/cyZMwsXLjxisQSa1cCNJSAPHz40PFd4/fr1YcOGsZZjUdrjqdBiBAYGRkZG1uZLWcsxDzExMYWmZJkZXzzYO3a2Zp/hDlVISIhWq226JjeW4BgGWHawyujRo0dFIpFYLD558mSzlbmxBEen0xkGWJs2bWKtpfWcP39eKpUC2LNnjyn1ubEsQVxcnEgkcnZ2fvToEWstrSE+Pr5Dhw4t+m5wY1mIuXPnApg9ezZrIS3mwYMHPj4+ABa35ClNbiwLkZ2dbfjS//zzz6y1tICcnJyePXsCmDZtWou2RufGshybN28GMHDgwGYvqayE0tLSgQMHAggPD2/plQc3luVQqVSGb/+hQ4dYa2kejUYzadIkAP369VMoFC09nBvLonz11VcAfHx8lEolay1NodPpZs2aBcDPz+/x48etaIEby9KMGzcOwJo1a1gLaYpVq1YBcHd3v3nzZuta4MayNMnJyRKJRCaT3bt3j7WWxtm6dSsAJyenX375pdWNcGMxYPHixYbrLNZCGsGQXpdIJKdOnWpLO9xYDCgoKDDsqPid0MvAtZCWptebgBuLDTt27AAQHBxsPQv81abXzbIlJzcWGzQaTd++fQHs2rWLtRYiovT0dEN6vcEGsK2GG4sZ586dg3UsopyTk2N4sLal6fUm4MZiyZQpUwAsW7aMoYa2pNebgBuLJXfu3DHsqNjqdFEb0Wg0EydObHV6vQm4sRhjSEWOHz/e8qF1Ot3MmTMNkxBbl15vAm4sxjx9+rRTp04AvvnmGwuHXrlypSG9fuvWLbM3zo3Fnn379gHo3r37/fv3NRqNZYJu2bIFgLOzc1vS603AH/9ij06n6927t0ajyc/PB+Dp6enr6+vn51f338DAQF9f365du5plccCjR48uWLBALBafOHFixowZbW/wRbix2KPRaLp3715YWNi5c2elUqnVao3VdHJyCggI8PX17datm6+vb0BAgJ+fn7+/v7+/v5+fn0wmMyXc+fPn33rrLa1Wu3fv3hUrVpjvc9Sjfa02Y50cO3assLBw8ODBN27cAKBUKnNzc/Py8h4+fGj4pe6/GRkZGRkZjbZjSleXkJAwZ84crVa7efNm4VwF3mNZAwMGDEhJSTl69Oj8+fObrllRUSGXy/Py8rKzs3Nzc3NycrKzs/Py8uRyeUFBQdNdnb+/v4+PT2pqanl5+bvvvnvgwAFzf456cGMx5uLFi1OmTPHz83v06JGJ5zJj1HZ1L3Z4+fn5hv/o7t27e3h4JCUlSSQSM32CxuGnQsbExMQAiIiIaKOrAHh6enp6evbv3//Ft1QqlVwuj42N3bBhQ69evYR2FXiPxZbbt2+HhoY6OztnZWUZtrYXFIVC0blzZxcXl5KSEsP0GOHgPRZLYmJiiGjRokUNXFVSUjJmzJgXL/0Mw/BWh/P29g4MDMzMzLx7925oaGib5TcFNxYzCgsLjx8/LhaLX7w6k8vlaWlpaXX30vgvMpnM29u70Uu/gIAAw/zBJhg2bFhmZmZ8fDw3lt2yf/9+tVo9ffp0w8SsuvTp0yc5Odlw6ZebmyuXy/Pz87OysvLy8hQKRV5enrFVAj09Pf38/GpzXQMHDmyQ/xw2bNiXX36ZkJBgmB4tHHyMxQaNRtOjR4+CgoIrV66MHTu2RQcavPXipV9WVlZ5eXndym+99da3335bt+T69esjR44cMGDAzZs3zfNJjMCNxYbDhw8vWbIkLCwsMTHRjM0WFhbWzXK99NJLhjUjalGr1e7u7jqdrqSkxNXV1YyhGyLEDUhO0+j1+pdffhmMVmMLCwsDcOXKFUGj8KUiGfDs2aWDByUffPCq4WljCxMeHg4gISFB0CjcWAwoKPg/B4fkFSsmOjg4WD760KFDwY1lf1RWppWVfS8Wd+jUSdjrMmPwHss+KSj4GKBOnd6RSr2YCAgODvbw8Hjy5ImgOxtwY1kUrbZQqfwSEPv4CLxzsHFEIpFh/H7jRqpwUbixLEph4Sd6vdrDY7qjY2+GMiZPPuDpqfjPf14VLgTPvFsOvV5dXHwIQJcu77FVEhwcpFRC0FEW77Esh0LxeXV1gYvLEFfX0WyVhIcDQEIC9HqhQnBjWQwqLNwNoEuXNayVoGtXdOuG0lKkpwsVghvLQpSWfqdW35XJAjw9/4e1FqBOpyUQ3FgWoqAgBoCPzyqRiEFS9EWGDgW4sWydysrUZ89+lEjcWCVFX4T3WPZAaekFgLy9F0kkHqy11DBkCKRS3LyJykpB2ufTZixEZeUtqbSTg4M/ayHPefllpKbi+nUMH27+xnmPJRTV1blyeWR6+ivp6a9kZ6+RSLytylUQ+GzIjSUIer3q/v1xKlWit/c7nTot1usrAKNPk7LCsJmwQMbimXdBqKhI0Ggy+vb92dBLeXk184gzEwzGio8XpHHeYwmECEB5eRxrGU0REoIOHZCZCYXC/I1zYwmCq+tod/fXHz6c8+DBq0+ffqnXq1kragSJBMOHIywMpuwd3lL4VaFQEOnKyi4+fXqspOSMg0PXvn1/sarBOxFKSuDsDCen54VKJVxdYZZprbzHEgqRSOLuPrVXr3/1739Hr68sKNjNWlE9nj6FlxfGjoVOV1Oi08HLCz/9ZJ72ubEERybr4ezcX6stYi2kEdLScOiQIC1zYwlCZWVqcfGhqqpsvb6ypOT0s2dX3dzG6nTKhw9nV1fnWFJJ0yOdVauwcSPy880flxtLELTap8XF/0xLC0xOdnn8eFHXru97e7+dnb1WqTx5795ItfquBTRkZmL2bHz0UVN15szByy9jjRATeQR9arGdo9drtdqntS+1WuW9e2MSE5Gc7Pns2VXh4paV0fr15OhIAHXtSmp1I3WKiwmgmzcpKYmkUrp0ibRaAujiRfNo4D2WgIhEEonEs/alROLx0kuXPT1n6XTK9PRJSuU3Zo9IhC++wEsvYft2VFVh1iwkJMDRsalDBg3CsmWIiEBVlTmVcGNZFJHIsVevLzt3XkqkefTof4uKDpqx8d9+w6hRWLAA+fkYOhTXruHECXTr1rCaTtcwcbV1K0pLsW+fGbXwUyEj8vKiExORmIjs7PVtb00u18+dSyIRARQQQMeOkV7feM2ffqIBA2jUKCoqqjkVGjh2jDw8zHkq5MZiRnHxP2/ckCYm4vHjRXp9KzdzU6lU0dHRgwf/USwmZ2dav57Kyhqv+fAhzZhBAAHUqxelpdUzFhFNmMCNZS8olWeSkpwTE5GRMV2nU7X08K+//tqwzyCAyMj7xvZZqqigqChyciKAXFwoKooqK6msjGbNorqH3LlDs2aRubbV4cZiTHn5f27e7JSYiLt3h1dXF5t4VFJSUu1ybYMGDTK2JpFeTydOUPfuBJBIRLNm0ZMn5pPeJNxY7FGp0lJSAhITkZQ0LCcnu+nKxcXFK1euNKyn7e3tvWvXLq1W22jN336jkSNrzn1DhtCvvwog3TjcWFZBVVVOSsrgyZOH+Pn5paSkGKlTtXPnTsPytTKZbM2aNSUlJY3WzMmhJUtILCaA/Pzo4EHS6YRU3xjcWNaCUqkYNWqUoR+Ki4t7sYJarQ4KCgIwadKktLS0RhuprKzato06dCCAnJxo40Z69kxg3UbgxrIi1Gq1YctTJyenU6dOvVjh4sWLFy5cMHb42bNnAwMDBw8uBmjaNMrMFFJrc3BjWRdarXbp0qUAJBLJwYMHTTzq5s2br7zyimEsP3Xquh9/FFSjSXBjWSPR0dEARCJRVFRU0zUVCkXtWN7Ly6uJsbyF4cayUo4cOWLY7mb58uW6xsbeVVVVBw8eNOwnLZVKlyxZUlRUZHmdxuDGsl5iY2OdnZ0BTJ8+XaWqlz69fPlySEiI4dw3adKk1NRUViKNwY1l1Vy/ft3QJ40bN06pVBJRenp67SLeffr0OXHiBGuNjcONZe3cvn27W7duAIKDg//0pz85OjoCcHV1jYqKUjc608o64E/p2AByuXzKlCl3794FIBKJ5s2bt2PHji5durDW1RTcWLbB/fv3g4ODXVxcrl27NnDgQNZymodP9LMNVCoVgKCgIJtwFbixbIWcnBwA/v5W9Mhr03Bj2QbcWBxB4MbiCILBWH5+fqyFmAo3lm3AeyyOIHBjcQTB5ozFE6Q2QGVlpYuLi0wmU6vVIpGItRyT4D2WDVA7crcVV4EbyybIzc2FTZ0HwY1lE9jcAAvcWDYBNxZHEGwuOwpuLJuA91gcQeDG4giCLRqLJ0itHSJydnbWaDQqlcrw0I5NwHssa6eoqEij0Xh5edmQq8CNZf3Y4nkQ3FjWDzcWRxBs8X4OuLGsH95jcQTBFtPu4MayfniPxREEbiyOINiosXjm3apRq9UuLi5SqVStVovFttQL2JLWdkhOTg4R+fn52ZarwI1l5djoeRDcWFYONxZHEGw07Q5uLCuHiDp37mxz2VHwq0KOQPAeiyMI3FgcQeDG4ggCNxZHELixOILAjcURBG4sjiBwY3EE4f8BRXEkautsZ+0AAAEDelRYdHJka2l0UEtMIHJka2l0IDIwMjIuMDMuMgAAeJx7v2/tPQYg4GWAAEYg5gNifiBuYGRjSACJMbM5aABpZhZ2CA3no8sLQGgmuLxDBlg9I5yBbgI7A1iCkQkmwQ10AiNTBhMTcwIzCwMzawYTK1sCK7sCO0cGEwdnAidXBhMXdwI3jwI3bwYTG2MCL3uCCBMrIxMzKxsbBycXNy+7+CaoP8CAb1vLG3vXG+cOgDhx