COVID-disruptors.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Repurposing Therapeutics for COVID-19 \n",
    "### S. Ravichandran"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Micholas Dean Smith and Jeremy C. Smith from University of Tennessee and ORNL have published a molecular modeling paper and identified 47 potential small-molecule hits (20 are available for purchase) that could limit severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2), the culprit of the COVID-19 pandemic. Please note that SARS-Cov-2 is the name of the new virus and the disease name is COVID-19. You can read the naming convention for viruses from here, \n",
    "[WHO-technical-guide](https://www.who.int/emergencies/diseases/novel-coronavirus-2019/technical-guidance/naming-the-coronavirus-disease-(covid-2019)-and-the-virus-that-causes-it).\n",
    "\n",
    "Micholas Dean Smith and Jeremy Smith used Summit (IBM AC922 [Summit](https://www.olcf.ornl.gov/summit/) to screen a small molecule library (~ 8000 compounds) and carried out Docking and Molecular Dynamics calculations to identify hits that could bind to the main \"spike\" protein (aka S-protein) of the caronavirus. You can read the article from The Preprint Server for Chemistry server, [ChemRxiv](https://chemrxiv.org/articles/Repurposing_Therapeutics_for_the_Wuhan_Coronavirus_nCov-2019_Supercomputer-Based_Docking_to_the_Viral_S_Protein_and_Human_ACE2_Interface/11871402/3)\n",
    "\n",
    "I have taken the top-19 best-ranked compounds from the manuscript and used the chemoinformatics python library to display the compounds. You can also visit my GitHub and download the Python code. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# install anaconda \n",
    "# install the following llibraries: pandas and rdkit\n",
    "# libraries needed pandas and rdkit\n",
    "# copy and run the code\n",
    "\n",
    "import pandas as pd\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem import AllChem\n",
    "from rdkit.Chem import Draw\n",
    "from rdkit.Chem.Draw import IPythonConsole \n",
    "from rdkit.Chem.Draw.MolDrawing import MolDrawing, DrawingOptions \n",
    "from rdkit.Chem import PandasTools\n",
    "from rdkit.Chem.Draw import IPythonConsole"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"Data/COVID-19.csv\", sep = ' ', header=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>smiles</th>\n",
       "      <th>zinc_id</th>\n",
       "      <th>Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Cc1cccn2c(=O)c(-c3nn[nH]n3)cnc12</td>\n",
       "      <td>ZINC000005783214</td>\n",
       "      <td>Permirolast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>N[C@H](CO)C(=O)NNCc1ccc(O)c(O)c1O</td>\n",
       "      <td>ZINC000003830273</td>\n",
       "      <td>Benserazide</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>O=c1cc(-c2ccc(O)c(O)c2)oc2cc(O)cc(O)c12</td>\n",
       "      <td>ZINC000018185774</td>\n",
       "      <td>NP-Luteolin-monoarbinoside</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C/C(=N\\NC(=O)c1ccncc1)C(=O)O</td>\n",
       "      <td>ZINC000004974291</td>\n",
       "      <td>Pyruvic-acid-Calcium-isoniazid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>O=c1c(O)c(-c2ccc(O)c(O)c2)oc2cc(O)cc(O)c12</td>\n",
       "      <td>ZINC000003869685</td>\n",
       "      <td>NP-Quercetol;quercetin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NC(=O)[C@@H]1CCCN1C(=O)[C@H](Cc1c[nH]cn1)NC(=O...</td>\n",
       "      <td>ZINC000004096261</td>\n",
       "      <td>Protirelin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>CN1C[C@H](O)C2=C/C(=N/NC(N)=O)C(=O)C=C21</td>\n",
       "      <td>ZINC000100029428</td>\n",
       "      <td>Carbazochrome</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>O=C1CN(/N=C/c2ccc([N+](=O)[O-])o2)C(=O)N1</td>\n",
       "      <td>ZINC000003875368</td>\n",
       "      <td>Nitrofurantoin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>N[C@H](CO)C(=O)NNCc1ccc(O)c(O)c1O</td>\n",
       "      <td>ZINC000003830273</td>\n",
