{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3D Atom Pair fingerprints in the RDKit\n",
    "\n",
    "The option to generate 3D atom pair fingerprints by using the molecule's 3D distance matrix instead of the 2D distance matrix has recently been added to the RDKit. The idea is similar to (though not as thorougly developed) as the (DiP)\n",
    "\n",
    "The goal here is to probe the behavior of these new fingerprints."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-28T14:13:24.733753Z",
     "start_time": "2023-01-28T14:10:55.093706Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2022.09.4\n",
      "%pylab is deprecated, use %matplotlib inline and import the required libraries.\n",
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "from rdkit import Chem\n",
    "from rdkit.Chem import DataStructs\n",
    "from rdkit.Chem import rdFingerprintGenerator\n",
    "from rdkit.Chem import AllChem\n",
    "from rdkit import RDConfig\n",
    "from rdkit.Chem.Draw import IPythonConsole\n",
    "IPythonConsole.ipython_3d = True\n",
    "import py3Dmol\n",
    "from rdkit.Chem import Draw\n",
    "import rdkit\n",
    "print(rdkit.__version__)\n",
    "%pylab inline\n",
    "plt.style.use('tableau-colorblind10')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate fingerprints for some literature compounds\n",
    "\n",
    "These are some aligned Factor XA ligand structures from the Giangreco overlays set (https://pubs.acs.org/doi/10.1021/ci400020a)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-28T14:14:31.737343Z",
     "start_time": "2023-01-28T14:14:29.044576Z"
    }
   },
   "outputs": [],
   "source": [
    "fxa_ms = [x for x in Chem.SDMolSupplier('/scratch/cheminformatics_datasets/AZ_overlays/P00742.sdf') if x is not None]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The molecules in these datasets are pre-overlayed. :-)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-28T14:14:31.954429Z",
     "start_time": "2023-01-28T14:14:31.738898Z"
    }
   },
   "outputs": [
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       "        <p id=\"3dmolwarning_16749152719456882\" style=\"background-color:#ffcccc;color:black\">You appear to be running in JupyterLab (or JavaScript failed to load for some other reason).  You need to install the 3dmol extension: <br>\n",
       "        <tt>jupyter labextension install jupyterlab_3dmol</tt></p>\n",
       "        </div>\n",
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       "\n",
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       "  $3Dmolpromise = loadScriptAsync('https://cdn.jsdelivr.net/npm/3dmol@latest/build/3Dmol-min.min.js');\n",
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       "    warn.parentNode.removeChild(warn);\n",
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       "\tviewer_16749152719456882.addModel(\"1nfy_lig_RTR\\n     RDKit          3D\\n\\n 30 33  0  0  1  0  0  0  0  0999 V2000\\n    9.7590    0.8430   18.9030 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    8.6160    1.0870   18.2400 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    8.4160    0.4950   17.0630 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    7.6060    1.9840   18.8290 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    6.5750    2.5180   18.0210 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.6020    3.3690   18.5820 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.6320    3.7100   19.9550 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    6.6640    3.1770   20.7660 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    7.6420    2.3240   20.2110 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    4.5630    4.6140   20.5240 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.0980    5.7130   21.3390 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    4.9350    5.6670   22.7290 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    4.3720    4.7470   23.3250 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.5140    6.8670   23.5160 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.9630    8.0110   22.7160 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    6.8900    7.4580   21.4660 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.7780    6.8360   20.6250 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    6.5730    9.3780   23.6120 S   0  0  0  0  0  0  0  0  0  0  0  0\\n    6.7500   10.3800   22.6080 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.6330    9.6140   24.6630 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    8.0940    8.9660   24.2970 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    8.1750    8.3110   25.5440 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    9.5570    8.0520   25.9270 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   10.4660    8.5460   24.9080 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    9.6260    9.2590   23.6180 S   0  0  0  0  0  0  0  0  0  0  0  0\\n   11.8340    8.3960   25.0870 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   12.3320    7.7630   26.2470 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   14.0330    7.5720   26.4470 Cl  0  0  0  0  0  0  0  0  0  0  0  0\\n   11.4600    7.2750   27.2490 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   10.0630    7.4330   27.0670 C   0  0  0  0  0  0  0  0  0  0  0  0\\n  1  2  2  0\\n  2  3  1  0\\n  2  4  1  0\\n  4  5  2  0\\n  4  9  1  0\\n  5  6  1  0\\n  6  7  2  0\\n  7  8  1  0\\n  7 10  1  0\\n  8  9  2  0\\n 10 11  1  0\\n 11 12  1  0\\n 11 17  1  0\\n 12 13  2  0\\n 12 14  1  0\\n 14 15  1  0\\n 15 16  1  0\\n 15 18  1  0\\n 16 17  1  0\\n 18 19  2  0\\n 18 20  2  0\\n 18 21  1  0\\n 21 22  2  0\\n 21 25  1  0\\n 22 23  1  0\\n 23 24  2  0\\n 23 30  1  0\\n 24 25  1  0\\n 24 26  1  0\\n 26 27  2  0\\n 27 28  1  0\\n 27 29  1  0\\n 29 30  2  0\\nM  CHG  1   1   1\\nM  END\\n\",\"sdf\");\n",
       "\tviewer_16749152719456882.setStyle({\"stick\": {}});\n",
       "\tviewer_16749152719456882.addModel(\"2boh_lig_IIA\\n     RDKit          3D\\n\\n 33 37  0  0  1  0  0  0  0  0999 V2000\\n    2.3090    8.7650   25.6660 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.4690    9.1440   24.8310 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    4.1150    8.2040   23.8770 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    3.5480    6.8250   23.8010 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    2.4050    6.4360   24.6300 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    1.7890    7.3980   25.5550 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.1910    8.2210   22.9410 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.2730    7.0000   22.4130 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    4.2960    6.1120   22.8740 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    6.2860    6.5130   21.6320 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    5.8580    5.5270   20.8710 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    6.8770    4.6830   20.3780 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    6.2860    3.2960   20.1560 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    7.2850    2.3200   19.5380 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    7.7920    2.9210   18.2530 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    8.4360    4.2590   18.4160 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    7.4110    5.2010   19.0460 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    8.6670    1.9710   17.5200 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    9.3100    2.6050   16.3010 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    7.8320    0.7950   17.0850 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    6.1500    9.2390   22.4580 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    7.4190    9.3620   23.2630 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    8.4280   10.1250   22.8300 N   0  0  0  0  0  0  0  0  0  0  0  0\\n    9.4890    9.9370   23.7240 O   0  0  0  0  0  0  0  0  0  0  0  0\\n    9.0630    9.0740   24.6900 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    7.6750    8.7160   24.5420 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    9.9730    8.4860   25.6570 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   11.5990    8.6750   25.1450 S   0  0  0  0  0  0  0  0  0  0  0  0\\n   12.1210    7.8280   26.6070 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   11.1160    7.4070   27.3900 C   0  0  0  0  0  0  0  0  0  0  0  0\\n    9.8310    7.7830   26.8030 C   0  0  0  0  0  0  0  0  0  0  0  0\\n   13.7860    7.6040   26.8200 Cl  0  0  0  0  0  0  0  0  0  0  0  0\\n    7.4430    6.9390   21.6540 O   0  0  0  0  0  0  0  0  0  0  0  0\\n  1  2  2  0\\n  1  6  1  0\\n  2  3  1  0\\n  3  4  2  0\\n  3  7  1  0\\n  4  5  1  0\\n  4  9  1  0\\n  5  6  2  0\\n  7  8  1  0\\n  7 21  1  0\\n  8  9  2  0\\n  8 10  1  0\\n 10 11  1  0\\n 10 33  2  0\\n 11 12  1  0\\n 12 13  1  0\\n 12 17  1  0\\n 13 14  1  0\\n 14 15  1  0\\n 15 16  1  0\\n 15 18  1  0\\n 16 17  1  0\\n 18 19  1  0\\n 18 20  1  0\\n 21 22  1  0\\n 22 23  2  0\\n 22 26  1  0\\n 23 24  1  0\\n 24 25  1  0\\n 25 26  2  0\\n 25 27  1  0\\n 27 28  1  0\\n 27 31  2  0\\n 28 29  1  0\\n 29 30  2  0\\n 29 32  1  0\\n 30 31  1  0\\nM  CHG  1  15   1\\nM  END\\n\",\"sdf\");\n",
