Skip to content

Instantly share code, notes, and snippets.

@yamasakih
Last active August 3, 2021 14:33
Show Gist options
  • Save yamasakih/db5c41b191593ce497261be1b7b85db2 to your computer and use it in GitHub Desktop.
Save yamasakih/db5c41b191593ce497261be1b7b85db2 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2018.09.1\n",
"sys.version_info(major=3, minor=6, micro=5, releaselevel='final', serial=0)\n"
]
}
],
"source": [
"import sys\n",
"\n",
"from IPython.display import SVG\n",
"\n",
"from rdkit import rdBase\n",
"from rdkit import Chem\n",
"from rdkit.Chem import AllChem, DataStructs\n",
"from rdkit.Chem.Draw import DrawMorganBit, DrawMorganBits, \\\n",
" DrawMorganEnv, IPythonConsole\n",
"\n",
"\n",
"print(rdBase.rdkitVersion)\n",
"print(sys.version_info)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def mol_with_atom_index(mol):\n",
" atoms = mol.GetNumAtoms()\n",
" for idx in range( atoms ):\n",
" mol.GetAtomWithIdx(idx).SetProp(\n",
" 'molAtomMapNumber', str(mol.GetAtomWithIdx(idx).GetIdx()))\n",
" return mol"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Make Aspirin Mol object From SMILES"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<rdkit.Chem.rdchem.Mol at 0x10b40eb70>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"aspirin = 'CC(=O)Oc1ccccc1C(=O)O'\n",
"mol = Chem.MolFromSmiles(aspirin)\n",
"mol"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Draw Aspirin with atom index"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<rdkit.Chem.rdchem.Mol at 0x10b40eb70>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mol_with_atom_index(mol)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Get ECFP2 and FCFP2 bit information"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"ECFP2_bit_info = {}\n",
"_ = AllChem.GetMorganFingerprint(mol, radius=1, bitInfo=ECFP2_bit_info, useFeatures=False)\n",
"FCFP2_bit_info = {}\n",
"_ = AllChem.GetMorganFingerprint(mol, radius=1, bitInfo=FCFP2_bit_info, useFeatures=True)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{98513984: ((6, 1), (7, 1)),\n",
" 864662311: ((12, 0),),\n",
" 864674487: ((3, 0),),\n",
" 864942730: ((2, 0), (11, 0)),\n",
" 951226070: ((5, 1), (8, 1)),\n",
" 1135286194: ((4, 1),),\n",
" 1510328189: ((2, 1), (11, 1)),\n",
" 1533864325: ((12, 1),),\n",
" 2077658817: ((3, 1),),\n",
" 2246699815: ((1, 0), (10, 0)),\n",
" 2246728737: ((0, 0),),\n",
" 2309124039: ((9, 1),),\n",
" 2664995851: ((1, 1),),\n",
" 2784506312: ((10, 1),),\n",
" 3217380708: ((4, 0), (9, 0)),\n",
" 3218693969: ((5, 0), (6, 0), (7, 0), (8, 0)),\n",
" 3545365497: ((0, 1),)}"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ECFP2_bit_info"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{0: ((0, 0), (1, 0)),\n",
" 1: ((12, 0),),\n",
" 2: ((2, 0), (3, 0), (11, 0)),\n",
" 4: ((4, 0), (5, 0), (6, 0), (7, 0), (8, 0), (9, 0)),\n",
" 32: ((10, 0),),\n",
" 605972801: ((10, 1),),\n",
" 614173298: ((1, 1),),\n",
" 728497630: ((9, 1),),\n",
" 728943675: ((4, 1),),\n",
" 3205495832: ((11, 1),),\n",
" 3205495869: ((0, 1),),\n",
