{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a reformatted and lightly revised version of a [blog post from 2019](https://rdkit.blogspot.com/2019/11/additive-fingerprints.html).\n",
    "\n",
    "The goal here is to evaluate one strategy for enabling similarity search of virtual libraries defined via molecular fragments that can be combined using simple rules. One obvious approach is to just enumerate the molecules in the library, generate their fingerprints, and the calculate similarity. This is clearly impractical if the libraries are really big, so I want to see if it's possible to make things faster by skipping the enumeration step and approximating the fingerprint of a molecule with the sum of the fingerprints that make it up plus constant correction terms.\n",
    "\n",
    "For example, suppose I form a molecule by combining the two fragments `c1ccccc1-[16*]` and `CCCCO-[3*]` to make `c1ccccc1-OCCCC`, I want to see how closely I can approximate the fingerprint of the final molecule by adding the fingerprints of the two fragments together with a correction term that is characteristic of the bond type being formed (in this case the `16-3` combination rule). This obviously won't work well with fingerprints like Atom Pairs that include terms encompassing the entire molecule, but may be useful for more \"local\" descriptors like the Morgan fingerprint, topological torsions, or the RDKit fingerprint.\n",
    "\n",
    "This isn't a really new idea - it's inspired by the idea behind [Truchon and Bayly's GLARE algorithm](http://pubs.acs.org/doi/abs/10.1021/ci0504871) and I've explored it a bit in the past - but I haven't seen it published and never really dug into it. That's what this post (likely a series of posts) is for.\n",
    "\n",
    "Demonstrating that this really works requires a fair amount of effort, but we can get a good initial readout by comparing the calculated similarities between a bunch of real molecules calculated with their \"real\" fingerprints and then with the \"additive\" fingerprints. I'll start here with the Morgan fingerprint, since that's one of the more popular ones in the RDKit (and one where the approach seems likely to work). If that goes well, I'll try another fingerprint type or two and maybe do some more comprehensive validation.\n",
    "\n",
    "> Since the original post was published, a [paper from Matthias Rarey's group](https://pubs.acs.org/doi/full/10.1021/acs.jcim.0c00850) explored an efficient strategy for searching combinatorial library spaces using topological fingerprints.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-20T05:20:59.978449Z",
     "start_time": "2024-09-20T05:20:59.965723Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024.03.5\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from rdkit import DataStructs\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem import rdFingerprintGenerator\n",
    "from rdkit.Chem.Draw import IPythonConsole\n",
    "from rdkit.Chem.MolStandardize import rdMolStandardize\n",
    "from rdkit.Chem import Draw\n",
    "from rdkit.Chem import BRICS\n",
    "import rdkit\n",
    "print(rdkit.__version__)\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Start by reading in the set of molecules we'll work with. This dataset was described in a recent [RDKit blog post](https://rdkit.blogspot.com/2019/10/a-new-lessel-and-briem-like-dataset.html).\n",
    "\n",
    "Bring in the molecules and do salt stripping:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-20T05:20:14.197264Z",
     "start_time": "2024-09-20T05:20:08.117933Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6359"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from rdkit import rdBase\n",
    "rdBase.DisableLog('rdApp.info')\n",
    "ms = [rdMolStandardize.FragmentParent(x) for x in Chem.SmilesMolSupplier('../data/BLSets_selected_actives.txt')]\n",
    "_ = [Chem.GetSymmSSSR(m) for m in ms]\n",
    "len(ms)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to fragment the molecules we're going to be using the [BRICS fragmentation rules](http://doi.wiley.com/10.1002/cmdc.200800178) as implemented in the RDKit. Note that the RDKit implementation has differs from the published BRICS rules in that atom types 2 and 5 (both Ns) have been combined with each other. This is, unfortunately not (yet) documented outside of the code itself, but there's an explanation here: https://github.com/rdkit/rdkit/blob/master/Code/GraphMol/ChemTransforms/MolFragmenter.cpp#L101\n",
    "\n",
    "For the purposes of this evaluation as to whether or not additive fingerprints work, we will only be using the ten most common BRICS bonds in the dataset. Let's start by finding those.\n",
    "\n",
    "This is what the list of BRICS bonds for each molecule looks like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-20T05:20:14.202874Z",
     "start_time": "2024-09-20T05:20:14.198923Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[((2, 1), ('1', '5')),\n",
       " ((8, 7), ('1', '5')),\n",
       " ((6, 7), ('4', '5')),\n",
       " ((15, 20), ('5', '12')),\n",
       " ((8, 10), ('6', '13')),\n",
       " ((6, 30), ('8', '15')),\n",
       " ((23, 24), ('8', '16'))]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(BRICS.FindBRICSBonds(ms[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first element of each tuple contains the indices of the atoms defining the bond, the second element has the BRICS atom types of those atoms. For example, the first BRICS bond in the molecule above is between atom 2 (BRICS type 1) and atom 1 (BRICS type 5).\n",
    "\n",
    "Loop over all the molecules and count the number of times each bond type occurs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-20T05:20:16.710986Z",
     "start_time": "2024-09-20T05:20:14.203972Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(7337, ('4', '5')),\n",
       " (4619, ('1', '5')),\n",
       " (3488, ('8', '16')),\n",
       " (2599, ('3', '16')),\n",
       " (1817, ('5', '16')),\n",
       " (1507, ('3', '4')),\n",
       " (997, ('6', '16')),\n",
       " (853, ('5', '15')),\n",
       " (789, ('8', '14')),\n",
       " (714, ('8', '15'))]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from collections import defaultdict, Counter\n",
    "cntr = Counter()\n",
    "for m in ms:\n",