       "\tviewer_16749152719456882.setStyle({\"stick\": {}});\n",
       "\tviewer_16749152719456882.zoomTo();\n",
       "viewer_16749152719456882.render();\n",
       "});\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "v = py3Dmol.view(width=350,height=350)\n",
    "v.removeAllModels()\n",
    "for i in range(1,10):\n",
    "    IPythonConsole.addMolToView(fxa_ms[i],v)\n",
    "v.zoomTo()\n",
    "v.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We generate atom pair fingerprints using 3D distances instead of topological distances by setting `use2D=False`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-28T14:14:35.356693Z",
     "start_time": "2023-01-28T14:14:35.351639Z"
    }
   },
   "outputs": [],
   "source": [
    "fpg = rdFingerprintGenerator.GetAtomPairGenerator(use2D=False)\n",
    "fxa_fps = [fpg.GetSparseCountFingerprint(x) for x in fxa_ms]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-28T14:14:36.246214Z",
     "start_time": "2023-01-28T14:14:35.810504Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "37"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(fxa_fps)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We want to look at similarity distributions.\n",
    "\n",
    "There are too many of those to look at all the pairs, so we'll pick 25K random pairs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-28T14:14:37.279637Z",
     "start_time": "2023-01-28T14:14:36.745389Z"
    }
   },
   "outputs": [],
   "source": [
    "fxa3d_ds = []\n",
    "for i in range(len(fxa_fps)):\n",
    "    fxa3d_ds.extend(DataStructs.BulkDiceSimilarity(fxa_fps[i],fxa_fps[i+1:]))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And then generate a histogram of those distances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-28T14:14:39.309044Z",
     "start_time": "2023-01-28T14:14:37.634634Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist(fxa3d_ds,bins=20)\n",
    "xlim((0,1.0))\n",
    "xlabel('Dice_3D')\n",
    "title('FXA');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Repeat the above for some DPP4 ligands:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-29T06:59:17.729063Z",
     "start_time": "2023-01-29T06:59:17.725746Z"
    }
   },
   "source": [
    "Here is the code for reading the target information from uniprot and constructing the intake data description:\n",
    "```\n",
    "\n",
    "import glob\n",
    "import requests\n",
    "\n",
    "# obsolete entries\n",
    "remap = {'P0C5C1':'P9WKD2','P0A5J2':'P9WK18'}\n",
    "\n",
    "pinfo = {}\n",
    "for fn in glob.glob('/scratch/cheminformatics_datasets/AZ_overlays/*.sdf'):\n",
    "    k = fn.split('/')[-1][:-4]\n",
    "    splitk = k.split('_')\n",
    "    if splitk:\n",
    "        nk = splitk[0]\n",
    "    else:\n",
    "        nk = k\n",
    "    if nk in remap:\n",
    "        unip = remap[nk]\n",
    "    else:\n",
    "        unip = nk\n",
    "    if k in pinfo:\n",
    "        continue\n",
    "    r = requests.get(f'https://www.ebi.ac.uk/proteins/api/proteins/{unip}')\n",
    "    info = r.json()\n",
    "    pid = info['id']\n",
    "    pname = 'N/A'\n",
    "    if 'recommendedName' in info['protein']:\n",
    "        pname = info['protein']['recommendedName']['fullName']['value']\n",
    "    elif 'submittedName' in info['protein']:\n",
    "        pname = info['protein']['submittedName'][0]['fullName']['value']\n",
    "        \n",
    "    tmp = [x for x in Chem.SDMolSupplier(fn) if x is not None]\n",
    "    pinfo[k] = (pid,pname,len(tmp))\n",
    "    print(pinfo[k])\n",
    "\n",
    "yaml = []\n",
    "for access,v in pinfo.items():\n",
    "    fn,pid,nm,sz = v\n",
    "    md = f'''    {fn}:\n",
    "      description: aligned ligands from {pid}\n",
    "      args:\n",
    "        filename: '{{{{ CATALOG_DIR }}}}/AZ_overlays/{fn}.sdf'\n",
    "      driver: intake_rdkit.sdf.SDFSource\n",
    "      metadata:\n",
    "        protein_uniprot_id: {pid}\n",
    "        protein_uniprot_accession: {access}\n",
    "        protein_uniprot_nm: {nm}\n",
    "        protein_uniprot_url: https://www.uniprot.org/uniprotkb/{access}/entry\n",
    "        num_compounds: {sz}\n",
    "    '''\n",
    "    yaml.append(md)\n",
    "print('''metadata:\n",
    "  version: 1\n",
    "  creator: \n",
    "    name: greg landrum\n",
    "    email: glandrum@ethz.ch\n",
    "\n",
    "  summary: |\n",
    "    Collections of aligned PDB ligands from the JCIM article by Giangreco et al.\n",
    "    An Extensive and Diverse Set of Molecular Overlays for the Validation of Pharmacophore Programs\n",
    "    JCIM 4:852-856 (2013) https://doi.org/10.1021/ci400020a\n",
    "    \n",
    "  metdata:\n",
    "    paper_url: https://doi.org/10.1021/ci400020a\n",
    "    paper title: An Extensive and Diverse Set of Molecular Overlays for the Validation of Pharmacophore Programs\n",
    "\n",
    "sources:''')\n",
    "print('\\n'.join(yaml))\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get our catalog:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-30T03:49:19.586728Z",
     "start_time": "2023-01-30T03:49:19.483299Z"
    }
   },
   "outputs": [],
   "source": [
    "import intake\n",
    "catalog = intake.open_catalog('/scratch/cheminformatics_datasets/az_overlays.yaml')\n",
    "ds = catalog['P61823'].get(removeHs=False) # get a version of the datasource which does not remove Hs\n",
    "\n",
    "df =ds.read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-30T03:49:20.331739Z",
     "start_time": "2023-01-30T03:49:20.328531Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[H]OC([H])([H])[C@@]1([H])O[C@@]([H])(n2c([H])c([H])c(=O)n([H])c2=O)[C@]([H])(F)[C@]1([H])OP(=O)([O-])[O-]'"
      ]
     },
     "execution_count": 177,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Chem.MolToSmiles(df.mol[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Interesting ones: `('kapca','P00517')`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-30T03:52:20.092589Z",
     "start_time": "2023-01-30T03:52:19.761060Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[04:52:19] Explicit valence for atom # 21 C, 5, is greater than permitted\n",
      "[04:52:19] ERROR: Could not sanitize molecule ending on line 1352\n",
      "[04:52:19] ERROR: Explicit valence for atom # 21 C, 5, is greater than permitted\n",
      "[04:52:19] Explicit valence for atom # 13 N, 4, is greater than permitted\n",
      "[04:52:19] ERROR: Could not sanitize molecule ending on line 894\n",
      "[04:52:19] ERROR: Explicit valence for atom # 13 N, 4, is greater than permitted\n"
     ]
    }
   ],
   "source": [
    "mols_h = {}\n",
    "mols = {}\n",
    "for nm,fn in [('fxa','P00742'),\n",
    "             ('dpp4','P27487'),\n",
    "             ('cdk2','P24941'),\n",
    "             ('hs90a','P07900'),\n",
    "             ('mk14','Q16539'),]:\n",
    "    mols_h[nm] = [x for x in catalog[fn].get(removeHs=False).read().mol  \n",
    "                   if x is not None]\n",
    "    mols[nm] = [Chem.RemoveHs(x) for x in mols_h[nm]]\n",
    "\n",
    "fpg = rdFingerprintGenerator.GetAtomPairGenerator(use2D=False)\n",
    "fpg2d = rdFingerprintGenerator.GetAtomPairGenerator(use2D=True)\n",
    "fps_h = {}\n",
    "fps = {}\n",
    "fps_2d = {}\n",
    "fps_2d_h = {}\n",