" 3205496734: ((12, 1),),\n",
" 3205496824: ((2, 1),),\n",
" 3764344801: ((5, 1), (6, 1), (7, 1), (8, 1)),\n",
" 3768571846: ((3, 1),)}"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"FCFP2_bit_info"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"ECFP2_tuples = [(mol, bit, ECFP2_bit_info) for bit in list(ECFP2_bit_info.keys())]\n",
"FCFP2_tuples = [(mol, bit, FCFP2_bit_info) for bit in list(FCFP2_bit_info.keys())]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Draw ECFP2"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=750x600 at 0x10B430518>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBits(ECFP2_tuples, molsPerRow=5, legends=list(map(str, list(ECFP2_bit_info.keys()))))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Draw FCFP2"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=750x450 at 0x10B5A02B0>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBits(FCFP2_tuples, molsPerRow=5, legends=list(map(str, list(FCFP2_bit_info.keys()))))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Change drawn example by using which_example argument"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x10B5A0048>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 4, FCFP2_bit_info, whichExample=0, legend='Bit ID=4, whichExample=0')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAJYAAACWCAIAAACzY+a1AAAW5klEQVR4nO2de1QTZ97HfzNJJiEJhISEm9xBMUbEReha7yKy9VR6O3u6vR6pW7Zbu1W7PWdf3/f17HqqXe1RxJ6+W7tHW6sVqW219dLtWbW7uArUC1UEqhYvQVA0kISE3Gcy8/4xNh2TGMIQcELy+St58szMk/nO88zv9/yeC0JRFEQJZ9AHXYAowyUq4eCcOXOmu7v7fr9SFKXVak+cONHa2koQxGgWjAaJNqQB0Ol0V69evX37tkqlcjqd8+bN4/F4zAw4jn/wwQdut1upVF67di05Ofl3v/vdKBeSP8rXCy+kUimKou3t7bGxsaWlpb4Zjh49KhKJKisrBQJBX1/f1q1bOzs7MzMzR7OQ0YY0EGKxGADUarVIJFIoFDweT6vV7tq1y2AwAIDb7T579uycOXMEAgEAKJXKpUuXxsfHj3Iho7VwEJKSkgoLC81mM60TQRAmk8ntdgOAwWCgKEqlUv373//u6+tTKBS//OUvpVLpKJcw+i5kz+XLlz/77DO5XC6RSBQKRVtbm0AgePXVV2NjY0ezGNGGlD0Wi4Ukyby8vJdeeunxxx9fuXIljuONjY2jXIyohOyh28yCggL6q0QiycjI0Ov1o1yMqITsSUhIAADatKExGAyj3IpCVMLA+BoKPT09hw8fNpvNAKBUKvPy8hobG7u6ulwu18mTJ/v7+3/xi1+MciGjFul9MZvNLpcrISEBQRBPosFgaG5uLi4ujouLA4CKiop9+/Z99NFHKIqiKFpRUZGWljbK5YxapH6gKMpkMtntdgAQiURyuTxwfqPRaLfbVSoV7XiMMlEJvaEoymAwuFwuT4pEIqHrHDeJNqT3QJKkwWDAcdyTgqJoTEzMAyzSoEQl/Bm3220wGJjRBj6fT/erPcBSDUpUwrvgOG4wGEiS9KQIBAKFQoGiXDfaoxICADidTqPRyDQLRCJRfHw80xblLFEJwW639/f3M1NiYmJGP+DAmkiX0Gq10n66B6lUOvo9LMMhoiUcGBiwWCzMlLi4OIlE8qDKw47IldBkMtlsNs9XBEFkMhnH/Qe/RKKEFEUZjUan0+lJQRBELpcLhcIHWCrWRJyEJEkajUZm5wuKogqF4oH0jYWEyJLQ13nn8XgKhYLPD+P7EMZFHyoEQRgMBnrYC024OO+BiRQJXS4XPVrJkyIUCuVyeVg474GJCAkdDkd/fz9Tv/By3gMz9iX0dd45HjwaKmNcQl/nPTY2dvSHeo4oY1nCUDnvFEVx+ZUZ3sbY/aAj7176yeVyFvoRBNHb28s8FdcYg7UwhM67J4hoMpl4PB43u2/G2tiZEDrvXnYsgiBKpZKDnQCcK9Bw8HXeWY+c8BtE5KB+MJYk9B05gWGYQqFgZ4kIBAIURT1n43IQcYw0pL7O+/BHTuA4rtfrKYqSyWT0RENuMhYktNlsJpOJmRIq593hcACASCQa/qlGjrCX0GKxDAwMMFPYNXocd/4CEN5+oclk8tJPJpOx0I8kSb1eb7VaQ1e00SNczRmKovr7++mGjoZ15N3jh+A4zuPxON5s+hKWDalf510ul2MYNtRTedmxCIIkJCSEVwQ//Gqh77QH1s677whgoVDITecvAA+muE4naTa7XS4SAFAUEYvR2Fh+MMHzEDrv9LEI8nM7FKZBxNFrSEmSunHDqdU6bt1yWSxur195PESlEqSlCXNzRTKZ/wfLr/Mul8uHM3LC4/xx2XkPzGhIiONUW5u1rc1qt5OD5wZISxMWFUmTk+95sY3ctAen0+l2u7nsvAdmxCW8ft3R0GC22byr3aDk5sbMmBEXE4OCvx5LsVgsk8lCVciwZgQlJEmqocF88SL7SJtYjJaVyWNj8ZBMe6BHAGMYNsai9iMlIUFQ//yn8eZNJ4LAcK6g0UBOzj0p7HosmX4Ix/s8h8qIWKQkeVc/APb6IQgUFUFqKjMFiY+PZ+F6ewURuRy/ZcGISNjQYKb1Yw2fD8XFoFL9nIIgqEIRAucdAAQCQXg574EJfR/p9euOixdtw7ETRSKYMeMe/RwO+P57lM9nc99RFGVarUKhMCEhIdxHcDMJ8T/BcaqhwQzDaD8lEpg5E5jGpsUCJ09Cdzdx4QKbbmi674bWLCYmhnUQmLOEWMK2NisL/4EJRQGzp8VohIYGsNsBAM6ft7pcbB4NPp8vl8ulUmk4dr4MSiglJEmqrW248RqbDU6fBtryuHMHmprA05vtcpGXLrF0UTAMC9POl0EJpYQ3bjiD7H8JTH8/NDdDZyecPQvue6v05cuDS+gbRBzbhNIi1WodgTOQJIGiQV1RpwOdzk+60UiYTMT9OlGZ03dRFA27WfPsCKWEt265/KbjuPPAgXfa2+tv374iEkmysqY+9dT/pqdP9s1pNPZ0drYwUzSa+QLBPQ7crVsuvxJ6BaHMZnM4xm9ZEDIJnU7SN/4AAFarsabmab2++5FHXk9P13R3tzc3f71+/aNvvrkvN7fYK/PZswf273+bx/vZeVi3rjE+PpmZR6/HwQe/I4DDLvLHjpD9yYEB/4bo4cObdTrtn//8rVKZAQCTJs0tLX15zZp5dXX/vXr1Ua/MOt31efMqf/ObtUO9kJefEBZrp4WKkJkzDocfQ8bptB4/vmv+/Jdo/Wj4fOy3v/2/kpInSJL48cfGmpqndTot/ZNOdz0pKZfFhehZE7Tzh2GYUqmMEP0ghLXQry+v0113u/Hc3BKv9OzsouzsIgBwuRwGw023++5LtLdX29d348MPXxsY0GdlFZaXLxOLvSNK9+s0oF14m80WFxc3xpz3wISsFvL5fu6a0dgDAArFuPsdNXly6dq1DSkpEwCAIFwGw63m5kNKZUZiYvbx47vWrVtos5m8DvF7IRqBQCCTySJKPwhhLRSL/TwNcnkqANjtQXlpFEUuWbJZo5kfF6cCgNmzX1i3buG3326vqHhz0AtFMiG7HbGxfB7P+/FPSspBEOTmzR+80hsaPl2+fLzFYmAmCgSihx9+mtYPANLTNamp+bdvd3gdGx8fEXZm8IRMQhQFlco7koBhMRMnzvr2220E8bMnQFHk8eM7U1LGS6UKZua2tm+3bfu9p+XEcYde361QeC84n5Q05HjT2CaUjVJamp8g6gsvbDSZdNXVT129esbhGOju/uHvf6/q6mp/5pl1ANDZeaG29r+MxlsAEB+f0tx8uK7uf9xuXK/v+vTT1TjunDnzGebZ+HwkJSUq4T2EcuCFyUTs3dvrm3716pna2lU3b16kv6akjF+ypIa2SM+ePbht2+/feutIfv7k/n5obNx75MjW3l6t203ExMS++OKmoqJHmafKzY1ZsCA+VAUeG4R47Mw//mHo7vYfrzcab+n13SpVpkyWRKcIhTBlCsjlIBSC1Qr/+tfdnDrddZJ0JyZm+XaoVlQkRGuhFyE2DYqKpPeTUC5PpQ1UDwQBiYlAx88lEsCwu3GlxMRsv2dIScGi+vkSYgM9ORnLzQ12YRC3G5jL+gQOx6IoPPzw2FmyKYSE3seaOTMueNfNaPz5c+BtdaZOlSqVY2fMUggJvYQiEVpWJvf1Ef3ClDDA4Oy0NOG0aWMz5j58RqSnIzkZKy2ND2aQGHOU/f1qYWKiYOFCeYT1mg2Bkeqsys4WlZcrBIJBbrzFAp6JghgGvmH2tDTho48m+J7H7XY7HI6BgYFwnOIaWkawvzEjQ/jEE0qFItALjKKAuVYF06JBUSgqki5a5Oc5sFgsDocDRVGpVBppndq+jPjMJpKkWlut585Z6QmhvqjVkJd39/P169DWBgCQkoI9/HBc1H4JhlGaIupyUZcu2S5fthmNhNdPyclQ8lM80WiEnp6YSZPEUf8veEZ7uQSTiejpcfX14QMDboeDpCgQi5HCwrshXwRBkpKSom3jkODEihc6nc4zfV6pVI6lOSujACfCp0zNmEtZBANJksxZSxEIJ8KnGIZ5FgFyuVzBzN90uVw2mw3HcYIgxthy6UOFExKyqIUkSdI7Xgd/yFiFcw0pQRDBNIzDaXvHGJyQEEGQoUrC4/E8I0UpiopkFTkhIbCqVdGKSMNFCZnr4wVzSOQM3PYLJ8wZAGCugxBklYqJiaEXPhhLE+dZwBUJmSvakSTpdrsHrVvM12Ekw6Hnl0VbGgU4JSGLtjQKcErCqIXJjrEgIe0XcnlnrBGFK+YM/GSe0CELWpVgQhZ6vR7HcdoOEgqFEWjgcKgWAtuK6ImXRWbzy10Jh+rgB3/IGINbErIwSqN2LLckjIYsWMAtCREEYS4WE2TIAkVRFEWFQqFUKuXCOJJRhkMWKQ2GYZ4VgHAcD2btXpVKFcndpJz75ywaxkjWDzguYWRamEOFixJ6xpHSIYsHWx7uwzkJIWpkDhGuSxh8W0oQhN1uN5lMnpFtEQLnLFIAwDDMs6FnkLWQuZ0vSZIxMcFOFh8DcL0WshgKFWlGEBclZDHAMJKNIC5KCNExiUNhbEoYUW0pF80ZYKUHhmF0lBjDsIia3sZRCZkhJIIgKIoadN6oSCSKhPXwfeFoQ8oiZBGxcFRCuLciRtS7bahwV8KItTCHSnhIGK2FAeCoOQM/eetDmmUBAA6HA8dxl8tFEERiYmIkLJ7BXQkBQCAQeOofjuPBSDgwMMAM+rPYODbs4G5DCtExicHBaQmjYxKDgdMSRntKg4HTEtIDDOnP7EIWkbCqEKfNGbh3VaEgJ8pIpVIURTEMi+5fyAkEAgFTwmAOkUqlI1kizsHphhQi0sIcKlyX0Ddk8QALw024LmE0ZDEoXJcQom3pYISBhBHorQ+JMJAwAr31IREeEnq8dbfbHVEDDIMhDCSEaEUMSFTCsCf8JIwapV6Eh4RRozQAXO8jpaFDFiRJ0guQBjOsNHLwroVdXV0IgigUioSEBIlEolarDx06BABNTU0TJ06kKOq9997zrQdTpkzZs2ePw+FAEEQsFkulUqlUOm3atE8//TSYQnR2dj700EOe7my/JCQkJCcnK5VKmUzm0a+pqamgoMArJ11U3zP4zQwAQqEQuZfDhw8HU2wWfP/99+PHj2d37CuvvNLS0uLnB+pebty4AQBOp5OiKLfbvXbtWoVCgeO4w+Ho6uqih6XQW84xKSgoqK2tpedmXrlyhaIol8t17NixlJSUPXv2UAFxu90LFy4EAKvV6vXT6dOnu7q6Ahzb2Nio0Wjq6+v7+vo8iXRR/WaePHmybzqGYe3t7YELGSqam5vz8vKGetTBgwerqqoAoL6+3vfXQO9CFEVnzpxJf+7o6PjTn/705JNPAsDs2bMHXXZQIBAsWLBg1apVGzZsCJxz48aNc+fOBQBm26jT6Zqamrq7u7VabXl5+TfffAMA+/fvnzVrFh3FXbFixbFjxwDAYrGsWbNmypQpxcXFbW1tnqICwNdffz1x4sT09PTly5fTjxdFUWvWrMnKyvJkpvFtljdu3FhZWUl/fvHFF3fu3AkA33zzzbx58zIyMl544YW+vj4AuHDhwrPPPrt+/fq8vLxf//rXLS0tc+fOzczMrK6uBoCTJ0+uXLnyzTffTE9PLy0t1Wq1zEtcuHBh7ty56enplZWVZrM5wC1qbW2VSCSxsffZR9VLUroWbtu2bceOHdXV1RqN5u2336YoqrGxMT8//9q1awDQ0tJCkiTzKN9aSHPmzBmBQEBHGPxy7ty5OXPmWCwWALDZbJ50q9X63XffrV27dsuWLUuWLHnjjTcoiqqqquLz+a2trRRFqVSqnp6ezz//HEGQhx566NChQ88+++xjjz3mKapWq5VIJAcPHvzhhx+mT5++YcOGxsZGBEH+8Ic/0PedzkxRFIZhmzZtqvuJL7/8kqKo3t7ehISE/fv319XVZWdnW61WkiQ1Gs2hQ4fu3Lnz/PPPr169mr4Wj8dbsWLFqVOnNBpNXFzcvn37Dh8+jCCI2Ww+cOAAiqJvvfWWVqt95ZVXnn/+eU8tNJlMSqWyurr6+vXrVVVVjz/++KB1MTMz028t9G/OHD16FEVRu91uNpvPnz/vGb6QkZEBADk5OUFaEwqFgiRJgiA++ugjr+r42GOPrV+/funSpbW1tb6jC+k9f9RqdV9f38KFC//2t78BwPHjx0tKSo4cOcLj8ZKSkuLi4v7zn/9IpdJFixZNmDBh2bJlS5cu9Zxh9+7dZWVlFRUVAPDee+/RNSAuLu7dd99FUdQr8+eff+7ZZUgulz/xxBNKpXLTpk1vvPEGjuM7duwQi8U2m23r1q2zZ892uVx5eXnfffcdnT82Nnbz5s0oipaWlnZ2dj711FMAkJqa2tHRAQDJycmrV69GEKS6ujo7O3vlypX0UZ999llOTs4f//hHAPjrX/+amppqtVr37Nnje5dqamoC32T/En7yySe0HW+z2aZOnXrixAl2AzK7urry8/OFQmFVVRXdmjNZtWpVQUGB3W4/d+4cAJw7d66goMDTXCQlJRUWFprNZoIgXn311Tt37lAUpVarT506JZVKy8rKvvrqq+zs7HHjxtHPk0QiYS6UoNVq1Wo1/bm4uLi4uLipqSk1NZUejOOVeceOHZ7MHiorK//yl79kZWWVl5cDQExMzNmzZ6uqqkwmU2pqqkqlorOlpKTQ5xQKhRqNhk7k8/m00ZeXl+cpHoqinrb0ypUrra2tiYmJ9FeSJPV6vd+7NCiDOBVisTgrK6ulpaXEs03kUPjiiy+KiooA4NSpU/X19cyfJk2a5HQ6W1tbX375ZYqiAGDZsmUffPDB9OnT6QxZWVkAQM83mzZt2vvvvz9//vx169bNmDEDw7CioiKTyVRSUvLhhx/6vbRarb5w4QL9uaOj4/bt23w+f0gLzu7duxdBkNbW1oaGhpkzZ544ceKdd95paGjIzc3dtWtXXV0dnS3wOQcGBugPOp3uzp07SqWS/iqTycrLy7/66iv6661bt1JSUvzeJbohCYB/Ca1WK0EQFotlx44dJ06ceP/993t7ewEAQRAURW02W4DxKXa73WazWa3WnTt37t69m25wDAbDxYsXmdlkMpmniXC73Xw+v6mpiV6poq6ubsGCBZ4nFADKysq2bNmyefNmlUolEAiOHDkyfvz45557jn43+2Xx4sU1NTWdnZ1paWkrVqxYunTpuHHj7pe5v7/fYDB4vkokEpvNtmLFiu3bt1+6dKmqqur8+fOXLl0qLCzMzc0lCGLv3r1UcOMH2tvb29vbNRrNJ598olarPTu8zZ8/f8OGDTdu3MjIyNizZ8+aNWt+/PFHv3dp0Ev4l1ChUACAQCDIz8//+OOP8/LyaAlRFP3Vr341derUjo4Oie/21wAAQPteEolk3rx5X3zxRX5+PgAsWrRo0aJFwfxnAHjuuefq6+u9JFy9evWsWbMAYM6cOSdPnhSLxceOHevo6KDXKqmvr/dabmbChAmLFy+eOHFiSkrKlClTnnzyydOnT9/vijNmzGB+3b59e2NjY0lJyeLFix955JFdu3atX79++fLl1dXV06ZNs1qtlZWVNTU1Bw4cYBbSL1lZWU8//TS9/3dtba0nffr06a+//vr48eNzc3OtVuvu3buHepc8sNlFtL+/P56593Wo2bhx4zPPPJOenn6/DNeuXaMfKQAgSfLIkSNFRUUZGRmFhYVeOQ0GA4/HC+ZZDpKrV69mZmby+Xyz2YxhWOB5xQcPHtyyZcuxY8e0Wm12dravDdjX13fz5k21Wj2cuR9sOthGVD8AEIvFfvXr6elpbm6eM2dOTk5OTk4OnUhLmJ+fP2HCBN9D6OYkhOTm5tIfgt/0EkVRT2m9UCqVnrcja7jYzf3aa6/5TTcYDM3NzWG0mUF+fv6SJUtG+iqc2I45ynD4fzFsNX8N05zNAAAAAElFTkSuQmCC\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x10B5A0128>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 