{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "RDKit WARNING: [08:45:23] Enabling RDKit 2019.09.3 jupyter extensions\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem import Descriptors\n",
    "import seaborn as sns\n",
    "from rdkit.Chem import AllChem\n",
    "import numpy as np\n",
    "from rdkit import DataStructs\n",
    "from sklearn.cluster import KMeans"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Read the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"A2a.smi\",sep=\" \",header=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add the column labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.columns = [\"SMILES\",\"Name\",\"pIC50\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SMILES</th>\n",
       "      <th>Name</th>\n",
       "      <th>pIC50</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CNCC1CC2c3ccccc3Cc3ccccc3N2O1</td>\n",
       "      <td>CHEMBL81485</td>\n",
       "      <td>6.360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CN(C)CC1CC2c3ccccc3Cc3ccccc3N2O1</td>\n",
       "      <td>CHEMBL83658</td>\n",
       "      <td>6.430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CN1CCN2c3ccccc3Cc3ccccc3C2C1</td>\n",
       "      <td>CHEMBL6437</td>\n",
       "      <td>7.525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CN(C)CC1CC2c3ccccc3Cc3ccc(Cl)cc3N2O1</td>\n",
       "      <td>CHEMBL315772</td>\n",
       "      <td>6.320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CC(N)Cc1c[nH]c2ccc3c(c12)CCCO3</td>\n",
       "      <td>CHEMBL133455</td>\n",
       "      <td>4.720</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 SMILES          Name  pIC50\n",
       "0         CNCC1CC2c3ccccc3Cc3ccccc3N2O1   CHEMBL81485  6.360\n",
       "1      CN(C)CC1CC2c3ccccc3Cc3ccccc3N2O1   CHEMBL83658  6.430\n",
       "2          CN1CCN2c3ccccc3Cc3ccccc3C2C1    CHEMBL6437  7.525\n",
       "3  CN(C)CC1CC2c3ccccc3Cc3ccc(Cl)cc3N2O1  CHEMBL315772  6.320\n",
       "4        CC(N)Cc1c[nH]c2ccc3c(c12)CCCO3  CHEMBL133455  4.720"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add a molecule column to the dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Mol'] = [Chem.MolFromSmiles(x) for x in df.SMILES]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add a LogP column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['LogP'] = [Descriptors.MolLogP(x) for x in df.Mol]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SMILES</th>\n",
       "      <th>Name</th>\n",
       "      <th>pIC50</th>\n",
       "      <th>Mol</th>\n",
       "      <th>LogP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CNCC1CC2c3ccccc3Cc3ccccc3N2O1</td>\n",
       "      <td>CHEMBL81485</td>\n",
       "      <td>6.360</td>\n",
       "      <td>&lt;rdkit.Chem.rdchem.Mol object at 0x1a2719ef80&gt;</td>\n",
       "      <td>3.0618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CN(C)CC1CC2c3ccccc3Cc3ccccc3N2O1</td>\n",
       "      <td>CHEMBL83658</td>\n",
       "      <td>6.430</td>\n",
       "      <td>&lt;rdkit.Chem.rdchem.Mol object at 0x1a2719ef30&gt;</td>\n",
       "      <td>3.4040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CN1CCN2c3ccccc3Cc3ccccc3C2C1</td>\n",
       "      <td>CHEMBL6437</td>\n",
       "      <td>7.525</td>\n",
       "      <td>&lt;rdkit.Chem.rdchem.Mol object at 0x1a2719eee0&gt;</td>\n",
       "      <td>3.0839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CN(C)CC1CC2c3ccccc3Cc3ccc(Cl)cc3N2O1</td>\n",
       "      <td>CHEMBL315772</td>\n",
       "      <td>6.320</td>\n",
       "      <td>&lt;rdkit.Chem.rdchem.Mol object at 0x1a271a1030&gt;</td>\n",
       "      <td>4.0574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CC(N)Cc1c[nH]c2ccc3c(c12)CCCO3</td>\n",
       "      <td>CHEMBL133455</td>\n",
       "      <td>4.720</td>\n",
       "      <td>&lt;rdkit.Chem.rdchem.Mol object at 0x1a271a1080&gt;</td>\n",
       "      <td>2.3826</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 SMILES          Name  pIC50  \\\n",
       "0         CNCC1CC2c3ccccc3Cc3ccccc3N2O1   CHEMBL81485  6.360   \n",
       "1      CN(C)CC1CC2c3ccccc3Cc3ccccc3N2O1   CHEMBL83658  6.430   \n",