    "for k,mh in mols_h.items():\n",
    "    fps_h[k] = [fpg.GetSparseCountFingerprint(x) for x in mh]\n",
    "    fps[k] = [fpg.GetSparseCountFingerprint(x) for x in mols[k]]\n",
    "    fps_2d[k] = [fpg2d.GetSparseCountFingerprint(x) for x in mols[k]]\n",
    "    fps_2d_h[k] = [fpg2d.GetSparseCountFingerprint(x) for x in mh]\n",
    "    \n",
    "    \n",
    "sims_h = {}\n",
    "sims = {}\n",
    "sims_2d = {}\n",
    "sims_2d_h = {}\n",
    "for k,fpl in fps_h.items():\n",
    "    ds = []\n",
    "    for i in range(len(fpl)): ds.extend(DataStructs.BulkDiceSimilarity(fpl[i],fpl[i+1:]))\n",
    "    sims_h[k] = ds\n",
    "    \n",
    "    fpl = fps[k]\n",
    "    ds = []\n",
    "    for i in range(len(fpl)): ds.extend(DataStructs.BulkDiceSimilarity(fpl[i],fpl[i+1:]))\n",
    "    sims[k] = ds\n",
    "    \n",
    "    fpl = fps_2d[k]\n",
    "    ds = []\n",
    "    for i in range(len(fpl)): ds.extend(DataStructs.BulkDiceSimilarity(fpl[i],fpl[i+1:]))\n",
    "    sims_2d[k] = ds\n",
    "\n",
    "    fpl = fps_2d_h[k]\n",
    "    ds = []\n",
    "    for i in range(len(fpl)): ds.extend(DataStructs.BulkDiceSimilarity(fpl[i],fpl[i+1:]))\n",
    "    sims_2d_h[k] = ds\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-30T03:52:20.859414Z",
     "start_time": "2023-01-30T03:52:20.455696Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1400x1800 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ncols = 2\n",
    "nrows = len(sims)//ncols\n",
    "if len(sims) % ncols:\n",
    "    nrows += 1\n",
    "\n",
    "figsize(7*ncols,6*nrows)\n",
    "for i,k in enumerate(sims):\n",
    "    subplot(nrows,ncols,i+1)\n",
    "    hist(sims[k],bins=20)\n",
    "    xlim((0,1.0))\n",
    "    xlabel('Dice_3D')\n",
    "    title(k)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-30T03:52:37.177449Z",
     "start_time": "2023-01-30T03:52:34.897005Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3500x3000 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ncols = len(sims)\n",
    "nrows = len(sims)\n",
    "\n",
    "figsize(7*ncols,6*nrows)\n",
    "idx = 0\n",
    "for k1 in sims:\n",
    "    for k2 in sims:\n",
    "        idx += 1\n",
    "        subplot(nrows,ncols,idx)\n",
    "        ds = []\n",
    "        for i,fpi in enumerate(fps[k1]): \n",
    "            if k1 != k2:\n",
    "                ds.extend(DataStructs.BulkDiceSimilarity(fpi,fps[k2]))\n",
    "            else:\n",
    "                # remove self terms\n",
    "                ds.extend(DataStructs.BulkDiceSimilarity(fpi,fps[k2][:i]+fps[k2][i+1:]))\n",
    "            \n",
    "        hist(ds,bins=20)\n",
    "        xlim((0,1.0))\n",
    "        xlabel('Dice_3D')\n",
    "        title(f'{k1} and {k2}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-30T03:52:52.019837Z",
     "start_time": "2023-01-30T03:52:49.657141Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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abQEAAAAAAAAAAABgEP9/fT3k+T5NHOwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 3500x3000 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ncols = len(sims)\n",
    "nrows = len(sims)\n",
    "\n",
    "figsize(7*ncols,6*nrows)\n",
    "idx = 0\n",
    "for k1 in sims_h:\n",
    "    for k2 in sims_h:\n",
    "        idx += 1\n",
    "        subplot(nrows,ncols,idx)\n",
    "        ds = []\n",
    "        for i,fpi in enumerate(fps_h[k1]): \n",
    "            if k1 != k2:\n",
    "                ds.extend(DataStructs.BulkDiceSimilarity(fpi,fps_h[k2]))\n",
    "            else:\n",
    "                # remove self terms\n",
    "                ds.extend(DataStructs.BulkDiceSimilarity(fpi,fps_h[k2][:i]+fps_h[k2][i+1:]))\n",
    "            \n",
    "        hist(ds,bins=20)\n",
    "        xlim((0,1.0))\n",
    "        xlabel('Dice_3D')\n",
    "        title(f'{k1} and {k2} with Hs')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Direct comparison with/without Hs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-30T03:52:55.276376Z",
     "start_time": "2023-01-30T03:52:55.073027Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fxa spearman: 0.787\n",
      "dpp4 spearman: 0.807\n",
      "cdk2 spearman: 0.766\n",
      "hs90a spearman: 0.824\n",
      "mk14 spearman: 0.716\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy import stats\n",
    "figsize(6,6)\n",
    "for k1,v1 in sims.items():\n",
    "    v2 = sims_h[k1]\n",
    "    scatter(v2,v1,label=k1)\n",
    "    print(f'{k1} spearman: {stats.spearmanr(v1,v2)[0]:.3f}')\n",
    "xlabel('3D with Hs')\n",
    "ylabel('3D no Hs')\n",
    "plot((0,1),(0,1),'k-')\n",
    "legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And the 2D version, again with and without Hs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-30T03:52:57.395426Z",
     "start_time": "2023-01-30T03:52:57.192873Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fxa spearman: 0.784\n",
      "dpp4 spearman: 0.810\n",
      "cdk2 spearman: 0.797\n",
      "hs90a spearman: 0.832\n",
      "mk14 spearman: 0.735\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy import stats\n",
    "figsize(6,6)\n",
    "for k1,v1 in sims_2d.items():\n",
    "    v2 = sims_2d_h[k1]\n",
    "    scatter(v2,v1,label=k1)\n",
    "    print(f'{k1} spearman: {stats.spearmanr(v1,v2)[0]:.3f}')\n",
    "xlabel('2D with Hs')\n",
    "ylabel('2D no Hs')\n",
    "plot((0,1),(0,1),'k-')\n",
    "legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2D vs 3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-30T03:53:04.488472Z",
     "start_time": "2023-01-30T03:53:04.288945Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fxa spearman R: 0.956\n",
      "dpp4 spearman R: 0.970\n",
      "cdk2 spearman R: 0.980\n",
      "hs90a spearman R: 0.974\n",
      "mk14 spearman R: 0.967\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy import stats\n",
    "figsize(6,6)\n",
    "for k1,v1 in sims_h.items():\n",
    "    v2 = sims_2d_h[k1]\n",
    "    scatter(v2,v1,label=k1)\n",
    "    print(f'{k1} spearman R: {stats.spearmanr(v1,v2)[0]:.3f}')\n",
    "xlabel('3D with Hs')\n",
    "ylabel('2D with Hs')\n",
    "plot((0,1),(0,1),'k-')\n",
    "legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-30T03:53:06.142322Z",
     "start_time": "2023-01-30T03:53:05.944192Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fxa spearman R: 0.932\n",
      "dpp4 spearman R: 0.949\n",
      "cdk2 spearman R: 0.977\n",
      "hs90a spearman R: 0.969\n",
      "mk14 spearman R: 0.965\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy import stats\n",
    "figsize(6,6)\n",
    "for k1,v1 in sims.items():\n",
    "    v2 = sims_2d[k1]\n",
    "    scatter(v2,v1,label=k1)\n",
    "    print(f'{k1} spearman R: {stats.spearmanr(v1,v2)[0]:.3f}')\n",
    "xlabel('3D no Hs')\n",
    "ylabel('2D no Hs')\n",
    "plot((0,1),(0,1),'k-')\n",
    "legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-30T03:58:47.266028Z",
     "start_time": "2023-01-30T03:58:45.874748Z"
    }
   },
   "outputs": [],
   "source": [
    "from rdkit.Chem import rdShapeHelpers\n",
    "from rdkit.Chem import AllChem\n",
    "shape_sims = {}\n",
    "shape_protrudes = {}\n",
    "for k1,tms in mols_h.items():\n",
    "    shape_sims[k1] = []\n",
    "    shape_protrudes[k1] = []\n",
    "    for i,mi in enumerate(tms):\n",
    "        for j in range(i+1,len(tms)):\n",
    "            mj = tms[j]\n",
    "            shape_protrudes[k1].append(1-AllChem.ShapeProtrudeDist(mi,mj))\n",
    "            shape_sims[k1].append(1-AllChem.ShapeTanimotoDist(mi,mj))\n",
    "                        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-30T03:59:57.277403Z",
     "start_time": "2023-01-30T03:59:57.075672Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fxa spearman R: 0.371\n",
      "dpp4 spearman R: 0.179\n",
      "cdk2 spearman R: 0.267\n",
      "hs90a spearman R: 0.425\n",
      "mk14 spearman R: 0.272\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy import stats\n",
    "figsize(6,6)\n",
    "for k1,v1 in sims_h.items():\n",
    "    v2 = shape_sims[k1]\n",
    "    scatter(v2,v1,label=k1)\n",
    "    print(f'{k1} spearman R: {stats.spearmanr(v1,v2)[0]:.3f}')\n",
    "xlabel('3D')\n",
    "ylabel('Shape')\n",
    "plot((0,1),(0,1),'k-')\n",
