explainable_images_for_mols.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:90% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2019.03.4\n"
     ]
    }
   ],
   "source": [
    "import base64\n",
    "from io import BytesIO\n",
    "import warnings\n",
    "warnings.filterwarnings(action='ignore')\n",
    "\n",
    "from IPython.core.display import display, HTML\n",
    "display(HTML(\"<style>.container { width:90% !important; }</style>\"))\n",
    "from matplotlib import cm\n",
    "import matplotlib.gridspec as gridspec\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import rdkit\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem import AllChem,  Draw, rdBase, rdCoordGen, rdDepictor\n",
    "from rdkit.Chem.Draw import IPythonConsole, rdMolDraw2D, SimilarityMaps\n",
    "from rdkit.ML.Descriptors import MoleculeDescriptors\n",
    "print(rdBase.rdkitVersion)\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_style(\"whitegrid\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Function Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from chainer-chemistry's visualizer_utils.py\n",
    "def red_blue_cmap(x):\n",
    "    \"\"\"Red to Blue color map\n",
    "    Args:\n",
    "        x (float): value between -1 ~ 1, represents normalized saliency score\n",
    "    Returns (tuple): tuple of 3 float values representing R, G, B.\n",
    "    \"\"\"\n",
    "    if x > 0:\n",
    "        # Red for positive value\n",
    "        # x=0 -> 1, 1, 1 (white)\n",
    "        # x=1 -> 1, 0, 0 (red)\n",
    "        return 1.0, 1.0 - x, 1.0 - x\n",
    "    else:\n",
    "        # Blue for negative value\n",
    "        x *= -1\n",
    "        return 1.0 - x, 1.0 - x, 1.0\n",
    "\n",
    "def is_visible(begin, end):\n",
    "    if begin <= 0 or end <= 0:\n",
    "        return 0\n",
    "    elif begin >= 1 or end >= 1:\n",
    "        return 1\n",
    "    else:\n",
    "        return (begin + end) * 0.5\n",
    "    \n",
    "def color_bond(bond, saliency, color_fn):\n",
    "    begin = saliency[bond.GetBeginAtomIdx()]\n",
    "    end = saliency[bond.GetEndAtomIdx()]\n",
    "    return color_fn(is_visible(begin, end))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calc_crippen_weight(mol):\n",
    "    contribs = Chem.rdMolDescriptors._CalcCrippenContribs(mol)\n",
    "    weights = [x for x,y in contribs]\n",
    "    return weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calc_tpsa_weight(mol):\n",
    "    weights = Chem.rdMolDescriptors._CalcTPSAContribs(mol)\n",
    "    return weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calc_gcharge_weight(mol):\n",
    "    AllChem.ComputeGasteigerCharges(mol)\n",
    "    weights = [float(mol.GetAtomWithIdx(i).GetProp('_GasteigerCharge')) for i in range(mol.GetNumAtoms())]\n",
    "    return weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def moltopng(mol, atom_colors, bond_colors, molSize=(450,150),kekulize=True):\n",
    "    mc = Chem.Mol(mol.ToBinary())\n",
    "    if kekulize:\n",
    "        try:\n",
    "            Chem.Kekulize(mc)\n",
    "        except:\n",
    "            mc = Chem.Mol(mol.ToBinary())\n",
    "    if not mc.GetNumConformers():\n",
    "        rdDepictor.Compute2DCoords(mc)\n",
    "    drawer = rdMolDraw2D.MolDraw2DCairo(molSize[0],molSize[1])\n",
    "    drawer.drawOptions().useBWAtomPalette()\n",
    "    drawer.drawOptions().padding = .2\n",
    "    drawer.DrawMolecule(\n",
    "        mc,\n",
    "        highlightAtoms=[i for i in range(len(atom_colors))], \n",
    "        highlightAtomColors=atom_colors, \n",
    "        highlightBonds=[i for i in range(len(bond_colors))],\n",
    "        highlightBondColors=bond_colors,\n",
    "        highlightAtomRadii={i: .5 for i in range(len(atom_colors))}\n",
    "    )\n",
    "    drawer.FinishDrawing()\n",
    "    return drawer.GetDrawingText()\n",
    "\n",
    "def label_cat(label):\n",
    "    return '$+$' if bool(label!=0) else '$\\cdot$'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://iwatobipen.wordpress.com/2017/02/25/draw-molecule-with-atom-index-in-rdkit/\n",
    "def mol_with_atom_index(mol):\n",
    "    import copy\n",
    "    atoms = mol.GetNumAtoms()\n",
    "    molwithidx = copy.deepcopy(mol)\n",
    "    for idx in range( atoms ):\n",
    "        molwithidx.GetAtomWithIdx( idx ).SetProp( 'molAtomMapNumber', str( molwithidx.GetAtomWithIdx( idx ).GetIdx() ) )\n",
    "    return molwithidx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_mols_with_idx(mol, atom_colors, bond_colors):\n",
    "    images = []\n",
    "    _img = moltopng(mol, atom_colors, bond_colors, molSize=(720, 480))\n",
    "    output = BytesIO()\n",
    "    output.write(_img)\n",
    "    encoded_string = base64.b64encode(output.getvalue()).decode()\n",
    "    images.append(f\"<img style='width: 720px; margin: 0px; float: left; border: 0px solid black;' src='data:_img/png;base64,{encoded_string}' />\")\n",
    "    _img = moltopng(mol_with_atom_index(mol), {}, {}, molSize=(720, 470))\n",
    "    output = BytesIO()\n",
    "    output.write(_img)\n",
    "    encoded_string = base64.b64encode(output.getvalue()).decode()\n",
    "    images.append(f\"<img style='width: 720px; margin: 0px; float: left; border: 0px solid black;' src='data:_img/png;base64,{encoded_string}' />\")\n",
    "\n",
    "    images = ''.join(images)\n",
    "    display(HTML(images))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_explainable_images(mol: rdkit.Chem.Mol, weight_fn, atoms=['C', 'N', 'O', 'S', 'F', 'Cl', 'P', 'Br']):\n",
    "    symbols = [f'{mol.GetAtomWithIdx(i).GetSymbol()}_{i}' for i in range(mol.GetNumAtoms())]\n",
    "    df = pd.DataFrame(columns=atoms)\n",
    "    contribs = weight_fn(mol)\n",
    "    num_atoms = mol.GetNumAtoms()\n",
    "    arr = np.zeros((num_atoms, len(atoms)))\n",
    "    for i in range(mol.GetNumAtoms()):\n",
    "        _a = mol.GetAtomWithIdx(i).GetSymbol()\n",
    "        arr[i,atoms.index(_a)] = contribs[i]\n",
    "    df = pd.DataFrame(arr, index=symbols, columns=atoms)\n",
    "    weights, vmax = SimilarityMaps.GetStandardizedWeights(contribs)\n",
    "    vmin = -vmax\n",
    "    atom_colors = {i: red_blue_cmap(e) for i, e in enumerate(weights)}\n",
    "    bondlist = [bond.GetIdx() for bond in mol.GetBonds()]\n",