    "    bbnds = BRICS.FindBRICSBonds(m)\n",
    "    for aids,lbls in bbnds:\n",
    "        cntr[lbls] += 1\n",
    "freqs = sorted([(y,x) for x,y in cntr.items()],reverse=True)\n",
    "freqs[:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The top two bond types are `4-5`(alkyl C - amine) and `1-5` (the amide bond).\n",
    "\n",
    "Keep those top 10:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-20T05:20:16.714314Z",
     "start_time": "2024-09-20T05:20:16.712437Z"
    }
   },
   "outputs": [],
   "source": [
    "bondsToKeep = [y for x,y in freqs[:10]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to clarify what the more complex code below does, here's a worked example demonstrating fragmenting a single molecule along two bonds, both between BRICS atom types 1 and 5 (these bonds and the types come from the example above where we found the molecule's BRICS bonds):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-20T05:20:18.088028Z",
     "start_time": "2024-09-20T05:20:16.715288Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['[1*]C(=O)C(=O)C(NC(=O)[C@@H]1CC[C@H]2CN(S(=O)(=O)Cc3ccccc3)CC(=O)N21)[C@H]1CC[C@H](N)CC1.[5*]NC',\n",
       " '[1*]C(=O)[C@@H]1CC[C@H]2CN(S(=O)(=O)Cc3ccccc3)CC(=O)N21.[5*]NC(C(=O)C(=O)NC)[C@H]1CC[C@H](N)CC1']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tm=Chem.FragmentOnSomeBonds(ms[0],[ms[0].GetBondBetweenAtoms(2,1).GetIdx(),ms[0].GetBondBetweenAtoms(8,7).GetIdx()],\n",
    "                         dummyLabels=[[1,5],[1,5]])\n",
    "[Chem.MolToSmiles(x) for x in tm]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To make it visual, here's a drawing of the two fragmentations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-20T05:20:18.262798Z",
     "start_time": "2024-09-20T05:20:18.092745Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fms = Chem.FragmentOnSomeBonds(ms[0],[ms[0].GetBondBetweenAtoms(2,1).GetIdx(),ms[0].GetBondBetweenAtoms(8,7).GetIdx()],\n",
    "                         dummyLabels=[[1,5],[1,5]])\n",
    "Draw.MolsToGridImage(fms,subImgSize=(300,250))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's define some functions that we'll use for the rest of this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-20T05:20:18.348232Z",
     "start_time": "2024-09-20T05:20:18.264046Z"
    }
   },
   "outputs": [],
   "source": [
    "def splitMol(mol,bondsToKeep):\n",
    "    ''' fragments a molecule on a particular set of BRICS bonds. \n",
    "    Partially sanitizes the results \n",
    "    '''\n",
    "    bbnds = BRICS.FindBRICSBonds(mol)\n",
    "    bndsToTry = []\n",
    "    lbls = []\n",
    "    for aids,lbl in bbnds:\n",
    "        if lbl in bondsToKeep:\n",
    "            bndsToTry.append(mol.GetBondBetweenAtoms(aids[0],aids[1]).GetIdx())\n",
    "            lbls.append([int(x) for x in lbl])\n",
    "    if not bndsToTry:\n",
    "        return []\n",
    "    res = Chem.FragmentOnSomeBonds(mol,bndsToTry,dummyLabels=lbls)\n",
    "    # We need at least a partial sanitization for the rest of what we will be doing:\n",
    "    for entry in res:\n",
    "        entry.UpdatePropertyCache(False)\n",
    "        Chem.FastFindRings(entry)\n",
    "    return res\n",
    "\n",
    "def getDifferenceFPs(mol,bondsToKeep,fpgen):\n",
    "    ''' generates the difference fingerprint between the molecule\n",
    "    and each of its fragmentations based on the BRICS bond types passed in.\n",
    "    \n",
    "    This calculates the sum of the fragment fingerprints by just generating the\n",
    "    fingerprint of the fragmented molecule, so whole-molecule fingerprints like\n",
    "    atom pairs will not work here. That's fine since they are unlikely to be useful\n",
    "    with this approach anyway\n",
    "    '''\n",
    "    frags = splitMol(mol,bondsToKeep)\n",
    "    if not frags:\n",
    "        return []\n",
    "    res = []\n",
    "    # get the fingerprint for the molecule:\n",
    "    molfp = fpgen.GetCountFingerprint(mol)\n",
    "    # now loop over each fragmentation\n",
    "    for frag in frags:\n",
    "        # generate the fingerprint of the fragmented molecule\n",
    "        # (equivalent to the sum of the fingerprints of the fragments)\n",
    "        ffp = fpgen.GetCountFingerprint(frag)\n",
    "        # and keep the difference\n",
    "        res.append(molfp-ffp)\n",
    "    return res\n",
    "\n",
    "def getSumFP(fragMol,fpgen,delta):\n",
    "    ''' Constructs the sum fingerprint for a fragmented molecule using\n",
    "    delta as a constant offset\n",
    "    \n",
    "    note that any elements of the fingerprint that are negative after adding the\n",
    "    constant offset will be set to zero\n",
    "    \n",
    "    '''\n",
    "    ffp = fpgen.GetCountFingerprint(fragMol)\n",
    "    for idx,v in delta.GetNonzeroElements().items():\n",
    "        tv = ffp[idx] + v\n",
    "        if tv<0:\n",
    "            tv = 0;\n",
    "        ffp[idx] = tv\n",
    "    return ffp\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-20T05:20:18.450797Z",
     "start_time": "2024-09-20T05:20:18.379029Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAADICAIAAAC7/QjhAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nO3de1zOd/8H8Pd1vjqrHCqJkCIqJWwyjM1hCVndNsKMMsPcmMZsjptsTPfcDrVhbOYmZtTdjGmY4xzSOYlEOop0urq6Dp/fH5dft7nd1XWoS31fz8f+uFzX9/v+vL+2x16Pz/f7+X6/PMYYAQAAcBXf2A0AAAAYE4IQAAA4DUEIAACchiAEAABOQxACAACnIQgBAIDTEIQAAMBpCEIAAOA0BCEAAHAaghAAADgNQQgAAJyGIAQAAE5DEAIAAKchCAEAgNMQhAAAwGkIQgAA4DQEIQAAcBqCEAAAOA1BCAAAnIYgBAAATkMQAgAApyEIAQCA0xCEAADAaQhCAADgNAQhAABwGoIQAAA4DUEIAACchiAEAABOQxACAACnIQgBAIDTEIQAAMBpCEIAAOA0BCEAAHAaghAAADgNQQgAAJyGIAQAAE5DEAIAAKchCAEAgNMQhAAAwGkIQgAA4DQEIQAAcBqCEAAAOA1BCAAAnCY0dgMvluLi4pkzZyYmJrZt27bBjUtKSgYMGPDNN9/Y2Ng0Q28AANAUeIwxY/fwAgkLC9uxY4dKpWrk9gKBYP78+V999VWTdgUAAE0HQfgft2/fdnd3l8vlGzduPHXqVE1NTT0bm5ubDxw4MDw8XCqVZmZmOjk5NVufAABgQAjC/wgMDDx8+PC0adO+++47CwuLysrKejZu165dcXFxcHBwTEzM5MmTf/jhh2brEwAADAhB+ERCQsLw4cPNzc1v3Ljh4OBw6NAhhUJRz/ZSqXT8+PH37t1zc3OTyWSnT58ePHhws3ULAACGgiAkIlKpVN7e3snJyZ9//vnSpUu12vfTTz9ds2aNt7f35cuX+XyswgUAaGEQhEREW7duff/9952dndPT06VSqVb7ymQyNze3u3fv7ty585133mmiDgEAoIkgCOnRo0c9evR48ODBoUOHAgMDdaiwd+/eKVOmdOjQISsry9LS0uAdAgBA08GpPFq5cuWDBw+GDRumWwoS0dtvv+3n51dUVLRu3TrD9gYAAE2N6zPCjIwMT09PtVp97do1Dw8Pnetcu3bN19dXKBSmpqa6uLgYsEMAAGhSXJ8RLly4UKFQhIaG6pOCROTt7T116tTa2tolS5YYqjcAAGgGnJ4RxsbGBgQEWFtbZ2VlNeaZavUrKirq0aNHeXn5sWPHRo4c2eD2arU6NTW1d+/eWGsKAGBE3A3CysrKnj175uXlRUZGfvDBBwapGRERsXTp0s6dO3/88ccCgUDzpaWlpVKprNvG3t4+Pz+/tLQ0MDDwyy+/HD9+/JAhQwwyOgAA6IC7Qai5g14ikdy6dWv16tUzZswYMGCAztXOnDmzf//+5cuXu7u7m5ub37t3r+6n1157LTU1te6PQ4YMGTFiRHFx8bx580pLS0UikYODg15HAgAAeuDu2yecnZ2lUmlNTc2iRYv279+fnJx8/vx5Ho+nQymVSrVgwYLExMRHjx49evRIoVBMmTJFJBJpfnVycnJ3d6/b2M3NzdbWViQSMcY6d+5smIMBAABdcXdGSET/+Mc/FixY4OzsXFNTU1BQsGfPnpCQEB3qREdHh4WFOTo6CgSC3Nzc6OjoWbNmGbxbAABoCpwOQqVS2bdv39TU1L/97W/79++3s7O7ceOGtnfEl5eXu7q6FhYWBgUFxcTEeHl5Xblype4CIQAAvOA4vV5RKBRGRkYSUXx8vLe3d2Fh4RdffKFtkVWrVhUWFvr6+sbHxxNRZGQkUhAAoAXhdBAS0fDhw/39/SsqKhwdHXk83oYNG7Kzsxu/e3Z29pYtW/h8vq2tbVVVVXBwMJaAAgC0LJw+Napx69Ytd3d3hUIxcuTIX3755c0334yJiWnkvm+88UZ8fPy4ceOOHj0qlUrT09O7dOnSlM0CAICBcX1GSETdunWbN2+eWq0uKSkxNzc/ePDgiRMnGrPjiRMn4uPjLS0t7969yxj78MMPkYIAAC0OZoRERBUVFa6urgUFBcHBwQcOHHB3d79+/bpQWN+9JUql0svLKy0tTbPQpmPHjjdu3DAzM2u2ngEAwCAwIyQisrCwWL16NRGdO3euS5cuaWlpO3bsqH+XzZs3p6Wlde3a9fTp00S0fv16pCAAQEuEIHxixowZ/fr1u3//fv/+/Xk83o0bN+rf/ubNmzweT7PW9KWXXnr77bebp08AADAsnBr9j/Pnz/v5+Uml0p9++mnUqFENbh8fHx8YGKhQKC5cuNC/f/9m6BAAAAwOQfgXEyZM+PnnnwUCgUQiaXBjuVyuUqkmTZq0b9++ZugNAACaAoLwLy5evBgYGFhQUNDI7Tt27BgXF+fl5dWkXQEAQNNBED6rtra2vLzcxMSkwS1lMlmbNm3qX1wKAAAvOAQhAABwGlaNAgAApyEIAQCA0xCEAADAaQhCAADgNAQhAABwGoKw9WCMlZWVGbsLAIAWBkHYSmRnZ48cOTIgIAD3wwAAaAVB2OLJZLJPP/3U3d39xIkTmZmZOTk5xu4IAKAlQRC2bMePJ3h4eKxZs0ahUMycOTMzM7Nr167GbgoAoCXB48FaqsJCWrKE7txxzM7O7tOnz/bt219++WVjNwUA0PLgEWstj1pN27bRxx/T48dkbk7r1h0MCxsnEomM3RcAQIuEIGxhrl+n996jixeJiPz9afNm6tLFyC0BALRouEb4gsrOpm3biIh27KC0NOrcmcrK6OBB+uoruniRHBxo926KjUUKAgDoC9cIX1BqNd2/TxkZlJdHajW98gpFRFC/fjRtGnXvTgsXkrm5sVsEAGgVMCN8cRUVUWYmFRYSEXXoQI6OdPkySST06adIQQAAg0EQvrg8PGjCBPLyevLH996jM2eM2hAAQGuExTIvqOpqevCAnJwoL4/atKGsLKqoIJmMBg6kNm2M3RwAQCuCIGwZfv2VRo2i11+nX381disAAK0LTo22DFIpEZFcbuw+AABaHQRhyyCREBHV1Bi7DwCAVgdB2DJoZoQIQgAAg0MQtgw4NQoA0ERwQ33LYGJSPWjQT23b8oneNnYvAACtClaNtgwFBQUODg52dnYFBQXG7gUAoFXBqdGWQSqVElENLhICABgagrBl0AShHBcJAQAMjdtBeOsWHT1KJSXG7qNhUqmUx+PV1NTcvXvX2L0AALQqHA7Cy5dpxw7q0oU+/JAePWqSIXJzafFiWr2adu3SsxKPx+Pz+YwxFxeXsLCw4uJigzQIAAAcDsLYWFqwgDw86M036dy5Jhli0yZauZI+/ZRSUqi8nIqLSaelSbdv3x49erRarTYxMVEqldHR0a6urhEREdXV1QZvGQCAa4wUhI8f0+ef0+rVdPWqcRogIisrKi0lIiotbarnWMvlT16Y1L49lZbSuHHk4UFxcY0vUFtb+9lnn/Xu3fvYsWOMsZqamuHDhw8ePLisrGzp0qURY8dSdDQplU3SPAAANxgpCD/7jN55h5Yvp82bSa1u1qEVCpozh+7coenTaetWWruW0tJo0KAmGat3b4qLo6IiysignBy6d49SU2nsWBo5kq5da3DvP/74w9vbe/ny5TKZbNy4cWFhYWKx+MSJE5cuXQoMDPT29l5SUkJhYdS7N8XE6DbXBAAAYkYRFvbkwyefsOLiZh161ixGxDw92bVrzTFcbCzbto0VFLCePZmjIwsMZNbWjIjx+Ypp07Kzs5+708OHD0NDQ3k8HhF17979119/1Xx/586dqVOn8vl8Ito4dCj7299Yt26MiBExX1928mRzHBEAQOtipCBcsoTdv89UKjZ9OlOpmm/cL79kRMzEhI0Zw6RS9tNPzTTunTusd+8nidW7NwsKYiYm54cOFYlEoaGh+fn5dRuq1erdu3e3a9eOiEQiUXh4uEwme6ZYcnJygL+/3NmZETE7OzZpErOze3JcJSXNdEQAAK2FMZ4s8/AhVVXR99+TUkn+/uTt3UzjxsdTQACp1RQURAcOkLk5nT1Lnp7NNLpKRd9/TytW0N27RFQ7YkSoldUPP/+sUqnMzc0XLly4ePHigoKCOXPmnDx5koiGDh26bds2Nze3/1nw4kUKD3/y0nonJ+rbl3x8qF07KimhykoKDycbm2Y6NACAFs0I4bt6NSNiM2awsWPZd981z5jpiYkqR0dGxKZMYXw+4/PZkSN6VVSr2e+/s5MntZvRyuUsKoq1b390yBAieumll4YNG6b5F2FqaioWi4nIzs5u9+7darW6UQUPH2Y9ezIiZm3NkpPZypWMMZaby1as0OGYAAA4yBiLZZKSiIgeP6bYWEpNbYYB8/PzXx87dpRQ+HjSJDp0iNRq2riRAgL0KvrJJySXk0pFS5dqsZdYTKGhdONG6pAhpqamFy5c+OOPPyZMmCAWi6urq5VK5XvvvZeRkTF16lTNBcKGjR9PKSn07be0fj1VV5OTExFRp06EGw0BABrHGEGYnExEVFFBROThoUMBlUo1b9687t27L168eM+ePYmJibW1tf9rY5lMNmHChLy8vPIOHUYnJT1ydaV336UFC3Rsvk5pKY0cSa+9RuXlWu/bps3SVauys7PDwsKI6PDhw7W1tQKB4Pz581u3bm2j7b0cAgG9+y7NmkW9etHZsyST0f79TbUOFgCg1Wn2a4RVVWRpSUIhde5MN2/S9es6XKX7+9//vmXLFoVCUfeNUCh0cnLq1auXj4+Pj4+Pu7u7s7Mzj8djjL311lv79+/v0qWLqalpenr6uNGjfz56lIR6v39q1iz65pu/fNBJVlbWokWL4uLiHBwc7t+/r29X2dl05Ai5upK/v76lAAC4obmDUFZ2uXzvfLNyJ8mFu8KMQl5qJkkkWlXYsWPHzJkzxWLx+++/b2trm5ycnJSUlJ2drVKpnt7M1tbW09OzsrLyzz//tLS07NevX0JCgpub24ULF7Secj1XbCydO0c8HvXvTxMm6FPp4cOHtra2NjY2pZob/AEAoBk194t5q5SJeQMvWllZP379oolJn15apuDx48dnz57N4/G+/fbbkJCQuu8VCkVWVtbVq1fT09PT0tIuX75cVFSUkJCg+VUulyckJNja2sbGxhomBYkoK4vMzMjMjC5eJF9fcnTUuZJEIiG8YgkAwEiaOwirq5OJiM83IyITE+1OimZk5AYHByuVyuXLlz+dgkQkEonc3d3d3d3rvrl3715KSkpycnJERMTjx4+FQuGRI0e6d+9uiIMgIqJVq6iigry86Pp1CgrSJwjxrkEAACNq7iCUyZKJiDEFEZmaarFSprSUxo1z8vJa0L59+urVqxvcvlOnTp06dRozZoybm9uECRM6d+48yLDrRyQSqqggsZiISL8MEwgEIpFIoVAoFAqRSGSY9gAAoHEME4RbtmzZuHGjtbW1p6dnnz59PDw8PD0927Zt+99bisWOYrGjQlFERCYmjQ1CuZzGjaObN3k2Nit371Y39tYCIiIaM2aMra3trVu3UlJS+vTp0/gdGyCVEtGTINT7fblSqVShUNTU1CAIAQCamQGC8OzZs4sWLWKM5eTkXHvqWdIBAUM3bJCamnqamHiYmHhIpa48nsjRcWNp6S6RyKljx89NTX0aU58xmjWLzp2jzp3pyBEyMdHulg+xWBwUFLR9+/Yff/xx3bp12h1bPTRBqFl9qvdZTYlEUlFRUVNTY2FhoXdnAACgBX2DMCcnZ+LEiXK5fM6cOTNmzEhLS9OsWElMTOzQgZWXHysvP6bZkscTW1gMlUi6OTis5PHEfL4FjydozBBr19L335OFBR09Sh066NLklClTtm/ffuDAz599to5vqDsnNct8NBM4vYMQlwkBAIxFryAsLy8PCAgoLi4ePXr0119/LRAIfHx8pk6dSkSMscePc4iuy2Qp1dXJMlmSXH6bSG1tHZSXF25tHSiTpRYXf21i4mFi4mlq6sHn9zcz6/Hc84K2tiSR0L/+pdvN90REL7/88oQJV0+f7nvmDA0dqvvxPi23d2+BpWWRnZ3p4MEmRF30q6YJQrnep1gBAEBbugehUql88803U1NT3d3d9+3bJxD8ZXrH4/HatOlK1LVNm0DNNypVhUr1SCx2srAYlpPzNo8nUigKFYrC8vLjRFRaOtPf/5uePcnDg/r0oZdfpjlz6MgRKiwkGxvKztZnVSbxeDx3d+/Dh2nvXoMF4eS8vHMXLrxhY/PvP/74dtq0d/WrhhkhAICx6B6EK1askEgkdnZ28fHxVlZWDW4vEFjw+SYPH/6rpibTzKx/+/YL7O1XymTJmn8SE4epVJSc/OT5a2PH0uDBtGEDTZlCRHqloMbkybR2LcXE0Ndfk4mJvtXo/6NLE//6BxiCEADAWHQMwujo6F27dkml0mPHjjlpHvTcELValpRkI5W6W1gMY8xMra6USJwlEuc2bcYRUdeu9NZblJZGSUmUnEze3pSWRn5+9PPP1Levbj3+hZsb+fjQ1asUH08TJxqgoOYueM07cvU/pWnAe+rT09Pz8/NHjBihfykAAC7QZelIQkLCmjVreDzeV1995dnoJ4XKZKlqdY1aLSsujrx/f9l/Z7CZGfXvT7Nm0ebN9M47RETjx1N2tg4NPt/kyUREe/capppmDqcJQv0DrKSkhIi2bNmiVqt1LiKTyVauXOnl5TVq1ChfX9/Tp0/r2RUAABdoHYQ3btyYM2eOSqUKDw8fP35843fU3EovkTgxppRKXfl8af3bh4UREc2eTQ8fatvj8731FvXqRQMGGKaaJgjLysqIqLq6Wuc6+fn5U6dOzcrK4vF4hw8f9vPzS0lJ0aFOXFxcr169Vq1apVKpRCLRlStXhg4dOn78+PT0dJ17AwDgAu2CsKSkZO7cueXl5UFBQfPnz9dqX00Q8njm1Lhb6V1cKDeXRo6k8HCqqtJqqOezs6PRo8nXl4hozRq9SikUCldXVx8fn1u3bhHRtm3boqOjn3nqd4OUSuWmTZtcXV2///57sVjcrl07Pp+fmpo6ZMiQ2bNnN/50qyZKx44de+fOHU9Pz3Pnzj148CAiIsLKyurIkSN9+vQJDg7OycnR+iABADiinpf2Pnz4cN++fYyxI0eOpKamnjlzZs2aNUlJSQsWLJDL5dq+Arjmk3fKPh5S+GtI+skOBQWfN3KvQYMYEfvhB21He75Fi9icOaymhn3wge5Fdu/eHRISovl84sQJLy8vzd+ku7v7gQMHGlnk8uWSuh0nTpyYl5cnl8ujoqIGDhxoZmZmampqb28fFxdXfxGFQhEZGWlpaUlEpqamERERCoWi7tcHDx6Eh4drrj6KxeLQ0NDi4mLdDhkAoBWrLwgZY/v37799+3ZERMSlS5cuX758/Phx3YeytWVEmmRTx/+7kTtt3cqI2OjRug/7tEWLWFoai4hgH3zAwsPZzp2sulrrIpWVlc7OzpmZmZo/KpXKXbt2aVYM2djYvvFGxZ9/1rd7WRmbP58JhaxPn9mOjo6HDh16ZoPjx48PHz5cIpGIRKLhw4c/fvz4uXWuXr3qq5neEvn7++fm5j53s9zc3NDQUM