    "legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's be sure that there actually is some 3D character to these fingerprints.\n",
    "\n",
    "Start by picking a flexible molecule and generating a set of conformers for it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-30T03:43:47.139077Z",
     "start_time": "2023-01-30T03:43:47.133932Z"
    }
   },
   "outputs": [],
   "source": [
    "nrots = [AllChem.CalcNumRotatableBonds(x) for x in mols_h['dpp4']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-30T03:43:47.423935Z",
     "start_time": "2023-01-30T03:43:47.415486Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9"
      ]
     },
     "execution_count": 167,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max(nrots)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-30T03:44:23.943090Z",
     "start_time": "2023-01-30T03:44:23.935014Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "        <tt>jupyter labextension install jupyterlab_3dmol</tt></p>\n",
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\n",
      "text/html": [],
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7f39672826d0>"
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idx = nrots.index(8)\n",
    "flex_mol = Chem.Mol(mols_h['dpp4'][9])\n",
    "fm2 = Chem.Mol(flex_mol)\n",
    "fm2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-30T03:44:37.881604Z",
     "start_time": "2023-01-30T03:44:36.973960Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "49\n"
     ]
    }
   ],
   "source": [
    "params = AllChem.ETKDGv3()\n",
    "params.randomSeed = 0xf00d\n",
    "params.pruneRmsThresh = 0.5\n",
    "params.maxAttempts = 1000\n",
    "params.numThreads = 4\n",
    "flex_mol = Chem.AddHs(flex_mol)\n",
    "cids = AllChem.EmbedMultipleConfs(flex_mol,50,params)\n",
    "print(len(cids))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now pick the conformations apart into separate molecules:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-31T03:50:40.022572Z",
     "start_time": "2023-01-31T03:50:40.001864Z"
    }
   },
   "outputs": [],
   "source": [
    "flex_mols=[]\n",
    "flex_mols_h=[]\n",
    "for cid in cids:\n",
    "    tmol = Chem.Mol(flex_mol,confId=cid)\n",
    "    flex_mols_h.append(tmol)\n",
    "    flex_mols.append(Chem.RemoveHs(tmol))\n",
    "            "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate the fingerprints for each of those conformations and make the plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-31T03:50:55.836560Z",
     "start_time": "2023-01-31T03:50:55.809879Z"
    }
   },
   "outputs": [],
   "source": [
    "self_fps = [fpg.GetCountFingerprint(x) for x in flex_mols]\n",
    "self_fps_h = [fpg.GetCountFingerprint(x) for x in flex_mols_h]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-31T03:51:22.421682Z",
     "start_time": "2023-01-31T03:51:22.400775Z"
    }
   },
   "outputs": [],
   "source": [
    "self3d_ds = []\n",
    "self3d_ds_h = []\n",
    "for i in range(len(self_fps)):\n",
    "    self3d_ds.extend(DataStructs.BulkDiceSimilarity(self_fps[i],self_fps[i+1:]))\n",
    "    self3d_ds_h.extend(DataStructs.BulkDiceSimilarity(self_fps_h[i],self_fps_h[i+1:]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-31T03:57:53.608906Z",
     "start_time": "2023-01-31T03:57:53.382816Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(12,6)\n",
    "subplot(1,2,1)\n",
    "hist(self3d_ds,bins=20)\n",
    "xlabel('Dice_3D')\n",
    "xlim(0.4,1.0)\n",
    "title('between unoptimized conformations');\n",
    "\n",
    "subplot(1,2,2)\n",
    "hist(self3d_ds_h,bins=20)\n",
    "xlabel('Dice_3D')\n",
    "xlim(0.4,1.0)\n",
    "title('between unoptimized conformations, with Hs');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Increase the minimum distance in the 3D fps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-01T03:35:41.227870Z",
     "start_time": "2023-02-01T03:35:41.016085Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fpg_3 = rdFingerprintGenerator.GetAtomPairGenerator(use2D=False,minDistance=3)\n",
    "self_fps2 = [fpg_3.GetCountFingerprint(x) for x in flex_mols]\n",
    "self_fps2_h = [fpg_3.GetCountFingerprint(x) for x in flex_mols_h]\n",
    "self3d_ds2 = []\n",
    "self3d_ds2_h = []\n",
    "for i in range(len(self_fps2)):\n",
    "    self3d_ds2.extend(DataStructs.BulkDiceSimilarity(self_fps2[i],self_fps2[i+1:]))\n",
    "    self3d_ds2_h.extend(DataStructs.BulkDiceSimilarity(self_fps2_h[i],self_fps2_h[i+1:]))\n",
    "figsize(12,6)\n",
    "subplot(1,2,1)\n",
    "hist(self3d_ds2,bins=20)\n",
    "xlabel('Dice_3D')\n",
    "xlim(0.4,1.0)\n",
    "title('between unoptimized conformations');\n",
    "\n",
    "subplot(1,2,2)\n",
    "hist(self3d_ds2_h,bins=20)\n",
    "xlabel('Dice_3D')\n",
    "xlim(0.4,1.0)\n",
    "title('between unoptimized conformations, with Hs');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Optimizing the structures results in a bit less diversity, as expected:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-01-30T03:45:14.280699Z",
     "start_time": "2023-01-30T03:45:13.638456Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "opt_mols=[]\n",
    "tmol = Chem.Mol(flex_mol)\n",
    "AllChem.MMFFOptimizeMoleculeConfs(tmol,numThreads=4)\n",
    "for cid in cids:\n",
    "    tmol2 = Chem.Mol(tmol)\n",
    "    for tcid in cids:\n",
    "        if tcid==cid:\n",
    "            continue\n",
    "        tmol2.RemoveConformer(tcid)\n",
    "    opt_mols.append(Chem.RemoveHs(tmol2))\n",
    "self_fps = [fpg.GetCountFingerprint(x) for x in opt_mols]\n",
    "self3d_ds = []\n",
    "for i in range(len(self_fps)):\n",
    "    self3d_ds.extend(DataStructs.BulkDiceSimilarity(self_fps[i],self_fps[i+1:]))\n",
    "hist(self3d_ds,bins=20)\n",
    "xlabel('Dice_3D')\n",
    "xlim(0,1.0)\n",
    "\n",
    "title('between optimized conformations');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's not a huge amount of variability. The median similarity is above 0.9"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is some correlation, but it's not super strong."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# impact of the min dist on 2D similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-01T03:34:51.499114Z",
     "start_time": "2023-02-01T03:34:51.160429Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fxa spearman R: 0.932\n",
      "dpp4 spearman R: 0.949\n",
      "cdk2 spearman R: 0.977\n",
      "hs90a spearman R: 0.969\n",
      "mk14 spearman R: 0.965\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy import stats\n",
    "figsize(6,6)\n",
    "for k1,v1 in sims.items():\n",
    "    v2 = sims_2d[k1]\n",
    "    scatter(v2,v1,label=k1)\n",
    "    print(f'{k1} spearman R: {stats.spearmanr(v1,v2)[0]:.3f}')\n",
    "xlabel('3D no Hs')\n",
    "ylabel('2D no Hs')\n",
    "plot((0,1),(0,1),'k-')\n",
    "legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-01T04:33:10.389335Z",
     "start_time": "2023-02-01T04:33:10.176232Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fxa spearman R: 0.903\n",
      "dpp4 spearman R: 0.906\n",
      "cdk2 spearman R: 0.931\n",
      "hs90a spearman R: 0.939\n",
      "mk14 spearman R: 0.928\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fpg_3 = rdFingerprintGenerator.GetAtomPairGenerator(use2D=False,minDistance=3)\n",
    "fps2 = {k:[fpg_3.GetCountFingerprint(x) for x in y] for k,y in mols.items()}\n",
    "fps2_h = {k:[fpg_3.GetCountFingerprint(x) for x in y] for k,y in mols_h.items()}\n",
    "sims_ds2 = {}\n",
    "sims_ds2_h = {}\n",
    "for k in fps2:\n",
    "    tfps = fps2[k]\n",
    "    l = []\n",
    "    for i in range(len(tfps)):\n",
    "        l.extend(DataStructs.BulkDiceSimilarity(tfps[i],tfps[i+1:]))\n",
    "    sims_ds2[k] = l\n",
    "    \n",
    "    tfps = fps2_h[k]\n",
    "    l = []\n",
    "    for i in range(len(tfps)):\n",
    "        l.extend(DataStructs.BulkDiceSimilarity(tfps[i],tfps[i+1:]))\n",
    "    sims_ds2_h[k] = l\n",
    "    \n",
    "    \n",
    "\n",
    "figsize(6,6)\n",
    "markers = ('o','d','s','v','+','x')\n",
    "for i,(k1,v1) in enumerate(sims_ds2.items()):\n",
    "    v2 = sims_2d[k1]\n",
    "    scatter(v2,v1,label=k1,marker=markers[i%len(markers)])\n",
    "    print(f'{k1} spearman R: {stats.spearmanr(v1,v2)[0]:.3f}')\n",
    "xlabel('3D no Hs')\n",