    "    bond_colors = {i: color_bond(bond, weights, red_blue_cmap) for i, bond in enumerate(mol.GetBonds())}\n",
    "\n",
    "    draw_mols_with_idx(mol, atom_colors, bond_colors)\n",
    "    \n",
    "    fig = plt.figure(figsize=(18, 9))\n",
    "    grid = plt.GridSpec(15, 10)\n",
    "    ax = fig.add_subplot(grid[1:, -1])\n",
    "    ax.barh(range(mol.GetNumAtoms()), np.maximum(0, df.values).sum(axis=1), color='C3')\n",
    "    ax.barh(range(mol.GetNumAtoms()), np.minimum(0, df.values).sum(axis=1), color='C0')\n",
    "    ax.set_yticks(range(mol.GetNumAtoms()))\n",
    "    ax.set_ylim(-.5, mol.GetNumAtoms()-.5)\n",
    "    ax.axvline(0, color='k', linestyle='-', linewidth=.5)\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['left'].set_visible(False)\n",
    "    ax.tick_params(axis='both', which='both', left=False, labelleft=False)\n",
    "\n",
    "    ax = fig.add_subplot(grid[1:, :-1], sharey=ax)\n",
    "    im = ax.imshow(df.values, cmap='bwr', vmin=vmin, vmax=vmax, aspect='auto')\n",
    "    ax.set_yticks(range(mol.GetNumAtoms()))\n",
    "    ax.set_ylim(mol.GetNumAtoms() -.5, -.5)\n",
    "    symbols= {i: f'${mol.GetAtomWithIdx(i).GetSymbol()}_{{{i}}}$' for i in range(mol.GetNumAtoms())}\n",
    "    ax.set_yticklabels(symbols.values())\n",
    "    ax.set_xticks(range(len(atoms)))\n",
    "\n",
    "    ax.set_xlim(-.5, len(atoms) -.5)\n",
    "    ax.set_xticklabels(atoms, rotation=90)\n",
    "    ax.set_ylabel('Node')\n",
    "\n",
    "    for (j,i),label in np.ndenumerate(df.values):\n",
    "        ax.text(i,j, label_cat(label) ,ha='center',va='center')\n",
    "    ax.tick_params(axis='both', which='both', bottom=True, labelbottom=True, top=False, labeltop=False)\n",
    "    ax.grid(b=None)\n",
    "\n",
    "\n",
    "    ax = fig.add_subplot(grid[0, :-1])\n",
    "    fig.colorbar(mappable=im, cax=ax, orientation='horizontal')\n",
    "    ax.tick_params(axis='both', which='both', bottom=False, labelbottom=False, top=True, labeltop=True)\n",
    "\n",
    "    display(fig)\n",
    "    plt.close(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Experiments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7f51aa1ef6c0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mol = Chem.MolFromSmiles('COc1cccc2cc(C(=O)NCCCCN3CCN(c4cccc5nccnc54)CC3)oc21')\n",
    "mol"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 180x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# https://www.rdkit.org/docs/GettingStartedInPython.html#visualization-of-descriptors\n",
    "fig = SimilarityMaps.GetSimilarityMapFromWeights(mol, calc_crippen_weight(mol), colorMap='jet', contourLines=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img style='width: 720px; margin: 0px; float: left; border: 0px solid black;' src='data:_img/png;base64,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' /><img style='width: 720px; margin: 0px; float: left; border: 0px solid black;' src='data:_img/png;base64,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' />"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x648 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_explainable_images(mol, weight_fn=calc_crippen_weight, atoms=['C', 'N', 'O', 'S', 'F', 'Cl', 'P', 'Br'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 180x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = SimilarityMaps.GetSimilarityMapFromWeights(mol, calc_tpsa_weight(mol), colorMap='jet', contourLines=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img style='width: 720px; margin: 0px; float: left; border: 0px solid black;' src='data:_img/png;base64,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' /><img style='width: 720px; margin: 0px; float: left; border: 0px solid black;' src='data:_img/png;base64,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' />"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x648 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_explainable_images(mol, weight_fn=calc_tpsa_weight, atoms=['C', 'N', 'O', 'S', 'F', 'Cl', 'P', 'Br'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 180x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = SimilarityMaps.GetSimilarityMapFromWeights(mol, calc_gcharge_weight(mol), colorMap='jet', contourLines=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img style='width: 720px; margin: 0px; float: left; border: 0px solid black;' src='data:_img/png;base64,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' /><img style='width: 720px; margin: 0px; float: left; border: 0px solid black;' src='data:_img/png;base64,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' />"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x648 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_explainable_images(mol, weight_fn=calc_gcharge_weight, atoms=['C', 'N', 'O', 'S', 'F', 'Cl', 'P', 'Br'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "ds_chem",
   "language": "python",
   "name": "ds_chem"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}

gistfile1.txt

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:90% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2019.03.4\n"
     ]
    }
   ],
   "source": [
    "import base64\n",
    "from io import BytesIO\n",
    "import warnings\n",
    "warnings.filterwarnings(action='ignore')\n",
    "\n",
    "from IPython.core.display import display, HTML\n",
    "display(HTML(\"<style>.container { width:90% !important; }</style>\"))\n",
    "from matplotlib import cm\n",
    "import matplotlib.gridspec as gridspec\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import rdkit\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem import AllChem,  Draw, rdBase, rdCoordGen, rdDepictor\n",
    "from rdkit.Chem.Draw import IPythonConsole, rdMolDraw2D, SimilarityMaps\n",
    "from rdkit.ML.Descriptors import MoleculeDescriptors\n",
    "print(rdBase.rdkitVersion)\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_style(\"whitegrid\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Function Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from chainer-chemistry's visualizer_utils.py\n",
    "def red_blue_cmap(x):\n",
    "    \"\"\"Red to Blue color map\n",
    "    Args:\n",
    "        x (float): value between -1 ~ 1, represents normalized saliency score\n",
    "    Returns (tuple): tuple of 3 float values representing R, G, B.\n",
    "    \"\"\"\n",
    "    if x > 0:\n",
