retrosynth_models_comparison.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "retrosynth_comparison.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/suneelbvs/rdkit_tutorials/blob/master/retrosynth_models_comparison.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8wLQ1aZvXwkr",
        "colab_type": "text"
      },
      "source": [
        "#Comparison of ASKCOS, molecule.one, and IBM RXN\n",
        "**Jan Jensen, Unversity of Copenhagen**\n",
        "\n",
        "The molecules are predicted binders to the covid protease Mpro, generated using a genetic algorithm by Casper Steinmann as described [here](https://colab.research.google.com/drive/1dDefhpk2hFEK1N6jFuVltd-f0VkJ7jBZ).\n",
        "\n",
        "The link also gives some information about the ASKCOS settings, while the IBM RXN calculation are perfomed with [this notebook](https://colab.research.google.com/drive/1ip_SpZIWgJhYVxpFXxdj4J5Qlfy9Hkc7).\n",
        "\n",
        "Note that the molecule set is not all that diverse."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qtw2Gr29h97C",
        "colab_type": "text"
      },
      "source": [
        "#Install RDKit and retrieve data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "o8eeXiG4y-Ko",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Install RDKit. Takes 2-3 minutes\n",
        "!wget -c https://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh\n",
        "!chmod +x Miniconda3-latest-Linux-x86_64.sh\n",
        "!time bash ./Miniconda3-latest-Linux-x86_64.sh -b -f -p /usr/local\n",
        "!time conda install -q -y -c conda-forge rdkit"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sMEb356nMaKm",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "%%bash\n",
        "rm 8000top_ASKCOS.csv\n",
        "wget https://www.dropbox.com/s/jtwv0vq9vnhwwxd/8000top_ASKCOS.csv\n",
        "\n",
        "rm round1_moleculeone.json\n",
        "wget https://www.dropbox.com/s/s6mrvttiggej0sd/round1_moleculeone.json\n",
        "\n",
        "rm round1_ibm_rxn.csv\n",
        "wget https://www.dropbox.com/s/yumbvz151mrdqi3/round1_ibm_rxn.csv"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6-XhfXexmvYn",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import sys\n",
        "sys.path.append('/usr/local/lib/python3.7/site-packages/')\n",
        "\n",
        "from rdkit import Chem\n",
        "from rdkit.Chem import AllChem\n",
        "from collections import defaultdict\n",
        "from rdkit.Chem import rdFMCS\n",
        "from rdkit.Chem import Draw\n",
        "from rdkit.Chem.Draw import IPythonConsole\n",
        "\n",
        "import pandas as pd"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "V4LS8Odj0Aav",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def canon(smiles):\n",
        "  return Chem.MolToSmiles(Chem.MolFromSmiles(smiles))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iaGOmeg9mZNk",
        "colab_type": "text"
      },
      "source": [
        "#Round 1"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9hed7koaidH8",
        "colab_type": "text"
      },
      "source": [
        "##Combine data into dataframe"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ky40XOBEmtJT",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df = pd.read_csv('8000top_ASKCOS.csv', usecols=[\"SMILES\", \"steps\"])\n",
        "df = df.rename(columns={\"steps\": \"ASKCOS\"})\n",
        "\n",
        "round1_mol1 = pd.read_json (r'round1_moleculeone.json')\n",
        "round1_mol1.rename(columns={\"targetSmiles\": \"SMILES\"}, inplace=True)\n",
        "round1_mol1.rename(columns={\"result\": \"MOL1\"}, inplace=True)\n",
        "df = pd.merge(df, round1_mol1, on=['SMILES'])\n",
        "df.drop('status', axis = 1, inplace = True)\n",
        "df.drop('reactionCount', axis = 1, inplace = True)\n",
        "\n",
        "round1_ibm = pd.read_csv('round1_ibm_rxn.csv', usecols=[\"SMILES\", \"IBM\"], delimiter=' ')\n",
        "\n",
        "canon_smiles_list = [canon(x) for x in round1_ibm['SMILES'].tolist()]\n",
        "round1_ibm.drop('SMILES', axis = 1, inplace = True)\n",
        "round1_ibm['SMILES'] = canon_smiles_list\n",
        "\n",
        "df = pd.merge(df, round1_ibm, on=['SMILES'])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pPdXKT1nd8mF",