       "      <td>Benserazide</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>CN1C[C@@H](O)C2=C/C(=N/NC(N)=O)C(=O)C=C21</td>\n",
       "      <td>ZINC000100045148</td>\n",
       "      <td>Carbazochrome</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>C[C@H](O)[C@H](O)[C@H]1CNc2nc(N)[nH]c(=O)c2N1</td>\n",
       "      <td>ZINC000013585233</td>\n",
       "      <td>Sapropterin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Nc1ncnc2c1ncn2[C@@H]1O[C@H](CO)[C@@H](O)[C@@H]1O</td>\n",
       "      <td>ZINC000000970363</td>\n",
       "      <td>Vidarbine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>O=C1C[C@@H](c2ccc(O)c(O)c2)Oc2cc(O)cc(O)c21</td>\n",
       "      <td>ZINC000000058117</td>\n",
       "      <td>NP:Eriodictyol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>C[C@]1(Cn2ccnn2)[C@H](C(=O)O)N2C(=O)C[C@H]2S1(...</td>\n",
       "      <td>ZINC000003787060</td>\n",
       "      <td>Tazobactum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>NC(N)=N/C(N)=N\\CCc1ccccc1</td>\n",
       "      <td>ZINC000005851063</td>\n",
       "      <td>Phenformin-hcl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>CN1C[C@@H](O)C2=C/C(=N/NC(N)=O)C(=O)C=C21</td>\n",
       "      <td>ZINC000100045148</td>\n",
       "      <td>Carbazochrome</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>CN1C[C@@H](O)C2=C/C(=N/NC(N)=O)C(=O)C=C21</td>\n",
       "      <td>ZINC000100045148</td>\n",
       "      <td>Carbazochrome</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>N#C[C@@H]1CCCN1C(=O)CNC12C[C@@H]3C[C@H](CC(O)(...</td>\n",
       "      <td>ZINC000100003507</td>\n",
       "      <td>Vildagliptin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Oc1ccc(C[C@H]2NCCc3cc(O)c(O)cc32)cc1</td>\n",
       "      <td>ZINC000000896041</td>\n",
       "      <td>NP:Demethyl-coclaurine</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               smiles           zinc_id  \\\n",
       "0                    Cc1cccn2c(=O)c(-c3nn[nH]n3)cnc12  ZINC000005783214   \n",
       "1                   N[C@H](CO)C(=O)NNCc1ccc(O)c(O)c1O  ZINC000003830273   \n",
       "2             O=c1cc(-c2ccc(O)c(O)c2)oc2cc(O)cc(O)c12  ZINC000018185774   \n",
       "3                        C/C(=N\\NC(=O)c1ccncc1)C(=O)O  ZINC000004974291   \n",
       "4          O=c1c(O)c(-c2ccc(O)c(O)c2)oc2cc(O)cc(O)c12  ZINC000003869685   \n",
       "5   NC(=O)[C@@H]1CCCN1C(=O)[C@H](Cc1c[nH]cn1)NC(=O...  ZINC000004096261   \n",
       "6            CN1C[C@H](O)C2=C/C(=N/NC(N)=O)C(=O)C=C21  ZINC000100029428   \n",
       "7           O=C1CN(/N=C/c2ccc([N+](=O)[O-])o2)C(=O)N1  ZINC000003875368   \n",
       "8                   N[C@H](CO)C(=O)NNCc1ccc(O)c(O)c1O  ZINC000003830273   \n",
       "9           CN1C[C@@H](O)C2=C/C(=N/NC(N)=O)C(=O)C=C21  ZINC000100045148   \n",
       "10      C[C@H](O)[C@H](O)[C@H]1CNc2nc(N)[nH]c(=O)c2N1  ZINC000013585233   \n",
       "11   Nc1ncnc2c1ncn2[C@@H]1O[C@H](CO)[C@@H](O)[C@@H]1O  ZINC000000970363   \n",
       "12        O=C1C[C@@H](c2ccc(O)c(O)c2)Oc2cc(O)cc(O)c21  ZINC000000058117   \n",
       "13  C[C@]1(Cn2ccnn2)[C@H](C(=O)O)N2C(=O)C[C@H]2S1(...  ZINC000003787060   \n",
       "14                          NC(N)=N/C(N)=N\\CCc1ccccc1  ZINC000005851063   \n",
       "15          CN1C[C@@H](O)C2=C/C(=N/NC(N)=O)C(=O)C=C21  ZINC000100045148   \n",
       "16          CN1C[C@@H](O)C2=C/C(=N/NC(N)=O)C(=O)C=C21  ZINC000100045148   \n",
       "17  N#C[C@@H]1CCCN1C(=O)CNC12C[C@@H]3C[C@H](CC(O)(...  ZINC000100003507   \n",
       "18               Oc1ccc(C[C@H]2NCCc3cc(O)c(O)cc32)cc1  ZINC000000896041   \n",
       "\n",
       "                              Name  \n",
       "0                      Permirolast  \n",
       "1                      Benserazide  \n",
       "2       NP-Luteolin-monoarbinoside  \n",
       "3   Pyruvic-acid-Calcium-isoniazid  \n",
       "4           NP-Quercetol;quercetin  \n",
       "5                       Protirelin  \n",
       "6                    Carbazochrome  \n",
       "7                   Nitrofurantoin  \n",