    "        # Red for positive value\n",
    "        # x=0 -> 1, 1, 1 (white)\n",
    "        # x=1 -> 1, 0, 0 (red)\n",
    "        return 1.0, 1.0 - x, 1.0 - x\n",
    "    else:\n",
    "        # Blue for negative value\n",
    "        x *= -1\n",
    "        return 1.0 - x, 1.0 - x, 1.0\n",
    "\n",
    "def is_visible(begin, end):\n",
    "    if begin <= 0 or end <= 0:\n",
    "        return 0\n",
    "    elif begin >= 1 or end >= 1:\n",
    "        return 1\n",
    "    else:\n",
    "        return (begin + end) * 0.5\n",
    "    \n",
    "def color_bond(bond, saliency, color_fn):\n",
    "    begin = saliency[bond.GetBeginAtomIdx()]\n",
    "    end = saliency[bond.GetEndAtomIdx()]\n",
    "    return color_fn(is_visible(begin, end))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calc_crippen_weight(mol):\n",
    "    contribs = Chem.rdMolDescriptors._CalcCrippenContribs(mol)\n",
    "    weights = [x for x,y in contribs]\n",
    "    return weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calc_tpsa_weight(mol):\n",
    "    weights = Chem.rdMolDescriptors._CalcTPSAContribs(mol)\n",
    "    return weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calc_gcharge_weight(mol):\n",
    "    AllChem.ComputeGasteigerCharges(mol)\n",
    "    weights = [float(mol.GetAtomWithIdx(i).GetProp('_GasteigerCharge')) for i in range(mol.GetNumAtoms())]\n",
    "    return weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def moltopng(mol, atom_colors, bond_colors, molSize=(450,150),kekulize=True):\n",
    "    mc = Chem.Mol(mol.ToBinary())\n",
    "    if kekulize:\n",
    "        try:\n",
    "            Chem.Kekulize(mc)\n",
    "        except:\n",
    "            mc = Chem.Mol(mol.ToBinary())\n",
    "    if not mc.GetNumConformers():\n",
    "        rdDepictor.Compute2DCoords(mc)\n",
    "    drawer = rdMolDraw2D.MolDraw2DCairo(molSize[0],molSize[1])\n",
    "    drawer.drawOptions().useBWAtomPalette()\n",
    "    drawer.drawOptions().padding = .2\n",
    "    drawer.DrawMolecule(\n",
    "        mc,\n",
    "        highlightAtoms=[i for i in range(len(atom_colors))], \n",
    "        highlightAtomColors=atom_colors, \n",
    "        highlightBonds=[i for i in range(len(bond_colors))],\n",
    "        highlightBondColors=bond_colors,\n",
    "        highlightAtomRadii={i: .5 for i in range(len(atom_colors))}\n",
    "    )\n",
    "    drawer.FinishDrawing()\n",
    "    return drawer.GetDrawingText()\n",
    "\n",
    "def label_cat(label):\n",
    "    return '$+$' if bool(label!=0) else '$\\cdot$'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://iwatobipen.wordpress.com/2017/02/25/draw-molecule-with-atom-index-in-rdkit/\n",
    "def mol_with_atom_index(mol):\n",
    "    import copy\n",
    "    atoms = mol.GetNumAtoms()\n",
    "    molwithidx = copy.deepcopy(mol)\n",
    "    for idx in range( atoms ):\n",
    "        molwithidx.GetAtomWithIdx( idx ).SetProp( 'molAtomMapNumber', str( molwithidx.GetAtomWithIdx( idx ).GetIdx() ) )\n",
    "    return molwithidx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_mols_with_idx(mol, atom_colors, bond_colors):\n",
    "    images = []\n",
    "    _img = moltopng(mol, atom_colors, bond_colors, molSize=(720, 480))\n",
    "    output = BytesIO()\n",
    "    output.write(_img)\n",
    "    encoded_string = base64.b64encode(output.getvalue()).decode()\n",
    "    images.append(f\"<img style='width: 720px; margin: 0px; float: left; border: 0px solid black;' src='data:_img/png;base64,{encoded_string}' />\")\n",
    "    _img = moltopng(mol_with_atom_index(mol), {}, {}, molSize=(720, 470))\n",
    "    output = BytesIO()\n",
    "    output.write(_img)\n",
    "    encoded_string = base64.b64encode(output.getvalue()).decode()\n",
    "    images.append(f\"<img style='width: 720px; margin: 0px; float: left; border: 0px solid black;' src='data:_img/png;base64,{encoded_string}' />\")\n",
    "\n",
    "    images = ''.join(images)\n",
    "    display(HTML(images))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_explainable_images(mol: rdkit.Chem.Mol, weight_fn, atoms=['C', 'N', 'O', 'S', 'F', 'Cl', 'P', 'Br']):\n",
    "    symbols = [f'{mol.GetAtomWithIdx(i).GetSymbol()}_{i}' for i in range(mol.GetNumAtoms())]\n",
    "    df = pd.DataFrame(columns=atoms)\n",
    "    contribs = weight_fn(mol)\n",
    "    num_atoms = mol.GetNumAtoms()\n",
    "    arr = np.zeros((num_atoms, len(atoms)))\n",
    "    for i in range(mol.GetNumAtoms()):\n",
    "        _a = mol.GetAtomWithIdx(i).GetSymbol()\n",
    "        arr[i,atoms.index(_a)] = contribs[i]\n",
    "    df = pd.DataFrame(arr, index=symbols, columns=atoms)\n",
    "    weights, vmax = SimilarityMaps.GetStandardizedWeights(contribs)\n",
    "    vmin = -vmax\n",
    "    atom_colors = {i: red_blue_cmap(e) for i, e in enumerate(weights)}\n",
    "    bondlist = [bond.GetIdx() for bond in mol.GetBonds()]\n",
    "    bond_colors = {i: color_bond(bond, weights, red_blue_cmap) for i, bond in enumerate(mol.GetBonds())}\n",
    "\n",
    "    draw_mols_with_idx(mol, atom_colors, bond_colors)\n",
    "    \n",
    "    fig = plt.figure(figsize=(18, 9))\n",
    "    grid = plt.GridSpec(15, 10)\n",
    "    ax = fig.add_subplot(grid[1:, -1])\n",
    "    ax.barh(range(mol.GetNumAtoms()), np.maximum(0, df.values).sum(axis=1), color='C3')\n",
    "    ax.barh(range(mol.GetNumAtoms()), np.minimum(0, df.values).sum(axis=1), color='C0')\n",
    "    ax.set_yticks(range(mol.GetNumAtoms()))\n",
    "    ax.set_ylim(-.5, mol.GetNumAtoms()-.5)\n",
    "    ax.axvline(0, color='k', linestyle='-', linewidth=.5)\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['left'].set_visible(False)\n",
    "    ax.tick_params(axis='both', which='both', left=False, labelleft=False)\n",
    "\n",
    "    ax = fig.add_subplot(grid[1:, :-1], sharey=ax)\n",
    "    im = ax.imshow(df.values, cmap='bwr', vmin=vmin, vmax=vmax, aspect='auto')\n",
    "    ax.set_yticks(range(mol.GetNumAtoms()))\n",
    "    ax.set_ylim(mol.GetNumAtoms() -.5, -.5)\n",
    "    symbols= {i: f'${mol.GetAtomWithIdx(i).GetSymbol()}_{{{i}}}$' for i in range(mol.GetNumAtoms())}\n",
    "    ax.set_yticklabels(symbols.values())\n",
    "    ax.set_xticks(range(len(atoms)))\n",
    "\n",
    "    ax.set_xlim(-.5, len(atoms) -.5)\n",
    "    ax.set_xticklabels(atoms, rotation=90)\n",