    "ylabel('2D no Hs')\n",
    "plot((0,1),(0,1),'k-')\n",
    "legend();    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-01T03:48:51.720199Z",
     "start_time": "2023-02-01T03:48:51.558770Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fxa spearman R: 0.922\n",
      "dpp4 spearman R: 0.869\n",
      "cdk2 spearman R: 0.935\n",
      "hs90a spearman R: 0.932\n",
      "mk14 spearman R: 0.918\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(6,6)\n",
    "markers = ('o','d','s','v','+','x')\n",
    "for i,(k1,v1) in enumerate(sims_ds2_h.items()):\n",
    "    v2 = sims_2d_h[k1]\n",
    "    scatter(v2,v1,label=k1,marker=markers[i%len(markers)])\n",
    "    print(f'{k1} spearman R: {stats.spearmanr(v1,v2)[0]:.3f}')\n",
    "xlabel('3D Hs')\n",
    "ylabel('2D Hs')\n",
    "plot((0,1),(0,1),'k-')\n",
    "legend();    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's look at a comparison of 2D similarity to 3D similarity in these molecules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "cox2_2dfps = [AllChem.GetHashedAtomPairFingerprint(x,2048) for x in cox2_ms]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "nToDo=25000\n",
    "cox2_2dds = []\n",
    "random.seed(23)\n",
    "while len(cox2_2dds)<nToDo:\n",
    "    i = random.randint(0,len(cox2_2dfps))\n",
    "    j = random.randint(0,len(cox2_2dfps))\n",
    "    if j==i:\n",
    "        continue\n",
    "    cox2_2dds.append(DataStructs.DiceSimilarity(cox2_2dfps[i],cox2_2dfps[j]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+jBEjRiCtelF2hbHFQIAYIN22Tb5ymRpXs8Xk6gpcviy+zssDBg8WW5U6OIjS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\nIpJhYiAiIhkmBiIikmFiICIimf8HLrxaaIAuhIcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113317d90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter(cox2_ds,cox2_2dds,edgecolors='none')\n",
    "xlabel('3D Atom Pairs')\n",
    "ylabel('2D Atom Pairs')\n",
    "xlim((0,1))\n",
    "ylim((0,1))\n",
    "_=title('cox2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pearson R: 0.968\n"
     ]
    }
   ],
   "source": [
    "from scipy import stats\n",
    "\n",
    "pearson_r,pearson_p = stats.pearsonr(cox2_ds,cox2_2dds)\n",
    "print 'Pearson R: %.3f'%pearson_r"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Somehow not completely surprising...\n",
    "\n",
    "Repeat that for the thrombin compounds:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pearson R: 0.982\n"
     ]
    },
    {
     "data": {
      "image/png": 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31Keekq5XYArbtwO3bgG7dgGRkcCCBcCFC6aNgchcNDs8qLq6GikpKTh79ixU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\nRCTBxEBERBL/HzSn+f56q2CQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1136eebd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "thr_2dfps = [rdMolDescriptors.GetHashedAtomPairFingerprint(x,2048) for x in thr_ms]\n",
    "nToDo=25000\n",
    "thr_2dds = []\n",
    "random.seed(23)\n",
    "while len(thr_2dds)<nToDo:\n",
    "    i = random.randint(0,len(thr_2dfps))\n",
    "    j = random.randint(0,len(thr_2dfps))\n",
    "    if j==i:\n",
    "        continue\n",
    "    thr_2dds.append(DataStructs.DiceSimilarity(thr_2dfps[i],thr_2dfps[j]))\n",
    "scatter(thr_ds,thr_2dds,edgecolors='none')\n",
    "xlabel('3D Atom Pairs')\n",
    "ylabel('2D Atom Pairs')\n",
    "xlim((0,1))\n",
    "ylim((0,1))\n",
    "_=title('thrombin')\n",
    "pearson_r,pearson_p = stats.pearsonr(thr_ds,thr_2dds)\n",
    "print 'Pearson R: %.3f'%pearson_r"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Same story here: very high correlation between the 2D and 3D similarity"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Look at the deltas:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KSgrhcJjk5GTg+J5/S0uL1SYYDOJ0OnE4HASDwV7THQ7HGd/r5EAQEZHeTt1RXrduXVyW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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1136d7e90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dcox2 = [x-y for x,y in zip(cox2_ds,cox2_2dds)]\n",
    "_=hist(dcox2,bins=20)\n",
    "xlabel('sim(3D) - sim(2D)')\n",
    "_=title('cox2')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/+tWvqKmp4e233+aLL77g888/Z9WqVVitVtra2rDZbAQCAaZPnw50r/G3tLSY/X0+Hw6H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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114b35d50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dthr = [x-y for x,y in zip(thr_ds,thr_2dds)]\n",
    "_=hist(dthr,bins=20)\n",
    "xlabel('sim(3D) - sim(2D)')\n",
    "_=title('thrombin')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Diversity set\n",
    "\n",
    "Now let's try a larger set of more diverse molecules. Use the similarity comparison set we've used before."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# we're going to use 3d structures, so we want to do salt stripping\n",
    "from rdkit.Chem import SaltRemover\n",
    "sr = SaltRemover.SaltRemover()\n",
    "rows=[]\n",
    "metals = Chem.MolFromSmarts('[!#5;!#6;!#7;!#8;!#9;!#14;!#15;!#16;!#17;!#34;!#35;!#53]')\n",
    "for row in gzip.open('../data/chembl16_25K.pairs.txt.gz').readlines():\n",
    "    row = row.split()\n",
    "    row[1] = sr(Chem.MolFromSmiles(row[1]))\n",
    "    if row[1] is not None and row[1].HasSubstructMatch(metals):\n",
    "        row[1] = None\n",
    "    row[3] = sr(Chem.MolFromSmiles(row[3]))\n",
    "    if row[3] is not None and row[3].HasSubstructMatch(metals):\n",
    "        row[3] = None\n",
    "    rows.append(row)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate a single conformation for each molecule.\n",
    "\n",
    "We use the ipython parallel execution code for this time-consuming, but embarassingly parallel process."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.parallel import Client\n",
    "rc = Client()\n",
    "dview = rc[:]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "importing Chem from rdkit on engine(s)\n",
      "importing AllChem from rdkit.Chem on engine(s)\n"
     ]
    }
   ],
   "source": [
    "with dview.sync_imports():\n",
    "    from rdkit import Chem\n",
    "    from rdkit.Chem import AllChem\n",
    "    def addcoords(row):\n",
    "        if row[1] is None or row[3] is None:\n",
    "            return row\n",
    "        if row[1].GetNumAtoms():\n",
    "            m = Chem.AddHs(row[1])\n",
    "            cid = AllChem.EmbedMolecule(m)\n",
    "            if cid<0:\n",
    "                cid = AllChem.EmbedMolecule(m,useRandomCoords=True)\n",
    "        else:\n",
    "            m = None\n",
    "        row[1]=m\n",
    "        if row[3].GetNumAtoms():\n",
    "            m = Chem.AddHs(row[3])\n",
    "            cid = AllChem.EmbedMolecule(m)\n",
    "            if cid<0:\n",
    "                cid = AllChem.EmbedMolecule(m,useRandomCoords=True)\n",
    "        else:\n",
    "            m = None\n",
    "        row[3]=m\n",
    "        return row\n",
    "    def optcoords(row):\n",
    "        if row[1] is None or row[3] is None:\n",
    "            return row\n",
    "        m = row[1]\n",
    "        if m is not None and m.GetNumConformers()!=0:\n",
    "            AllChem.UFFOptimizeMolecule(m,maxIters=10)\n",
    "            m1 = AllChem.RemoveHs(m)\n",
    "            row[1]=m1\n",
    "\n",
    "        m = row[3]\n",
    "        if m is not None and m.GetNumConformers()!=0:\n",
    "            AllChem.UFFOptimizeMolecule(m,maxIters=10)\n",
    "            m2 = AllChem.RemoveHs(m)\n",
    "            row[3]=m2\n",
    "        return row\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "nrows = dview.map_sync(addcoords,rows)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "rows = nrows\n",
    "import cPickle\n",
    "outf=gzip.open('../data/chembl16_25K.pairs.3dmols.pkl.gz','wb+')\n",
    "cPickle.dump(rows,outf,2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And now optimize those conformations and remove the Hs we added to generate coords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "nrows=None\n",
    "nrows = dview.map_sync(optcoords,rows)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "rows = nrows\n",
    "nrows=None\n",
    "outf=gzip.open('../data/chembl16_25K.pairs.3dmols.pkl.gz','wb+')\n",