3qVgsLixUrVlTrcMwAAK1XfUFYW1u7devWnJycnTt37tixQ69x7t5lRMzWlrVty4hYXl4j9ystZRIJEwpZQYFe42ssWsQYY6tXs+nTmUDAiJiVFQsNZcnJDe/7559/hoWFaT6Xl5c/86tMJvvyyy9HjYoiYjweCwpiWVnPKfLjj8zOjhExkYitXfuoqqrqfw2Xnp7++uuvC4VCqVS6devWp38qKyubP3++Jts6dux48ODBBptPTU0NCgrSpGbHjh2joqKenjsCAHBZfUFYU1OTlJRUWlp6//59facRcXGMiPn5MSJmY6PVruPGMSK2eXOtPuMnJLDZs9kffzDGWGUlS0hg333HBg5kREwTXaNHVx44cKC29n+OUl1dPW/evPrPCT98yMLDmYnJk6ibPZtdv840YXflCnvttSfD+fmx1NRGtV1WVhYWFmZqauro6Jidnc0YO3r0qKOjIxEJhcL58+dXVFQ0/i/ht99+69evnyYOO3To8Pvvvzd+XwCA1qqBU6MGs28fc3B4kmnDhmm165Ej9z083u/ff4DOg2dmMhsbRsSiop79KT2dzZ/PzM3Z4MHfaOIhPDw8JyenboPCwsKIiAithsvLY6GhTChkfD6bOZMtW8YYY3PnMmdnZm3NIiOZSqVd/3K5/KOPPrKzs2vfvr0mxvz8/FIbmaV/pVarDxw44OjoyOPxXFxcdKgAANDK8BhjzbAkh5RKOnyYSkvJyYlMTbV60FlNTY29vX1ZWVlmZqarq6u2Iz98SC+9RFlZFBhIMTH03Idul5fTwYM/bdq0IjU1lYgEAsGYMWNmzJgxfvz42travLy8rl27ajtuRgadPEmFhWRtTUOG0N69FBJCnTpRu3baVnqiqKjIwcGBiKKjo2fMmKHVu6iecerUqWHDhnl4eCQlJelcBACgdTDUuxgasnw5delCr7xCsbHaPu5TKpUGBgYS0Y8//qjtsAoFBQVRVhZ5e9OePc9PQSKytKQZMwJTUlKuXLkSGhoqFotjY2OnTJmSkZEhFot1SEEi6tmT5s4lIgoLo+hoUqvJ21v3FCQiKysrtVotFovfffddfVKQiNq1a0dE2t7vAQDQKjVXED5+TL6+1KsX6TQBnTx5MhHt2bNH2/nr8uX/vHSp0tGRYmPJzKzh7X18fKKionJzc62trauqqu7fv69Dt88QCmn6dMrN1beORCLh8Xiai5T6lyI82hQAgIiaLwiVyicRqFTqsPfQoUM7dep0586dTZs2Nf5/3xEREV98Mc/FZdTRo8zBQYvh2rVrZ2ZmRkRubm46dPs0Hx+SSOjll2nqVD0rEY/HE4vFjDH9H22KZ3wDANRpriCcOZPCw2nZMt2eeM3n8/39/S0tLRctWmRubt6tW7exY8euXLkyJiYmLS3tuTOkn3766eOPP+bz+StXfti3r9YnEktLS4nI1tZWh26flpDw5MPvv+tZichwry3E6w8BAOo012IZvVVUVIwdOzY/Pz8nJ0f512mltbW1h4eHh4dHnz59vLy83N3dMzMzX3nllaqqqo0bNy5cuFDbsaqrq83MzExMTPR5iKjGvHlkZ0dElJJC//qXnsXIzs6uqKiosLCwQ4cO+tSprKy0sLAwNzevqKjQtycAgBZOrzfUNycLC4tTp04RkVwuT0tLS05OTklJSUpKSk5OLikpOX36dN3LFvh8vrm5eVVV1axZs3RIQTLcdFBj2TLi8WjePAOUMtQpTZwaBQCo02KCsI5EIvH29vb29q775tGjR2lpaVevXk1PT9d8MDc3l8lky5Yt020IAwahmxtpFnjqfbWRyHCLXIRCoUAgUCqVSqVSKGx5/w0AABhQa/ifoLW1tZ+fn5+fn+aPtbW1EydOjIuLW7x48cGDB3UoaMAgfP/9Zz/ow4AzOalUWlVVVVNTY25urn81AICWq7kWyzSXa9eu1dbWRkdHW1lZHTp0KDY2Vocihj01akAGXOSC9TIAABqtLQjPnDnD5/Pt7e1XrFhBRHPnzq3S/mWGL3gQGmpGaKhSAAAtWmsLwgULFpiamhLR/Pnz+/bte/fu3bVr12pbhAtBiHvqAQA0WkkQqlSqTz75pLi4uO4bgUAQFRUlEAg2bNig7RM1X9ggNGB6YUYIAKDRSoJQrVYrlcrExMSnv/T19Q0LC1MqlXPnztXqdskXNgg1Twe9c+eOnnViY2OzsrIEAkFOTo4B2gIAaMlaSRCKRKJ169aNHDnyme/XrVvn4OBw9uzZnTt3Nr7aCx6Ey5YtW79+vUwm06HCzZs3X3vttYCAAKVS2a1btzfeeMPQPQIAtDAtPggvXbr06quv/q9JkqWl5YYNG4hoyZIlT584fa78/PyYmJiwsLDjx48Tkf6PlTG4b7/91tXVtaqq6qOPPurRo8eOHTsa/wYJhUKxfv16Dw+P3377zdraOjIyMiMjg8fjMcYmTZr0Ah4sAEAzMd6rEPUlk8kYY3K5/IsvvggNDa1nyzFjxhDR9OnT//unW7du7d69OzQ01NnZ+em/FhcXl8rKyqZqXT9nz54dNGiQpk83N7cDBw6o1er6dzl16lTPnj2JiMfjhYSEFBcXP/1rbW2t5sPNmywrq6naBgB4MbXUIKysrFyyZAljLC4u7pdffql/45s3b0qlUh6Pd/LkScbYrVu3oqKiQkJCnJycng4/CwuLESNGREREnDx5UpOyLyzNi+ZdXFw0nQ8YMOD3339/7paFhYUhISGa9xe6uLicOHGinrJvv83+8Y8maRgA4IXVgoNw0qRJCQkJ69atazAIGWOrVq0iIrFY/MyVPzs7u+Dg4M2bN6ekpDQ4r3rR1NbWRkVF2dvba45lxIgRiYmJdb+q1erdu3drjtfExGTFihU1NTX1FywvZ3I5Y4zJZGzQIPbVV6y8nJWVsdOn2cGDT7Y5dKipDgcAwCha8DVCoVAokUga+ajM8PDwtm3bKhSK0tJSe3v7oKCgyMjIK1eu5Ofn79+/f+7cub1799bzte/NTyQShYaG3rx5MyIiwsrK6rfffvPx8QkODr59+3ZycvKgQYOmTZtWWlr66quvJiYmrly5UnP3RT0sLEgsJiLavp3ataPr1+nLL6migi5d+s9rpAzyPikAgBdHi3kN0zOqqqpWr169fv36f//73wKBYNSoUQ3uUl1dvXPnzuHDh2uulrUyJSUln3322bZt22pra4VCoVqtVqvVDg4OkZGRQUFB2lZ7/JgqK2nTJnJ0pG7dKDOTrl2j3r2JiAoK6J//NHz/AADG0lKDUK1WFxUV2dvbl5eX83g8CwsLY3f0Qrh3796aNWt27dpFRNOnT9+4caOlpaXO1RYvpnXraNIkGjiQcnOf5N+8ebR5s6H6BQAwvpYahFCPtLQ0kUjUo0cPPevs2UNTp9L58/TgARUV0axZRETffEO+vnT2LPn7U0UWeV0AAAE5SURBVJcu+jcLAGBkCELQxd69FBBAmIcDQCvQghfLgLEcO0Z5eVRRYew+AAAMATNCAADgNMwIAQCA0xCEAADAaQhCAADgNAQhAABwGoIQAAA4DUEIAACchiAEAABOQxACAACnIQgBAIDTEIQAAMBpCEIAAOA0BCEAAHAaghAAADgNQQgAAJyGIAQAAE5DEAIAAKchCAEAgNMQhAAAwGkIQgAA4DQEIQAAcBqCEAAAOA1BCAAAnIYgBAAATkMQAgAApyEIAQCA0xCEAADAaQhCAADgNAQhAABwGoIQAAA4DUEIAACchiAEAABOQxACAACnIQgBAIDTEIQAAMBpCEIAAOA0BCEAAHAaghAAADgNQQgAAJyGIAQAAE5DEAIAAKchCAEAgNMQhAAAwGkIQgAA4DQEIQAAcNr/AdeKn2DNBVHXAAACunpUWHRyZGtpdFBLTCByZGtpdCAyMDI0LjAzLjUAAHicjZJfSFNRHMfPPffubu7f3dzSOXW7a9e6RUQPUmm2nVFERj2sB18CWUY0UiSxwKAoZJKLhBAVox6CNKIytCZBut0rPfQHIejBoGEERURFPgiWSNQ5v8sUC6ELh9/n/M73+zu/8+PO5UbeIfq56OKQ8al0babrIieiBMvzZpSkkcc0wQ55wWJE/O+eGXhubYNcTSPmBEOJ8XKUFXbVct6MZGZYka2uYzYi7wKZWEiv7oPaiGETCfTDc/8Fa/fIDjhOMBtzwX8L6OzYEDmLMUdgY7KsDcTZKHFYxryKsSALJhXTO0QzMltkS5GKrRYBW23IZkd2B3I4kVNCkgu53MhdrGK3R5a8yLvOgr0ldJUiX1kSl/kT/vIkLq9IVFQmcUAUuEAQBWUkh1BovYBDYRRWkMeKPA5U6UsoAVTlQ6UbkGOjgL0C7chks3ocdtEpudwehxiUQ2ElIPoqK8r9ZaVfuJVfAqmdvhGimHoJ2+zflyLX0m3Apye6yFyfG/gtHiWfY8+jkH9dQy6oOeD4pZfR2m47aKYn60jPycQk47FtM9Fk6pDG+MTBTOTTrWyW8e3FG5ESKQPe680tWu3jo6AZ70hpXzf5dMb280G97sdW4Ilfcf3q8BPQHKsd1IvbB4Fzp+7oZ8JNEcb9zWm97cUDqBlIVOvzA1eA++9905Z6JOgtOe/Rd3TezDHee/+N/ii/CN4PO9/r8e/noOZQ8JWOjy+B92M7PzVzOAbcq6SjswN5qFPfOxRRTA+BW/MD2govaAUNyx/ow7GCvsDTw92kP14Dd/30XyZSvRPe2NiUIdbsLuDB6llypK4I+HeWjzWMbgdu0fLkaaAKvGLHGNmT7tpt1FdI4d6zC8VTja3P4I0NQkrP3N0C3pI/fyu8kC2Mct4AAAOIelRYdE1PTCByZGtpdCAyMDI0LjAzLjUAAHicfVZJchsxDLz7FfyAWMRCgjjk4C12KrFUZTv5Q+75f6XBsTlShdFIQ4uYHrDZWOj758eXux9c9CbF9frw/fefNC9+uIG9XPm6e/olpZSblxQ/0t3j07djun+/vfu03J9+Ht/fkpakjHfwucTevp9ePi2U7lPNWpyVkubahLinksu49jc5HfGYRKp5kmymhWWBE/gDzpyEE2c2NaoLnKYT1q2liPZEWFcr0QJX4Y+zA2Ygm7XXtsQ1+IObzlwrXiCvfbmubf7Ug/4Bz0ma2wLYsWHKzUQaBbAXxncBdHgsWSqT1uHRufpKQirgCGRp1Tn2UprBtgBGUODJWSrZWLyTLRcnDihl6OOi6cBZzGpdLh+hAUCdS7H4hb11XRLQgErmToQV4F8hpy29RoAOmq0asQWUnAotuTZIeqiZm1iL3GEuXZZObXPKrtJDKmm1LtON+rapTl2aAVm8I0VXSIf6oNe1e2+RmipFV6nEJXhCSSKTEXuhkHcFpfSWDg1Kug15tPdSdIXkWN5gb646ogvoMpWx0VM4VeNGsXtvKLZVnHjEqWcmVGWsitAjUVbICBPUMVL21HJvTK2tgG1LZx7AeqUh2JZ5SAuE/iqyb0jngby2uF/47JkgwFLO6HI7zWtAGg2JUT7iIbvhb1nJLjyQElpyxJ9ZuPgKKaNpIo1L6YF0EaVlN4wAtezEDWEBkhRZt/RZkXSIJEqy15HRFR1x6bMNnx3NY2sOaJ1lvSMbPOHoY8etclm67OkVFVH/mx3p5fbt7UufeAf+4Jk60m0ks3SvpP+8QW32+5Keo6QJ/RlrYINou04rKR6PDxdH1HZo3Z2OD/uhFR/ezyZMkuxHECZJ95OGMK37gcK4J6+GpzXZfjwQ7rlRHE24fW/1jJvOOzpFt0bafn36MgkQbWaaDKOMx7BjJCwYJk8KojFMquitNIbJloJuDJMwBeMYJme0RI6BJm2oTMN83uKGH6azTsZj2FXlD8vkzME5LJMzGpBGb+HJEBONJsKTISYa3YInQ0w0ugJPhphoVL+ctwKK4rUh7aQ5gg+zTJoSYqN2ZY9/iI0alUlTgjhqEUV2ESjRD/ukLyE5KkwmfQnJQ6+dg31Ydv9Bf2z+rEIogDLf0sG8n2F0JDFenDIobykA7AXPqIjz/I/55z98+H3zFweN6o0QHmhhAAAB3npUWHRTTUlMRVMgcmRraXQgMjAyNC4wMy41AAB4nFWSvW4bQQyEXyWlZKyI5d+StBEgwKVw5RRBKkGVH8KNHz7DlWPEAoS7+3bmSA7vyuvhdvw+ff917v8LH8e+yvX48Xw73R+O+/Xj4byP9Djukpfzceh5P/24yen6fDsfTNd8uL3ya//42/vpUsTpHOMySbOcbTxdkoQ9akwK77Ony6LQigSxzDlbFDTnKmtjgTFvmYUsHky1bAqIkyyNBaPITE0gIynDHZMu9xYJJacGyKzUBcKUllVDSEx3OSFlDt19slopGCqLfjSfydEVcezC5s1miXfXDefyElSwuQKtMq1QlGrnlGynUFnhpo2sq1Cs2VTrzix9bZ+niKMxLk8AI45i7U4Dw48nJ59THRZf5neFqudQitihOJoosWFQYJZWCHrfUYZozW3SvQLMLaLC7UKQOAIpVQNZVCwrmrCZgmBxii02Sd/FFyXm3UOhmzn3i3DUy0UkMlV23HNH2ilH+Np5W8m9HILKXoGSJGPPkBtmv++SxX0bEVjJRuGBqaDi4i4oBGA6uhfpzwnlvgLsBzuTGv4vknZHenwhJU0+XZ+aJF4s/73mA5zH289HnsRzCDK2oa0Yb38ehUnm+18d3rIY9SnPogAAAABJRU5ErkJggg==",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# demonstrate what splitMol returns:\n",