        "colab_type": "text"
      },
      "source": [
        "The data set is not that diverse\n",
        "\n",
        "There are 125 molecules in the data set\n",
        "\n",
        "For example, 91 of these contain a urea-moiety"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PZYyEEA7d5Gt",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "5d4868b7-6d5f-42b1-dc24-a2f7adb32057"
      },
      "source": [
        "print(df.shape[0])\n",
        "mols = [Chem.MolFromSmiles(x) for x in df['SMILES'].tolist()]\n",
        "patt = Chem.MolFromSmarts('NC(N)=O') #urea\n",
        "print(len([m for m in mols if m.HasSubstructMatch(patt)]))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "125\n",
            "91\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2BEFagD91pdU",
        "colab_type": "text"
      },
      "source": [
        "##number of molecules each program can make"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8tBQOHpp0vD8",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "0818e7af-bf03-439e-f2fc-3b0a001ed6b1"
      },
      "source": [
        "print(df.drop(df[(df.ASKCOS == 0)].index).shape, df.drop(df[(df.MOL1 == 10)].index).shape, df.drop(df[(df.IBM == 0.0)].index).shape)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(70, 4) (74, 4) (82, 4)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pGsi2AcesgMW",
        "colab_type": "text"
      },
      "source": [
        "##molecules that can be made by all programs"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8lWE1CgVpg_x",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "da15cbd0-e4d1-4de2-b3ab-35ef8fe67117"
      },
      "source": [
        "df.drop(df[(df.ASKCOS == 0) | (df.MOL1 == 10.0) | (df.IBM == 0.0)].index).shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(62, 4)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kmIWgIP1suZe",
        "colab_type": "text"
      },
      "source": [
        "##molecules that can be made by any one of the programs\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AVVvKCMus1IW",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "65aa7822-02c2-46cc-cdc8-ef59cc154c06"
      },
      "source": [
        "df.drop(df[(df.ASKCOS == 0) & (df.MOL1 == 10.0) & (df.IBM == 0.0)].index).shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(90, 4)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lqf5vamZXLT1",
        "colab_type": "text"
      },
      "source": [
        "## molecule that can't be made by any of the programs\n",
        "\n",
        "Cyclopenta- and 1,3-cyclohexa-diene-type molecules\n",
        "\n",
        "There are 35 of them"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GX4QN1MdWwUY",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "ad6a6df4-46fd-4d49-e903-af976fc78ad2"
      },
      "source": [
        "smiles_list = df.drop(df[(df.ASKCOS != 0) | (df.MOL1 != 10.0) | (df.IBM != 0.0)].index)['SMILES'].tolist()\n",
        "unsynth = [Chem.MolFromSmiles(x) for x in smiles_list]\n",
        "Draw.MolsToGridImage(unsynth,molsPerRow=5,legends=None,subImgSize=(200,200))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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\n",
            "text/plain": [
              "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=1000x1400 at 0x7F4262AAA0B8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Q69jWuXTgAL1",
        "colab_type": "text"
      },
      "source": [
        "3 cyclopentadiene and 4 cyclohexadiene containing molecules can be made"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8_5jTp2sf-wE",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        },
        "outputId": "eb4c2261-48f9-416f-978d-04ee56e5d444"
      },
      "source": [
        "print('number of unsynthesizable molecules:',len(mols))\n",
        "all = [Chem.MolFromSmiles(x) for x in df['SMILES'].tolist()]\n",
        "patt = Chem.MolFromSmarts('C1=C[C,N]=CC1') #cyclopentadiene\n",
        "print(len([m for m in all if m.HasSubstructMatch(patt)]),len([m for m in unsynth if m.HasSubstructMatch(patt)]))\n",
        "patt = Chem.MolFromSmarts('[C,N]1[C,N]C=CC=C1') #cyclohexadiene\n",