       "2          CN1CCN2c3ccccc3Cc3ccccc3C2C1    CHEMBL6437  7.525   \n",
       "3  CN(C)CC1CC2c3ccccc3Cc3ccc(Cl)cc3N2O1  CHEMBL315772  6.320   \n",
       "4        CC(N)Cc1c[nH]c2ccc3c(c12)CCCO3  CHEMBL133455  4.720   \n",
       "\n",
       "                                              Mol    LogP  \n",
       "0  <rdkit.Chem.rdchem.Mol object at 0x1a2719ef80>  3.0618  \n",
       "1  <rdkit.Chem.rdchem.Mol object at 0x1a2719ef30>  3.4040  \n",
       "2  <rdkit.Chem.rdchem.Mol object at 0x1a2719eee0>  3.0839  \n",
       "3  <rdkit.Chem.rdchem.Mol object at 0x1a271a1030>  4.0574  \n",
       "4  <rdkit.Chem.rdchem.Mol object at 0x1a271a1080>  2.3826  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add a LogP column and a Bin coloumn for coloring"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['LipE'] = df.pIC50 - df.LogP\n",
    "df['Bin'] = pd.cut(df.LipE,bins=[-100,2,3,4,5,6,100],labels=[1,2,3,4,5,6])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SMILES</th>\n",
       "      <th>Name</th>\n",
       "      <th>pIC50</th>\n",
       "      <th>Mol</th>\n",
       "      <th>LogP</th>\n",
       "      <th>LipE</th>\n",
       "      <th>Bin</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CNCC1CC2c3ccccc3Cc3ccccc3N2O1</td>\n",
       "      <td>CHEMBL81485</td>\n",
       "      <td>6.360</td>\n",
       "      <td>&lt;rdkit.Chem.rdchem.Mol object at 0x1a2719ef80&gt;</td>\n",
       "      <td>3.06180</td>\n",
       "      <td>3.29820</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CN(C)CC1CC2c3ccccc3Cc3ccccc3N2O1</td>\n",
       "      <td>CHEMBL83658</td>\n",
       "      <td>6.430</td>\n",
       "      <td>&lt;rdkit.Chem.rdchem.Mol object at 0x1a2719ef30&gt;</td>\n",
       "      <td>3.40400</td>\n",
       "      <td>3.02600</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CN1CCN2c3ccccc3Cc3ccccc3C2C1</td>\n",
       "      <td>CHEMBL6437</td>\n",
       "      <td>7.525</td>\n",
       "      <td>&lt;rdkit.Chem.rdchem.Mol object at 0x1a2719eee0&gt;</td>\n",
       "      <td>3.08390</td>\n",
       "      <td>4.44110</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CN(C)CC1CC2c3ccccc3Cc3ccc(Cl)cc3N2O1</td>\n",
       "      <td>CHEMBL315772</td>\n",
       "      <td>6.320</td>\n",
       "      <td>&lt;rdkit.Chem.rdchem.Mol object at 0x1a271a1030&gt;</td>\n",
       "      <td>4.05740</td>\n",
       "      <td>2.26260</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CC(N)Cc1c[nH]c2ccc3c(c12)CCCO3</td>\n",
       "      <td>CHEMBL133455</td>\n",
       "      <td>4.720</td>\n",
       "      <td>&lt;rdkit.Chem.rdchem.Mol object at 0x1a271a1080&gt;</td>\n",
       "      <td>2.38260</td>\n",
       "      <td>2.33740</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>CCN1CCCC1CNC(=O)c1cc(S(N)(=O)=O)ccc1OC</td>\n",
       "      <td>CHEMBL26</td>\n",
       "      <td>5.700</td>\n",
       "      <td>&lt;rdkit.Chem.rdchem.Mol object at 0x1a271a4df0&gt;</td>\n",
       "      <td>0.55670</td>\n",
       "      <td>5.14330</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>O=C(c1ccc(OCCN2CCCCC2)cc1)c1c(-c2ccc(O)cc2)sc2...</td>\n",
       "      <td>CHEMBL81</td>\n",
       "      <td>5.780</td>\n",
       "      <td>&lt;rdkit.Chem.rdchem.Mol object at 0x1a271a4e40&gt;</td>\n",
       "      <td>6.07520</td>\n",
       "      <td>-0.29520</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>N=C(Nc1ccc2c(c1)CCN2C1CCNCC1)c1cccs1</td>\n",
       "      <td>CHEMBL2203713</td>\n",
       "      <td>4.620</td>\n",
       "      <td>&lt;rdkit.Chem.rdchem.Mol object at 0x1a271a4e90&gt;</td>\n",
       "      <td>3.30007</td>\n",
       "      <td>1.31993</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>Cc1ccc(OCC(O)C(C)NC(C)C)c2c1CCC2</td>\n",
       "      <td>CHEMBL513389</td>\n",
       "      <td>9.300</td>\n",
       "      <td>&lt;rdkit.Chem.rdchem.Mol object at 0x1a271a4ee0&gt;</td>\n",
       "      <td>2.60992</td>\n",
       "      <td>6.69008</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>COCCCOc1cc(C(=O)N(CC2CNCC2OC(=O)NCc2ccccc2)C(C...</td>\n",
       "      <td>CHEMBL3403995</td>\n",
       "      <td>6.000</td>\n",
       "      <td>&lt;rdkit.Chem.rdchem.Mol object at 0x1a271a4f30&gt;</td>\n",
