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CKannas/Self-Adaptive MOEA Results - PCA.ipynb

Created August 2, 2018 18:18
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Use RDKit, Scikit-Learn, Pandas to read molecules file (SMILES), calculate Tanimoto distance between the molecules and save them into a Pandas DataFrame for PCA analysis and visualisation.
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Self-Adaptive MOEA Results - PCA.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Use RDKit, Scikit-Learn, Pandas to read molecules file (SMILES), calculate Tanimoto distance between the molecules and save them into a Pandas DataFrame for PCA analysis and visualisation."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"RDKit Version: 2014.09.2\n"
]
}
],
"source": [
"%matplotlib inline\n",
"\n",
"import os\n",
"\n",
"from rdkit import rdBase\n",
"\n",
"from rdkit import Chem\n",
"from rdkit.Chem import AllChem\n",
"from rdkit.Chem import Draw\n",
"from IPython.display import display\n",
"\n",
"from rdkit.Chem import PandasTools\n",
"import pandas as pd\n",
"PandasTools.pd = pd\n",
"\n",
"import numpy as np\n",
"\n",
"np.random.seed(69)\n",
"\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"import matplotlib.pyplot as plt\n",
"\n",
"#from bokeh import mpl\n",
"#from bokeh.plotting import output_notebook, show\n",
"\n",
"print(\"RDKit Version: %s\" % rdBase.rdkitVersion)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read SMILES file and add molecules in a dictionary"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Bad Mols: 5\n",
"Bad SMILES: ['c12:c(:n:n:n:c:1-N):c:c(:c(-[O]#C):c:2)-O-C', 'c1(:c(-O-C):c:c:c(:c:1)-C-N-C-c2:c:c:c:c:c:2)-[O]#C', 'c1(:c(:c:n:c(:n:1)-N)-C-C(-[O]#C)(-O-C)-O-C)-N', 'c12:c(:n:c(:n:c:1-N)-C-C(=O)-C3-O-C=C-C-3):c:c(:c(:c:2)-[OH3])-O-C', 'c1(-[O]#C):c:c(:c:c:c:1)-C-N-C-c2:c:c:c:c:c:2']\n",
"Duplicate Mols: 0\n",
"144\n",
"30\n",
"30\n"
]
}
],
"source": [
"smiles_file = os.path.join(os.path.abspath(os.curdir) ,\"data\\\\final_molecules.smi\")\n",
"\n",
"mols_dict = dict()\n",
"bad_mols = 0\n",
"bad_smiles = list()\n",
"dup_mols = 0\n",
"with open(smiles_file, \"r\") as fd:\n",
" header = fd.readline()\n",
" for line in fd.readlines():\n",
" line = line.split()\n",
" #print line\n",
" # Add molecule information in a dictionary...\n",
" # SMILES: (Mol_Id, Mol_Obj)\n",
" smiles = line[0]\n",
" mol_id = line[1]\n",
" mol_obj = Chem.MolFromSmiles(smiles)\n",
" # Skip bad molecules...\n",
" if mol_obj is None:\n",
" bad_mols += 1\n",
" bad_smiles.append(smiles)\n",
" continue\n",
" if smiles in mols_dict:\n",
" dup_mols += 1\n",
" continue\n",
" mols_dict[smiles] = (mol_id, mol_obj)\n",
" # end for\n",
"# end with\n",
"\n",
"print(\"Bad Mols: %s\" % bad_mols)\n",
"print(\"Bad SMILES: %s\" % bad_smiles)\n",
"print(\"Duplicate Mols: %s\" % dup_mols)\n",
"print len(mols_dict)\n",
"\n",
"# Random selection of 30 molecules\n",
"selected_smiles = np.random.choice(mols_dict.keys(), 30, replace=False)\n",
"\n",
"print len(selected_smiles)\n",
"tmp_dict = dict()\n",
"for smiles in selected_smiles:\n",
" tmp_dict[smiles] = mols_dict[smiles]\n",
"# end for\n",
"print len(tmp_dict)\n",
"\n",
"mols_dict = tmp_dict.copy()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create a Pandas DataFrame to store molecules"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Create a dataframe to store molecules\n",
"mols_df = pd.DataFrame(columns=(\"SMILES\", \"Mol_Id\"))\n",
"for smiles in mols_dict:\n",
" mol_id = mols_dict[smiles][0]\n",
" mols_df = mols_df.append({\"SMILES\": smiles, \"Mol_Id\": mol_id}, ignore_index=True)\n",
"# end for\n",
"\n",
"# Add target molecule\n",
"smiles = \"CC[C@H](CO)Nc1nc(NCc2ccccc2)c3ncn(C(C)C)c3n1\"\n",
"mol_id = \"Seliciclib\"\n",
"mols_df = mols_df.append({\"SMILES\": smiles, \"Mol_Id\": mol_id}, ignore_index=True)\n",
"\n",
"# Generate molecules objects\n",
"PandasTools.AddMoleculeColumnToFrame(mols_df, 'SMILES', 'Molecule', includeFingerprints=True)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>SMILES</th>\n",
" <th>Mol_Id</th>\n",
" <th>Molecule</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>[O-]-[N+](-c1:c:c(-C2-C(-C(=O)-O-C(-c3:c:c:c(-N(-C-C4=N-N5-C(-N=C-4)=N-C(-N=C-5-N)-N)-C):c:c:3)=O)=C(-N-C(=C-2-C(=O)-O)-C)-C):c:c:c:1)=O</td>\n",