    "    ax.set_ylabel('Node')\n",
    "\n",
    "    for (j,i),label in np.ndenumerate(df.values):\n",
    "        ax.text(i,j, label_cat(label) ,ha='center',va='center')\n",
    "    ax.tick_params(axis='both', which='both', bottom=True, labelbottom=True, top=False, labeltop=False)\n",
    "    ax.grid(b=None)\n",
    "\n",
    "\n",
    "    ax = fig.add_subplot(grid[0, :-1])\n",
    "    fig.colorbar(mappable=im, cax=ax, orientation='horizontal')\n",
    "    ax.tick_params(axis='both', which='both', bottom=False, labelbottom=False, top=True, labeltop=True)\n",
    "\n",
    "    display(fig)\n",
    "    plt.close(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Experiments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcIAAACWCAIAAADCEh9HAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nO2deVyU1ffHPzOsCoiolBsgGIPgFkKiqD81UUPRDMSdcB21XPqWNdqmptlkZpqp4a65ohi5I7kkKmoIoYAyCKJsrqCi7Mz9/XF1HIdFZJ5l1Pt+9erF3Hm45wzOfOY89557joQQAgaDwWDUFqnYDjAYDMbLDZNRBoPB0AsmowwGg6EXTEYZDAZDL5iMMhgMhl4wGWUwGAy9YDLKYDAYesFklMFgMPSCySiDwXhlEeZ4EZNRBoPxClJWVjZz5swZM2YIYEvCDoMyGIxXjJs3bw4ZMuTEiRNmZmaXLl1ydHTk1RyLRhkMxitFbGysl5fXiRMnmjZteuzYMb41FExGGQzGq8SmTZu6du167dq1Ll26xMTEdO7cWQCjTEYZDMarQHFx8fTp04ODgwsLC+Vy+dGjR5s0aSKMaWNhzDAYDAZ/ZGdnDx48ODo62tzcfPny5WPHjhXSOpNRBoPxcnPq1KnAwMCcnJzmzZuHhYV17NhRYAfYTT2DwXiJebh69SBf35ycnF69esXFxQmvoWAJTwwG42WlqAiTJ2PDBlW3bqu9vH744QdjY3Fur5mMMhiMl5DMTAQE4Nw5WFpi7VoMGSKiL2xtlMFgvGycOIEhQ3DzJt56C7t3o21bcd1ha6MvEyUlJZcuXdqzZ4/YjjAY4rFqFXx8cPMmfH1x7pzoGgoWjRoyeXl5iYmJSUlJaWlpaWlpiYmJycnJ5eXlAPr37z9mzJiAgACxfWQwBKSoCJMmYeNGSCRQKLBgAaQGEQiytVGD4Pbt26onpKSk0P8XFRXpXGZsbNyiRQtzc/OEhARra+uzZ8+6uLiI4jCDITTXr8PfH+fPw8oKGzbA319sh57CZFRoiouLs7KytMPMhISEGzduVLzSxsbGycnJzc2tdevWTk5O9Oc6deoAGD58+Pbt211cXM6ePWttbS34i2AwhOXoUQwejLw8uLrizz9hYNEDk1F+uXr1Kr0Z18SYmZmZFS+rX7++s7OzTCZzcXGhPzg7O1tZWVU1bWFhYdeuXWNjY99///0///xTIpHw+SIYDLG5fBleXvi//8PmzTC8uIHJKI8cPXr0p59+OnTokPagqalp8+bNdcJMR0fHF5XC9PR0T0/Pu3fvfv/9919++SWnjjMYopKVhUmTEBsLIyNMmICvv4ZEgqQkuLrCICMGJqN8UVxc3KxZs3v37nXp0qV9+/ayJ9jb20s5WhePjIz09fUlhOzdu7dfv36czMlgiE+XLhg+HB9/jPx8DBqEYcMgl4vtU7UQBj9s3boVgIeHB69W5s2bB8DGxubKlSu8GmIwBOL0aeLu/vRhfDyRycTzpkYYRLrAK8nq1asBTJgwgVcrX3311eDBg/Py8vz9/R89esSrLQZDCJKS4On59GHbtsjIQGmpeA49HyajvJCWlnb8+HELC4vhw4fzakgikaxfv97Nze3ChQt8SzaDwagUJqO8sGrVKkLI0KFD69Wrx7ctS0vLsLCwevXqpaY+XLpUN9WUwXjJcHVFTMzThxcvws4OJibiOfR82BYT95SVldnb2+fk5ERHR3fq1EkYowcOJA0c2EoikR4+jJ49hbHJYPBD584YOfLpFtPQoZg4UWyfqoNFo9zz119/5eTktG3bVjANBdCvn9usWdKyMgQG4upVwcwyGDwQGoqDB9GkCRwdYWNj6Nv0L9GZ+lu3btGzkmq1esSIEXXr1hXboyoRZnOpInPnIi4O+/fD3x+nTsGA/0IMRrXY2WH/fsTFoUMHqFSGmSuqjSHe1BcXF1+5ckVzVjItLe3ixYs3b96kz9ra2kokkp07d/7f//2fuH5WSkZGhqOjo4mJSVZWVoMGDQS2npeHjh1x5QpGjcIffwhsnMHglEePYGUFU1M8egQjI7G9qQ6Ro9GSkpKrV68mJydrSnKoVKrs7OyKV9rY2Dg7O7u4uKSnp0dFRQ0bNiwmJqZp06bC+1w9q1evLi8vHz58uPAaCsDGBnv2oFMnbN6Mzp3x0UfCu8BgcISFBZo2RVYWMjLQooXY3lSHoDJasfKbSqUqKyvTuazS45JOTk70WbVa3b9//0OHDgUEBBw/ftzMzEzIl1A95eX4558HAMaPHy+WD66u2LABAQH45BO0aQODDNkZjJohkyErCyqVgcsovzf1GzZsoGEmjTQLCwt1LjAyMmrRooVOVQ47O7vqj0vm5ua+8847aWlpkyZNWrlyJX/+vyj79mHAAPTpc+/QIWtxy4V8/jkWLcKbb+L8eTRrJqIjDIYeTJqEkBAsW4YpU8R2pTr4ikYJIXPnzl2xYsXt27c1gxUrv7m6utZis6hBgwa7d+/29vb+/fffPTw8RAz9dFi9GgB6964v+pq4UomLFxERgcGDcfw4DClkZzBqjLMzAKSkiO3Hc+ArGv3777979+5dv3796dOnu7i40Mpv3Oaib9myZdSoUWZmZidOnBClq6oON27A3h4SCTIy8MYbYnsD3LkDT0/k5uL4cXTowNm0mZmZmqJ/ycnJarX6k08+effdd40MexOA8VKydy8GDsR77+HgQbFdqRaezuoPGTIEwLx587idtrCwUPvh1KlTATRp0iQ7O5tbQ7Vg/nwCkMBAsf3QIi6OJCXV/tfz8vJiYmJCQ0OVSmVQUJCHh0fFEqhUPWfNmsWd1wzGEy5fJgBxchLbj+fASzR69+7dZs2alZWVXb161c7Ojqtpk5OTP/jgA4VCERwcTEfKysp8fHz++eefLl26HD161NTUlCtbLwohcHZGaioOH0bv3mJ5UTkPH8LKCkolFAoAGD0agwfDz++Za0pKkJmJtDQkJiIpCWlpSEuDldWU+PjlOrPZ2trS2wt6h/Ho0aPx48eXlpbu2LEjMDBQqNfEeD0oLYWFBcrL8egRzM3F9qZq+NDmRYsWARgwYAC304aEhACoW7fuf//9pxm8ceNG8+bNAUyfPp1bcy/E4cMEII6OpLxcRC8qJz+f2NgQJydCQ/ngYLJlCzl4kCxdSj76iPTuTRwciFRKAN3/fHy2dujQYejQod98883mzZvPnj2bl5dXcf5ffvkFgKWlZUJCgtCvjfHK4+xMAJKYKLYf1cGLjLq5uQHYs2cP5zPT3SQHB4fbt29rBs+cOUPTntavX8+5xRoSGEgAMn++WParIz+fODiQqVPJypWEEBIcTD75RFcxTUyIkxPx8SFyOVmyhERGktTUF/hKGD16NACZTFapzjIYtad/fwKQP/8U24/q4F5GT5w4AaBJkyalpaV0JD8/f9++fWVlZfpPXlRURHeTfHx8tCfcuHEjAHNz85iYGP2tvCi3bxMzM2JsTDIzhTf+fKiMXrtGWrUiZWUkOJgsXUp69SKTJ5PFi8n+/SQlhTz5t6olhYWFHh4e9Bak3AADcsZLy6XvvlvavfvhFSvEdqQ6uJfRoKAgAF9//bVmZO3atQACAgI4mT87O7tJkyaosK1Bz7DrBKrCsHAhAcjAgQKbrSlURgkhH35Itm0jwcFk717uraSnpzdq1AjA3LlzuZ+d8bqyYsUKAOPHjxfbkergWEbz8vLq1q0rkUi0e1p4eXkB2LRpE1dWTp06ZWpqKpFIduzYoRksKSnp2rUrgF69enES+dYcV1cC8KJNnKCR0cRE4u7Ol4wSQv7++28jIyOpVLrXYP8WjJeNv//+G0C3bt3EdqQ6OJbRX3/9FUDfvn01IxcuXABgbW396NEjDg0tWbKk4rZGTk4OPWWvUCg4tFU9iYnExIQ0b06Ele4XQCOjhJCBA0nz5jwqvlKpBGBlZZWkT6YVg/GE69evA3jzzTfFdqQ6OJbRt99+G8CuXbs0IzS1c8qUKdwaIoSMGTMGgLOzs/a2RqWBKt/k5JATJwSz9sJkZT2V0ehofgNntVpNU4ZbtWp1//59vswwXhvUarWFhQUAQ9695FJGz5w5A6BRo0ZFRUV0pLCwkBY6iouL49CQZvJKtzVoRGxpaXnx4kXOjb50lJaSpk1Jjx4kN1cgi/n5+W3atAEwaNAgtVotkFXGq0v79u0BnDt3TmxHqoTL6ve0XPHYsWM1VZd27dqVm5vbsWNHGqVyi7m5eVhYWKNGjfbu3Uv7DFOmTp06duzYhw8f+vv737t3j3O7AB4+hESCH398/HD0aOzbx4cdDti3D9nZuHED9esLZNHS0nL37t3169cPDw9fuHChQFYZry4ymQyASqUS25Gq4UqP8/Pz6UnBS5cuaQZpZeXVq1dzZaUidFtDIpGEhYVpBgsLCz09PQH06dOHj+2migntBrun0q8fAcgvvwhtNyIigm43HThwQGjbjFeLr7/+GsDs2bPFdqRKOItGt27dmp+f36NHj1atWtGR5OTkqKgoS0vLoUOHcmWlIr169fr+++8JIaNHj7506RIdpIGqra3t4cOHtQNVfSgsRHw8du3CggV49Aj16qF/f2zYwMncfJGZiYgImJpi5EihTffp0+fbb79Vq9WjRo1KTU0V2jzjFcLZ2RmvSTRKo78tW7ZoRj777DMAcrmcKxNVUdW2xpEjR4yNjSUSifaWVw3JyiKRkSQkhCgUxM+PODk9c1zyxAndhHbDjEbnzCEAGT5cHOtqtTogIABAu3btuM3TYLxWREdHA/Dw8BDbkSrhRkbj4+MBNGjQQFOBqbi4+I033gDw77//cmKieqra1qBrc1ZWVolVn8nNyso6duxYSEjIjBkzpkwJd3EhpqaVHDA3NSWtWpH33yeff04uXBAioV1PysuJgwMByNGjovnw4MEDejJ4xIgRojnBeMnJzc2ln2KD3bHkRkYnT56MZ4uD7Nixg4YhnMxfE1QqVf369QEolUrtcbqk4OLicv/+fe3Kb3K5vEuXLjolULt1m0hF08aGdOlC5HKiVJLQUJKQ8MxxScES2vVh//7HNcbEfe9dvnzZ2toawJIlS8T0g/Ey07BhQzy772JQcCCjBQUFVL+0E4x8fHwALF++XP/5a87evXulUqmRkdHZs2c1gw8fPmzbti0Amn1WkUaNGnl7e48ZM2bBggV//fVPfDx5tqhpJVSa0J6bS54kehkEgwYRgDz7nSIO4eHhEonE2Nj42LFjYvvCePnYvn27ubl5kyZNTE1NAwMDIyMjDS0s5UBG169fD8Db21szkpaWJpVK69SpkytYsuITvvvuu1mzZunszv/xxx+mpqZSqdTMzMzJycnPz0+hUISEhERGRubk5NTCiraM0oT2334jLVuSceP0fgEckZNDTEyIsTExgHrWhBDy5ZdfAmjYsOHVq1f5mP/mzZsnTpw4deoUH5MzxKK0tJRusQBwdHTUtGhzcXFZtGjRrVu3xHbwMRzIqLe3N54tUkc/M8HBwfpPzgnDhg0DMGPGDP5MxMcTCwsCPC5GJzoLFhCAcFQNhgPKy8v79esHwN3dvaCgQJ+pioqKEhIStFdm6KIBAE9PTy8vL8P5dDH04c6dO/Sm1tjYmK7UZWZmKpVKBwcH+s9Ng9M9e/YIXEOjIvrK6KVLlyQSibW19cOHD+lIaWkpPdh+8uRJvd3jgDt37pibm0ul0vT0dF4Nbd36uHCn6AdD1Wq1s3M5QA4eFNkTbXJzc1u2bAkgKCiohr9SXFx86dIlmsY/YcKE7t270+JeFWnQoIGXlxct4C18bRoG58TFxTk6OgKwtbXVWQsqLy+PjIwMDAw0MTGh//rNmzdXKBTXrl0TyVm9ZfSTTz4BMHnyZM1IeHg4zT0ykPWLxYsXA+jfv78Atj79lACkcWORC4/+/fffdnaOgwb9bmiVP+Pj4+kK9crKgvbc3NyoqKiQkBCFQhEYGOjm5mZsXEnnWlNTU52VmdTUVDpDTk5Os2bN+L7zYPDN5s2bacNgb2/vatqsZWdnK5VKJycn+saQSqU+Pj6hoaGlelbPfXH0ktHi4mJbW1sA58+f1wz2798fwOLFi/X2jRtat24NIDw8XABbZWWkTx8CkM6dSXGxAAYrhyYnfPfdd6J5UDVbt24FYGJismLFinXr1s2aNSsgIKBdu3bmlXXaMTY2btmypa+v7/Tp05cvXx4ZGZmenl791/Pp06dpS67t27cL9qIYXFFaWqqgLcMAuVxeXINPkSY41bRia9q0qUKhSEtLE8Bhil4ySj8S2mmxGRkZRkZGpqamBrI+dfLkSQCNGzcuKSkRxuKdO8TRkQDko4+EMVjRgTtmZmZGRkYi3uNUz6effkrP7+qIpo2NjYeHR1BQkFKpDA0NjYmJqV3S/vLlywHUqVNH+9udYfjcunWrZ8+eAMzMzKo6QZ6UlJSfn1/pU7m5uSEhITR/XDs4FeCzr5eM0tf8+++/a0bOnj3bvn37YcOG6e0YN9Aeol9++aWQRuPiSN26BCBr1ghp9jE///wzAD8/PxFs14zS0tIzZ874+vqOGDFi7ty527Zti4mJefDgAYcmxo0bB6BFixZ37tzhcFoGf8TExNjb2wNo1qzZmTNnqrrM3d3dysoqKCgoMjKymqnkcjldFqBRlEKhSElJ4cdxQvSR0StXrkgkEgsLi4plJQ3k5N+9e/doKX5e/4KV8scfBCDm5kT44l701NBff/0ltGFDorCw8J133gHQu3dvtt1k+ISEhNBb8m7dulWTg3jv3r1u3bppbl/c3d1XrFhx7969qi4OCQmhRfYoHh4eISEheiaKVErtZTQuLq5t27bu7u4cesMt9ObOx8dHFOsff0wAYm9Pbt0SbsE7KipK4EUMg+X69ev0OLJ2WzCGoVFUVES7qNHF0Jq8b5OTkxUKBf3HBWBubl59Tj4NTi0tLen19evXl8vl8fHxHL6K2stoRkYGrSu6bds2Dh3iEHd3dwBClsHXpqSE9Oih7t5d2a1bN8FE7cMPPwTw1VdfCWPOwDl69CitTbNz506xfWFUQmZmZqdOnagUvmh39OLi4tDQUB8fH80iu4uLi1KprGpX5t69eytWrKCaQOHwdLJea6O0aZ9hruX/+++/ABo2bFgk3gnNnJxbNIX2f//7nwDmNIsY2v0EX3PoSrFOzy5GJWRmEj8/0rQpsbMj330nQCGGqKioxo0bA7Czs9OngFFGRoZSqaTrqnR7qvrgNCEhQaFQ1K1bt1WrVnv27Km1XW30zRsdP348XcsXvq1x9cjlcgCfffaZuG5ER0fTmH3Dhg182/rtt9/oaiDfhl4u6DajTCarahGNQQgh3t5k2TKiVpP790nPniQkhFdrISEhNHm+R48eN2/e1H/CsrIymvakyTV2dnaePXv29evXK71++vTpABYsWKC/aaK/jBYVFXXs2JEuQRrOWv7Dhw9p6aZq6uMJxsqVK4WJ2ekNS2hoKK9WXjoKCgo6dOgAYODAgQZyJMTgOH2aaG9yxMcTmYwUFZFffyV//01u3ODQVGFhIW1GKZFIFAoF56KRlZWlVCpbtGhBxdTIyKjSnPyQkBAAY8aM4cQoB2fqs7Oz6RE9gfOKqmHNmjUwpN7WNGZ3cHDgPGYvKipKTEz8888/aQdW7X6CDA3p6emNGjUCMG/ePLF9MUjWrCETJjx9qFaTOnXI+fNPq+3Wr088PEhQEFEqyZ495MmxsRfl+vXrNIPC0tKS1wXrsrKy/fv3Dxo0SBOcHnz2ZPSxY8cAdOnShRNz3NQbPXnyJG1rbCChkJeXF4BNmzaJ7chjuIrZKx6XNDIy0iyZ9+vXT+DKhC8RkZGRtDfUvn37xPbF8KhURpOSyMSJpFs30qBBJWXMbW1Jz57k448jNmz4559/apKfe/z4cbq97uzsLFjX3uzs7AULFnTv3l3nc5eVlQXA1taWEyucNRH55ZdfDGQt/8KFCwCsra0NJH2VoonZZ82aVZPrb926FRUVtXbt2pkzZ/r7+7dp00bTb1UbY2Pjt956q1+/fv/73/8iIiL4fhUvNd9//z0AGxsb4fOIDZ1Tpyq5qdcmN5dERZGQEDJtGvHxIW+8odFT1ydH2m1sbLp06SKXy5csWRIZGXlDaylArVYvWbKEBob9+/c3kI7ztAXn3bt39Z+Kyz71o0ePNoS1/ClTpgCYMmWKiD5USlUxu07lNx8fH7qDWZGKxyX5yCV+VVGr1YGBgQBcXV25PTT1KtCp0zNbTFpHEysnI4NERJCff54kl3t5eel0kaA0bdq0d+/e06ZNox2CpVLpnDlzDGd5mq6YV3NiquZwKaOFhYUeHh4ABgwYUC5ScaGCggIbGxsAcXFxojhQPUuWLAFQt27dGTNmyOXyHj160IyoShWzY8eOo0aNmjdv3vbt22NjY6s6SsyoOfn5+bRUjb+/P7ef5/z8Z3oN0L4y+fnkzTefXhMcTAw0gVUuJ2vWkH79SJMmpHlzMmdOLRKesrKyIiMjlyxZQovA0liP4uDgULdu3d27d/Phe62hZYg5WfrjUkaJ1lr+3LlzuZ25hmzatAmAl5eXKNZrwsiRIzXbiBRa+c3Hx2fatGmaym+G86X9ipGcnEx73vz0008cTpufT2xsiJPT4w40L5OMHjpEANKoEeE0Qler1Wlpafv27fP39wcQYDglxJ/w7bffAvjmm2/0n6qSeo764ODgsH379r59+86dO7dDhw5+fn7czv9cVq9eDUBzvMwAWb16dU5OztKlS2UymUwmc3Z2tre313RHYPCNTCbbtGnToEGDZs6c2bZt2759+3I1c7166N8fGzZg0iSupuQfQjB7NgAoFNCKH/VHIpE4Ojo6OjpaWFjs3r07JyeHw8k5wdnZGYBKpeJgLv2VuCJKpRKAlZVVUlISH/NXxeXLlyUSiaWlJVv5YlQPjUQaNGiQ+uK5O6WlJCWF7N9PFi8mkyaRXr3IihWP23Ndu0ZatSJlZU+jUamUODg8/s/CwvCi0bAwApAmTQhv+7F0T7xRo0Y8zV9rzp49C4CTqiAcR6OUL774IjY2NjQ01N/f/+zZs5UuP/MBrVE4YsQIK06/VxmvHrNnz46NjaW3nKdPn9YUVatIdnZ2WlpJUlKLlBQkJ0OlQloaSkufucbODkFBAGBvj44dsXPn06dsbZGe/vjn0aO5fhl6olZj7lwA+OYbVP0X0JOmTZvWq1fvzp07ubm5DRo04MlKLXBxcQGgUqkIIRWr374QvMioRCJZu3ZtUlJSQkJCcHDw7t279fSyJpSUlPzxxx8w7Dt6hoEglUq3bt3q5eUVHx8vl8s3b94M4N69e6mpqWlPSExMvHjx4oMHDzp3HhodvV3rd9GiBZydIZM9/q9166czKxQYNQrt2gn/ml6cLVtw4QJatMC4cRzOmpeXl5iY2KxZM9pMCYCzs/P58+dVKhUtRGIgWFtbv/HGG7du3crOzqa9Z2qP/gFtVahUKrqW/+OPP/JnRcOOHTsAtGvXTgBbjFeDixcv0vppLi4utB1ORWxtbf39x4wZQ374gezaRS5ceLyJpIN2z+2BA0nz5ga/xVRSQlq2JADZuJHbiWfOnIlne9gMHz4cwEauDelP165dARw9elTPeXiJRinOzs47duzo16/frFmz2rZt6+vry58tPNlcmjhxIq9WGK8Sbdq0WbduXVhYGP0ONjMza9asmZubW+vWrZ2cnJycnNq0aVNVDm81zJqFzp2fGYmKwo0bXHnNEWvXIjUVLi4YMYLbienWTUpKimZEJpPpjBgIMpns5MmTKpWKNvKoPZyIejXMmTMHtV3LrzlpaWlSqbROnTq5ubn8WWG8kpSUlBw9ejSTt26uCQnExITUqUNiY3my8OIUFpLmzQlAdu3ifG5aO7xjx46aEbpmMmTIEM5t6ckPP/wA4NNPP9VzHh6jUcq333578eLFsLCw567lvyi3bt1KTk5WqVQqlWrfvn1qtXrAgAE0957BqDkmJib6BiPV0ro1Ro/G6tX44APExKBRI/5M1ZjffkNmJjw84O/P+dw09kxOTtYZ4Sa1iFO4ckxCCOHCn+rIz8/v1KlTUlLSiBEjtmzZUosZiouLr1y5kpSUpFn7T0hIuH//vvY19erVc3Z2jo6OpnUMGQzDobQUPXvi1Cn06oWICGjVkxGB/Px80y5dzC5exMGDeO89Pkw0aNAgLy/v5s2btBbJ/fv369evb2FhkZ+fL8Buc81JSEho27atTCbTFv3awEVo/HwuX75M056eW7i/uLj40qVL4eHhCxcunDBhQvfu3WlFj4o0aNDAy8srKCho/vz5q1atopdNnTpVmFfEYLwQ2dmkSRMCEIVCZE/mzp1raWp6kKNSm5VC65lFRUVpRt58800AGRkZ/BmtBUVFRUZGRsbGxnq2+RFIRgkh4eHhEonE2Nj42LFjmsGKld809QG1occl/fz8FAqF5rikzvyxsbF16tQBsG7dOsFeFINRc06dIqamRCIhIrUHI4SQ3Nxcmj9z/Phx/qyMGjUKwNq1azUjtKPnkSNH+DNaO+jJ7OTkZH0mEU5GCSGzZs0CYG1t7efn165dO3Nz84qKaWxs3LJlS19f3+nTpy9fvjwyMjI9Pb2GB8zpgXpzc3N9WrswGPyxZAkBiKUlEarepi5ffPEFAF9fX16tfPfddwBmzpypGRk3bhyAlStX8mq3FtDTwHv37tVnEt63mLSZP3/+7t27CwoK9u3bR0dsbGycnJy0U0xcXV1rvQ0VFBR06tSpkJCQgICAmJiYqjIBGQyxmD4d8fFYvx7+/jh3DvXrC2o9Jyfnt99+k0gkNH+GPypu3VTMgjIQZDJZRESEnrtMgspoWVlZbm7u7du3FyxY0KdPH5lMxvmpzWXLliUlJUVFRQ0bNiwiIqLSJQIGQ0RWrMCFCzh/HkOH4sABQbebvv/++4KCgsGDB9O1S/6oKKMGu1nPjb5zFRvXhG3btgFo3749h3OqVCovLy/tngQ5OTn0aNfnn3/OoSEGgyuuXiUNGxKZrPCHH9YIZjQ9Pd3MzMzIyEiAPo8PHz6USCRmZmaa1h0JCQkAZDpF9Q2AQ4cOAXj33Xf1mURQGaZPB7wAABHFSURBVH333XfB9foIPbakU3L/9OnTtM789u3bObTFYHDF0aN5VlaNpVIpV63SnwttNB0cHCyMORrKXL16lT7kak+cc9LS0gA0b95cn0mEk9HU1FSJRFKnTh1uO7EUFhZ6enoC6Nu3r3bXKtq03dLSMjHxGofmGAyu0NSTFCA8TE5ONjY2NjEx4fUwoTb0RIN2fzBaqUTPPXHOKS8vNzc3l0gk+nSXEK5a8KpVqwghw4cPr/9kXT0lJSUzM1PPac3NzcPCwmxtbSMiIubNm6cZ//jjj8eOHe/lNd/Pz/7uXT2NMBjc88UXXwwZMiQ/P9/f3//Bgwe82vrqq6/KysomTJjg9KQDHUWtVvNk0TCXR3ft2kXrn2qQSqUtW7YkhFy5cqX283Km6tVSWlpK0+Ojo6M1gwEBAUZGRpzcdx85csTY2FgikezSOiNcWEjeeYcApHdvokdXYwaDL/Lz89u0aQPg/fff56NtDO2W+Msvv0ilUnNzc53s9507d3p6etakN3ItWLRoEYBp06ZpRqZOnQrg559/5sPccykrK5sxY4ZEIvHy8tJZWPjggw8A7NAjm1cgGQ0LCwPg6uqqGblx44aJiYmxsXFWVhYnJhYuXIgKt0jXrxNbWwIQLhquMBjco6knuWDBAj2nok3ltA+zGD3JA7Czs3NycioqKtJcXFpaShXcw8ODj47He/bsAfDee+9pRn799VcAkyZN4tzWc7lz507v3r0BGBsbKzV9BwkhhKjV6u7du5uamuqzZyOQjL733nsAli5dqhmhC0MffPABVybUavWQIUMABAZ+p91D5OhRYmxMJBJDKvXIYGgRERFhZGQklUoPHDhQw1+5efNmVFTU2rVrFQqFv79/mzZtzMzMKt5rmpiYODs79+rVix7FHjRokHYgduPGDVdXVwAdOnTgvDTa5cuXATg6OmpGONkTrwVxcXF0WdbW1lantOiDBw9ox70WLVpof8e8KELI6PXr142MjMzNze/evUtH1Go1Tdeq+fumJjx8+HDo0K0A8fd/pkHsokUEIFZWhP+lfAajNtB