       "      <td>3.47550</td>\n",
       "      <td>2.52450</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>203 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                SMILES           Name  pIC50  \\\n",
       "0                        CNCC1CC2c3ccccc3Cc3ccccc3N2O1    CHEMBL81485  6.360   \n",
       "1                     CN(C)CC1CC2c3ccccc3Cc3ccccc3N2O1    CHEMBL83658  6.430   \n",
       "2                         CN1CCN2c3ccccc3Cc3ccccc3C2C1     CHEMBL6437  7.525   \n",
       "3                 CN(C)CC1CC2c3ccccc3Cc3ccc(Cl)cc3N2O1   CHEMBL315772  6.320   \n",
       "4                       CC(N)Cc1c[nH]c2ccc3c(c12)CCCO3   CHEMBL133455  4.720   \n",
       "..                                                 ...            ...    ...   \n",
       "198             CCN1CCCC1CNC(=O)c1cc(S(N)(=O)=O)ccc1OC       CHEMBL26  5.700   \n",
       "199  O=C(c1ccc(OCCN2CCCCC2)cc1)c1c(-c2ccc(O)cc2)sc2...       CHEMBL81  5.780   \n",
       "200               N=C(Nc1ccc2c(c1)CCN2C1CCNCC1)c1cccs1  CHEMBL2203713  4.620   \n",
       "201                   Cc1ccc(OCC(O)C(C)NC(C)C)c2c1CCC2   CHEMBL513389  9.300   \n",
       "202  COCCCOc1cc(C(=O)N(CC2CNCC2OC(=O)NCc2ccccc2)C(C...  CHEMBL3403995  6.000   \n",
       "\n",
       "                                                Mol     LogP     LipE Bin  \n",
       "0    <rdkit.Chem.rdchem.Mol object at 0x1a2719ef80>  3.06180  3.29820   3  \n",
       "1    <rdkit.Chem.rdchem.Mol object at 0x1a2719ef30>  3.40400  3.02600   3  \n",
       "2    <rdkit.Chem.rdchem.Mol object at 0x1a2719eee0>  3.08390  4.44110   4  \n",
       "3    <rdkit.Chem.rdchem.Mol object at 0x1a271a1030>  4.05740  2.26260   2  \n",
       "4    <rdkit.Chem.rdchem.Mol object at 0x1a271a1080>  2.38260  2.33740   2  \n",
       "..                                              ...      ...      ...  ..  \n",
       "198  <rdkit.Chem.rdchem.Mol object at 0x1a271a4df0>  0.55670  5.14330   5  \n",
       "199  <rdkit.Chem.rdchem.Mol object at 0x1a271a4e40>  6.07520 -0.29520   1  \n",
       "200  <rdkit.Chem.rdchem.Mol object at 0x1a271a4e90>  3.30007  1.31993   1  \n",
       "201  <rdkit.Chem.rdchem.Mol object at 0x1a271a4ee0>  2.60992  6.69008   6  \n",
       "202  <rdkit.Chem.rdchem.Mol object at 0x1a271a4f30>  3.47550  2.52450   2  \n",
       "\n",
       "[203 rows x 7 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A few settting for plot aesthetics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set(rc={'figure.figsize': (8, 8)})\n",
    "sns.set(font_scale=1.5)\n",
    "sns.set_style('whitegrid')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Draw the plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_lipE_lines(ax):\n",
    "    for lipE in range(2,7):\n",
    "        ax.plot([0,9],[lipE,lipE+9],color=\"black\",ls=\"--\")\n",
    "    ax.set(xlim=[0,8],ylim=[4,10])\n",
    "    ax.set(xlabel=\"LogP\",ylabel=\"pIC50\")\n",
    "    box_style = bbox=dict(boxstyle=\"round\",ec='black',fc='white')\n",
    "    x_pos = 6\n",
    "    for lipE in range(2,7):\n",
    "        ax.text(x_pos,8.5,f\"LipE={lipE}\",rotation=53,bbox=box_style)\n",
    "        x_pos = x_pos-1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = sns.color_palette('Dark2',len(df.Bin.unique()))\n",
    "ax = sns.scatterplot(x=\"LogP\",y=\"pIC50\",data=df,color=\"blue\",hue=\"Bin\",legend=False,palette=colors)\n",
    "draw_lipE_lines(ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fp_as_array(mol,n_bits=2048):\n",
    "    fp = AllChem.GetMorganFingerprintAsBitVect(mol, 2, nBits=n_bits)\n",
    "    arr = np.zeros((1,), np.int)\n",
    "    DataStructs.ConvertToNumpyArray(fp, arr)\n",
    "    return arr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['fp'] = [fp_as_array(x,1024) for x in df.Mol]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "km = KMeans(10)\n",
    "df['cluster'] = km.fit_predict(list(df.fp))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = sns.color_palette('Dark2',len(df.cluster.unique()))\n",
    "ax = sns.scatterplot(x=\"LogP\",y=\"pIC50\",data=df,hue=\"cluster\",legend=False,palette=colors)\n",
    "draw_lipE_lines(ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}