       "8                      Benserazide  \n",
       "9                    Carbazochrome  \n",
       "10                     Sapropterin  \n",
       "11                       Vidarbine  \n",
       "12                  NP:Eriodictyol  \n",
       "13                      Tazobactum  \n",
       "14                  Phenformin-hcl  \n",
       "15                   Carbazochrome  \n",
       "16                   Carbazochrome  \n",
       "17                    Vildagliptin  \n",
       "18          NP:Demethyl-coclaurine  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=1800x1000 at 0x1FD01708DF0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = df['smiles'].values\n",
    "mols = [Chem.MolFromSmiles(smi) for smi in x]\n",
    "Draw.MolsToGridImage(mols, molsPerRow = 4, subImgSize=(450, 200))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mordred import Calculator, descriptors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 19/19 [00:03<00:00,  6.12it/s]\n"
     ]
    }
   ],
   "source": [
    "# create descriptor calculator with all descriptors\n",
    "calc = Calculator(descriptors, ignore_3D=True)\n",
    "\n",
    "# calculate multiple molecule\n",
    "mols1 = [Chem.MolFromSmiles(smi) for smi in x]\n",
    "\n",
    "# as pandas\n",
    "df1 = calc.pandas(mols1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>9.227346</td>\n",
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       "      <td>362.170253</td>\n",
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       "      <td>35</td>\n",
       "      <td>134.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>5.722222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>13.113111</td>\n",
       "      <td>11.698753</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.720454</td>\n",
       "      <td>2.471080</td>\n",
       "      <td>4.827489</td>\n",
       "      <td>20.720454</td>\n",
       "      <td>1.218850</td>\n",
       "      <td>3.759364</td>\n",
       "      <td>...</td>\n",
       "      <td>9.740204</td>\n",
       "      <td>64.085225</td>\n",
       "      <td>236.090940</td>\n",
       "      <td>8.141067</td>\n",
       "      <td>518</td>\n",
       "      <td>25</td>\n",
       "      <td>88.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>7.027778</td>\n",
       "      <td>3.694444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>13.084601</td>\n",
       "      <td>11.840974</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.946550</td>\n",
       "      <td>2.341573</td>\n",
       "      <td>4.481647</td>\n",
       "      <td>20.946550</td>\n",
       "      <td>1.232150</td>\n",
       "      <td>3.755768</td>\n",
       "      <td>...</td>\n",
       "      <td>9.464750</td>\n",
       "      <td>65.041652</td>\n",
       "      <td>238.033819</td>\n",
       "      <td>10.349296</td>\n",
       "      <td>580</td>\n",
       "      <td>20</td>\n",
       "      <td>86.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>6.416667</td>\n",
       "      <td>3.722222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>13.113111</td>\n",
       "      <td>11.885521</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>22.203716</td>\n",
       "      <td>2.342088</td>\n",
       "      <td>4.684176</td>\n",
       "      <td>22.203716</td>\n",
       "      <td>1.233540</td>\n",
       "      <td>3.770033</td>\n",
       "      <td>...</td>\n",
       "      <td>9.543020</td>\n",
       "      <td>50.345912</td>\n",
       "      <td>257.101171</td>\n",
       "      <td>7.790945</td>\n",
       "      <td>693</td>\n",
       "      <td>26</td>\n",
       "      <td>84.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>8.166667</td>\n",
       "      <td>4.194444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>13.113111</td>\n",
       "      <td>11.698753</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.720454</td>\n",
       "      <td>2.471080</td>\n",
       "      <td>4.827489</td>\n",
       "      <td>20.720454</td>\n",