    "frags = splitMol(ms[0],bondsToKeep[2:3])\n",
    "Draw.MolsToGridImage(frags)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now walk through the analysis with a single bond type: `1-5`\n",
    "\n",
    "The first thing we need to do is determine the constant offset term for this bond type. We will do that by generating difference fingerprints for all the fragmentations it generates and then averaging those difference fingerprints.\n",
    "\n",
    "Start by generating the difference fingerprints for all the fragmentations using that bond type:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-20T05:20:22.585306Z",
     "start_time": "2024-09-20T05:20:19.109765Z"
    }
   },
   "outputs": [],
   "source": [
    "# for this analysis we will use a 4096 \"bit\" count-based Morgan fingerprints with a radius of 2\n",
    "fpgen = rdFingerprintGenerator.GetMorganGenerator(radius=2,fpSize=4096)\n",
    "dfps= []\n",
    "for m in ms:\n",
    "    dfps.extend(getDifferenceFPs(m,bondsToKeep[1:2],fpgen))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now find the average value of the difference fingerprint, being careful to keep only integer values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-20T05:20:22.628417Z",
     "start_time": "2024-09-20T05:20:22.586574Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{226: -2, 264: -1, 1831: -1}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "delta1 = dfps[0]\n",
    "for dfp in dfps[1:]:\n",
    "    delta1 += dfp\n",
    "nfps = len(dfps)\n",
    "for k,v in delta1.GetNonzeroElements().items():\n",
    "    delta1[k] = round(v/nfps)\n",
    "delta1.GetNonzeroElements()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To quickly summarize that this is telling us: We can simulate the MFP2 fingerprint for a molecule by adding the MFP2 fingerprints of its bond type `1-5` fragments and then substracting one each from the values for bits 264 and 1831 and two from the value for bit 226.\n",
    "\n",
    "Let's look at how well that works across all the molecules. We start by generating the full FP and the `1-5` fragment FP for every molecule that has a `1-5` fragment:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-20T05:20:26.476872Z",
     "start_time": "2024-09-20T05:20:22.629421Z"
    }
   },
   "outputs": [],
   "source": [
    "allfps = []\n",
    "for m in ms:\n",
    "    frags = splitMol(m,bondsToKeep[1:2])\n",
    "    if not frags:\n",
    "        continue\n",
    "    fp1 = fpgen.GetCountFingerprint(m)\n",
    "    ffps = [getSumFP(x,fpgen,delta1) for x in frags]\n",
    "    allfps.append((fp1,ffps))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-20T05:20:26.481011Z",
     "start_time": "2024-09-20T05:20:26.478207Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2801"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(allfps)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And calculate the similarity of each molecule to itself by calculating the Tanimoto similarity between the full fingerprint and the fragment fingerprint:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-20T05:20:26.588111Z",
     "start_time": "2024-09-20T05:20:26.481896Z"
    }
   },
   "outputs": [],
   "source": [
    "self_tanis = []\n",
    "for fp1,ffps in allfps:\n",
    "    self_tanis.extend([DataStructs.TanimotoSimilarity(fp1,x) for x in ffps])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualize those:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-20T05:20:34.867463Z",
     "start_time": "2024-09-20T05:20:34.751222Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(self_tanis,bins=20);\n",
    "plt.title(\"self similarity, fusion 1-5\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Though that's interesting, and good to see that the self-similarities aren't all too far from 1.0, we're actually more interested in using the fingerprints for comparing different molecules to each other.\n",
    "\n",
    "Look at a bunch of random pairs of molecules that are at least 0.3 similar to each other (the [noise threshold](https://greglandrum.github.io/rdkit-blog/posts/2021-05-18-fingerprint-thresholds1.html) for count-based MFP2 is around 0.3), and then look at how different the similarities between their normal and fragment fingerprints are."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-20T05:20:40.232712Z",
     "start_time": "2024-09-20T05:20:39.588025Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "considered 15382 fingerprint pairs from 7845601\n"
     ]
    }
   ],
   "source": [
    "import random\n",
    "random.seed(0xf00d)\n",
    "ps1 = list(range(len(allfps)))\n",
    "random.shuffle(ps1)\n",
    "ps1 = ps1[:500]\n",
    "ps2 = list(range(len(allfps)))\n",
    "random.shuffle(ps2)\n",
    "ps2 = ps2[:500]\n",
    "\n",
    "nCompared = 0\n",
    "other_tanidiff = []\n",
    "for i in ps1:\n",
    "    fp1,frags1 = allfps[i]\n",
    "    for j in ps2:\n",
    "        fp2,frags2 = allfps[j]\n",
    "        refTani = DataStructs.TanimotoSimilarity(fp1,fp2)\n",
    "        if refTani < 0.3:\n",
    "            continue\n",
    "        nCompared += 1\n",
    "        ltanis = []\n",
    "        for f1 in frags1:\n",
    "            ltanis.extend(DataStructs.BulkTanimotoSimilarity(f1,frags2))\n",
    "        other_tanidiff.extend([refTani-x for x in ltanis])\n",
    "print(f\"considered {nCompared} fingerprint pairs from {len(allfps)**2}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-20T05:22:06.692154Z",
     "start_time": "2024-09-20T05:22:06.476816Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "median = np.median(np.abs(other_tanidiff))\n",
    "bins = np.quantile(np.abs(other_tanidiff),[0.25,0.75, 0.9,0.95])\n",
    "iqr = bins[1]-bins[0]\n",
    "plt.hist(other_tanidiff,bins=20);\n",
    "gzero = np.sum(np.array(other_tanidiff)>-0.005) / len(other_tanidiff)\n",
    "plt.title(f'MAD={median:.2f}, IQR={iqr:.2f}, 90%={bins[2]:.2f}, 95%={bins[3]:.2f}, {gzero:.2f}>-.005');\n",