4, FCFP2_bit_info, whichExample=1, legend='Bit ID=4, whichExample=1')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x10B5A0320>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 4, FCFP2_bit_info, whichExample=2, legend='Bit ID=4, whichExample=2')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x10B5A01D0>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 4, FCFP2_bit_info, whichExample=1, legend='Bit ID=4, whichExample=3')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x10B5A0470>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 4, FCFP2_bit_info, whichExample=1, legend='Bit ID=4, whichExample=4')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x10B5A04A8>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 4, FCFP2_bit_info, whichExample=5, legend='Bit ID=4, whichExample=5')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Get **8 bit** ECFP2 bit information to show bit collision"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"ECFP2_8_bit_info = {}\n",
"_ = AllChem.GetMorganFingerprintAsBitVect(mol, radius=1, nBits=8, bitInfo=ECFP2_8_bit_info)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{0: ((6, 1), (7, 1), (10, 1)),\n",
" 1: ((0, 0), (5, 0), (6, 0), (7, 0), (8, 0), (0, 1), (3, 1)),\n",
" 2: ((2, 0), (11, 0), (4, 1)),\n",
" 3: ((1, 1),),\n",
" 4: ((4, 0), (9, 0)),\n",
" 5: ((2, 1), (11, 1), (12, 1)),\n",
" 6: ((5, 1), (8, 1)),\n",
" 7: ((1, 0), (3, 0), (10, 0), (12, 0), (9, 1))}"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ECFP2_8_bit_info"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Draw features at position 1"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x10B5A07B8>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 1, ECFP2_8_bit_info, whichExample=0, legend='Bit ID 1, whichExample=0')"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x10B5A0CC0>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 1, ECFP2_8_bit_info, whichExample=1, legend='Bit ID 1, whichExample=1')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x10B5A0E48>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 1, ECFP2_8_bit_info, whichExample=2, legend='Bit ID 1, whichExample=2')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x10B5A0EF0>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 1, ECFP2_8_bit_info, whichExample=3, legend='Bit ID 1, whichExample=3')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x10B5A0D30>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 1, ECFP2_8_bit_info, whichExample=4, legend='Bit ID 1, whichExample=4')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x10B5A0828>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 1, ECFP2_8_bit_info, whichExample=5, legend='Bit ID 1, whichExample=5')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=150x150 at 