" <td>MP_4_M_191</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>c1(:n:c:c:c(:c:1)-C)-N-N(-C(-C=O)-C(-C)-C)-C-c2:c:c:c(:c:c:2)-C</td>\n",
" <td>MP_6_X_27a</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>C(-c1:c:c(-O-C):c:c:c:1)(=O)-N-C-c2:c:c:c(-S-S-C-N(-C)-C):c:c:2</td>\n",
" <td>MP_4_M_251</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>C(#C-C)-N-C-C(=O)-N-c1:n:c:c:c(:c:1)-C</td>\n",
" <td>MP_6_M_44</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>c12:c(:n:c(:n:c:1-N)-N3-C-C-N(-C(=O)-C4-O-C-C-C-4)-C-C-3):c:c(:c(:n:2)-O-C)-O-C</td>\n",
" <td>MP_2_M_52</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>C(=O)(-C1-C(-S-C2-N-1-C-C-2-N3-C(-N-C(-c4:c:c:c:c:c:4)-C-3)(-C)-C)(-O)-N)-O</td>\n",
" <td>MP_6_M_125</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>c1(:n:c:c:c(:c:1)-C)-N-C-C-N-C</td>\n",
" <td>MP_6_X_16b</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>c1(-O-C-C-O-C2-C(-O-C(-O)(-O)-C-O)-C(-C(-N-C(=O)-C(-O)-C-C-N)-C-C-2-N)-O):c:c:c(:c:c:1)-C-N-C(=O)-C(-O-C)-O-C</td>\n",
" <td>MP_0_X_79b</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>c12:c(:c:c:c(-C(=O)-C):c:1):[nH]:c(:n:2)-N-C(=O)-C-N-O-C(-C)-C</td>\n",
" <td>MP_6_M_188</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>C1(=C(-N-C(=C(-C=O)-C-1-c2:c:c(:c:c:c:2)-[NH+]=O)-C)-C)-C=O</td>\n",
" <td>MP_6_M_211</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>C1=C-O-C(-C(-N2-C-C-N(-N(-C-C(-N(-C)-C)=O)-C-C(=O)-O)-C-C-2)=O)-C=1</td>\n",
" <td>MP_6_X_19a</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>c1(-C(=O)-C(-N-C-C-C-C#C-C-C-N-C(=N)-N)-O):n:c2:c(:n:1-C-C-C-C(-O)-C-O):c:c:c:c:2</td>\n",
" <td>MP_0_X_0a</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>c12:c(:n:c(:n:c:1-N)-N):n:c:c(:n:2)-C-N(-C-C-N-C(-C(-O)-O)-C-C-C=O)-C</td>\n",
" <td>MP_6_M_67</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>c1(-C(=O)-C(-N-C(=O)-C-C-C#C-C-C-N-C(=N)-N)-O):n:c2:c(:n:1-C-C-O-C):c:c:c:c:2</td>\n",
" <td>MP_4_M_194</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>C(-N(-C(-C(=O)-O)-C-C)-C-C-C)(=O)-C-C-C-C</td>\n",
" <td>MP_6_M_115</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>c12:c(:n:c(:n:c:1-N)-N):n:c:c(:n:2)-C-N(-C-C-N-C(-C(=O)-O)-C-C=C=O)-C</td>\n",
" <td>MP_6_M_67</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>c12:c(:c:c(-C(=O)-C-N=C-C-C):c:c:1):c:c:c(:n:2)-C(-C3-N4-C-C(-C(-C-3)-C-C-4)-C-C)-O</td>\n",
" <td>MP_6_M_98</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>c1(-C(=O)-C(-N-C(=O)-C-C-C#C-C-C-N-C(=N)-N)-O):n:c2:c(:n:1-C-C-C=O):c:c:c:c:2</td>\n",
" <td>MP_6_X_17a</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>C(-N(-C(-C(=O)-S)-C(-C)-C)-C-C-C)(=O)-C-C-C-C</td>\n",
" <td>MP_6_M_8</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>c1(-N(-C-c2:c:c:c:c:c:2)-C):c:n:c:c:c:1</td>\n",
" <td>MP_6_M_105</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>c1(-N(-O-C)-C-c2:c:c:c:c:c:2):c:n:c:c:c:1</td>\n",
" <td>MP_0_X_29a</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>c1(:c(:c:c(:c:c:1-C-C)-C-c2:c(:n:c(:n:c:2)-N)-N)-C-C-C-N-C)-N-C-C3=N-C-O-N-3</td>\n",
" <td>MP_6_M_225</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>c12:c(:n(:c:n:1)-C)-S(-N(-C(-N-2-C)=O)-C)=S</td>\n",
" <td>MP_0_M_6</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>c1(:n:c2:c(:n:1-C-C-O-N(-C-O-Cl)-C):c:c:c:c:2)-N3-C-C-N-C-C-C-3</td>\n",
" <td>MP_2_X_85a</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>c1(-N(-C=O)-C-C(-O)-C-O):c:c(-O-C):c:c(:c:1)-C-c2:c:n:c(:n:c:2)-N</td>\n",
" <td>MP_6_M_115</td>\n",
" <td><img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAAEsCAIAAAD2HxkiAAAIkUlEQVR4nO3d0XLayBqFUXFq3v+VORdkPFjIGMeo95Z6rcpFMpVJiOhPvxBIXK7X6wLk/C/9AGB2IoQwEUKYCCFMhBAmQggTIYSJEMJECGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEiPIPL5ZJ+CPw9ER7e5XK5Xq/pR8HfEyGEifDYjMETEOGBKfAcRHhUCjwNEUKYCA/JGDwTER6PAk9GhEejwNMRIYSJ8FAul8UYPB0RHocCT0qEB6HA8xIhhInwCIzBUxNhPQWenQjrKfDsRAhhIoQwEUKYCCFMhBAmQgj7J/0A+OzjDqLemZiGCJvcvy/vPfppOByFMBFCmAghzGvCJterEzMTEmGZVXtOz0zA4SiEibDb/QEqJyVCCBNhPcPw7EQIYSI8AsPw1EQIYSI8CMPwvEQIYSI8DHPwrER4GNfr9eKI9IxECGEiPBLD8JRECGEiPBjD8HxECGEiPB7D8GRcWX9U9x1eXX1/ZCI8nsvlsqruyWDUZz8RnsGT0p4fuEq0wXqfSrnHMfjLP+3+lxZDhEl4JO8tcPlcnZM9Kc6OHsbbC1xx0jXFJDwwJ0jPwWvCY/h2DG4Osb94cveetzwyCQ/glTA2f8NXh5cyq2K3126P0fT8ONYwHMwknJHGqjg7Ws1QmoEIe6UK9F7FYCIsZQbOQ4RsMAxHEmEjY3AqIqxTUqBhOIwIu5QUyEgihDARFmkbg45IxxBhi7YCGUaEFWoLNAwHECGEiTCvdgwyhggbVR0BOiLdmwjzrPLJibBRW5Ztj+dkRFjBKp+ZCEvFs3y8L7DdxE7c3qLFbZWXnCb96pG4yeIeRNirPEvfQvMuIixSUt2Lj8G30LyLCKuNz3Lzr/vpY/jRfYo1KcIu2WH4lgK/5VtoVpwdJclJ10WEhVbrctgyHTMGeSRCliVaoGEowgPYe5magVkibDTbcJjt37siwmPYb5kag3EiLDVmOPQUOPMwFOFhzLxMz02EvWY7HzPtXkaER/LGZdpW4MxEWG2n4VAb25zDUIQHs188tWWengjbvX04OBBtI8LplBc44RGpCA9gwnU5laJdIE/sdyFs1Rj80PmoduKi3gP40f1dlp8kOtVaryXCdpud/Oj+Ea//jz1KbrczhghP6PVbME2yysvNsrM5qHmmwaZJ/vnOjvaaZAkiwlIKXKZ5b0aEECbCRpeLUyZ/zDAMnR2tc7ksAlw59xfRiLCLAlf2+6BCDxFyMOf7oIJTcEWMwZX3niKu/aCCSdhCgSvzfBGNs6MVFLjy1ZXH7/rzq066ipBjOPGnF0SYZwyu7NTb42vCkmEowjwF3pvwFjgipMiuBT6OvpJhKEKqnXsG3niL4huPe8rTr4mUAb09XrDfcAm/CJ95+UT54+0ndntMJzXhS8EPIvyxV5bFY6cTrKW/N7LArdEXfm5E+KXfLALJ/dLIGXi9ht8lcmJm225vVW3/fGaJY86ufaQIN+y6LLR3L/JS8Db6nv+XkUQ4Wvb5rjLzyZh7IlybcBH0iH5PcGznKMJPxiwCw3BJ7+yqngIR/mfwGbmZdR6IpsoU4VD3a6xqZzxSSYE921+Ef8R3wzPr2fiRRyHCZcktgp6d8TA9vS01LwpE2LUsJmT7izBstmG4eVFf6sGUmD1Cu2Hipo6wpEDDcHLzRlhSIMwbYRXDcGaTRlg5Bi3KCuMvN+u9qHe/c2iVBU6n4eYuXxl8jW9phPt9IVbtE9+8KHdT+o8dfK19aYSPzveFWHDTuOud5AuxNs02DAu/AuDjId0WzoCHVzcJ5/lCLMoNO2U919lRZ8bb9Lw38/EwVpebDdAV4WwHY4/sJiLc8nCo8lXe/Nh20jMMU5oinH4M3g4EyncT5xM/OVQT4cAtYZW3CQ7DeIFLS4QNWyLt/vXwx0/sLHZVsu46IhyubRiW3PsoaJp/6IaCCEO7o/InfaoCI0rG4JJ/sz64JeJfxvMvvb3o8QskfvNH9WzyaIRVW6KJLDetNsnnJn/w4cS2zZuehFkNw3DrepGqJVLr80Z6ds1N+fbMRRhf/Q0eNoIC3+LJNizcwrkTMyUbYvK3qCZTWOAy++Fom8olEve4k/y7jdRZ4CLCZQm9Mnz8Gw3Gz9vg4+ePW+Uhy/WvO2P7iggTFPi1V7bEw2/Y+JzD1v9VuoVFuCzL2GGot6fe8lRsfvzoV3/ingo+MVMiGIYs99f2QcV7IhzLgegLZrvCcIcIN2+eernMtV2/osDX7LFVaofhkNeElhqvGX9/lwb7RFi5v6lj38SyLHu9Jrxe//zgCdtnuM4jUidmIGxIhLezXX17ICZUOAxLP00Xs7oFrJdtZ9T2rPrEzJ3NTy7Czrwm/I4D6dNp+zCASfid38/DzW85gH+ZhDu7HdbeflTtfudW9WyYhHfunxlTi1FE+NmqPSmeV8Ndvm4cjkKY9wn35xC3WMMwdDi6v/iTTDeHo0ytYQ8pQggTIYSJEMJECGEihDARQpgIYeM2nSNv3ClCWJYX7hD4cT3M2/nEDCzL1ue5V1nu97a+SQjbNm/c6XAUdvTtlb47fdpbhPCfJ409nrB5F5cyQZhJCGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEihDARQtj/AU6XVFfX9/bTAAAAAElFTkSuQmCC\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>C(#C-C-C-N-C(=N)-N)-C-C-C(=O)-N-C(-O)-C-c1:n:c2:c(:n:1-C-C-O-C):c:c:c:c:2</td>\n",
" <td>MP_6_M_145</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>c1(:c:c:n:c:c:1)-N-N-C</td>\n",
" <td>MP_6_M_196</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>c1(:c:c:c:c:c:1)-C-N-C-C-O-C</td>\n",
" <td>MP_6_M_169</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>c1(-O-C-C-N(-C)-C):c:c:c(:c:c:1)-C-N-C(=O)-C-O</td>\n",
" <td>MP_4_M_121</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>c1(-O-C-C-N(-C)-C):c:c:c(:c:c:1)-C-N-C-C-N(-C-C)-C</td>\n",
" <td>MP_6_X_0a</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>CC[C@H](CO)Nc1nc(NCc2ccccc2)c3ncn(C(C)C)c3n1</td>\n",
" <td>Seliciclib</td>\n",
" <td><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
" SMILES Mol_Id \\\n",
"0 [O-]-[N+](-c1:c:c(-C2-C(-C(=O)-O-C(-c3:c:c:c(-... MP_4_M_191 \n",
"1 c1(:n:c:c:c(:c:1)-C)-N-N(-C(-C=O)-C(-C)-C)-C-c... MP_6_X_27a \n",
"2 C(-c1:c:c(-O-C):c:c:c:1)(=O)-N-C-c2:c:c:c(-S-S... MP_4_M_251 \n",
"3 C(#C-C)-N-C-C(=O)-N-c1:n:c:c:c(:c:1)-C MP_6_M_44 \n",
"4 c12:c(:n:c(:n:c:1-N)-N3-C-C-N(-C(=O)-C4-O-C-C-... MP_2_M_52 \n",
"5 C(=O)(-C1-C(-S-C2-N-1-C-C-2-N3-C(-N-C(-c4:c:c:... MP_6_M_125 \n",
"6 c1(:n:c:c:c(:c:1)-C)-N-C-C-N-C MP_6_X_16b \n",
"7 c1(-O-C-C-O-C2-C(-O-C(-O)(-O)-C-O)-C(-C(-N-C(=... MP_0_X_79b \n",
"8 c12:c(:c:c:c(-C(=O)-C):c:1):[nH]:c(:n:2)-N-C(=... MP_6_M_188 \n",
"9 C1(=C(-N-C(=C(-C=O)-C-1-c2:c:c(:c:c:c:2)-[NH+]... MP_6_M_211 \n",
"10 C1=C-O-C(-C(-N2-C-C-N(-N(-C-C(-N(-C)-C)=O)-C-C... MP_6_X_19a \n",
"11 c1(-C(=O)-C(-N-C-C-C-C#C-C-C-N-C(=N)-N)-O):n:c... MP_0_X_0a \n",
"12 c12:c(:n:c(:n:c:1-N)-N):n:c:c(:n:2)-C-N(-C-C-N... MP_6_M_67 \n",
"13 c1(-C(=O)-C(-N-C(=O)-C-C-C#C-C-C-N-C(=N)-N)-O)... MP_4_M_194 \n",
"14 C(-N(-C(-C(=O)-O)-C-C)-C-C-C)(=O)-C-C-C-C MP_6_M_115 \n",
"15 c12:c(:n:c(:n:c:1-N)-N):n:c:c(:n:2)-C-N(-C-C-N... MP_6_M_67 \n",
"16 c12:c(:c:c(-C(=O)-C-N=C-C-C):c:c:1):c:c:c(:n:2... MP_6_M_98 \n",
"17 c1(-C(=O)-C(-N-C(=O)-C-C-C#C-C-C-N-C(=N)-N)-O)... MP_6_X_17a \n",
"18 C(-N(-C(-C(=O)-S)-C(-C)-C)-C-C-C)(=O)-C-C-C-C MP_6_M_8 \n",
"19 c1(-N(-C-c2:c:c:c:c:c:2)-C):c:n:c:c:c:1 MP_6_M_105 \n",
"20 c1(-N(-O-C)-C-c2:c:c:c:c:c:2):c:n:c:c:c:1 MP_0_X_29a \n",