    "plt.xlabel('$\\\\Delta$Similarity');\n",
    "plt.ylabel('count');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The title of the plot shows statistics about the similarity differences: the median absolute deviation (MAD), the inter-quartile range (IQR), the 90% and 95% bins of the absolute deviations, and the fraction of the differences which are greater than -0.005 (I chose 0.005 as an conservative tolerance value for considering the similarities identical).\n",
    "\n",
    "That looks pretty good. For at least the `1-5` fragmentation, the similarity calculated with the fragment fingerprint is quite similar to that calculated with the full fingerprint. Even better: most of the deviation happens to the high-similarity side (87% exceed the -0.005 tolerance value), so we should be able to safely use the fragment-fingerprint similarity as a filter to identify interesting molecules. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Validation\n",
    "\n",
    "Repeat that analysis for each of the top 10 fragmentations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-20T03:30:09.764668Z",
     "start_time": "2024-09-20T03:28:44.748774Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Doing ('4', '5')\n",
      "considered 66995 fingerprint pairs from 18326961\n",
      "Doing ('1', '5')\n",
      "considered 63242 fingerprint pairs from 7845601\n",
      "Doing ('8', '16')\n",
      "considered 54070 fingerprint pairs from 6095961\n",
      "Doing ('3', '16')\n",
      "considered 95650 fingerprint pairs from 4260096\n",
      "Doing ('5', '16')\n",
      "considered 217114 fingerprint pairs from 2725801\n",
      "Doing ('3', '4')\n",
      "considered 112805 fingerprint pairs from 1537600\n",
      "Doing ('6', '16')\n",
      "considered 98275 fingerprint pairs from 790321\n",
      "Doing ('5', '15')\n",
      "considered 53490 fingerprint pairs from 640000\n",
      "Doing ('8', '14')\n",
      "considered 43291 fingerprint pairs from 502681\n",
      "Doing ('8', '15')\n",
      "considered 35148 fingerprint pairs from 352836\n"
     ]
    }
   ],
   "source": [
    "import random\n",
    "random.seed(0xf00d)\n",
    "from collections import defaultdict\n",
    "results = {}\n",
    "for btk in bondsToKeep:\n",
    "    print(f\"Doing {btk}\")\n",
    "    fpgen = rdFingerprintGenerator.GetMorganGenerator(radius=2,fpSize=4096)\n",
    "    dfps= []\n",
    "    for m in ms:\n",
    "        dfps.extend(getDifferenceFPs(m,[btk],fpgen))\n",
    "\n",
    "    delta1 = dfps[0]\n",
    "    for dfp in dfps[1:]:\n",
    "        delta1 += dfp\n",
    "    nfps = len(dfps)\n",
    "    for k,v in delta1.GetNonzeroElements().items():\n",
    "        delta1[k] = round(v/nfps)\n",
    "\n",
    "    allfps = []\n",
    "    for m in ms:\n",
    "        frags = splitMol(m,[btk])\n",
    "        if not frags:\n",
    "            continue\n",
    "        fp1 = fpgen.GetCountFingerprint(m)\n",
    "        ffps = [getSumFP(x,fpgen,delta1) for x in frags]\n",
    "        allfps.append((fp1,ffps))\n",
    "\n",
    "    self_tanis = []\n",
    "    for fp1,ffps in allfps:\n",
    "        self_tanis.extend([DataStructs.TanimotoSimilarity(fp1,x) for x in ffps])\n",
    "        \n",
    "    ps1 = list(range(len(allfps)))\n",
    "    random.shuffle(ps1)\n",
    "    ps1 = ps1[:1000]\n",
    "    ps2 = list(range(len(allfps)))\n",
    "    random.shuffle(ps2)\n",
    "    ps2 = ps2[:1000]\n",
    "\n",
    "    nCompared = 0\n",
    "    other_tanidiff1 = defaultdict(list)\n",
    "    other_tanidiff2 = defaultdict(list)\n",
    "    for i in ps1:\n",
    "        fp1,frags1 = allfps[i]\n",
    "        for j in ps2:\n",
    "            fp2,frags2 = allfps[j]\n",
    "            refTani = DataStructs.TanimotoSimilarity(fp1,fp2)\n",
    "            if refTani < 0.3:\n",
    "                continue\n",
    "            nCompared += 1\n",
    "            ltanis = []\n",
    "            for f1 in frags1:\n",
    "                ltanis.extend(DataStructs.BulkTanimotoSimilarity(f1,frags2))\n",
    "            for thresh in (0.3,0.5,0.7):\n",
    "                if refTani < thresh:\n",
    "                    continue\n",
    "                other_tanidiff1[thresh].extend([refTani-x for x in ltanis])\n",
    "                other_tanidiff2[thresh].extend([refTani-x for x in DataStructs.BulkTanimotoSimilarity(fp1,frags2)])\n",
    "                other_tanidiff2[thresh].extend([refTani-x for x in DataStructs.BulkTanimotoSimilarity(fp2,frags1)])\n",
    "\n",
    "    print(f\"considered {nCompared} fingerprint pairs from {len(allfps)**2}\")\n",
    "    results[btk] = (self_tanis,other_tanidiff1,other_tanidiff2)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Start, again, by looking at self similarities."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-20T03:30:32.384729Z",
     "start_time": "2024-09-20T03:30:31.317658Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x1800 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,18))\n",
    "for i,btk in enumerate(results.keys()):\n",
    "    plt.subplot(5,2,i+1)\n",
    "    self_tanis,other_tanidiff1,other_tanidiff2 = results[btk]\n",
    "    plt.hist(self_tanis,bins=20);\n",
    "    plt.title(f\"self similarity, {btk}\");    \n",
    "    plt.xlim((0.6,1.0));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The differences here aren't huge, but we definitely aren't getting self-similarities of 1."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Still, we aren't really interested in self-similarity. How does the method do when we compute fragment-fragment similarities? This time we plot the difference between the similarities calculated with the full fingerprint and the fragment fingerprints."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-20T03:30:39.576749Z",
     "start_time": "2024-09-20T03:30:35.989374Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x1800 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,18))\n",
    "for i,btk in enumerate(results.keys()):\n",
    "    plt.subplot(5,2,i+1)\n",
    "    self_tanis,other_tanidiff1,other_tanidiff2 = results[btk]\n",
    "    other_tanidiff1 = other_tanidiff1[0.3]\n",
    "    other_tanidiff2 = other_tanidiff2[0.3]\n",