    "cPickle.dump(rows,outf,2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "24954"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len([1 for x in rows if x[1] is not None and x[3] is not None])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "rows=None\n",
    "rows = cPickle.load(gzip.open('../data/chembl16_25K.pairs.3dmols.pkl.gz'))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next step: we need to assign stereo codes based on the 3D structures we have; otherwise the chirality-using atom pairs will get super confused"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "for row in rows:\n",
    "    if row[1] is None or row[3] is None:\n",
    "        continue\n",
    "    Chem.AssignAtomChiralTagsFromStructure(row[1])\n",
    "    Chem.AssignStereochemistry(row[1],force=True)\n",
    "    Chem.AssignAtomChiralTagsFromStructure(row[3])\n",
    "    Chem.AssignStereochemistry(row[3],force=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "div_2dfps =None\n",
    "sims2d = []\n",
    "sims3d = []\n",
    "dindices=[]\n",
    "for i,x in enumerate(rows):\n",
    "    if x[1] is None or x[3] is None:\n",
    "        continue\n",
    "    try:\n",
    "        s3 = DataStructs.DiceSimilarity(rdMolDescriptors.GetHashedAtomPairFingerprint(x[1],2048,use2D=False),\\\n",
    "              rdMolDescriptors.GetHashedAtomPairFingerprint(x[3],2048,use2D=False))\n",
    "    except:\n",
    "        continue\n",
    "    s2 = DataStructs.DiceSimilarity(rdMolDescriptors.GetHashedAtomPairFingerprint(x[1],2048,includeChirality=True),\\\n",
    "              rdMolDescriptors.GetHashedAtomPairFingerprint(x[3],2048,includeChirality=True))\n",
    "    sims2d.append(s2)\n",
    "    sims3d.append(s3)\n",
    "    dindices.append(i)\n",
    "    # clear out the cached distance matrices to save memory\n",
    "    if x[1].HasProp('DistanceMatrix'): \n",
    "        x[1].ClearProp('DistanceMatrix')\n",
    "        x[1].ClearProp('DistanceMatrix_Paths')\n",
    "    if x[1].HasProp('_3DDistanceMatrix_Conf0'): \n",
    "        x[1].ClearProp('_3DDistanceMatrix_Conf0')\n",
    "    if x[3].HasProp('DistanceMatrix'): \n",
    "        x[3].ClearProp('DistanceMatrix')\n",
    "        x[3].ClearProp('DistanceMatrix_Paths')\n",
    "    if x[3].HasProp('_3DDistanceMatrix_Conf0'): \n",
    "        x[3].ClearProp('_3DDistanceMatrix_Conf0')\n",
    "        \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pearson R: 0.897\n"
     ]
    },
    {
     "data": {
      "image/png": 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1udGj2VvJ8Br9lYnO+0i3asmLM2fUq4AhQ9TnbWFDsPmMm5WVRQEBAZSUlESZmZkUHh5O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\nQUREAPgE2Ihjg1tgzoAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2e4ded0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy import stats\n",
    "\n",
    "scatter(sims2d,sims3d,edgecolors='none')\n",
    "xlabel('2D Atom Pairs')\n",
    "ylabel('3D Atom Pairs')\n",
    "xlim((0,1))\n",
    "ylim((0,1))\n",
    "_=title('diverse')\n",
    "pearson_r,pearson_p = stats.pearsonr(sims2d,sims3d)\n",
    "print 'Pearson R: %.3f'%pearson_r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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oeGQAiIhIV0fvGC9fvrxf2+nxEJDT6cTpdHLZZZcBsGDBAt544w2SkpLYtWsXAJFIhMTE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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2e50250>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dsim = [x-y for x,y in zip(sims2d,sims3d)]\n",
    "_=hist(dsim,bins=20)\n",
    "xlabel('sim(3D) - sim(2D)')\n",
    "_=title('diverse')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at the pairs that have a much higher 2D similarity than 3D similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "17\n"
     ]
    }
   ],
   "source": [
    "pairs1 = [x for x,y in enumerate(sims2d) if y>0.95 and sims3d[x]<0.8]\n",
    "print len(pairs1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1412 1.0 0.766233766234\n",
      "1846 1.0 0.786764705882\n",
      "3534 1.0 0.777777777778\n",
      "8909 1.0 0.766666666667\n",
      "10503 0.96835443038 0.648514851485\n",
      "11229 1.0 0.711693548387\n",
      "12381 1.0 0.701058201058\n",
      "13774 1.0 0.730994152047\n",
      "14329 1.0 0.775362318841\n",
      "16569 1.0 0.773399014778\n",
      "17107 1.0 0.724137931034\n",
      "17755 1.0 0.684729064039\n",
      "17976 1.0 0.64367816092\n",
      "19966 1.0 0.742424242424\n",
      "24086 1.0 0.769230769231\n",
      "24211 1.0 0.795566502463\n",
      "24901 1.0 0.733333333333\n"
     ]
    }
   ],
   "source": [
    "toShow=[]\n",
    "lbls=[]\n",
    "for idx in pairs1:\n",
    "    did=dindices[idx]\n",
    "    print did,sims2d[idx],sims3d[idx]\n",
    "    toShow.append(rows[did][1])\n",
    "    toShow.append(rows[did][3])\n",
    "    lbls.append('Sim2d: %.2f'%sims2d[idx])\n",
    "    lbls.append('Sim3d: %.2f'%sims3d[idx])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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GCBERKcIAISIiRRggRESkCAOEiIgUYYAQEZEiDBAiIlLERkRE7SKIiJTKz8/H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bb3DixAmUL1/eZOtT4enpieTkZHNPwyJl7t+Pl11dMW7cOJOv69VXX0WPHj0waNAgZGVlmXx9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hXp04f32qbssT/yR3+Y9S1t87JSpUrh559/RseOHeHr64umTZu+9Pk6nQ51vvsO337yCaps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\n",
      "text/plain": [
       "<Image.Image image mode=RGBA size=400x3400 at 0x2E5B5B90>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Draw.MolsToGridImage([Chem.MolFromSmiles(Chem.MolToSmiles(x,True)) for x in toShow],molsPerRow=2,legends=lbls)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What about pairs where the 3D similarity is higher?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8\n"
     ]
    }
   ],
   "source": [
    "pairs2 = [x for x,y in enumerate(sims3d) if y>0.7 and y-sims2d[x]>.15]\n",
    "print len(pairs2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hB2rSpAnFxsbKzvP9999TUlKSCqMvpYkTiR48eH2/Xz9ydnamixcvUqdOnejo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\nEQRBEFTy/4rZC8KO6C/aAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Image.Image image mode=RGBA size=400x1600 at 0x2E5B5EF0>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toShow=[]\n",
    "lbls=[]\n",
    "for idx in pairs2:\n",
    "    did=dindices[idx]\n",
    "    toShow.append(rows[did][1])\n",
    "    toShow.append(rows[did][3])\n",
    "    lbls.append('Sim2d: %.2f'%sims2d[idx])\n",
    "    lbls.append('Sim3d: %.2f'%sims3d[idx])\n",
    "Draw.MolsToGridImage([Chem.MolFromSmiles(Chem.MolToSmiles(x,True)) for x in toShow],molsPerRow=2,legends=lbls)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DataStructs.DiceSimilarity(rdMolDescriptors.GetHashedAtomPairFingerprint(rows[24211][1],2048,includeChirality=True),\\\n",
    "              rdMolDescriptors.GetHashedAtomPairFingerprint(rows[24211][3],2048,includeChirality=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "maxrot=[]\n",
    "for rowid in dindices:\n",
    "    maxrot.append(max(rdMolDescriptors.CalcNumRotatableBonds(rows[rowid][1]),\\\n",
    "                      rdMolDescriptors.CalcNumRotatableBonds(rows[rowid][3])))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rNoj8VEYjic+tzHNbDBOI6rv321uPaalooA2tm3Bl9/F2b4B8r/Gxj5uK9jwa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\nGEKECBEihAP/HzUa/RO+jevEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107203590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hexbin(maxrot,dsim,edgecolors='none',bins='log')\n",
    "xlabel('max num rotatable bonds')\n",
    "ylabel('dSim')\n",
    "_=title('diverse')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(957, 957, 0.11080332409972293, 1),\n",
       " (2870, 2871, 0.10869565217391308, 1),\n",
       " (2950, 2951, 0.12, 1),\n",
       " (3262, 3263, 0.15339233038348077, 1),\n",
       " (4246, 4247, 0.10495626822157439, 1),\n",
       " (4606, 4607, 0.18000000000000005, 1),\n",
       " (4913, 4916, 0.15625, 1),\n",
       " (6586, 6589, 0.1333333333333333, 1),\n",
       " (8435, 8439, 0.12483652743917206, 1),\n",
       " (10412, 10417, 0.1199538638985006, 1),\n",
       " (11013, 11018, 0.10389610389610382, 1),\n",
       " (11363, 11368, 0.10483870967741937, 1),\n",
       " (11515, 11520, 0.12903225806451613, 1),\n",
       " (11590, 11595, 0.10457516339869277, 1),\n",