"21 c1(:c(:c:c(:c:c:1-C-C)-C-c2:c(:n:c(:n:c:2)-N)-... MP_6_M_225 \n",
"22 c12:c(:n(:c:n:1)-C)-S(-N(-C(-N-2-C)=O)-C)=S MP_0_M_6 \n",
"23 c1(:n:c2:c(:n:1-C-C-O-N(-C-O-Cl)-C):c:c:c:c:2)... MP_2_X_85a \n",
"24 c1(-N(-C=O)-C-C(-O)-C-O):c:c(-O-C):c:c(:c:1)-C... MP_6_M_115 \n",
"25 C(#C-C-C-N-C(=N)-N)-C-C-C(=O)-N-C(-O)-C-c1:n:c... MP_6_M_145 \n",
"26 c1(:c:c:n:c:c:1)-N-N-C MP_6_M_196 \n",
"27 c1(:c:c:c:c:c:1)-C-N-C-C-O-C MP_6_M_169 \n",
"28 c1(-O-C-C-N(-C)-C):c:c:c(:c:c:1)-C-N-C(=O)-C-O MP_4_M_121 \n",
"29 c1(-O-C-C-N(-C)-C):c:c:c(:c:c:1)-C-N-C-C-N(-C-... MP_6_X_0a \n",
"30 CC[C@H](CO)Nc1nc(NCc2ccccc2)c3ncn(C(C)C)c3n1 Seliciclib \n",
"\n",
" Molecule \n",
"0 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"1 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"2 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"3 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"4 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"5 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"6 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"7 <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAAEsCAIAAAD2HxkiAAAHtklEQVR4nO3d25KbRhhGUUjl/V+ZXCiWGdBI4qD++hdrVS5S4/FYwto0NA0ep2kagJx/0i8Ark6EECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIvx+4/jg/8fxx/8TJMIrGsdhmoZp0mEX/k2/AFpYNDZNy2+4Bbn+Og2I8BLudS0OTVXXA4ejF7UucH50SksivKJbbPO5mZuHAyafNk6OSHjEwWozRkIIKxDh6NgowSliMwUinKZJhyE2ewtlzgnHscxL/Sa/bfaHu0V/QfuUuU7orzfl/d7sKPcpE6E1He2Jqo0C54RU4ex9n1IR2is3tG8Y1OEOpSKEbyRCHjhyNmgw3EqEECZClo5PioYHw9vK9Do3LNe5RDF336ymanp16zBwhWN+HavINa12I+Fpu8b7sxmsbvyABuXMB6r1828+8le6vmurJzVHQipYHZROf77+49taDFd9j4ftIowdn/C2T/wFvfyB66VQt3Kv80kxEl7SbID63FHa7qQP5Tc/SSnScdMIp+PrP2+/vdpWDltvrtl2m5bfGzhaOe3s/j5fsPjpfas5Ena/WTsSmi3cGvOVZ9maXye88sauoPElvnmnR/cPRS5IrCUu1u/eUmW3ci3HOzy26u1ye2krZnggu+RlmjZfVR4r76DLRFh6K8fc57Fu/zXZgKdM7VxqFXjNiRk22XmdoNPrut/3eJvOtvLP7ftjtUVXr7OEM4a+rR2e1e3t51zk8TbRkfDp9avh5yWs0lu5rux42O1ofK5chAVXuxfSZB32xw4L/7z4999F6VzLnBOW3sqlVTksrPsJKRPhUHkrf9SnJyo2bfPTViYOf8fD9xX9hFSKcCi7lc9SY2LQE2I3ykVoHfZGqRvVM5Hvzbjibjo6En7XVq4xTLVxZDA86UJ/oS1f6bXOZbdy+4mK/PNaqinUYbFzwrvg3i5zx13jP+97dXjAUjXChT9b9ue1/unBxcgTd+7Pa7z96jk7i9SIVGQkeajKlZWhboSLZU1PYzjzszS+fR35nl+5U5SvUWWbl7mL4qHbVn4Vw/L+tPbPvzt6T0CRD9Mhiyf2tjVNU/CejZoj4fZlTXMHbire9ucaA4dhtUL44ZHJtdcwFh8J3/y23M3a9zHwUjfI/VXnSc3BF1gwwtmypvd3mcf3rVuHwUevoUKHDQ4L+34ednsFI9zizOcI7X8NPyaQuu6wzcC1fiphH1IvqmCE24fBxe/e8ek6OAz23l5c82dwdKXmxMxwaK+VXWC8CHL5KubzE4uvVPT+CuHSb/OYshEeM00bxrTjZ4PDaqb0xc8pN1v4ZAp08eL7fy/NXTTCJz533Hi85I/bd2tLuV1GZ64b4Y5lTf3Gc6LFe3we1ZNfrfxPKz1f7Tifnh/OeIvXjXBILGvqehh86MkJ9PM+a73NlZcj+olDfp0IoxMVrde+dHXH88P3/u2Hneudz+Kw6cR3XyTCDs46jne47bf3+hEfx/G2YPfvl7raZXzMet56OOnDWCRCol7fsPKNU6AvLymfNRwUvFifc+Sae72zwZWrTE3NPJ+TGlbHqPsYCXlhvgD9IhGuVzs+/8pBdTZrN2cd88/iy4GxwLXBp5av/NvnYyKqfjiyUv9MSkv3AXD9Czo8l8PRM/02MNYq8Nf8+Ix6e+hOdPjQrlO8NWgbDE8lQv5nAExxOMow1Dxr/RquE0KYCCFMhBAmQoZh9791sXg0m+fo7GJihr06uLXlOxgJGYbhvGffeqbodkZCTmU83M5ICGFGQv7YOohd44b6BqyTgDCHoxAmQggTIYSJkGEYrH1JMjuKtS9hRkJ+Ye1LK0ZCfmE8bMVICGFGQqx9CbNiBsIcjkKYCCFMhBAmQggTIYSJEMJECGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEihLD/AJopjxetY4c6AAAAAElFTkSuQmCC\" alt=\"Mol\"/> \n",
"8 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"9 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"10 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"11 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"12 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"13 <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAAEsCAIAAAD2HxkiAAAHc0lEQVR4nO3da7OrNACGUXD8/38ZP3BE7IW2EHiTsNY42tGzu1vgacKlOE7TNAA5f6VfANydCCFMhBAmQggTIYSJEMJECGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEihDARQtjf6RcA5Y3j+O4/TdN05Sv5hgjpzTiOG6W96zMYpwjpynaBw5vYNkbOC4iQPr3s6l2f0zR9rPc8IqQf65C+H/Hie4mx+qGs40NZajB0ioIeBCeTx4kQwkTYu3H881e/Sg2D8+GZ48/zKwdmujaOw7J1rh93pOmJ6MxISMOKFxgZDEXIjx7mt11PdK9hOsovKpjfrkeq1ieisxojfF7Rne7OnG9edsvjk8y/4rTn//cd/PnHEt5SY9lJ6fVXz9QY4dDtQYTLLcvx1Enj4VX1cnx9+vR4/C3Za80KqnSfcP0JPuv9MPvdPa/cafrz10cFj6bMz3Px4ZlKR8Jn7X/edeG0+e2+nY6yg6HL1h49D4ZUYd5Ml421jk/H42PXusCLa6w3wqGW9ctFbvuxW3WEy/xEjTexY0UvY+CRwTA4DA6VR8hB49ODEk9a/sj1NWdS3skWOFQY4Z1PTmRvstCuI4NhvMCh5qOjt6rxYRsqsiksm1RbJ9OuXO+VLJl6I7yJh+rqz2Z8Pmt+/DnLhbf7pIV7zKydsZZrtDHolRoSm5vf7q5xR3s1TERnFUa4aLjG7YS+CezgkLj+FeM41jy0FvfNO62nwKHuCJt0PL+1Xz/gl6Fv/SP1T3FXH7j7P3l/WlZVLQoRFlM2v8WXU9OPf6aby523/XpTwxqWSY0R1rBcfrIRwMuh6VcbQ9lPzz9N075vHa027LHsIdyh3FHcjR+v/H9NUVeEkWvYj/iYX/HvuQ2rJnc8//ItoZ9+bj23Haqc326/mHpe50u1LMeXm1RVq/nBlfmd8fxFzgocfyVFZgqtn1LOb+XbE6QiHV4T88vt6ewga7D7vNzw9DX5Xc/TdoFDNsIv90+O3DxhHIczdmOefsvrYfy831ibHYdw300ifnmeYeji4v5MhDsW344PvOcfKT4ktp5fwdv5fHzXX848v/9obmEBfyU/Hf1eJbsxw5vtqcjuzcXWW3yRe2ptHML98XKW/15Y94rscb29S8++Y3EXKHIlyva/bMI6vOXvs93v5vgh3IeX171TTlGsU6yzwyJXogwt57fh+LsptRPe13J9q0yED2f1npfd8XlOcUWuROkjv+mE+0o0dLI3rsyXeqdXd6c7r7r1yp0f71vd0zS921bGf81/Zt/rbEjlb/F5jffkrCtmngssOxgW/wbaUGg3pi3rdzk/Pvi+zzslW9tMqqCz9gmH/x+bmRVciM9JHzmedsP8mlPhHk0pBSL8+Gl6zYIrcjihxAu5tenNYzZUd6On751xOIGa9brGG45wqP5wAmX1Oh1tMsLihxMor2gxJx1ZqESTEUJPREgz7BPCF5bJYn+zxtOIkLZ0OBSKEMJECGEihLC6bnlI845/Kfh+REg5L2+ywCemozSj5vvQHmEkpAF9f8tMhNSu1wFwIULKKXK3tv/rvsBBhBRWLpi+p6BrIqRGdxgAF46OUp1bFTgYCanKfaagayKkFncbABemoxAmQggTIYSJEMJESC3ueExmGAYRQpwIIUyEVKPX+4p+IkIIEyGEiZCauGwNuJ4IIUyEECZCCPN9Qqpx17t3i5A63Pju3aajECZCom55ndoDEZJzs2nnO/YJSZgHwHWBJ9y9uxUi5Gpv76p2s/YWpqNc6rb3NdxgJOQi97yx7zdEyBUMgBtMR7mCAjeIEMJECGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEihDARQpgIIUyEECZCCBMhhIkQwv4B5kVjKmDU8JYAAAAASUVORK5CYII=\" alt=\"Mol\"/> \n",
"14 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"15 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"16 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"17 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"18 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"19 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"20 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"21 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"22 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"23 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"24 <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASwAAAEsCAIAAAD2HxkiAAAIkUlEQVR4nO3d0XLayBqFUXFq3v+VORdkPFjIGMeo95Z6rcpFMpVJiOhPvxBIXK7X6wLk/C/9AGB2IoQwEUKYCCFMhBAmQggTIYSJEMJECGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEiPIPL5ZJ+CPw9ER7e5XK5Xq/pR8HfEyGEifDYjMETEOGBKfAcRHhUCjwNEUKYCA/JGDwTER6PAk9GhEejwNMRIYSJ8FAul8UYPB0RHocCT0qEB6HA8xIhhInwCIzBUxNhPQWenQjrKfDsRAhhIoQwEUKYCCFMhBAmQgj7J/0A+OzjDqLemZiGCJvcvy/vPfppOByFMBFCmAghzGvCJterEzMTEmGZVXtOz0zA4SiEibDb/QEqJyVCCBNhPcPw7EQIYSI8AsPw1EQIYSI8CMPwvEQIYSI8DHPwrER4GNfr9eKI9IxECGEiPBLD8JRECGEiPBjD8HxECGEiPB7D8GRcWX9U9x1eXX1/ZCI8nsvlsqruyWDUZz8RnsGT0p4fuEq0wXqfSrnHMfjLP+3+lxZDhEl4JO8tcPlcnZM9Kc6OHsbbC1xx0jXFJDwwJ0jPwWvCY/h2DG4Osb94cveetzwyCQ/glTA2f8NXh5cyq2K3126P0fT8ONYwHMwknJHGqjg7Ws1QmoEIe6UK9F7FYCIsZQbOQ4RsMAxHEmEjY3AqIqxTUqBhOIwIu5QUyEgihDARFmkbg45IxxBhi7YCGUaEFWoLNAwHECGEiTCvdgwyhggbVR0BOiLdmwjzrPLJibBRW5Ztj+dkRFjBKp+ZCEvFs3y8L7DdxE7c3qLFbZWXnCb96pG4yeIeRNirPEvfQvMuIixSUt2Lj8G30LyLCKuNz3Lzr/vpY/jRfYo1KcIu2WH4lgK/5VtoVpwdJclJ10WEhVbrctgyHTMGeSRCliVaoGEowgPYe5magVkibDTbcJjt37siwmPYb5kag3EiLDVmOPQUOPMwFOFhzLxMz02EvWY7HzPtXkaER/LGZdpW4MxEWG2n4VAb25zDUIQHs188tWWengjbvX04OBBtI8LplBc44RGpCA9gwnU5laJdIE/sdyFs1Rj80PmoduKi3gP40f1dlp8kOtVaryXCdpud/Oj+Ea//jz1KbrczhghP6PVbME2yysvNsrM5qHmmwaZJ/vnOjvaaZAkiwlIKXKZ5b0aEECbCRpeLUyZ/zDAMnR2tc7ksAlw59xfRiLCLAlf2+6BCDxFyMOf7oIJTcEWMwZX3niKu/aCCSdhCgSvzfBGNs6MVFLjy1ZXH7/rzq066ipBjOPGnF0SYZwyu7NTb42vCkmEowjwF3pvwFjgipMiuBT6OvpJhKEKqnXsG3niL4huPe8rTr4mUAb09XrDfcAm/CJ95+UT54+0ndntMJzXhS8EPIvyxV5bFY6cTrKW/N7LArdEXfm5E+KXfLALJ/dLIGXi9ht8lcmJm225vVW3/fGaJY86ufaQIN+y6LLR3L/JS8Db6nv+XkUQ4Wvb5rjLzyZh7IlybcBH0iH5PcGznKMJPxiwCw3BJ7+yqngIR/mfwGbmZdR6IpsoU4VD3a6xqZzxSSYE921+Ef8R3wzPr2fiRRyHCZcktgp6d8TA9vS01LwpE2LUsJmT7izBstmG4eVFf6sGUmD1Cu2Hipo6wpEDDcHLzRlhSIMwbYRXDcGaTRlg5Bi3KCuMvN+u9qHe/c2iVBU6n4eYuXxl8jW9phPt9IVbtE9+8KHdT+o8dfK19aYSPzveFWHDTuOud5AuxNs02DAu/AuDjId0WzoCHVzcJ5/lCLMoNO2U919lRZ8bb9Lw38/EwVpebDdAV4WwHY4/sJiLc8nCo8lXe/Nh20jMMU5oinH4M3g4EyncT5xM/OVQT4cAtYZW3CQ7DeIFLS4QNWyLt/vXwx0/sLHZVsu46IhyubRiW3PsoaJp/6IaCCEO7o/InfaoCI0rG4JJ/sz64JeJfxvMvvb3o8QskfvNH9WzyaIRVW6KJLDetNsnnJn/w4cS2zZuehFkNw3DrepGqJVLr80Z6ds1N+fbMRRhf/Q0eNoIC3+LJNizcwrkTMyUbYvK3qCZTWOAy++Fom8olEve4k/y7jdRZ4CLCZQm9Mnz8Gw3Gz9vg4+ePW+Uhy/WvO2P7iggTFPi1V7bEw2/Y+JzD1v9VuoVFuCzL2GGot6fe8lRsfvzoV3/ingo+MVMiGIYs99f2QcV7IhzLgegLZrvCcIcIN2+eernMtV2/osDX7LFVaofhkNeElhqvGX9/lwb7RFi5v6lj38SyLHu9Jrxe//zgCdtnuM4jUidmIGxIhLezXX17ICZUOAxLP00Xs7oFrJdtZ9T2rPrEzJ3NTy7Czrwm/I4D6dNp+zCASfid38/DzW85gH+ZhDu7HdbeflTtfudW9WyYhHfunxlTi1FE+NmqPSmeV8Ndvm4cjkKY9wn35xC3WMMwdDi6v/iTTDeHo0ytYQ8pQggTIYSJEMJECGEihDARQpgIYeM2nSNv3ClCWJYX7hD4cT3M2/nEDCzL1ue5V1nu97a+SQjbNm/c6XAUdvTtlb47fdpbhPCfJ409nrB5F5cyQZhJCGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEihDARQpgIIUyEECZCCBMhhIkQwkQIYSKEMBFCmAghTIQQJkIIEyGEiRDCRAhhIoQwEUKYCCFMhBAmQggTIYSJEMJECGEihDARQtj/AU6XVFfX9/bTAAAAAElFTkSuQmCC\" alt=\"Mol\"/> \n",