        "print(len([m for m in all if m.HasSubstructMatch(patt)]),len([m for m in unsynth if m.HasSubstructMatch(patt)]))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "number of unsynthesizable molecules: 125\n",
            "31 28\n",
            "8 4\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "o4fSNyoxuSU1",
        "colab_type": "text"
      },
      "source": [
        "##molecules that can be made by ASKCOS but not by MOL1"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zpMBJrhIuR-Y",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 217
        },
        "outputId": "0018fb36-3f92-4bca-fbb4-f09450879257"
      },
      "source": [
        "smiles_list = df.drop(df[(df.ASKCOS == 0) | (df.MOL1 != 10.0)].index)['SMILES'].tolist()\n",
        "mols = [Chem.MolFromSmiles(x) for x in smiles_list]\n",
        "Draw.MolsToGridImage(mols,molsPerRow=5,legends=None,subImgSize=(200,200))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=1000x200 at 0x7F42615EB320>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nzmCnmg0ukjq",
        "colab_type": "text"
      },
      "source": [
        "##molecules that can be made by MOL1 but not by ASKCOS"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6di9qPHUupcF",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 417
        },
        "outputId": "1b96c0a4-e855-40ec-fc59-1d51693bd29a"
      },
      "source": [
        "smiles_list = df.drop(df[(df.ASKCOS != 0) | (df.MOL1 == 10.0)].index)['SMILES'].tolist()\n",
        "mols = [Chem.MolFromSmiles(x) for x in smiles_list]\n",
        "Draw.MolsToGridImage(mols,molsPerRow=5,legends=None,subImgSize=(200,200))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=1000x400 at 0x7F42615EB2B0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "l1gG1VickZRM",
        "colab_type": "text"
      },
      "source": [
        "##molecules that can be made by ASKOS but not IBM RXN"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TgtoY1u0kW96",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 417
        },
        "outputId": "2516ddd2-843b-4328-8e3f-bceab315a71d"
      },
      "source": [
        "smiles_list = df.drop(df[(df.ASKCOS == 0) | (df.IBM != 0.0)].index)['SMILES'].tolist()\n",
        "mols = [Chem.MolFromSmiles(x) for x in smiles_list]\n",
        "Draw.MolsToGridImage(mols,molsPerRow=5,legends=None,subImgSize=(200,200))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=1000x400 at 0x7F42615EB588>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NampXuafkqeF",
        "colab_type": "text"
      },
      "source": [
        "##molecules that can be made by IBM RXN but not by ASKCOS"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pMlEXOSSkjoB",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 817
        },
        "outputId": "28e11617-43d2-436d-bd64-8c293986b44f"
      },
      "source": [
        "smiles_list = df.drop(df[(df.ASKCOS != 0) | (df.IBM == 0.0)].index)['SMILES'].tolist()\n",
        "mols = [Chem.MolFromSmiles(x) for x in smiles_list]\n",
        "Draw.MolsToGridImage(mols,molsPerRow=5,legends=None,subImgSize=(200,200))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=1000x800 at 0x7F42615EB278>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pOAj-X9jk31R",
        "colab_type": "text"
      },
      "source": [
        "##molecules that can be made by molecule.one but not by IBM RXN"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wyTxCd3Hk-iz",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 417
        },
        "outputId": "357a9e60-1b12-4901-c56d-387fbef5aa81"
      },
      "source": [
        "smiles_list = df.drop(df[(df.MOL1 == 10) | (df.IBM != 0.0)].index)['SMILES'].tolist()\n",
        "mols = [Chem.MolFromSmiles(x) for x in smiles_list]\n",
        "Draw.MolsToGridImage(mols,molsPerRow=5,legends=None,subImgSize=(200,200))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=1000x400 at 0x7F42615EB780>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "G5ZfURtBlO-y",
        "colab_type": "text"
      },
      "source": [
        "##molecules that can be made by IBM RXN but not by molecule.one"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5G4Tg4d3SSvK",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 419
        },
        "outputId": "4d2b17dc-687c-464c-db01-7ab52403b5a9"