       "      <td>1.218850</td>\n",
       "      <td>3.759364</td>\n",
       "      <td>...</td>\n",
       "      <td>9.740204</td>\n",
       "      <td>64.085225</td>\n",
       "      <td>236.090940</td>\n",
       "      <td>8.141067</td>\n",
       "      <td>518</td>\n",
       "      <td>25</td>\n",
       "      <td>88.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>7.027778</td>\n",
       "      <td>3.694444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>13.113111</td>\n",
       "      <td>11.268952</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.857278</td>\n",
       "      <td>2.424769</td>\n",
       "      <td>4.849537</td>\n",
       "      <td>20.857278</td>\n",
       "      <td>1.226899</td>\n",
       "      <td>3.757231</td>\n",
       "      <td>...</td>\n",
       "      <td>9.792947</td>\n",
       "      <td>49.951285</td>\n",
       "      <td>241.117489</td>\n",
       "      <td>7.534922</td>\n",
       "      <td>504</td>\n",
       "      <td>27</td>\n",
       "      <td>88.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>7.027778</td>\n",
       "      <td>3.694444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>14.894331</td>\n",
       "      <td>13.336359</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24.631339</td>\n",
       "      <td>2.511395</td>\n",
       "      <td>4.844357</td>\n",
       "      <td>24.631339</td>\n",
       "      <td>1.296386</td>\n",
       "      <td>3.898836</td>\n",
       "      <td>...</td>\n",
       "      <td>10.012476</td>\n",
       "      <td>69.036959</td>\n",
       "      <td>267.096754</td>\n",
       "      <td>8.346774</td>\n",
       "      <td>657</td>\n",
       "      <td>32</td>\n",
       "      <td>104.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>6.638889</td>\n",
       "      <td>4.194444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>16.608204</td>\n",
       "      <td>13.330263</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26.321008</td>\n",
       "      <td>2.467430</td>\n",
       "      <td>4.934859</td>\n",
       "      <td>26.321008</td>\n",
       "      <td>1.253381</td>\n",
       "      <td>3.987292</td>\n",
       "      <td>...</td>\n",
       "      <td>10.124509</td>\n",
       "      <td>55.372829</td>\n",
       "      <td>288.063388</td>\n",
       "      <td>8.729194</td>\n",
       "      <td>896</td>\n",
       "      <td>36</td>\n",
       "      <td>114.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>7.750000</td>\n",
       "      <td>4.472222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>15.981561</td>\n",
       "      <td>15.139991</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>24.471027</td>\n",
       "      <td>2.692414</td>\n",
       "      <td>5.134610</td>\n",
       "      <td>24.471027</td>\n",
       "      <td>1.223551</td>\n",
       "      <td>3.970478</td>\n",
       "      <td>...</td>\n",
       "      <td>10.543893</td>\n",
       "      <td>71.840726</td>\n",
       "      <td>300.052840</td>\n",
       "      <td>9.376651</td>\n",
       "      <td>698</td>\n",
       "      <td>36</td>\n",
       "      <td>116.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>8.291667</td>\n",
       "      <td>4.131944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>10.934771</td>\n",
       "      <td>9.585837</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>18.037415</td>\n",
       "      <td>2.171121</td>\n",
       "      <td>4.342241</td>\n",
       "      <td>18.037415</td>\n",
       "      <td>1.202494</td>\n",
       "      <td>3.579412</td>\n",
       "      <td>...</td>\n",
       "      <td>8.906664</td>\n",
       "      <td>45.409755</td>\n",
       "      <td>205.132745</td>\n",
       "      <td>6.837758</td>\n",
       "      <td>450</td>\n",
       "      <td>15</td>\n",
       "      <td>66.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>5.583333</td>\n",
       "      <td>3.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>13.113111</td>\n",