       " (11759, 11764, -0.10526315789473684, 1),\n",
       " (12075, 12080, 0.23809523809523803, 1),\n",
       " (12180, 12185, 0.10236220472440949, 1),\n",
       " (12764, 12769, 0.3557692307692307, 1),\n",
       " (14313, 14318, -0.109375, 1),\n",
       " (14464, 14469, -0.13999999999999996, 1),\n",
       " (18887, 18892, 0.2976026570048309, 1),\n",
       " (19075, 19080, 0.17174515235457066, 1),\n",
       " (19565, 19570, -0.10909090909090913, 1),\n",
       " (20085, 20090, 0.10121899957965541, 1),\n",
       " (20722, 20727, 0.10989010989010994, 1),\n",
       " (20920, 20925, 0.12030075187969924, 1),\n",
       " (20964, 20969, 0.16994858861189255, 1),\n",
       " (21178, 21183, -0.13071895424836605, 1),\n",
       " (23129, 23134, 0.1048951048951049, 1),\n",
       " (24927, 24932, 0.20118343195266275, 1)]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[(i,z,x,y) for i,(x,y,z) in enumerate(zip(dsim,maxrot,dindices)) if y==1 and abs(x)>0.1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x1075602f0>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Chem.MolFromSmiles(Chem.MolToSmiles(rows[12769][1],True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pcuKEdf9WEhISpHnz5vLTTz9Zb6fUILAI7Vx1dbV8+OGH4uzsLFOnTpWysmrFsnzxhYi7\n+w2ZOvU9KSkpsei+vvvuO/H39xcRkcOHD8sDDzwgIuajQ3d3d7lx44aUl5dLq1at5Pz58yIi4uPj\nI/v37xcRkWHDhgkASUhI+NP9WGoRjT27WYQiIm+9JfLOO7eKUGmDBg2SF198UekYZGUsQjt28uRJ\n6dOnj3h6ekpGRobScURERK8/K4888oh06dJFDh48WK9jV1dXy8yZM6WiokKuX78uLVq0qJkS7dSp\nkxw5ckREzC92mzdvFhGRSZMmydKlS0VEJCoqSqKiokREZPHixQJAxo8f/5v9lJeXW2QRjVr8ugiv\nXTOvMv7mm4ZRhIcOHRInJ6d6/9ukhk09V/iqzKpVq+Dr64u2bdvi8OHDGDp0qNKRAAAPPdQRhw4d\nwqRJkzBgwADMmjULpjpebZ2fn4+ioiI4ODhg586d2LVrFxo3bowRI0Zg06ZNAACtVoukpCQAQEhI\nCJKTk2u2b9iwoebnm9uDg4MxdOhQPPjgg7fta9q0abj//vsxduxYlJSU4KOPPsLZs2eRkJCAiIiI\nWn8WqVrd/Pza6dOVTmLWs2dPhIeHY9q0aRB+6JZ6KN3EVL9+/vlnCQsLk6ZNm8qyZcsa9LVRW7du\nlfbt28vTTz8t586dq/U4U6dOlZiYGBERiYmJkddff11ERFavXi2jRo0SEZH//Oc/8thjj4mIyJkz\nZ6Rdu3ZSVVUl165dk5CQEKmurhaTySQHDhz4033NmzdPEhIS7uncId3u10eEN40b1zCOCEVEjEaj\nuLm5iU6nUzoKWQmL0I7s3r1bvL29pUePHjazMtFoNMozzzwjHh4ekpaWdte/l5aWVjNtmZGRIX1/\neWX94YcfxMvLS0wmk1y+fFlcXV2lpKREqqqqZOzYsVJWViYiIseOHZPqauXOl1LDNnv2bOnUqZNc\nv35d6ShkBSxCO1BVVSXR0dHi7OwskZGRNvef12QySWxsrLi4uEhkZKRU/MFH3JSWlsqUKVPEZDLJ\nxYsXpUWLFlJWViaVlZXi4eEhBQUFIiLy2muvycWLF0XEfJ6UGp69e82LZBqq69evi7e3t8ydO1fp\nKGQFLEIbZzAY5Omnn5bWrVtLcnKy0nHqZP/+/dK5c2fp06ePnDp1qmb7gQMHahahdO3aVQ4dOiQi\nIn//+9/l7NmzIiJ1mlol61u06LfTow3NmjVrxNXVlZdTqAC/hsmGiQhCQ0NhMBiwbt26Wn/Yc0Ny\n4cIF/PWvf8WBAwdw9OhRtGvXDrGxsfD394ePjw+KiorQtm1bpWNSHUVFAT/+CCQmKp3kzw0aNAjd\nunXD559/rnQUsiCuGrVhGo0Gx48fx/PPP28XJQgAHh4eSElJgYuLC3b98p1Ob775Jnx8fACAJWgn\nCgqAjh2VTnFnsbGxWLFiBbKyspSOQhbEIrRxoaGh2Lhxo9Ix6lV2djaMRiOefvpppaOQhRgMQIcO\nSqe4s169emHChAmY3lCu7yCLYBHaOK1Wi507d+LSpUtKR6k3Op0OTz75JDw8PJSOQhZSUGAbRQgA\nc+bMwcGDB2uuMSX7wyK0cb6+vujQoQNSU1OVjlJvEhISEBYWpnQMshAR4Nw525gaBQAvLy/MmDED\n06dPR3l5udJxyAJYhHYgKCjIbt6tZmdn48yZMwgJCVE6CllIURFQUWE7R4QAMHPmTFRXV2PhwoVK\nRyELYBHaAa1Wi2+//RalpaVKR6mzxMREPPnkk2jXrp3SUchCCgoAR0fA01PpJHevSZMm+PDDDzF7\n9mwYjUal41A9YxHagYEDB8LV1RXp6elKR6kznU6HZ599VukYZEEGA9C+PeDkpHSSezNhwgT06NED\n//jHP5SOQvWMRWgHHB0d7WJ69Pvvv8fp06cRGhqqdBSyIFtaKPNrGo0GH3/8MZYvX44jR44oHYfq\nEYvQTmi1WqSmpqKiokLpKLWm0+ng5+eH9u3bKx2FLMhgsJ2FMv+rb9++GDduHN566y2lo1A9YhHa\niaFDh0JEsGPHDqWj1JpOp+NqURWwlWsI/8i8efOwf//+mq/4ItvHIrQTLi4uGDVqlM1Ojx45cgSn\nTp3i+UEVsNWp0Zu8vLzwzjvv4O233+blFHaCRWhHtFotNm7ciOrqaqWj3LPExEQMGDCA06Iq0Lq1\nDl26/Kh0jDqJiopCZWUlPvvsM6WjUD1gEdqRUaNGoaSkBHv37lU6yj1LSEjg0aAKmEwmpKVNQtu2\nRUpHqZMmTZpg9uzZmD17Ni5evKh0HKojFqEdad68OYYNG2Zz06PHjh3DyZMnuVpUBYqKilBRUYGO\ntrpa5lfCw8PRtWtXzJo1S+koVEcsQjuj1WqRlJQEW/p2LZ1Oh/79+8PLy0vpKGRhBoMBjo6OuO++\n+5SOUmcajQbPPPMMTp48qXQUqiMWoZ0ZM2YMDAYDDh8+rHSUu7Zu3TquFlWJgoICtG/fHk62djX9\n70hKSsK8efMwdepUpaNQHbEI7Uzr1q3x5JNP2sz0aE5ODk6ePMnzgyphMBjQwZaXjP4iMzMTkyZN\nQlxcHIKDg5WOQ3XEIrRDN6dHbYFOp0O/fv04LaoSBoPB5s8PHj58GIGBgZg+fTqmTJmidByqByxC\nOxQSEgK9Xo/c3Fylo9xRYmIijwZVpKCgwKaPCPPz8zF69GhERETgn//8p9JxqJ6wCO2Ql5cXevfu\njQ0bNigd5U/p9Xro9XqeH1QRW54aLSwsxPDhw+Hn54fY2Fil41A9YhHaKa1W2+DPEyYmJqJv3742\n+8JI985Wp0avXr2KgIAAdOrUCatWrYKDA1867Qn/Ne1UaGgoDhw4gIKCAqWj/CF+tqi6mEwmnDt3\nzube+JSXlyM4OBgmkwmJiYlo1KiR0pGonrEI7VTXrl3RrVs3bNy4Uekov+v48ePIyclhEarIzYvp\nbakITSYTXnjhBRgMBqSnp8PNzU3pSGQBLEI7FhIS0mCnRxMTE9GnTx+bnCaj2rl5Mb2nDX01/Rtv\nvIGdO3diy5Yt8PDwUDoOWQiL0I5ptVrs2rWrQX4WIleLqo+tXUz/wQcfYM2aNdi6dSs6d+6sdByy\nIBahHevVqxe8vLyQkpKidJTbnDhxAkePHmURqoy3tzc0Gg0iIiJw4sQJpeP8qUWLFuHDDz9EcnIy\nHn30UaXjkIWxCO2YRqNpkKtH169fj969e8Pb21vpKGRFjz/+OJYtW4Zz586hR48emDRpErKzs5WO\n9RuJiYmYPn061q1bh8GDBysdh6yARWjntFottm7diqtXryodpQZXi6qTRqPBqFGjsH37duj1erRu\n3Rp+fn7o3bs3vv766wbxPZrbtm3DpEmTsGjRIgQFBSkdh6xEI7b0NQV0z6qrq+Hp6YlFixZh7Nix\nSsfBiRMn0L17d5w+fZpHhISioiIsWbIEixcvRosWLRAZGYlXXnkFTZs2tXqW7OxsDB48GNOnT8f7\n779v9f2TcliEKvDyyy+jtLQUa9asUToK5syZg+TkZBw8eFDpKNSAlJeXY926dZgzZw6Ki4vx0ksv\nITIy0morTH/44QcMHDgQEydOxKeffmqVfVLDwalRFdBqtdi8eTNu3LihdBSuFqXf5eLigoiICOj1\nenz55ZfIzMxEp06darZZktFohL+/P4YMGYKPP/7YovuiholHhCpw48YN9OzZE05OTnBxcbnj4zUa\nDVq2bHnX47u5ucHR0fGOjysvL8fWrVtx5MgRPPjgg3c9PqlTVlYW4uLisHbtWjz11FOIjIxEYGBg\nve7j8uXLGDRoEDw9PZGSkgJnZ+d6HZ9sA4tQJc6dO4fNmzff1WNFBJcvX77rsUtKSmAyme7qsWPG\njEH//v3vemyi06dPIy4uDsuXL4ePjw/efPNNTJgwoc7XI964cQP+/v64du0aduzYAVdX13pKTLaG\nRUhENuHixYv417/+hYULF6JRo0aYMmUKJk+efE+zFzdVV1cjNDQUubm5yMzMRJs2beo/MNkMFiER\n2ZSbC2vmzZsHg8GAF154ATNmzLinzzCdMmUK0tLSsGfPHn7MH3GxDBHZlpsLa44ePYpVq1ZBr9ej\nS5cuNdvuZNasWUhISEBaWhpLkACwCInIRjk4OCAwMBDbtm3D3r17AZg/VnDgwIFISUnB7012xcXF\nYcGCBUhLS8Mjjzxi7cjUQHFqlIjsRl5eHpYtW4alS5fC29sbb7/9NsaPHw9nZ2ckJCQgPDwciYmJ\n9b76lGwbi5CI7E5hYSE+++wzLFmyBC1btkRQUBCWLl2KBQsW4LXXXlM6HjUwLEIisltlZWX46quv\nkJGRgaeeegrTpk1TOhI1QCxCIiJSNS6WISIiVWMREhGRqrEIiYhI1ViERESkaixCIiJSNRYhERGp\nGouQiIhUjUVIRESqxiIkIiJVYxESEZGqsQiJiEjVWIRERKRqLEIiIlI1FiEREakai5CIiFSNRUhE\nRKr2/9Bi8bpLqHN3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x106dfe520>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Chem.MolFromSmiles(Chem.MolToSmiles(rows[12769][3],True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1.0, 0.6442307692307693)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sims2d[12764],sims3d[12764]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "Chem.AssignStereochemistry(rows[12769][1])\n",
    "Chem.AssignStereochemistry(rows[12769][3])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8461538461538461"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DataStructs.DiceSimilarity(rdMolDescriptors.GetHashedAtomPairFingerprint(rows[12769][1],2048,includeChirality=True),\\\n",
    "              rdMolDescriptors.GetHashedAtomPairFingerprint(rows[12769][3],2048,includeChirality=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "for row in rows:\n",
    "    Chem.AssignStereochemistry(row[1])\n",
    "    Chem.AssignStereochemistry(row[3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "sims2d = []\n",
    "sims3d = []\n",
    "dindices=[]\n",
    "for i,x in enumerate(rows):\n",
    "    if row is None:\n",
    "        continue\n",
    "    try:\n",
    "        s3 = DataStructs.DiceSimilarity(rdMolDescriptors.GetHashedAtomPairFingerprint(x[1],2048,use2D=False),\\\n",
    "              rdMolDescriptors.GetHashedAtomPairFingerprint(x[3],2048,use2D=False))\n",
    "    except:\n",
    "        continue\n",
    "    s2 = DataStructs.DiceSimilarity(rdMolDescriptors.GetHashedAtomPairFingerprint(x[1],2048,includeChirality=True),\\\n",
    "              rdMolDescriptors.GetHashedAtomPairFingerprint(x[3],2048,includeChirality=True))\n",
    "    sims2d.append(s2)\n",
    "    sims3d.append(s3)\n",
    "    dindices.append(i)\n",
    "    # clear out the cached distance matrices to save memory\n",
    "    if x[1].HasProp('DistanceMatrix'): \n",
    "        x[1].ClearProp('DistanceMatrix')\n",
    "        x[1].ClearProp('DistanceMatrix_Paths')\n",
    "    if x[1].HasProp('_3DDistanceMatrix_Conf0'): \n",
    "        x[1].ClearProp('_3DDistanceMatrix_Conf0')\n",
    "    if x[3].HasProp('DistanceMatrix'): \n",
    "        x[3].ClearProp('DistanceMatrix')\n",
    "        x[3].ClearProp('DistanceMatrix_Paths')\n",
    "    if x[3].HasProp('_3DDistanceMatrix_Conf0'): \n",
    "        x[3].ClearProp('_3DDistanceMatrix_Conf0')\n",
    "        \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pearson R: 0.839\n"
     ]
    },
    {
     "data": {