      },
      "source": [
        "df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>ASKCOS</th>\n",
              "      <th>MOL1</th>\n",
              "      <th>IBM</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Cc1cc(NC(=O)Nc2cn[nH]c2)cc(Cl)c1NC(=O)Nc1cn[nH]c1</td>\n",
              "      <td>4</td>\n",
              "      <td>3.547610</td>\n",
              "      <td>0.939</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>O=C(Nc1cccc(F)c1)Nc1cn[nH]c1F</td>\n",
              "      <td>3</td>\n",
              "      <td>3.792231</td>\n",
              "      <td>0.938</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>O=C(NC1=C(F)C=C(F)C1)Nc1ccccc1</td>\n",
              "      <td>0</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>0.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>O=C(Nc1ccc(F)c(F)c1)Nc1cn[nH]c1F</td>\n",
              "      <td>3</td>\n",
              "      <td>3.791118</td>\n",
              "      <td>0.931</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Clc1cccc2cccc(-c3nc4ccccc4[nH]3)c12</td>\n",
              "      <td>2</td>\n",
              "      <td>3.141658</td>\n",
              "      <td>0.979</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>120</th>\n",
              "      <td>O=C(NC1=CC=CC1)Nc1ccnnc1</td>\n",
              "      <td>0</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>0.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>121</th>\n",
              "      <td>Cc1ccc(C(=O)NC2=CCC=C2)cc1C</td>\n",
              "      <td>0</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>0.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>122</th>\n",
              "      <td>O=C(Nc1ccco1)N[C@H]1C=CC=CC1</td>\n",
              "      <td>0</td>\n",
              "      <td>7.365365</td>\n",
              "      <td>0.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>123</th>\n",
              "      <td>Cc1cc(NC(=O)Nc2cn[nH]c2)ccc1NC1CC1</td>\n",
              "      <td>2</td>\n",
              "      <td>2.893383</td>\n",
              "      <td>0.944</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>124</th>\n",
              "      <td>Cc1ccc(C(=O)Nc2ccccc2)cc1C</td>\n",
              "      <td>1</td>\n",
              "      <td>2.008914</td>\n",
              "      <td>0.931</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>125 rows × 4 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                SMILES  ...    IBM\n",
              "0    Cc1cc(NC(=O)Nc2cn[nH]c2)cc(Cl)c1NC(=O)Nc1cn[nH]c1  ...  0.939\n",
              "1                        O=C(Nc1cccc(F)c1)Nc1cn[nH]c1F  ...  0.938\n",
              "2                       O=C(NC1=C(F)C=C(F)C1)Nc1ccccc1  ...  0.000\n",
              "3                     O=C(Nc1ccc(F)c(F)c1)Nc1cn[nH]c1F  ...  0.931\n",
              "4                  Clc1cccc2cccc(-c3nc4ccccc4[nH]3)c12  ...  0.979\n",
              "..                                                 ...  ...    ...\n",
              "120                           O=C(NC1=CC=CC1)Nc1ccnnc1  ...  0.000\n",
              "121                        Cc1ccc(C(=O)NC2=CCC=C2)cc1C  ...  0.000\n",
              "122                       O=C(Nc1ccco1)N[C@H]1C=CC=CC1  ...  0.000\n",
              "123                 Cc1cc(NC(=O)Nc2cn[nH]c2)ccc1NC1CC1  ...  0.944\n",
              "124                         Cc1ccc(C(=O)Nc2ccccc2)cc1C  ...  0.931\n",
              "\n",
              "[125 rows x 4 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dVuz8k0RlLF5",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 817
        },
        "outputId": "a1b87a69-2fd2-4ee4-a2a7-f6e7a9326d7b"
      },
      "source": [
        "smiles_list = df.drop(df[(df.MOL1 != 10) | (df.IBM == 0.0)].index)['SMILES'].tolist()\n",
        "labels = df.drop(df[(df.MOL1 != 10) | (df.IBM == 0.0)].index)['IBM'].tolist()\n",
        "labels = [str(round(x,2)) for x in labels]\n",
        "mols = [Chem.MolFromSmiles(x) for x in smiles_list]\n",
        "Draw.MolsToGridImage(mols,molsPerRow=5,legends=labels,subImgSize=(200,200))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=1000x800 at 0x7F425FBE8DA0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    }
  ]
}