"25 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"26 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"27 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"28 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"29 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> \n",
"30 <img src=\"data:image/png;base64,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\" alt=\"Mol\"/> "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display(mols_df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Generate Morgan Fingerprints (1024 bits, ECFP 4)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"fps = list()\n",
"for mol in mols_df[\"Molecule\"]:\n",
" fps.append(AllChem.GetMorganFingerprintAsBitVect(mol, radius=2, nBits=2048))\n",
"# end for\n",
"mols_df[\"FP_2048b_r2\"] = fps"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Generate a distance matrix based on Tanimoto distance (1 - Tanimoto similarity) for the molecules in the DataFrame"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"size = len(mols_df)\n",
"dist_matrix = np.zeros((size, size))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"idx = 0\n",
"np_fps = list()\n",
"for fp in mols_df[\"FP_2048b_r2\"]:\n",
" np_fp = np.zeros((1,))\n",
" Chem.DataStructs.ConvertToNumpyArray(fp, np_fp)\n",
" np_fps.append(np_fp)\n",
" # Calculate Tanimoto distance\n",
" dist = Chem.DataStructs.BulkTanimotoSimilarity(fp, mols_df[\"FP_2048b_r2\"], returnDistance=1)\n",
" # Save it to distance matrix\n",
" dist_matrix[idx] = dist\n",
" idx += 1\n",
"# end for\n",
"\n",
"#print dist_matrix\n",
"#print\n",
"#print np_fps\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### PCA on Morgan Fingerprints..."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from sklearn.decomposition import PCA"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"np_fps = np.array(np_fps)\n",
"# Set number of components\n",
"num_components = np.random.choice([2, 3], 1)[0]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"PCA(copy=True, n_components=3, whiten=False)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pca = PCA(n_components=num_components)\n",
"pca.fit(np_fps)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 0.13270754 0.07228072 0.07104431]\n",
"[[ -2.21181927e-16 -9.92167984e-02 -8.53147857e-17 ..., 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00]\n",
" [ 1.55682563e-16 1.10917800e-01 -2.04516788e-16 ..., 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00]\n",
" [ 1.49889081e-17 -7.28425864e-02 1.63100754e-16 ..., 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00]]\n"
]
}
],
"source": [
"print(pca.explained_variance_ratio_)\n",
"print(pca.components_)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"31\n",
"[[ 1.31500214 -0.7640861 5.22832908]\n",
" [ 1.53797607 -0.28704017 -1.05694891]\n",
" [ 0.91811106 -1.78508338 -1.03859001]\n",
" [ 0.89334916 -0.344918 -0.27795815]\n",
" [ 0.35415237 1.42943951 2.19074579]\n",
" [ 0.50603859 -0.80204167 2.34847053]\n",
" [ 1.1802413 -0.37313566 -0.79784871]\n",
" [ 0.44539047 -2.41273515 -2.44659077]\n",
" [ 0.30021406 -0.03066476 0.57684271]\n",
" [ 0.94990912 -0.54391665 1.76456107]\n",
" [ 1.34141138 0.17970279 1.93548741]\n",
" [-4.95803562 0.38864604 -0.04344849]\n",
" [ 0.5381366 4.9798876 -1.19113152]\n",
" [-5.72668077 -0.32970215 -0.17572151]\n",
" [ 0.99548509 0.3030953 0.17950779]\n",
" [ 0.66982304 4.90118639 -0.94470147]\n",
" [ 0.32687449 0.66830891 1.9251523 ]\n",
" [-5.5447459 0.56861009 -0.14257359]\n",
" [ 0.98144092 0.17849413 -0.0504479 ]\n",
" [ 1.27264002 -0.71617243 0.06825988]\n",
" [ 1.16086809 -0.982186 -0.1767292 ]\n",
" [ 1.22723912 1.89697287 -1.02568218]\n",
" [ 0.67271043 -0.00615144 0.016025 ]\n",
" [-1.49757857 -1.2110911 0.85770715]\n",
" [ 1.05203742 0.85899258 -0.96850432]\n",
" [-5.18188204 -0.56991034 -0.00903136]\n",
" [ 0.99373314 -0.5454343 -0.0593351 ]\n",
" [ 0.45069518 -1.43491285 -1.01804431]\n",
" [ 0.92866439 -1.44978588 -2.06534218]\n",
" [ 1.28539185 -1.0428653 -2.46617123]\n",
" [ 0.61138739 -0.7215029 -1.13628779]]\n"
]
}
],
"source": [
"pca_pos = pca.transform(np_fps)\n",
"\n",
"print len(pca_pos)\n",
"print pca_pos"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Non metric MDS on Tanimoto Distance Matrix"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from sklearn.manifold import MDS"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"seed = np.random.RandomState(seed=69)\n",
"\n",
"nmds = MDS(n_components=num_components, metric=False, n_init=4, max_iter=300, verbose=0, eps=0.001, \n",
" n_jobs=-2, random_state=seed, dissimilarity='precomputed')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"31\n",
"[[ -9.48565471e-02 3.00719661e-01 3.40839915e-01]\n",
" [ 6.96767672e-02 3.14307969e-01 -2.83922920e-01]\n",
" [ 1.76079582e-01 -8.07936433e-02 4.80508690e-02]\n",
" [ 1.28075114e-01 2.41061747e-01 -2.09035403e-01]\n",
" [ -1.25693346e-01 8.48990261e-02 4.27081592e-01]\n",
" [ -3.75733104e-01 2.51402941e-02 -1.99902936e-01]\n",
" [ 1.25248464e-01 1.66507580e-01 3.49277617e-01]\n",
" [ 1.55482112e-01 -1.11977084e-01 -4.29709818e-01]\n",
" [ 1.86761775e-01 -2.93412777e-02 3.13850289e-01]\n",
" [ -1.51322497e-01 4.17928899e-01 -1.13015119e-02]\n",
" [ 2.19786975e-01 3.39675689e-01 2.31654116e-01]\n",
" [ 1.79047065e-01 -3.46679492e-01 -3.09567941e-02]\n",
" [ -1.33826965e-04 -2.74286475e-01 -4.15308899e-01]\n",
" [ -1.59474249e-01 -2.45429111e-01 -5.52606582e-02]\n",
" [ -2.99537821e-01 2.64655631e-01 2.51024224e-01]\n",
" [ 3.19654747e-01 -1.07579518e-01 -3.52553457e-01]\n",
" [ -1.20425067e-01 3.45091092e-01 -2.03810577e-01]\n",
" [ -4.75718938e-01 -2.30377100e-01 -6.77800445e-02]\n",
" [ 5.21813032e-01 1.76446538e-01 7.68239902e-02]\n",
" [ 7.67358425e-02 3.50802926e-01 5.43249064e-02]\n",
" [ -5.24716034e-01 -2.56795323e-01 1.97446184e-01]\n",
" [ 2.71415266e-01 1.67398318e-01 -3.75142177e-02]\n",
" [ 1.00851294e-01 -2.54287729e-01 5.74924741e-01]\n",
" [ 2.28329500e-01 -3.19023700e-01 2.66115389e-01]\n",
" [ -2.10639603e-01 -5.37212991e-02 9.54494593e-02]\n",
" [ 4.74899678e-01 -3.42331488e-01 9.49558136e-02]\n",
" [ -4.45492180e-01 3.12427462e-01 -3.30878114e-01]\n",
" [ -3.69657444e-02 -4.71563105e-01 3.14678163e-01]\n",
" [ -3.79394353e-01 -4.45688309e-01 -2.32728151e-01]\n",
" [ -4.91812672e-02 3.48680276e-01 -5.59280029e-01]\n",
" [ 8.93917285e-02 -4.93904009e-01 -3.31700527e-01]]\n"
]
}
],
"source": [
"nmds_pos = nmds.fit_transform(dist_matrix)\n",
"\n",
"print len(nmds_pos)\n",
"print nmds_pos"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Non metric MDS on Morgan Fingerprints"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"nmds_euclidean = MDS(n_components=num_components, metric=False, n_init=4, max_iter=300, verbose=0, eps=0.001, \n",
" n_jobs=-2, random_state=seed, dissimilarity='euclidean')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"31\n",
"[[ -3.44911869e-01 2.36393789e-01 -2.26426852e-01]\n",
" [ 5.46681382e-03 -4.38691933e-01 -1.68392354e-01]\n",
" [ 2.55350527e-01 -2.32828075e-01 -1.02777889e-01]\n",
" [ -2.97976672e-01 1.13191215e-01 2.96375642e-01]\n",
" [ -2.96834599e-01 -1.85332297e-01 2.31699887e-01]\n",
" [ 1.88013460e-01 -3.67934535e-01 1.09252507e-02]\n",
" [ 1.57898970e-02 -3.10366225e-01 -2.90325729e-01]\n",
" [ -9.83308271e-02 -3.66924789e-01 2.31816935e-02]\n",
" [ 3.22616355e-01 -4.01815069e-02 -3.43282480e-01]\n",
" [ 1.57894115e-01 2.76247848e-01 -2.73469304e-01]\n",
" [ 1.55167264e-01 4.04869433e-01 3.64525966e-01]\n",
" [ 1.99405988e-01 -2.02985883e-01 3.25376581e-01]\n",
" [ -3.84530922e-01 -8.67530926e-02 1.63612937e-01]\n",
" [ 3.99294767e-01 -1.35369733e-02 1.87075885e-01]\n",
" [ 3.32153562e-01 2.19860547e-01 1.42129452e-01]\n",
" [ 2.02856582e-01 3.59781540e-01 2.06156601e-01]\n",
" [ -2.19583662e-01 4.55670706e-01 -3.24899964e-01]\n",
" [ 8.75438517e-02 2.17997473e-01 -3.89570482e-01]\n",
" [ -1.38149999e-01 -1.08331642e-01 -5.03152210e-01]\n",
" [ 7.93214258e-02 9.58476303e-02 7.40384768e-02]\n",
" [ -4.94229080e-01 1.33667149e-01 4.87709401e-02]\n",
" [ 6.23236720e-02 -2.74023704e-01 3.50019329e-01]\n",