      "image/png": 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B4Hb27qW8+I7oBhk1f/5JxjNlhtDixdNfYcwIZRnISpXUqhIPD8qGKW3Xrm29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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107370cd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter(sims2d,sims3d,edgecolors='none')\n",
    "xlabel('2D Atom Pairs')\n",
    "ylabel('3D Atom Pairs')\n",
    "xlim((0,1))\n",
    "ylim((0,1))\n",
    "_=title('diverse')\n",
    "pearson_r,pearson_p = stats.pearsonr(sims2d,sims3d)\n",
    "print 'Pearson R: %.3f'%pearson_r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Op9Os73Q6CYVCHcodDgehUKivxyMiIt0U09UER44c4Z133uHhhx9m9uzZ3HbbbebhnuNs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\nAERELEoBICJiUf8P1BkAn6R4M4oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107353710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dsim = [x-y for x,y in zip(sims2d,sims3d)]\n",
    "_=hist(dsim,bins=20)\n",
    "xlabel('sim(3D) - sim(2D)')\n",
    "_=title('diverse')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(10450, 10455, -0.6, 1),\n",
       " (6910, 6913, -0.37259100642398285, 1),\n",
       " (16204, 16209, -0.2915451895043732, 1),\n",
       " (16260, 16265, -0.2637362637362638, 1),\n",
       " (9642, 9646, -0.256, 1),\n",
       " (7159, 7162, -0.2341597796143251, 1),\n",
       " (11570, 11575, -0.21999999999999997, 1),\n",
       " (17335, 17340, -0.2113821138211382, 1),\n",
       " (7273, 7276, -0.20512820512820507, 1),\n",
       " (9745, 9749, -0.203125, 1),\n",
       " (1580, 1581, -0.20118343195266264, 1),\n",
       " (24057, 24062, -0.19825072886297374, 1),\n",
       " (10645, 10650, -0.19493670886075948, 1),\n",
       " (15633, 15638, -0.19002375296912116, 1),\n",
       " (21178, 21183, -0.18954248366013074, 1),\n",
       " (18581, 18586, -0.1889763779527559, 1),\n",
       " (6751, 6754, -0.18538324420677366, 1),\n",
       " (2157, 2158, -0.18055555555555558, 1),\n",
       " (12366, 12371, -0.18045112781954886, 1),\n",
       " (23035, 23040, -0.17910447761194032, 1),\n",
       " (736, 736, -0.17821782178217827, 1),\n",
       " (7839, 7843, -0.1730103806228374, 1),\n",
       " (1364, 1365, -0.1677419354838709, 1),\n",
       " (6085, 6088, -0.16666666666666669, 1),\n",
       " (2254, 2255, -0.16279069767441856, 1),\n",
       " (23842, 23847, -0.16113744075829384, 1),\n",
       " (15411, 15416, -0.15999999999999998, 1),\n",
       " (19456, 19461, -0.15779092702169623, 1),\n",
       " (19341, 19346, -0.14925373134328357, 1),\n",
       " (18896, 18901, -0.1476190476190476, 1),\n",
       " (14227, 14232, -0.14590347923681257, 1),\n",
       " (17128, 17133, -0.14399999999999996, 1),\n",
       " (8684, 8688, -0.14285714285714285, 1),\n",
       " (14972, 14977, -0.14285714285714285, 1),\n",
       " (14464, 14469, -0.13999999999999996, 1),\n",
       " (15960, 15965, -0.13903743315508021, 1),\n",
       " (7379, 7383, -0.13333333333333336, 1),\n",
       " (23080, 23085, -0.13313609467455623, 1),\n",
       " (16506, 16511, -0.1301775147928994, 1),\n",
       " (15855, 15860, -0.1294583883751651, 1),\n",
       " (4569, 4570, -0.1282051282051282, 1),\n",
       " (21687, 21692, -0.12676056338028174, 1),\n",
       " (21598, 21603, -0.12480000000000002, 1),\n",
       " (11620, 11625, -0.12479999999999997, 1),\n",
       " (15135, 15140, -0.1237785016286645, 1),\n",
       " (23681, 23686, -0.12052730696798492, 1),\n",
       " (17518, 17523, -0.11934900542495475, 1),\n",
       " (8898, 8902, -0.11555555555555552, 1),\n",
       " (13077, 13082, -0.11462450592885376, 1),\n",
       " (6347, 6350, -0.11337868480725621, 1),\n",
       " (12934, 12939, -0.10982658959537567, 1),\n",
       " (14313, 14318, -0.109375, 1),\n",
       " (19565, 19570, -0.10909090909090913, 1),\n",
       " (23673, 23678, -0.10632911392405064, 1),\n",
       " (11759, 11764, -0.10526315789473684, 1),\n",
       " (502, 502, -0.10513739545997614, 1),\n",
       " (17274, 17279, -0.10294117647058826, 1),\n",
       " (8470, 8474, -0.10256410256410259, 1),\n",
       " (3599, 3600, -0.10256410256410253, 1),\n",
       " (20085, 20090, 0.10121899957965541, 1),\n",
       " (12180, 12185, 0.10236220472440949, 1),\n",
       " (11013, 11018, 0.10389610389610382, 1),\n",
       " (11363, 11368, 0.10483870967741937, 1),\n",
       " (23129, 23134, 0.1048951048951049, 1),\n",
       " (4246, 4247, 0.10495626822157439, 1),\n",
       " (20722, 20727, 0.10989010989010994, 1),\n",
       " (2950, 2951, 0.10999999999999999, 1),\n",
       " (10412, 10417, 0.1199538638985006, 1),\n",
       " (8435, 8439, 0.12483652743917206, 1),\n",
       " (11515, 11520, 0.12903225806451613, 1),\n",
       " (3262, 3263, 0.14454277286135686, 1),\n",
       " (4913, 4916, 0.15625, 1),\n",
       " (4606, 4607, 0.18000000000000005, 1),\n",
       " (24927, 24932, 0.20118343195266275, 1),\n",
       " (12764, 12769, 0.20192307692307687, 1),\n",
       " (12075, 12080, 0.23809523809523803, 1),\n",
       " (18887, 18892, 0.2976026570048309, 1)]"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diffs=sorted([(i,z,x,y) for i,(x,y,z) in enumerate(zip(dsim,maxrot,dindices)) if y==1 and abs(x)>0.1],key=lambda x:x[2])\n",
    "diffs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Take a look at a few molecules where the 3D similarity is a lot higher than the 2D similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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sKCsrS+xSZFy8eJF0dXUpLi5O7FKYkpw+fZrKli1Lbdu2pVevXim17YcPH5KnpyfZ29uT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\nFxsbSx4eHqSpqUlubm4Fmsjxzp075ObmRrq6ulS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d1rt3b+rbty/dvXs33+eEhISQrq6u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\nlkKFCqnyTap79+7y+eefG+14n3zyiS48LC0tDXbGFRUVJQUKFJAlS5YYZP/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iRTl58qTc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85oeHt7w9raGgcOHNDKOIasehcQNzdg9Gj1zV+GDVMv/hk9uvTNX3Jz1QXl4UNgA/RgAZk9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\nDO0GVND9dR89evQwuMV7TZo04bp165SOYRTS0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      "text/plain": [
       "<Image.Image image mode=RGBA size=400x2200 at 0x10676D488>"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tms=[]\n",
    "for drow in diffs:\n",
    "    if drow[2]<=-0.2:\n",
    "        tms.append(Chem.MolFromSmiles(Chem.MolToSmiles(rows[drow[1]][1],True)))\n",
    "        tms.append(Chem.MolFromSmiles(Chem.MolToSmiles(rows[drow[1]][3],True)))\n",
    "Draw.MolsToGridImage(tms,molsPerRow=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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80KpVqzKPHzVqFC5cuIDY2NgK/wFBKsWCRVQBFiw1S0tLQ61atXDq1Cl07NhR7jjFJk6c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\nQgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Image.Image image mode=RGBA size=600x200 at 0x106929B48>"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "id_ = 10455\n",
    "Draw.MolsToGridImage([Chem.MolFromSmiles(Chem.MolToSmiles(rows[id_][1],True)),\\\n",
    "                      Chem.MolFromSmiles(Chem.MolToSmiles(rows[id_][3],True))])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mCAoKKtRG0ydPnkRQUBAsLS1Rr149LFiw4JnVrOPj4+Hq6op3331XyefIT0hI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\n9gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Image.Image image mode=RGBA size=600x200 at 0x106929C20>"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "id_ = 6913\n",
    "Draw.MolsToGridImage([Chem.MolFromSmiles(Chem.MolToSmiles(rows[id_][1],True)),\\\n",
    "                      Chem.MolFromSmiles(Chem.MolToSmiles(rows[id_][3],True))])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rrVatWvj111/RqlWrEu/777//xqRJkzB37lzUrl0bUVFR6Ny5M8qo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\nEREp7P8BygrjETmKLqgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Image.Image image mode=RGBA size=600x200 at 0x1069293F8>"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "id_ = 16209\n",
    "Draw.MolsToGridImage([Chem.MolFromSmiles(Chem.MolToSmiles(rows[id_][1],True)),\\\n",
    "                      Chem.MolFromSmiles(Chem.MolToSmiles(rows[id_][3],True))])"
   ]
  },
  {
   "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": "3.9.9"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}