3gwOhdLzwexL+cFAdjuYvbzS3sEjwADMdttW7yD86eJ+iPYD9q7uamDx2gvJ9i6/ag9AxB3sF7kug6thgAOwOJTvsB/BPrAfSc0BJPZ+mDliAGuuOfyipk6tAAABVnpUWHRNT0wgcmRraXQgMjAyMi4wMy4yAAB4nI1TS26EMAzdcwpfgChOnN9ygFFVVQNSh/YO3c/9VTuIJoh0NAmOEvPsR55NBzI+p4+fB/wNM3UdgH7ypJTg22qtuxvIBobr2/sM43oZds+4fM3rHZAAHcfwPGIv63LbPQgjoIoUotbQe0XeJt5ppfMooYaBhr3kBUgqBYNNoIUZrLLahg1ozD9AyhlTwkxtVHDUpnYMtAx0ToCoPGnTBPp8Gbd5OaNLsU0d4M7eGJMQ9pzbR2oCI2fU/GVbRlRGIlrAVFOX1ycc6jrjk4SIrGP/ElJK079ELrXh654AZyQd2J/d/DpPh47aemxY5qn0mExTOonYbOkXEitdgWyu1J54+lJhPkAodUQ+xlItYkulJsSGtfYkC2IlMsmCphIT82Ir0Sh7qBKHmLrEyEeyM9aS1ALIef9Bed/9AsoYvIDu6fNrAAAAm3pUWHRTTUlMRVMgcmRraXQgMjAyMi4wMy4yAAB4nFWNPQ7DMAhGr9LRlgABxj/IY/Zegj1L1xy+dpslC/DxHuIIOSMdORKGRqz5nU/NH3ldSWhYH4CNrBWHqcRsDdDIuwrMQoVL31l1ZyV3Wb5Sr+abu9cKKNSMFaZQ3bD6WDIvaSN1/xO+d/cKH+EWsPzq45ZpjNVxfWvDIF9fDdEsGr6x1GsAAAAASUVORK5CYII=\" alt=\"Mol\"/></td>\n </tr>\n <tr>\n <th>3</th>\n <td>CHEMBL658107</td>\n <td>Cyclin-dependent kinase 2</td>\n <td>=</td>\n <td>1200.0</td>\n <td>nM</td>\n <td>1</td>\n <td>Ki</td>\n <td>5.92</td>\n <td>Cc1nc(C)c(s1)c2ccnc(Nc3ccccc3F)n2</td>\n <td>CHEMBL297447</td>\n <td></td>\n <td style=\"text-align: center;\"><img data-content=\"rdkit/molecule\" src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n </tr>\n <tr>\n <th>4</th>\n <td>CHEMBL658107</td>\n <td>Cyclin-dependent kinase 2</td>\n <td>=</td>\n <td>110.0</td>\n <td>nM</td>\n <td>1</td>\n <td>Ki</td>\n <td>6.96</td>\n <td>CNc1nc(C)c(s1)c2ccnc(Nc3cccc(O)c3)n2</td>\n <td>CHEMBL44119</td>\n <td></td>\n <td style=\"text-align: center;\"><img data-content=\"rdkit/molecule\" src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"id": "49a9c53a",
"cell_type": "markdown",
"source": "Use standard Pandas operations to get only rows which contain a non-empty pchembl_value and then convert those to numbers"
},
{
"metadata": {
"trusted": true
},
"id": "f95f81e7",
"cell_type": "code",
"source": "no_qualis = df[df['pchembl_value'] != ''].copy()",
"execution_count": 3,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"id": "d31d3a97",
"cell_type": "code",
"source": "no_qualis['pchembl_value'] = no_qualis['pchembl_value'].apply(float)",
"execution_count": 4,
"outputs": []
},
{
"metadata": {},
"id": "4c730c27",
"cell_type": "markdown",
"source": "Get only the rows where Ki < 10 nM (i.e. pchembl_value > 8)"
},
{
"metadata": {
"trusted": true
},
"id": "346fa863",