    "    plt.hist(other_tanidiff1,bins=20,label=f'fragfp-fragfp {btk}');\n",
    "    plt.legend()\n",
    "    median = np.median(np.abs(other_tanidiff1))\n",
    "    std = np.std(np.abs(other_tanidiff1))\n",
    "    bins = np.quantile(np.abs(other_tanidiff1),[0.25,0.75, 0.9,0.95])\n",
    "    iqr = bins[1]-bins[0]\n",
    "    gzero = np.sum(np.array(other_tanidiff1)>-0.005) / len(other_tanidiff1)\n",
    "    plt.title(f'MAD={median:.2f}, IQR={iqr:.2f}, 90%={bins[2]:.2f}, 95%={bins[3]:.2f}, {gzero:.2f}>-.005');\n",
    "    plt.xlim((-0.1,0.25));\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Those look good! In general the difference in similarities is within 0.05."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And, finally, since we could also query the collection of fragment molecules with a full fingerprint, look at the difference between the full FP similarity and the full FP - fragment FP similarity:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-20T03:30:51.488192Z",
     "start_time": "2024-09-20T03:30:47.368017Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x1800 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,18))\n",
    "for i,btk in enumerate(results.keys()):\n",
    "    plt.subplot(5,2,i+1)\n",
    "    self_tanis,other_tanidiff1,other_tanidiff2 = results[btk]\n",
    "    other_tanidiff1 = other_tanidiff1[0.3]\n",
    "    other_tanidiff2 = other_tanidiff2[0.3]\n",
    "    plt.hist(other_tanidiff2,bins=20,label=f'fp-fragfp {btk}');\n",
    "    plt.legend()\n",
    "    median = np.median(np.abs(other_tanidiff2))\n",
    "    std = np.std(np.abs(other_tanidiff2))\n",
    "    bins = np.quantile(np.abs(other_tanidiff2),[0.25,0.75, 0.9,0.95])\n",
    "    iqr = bins[1]-bins[0]\n",
    "    gzero = np.sum(np.array(other_tanidiff2)>-0.005) / len(other_tanidiff2)\n",
    "    plt.title(f'MAD={median:.2f}, IQR={iqr:.2f}, 90%={bins[2]:.2f}, 95%={bins[3]:.2f}, {gzero:.2f}>-.005');\n",
    "\n",
    "    plt.xlim((-0.1,0.25));\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here the differences are larger than when we search with the fragment fps, but they still aren't huge. This form of the query also has the characteristic that the similarity calculated against the fragment fps is usually lower than that calculated against the full fp."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tolerances for searching\n",
    "\n",
    "Suppose we want to use the fragment fingerprints for similarity searching with a threshold and be sure that we don't miss any results. How would we need to adjust the threshold?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-20T03:32:37.594990Z",
     "start_time": "2024-09-20T03:32:37.324895Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Threshold: 0.3\n",
      "            \t   frag-frag\t   fp-frag\n",
      "('4', '5'):\t-0.025 -0.015\t-0.006  0.000\n",
      "('1', '5'):\t-0.022 -0.010\t-0.004  0.000\n",
      "('8', '16'):\t-0.032 -0.021\t-0.012 -0.007\n",
      "('3', '16'):\t-0.026 -0.021\t-0.013 -0.010\n",
      "('5', '16'):\t-0.029 -0.019\t-0.016 -0.002\n",
      "('3', '4'):\t-0.032 -0.019\t-0.018 -0.009\n",
      "('6', '16'):\t-0.043 -0.029\t-0.025 -0.015\n",
      "('5', '15'):\t-0.048 -0.026\t-0.005 -0.002\n",
      "('8', '14'):\t-0.042 -0.016\t-0.010 -0.002\n",
      "('8', '15'):\t-0.053 -0.028\t-0.014 -0.003\n",
      "-----------\n",
      "Threshold: 0.5\n",
      "            \t   frag-frag\t   fp-frag\n",
      "('4', '5'):\t-0.023 -0.008\t 0.000  0.004\n",
      "('1', '5'):\t-0.022 -0.004\t-0.003  0.000\n",
      "('8', '16'):\t-0.035 -0.019\t-0.012 -0.004\n",
      "('3', '16'):\t-0.030 -0.012\t-0.011  0.000\n",
      "('5', '16'):\t-0.028 -0.016\t 0.008  0.014\n",
      "('3', '4'):\t-0.028 -0.009\t-0.005  0.004\n",
      "('6', '16'):\t-0.036 -0.028\t-0.004  0.006\n",
      "('5', '15'):\t-0.060 -0.020\t-0.006  0.026\n",
      "('8', '14'):\t-0.050 -0.016\t-0.008  0.000\n",
      "('8', '15'):\t-0.056 -0.035\t 0.000  0.006\n",
      "-----------\n",
      "Threshold: 0.7\n",
      "            \t   frag-frag\t   fp-frag\n",
      "('4', '5'):\t-0.016 -0.003\t 0.000  0.008\n",
      "('1', '5'):\t-0.023 -0.002\t 0.000  0.005\n",
      "('8', '16'):\t-0.035 -0.012\t-0.009  0.006\n",
      "('3', '16'):\t-0.034 -0.003\t-0.009  0.029\n",
      "('5', '16'):\t-0.029 -0.012\t 0.011  0.047\n",
      "('3', '4'):\t-0.022 -0.006\t-0.001  0.014\n",
      "('6', '16'):\t-0.034 -0.009\t 0.009  0.035\n",
      "('5', '15'):\t-0.026 -0.012\t 0.036  0.058\n",
      "('8', '14'):\t-0.061 -0.021\t 0.000  0.028\n",
      "('8', '15'):\t-0.061 -0.032\t-0.001  0.017\n",
      "-----------\n"
     ]
    }
   ],
   "source": [
    "for thresh in (0.3,0.5,0.7):\n",
    "    print(f'Threshold: {thresh}')\n",
    "    print('            \\t   frag-frag\\t   fp-frag')\n",
    "    for i,btk in enumerate(results.keys()):\n",
    "        self_tanis,other_tanidiff1,other_tanidiff2 = results[btk]\n",
    "        bins1 = np.quantile(other_tanidiff1[thresh],[0.01,0.05])\n",
    "        bins2 = np.quantile(other_tanidiff2[thresh],[0.01,0.05])\n",
    "        print(f'{btk}:\\t{bins1[0]: 6.3f} {bins1[1]: 6.3f}\\t{bins2[0]: 6.3f} {bins2[1]: 6.3f}')\n",
    "    print('-----------')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to be sure of retrieving 99% of the actual results when searching using the full fingerprint of the query molecule against the fragment fingerprint of the database molecules (these are the fp-frag results), we'd need to use a search threshold of 0.275 (true threshold = 0.3), 0.488 (true threshold = 0.5), or 0.691 (true threshold = 0.7). "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# What about if we don't use the constant offset?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I went into this convinced that the constant offset was important. What if we just use the simple additive fingerprints without including that offset?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-19T17:07:43.102411Z",
     "start_time": "2024-09-19T17:06:17.200690Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Doing ('4', '5')\n",
      "considered 66995 fingerprint pairs from 18326961\n",
      "Doing ('1', '5')\n",
      "considered 63242 fingerprint pairs from 7845601\n",
      "Doing ('8', '16')\n",
      "considered 54070 fingerprint pairs from 6095961\n",
      "Doing ('3', '16')\n",