0x10B5A0DD8>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMorganBit(mol, 1, ECFP2_8_bit_info, whichExample=6, legend='Bit ID 1, whichExample=6')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Draw atoms' ECFP environments by using DrawMorganEnv"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"<svg baseProfile=\"full\" height=\"150px\" version=\"1.1\" width=\"150px\" xml:space=\"preserve\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:rdkit=\"http://www.rdkit.org/xml\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
"<rect height=\"150\" style=\"opacity:1.0;fill:#FFFFFF;stroke:none\" width=\"150\" x=\"0\" y=\"0\"> </rect>\n",
"<ellipse cx=\"37.0789\" cy=\"115.044\" rx=\"9.72\" ry=\"9.72\" style=\"fill:#9999E5;fill-rule:evenodd;stroke:#9999E5;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<path d=\"M 76.1803,73.3671 69.4845,42.0406\" style=\"fill:none;fill-rule:evenodd;stroke:#E5E5E5;stroke-width:4px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<path d=\"M 66.675,75.3988 59.9792,44.0723\" style=\"fill:none;fill-rule:evenodd;stroke:#E5E5E5;stroke-width:4px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<path d=\"M 88.2893,87.3802 107.505,93.5997\" style=\"fill:none;fill-rule:evenodd;stroke:#E5E5E5;stroke-width:4px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<path d=\"M 64.1834,90.5829 46.0544,106.944\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"58.0285\" y=\"90.5829\"><tspan>C:1</tspan></text>\n",
"<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#7F7F7F\" x=\"51.1083\" y=\"43.0565\"><tspan>*:2</tspan></text>\n",
"<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#7F7F7F\" x=\"107.505\" y=\"105.549\"><tspan>*:3</tspan></text>\n",
"<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"21.9485\" y=\"123.144\"><tspan>C:0</tspan></text>\n",
"</svg>"
],
"text/plain": [
"<IPython.core.display.SVG object>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"svg = DrawMorganEnv(mol, atomId=0, radius=1)\n",
"SVG(svg.replace('svg:', ''))"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"<svg baseProfile=\"full\" height=\"150px\" version=\"1.1\" width=\"150px\" xml:space=\"preserve\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:rdkit=\"http://www.rdkit.org/xml\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
"<rect height=\"150\" style=\"opacity:1.0;fill:#FFFFFF;stroke:none\" width=\"150\" x=\"0\" y=\"0\"> </rect>\n",
"<ellipse cx=\"76.208\" cy=\"71.3481\" rx=\"4.74367\" ry=\"4.74367\" style=\"fill:#E5E533;fill-rule:evenodd;stroke:#E5E533;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<ellipse cx=\"71.2504\" cy=\"48.1536\" rx=\"4.74367\" ry=\"4.74367\" style=\"fill:#9999E5;fill-rule:evenodd;stroke:#9999E5;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<ellipse cx=\"88.8586\" cy=\"32.263\" rx=\"4.74367\" ry=\"4.74367\" style=\"fill:#E5E533;fill-rule:evenodd;stroke:#E5E533;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<ellipse cx=\"98.7737\" cy=\"78.6519\" rx=\"4.74367\" ry=\"4.74367\" style=\"fill:#E5E533;fill-rule:evenodd;stroke:#E5E533;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<ellipse