"cell_type": "code",
"source": "actives = no_qualis[no_qualis['pchembl_value']>8]\nlen(actives)",
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 5,
"data": {
"text/plain": "28"
},
"metadata": {}
}
]
},
{
"metadata": {},
"id": "5b8ca9bf",
"cell_type": "markdown",
"source": "Look at those active molecules"
},
{
"metadata": {
"scrolled": false,
"trusted": true
},
"id": "f6fb541c",
"cell_type": "code",
"source": "PandasTools.FrameToGridImage(actives,legendsCol='pchembl_value')",
"execution_count": 6,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 6,
"data": {
"image/png": "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\n",
"text/plain": "<IPython.core.display.Image object>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"id": "e4b63fa1",
"cell_type": "markdown",
"source": "Write those out to a new SDF:"
},
{
"metadata": {
"trusted": true
},
"id": "5ff76512",
"cell_type": "code",
"source": "PandasTools.WriteSDF(actives,'c:/users/glandrum/cdk2_actives.sdf')",
"execution_count": 7,
"outputs": []
},
{
"metadata": {},
"id": "dceefc91",
"cell_type": "markdown",
"source": "# Pandas chemistry search\n\nDo a substructure search to get only the molecules with a thiazole group"
},
{
"metadata": {
"trusted": true
},
"id": "adbd67f7",
"cell_type": "code",
"source": "qry = Chem.MolFromSmarts('c1scnc1')\nwith_thiazole = no_qualis[no_qualis['ROMol'] >= qry]\nprint(len(with_thiazole))\nPandasTools.FrameToGridImage(with_thiazole.head(12),\n legendsCol='compound_chembl_id')",
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"text": "65\n",
"name": "stdout"
},
{
"output_type": "execute_result",
"execution_count": 8,
"data": {
"image/png": 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\n",
"text/plain": "<IPython.core.display.Image object>"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"id": "1b16eee0",
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python 3 (ipykernel)",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.9.12",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"toc": {
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"base_numbering": 1,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
},
"gist": {
"id": "",
"data": {
"description": "simple pandas.ipynb",
"public": true
}
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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