       "      <td>11.698753</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.720454</td>\n",
       "      <td>2.471080</td>\n",
       "      <td>4.827489</td>\n",
       "      <td>20.720454</td>\n",
       "      <td>1.218850</td>\n",
       "      <td>3.759364</td>\n",
       "      <td>...</td>\n",
       "      <td>9.740204</td>\n",
       "      <td>64.085225</td>\n",
       "      <td>236.090940</td>\n",
       "      <td>8.141067</td>\n",
       "      <td>518</td>\n",
       "      <td>25</td>\n",
       "      <td>88.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>7.027778</td>\n",
       "      <td>3.694444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>13.113111</td>\n",
       "      <td>11.698753</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.720454</td>\n",
       "      <td>2.471080</td>\n",
       "      <td>4.827489</td>\n",
       "      <td>20.720454</td>\n",
       "      <td>1.218850</td>\n",
       "      <td>3.759364</td>\n",
       "      <td>...</td>\n",
       "      <td>9.740204</td>\n",
       "      <td>64.085225</td>\n",
       "      <td>236.090940</td>\n",
       "      <td>8.141067</td>\n",
       "      <td>518</td>\n",
       "      <td>25</td>\n",
       "      <td>88.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>7.027778</td>\n",
       "      <td>3.694444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17.865098</td>\n",
       "      <td>14.583318</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>28.157662</td>\n",
       "      <td>2.577832</td>\n",
       "      <td>5.155242</td>\n",
       "      <td>28.157662</td>\n",
       "      <td>1.279894</td>\n",
       "      <td>4.065227</td>\n",
       "      <td>...</td>\n",
       "      <td>10.451638</td>\n",
       "      <td>70.897434</td>\n",
       "      <td>303.194677</td>\n",
       "      <td>6.450951</td>\n",
       "      <td>1047</td>\n",
       "      <td>35</td>\n",
       "      <td>128.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>6.680556</td>\n",
       "      <td>4.597222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>15.763198</td>\n",
       "      <td>12.369030</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>26.041871</td>\n",
       "      <td>2.427752</td>\n",
       "      <td>4.855505</td>\n",
       "      <td>26.041871</td>\n",
       "      <td>1.302094</td>\n",
       "      <td>3.935368</td>\n",
       "      <td>...</td>\n",
       "      <td>9.940542</td>\n",
       "      <td>53.806646</td>\n",
       "      <td>271.120843</td>\n",
       "      <td>7.327590</td>\n",
       "      <td>820</td>\n",
       "      <td>31</td>\n",
       "      <td>106.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>6.277778</td>\n",
       "      <td>4.333333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19 rows × 1613 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          ABC      ABCGG  nAcid  nBase    SpAbs_A   SpMax_A  SpDiam_A  \\\n",
       "0   13.451608  11.497362      2      0  22.492647  2.457867  4.902998   \n",
       "1   13.113111  11.885521      0      1  22.203716  2.342088  4.684176   \n",
       "2   16.608204  13.330263      0      0  26.321008  2.467430  4.934859   \n",
       "3   10.963281  10.033994      1      0  18.556154  2.239094  4.478187   \n",
       "4   17.343821  14.207716      0      0  27.687065  2.499067  4.998133   \n",
       "5   20.143738  18.489856      0      0  32.998178  2.410037  4.742169   \n",
       "6   13.113111  11.698753      0      0  20.720454  2.471080  4.827489   \n",
       "7   13.084601  11.840974      0      0  20.946550  2.341573  4.481647   \n",
       "8   13.113111  11.885521      0      1  22.203716  2.342088  4.684176   \n",
       "9   13.113111  11.698753      0      0  20.720454  2.471080  4.827489   \n",
       "10  13.113111  11.268952      0      0  20.857278  2.424769  4.849537   \n",
       "11  14.894331  13.336359      0      0  24.631339  2.511395  4.844357   \n",
       "12  16.608204  13.330263      0      0  26.321008  2.467430  4.934859   \n",