8eBsbmytXrug8RW/MQ0NDlUqlXC738fGh59MrYmNj4+HhERQUpFQqQ0NDY2JiCgoK6CT//fdfw4YNAfj7+5eWlmomz8jIaNmyJYDOnTtz28GspKTExMREKpUWPilzzcme+IuyefNmepzH29tb58ZXpVLReLxevXrh4eH6WBFCRmn7sJEjR2pGjh49Sv+gZVyvWdKMPIB8//0z48HBBCAuLkQrLYrBMAju3r27cuXKgQMHAnBzcwsNDV20aJFcLu/Ro0fTpk2rUsyOHTuOGjVq3rx5O3bsiI2NffjwYfVW4uLiaCukwYMHayvp9evXabDm7e3NrZLSUCkhIYE+5GRPvOaUlpYqFAr655LL5cXFxdrP7tu3j66ltGrV6tKlS3ra4l1Gy8qIr2+6u/uM48f/0QzSpgJz5szhw2JEBDEyIlIp2b//6WBBAenQgQDk/fcJ6wDPMCiWLl0KwNfXVyaT0ZhRG1qXx8fHZ9q0aVXV5akh58+fpwV5hwwZoh3BXLt2jVbo6Nq1K4ca5+fnZ29vf+LECc1I69atAcTFxXFloipu3bpFs9TNzMxop0sNarVaqVTSluZDhw597tdPTeBdRvfuJQCRyZ6K1507d8zNzaVSaXp6Ok9G584lALGxIdp3SFevkkaNCEDmz+fJLINRG9q3bw8gLCwsJSXl4MGD7733nr+//8KFCw8fPnz16tXy8nIObZ0+fZqewB49erT2zCkpKTRh3sfHR7MUoCcVPdd/T7wmxMTE2NvbA2jWrNmZM2e0n7p///6gQYMAGBkZKZVKrrIjeJfRgQMJQH766enIqlVZnp7f+PkN5M+oWk0CAghA2rUj2l82Bw8SqZRIpeTgQf6MMxgvQHR0NIA333xTs/lTUFBgY2Njbm7OU1+TU6dOUSUdO3asttKpVCq6htC7d+/CSvv26Q29y543bx4fk1M2btxIC2Z269YtJydH+6nLly/TLbWGDRsePnyYQ6P8ymhODjExIaam5ObNp4NubgQg4eFcfsdW5N494uJCADJu3DPj8+eTt98maWm8GmcwasrYsWMBKLSKOW/cuBGAl5cXf0ajoqJoS9Tx48drR2TJyck0v7tv37767FxXxYIFC+h21j0e9iiKioo0zdXlcrlOcuhff/1F0xXefvvtNK4///zK6Pz5BCCBgU9HTp4kAGncmAhwsvbyZeLpSZ4scD9Gra68QS6DITz5+flWVlYSiUSlUmkGadffNWv4rVoSGRlJozbtDHlCyKVLl2gzVF9fXw6VNC0tTS6XGxkZ0cVfc3PzwMDAyMhIrm6rMzMzO3XqRGdev3699lNlZWUKhYI2Lxk5cuSjR484sagNjzKqVj/ug60dPtMd8y+/5M9sjcjPJwDR5OEGBxP9yrYyGLXh999/B9CzZ0/NyOXLlyUSiaWlJbeb5pVy+PBhWjr9k08+0R6Pj4/XZEfpX0kkOTk5KCiIHgQwMTHx8/Pr2bMn3eGhmQmLFy/W8yRVVFQUlX47Ozudku137tzp06cPKku85xAeZfTwYQIQR0eiWX65d4/UrUskEpKSwp/ZGpGfT2xsiJPT48iUyShDFDw8PABs3bpVM/Lpp58CmDhxojAOHDp0iObt6zQZrio76oVITU2Vy+W05q+JiUlQUFDKk09+RkaGUqmkG0E0G6HWwWlISAjtYtmjR4+b2quHzybe89q/hEcZDQzU3Rb/7TcCEB8f/mzWlPx84uBApk4l9AAYk1GG8MTHx9PtDs1+TnFxMW3ZEBMTI5gbBw4coEqqU583NjZWkx31okpaUUArHisghJSXl0dGRgYGBmrKq7/11luzZ8++fv16zW2NGTNGIpFMmzZNx8mtW7fSxHsPD49r1/gt88aXjN6+TczMiLEx0d5sdHcngJj9vDRQGb12jbRqRcrKmIwyRGDy5Mk6N9Tbt28H0K5dO4E9CQsLowHd3Llztcejo6PptkxwcHAN866SkpI0t/CmpqZVCagOWVlZSqWSRo40G8nHxyc0NLQm8l1QUKBzGFI78T4oKIir/K1q4EtGFy4kABmoldR07hwBSKNGhIcNwBeGyigh5MMPybZtTEYZQlNQUEBP0SRo7YH26tULwIoVK4T3Z+fOnTQknP9sWvXJkyfpnv5+7dMslZGYmKgjoC96TEATnFJNp4mfCoVCU/u5Jty+fVuTeE+LcwoAXzLq6kqAZ7QpM5PMmkV++IEngy+GRkYTE4m7O5NRhtBc2b69l4ODt7e3ZiQtLU0qlXJe17zm7NixgyqpTq2p48eP//LLL9X8oo6AyuVyPfvR5+TkKJXKt956i4qpVCqlwelz97vOnz/v4OBA9Ve7Jiff8CKj+flk7Fji4mK4VT41MkoIGTiQNG/OZJQhLN7eRCLJ27JFM0Dbj48ePVpEpzZs2ED30H/88ceaXJ+QkMCtgOoQExMjl8tpYhaAxo0bKxSKqlYJNm3aRK/s2rWrTuI93/C4xcTpGTaO2baNNG78+OfoaN3AmcHgl6QkAhBr66dn7EpLx3bqBODkyZOiekbWrVsnlUolEsmyZcuquayigPJ05ooQkpeXFxIS0q5dO+3gdOPGjZpFz+Li4mnTplWVeC8AnMnoS5SJWVpKmjYlADl3TmxXGK8n06cTgHz00dORP/8kwG0/P/F8esqaNWskEolEIlm+fHnFZy9evCiYgOpAg1MLCwuqmDY2NnK5/MiRI507d6aJ9+vWrRPGEx24lNGXJRMzPJwApFUrVuqJIQZFRY9r5MTGPh3s148ApNolSCFZtWoVVdLff/9dM0gFlN71m5mZCSmg2uTl5S1btozWc6FSDqBFixax2n9PYeFSRl+WTMz+/QlAFi8W2w/G68mWLQQgnp5PRzIyiJERMTUlt26J55YuS5YsASCRSFatWnXhwoXAwEB6npIKKFe9f/Th7Nmz48ePnzZt2pQpU27fvi2iJxzLqOFnYhrkO5bxOtGjBwFISMjTkTlzCECGDxfPp8qh/c3oUimAunXrfvrppzdu3BDbL4Pj8eEBrrC3R8eO2LmT21m5ZO1alJcjMBC2tmK7wngNSU3FP//AwgLDhj0eUauxfj0APKlOZDh8/vnnpaWlqampO3fuHDNmzMyZM2n9J4YOHMsoAIUCo0bhya6aYWHA71jG68GqVSAEw4ahXr3HI4cO4do1ODmhRw8xHauCL7/8EsCSJUtoiVJGpUg5n9HNDXZ2OHKE84k5ICLi8Tu2Z0+xXWG8hpSWYtMm4Nmv8dWrAUAuh0Qijlc1gGlo9XAvowBmzUJmJgBER+PQIT4s1JKX4R3LeHX56y/cuIG2beHl9Xjkxg3s3w9jY3z4oaieMfSCs5t6S0ukpz/+uVMnEIL//oOXF+rUwblzkMm4slN7bt7Evn3sHcsQj/PnIZE8E4quX4/SUgQEgK05vszwEo1S2rfHBx/g/n0MHIgHD/izU1PoO3bgQPaOZYjEDz8gJQXBwY8fEoJ16wC2VP/Sw6OMSiRYuxZt2iA5GcHBIIQ/U8+HEHL27BVTU4wfL6YbjNedli2fbi799x/S0uDggN69RfWJoS88yigACwvs3YuGDREejh9/5NXUczh27Fh4uLOra+++fcV0g8F4irs7rl7Fxo2Q8vsxZPAN7/9+LVpg61YYGeGrr3DwIN/WqmTVqlUA/P27sXcsQxyysjBgAJo1g7095s17fHdmb4/u3cX2jKEvQohKnz6YPRtqNUaORGqqAAZ1uXv3bnh4uJGR0ejRo0Uwz2AAGDIEffsiMxMJCTh27HHWCOOVQKDY7OuvERCAvDz4++PRI2FsPmXjxo3FxcW+vr6aFloMhqBER6OwEFOmQCJBvXpYsgQ//yy2TwzOEEhGJRKsXw83N1y4wOO2JCGkpKSk4vjatWsBTGD7oQyxSEqCp+fTh23bIiMDpaXiOcTgEuFWCq2ssGsXrKwQFlayZg0Hh5zy8vLOnz+/c+fOH3/88cMPP/T09KxXr97y5ct1Ljt58mRSUlLjxo19fX31N8pgMBg6cH+mvhpcXbFpU+ns2e9Onnz2rbcie9T4EPGjR49SUlJUKlVKSkpycrJKpVKpVHl5eRWvzM7O1hlZvXo1gHHjxmn6ZDEYQuPqCu0v+IsXYWcH9oZ8VZAQwfM5v/rqqwULFjRs2PDff//VtFTVJj09PSEhgWolVc9Merb0WaytrWUymbOzs4uLC/1BJpPpHP69f/9+06ZNCwsLU1JSWrZsyddLYjCeS+fOGDkSH3+M/HwMGoShQzFxotg+MbhBBBlVq9UDBgw4cOCAu7v7qVOnNP2qNAQEBOzevVt7xMTExM7OzsnJyc3NrXXr1k5OTk5OTo6OjpLnnY1fvnz5lClTevfuffjwYY5fBoPxQmRkYNIkxMXByAjjx+Pbb1llh1cGQW/qKVKpdPPmzR07doyLi5s4ceImWvNGC29v74cPH8pkMk2Y6eDgIK1VwifbXGIYCnZ22L9fbCcYvCBCNEq5ePFi586dHz16tHLlykmTJnEyZ15eXlpaWlpaWmJiYlJSUnJy8pUrVywsLDIzM2nDFgaDweAc0WQUwO7duwcPHmxsbHzkyJFu3bq90O8WFxdfuXIlKSlJo5sJCQn379/XuaxHjx7Lli1r06YNd14zGAzGM4gpowA+++yzxYsXN27cOCYmplmzZpVeU1pampGRoYkxqW5evXq1ouc2NjZOT6CrqC4uLpaWlvy/DgaD8foisoyWl5f3798/IiKic+fOx48fNzU1zcvL05bLxMTE5OTk8vJynV80NTVt3ry59o4TRZRXwWAwXmdEllEAt2/f9vT0vH79euPGje/du1dUVKRzgbGxcYsWLeiOE81qcnZ2trOze+42PYPBYAiA+DIK4Pz58yEhIWvWrCGE0Btz7TDTzc2tYlIUg8FgGAgGIaOUCxcuODk5saVMBoPxcmFAMspgMBgvI6yIMYPBYOgFk1EGg8HQCyajDAaDoRdMRhkMBkMvmIwyGAyGXjAZZTAYDL1gMspgMBh6wWSUwWAw9OL/ARXeXtFJdbXdAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7f51aa1ef6c0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mol = Chem.MolFromSmiles('COc1cccc2cc(C(=O)NCCCCN3CCN(c4cccc5nccnc54)CC3)oc21')\n",
    "mol"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 180x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# https://www.rdkit.org/docs/GettingStartedInPython.html#visualization-of-descriptors\n",
    "fig = SimilarityMaps.GetSimilarityMapFromWeights(mol, calc_crippen_weight(mol), colorMap='jet', contourLines=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img style='width: 720px; margin: 0px; float: left; border: 0px solid black;' src='data:_img/png;base64,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' /><img style='width: 720px; margin: 0px; float: left; border: 0px solid black;' src='data:_img/png;base64,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' />"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x648 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_explainable_images(mol, weight_fn=calc_crippen_weight, atoms=['C', 'N', 'O', 'S', 'F', 'Cl', 'P', 'Br'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 180x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = SimilarityMaps.GetSimilarityMapFromWeights(mol, calc_tpsa_weight(mol), colorMap='jet', contourLines=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img