      "considered 95650 fingerprint pairs from 4260096\n",
      "Doing ('5', '16')\n",
      "considered 217114 fingerprint pairs from 2725801\n",
      "Doing ('3', '4')\n",
      "considered 112805 fingerprint pairs from 1537600\n",
      "Doing ('6', '16')\n",
      "considered 98275 fingerprint pairs from 790321\n",
      "Doing ('5', '15')\n",
      "considered 53490 fingerprint pairs from 640000\n",
      "Doing ('8', '14')\n",
      "considered 43291 fingerprint pairs from 502681\n",
      "Doing ('8', '15')\n",
      "considered 35148 fingerprint pairs from 352836\n"
     ]
    }
   ],
   "source": [
    "import random\n",
    "random.seed(0xf00d)\n",
    "noconstant_results = {}\n",
    "for btk in bondsToKeep:\n",
    "    print(f\"Doing {btk}\")\n",
    "    fpgen = rdFingerprintGenerator.GetMorganGenerator(radius=2,fpSize=4096)\n",
    "    dfps= []\n",
    "    for m in ms:\n",
    "        dfps.extend(getDifferenceFPs(m,[btk],fpgen))\n",
    "\n",
    "    allfps = []\n",
    "    for m in ms:\n",
    "        frags = splitMol(m,[btk])\n",
    "        if not frags:\n",
    "            continue\n",
    "        fp1 = fpgen.GetCountFingerprint(m)\n",
    "        ffps = [fpgen.GetCountFingerprint(x) for x in frags]\n",
    "        allfps.append((fp1,ffps))\n",
    "\n",
    "    self_tanis = []\n",
    "    for fp1,ffps in allfps:\n",
    "        self_tanis.extend([DataStructs.TanimotoSimilarity(fp1,x) for x in ffps])\n",
    "        \n",
    "    ps1 = list(range(len(allfps)))\n",
    "    random.shuffle(ps1)\n",
    "    ps1 = ps1[:1000]\n",
    "    ps2 = list(range(len(allfps)))\n",
    "    random.shuffle(ps2)\n",
    "    ps2 = ps2[:1000]\n",
    "\n",
    "    nCompared = 0\n",
    "    other_tanidiff1 = []\n",
    "    other_tanidiff2 = []\n",
    "    for i in ps1:\n",
    "        fp1,frags1 = allfps[i]\n",
    "        for j in ps2:\n",
    "            fp2,frags2 = allfps[j]\n",
    "            refTani = DataStructs.TanimotoSimilarity(fp1,fp2)\n",
    "            if refTani < 0.3:\n",
    "                continue\n",
    "            nCompared += 1\n",
    "            ltanis = []\n",
    "            for f1 in frags1:\n",
    "                ltanis.extend(DataStructs.BulkTanimotoSimilarity(f1,frags2))\n",
    "            other_tanidiff1.extend([refTani-x for x in ltanis])\n",
    "            other_tanidiff2.extend([refTani-x for x in DataStructs.BulkTanimotoSimilarity(fp1,frags2)])\n",
    "            other_tanidiff2.extend([refTani-x for x in DataStructs.BulkTanimotoSimilarity(fp2,frags1)])\n",
    "\n",
    "    print(f\"considered {nCompared} fingerprint pairs from {len(allfps)**2}\")\n",
    "    noconstant_results[btk] = (self_tanis,other_tanidiff1,other_tanidiff2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-19T17:22:48.750129Z",
     "start_time": "2024-09-19T17:22:47.112204Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x1800 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,18))\n",
    "for i,btk in enumerate(noconstant_results.keys()):\n",
    "    subplot(5,2,i+1)\n",
    "    self_tanis,other_tanidiff1,other_tanidiff2 = results[btk]\n",
    "    self_tanis_2,other_tanidiff1_2,other_tanidiff2_2 = noconstant_results[btk]\n",
    "    plt.hist([self_tanis,self_tanis_2],bins=20, label=['with constant','no constant']);\n",
    "    plt.title(f\"self similarity, {btk}\");\n",
    "    plt.legend()\n",
    "    plt.xlim((0.6,1.0))\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here the red histograms are clearly shifted to the left; the constant is helping."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-19T17:22:57.089543Z",
     "start_time": "2024-09-19T17:22:55.280399Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x1800 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,18))\n",
    "for i,btk in enumerate(noconstant_results.keys()):\n",
    "    plt.subplot(5,2,i+1)\n",
    "    self_tanis,other_tanidiff1,other_tanidiff2 = results[btk]\n",
    "    self_tanis_2,other_tanidiff1_2,other_tanidiff2_2 = noconstant_results[btk]\n",
    "    plt.hist([other_tanidiff1,other_tanidiff1_2],bins=20, label=['with constant','no constant']);\n",
    "    plt.legend();\n",
    "    plt.title(f\"fragfp-fragfp comparison, {btk}\");\n",
    "    #yscale('log')\n",
    "    plt.xlim((-0.1,0.25));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here the differences aren't as pronounced. It looks like the constant term has the consequence of making the similarity a bit lower(the red histograms are shifted a bit to the left). The difference is, in any case, not large"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-19T17:23:03.162915Z",
     "start_time": "2024-09-19T17:23:01.313284Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x1800 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,18))\n",
    "for i,btk in enumerate(noconstant_results.keys()):\n",
    "    plt.subplot(5,2,i+1)\n",
    "    self_tanis,other_tanidiff1,other_tanidiff2 = results[btk]\n",
    "    self_tanis_2,other_tanidiff1_2,other_tanidiff2_2 = noconstant_results[btk]\n",
    "    plt.hist([other_tanidiff2,other_tanidiff2_2],bins=20, label=['with constant','no constant']);\n",
    "    plt.legend();\n",
    "    plt.title(f\"fp-fragfp comparison, {btk}\");\n",
    "    #yscale('log')\n",
    "    plt.xlim((-0.1,0.3));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we again have a clear signal: leaving the constant term out causes a larger similarity difference (the red histograms are shifted to the right)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I'm going to wrap this one up here. I think the approach clearly works, but there's some more to do in a future blog post or two:\n",
    "  - look at how well the constants generated on this set work on a completely different set of molecules.\n",
    "  - look at fragmenting the molecule multiple times (i.e. combining more than 2 fragments to form a molecule)\n",
    "  - look at an asymmetric similarity measure like Tversky. This is what we'd want to use if we were searching a large fragment space and incrementally building up the results molecules (like in the [FTrees-FS paper](https://dx.doi.org/10.1023/A:1011144622059))."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.12.1"
  },
  "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": 2
}