cx=\"111.424\" cy=\"39.5669\" rx=\"4.74367\" ry=\"4.74367\" style=\"fill:#E5E533;fill-rule:evenodd;stroke:#E5E533;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<ellipse cx=\"116.382\" cy=\"62.7613\" rx=\"4.74367\" ry=\"4.74367\" style=\"fill:#E5E533;fill-rule:evenodd;stroke:#E5E533;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<path d=\"M 22.8062,91.8724 31.6537,83.8879\" style=\"fill:none;fill-rule:evenodd;stroke:#E5E5E5;stroke-width:4px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<path d=\"M 37.5085,75.486 34.2408,60.1977\" style=\"fill:none;fill-rule:evenodd;stroke:#E5E5E5;stroke-width:4px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<path d=\"M 32.8697,76.4776 29.6019,61.1892\" style=\"fill:none;fill-rule:evenodd;stroke:#E5E5E5;stroke-width:4px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<path d=\"M 43.4181,82.3249 47.184,83.5438\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<path d=\"M 47.184,83.5438 50.9499,84.7627\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<path d=\"M 113.024,107.347 117.124,108.674\" style=\"fill:none;fill-rule:evenodd;stroke:#E5E5E5;stroke-width:4px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<path d=\"M 114.484,102.834 118.585,104.161\" style=\"fill:none;fill-rule:evenodd;stroke:#E5E5E5;stroke-width:4px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<path d=\"M 99.351,105.799 90.5035,113.784\" style=\"fill:none;fill-rule:evenodd;stroke:#E5E5E5;stroke-width:4px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<path d=\"M 102.886,97.8933 99.6187,82.605\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<path d=\"M 75.3631,67.395 72.0953,52.1067\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<path d=\"M 79.5118,64.1103 77.2244,53.4084\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1;stroke-dasharray:6,6\"/>\n",
"<path d=\"M 71.8276,75.3011 67.4039,79.2934\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<path d=\"M 67.4039,79.2934 62.9801,83.2856\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<path d=\"M 83.5921,73.7381 91.3896,76.2619\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<path d=\"M 86.2225,69.6035 91.6808,71.3702\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1;stroke-dasharray:6,6\"/>\n",
"<path d=\"M 75.6307,44.2006 84.4783,36.2161\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<path d=\"M 80.136,46.5245 86.3292,40.9354\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1;stroke-dasharray:6,6\"/>\n",
"<path d=\"M 96.2427,34.653 104.04,37.1769\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<path d=\"M 95.9516,39.5448 101.41,41.3114\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1;stroke-dasharray:6,6\"/>\n",
"<path d=\"M 103.154,74.6989 112.002,66.7144\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<path d=\"M 101.303,69.9795 107.496,64.3904\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1;stroke-dasharray:6,6\"/>\n",