style='width: 720px; margin: 0px; float: left; border: 0px solid black;' src='data:_img/png;base64,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' /><img style='width: 720px; margin: 0px; float: left; border: 0px solid black;' src='data:_img/png;base64,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' />"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x648 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_explainable_images(mol, weight_fn=calc_tpsa_weight, atoms=['C', 'N', 'O', 'S', 'F', 'Cl', 'P', 'Br'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdAAAAHQCAYAAAARXTsAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9d3wb55mufQ0GnQCLWCVRVDXVrWpLsmRb7r0l9tqR7TjFTtnsic9JdrNJTrLlZLPfnt3NlsTfZnfT7DjVsR0ncom7LZe4y10WVawuSiTFAhB9gPPHYIDBcACCECWR1HP5R5MCbgzeae89z1ueV8lkMhkEQRAEQRgRjhNdAEEQBEEYj4iBCoIgCEIFiIEKgiAIQgWIgQqCIAhCBYiBCoIgCEIFiIEKgiAIQgU4S735Tb5+vMohCIIgCGOOb/H3Rd+TCFQQBEEQKkAMVBAEQRAqQAxUEARBECpADFQQBEEQKkAMVBAEQRAqoKSBaqUH6YpGNKIRjWhEM6E1pShpoCqpYTcgGtGIRjSiEc1E1ZSirCbcsfZEIBrRiEY0ohHNiY5EyzLQsfZEIBrRiEY0ohHNiY5EZRCRIAiCIFSAGKggCIIgVIAYqCAIgiBUgBioIAiCIFSAGKggCIIgVIAkUhCNaEQjGtGIpgIkkYJoRCMa0YhGNBUgiRREIxrRiEY0oqkASaQgGtGIRjSiEU0FyCAiQRAEQagAMVBBEARBqAAxUEEQBEGoADFQQRAEQagAMVBBEARBqABJpCAa0YhGNKIRTQVIIgXRiEY0ohGNaCpAEimIRjSiEY1oRFMBkkhBNKIRjWhEI5oKkEFEgiAIglABYqCCIAiCUAFioIIgCIJQAWKggiAIglABYqCCIAiCUAGSSEE0ohGNaEQjmgqQRAqiEY1oRCMa0VSAJFIQjWhEIxrRiKYCJJGCaEQjGtGIRjQVIIOIBEEQBKECxEAFQRAEoQLEQAVBEAShAsRABUEQBKECxEAFQRAEoQIkkYJoRCMa0YhGNBUgiRREIxrRiEY0oqkASaQgGtGIRjSiEU0FSCIF0YhGNKIRjWgqQAYRCYIgCEIFiIEKgiAIQgWIgQqCIAhCBYiBCoIgCEIFiIEKgiAIQgVIIgXRiEY0ohGNaCpAEimIRjSiEY1oRFMBkkhBNKIRjWhEI5oKkEQKohGNaEQjGtFUgAwiEgRBEIQKEAMVBEEQhAoQAxUEQRCEChADFQRBEIQKEAMVBEEQhAqQRAqiEY1oRCMa0VSAJFIQjWhEIxrRiKYCJJGCaEQjGtGIRjQVIIkURCMa0YhGNKKpABlEJAiCIAgVIAYqCIIgCBUgBioIgiAIFSAGKgiCIAgVIAYqCIIgCBUgiRREIxrRiEY0oqkASaQgGtGIRjSiEU0FSCIF0YhGNKIRjWgqQBIpiEY0ohGNaERTATKISBAEQRAqQAxUEARBECpADFQQBEEQKkAMVBAEQRAqQAxUEARBECpAEimIRjSiEY1oRFMBkkhBNKIRjWhEI5oKkEQKohGNaEQjGtFUgCRSEI1oRCMa0YimAmQQkSAIgiBUgBioIAiCIFSAGKggCIIgVIAYqCAIgiBUgBioIAiCIFSAJFIQjWhEIxrRiKYCJJGCaEQjGtGIRjQVIIkURCMa0YhGNKKpAEmkIBrRiEY0ohFNBcggIkEQBEGoADFQQRAEQagAMVBBEARBqAAxUEEQBEGoADFQQRAEQagASaQgGtGIRjQTVDMeGU/HUBIpiEY0ohHNBNWMR8bTMZRECqIRjWhEM441JzMn+jhLIgXRiEY0ohnHmpOZE32cZRCRIAiCIFSAGKggCIIgVIAYqCAIgiBUgBioIAiCIFSAGKggCIIgVIAkUhCNaEQjmjGmEY4eSaQgGtGIRjQnoUY4eiSRgmhOqOZkZqydC9FMPI0wdpBECqIZdc3JzFg7F6KZeBph7CCJFARBEAThOCIGKgiCIAgVIAYqCIIgCBUgPd1jAHMHtvSdCIIgjA/EQE8QdqO+xDwFQRDGD5JI4ThrjH+rpIoapt12ZVj82GGsX2OiGdsaYeJQ8myPtWHfJ1qj4cy9btwoR2OipXSlTFQi1RPLib4ORTP2NMPdu+V+hzC+OOkSKVgv9GI/du+bXxOEchgL17xoRl9jVzcIJx8nTSIFqwkOh9wUwmgw1u8L0VSmkWhSgJNgGovVCM0XvtwEgiBUgjxgCzDBDdQu4pwITbHjtdyCcDIj9+3EY9yeUbkYBUE4XoxWfSNzvicW48qFxDQFQTjeSL0jFGPcNOHKRSwIwvFG6h2hFOMqkYIgTCTG2v0lmqH/lmZWoRRjMpGCmOnwmJM6CGOX4a5la5+Y9byOxSkcE1lTTkKE0UJMevwzJhIpHM+LVhDGKtZR43ZJP8r5vGhGpjnRdc6J/n6hcsZMIoXxPK1EEEYbOxMd7h4bq1HdeNCc6PpH6r7xyQkfRCRNkYIwPEbzrjC6SP0jHA0n3EBBnr4EoRQnOjqayIylB5OxUg6hfI67gUoS5tFDjt/Y5licH+t9I9fA0THWjt9YK49QmuNytuSiEITRpZiJSnOkIBw/jnkEKje3IBwf5P4qn7HcAjZWyyUM5bgkUhAE4fhhd0+OhekiY0UjdZYwWhzTRApy4QonG2NlKoR1kv5YmS5yojXjpQ6SlrvxQVlXUzlDve0yqgiCcGIp5z60ZkAqJ0NOuXXCWNMIwmgyqokU7NJhCYIwtpnoSRukPhKOFWNiHqggCGOHidKCNBH2QRjbjOoVJhfs8UcyqYwdJsL1X2qO6Xi7zswPAuP53EjS+bHLqF1V4/kCFQRheIrd41KxHx/ESMceR92EO5bnUwmCcPwZK/XBWCmHMHE5qitMLlBBEKQeEE5WjjqRgiAIAoysafF4JlIQhGNFxYkU5MIVBB25F3SGS3Jvrk+O5xSXiYb0hY4dyk6kYDBRhrgLwmgg90L5GCPGrUkbJElCZYiRnnjKTqQgSRLGLnJOTgxy3EdOJVNjRprIRRCOF5JIQRCE48qxasU6WR9oTtb9HguUfeTlJAmCMBqYkxtI1Dg+cKIV/DuFeoJKMrYQVxSECpAHytGhkmT3I/nsycJoPYxYjXKkupPNWEtegXKBCoJwojEPPgIZyFiMozHRco2z3O2cLEYqV6EgCGOe4abICDojNdFSxqmWaaqajVmeLEYqg4gEQRBOQoqZp4pWtnkOpx+tyHasIo9yEwQZkHHskchHGA+UMz/Uamx2BjjSCNTQWyNSJ9qEjUSlRhCEMhDzFCYKpczTaprlZKMzf0ZDtTXSiWqiUisIgiBMQMpplbIzT7vP2E1jMevMZmqOSCe6iYqBCoIgnISUMk+7vktzZFmsb1M37bxuopuoGKggDIM03wrjFWsUWsoYreY5tDm3mGmqOWMsnG6kTXgTlZpBEGwQ0xTGA3ZTSMDaL5kfVJSyRI925qnaGKh1JZ1yl5orZqITBaklJhAyEnd0EPMUxjLlGJFZM9xo2mLmWao5d7go0hyN2pnoRIlCpaYQBEEYB5QyTut7diNjSz1g25lnsabc4cpo6K1Nusa2JpKJioEKgiCMcezMsxxDtQ7oAYY045oxm6e1Kdc6PaVY86z1u8zaiYYYqHDSI022wljFajpWo7KSMkV3Zk2xKNLudcM8hxpo+d1D2pByTMymXKk5hJMaMU9hLFKOcRrGY3cNFzab5gcPmY3RaTEyQ2vGri90JKY3EaNOM1J7CIIgjCGKmWcx47S+b8Yc9VkxN6/afW6kfaHFvj//fj4KnSiIgU4wjudIXHM/ytE2w5STdHq0m3ok+hTGGuWYp9k4S0WjRuQJRrOsbl8e4jmtedUUuzR+ZvMsZqCljLgcsxzPzbhSgwhlMZzBHY9VF0ZriSQxTmGsY22yNRtkPjYsfM36OXCbBv7on/CQII6HwnmdGqUeus3R6NHsh12ShfGO1CRCUcbqUkRHY6RinsJYxK6P0xp1mo3T+HcCt6252qXp8xAnQQI1G4UWvxfiqGXeW3YJG6zvmzMVTTSkNhGGMFaN08rIBjPIpS6MTcoxT8MorcaZwDPEVO1G3qpoJHDjJpE1T7Xg3jEPFNKy/7fO3zRjl41If614P+xERGoVoYDRWKHeoNKbpti6gnaUY6JinsJ4wto8azbPBG40VOJ4SOAmnjVQ/TU3Gk5SyQw4VRRFyd1LKqmcgRq//UXMrnDuaKrgb/P9Zm+i5d+7EwGpWYQcpSZXV0Kp5NPlbNOqOVluSuHkodS8TiOiNJtnPBdDuomnnAx2R8i0TDGZqIeB+/5AsmMXit+H2jgJ//oVuKZPwU8Et030aXyLm0RBM7GbwoFGdpgNtvD14g+2EykiFQOdgFQyEnek5lnpiLtS2yzncyO58STyFMYL5qZbc3OsYZhGtJnATTSp0v30+/S+thNNceL7yudJq9n3426iM9aQ8c+CSBRl13bCT+3Eu2ExIU8QPxGiRLKRaKjk/eREw50ddGTtMy38e2RZkiYSUsMcY0Z6IVVqLkdDqSWOhnttuPdPxI0kximMB6z9nXbmmY88dfPsOxTnwK9eIN4bwXHqQjKLF9MXryWR9BEL+yHmgWALBLNfMi8JyTjxXQEIxPAGIvgDUfxqhATuXJPw0D5R/dWtzx5i41+9yVceOYNqvxu3Tfnz/y7sgx1uvycCUtPYUM4JPlbNi5rlIj4RlLsOoN2K9MNt62iPkzUKtTYTiXkK4xFrU65W0Gyrm2cEP4nqAFqwFvWqq0lMayfUFyTZ5YOIChEHxIAwkAJ69wIKNEyFASDgJRbwEotsZzCYID6vwbaZ1YmGI5Pkpe+9zkN//gIX/+UCnH4PKeKQtVBrsvpS4xAmkmFakdqGyk7w8bgohstjORpYo89S5ll6rljhe+Ua6nAcbZNtqc+fqAcUQbCbt1kYfeYHBxnmGcFH3OdH/dRNhOJBBg75ybx1EDZvhiMDcM5ndPM0DPTlTXB4G9S1wrwzYW471AJPPkU81k3vTZfBirqCcqloEIny6GcfYccD77Ph1xdx+jVTSGSTL5D7ncec3MFuX4x/T0ROagM9Mc2LpdNdFfvMyI3n6DMSDWeepTIRlROdlluGYufJ/J3W7yjn3I6FaF8Q7JImGMYZHtCIeh0k3G6i+Ing183zxd1kHtwEvYNAFTQtgT2aHon2oRto/WWgbIO9L8DeX8Le1XDaxbDwY/Dqz0jd+Xu6QxfB+pZc42t810HeuubfIBrjllc+Tdv8KhJEAONeNLIgDa1f8pHzxDRLO046Ax1pxWqlnIp2pBdQOaZ6PKLRYlhvlGIL7BoUM9NKjLRYajO71GWlRjTaYW2GsntdEEYbu2uzcB6n/jsWTrLrzhdJNzbj+dhVunlqQUJ9QTJKG/inwoyV4JwNAyrsQY8++4BIL3S9AK5qqLsNYjsg0QS7gIYgLPokfPBLMvc9QXfbrTCrgfDjL3Hwhq9Sv24uZ//0JqpqIkSI2u6D3coqdokeCvfb/l4dz9HpSWWgxSrVkTUTHm0aufIi0GKGOZJo9Gii0GLLHJVDsUxBR2Ok+ufKT6Y93HmyRrZ2ZipGKhxvjOhTQ+XgE+8TH0gQ+MjybBOun1BfkHRfFShVsHQDbO+BN34HroWgzNXNsxuIROHIFtAGwfECVK+BzDxIoptsrRfabwLvITIDjfT89bdI//23aPqrTzP3f19J3NFPiJ4h5TMnXLDeQ3Z9odbXJlp0elIY6EiNc7T6zcq9WOzmUJnfO14maj/y1v6zpeZ4GhRLcmA3AXu4bZUyz2L9ScVwMtQ87UyzkqZzQSiXYhGbhkqoJ0H/W3vwrV6K1jqDCD5C/QGSYZ9ukntDsOlJ2Po2DKoQaAWtH7qT0NcAqSnAX0DiMKSeht6XQVsNTWQNNAZ7N8PSRfDF60m/+RiuX/wM93XL6acHL0kiRHPXv2qydr2MesmtD8t296X59YnGxNwrE+XOUarU7EZKsVFv1u84USZaDHMZS32vNRPJcNGoUb6RUMw8S/WJFsMw08LsK2KiwrGhVP1hbr4N7+4i7fbiXruMEB4ir28nti0F8y7RI8xNG2H7TvCvAudK2PsKdP0bRKdA/DYgk91qI7AEOB/2eCGCbqCud2jp+xGpex6ju6YGvv8ayeWzGYh14vYmskkXEiYDzad1sGuJsjbPmh94S7UUjefmW5jgBjqcUVrfH+nJHK5Js9ztWbOCmMtWrGIfKflVEAqN1Lzckb1R6+ZrLMg72hQzOuvNZpcw23qTltOEqxbZT+v7xt/GtsREhWOFNfpMoRJYfgqTF8xn0FtNtLOf2ANPQc18mJKGsAozroJMP+xPwI67oD8EsZUQXwgcQm+rBX3+yo8AL8Q+AgeXAwqXOg/w8913801/I3dc+m/gmQ1PPUeoqgf/hiVE8BMkRBQfepYiN2482fsjb6R2SeftRt5OtKZbgwltoGbKNc5yIhfDhEY7kbl1/T6jrKMZHVnXCzQwDNI6MKBY/+xoGMpw007sDNLa7GXorK9Zt2VuioL88VVz+1sYpVuNVvpFhdHEzmTy7zlJoZLx+khlHAz+7glSriCsvw76VX2uZ7IKUlUw2A2RIGgfhVgYPYPCfsgN/tkJrAbeAX6Oor3LN/bv5JuZb/P15k9yxynnwwfPw/x5kIqReedNwktbCC7Q+1zd2XQLxn+GcbqHlLoQu0F+5v0utu/jjQlroMUM0+4Eljt/MF+ZVn7YSvd35itxc8R3rCIga1RqNlGjbPm/U6Nepkwmw8D+MN0dfXR39NLV0U93Ry/7XjrAsltP5YJ/WF/SPIv92yifFb287oKnaLt9sT5ISJOucDxIFVy/2VVXukMk9h8hffo1oPjz8zyNn0gDpG+F0EPATqYwn7/mX7mUV2iijy7cPMwM/pb/SQiNn/JPrMsc4BL16zypeaHqYpi0EDItMKsFDrxN9PktRBecmZ1/6sNDnHg2BtWvfT2hgh59Dp0XapQ//3fxe3K8MyENdLjBQXYR53DNvcXmI5Yzh7Pc983zrIo1mx6LCt36nWDXNzi0Kbfc744cidG5LUTX1j66O/ro6tB/d2/rIxlJ4fI7aWivo769jsnLmqidWcuL33mV2Ze3M3XdzCHmabeEk3nFCvOx0fdraPSpFlik/RxXMVHheJEzmXiSlEtBc+jXd7KqCvXCC6B6KXTsgt4AhBvy01X6gL7XgJeZQTUvcgMfUsctfJxt1DObD/g2D7KZLzJADf3UsYJH2a21QfT7sPdtaDxTb+mNAlOXoH3wPIMDZxKp1iNQIxJNkDDd+1p2fVFP0XthNLvLxioTzkCtJ6pUX5pVX+wkW0dtGpSa5D9cuazbMWvMTYrWplVDV26FXslTn/V7i71n3r4WjdO9fYCujj4OdYTo6uijq6Ofro4+BrtjOJwOJs2qprG9lob2Wmad10ZDex0N7XVUT6kirRSeD2eVm/uue4CPv/4Z/FPqhpinkanFuk6i3WCioUPvzX04xZujSpmoIBwt1rpJw0nn0x30bOmi/vYb0BxOHH4fyrKVsDcAz9wJ0Spo/IjebBtToW8XaI8Arfz//JQ0cD6fIUoGSLGXeXyX/fyCp4kTYS0/JUYtEITEHOh5CQZWQ9ilm/K0ZTDFTyLpzSaydxf8dpsW2y6/C2timidMQAM1UzwStR8VNpK8qvbmUlne19HoX7Nrdi2mGX4b+u8ERlLplMlMVN67v4OB3f30bu/NRZN9e0IA1LRW0dheS2N7DYuunUNDey2N7bXUzQiiutQhx1RDJW362zgHZ377PA68cZgHrv0NVz/zOXB7ChYRNq+FaE66XexcFjYC60/PunnqyzvpSznpJfCQGHJs7PpExVCF0SB/baUIb+vE3ViH4nAUijr3QbgH5qyF1+6BHg84bwE1CUyhjtO4mM/zDZYS5SVgHQ7SfIvH+HOe4yFmchm78JImhhNwgetcmDQILmfeCWoaoLUBxdtV8PWFg/jyrVLWLh8zdvXNRDJPmGAGWk7Trd0UiHI6vM2Ymzph6MhZK8NdNNYm0fzvkY+ALRaBW/8ebp6kgbmpE2Bw3xF+de1Gmpc00rK4kRlnt7LytsU0tNfSfEoQd5WrRNmKH1/rIKCMqnLpL6/n7pX/ybO3P8ia728wLSKcXxPRiEjDXYOEt+wmFUmSiiZJR2P4L1iN0thUEG0a5mk+1u6sYRrRaBxyJmrtJxUTFUYLlcJ50umURqInTPDUU7Lvm7oWuvbovxvaYOD3UHOufqH6TgHmcAp34yDDFtqAWdQR5xf8lGXs43w+Sz0xruDHnMJBXmUesBVc08AzBRQg1gdvPgGBNdA6FcgPZjKn7wO97sh3fgxtjSrGRDNPmGAGaqZUdGk1z2L9oOZtFJ/2kKrowjgeA4bszLNUE3ZeW5gD1zAfgNd//B4ty1q49fVPmkay5n+XU/JS5TJe01Bx1Ndy0f2f4Ldn3EH1ylNo+/S5xNFzglrNNNTdT99T76C5vSh+H4rHjRaYioI3tw9KJIzbkSHhDeJGn+tmxjgfbssxgOJTlsREhdFCUR04lAxoeptMOhYnuW8Pjkk+cHvBAbidoDpAyU5TcQJOBVKTsluZRi0z6OCr7GASK7iC/UzmavZm31fROzvvBeWj4Fysb0OLw/53YXABMHVI2YYO0jO6QwotpNh9MhHNEyawgZqxziE0v148c8bwJ9x6ARVLVlB8rqP94B3j++2aRMqtrEv1/VrfM79vLoNetvyzpkNL8vaPNrPqa2dlIz/7ATjl9scWK1v+x0nNslms+sHNvPTpn+JePAfPaYvpeX03WkMT2ozZOQONtS/C8bXlaCk/GSCZUkkkQIs48XjjqE6N9MbH4MBBqj9yDv7pDbkyGOUwjNPaj2ocE+kPFY4liqLQctEitCktZNBIdYcY/NljpK/7OCxcCsGFcNgDvgAkwlnz1H+2p1aRRmEBcd4hRQODLOFjHKATUFjAIdIobGcWGPes4ss7gDPbZJzRzTvRsZtkTTfarNoh9aIROdtNAZuoRlmMCWOgduZXqknXzjzLGUSkWipS4zV9O4XTQkY7fVUl5mlnTsNlB7F+p/GpzsffIdodZfqG1SRQsDbvmvtKhyvvcOYZN/Vztt50FjNeO8DLH/l3Wr9xI4OdITyrl6LOWEwEHwnNQyTsIxHzkI5lhwSlssc+pZD0JsGp4VxwLo49v+XIjx8mvm4xqXOWUeUsdcPHc/thN5jLvC9iqMLRYFxj9avn6DlvAZdXxUEGVzoMPgfUePXgcellcCQIPUCgH+qSHDnYyKOcz5/yO/6dK4njYAa7OUATPmbyBf6FR5hNLwBecAGTfODqAE8tBFT9CdKXAW8GddOzJKqiqLPWD3sfW010IlB+JrOTBLvVAfTXC43T7gnKbmpHqUqzUuMsli6v1JqdxQYNWY3SbrSqWVPaQHVjfPe/X6HthtNJVdcRQsum+jL3LxafFmJHKfM0ymY007b9zU0cePht9v7fe5j8s78jc8YZhKgiOugjEvaTDvshpuiTzFO5L8geQBd4XaS88+HqNtRXHiT97KtkGupRls2y2Wejl8d4ILLv75apLcJIsLvHnORbscyPuB7iuLxOFNI4w3142yLEAl4IAHPnwj70vsv3fglqGqZ8gj879H1e1M7gMf6GgzSzmjZczObb/BMKGf6MC4EgBFN6zd+kwsBvILECGs7U+z69aRyBCM4aF47eQ3iy97g1F679/o0fEx2t4GbCG2ix1QHsUr+Vykhk7essFYmOhHIXqTb3M1pfM2PXTJo3o/wiveYFe4337MugK7TObg5sfJN1z/0VYfQ+RCMqszPScp9K7dKYGVtJ5KaqeIj2h6j7k3Pp+tEjdP3HH/GuvphI2Ees2wFPbYL3t8AZ10H1tLxx9nTBjtdh7kpobtArH28V2srrSS9eSWxWEBdhm/3VMEfSRn+P+ZiKWQqjhb64Qr4OMe4jb5Ubb0sN0fe24Fl+FrFADKo8UJ2BWoc+7WT22fDuvRD/ITunbGDl4df4q/j/YRnv8Y/8hEM08TDzuZ717Hcshsb50OgBzwZQX4GqFLQvgKlVsPxWqE/gc3Wh7voQ77wG9EF3iSEP8ccireex4lgmsp9wBmofjRXfTbtmTeu2zH2dZiOtZFSmlkiRTiRxBXy271s/XywqLRWFWh8SCudP5kewmqd+FEtC4CaOE43OO3+Hb940nKuWESGZMzqj6cmTnQbiyTZ7mo+FnYnaNSFby2wYfRw3junTaPjmbWTOupLOS+4lcXY1qenb4NGnoH8QWhZAyENuXFAK2LMfNr8Kb70ErTNg8RqYMxcCkKmdTXRwEKcrjdNTaN0e4rk+Hn1T+b/N50SiUKFSrPdswXXUO0C8rx/nzOk0X7uWUHAy/Z4IMb+T+IsPQKIapl2qt7Y0u8H5cXjvHhi4g331C/hM4gccCU1iTmo713rvgdSPwXkKNJwFjQ6oBdwZ6HkDFq2DU9r01+oUXE1xPEd2gpagZtXc7LzPfC2pl7X4Q/GJjEJPxIovE85ADUpFYtYRZeV81tzPWSwFnEEmnSayv4+BjkOEOg4xYPxsPcTgrm4Up8pV279NVWtd7jOlVjsZLuq0K3ehETkLzDOCn2gkzcBrHQy8sRP3mmU4Vq3MbSOjaYR++QjuGZPxnNKKqyFI5w//QMMXr2NQqSZJAnc2N4kxj1LDmTPPYis2FCuv+VyYDd+YwG38HfME4cJWnP92Canbq2DDNphUA2dv0Ifj90G2k0c3UP9SWDoHjrwJh1+DTQ9BzQxIecAJaaefiFNDdWo4lCROh5ZNW+YpuEpGwvE20WLXcDHE4I+Oco93pcdZJUXnxjcIH0kw+fapeBsCJIEYCaqq4yQaPGReeBWmLgbVCTvvBvcsWLEBdr8P3XuhCjoOtXNp18NwigqJTwAHYUrWPGsBLQNVM+GM9dCA/lMbwx+IEKxvIvila6mpiuMhMqTWPFGMxSXRxl6JKmCklcjRYH66iveEiHQcYLDjAKGOQ4Q6OvXf2w6hRZM4Ax6q25sJtjdTv3IGMzesIjC7kbe/+QDPffT7XLzpf4HHVTAdxPykZ+4ZNN63K0epFU2MKNOY/jGY8dH18Bv0bd5FKgXKrBkkGqeT1mrRUoDV64QAACAASURBVCpaSiXT20e8SyHz7ts4nZvJdB8msfcQ3PQxuvFnlzqK4yeKGzca0YIHFCMaHS4pgVFG835opls1eiRGalIwZ6IJPCQ0D+k/UeBFBR66Dr6DPoKwj3x+0GQGjmyDqungDEDjOpi6BlxhiHt0jRdwKiS9bmIfHCT55O9xfvwC3LWe3LxQI/LMN+hqudfN+2E3qMi8r6PFaFznx6psE5GjOd4j+az5YdOJRv2SKQz89m3S+zvxt05G78Zwo6kqqcuXE9reQea938OZn4Fzr4Q/Pgy9v4YFV4HrAuiDjuo5nLJ/G47WnaQPPQnxgzDjf0BLnd6VUTsP6udCahd4fThagtQ29BFUQwQJEazK5O5zYzifeTzEsegLHYsGORzjr8SjzHAXemowRmR7J9GOfQx2HCTSsZ9wx0EGOzpJHAmjOFUCsxupbm+mem4zUy5cQHV7E7XtDfhaqlEUZcg26+65lQdX/gOvfOFXrPvBx1AVfej4cOZZfHHrfERsbow0D8KJZle0jyo+IpqHzNIlOFetJF49jXjMTazTDylVH72aaoRLvwzhENr+bfB//hTlkss5os7Gr0VJqG58RNBw4rc0uxoYKzaYkxIY+2E1T2uZNVQS8TQffv9xqi9bS2bpEuLGnM+YWx9pezvwlgP+EfhCBsJK3kRR4K0HwFEFp9wENTX6KMNADbkuT2/2J+wl4WnA1Rcj/PJW/BctMR35fNYVc3lHUjkcz4e7kXI0ffcTmXJbpoajnONaOIZCf2Srba/H6VHp+f1LTP7kBbh9HoKESPX0kdx6CO0j64jc9TCZJ/4V2tfDlTfCpt9D/FmYPxvC0FHThPepONO6v8vuSVOh/TJoU/XlQWsBXwq2PwPbNuFsq6H2rGupU/rwEyVIKFtbRHJJ/MyPtuaylzOQ8mjW/h3rTKy9sVDJnKTOB15hz083ofVHGew4QGxfDwDeafUE2qcQaG9m6vVrqG5voqa9iaoZDbiyR7FUnx/oq49oR0JU1VdxwW9vZeOaf6HptFYWfHZtUfM0b3Mkk5TNkZzeBKo/R0bxo155CZoWzA7C8et9h90R6DsCtZNBIzsQJwhqG7y9mcyf/V9inZ

Hello, I want to know how to add a box (axis) for the figure generated by SimilarityMaps?

(like this one)