       "13  15.981561  15.139991      1      0  24.471027  2.692414  5.134610   \n",
       "14  10.934771   9.585837      0      5  18.037415  2.171121  4.342241   \n",
       "15  13.113111  11.698753      0      0  20.720454  2.471080  4.827489   \n",
       "16  13.113111  11.698753      0      0  20.720454  2.471080  4.827489   \n",
       "17  17.865098  14.583318      0      1  28.157662  2.577832  5.155242   \n",
       "18  15.763198  12.369030      0      1  26.041871  2.427752  4.855505   \n",
       "\n",
       "       SpAD_A   SpMAD_A   LogEE_A  ...      SRW10     TSRW10          MW  \\\n",
       "0   22.492647  1.323097  3.789440  ...   9.879144  63.377796  228.075959   \n",
       "1   22.203716  1.233540  3.770033  ...   9.543020  50.345912  257.101171   \n",
       "2   26.321008  1.253381  3.987292  ...  10.124509  55.372829  286.047738   \n",
       "3   18.556154  1.237077  3.585883  ...   9.123802  45.923073  207.064391   \n",
       "4   27.687065  1.258503  4.032867  ...  10.230234  56.728753  302.042653   \n",
       "5   32.998178  1.269161  4.182886  ...   9.992734  77.282364  362.170253   \n",
       "6   20.720454  1.218850  3.759364  ...   9.740204  64.085225  236.090940   \n",
       "7   20.946550  1.232150  3.755768  ...   9.464750  65.041652  238.033819   \n",
       "8   22.203716  1.233540  3.770033  ...   9.543020  50.345912  257.101171   \n",
       "9   20.720454  1.218850  3.759364  ...   9.740204  64.085225  236.090940   \n",
       "10  20.857278  1.226899  3.757231  ...   9.792947  49.951285  241.117489   \n",
       "11  24.631339  1.296386  3.898836  ...  10.012476  69.036959  267.096754   \n",
       "12  26.321008  1.253381  3.987292  ...  10.124509  55.372829  288.063388   \n",
       "13  24.471027  1.223551  3.970478  ...  10.543893  71.840726  300.052840   \n",
       "14  18.037415  1.202494  3.579412  ...   8.906664  45.409755  205.132745   \n",
       "15  20.720454  1.218850  3.759364  ...   9.740204  64.085225  236.090940   \n",
       "16  20.720454  1.218850  3.759364  ...   9.740204  64.085225  236.090940   \n",
       "17  28.157662  1.279894  4.065227  ...  10.451638  70.897434  303.194677   \n",
       "18  26.041871  1.302094  3.935368  ...   9.940542  53.806646  271.120843   \n",
       "\n",
       "          AMW  WPath  WPol  Zagreb1  Zagreb2  mZagreb1  mZagreb2  \n",
       "0    9.123038    483    27     92.0    111.0  4.916667  3.722222  \n",
       "1    7.790945    693    26     84.0     95.0  8.166667  4.194444  \n",
       "2    9.227346    896    36    114.0    136.0  7.750000  4.472222  \n",
       "3    8.627683    414    18     68.0     74.0  6.194444  3.472222  \n",
       "4    9.438833    986    40    120.0    145.0  8.611111  4.694444  \n",
       "5    7.545214   1657    35    134.0    156.0  9.000000  5.722222  \n",
       "6    8.141067    518    25     88.0    103.0  7.027778  3.694444  \n",
       "7   10.349296    580    20     86.0     98.0  6.416667  3.722222  \n",
       "8    7.790945    693    26     84.0     95.0  8.166667  4.194444  \n",
       "9    8.141067    518    25     88.0    103.0  7.027778  3.694444  \n",
       "10   7.534922    504    27     88.0    103.0  7.027778  3.694444  \n",
       "11   8.346774    657    32    104.0    128.0  6.638889  4.194444  \n",
       "12   8.729194    896    36    114.0    136.0  7.750000  4.472222  \n",
       "13   9.376651    698    36    116.0    147.0  8.291667  4.131944  \n",
       "14   6.837758    450    15     66.0     69.0  5.583333  3.500000  \n",
       "15   8.141067    518    25     88.0    103.0  7.027778  3.694444  \n",
       "16   8.141067    518    25     88.0    103.0  7.027778  3.694444  \n",
       "17   6.450951   1047    35    128.0    155.0  6.680556  4.597222  \n",
       "18   7.327590    820    31    106.0    124.0  6.277778  4.333333  \n",
       "\n",
       "[19 rows x 1613 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1"
   ]
  }
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