" [ 4.35380333e-01 1.97792125e-01 3.43136943e-04]\n",
" [ -1.73115702e-01 5.22582467e-02 -3.71804113e-01]\n",
" [ 2.15994292e-03 4.41692036e-01 4.63273014e-02]\n",
" [ -3.07411643e-01 3.76804427e-01 4.55877873e-01]\n",
" [ -1.99732726e-01 -1.75055442e-01 -1.50743254e-01]\n",
" [ 4.16097244e-01 1.76051981e-02 4.37797021e-01]\n",
" [ -5.49528615e-01 -1.44456026e-02 -3.30899542e-01]\n",
" [ 3.94076834e-01 -3.39949323e-01 -2.39897484e-01]\n",
" [ -2.02470725e-01 -4.96505729e-01 4.85951417e-01]]\n"
]
}
],
"source": [
"nmds_pos_euclidean = nmds_euclidean.fit_transform(np_fps)\n",
"\n",
"print len(nmds_pos_euclidean)\n",
"print nmds_pos_euclidean"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot PCA and non metric MDS"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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wkqFqyWKgLhHFqjNtBLnBnNlgZA0K6wYD9gkhSounCtOi+KpUKuwGYwrJo48+mvcQ5hoW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COzbtxs98+CYFrp+iGONRI0xmIxX4S/Stx0h2Xre6OleaCfwFlx8gDWnFhmxM961/62bdswSBDQ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\nDMsV4Byenhh4GkShFVhiJVNXV1fdVXX0y7eLTfQ1U6lhQz+3SFSh7EqEG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dX64mzVXBKj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DhgwZgn79+qG5uRnVahV79uzB8OHDPcLDCqQvn5XRDy2g0y5mNCm1EvWafrIw5npkzM4x/OCm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\nQ4C8WOYAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xb5e1630>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"num_new_mols = len(mols_dict)\n",
"\n",
"fig = plt.figure(figsize=(10, 20))\n",
"if len(pca_pos[0]) == 3:\n",
" ax = fig.add_subplot(211, projection='3d')\n",
" # PCA scatter plot\n",
" ax.scatter(pca_pos[:num_new_mols, 0], pca_pos[:num_new_mols, 1], pca_pos[:num_new_mols, 2], c=\"r\", marker=\"o\")\n",
" # Target\n",
" ax.scatter(pca_pos[num_new_mols, 0], pca_pos[num_new_mols, 1], pca_pos[num_new_mols, 2], c=\"b\", marker=\"^\")\n",
" # Legend\n",
" plt.legend(('PCA', 'Target'), loc='best')\n",
" \n",
" ax.xaxis.set_ticklabels([])\n",
" ax.yaxis.set_ticklabels([])\n",
" ax.zaxis.set_ticklabels([])\n",
"\n",
" ax.set_xlabel('PC 1')\n",
" ax.set_ylabel('PC 2')\n",
" ax.set_zlabel('PC 3')\n",
" \n",
" ax = fig.add_subplot(212, projection='3d')\n",
" # Non metric MDS\n",
" ax.scatter(nmds_pos[:num_new_mols, 0], nmds_pos[:num_new_mols, 1], nmds_pos[:num_new_mols, 2], c=\"r\", marker=\"o\")\n",
" # Non metric MDS Euclidean\n",
" ax.scatter(nmds_pos_euclidean[:num_new_mols, 0], nmds_pos_euclidean[:num_new_mols, 1], nmds_pos_euclidean[:num_new_mols, 2], c=\"g\", marker=\"o\")\n",
" # Target\n",
" ax.scatter(nmds_pos[num_new_mols, 0], nmds_pos[num_new_mols, 1], nmds_pos[num_new_mols, 2], c=\"b\", marker=\"^\")\n",
" # Legend\n",
" plt.legend(('NMDS', 'NMDS Euclidean', 'Target'), loc='best')\n",
"\n",
" ax.xaxis.set_ticklabels([])\n",
" ax.yaxis.set_ticklabels([])\n",
" ax.zaxis.set_ticklabels([])\n",
"\n",
" ax.set_xlabel('DIM 1')\n",
" ax.set_ylabel('DIM 2')\n",
" ax.set_zlabel('DIM 3')\n",
"elif len(pca_pos[0]) == 2:\n",
" ax = fig.add_subplot(211)\n",
" # PCA scatter plot\n",
" ax.scatter(pca_pos[:num_new_mols, 0], pca_pos[:num_new_mols, 1], c=\"r\", marker=\"o\")\n",
" # Target\n",
" ax.scatter(pca_pos[num_new_mols, 0], pca_pos[num_new_mols, 1], c=\"b\", marker=\"^\")\n",
" # Legend\n",
" plt.legend(('PCA', 'Target'), loc='best')\n",
" \n",
" ax.xaxis.set_ticklabels([])\n",
" ax.yaxis.set_ticklabels([])\n",
" \n",
" ax.set_xlabel('PC 1')\n",
" ax.set_ylabel('PC 2')\n",
" \n",
" ax = fig.add_subplot(212)\n",
" # Non metric MDS\n",
" ax.scatter(nmds_pos[:num_new_mols, 0], nmds_pos[:num_new_mols, 1], c=\"r\", marker=\"o\")\n",
" # Non metric MDS Euclidean\n",
" ax.scatter(nmds_pos_euclidean[:num_new_mols, 0], nmds_pos_euclidean[:num_new_mols, 1], c=\"g\", marker=\"o\")\n",
" # Target\n",
" ax.scatter(nmds_pos[num_new_mols, 0], nmds_pos[num_new_mols, 1], c=\"b\", marker=\"^\")\n",
" # Legend\n",
" plt.legend(('NMDS', 'NMDS Euclidean', 'Target'), loc='best')\n",
"\n",
" ax.xaxis.set_ticklabels([])\n",
" ax.yaxis.set_ticklabels([])\n",
" \n",
" ax.set_xlabel('DIM 1')\n",
" ax.set_ylabel('DIM 2')\n",
"# end if\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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