"<path d=\"M 112.269,43.5199 115.537,58.8082\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
"<path d=\"M 108.121,46.8047 110.408,57.5065\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1;stroke-dasharray:6,6\"/>\n",
"<text style=\"font-size:7px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#7F7F7F\" x=\"12.622\" y=\"99.7785\"><tspan>*:0</tspan></text>\n",
"<text style=\"font-size:7px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"28.6499\" y=\"83.8879\"><tspan>C:1</tspan></text>\n",
"<text style=\"font-size:7px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#7F7F7F\" x=\"25.2726\" y=\"60.6935\"><tspan>*:2</tspan></text>\n",
"<text style=\"font-size:7px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"93.7087\" y=\"105.799\"><tspan>C:10</tspan></text>\n",
"<text style=\"font-size:7px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#7F7F7F\" x=\"117.855\" y=\"113.103\"><tspan>*:11</tspan></text>\n",
"<text style=\"font-size:7px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#7F7F7F\" x=\"77.6808\" y=\"121.69\"><tspan>*:12</tspan></text>\n",
"<text style=\"font-size:7px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"68.8239\" y=\"75.3011\"><tspan>C:4</tspan></text>\n",
"<text style=\"font-size:7px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"63.8663\" y=\"52.1067\"><tspan>C:5</tspan></text>\n",
"<text style=\"font-size:7px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"81.4745\" y=\"36.2161\"><tspan>C:6</tspan></text>\n",
"<text style=\"font-size:7px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"50.9499\" y=\"91.1918\"><tspan>O:3</tspan></text>\n",
"<text style=\"font-size:7px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"91.3896\" y=\"82.605\"><tspan>C:9</tspan></text>\n",
"<text style=\"font-size:7px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"104.04\" y=\"43.5199\"><tspan>C:7</tspan></text>\n",
"<text style=\"font-size:7px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"108.998\" y=\"66.7144\"><tspan>C:8</tspan></text>\n",
"</svg>"
],
"text/plain": [
"<IPython.core.display.SVG object>"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"svg = DrawMorganEnv(mol, atomId=5, radius=3)\n",
"SVG(svg.replace('svg:', ''))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# EOF "
]
}
],
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@mohammad-saber
Copy link

Thank for sharing and instructions.
When I use the above code, I see the error message as below:

AtomKekulizeException: non-ring atom 0 marked aromatic
Have you ever faced this error?
I am using RDKit version : '2020.09.1'

Thank you for your help.

@yamasakih
Copy link
Author

@mohammad-saber

I'm sorry it took me so long to get back to you. It may have been resolved already, but I'll try to answer.
I was able to confirm that the error no longer occurs when I upgrade the version to 2020.09.3 as described in the following link. Please give it a try.

rdkit/rdkit#3796

@mohammad-saber
Copy link

I understand. Thank you.

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment