diff --git a/.github/workflows/CI.yml b/.github/workflows/CI.yml index b6715c2..266d8b7 100644 --- a/.github/workflows/CI.yml +++ b/.github/workflows/CI.yml @@ -62,4 +62,4 @@ jobs: - name: Run example notebooks run: | - python -m pytest -v setup/ openmm-rbfe/ --nbval-lax -n auto --dist loadscope + python -m pytest -v setup/ openmm-rbfe/ networks/ --nbval-lax -n auto --dist loadscope diff --git a/networks/ligand_networks_for_developers.ipynb b/networks/ligand_networks_for_developers.ipynb index 6091302..dcb76d5 100644 --- a/networks/ligand_networks_for_developers.ipynb +++ b/networks/ligand_networks_for_developers.ipynb @@ -39,7 +39,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "" ] @@ -54,10 +54,9 @@ "\n", "def component_from_smiles(smiles, name):\n", " # convenience to get the molecule with hydrogens from no-hydrogen SMILES\n", - " return SmallMoleculeComponent(\n", - " rdkit=Chem.AddHs(Chem.MolFromSmiles(smiles)),\n", - " name=name\n", - " )\n", + " mol = Chem.AddHs(Chem.MolFromSmiles(smiles))\n", + " Chem.AllChem.Compute2DCoords(mol)\n", + " return SmallMoleculeComponent.from_rdkit(mol, name=name)\n", "\n", "propane = component_from_smiles(\"CCC\", \"propane\")\n", "methanol = component_from_smiles(\"CO\", \"methanol\")\n", @@ -74,11 +73,15 @@ "source": [ "## Creating a custom ligand atom mapper\n", "\n", + "A `ChemicalSystem` in OpenFE is composed of several components (e.g., ligand, protein, and solvent) which are assembled together in the protocol. In this section, we will show how to make a `LigandAtomMapper`, which maps the alchemical change between two `SmallMoleculeComponent`s.\n", + "\n", "To create a custom ligand atom mapper, you will make a subclass of `LigandAtomMapper`. The main thing you need to write is a way to get a dictionary description of the atom mapping from the RDKit molecules. The dictionary description of the mapping is a Python `dict` that maps the atom index from the first molecule to that atom's index in the second molecule. Atoms that are either removed or added during the transformation are not part of this dictionary. Atoms that change element are included.\n", "\n", "You should consider how you're going to handle the case that your mapper can't create a mapping between two molecules. In these examples, we don't create an edge for those, but we fail silently. That is done by raising and catching a `ValueError` when that occurs.\n", "\n", - "In these examples, I've written the mapping function as separate from the `LigandAtomMapper` subclass. This is so that I can reuse it in a few examples without copy-pasting that code. You can just as easily directly include the functionality directly in the `_mappings_generator` method in your subclass." + "In these examples, I've written the mapping function as separate from the `LigandAtomMapper` subclass. This is so that I can reuse it in a few examples without copy-pasting that code. You can just as easily directly include the functionality directly in the `_mappings_generator` method in your subclass.\n", + "\n", + "The function `my_mapping_function` is based on RDKit, and so it takes RDKit molecules. We'll use the `to_rdkit` method of `SmallMoleculeComponent` to create the input molecule used here." ] }, { @@ -109,8 +112,6 @@ " mapping = {0: 0, 1: 1}\n", " \n", " # map hydrogens\n", - " # TODO: temporary hack while waiting on better solution:\n", - " # https://github.com/OpenFreeEnergy/openfe/issues/54\n", " hyd_mapping = {}\n", " graphA = nx.Graph([(b.GetBeginAtomIdx(), b.GetEndAtomIdx()) for b in molA.GetBonds()])\n", " graphB = nx.Graph([(b.GetBeginAtomIdx(), b.GetEndAtomIdx()) for b in molB.GetBonds()])\n", @@ -138,17 +139,18 @@ "metadata": {}, "outputs": [], "source": [ - "from openfe.setup import LigandAtomMapper\n", + "from openfe.setup.atom_mapping import LigandAtomMapper\n", "\n", "class CustomMapper(LigandAtomMapper):\n", " def __init__(self, remove_middle):\n", " super().__init__()\n", " self.remove_middle = remove_middle\n", " \n", - " def _mappings_generator(self, molA, molB):\n", - " # Note that molA and molB are rdkit.Mol objects, and that you return a list\n", + " def _mappings_generator(self, componentA, componentB):\n", " try:\n", - " return [my_mapping_function(molA, molB, self.remove_middle)]\n", + " return [my_mapping_function(componentA.to_rdkit(),\n", + " componentB.to_rdkit(),\n", + " self.remove_middle)]\n", " except ValueError:\n", " return []" ] @@ -192,7 +194,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "" ] @@ -210,7 +212,7 @@ "id": "970ab3ee", "metadata": {}, "source": [ - "Red bonds indicate a bond where something has changed. Atoms that are added/removed are highlighted with red dots. Atoms that change element type are marked with a blue dot. You can access the dict that you created with the `mapping.molA_to_molB` attribute:" + "Red bonds indicate a bond where something has changed. Atoms that are added/removed are highlighted with red dots. Atoms that change element type are marked with a blue dot. You can access the dict that you created with the `mapping.componentA_to_componentB` attribute:" ] }, { @@ -223,7 +225,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "" ] @@ -283,11 +285,13 @@ "outputs": [], "source": [ "class MultiMapper(LigandAtomMapper):\n", - " def _mappings_generator(self, molA, molB):\n", + " def _mappings_generator(self, componentA, componentB):\n", " mappings = []\n", " for remove_middle in [True, False]:\n", " try:\n", - " mappings.append(my_mapping_function(molA, molB, remove_middle))\n", + " mappings.append(my_mapping_function(componentA.to_rdkit(),\n", + " componentB.to_rdkit(),\n", + " remove_middle))\n", " except ValueError:\n", " # if we can't make a mapping, skip to the next iteration in for loop\n", " continue\n", @@ -326,7 +330,7 @@ "outputs": [ { "data": { - "image/png": "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\n", 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\n", "text/plain": [ "" ] @@ -347,7 +351,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "" ] @@ -380,10 +384,12 @@ "outputs": [], "source": [ "class GeneratorMapper(LigandAtomMapper):\n", - " def _mappings_generator(self, molA, molB):\n", + " def _mappings_generator(self, componentA, componentB):\n", " for remove_middle in [True, False]:\n", " try:\n", - " yield my_mapping_function(molA, molB, remove_middle)\n", + " yield my_mapping_function(componentA.to_rdkit(),\n", + " componentB.to_rdkit(),\n", + " remove_middle)\n", " except ValueError:\n", " # if we can't make a mapping, skip to the next iteration in for loop\n", " continue" @@ -428,7 +434,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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ZRFdFBCIidydu/YjgTnK13vTuL+kGE/PfKb25SdxloQgBgKfc3d379et3/fr1ixcvRkREcB2nHoZl719xtrBSX9uCuWfJpa2kLKPefkIJCbqHhMwiEgdCSLXO+MHeG6EBjpNCPWweuQvDqVEA4C+7vUy45o+sq7lVtadDr/1Cji8lZRlE6UP6P0iGPUsGP078RxHGRNL2kz8XkOpC845qnWn22osqrYmz6F0QihAA+Ms+i1CtNy35Ja26pszyzpELmwhhSchj5IHvyLB5pP9DZNBMMvptMmk1UXqRqlwS/wlh7+yvNTArD+FiYSugCAGAv8xFGB8fz7JsizvbzPb4XKb2uiBLzm8khCVBE0jILELVnzXo1JOMWUpoESm+TrLvjPpR60xf/n7TxNjR38jOoQgBgL8CAwN79OhRXFx87do1rrMQU0lR9ckjJas/+W7DXyrdP4eDJWmkIosQigyaaflpTj1JQAwhhGT8WftSDJuYXt7ZgbsNDJYBAF6LiorauXNnXFzcwIEDbf/uhtvZ2gtntZfOai+e1d+8QViWoaiU4C9IzeT4wiuEEOLoR5Q+Tb6KXwS5eZQUXyesyXzIqNGbTl4vie7n0vl/g+4ARQgAvBYTE7Nz587Y2Nh58+bZ4v0Yk/5mhvbSOe3FJM3ZU8aCvAaPFwmdaJatLcKqXEIIcfRv7jUdexJCiFFLNKVE7kEIMZjY839XdXT0bgtFCAC8ZoPxMqzRqE+/pjkdr7mYpL10jqmsaGbnMlohJHXGfBqqCSFErGjuDcT/rJWqV5mLkBBSWKFrT2ZeQRECAK8NGjTI1dU1KysrOzu7Z8+edR+6efOmXq8PDg6mqFYv48moq3UpFzUXk7SXzmovnGX11tYSTeqPcqGFhBDCNLmsDCGEMMZ/dhbVPq/1mXkLRQidqFygOOgQ9pvj0DSJb1nmG0STNS3g9Z4K5WjV1Qcrk/rrbnMdEIBQFBUZGXngwIG4uLjHHnvMvFGj0UyZMuXGjRtyuVwkEv3xxx9eXl4tvpSpuFBz8az2QpL20jld6pUW2suSYoPpqipXU76DFF8jdz1CfIffOdrTNXcQWfuoxKFmm7+bpLXvzlsowpadP39+0aJFf//9d0hIyJdffhkYGMhVEmNerjW7mUqLhb49OjtMU44cOfLRRx9l37plUIsKwl+l5Z4aunbxKg0tSZX4ZYi9f3Ad3U+bt7aIGcVVUIB/xMTEHDhwIDY2tqYIv//++8rKytTUVJFINGPGjOXLl3/xxRcWn1tvtEtmehvevdBgOqfSxldpz6q0GVoDSwghWYQQUpBMfIcT516EEFJ2kxCWkCYO8soyCSFE5kokTuYNEmIKD3CwvDM0gukTLdDr9Q888MDkyZMTEhKCgoJmzmxiBHPnq/hle/6bL1iz560Zk9RxRzs7j0VFRUVPP/30v+csKI9acVvZW3fqq7otWMNICTSU5JI0YMIe7Xu70+1pBhfwUePVt3fv3v3000+LxWKKoubNm7dnz57avRmTPiOtcveOgjf/8/eEsOwpYwrfXVi5e4f1LWhiSbrWsLO46vW/i8dczolMufXyzaKdxVU3tAYpTYUpJT37jiXjPyKDHyeEEK9QQlFEW0YKrzb5itmxhBDiPaRmg4AxDv5rHWsyNvkUqKOzjggzMjKMRqO/v79CYeEab3l5eUFBgUwma3BG3g4dOnRIoVC89tprhJCPPvrI09Pz8uXLgwYNsnGMkjUrKnZsYnVWXWZg1NUFb77k/uZShymPdHawBjw8PFb/X+Ksby9XG2gSPJkcermZj7EsRakN7IoDmTcK1FufD+Xwiob5x7VHjx5yubzxo+YfV7lc3qMHZ8fZ0KnCw8PlcvmVK1dKSkrc3NwIITk5OQEBAeZHAwICcnNz1efP6JPPay4maS+eZaoqW/sWJpa9pjGcVWnPVesSqzTldW4l4SYUhCokYUpJmEISqpCIKOovpdMiz/4q84dIpRfxCSO5Z8nFTWTC8juXDOvKTSL5FwkhpO/9NducTOqA2J+L3jd5Ll1BcLGwJZ11RBgTE9O/f/9jx45ZfHT79u39+/efPn16J717B0pPTw8NDTV/LZPJ+vbtm57elrMf7VHxfz9W7tzMajXWP4XRaoo/Wao+ZeuFoy78XTnr28vV5rnAVXlE6dXkyZx/VOtMe5Ly//dzmi3yNWHEiBH9+/dvatzgli1b+vfvX3PSDLofsVg8fPhwlmUTEhLMW4RCobG6WnM6vvS7L3PfWUCbjLnPzihZ/Yk69qj1LahmmPgqzVd55U+mFwy+lP3Q9dwPc0p/K6suNzKeIsEkF8Xb/q57+/ueGtxjXW/P57ycwpVSEUURQsarUuRMnU+9YfOIUEKKr5GTHxJNab33yDpB4pYTQkjve4h7f/M2OaN7qeQQIaTqwC/Fn73Xvu8NL+AaoWWMVmO4nU0IqcrPEzMm89eEEKmArriVVfNHGzDevlWy8gMrjwXrYrSa/Dde9Fu/g1Y6dkawxnRGdsqnqWpzC5r0JOUHMuDf1jyxWmf66rfMiX5MVC8LB2S2wDCEEGNJYc2/rMDZlVYom30OdCsxMTEnTpw48ftv44QmzcWzXqWFZxY8P9DDgRCSVqH2FQmtPKoqMphS1LpzKt3Zau2lar2xznn/HhJhlIMsTCmJUEr9xM397hUQ5r38nxb4PqmhJYQQ4uBHRr9DYj8kuUlk39PEYyBReBKjjpSk3llru0ckCb9z3YQirLupclr5KfMfK3ZuoR2cXJ9/rdXfET5BEVqmORWXPWUMIURSXJVVpjZ/TQjJuZIjWHM7e8sqTtNZi61W5Tz2gM3ebr3rhBKP+1hKQoxaErecuPUnvf9l5XPVBuaZVYl/ZH5AEQ4uGJqqKgghRe8uynaUmbe4v/Ge04wnbJ8EuGKeTXhky/cvnPqNEHKflHyXX/lvV4WMprYUVj3g2tw0vls649lq7TmVrs5oF0IIEVBkkFwcppSGKySjHGTOwlacgfuX6tJ41eUjDoO1lIgQQryHkPu/IZd3klsJpCD5zk4URdz6kf4PkoDRNadepKxhbc56Aak99Vq2/itaJnd+8jnr351vWleEarW6tLTUx8dHIBC0vHe3MMpB+lFOabHB5C4SXFXry4zMEIXd3cDTHpgI/a3bRA0lIVW5JPYj4jeCDH68xfOidRUInU/Jg0epUzsvZGfT6/WFhYWenp52eJdXaF5kZKRQKLys1msYVkZTU1yUZ6q0oy/nCCgSppDO9ap3WsXEkkyd4ZxKe1alO6PS5uprx6TIaXqo+YKfUhKmkErpVl+fo6QySb+7pEPDtw4Kn3xUcjGnWqM3EUKI3INEvEyGv0TURURXSQQiInNvMNFeyhq+yN3UeGJSyepPaKWD479xet+yVhThkiVLvvvuO19f36Kios2bN//rX9Z+2O/SAiSiqa7KmWn5UY7Sv8rV832c5TSG2lpwRt7XRGhSnkX+WkQkjkRXQZLWEEJIyCwic7XmFdS0eJfzqK5bhBs3bly6dKn5KvJ77703Z84crhNBKyiVytDQ0HPnzl2q1o10kAoosizAfWkPliFERlOEECPLXtcY4qs051S6cypthan2kMtdJBgsvzPaZYhCImz94BRaoZQMCpVHREuHhEsGDqb++SB1NJp5dM2Fvy4X196SiaKIwpMoPBu8gog1SVjDmpz1EdXXXrpZNMlFcb9LnY5k2aLlS2iFQnnvg63NxgfWFmF+fn5+fn5OTo5YLN64cePChQuTk5Nbflq38H5Pt7MqbZbOONPdYYAMn/Qti1f01wjEROJARsyv94BQauUrsISKV/Tv+GQ2YTQa58+ff+LEifDw8KSkpLFjxz7xxBNCIS49dCXR0dHnzp1LUmlHOtz5oTWy7EW17pzqzjU/XZ0lXzxFgjClNMpBGqaU9pGK2jAuU+DuKRsSLh0SLh0SLul3F7H0CVsqove8FvZDXO6r267ojWyV1sJ0CAHLiIlpRHXaRwXbvQzlu0urfy9XH6nQOAjo0f+c6ieEEIYpWLKQCMXKCZNaH7abs/Y/qre39/r162v+KJPJmtm5RnJyssXx6GlptUMETSaTRtOK8ZCdTavVEkJMhFXXWRVioFw8UC4mhKhbv1RE59GwDCGEtY9U54XeJqOOiGTEN6zhY0YNIYSYRw2YdHf+aEkFEZSyAilr6LycDUjp2l8/1zT6ms/yTleuKo7emYtpzThhiqJomk5LSwsPD1er1XK5vA2LcgG3YmJiVq1alVilvUuuPqfSxVdprqr1Nf+1BBTpIxWFK6VhSskIpdS32dEuTRH59ZQOCZMOGS4bES3ys3Y2zuxo3+kjvH86lbf+WHZSRoVAQIkFNMOyGr3JjdaPL0ycXX4yWHdn8e6H3ZQ3tIZ1BRUvZhZ+38crQlnnkyhjKnz7FVqhkI8a3Ybw3RjVqttR/vTTT7t3775w4cLu3bubn0vn6+ubl9dwVfUGIiIiTp8+/csvv0ybNs36DDZA0zRjB9ViDYpwMbakzSiK2Nnk+f0DfAfIxOHJ2XXndVkUHR3d/LrMO3funDVr1sSJE2/cuPHDDz9ERER0aFLoRNevX4+Li/vrr79+/vnnutslNDVYLglXSsKV0jCFRClo9WURSiAQBw+UhoZJhw6XhY8SOLf3vkgsS3LLtcVVeqlI4OciVUroog/fqtz7U719CHknu2RHcZVSQG/t6zVYXm+tNUoq8/16q3RIeDuTdCet+1AzZMgQmUxWWVm5Zs2ab7/9tsX9J0+ebHFBspSUlBMnTtxJIBRanHTPFZPJpNVqBRQR2/0nepYQLcNShLThgnyH09FipvmhMSYdYVkikDQ/vVfK6G05cLTuL7a7neQ1H/NlwyLEfe+cp7106VKLtybQarUrV658//33AwMD16xZ88orrxw7dkwqtfa0MNiYyWS6fv16fHz84cOHjx8/XlRUVPfRMKVknKM8XCkZrJC04fcALZOLgwdKh4ZLQ8NlYSM6dh4ORRE/F6mfS+2Plsfijxh1terPA7X7EPJeT7dqhvm1tHrOjYIdwT59pbWLcbNaTd4rc3y/2y7pb+uFQexW644IzbKysnr16qVSqSye9jQzHxHu379/8uTJjR9du3btf/7zH/MRYWvfvbPt3bt36tSpE5zk3/ZueDna3pQbmfDkbCcBfS6U+wV6nu7xUqxiQHN7HHqRlGeR+74mzoFN7SJgTSlpC8SsrdeFMh8RburjFWNp+sSqVateffXV5o8I9+/f//LLL//999+EEJPJFBAQ8PXXXz/4IAYm2BG1Wn3+/Pn4+Pi4uLi4uLjy8tobuHt7e4eHh0dHRycmJu7bt2+xv+vTnq2bfStwdZPcFSobMlw6JFxyVyglErX8nI7DGo35C59rsLCiiSWv3Cz6vbzaTSjYEewdJK0XSeDi6rv+J3GvPrbMabesPSIsLCz8/vvvFy1aJBAIUlJSnJycMEDcxkqNpnMq3XgnuYD7wz8LhmhuJsr7Gal2Dal1M1XZvgU7hKenZ2VlZXFxsbu7e0VFhVqt9vDw4DoUkKqqqtOnT8fFxcXHx8fGxurqLEwRFBQUFRUVHR0dFRU1cOBA8zXdLVu27Nu3L0mltaYI64126T+Iw5XMKKHQ+9Ov815+WnPuVG08inzRy12dwZys1Dx5o2BnsHfdWfymstK8/zzuu/5n6y9VdmPWFqFcLj937lzPnj19fX2zsrI2bNiAEXE2U25kVuSWHa1QFxlMKUMCZHZ5zja6+vr3ruONVNtPBtKEGatqellh+zZixIjnn38+NDR00KBBV65cmTdvXmRkJNeheCovL898zBcfH3/hwoWa6/0CgWDgwIHm5hs3bpzFlWPN0+qTVLqmVsgV+fWUjYiShobLhkUIfZu9a7xtURKp9xfrc1+YpbtSO55fRFFfB3nOuVGQpNI+mV6wI9jbQ1Q7BdxYkJ/34uN+G38WuNv72a/OZm2ZKZXKXbt2lZaWlpeX9+jRQ2TbA3+ek9HUZBfFW34uQy7ZbrwUgeEAABgHSURBVGm31hqqzZSx+mrS9iKUMoZHKhI6MJKNffzxx++8805ubq6Hh4eDA+6AY1OZmZnm5ouLi7t6tfbjlEgkGjp06IQJE8wHfy4uLYxVCQoK8vf3z8nJydQaektFpMFol+GjBE7tHe3SeWiF0vfrbbnPPapLrf0OyGhqXW/P2en5V9T6p28U/NDXu+4CN4acrNwXH/ddv9Oe/1420LqjOldXV1dXqyZHQweS0NQoB6mGsa/xlg3QLDu/6OByz4fVdFtuB0qxbJC+YIjmZocHsyWpVBoUFMR1CrswZMgQrVa7Y8eOoUOHNn70u+++++KLL2JiYupOymqVZka7ODg4jBgxwtx80dHRrR2yFBkZ+fPPPyd79Rz+2GPSYRHSuwZTki4z6Il2cPRZs/X23EcMWZk1Gx0E9KY+Xo+m5V/X6OdmFGzt61V3VRB9RlreC7N9v9tBO9hoUWI7hNOblsmjx/bavp3rFIQQYiwquP3kQ0ybploKXNz8fzxAWzfps/3eNLE/fnAhvUjLtL6zZRLhlren9PJ/tDOCtUjQK4iUlnp/urbX3Xebt1BSG33TuqvU1FStVqtWqy0+WlxcnJqa2tp7XNcd7RIbG1tRUXvTdh8fn7CwsOjo6AkTJgwdOpRux/JPMTExP//8c0qPvi5zX2rzi3BI4Orm+80Pt5+ZbsyrXWjNVSjY0tdrZmr+xWrdcxmFG3p7SeoMNdelXs17ZY7P11tpGUer3nMNRWgZJRTRjk5cpyCEELGjk8e7nxUufZ008TulKZRU5v3FeqGXdycFa0xMyK+LIsKXxFdpWjfgRSERfDA9eNhA304K1jKKIoRQcoWd/KNDjcrKyjNnzhw+fDguLu7s2bNNjXa56667OuodzZcJW5wwY8+EXj6+a3+4PfcRU0ntgbK3SLi1r/fMtLzEKu38m0VfB3nUXQpOe+lc/sLnfL7cSPFyFGRnFWFqairDME1NEJw7d+6sWbMw3MZKyn/dZywp1Kxabv1TKJnM66OvpCEWzkp1qmAfxe9vDL/30ySV1mjlxByFVPDihIDXJvXq5GjNuXnzZjM/ri+88MJTTz2FH1ebyc3NNR/2NTXaZcKECWPHju2kcbkhISHOzs43b968detW170Vs6hnoO/XW2/Pe5SprJ0l0lMi3NzH67H0/CMV6jezilcEetQ9cNacjiv433yvT9ZQAt79qHfWX7j5wQJisRizL1pFFT1BozGQU/Ny9EY3Ie0qbO7uH7SLq8/K9dLBw2wWr67IYJdT70XevyKpoLBCQzX3ryxkTWKR8ItZA54dz/E8SPy4cq5mtMtff/1182btpWK5XD506FDzYV9MTIyzs3NnJ6FpOjIy8tChQ/Hx8TNnzuzst+s84r79fVZvynthFlPnZFKwTLytr/estPx9pdUiiloW4F53cGz1sT+K3n/T890VFhc+7cZ41/xd1BtvvJGWljZ0QP9Ff2eOd5LP92nu10HPn/8QuLrbLFtjA/2U11eMefvhhd8qYwjLVgukbP2x6FJGzxJqtPrKqhciB3DdgsCtb7/9dvHixaWltTded3NzM9dedHR0WFiY7ceox8TEHDp0KDY2tksXISFEOmiI98r1efPnsPraU8oDZOINfbyeTM//vxKVUkC/7V9v/GPVgd20Qun+Br/ua48i7Bq2b99OCNHfSL01494Wd6bl3C9ZJxHRL6qOz8k7cFx512Hl4EvSwL9ZxkSIh7Gyv+rq2Oork6oueBorfByjuE4KHHN2djbf5dR82BcdHd3O0S7t1w0uE9aQDY/0Wr6m4I0XWGPtlfthCsk3QZ7zMgo3F1a6COn/eNf7YF3x01bawcn1hQU2D8sZFCF0IjFrvKfq0j1Vlwgh9+kL0gjZfGt1P9zKijfuuecei5Wm1+trvr7//vuzsrJ69rSjEwPh4eFSqfTy5culpaXdYMKYYswEr4+/yv/vy4Qx1WyMdpR92cvj5ZuFX+SWSyn6mfp3Hi7bsJqWyZ2fet7mYbnBrxPBANAe169f37x58969e813K2uRg4ODiyV17+Pm4OBgVy1ICJFIJBERESzLJiR04RUe6lLcPclzybIGi8Dd4yxfHuBOE7L8dulPxVUNnlKy5tPK//vRhhm5hCIEAKt8++23kyZNunbt2rp16yIiIqy5jegvv/ySbcmiRYtsELg9oqOjCSFxcXFcB+kwDlOmuy9c0mDjVFflkh6uLCHv3Co5UFZd7zGWLVq+pOrXXbaLyB2cGgUAqzg4OMTGxvr7+zMM07dv3z///LMb316jO10mrOH06NOm8rKyDavrbnzcw7HCyHyZV/7638UKmh7nVGcpCZYt/OAtSq7s9je1xxEhAFhl1qxZ/v7+hBCapl1cXIzGLnmfECtFRkYKBIKzZ882tThOF+X6wgLnx59tsPElH+fnvJyMLPvyzcLTVfVPejOmwrdfUSecsF1ELqAIAaB1rl27lpGRMXr0aK6DdCJHR8fBgwfr9fqkpCSus3Qwt1fecpzacFrI634uj7k7aBl2XmZhslpX9yHWYMhf9IL2Qnf7PtSFIgSAVigpKZkxY8ann37a7W+42C3PjhJCCEV5/O9D5cQH6m0j5L2ebtPdlNUm5qn0gmsafd1HWa0m79VndNdSbBvUdlCEAGCt1NTUMWPGPPXUU88+2/D0WvfTbYuQEEILPN9fKY8eX3cbRciHPd0nuSiUAlpKN7wbI6Oqynv5KX1mug1T2g6KEACssnv37sjIyGefffahhx7KzMysuxZMt2QuwoSEhG55NdR8U3tZ2Mi6GwUU+TzQfVc/n14S0VW1/pkbBfNv1i7bbSorzfvPE4bbt8x/XLBgwX333Xfw4EGb5u4cKEIAsMo333zTq1evbdu2PfLII4888si2bdua2Xnjxo1btmwJDg62+OiUKVO2bNli55MovLy8+vbtq1KpLl26xHWWTkFJpN6rNkpDw+tuFFOUl0hACCk1mk5UauIr602SMRbm5734uLGogBCSkJDw22+/ZWVl2TJzJ8H0CQCwyl9//WX9zo899lgzj4aEhISEhLQ7UaeLjo5OT0+Pi4sLCwvjOkunoGVyn1Ubc597TJd6xcqnGHKycp97zG/Dz50azMZwRAgAYFl3vkz4D9rB0WfNFlFgb+ufYsjKzHvpCWIytbxrF4EiBACwzFyEJ0+eZK28u2bXJHB1812zRejlY/1TDDnZjF7X8n5dBIoQAMCyPn36+Pr6FhUVpad3z9GSNYQ+fr7f7RC4WTUlhnZ08vl6Ky2Td3Yqm0ERAgA0KSoqinT3s6Nmoh4Bvmu30Y4t3PpY4Orut26nNGSobVLZBgbLAAA0KSYmZteuXbGxsc888wzXWTqduE8/n9Wb8l6YzajvLMCtYpj7r+XW7EAJhUI/CfXvRwghGRkZ3KTsBChCAIAm8WG8TF3SQUO8V67Lmz+HEA0hxMSS1HqrzOjJ9VSusnUenBoFAGjS4MGDnZycMjMzc3JyuM5iI7Lhkd4r11FCISHESUCnDg1MHRp4c9q/dPm5xjpGjBjBddIOgyIEAGgSTdOjRo0ihMTHx3OdxXbko0a7PP2i+WsBReSDBvfY8JPYy0dQB7cJOxaKEACgOeazo93pJr3WkA4dbv5CFjbS99vtAicXbvN0KlwjBABoDt8uE9ZFyeU+azZTYgnXQToXjggBAJoTEREhlUpTUlLKy8u5zmJrlFDU7VuQoAgBAJonkUjCw8MZhklISOA6C3QKFCEAQAv4fHaUD3CNEACgBTExMcuWLeNVEfbu3fvdd9+VyWRN7TB37tx77713+PDhtkzVSVCEAAAtiIqKEggEZ8+e1Wg0zXRDdxIUFLR06dJmdpg7d66tsnQ6nBoFAGiBo6NjSEiITqdLSkriOotde+KJJ8L/0YVuXo8jQgCAlkVHR1+8eDEuLm706NFcZ7FfJ06c2LRpU2BgICHE29ub6zjWwhEhAEDLMF6mRSzL5ufnR0REBAUFBQUFyeVd5j5NKEIAgJaZDwQTEhJM3ejO7B2rpKSEYZj//ve/kyZN+uCDD7RaLdeJrIVTowAALfP29u7du3dGRkZycvLQod3qbnwdxcnJafv27YGBgQKB4JVXXikoKFizZg3XoayCI0IAAKvg7GjzRCLR9OnThw8fPmzYsMWLFx84cIDrRNZCEQIAWAVF2DytVltzt94bN274+Phwm8d6ODXabbCEUFxnAOjOYmJiQkJCBgwYwHUQO3XixIlZs2bdd999YrF4//79P/30E9eJrIUi7EpYg77pB+u0IMN0fhYrGAwt7sLquszldIC+ffsmJydzncJ+TZw48erVq4mJiWq1+uOPP/b09OQ6kbUolmW5zmBfysvLb9y44eLi0rt3b66z1KO7lpI3f46ptLhmi4klVzU6IUUNkInr7ikOCvb+coPIr4fNM/4TrLSk4M0XtReS6v503dAaNAzTVyqW0rWdTSsU3p+vkw2P5CImgFVMJtOmTZsIIdOmTXN2dm68w5kzZ5KTk3v37j1u3Dibp4MOgCLsGtQnj+T/72VWqyVW/HtRNE3JFb7f/CgZGGKDbA0YbmXlPjPNVFHBGvXWnK2lpDL3Re86PjTDBtkA2kCj0ZinxF25cmXgwIGNd3j99dc///zzmTNn7tixw+bpoANgsAx5/vnnvb29P/jgA4uPpqWleXt7e3t763Q6Gwerob14Nv+tl1mNZndx1ciUW8/cKGhqz4lXb49MuXW6Us2oVLnPP2bI/tuGMQkhxFRakvvMNGNZaWa1emRKzsiUW/ommvutrOKRKbe+za9gtZriFUurj/xm46gAAGYoQlJeXl5QUFBZWWnxUYPBUFBQUFBQwNWhM1NZkb9gLqvVEEI0DFtsMJWbmrwEWGI0FRtMeoYlhGXV6rxX5rBGow3DkoI3XjBVlhOGMbKk2GAqNpia+rZVmJhig6maYQghrFZbuPR1Y95tW0YFADBDEdq7ktWfsJq2jChhWcZUVFDx89YOj9SU6qO/61KvsFaMkWmM0ekKP17c4ZEAAFqEIrRrprLSqoN7GH0bz8oyGnX5+q9sdlBY8tUnjFrdxlkcJpPu/Bl9ZnpHhwIAaAGK0K6pfv+VUO2aHciaTJrTtpj/q0+/biopbM8rsEZj5d4uM/EIALoNzCO0a6ojh8xXB9uMUaurjx+WR3X6qG51/HHW0K5DT9ZoUJ/4iyx4u6MiAXSsr7/+2sPDo/H2hIQE24eBDoQivINlWaOlU4jcrjRvyEizuL3JISiNsYzu8vkOC9Q0zaWzFuf7M02ktfgXMOTlskYjJcSPJdijtWvXch0BOgV+49zx+eeff/7551ynqI9lmarKxmunXarW9buQZf3LGEuKW96p3Uz5eRa3h1xsRVRKJDKVlQg9vDooFEBHWrlypb+/f+Pt27Zt279/v+3zQEdBEd7h4eFhcYlYnU6Xmppq+zyEEMIyLKEajz2R0VSARGTxGelavanRoRbb9HSLDtTUkJx+MrHFi5y39caqxsEoiuBmb2CvJk6caHFC/enTp20fBjoQivCOJ598csWKFY23X7lyZdCgQbbPQwghtIASidhGQ0aDZeJf+lle1j08Obvc2LBdBAplp8Rr8C6Wlp4ihOzu5yOhLVThi5mFf5arG2416mlHpw7PBgDQDIwatWtCH9/2v4goqE/7X6RF4uCB7RzgSgihpXJaruiQPAAAVkIR2jX5yDGUQNCeV6BlMkXU2A6K0xzZiGi63YeekqHDOyQMAID1UIR2zeH+hyiJpD2vwJoYxfh7OypPM+Qjo4mxXZf3aIXC8YFpHZUHAMBKKEK7JrkrVOjXs8033KWEQkXMOIGbhZlPHY4SSxz+/Vh7apuSyuVjJnRgJAAAa6AI7Z3HWx/SElnbnksJRW6v2m4BT9dnX6ZEbSxCWib3ePM9SoDRW2B3aJoOCQkJCQmRSqUWd/D19Q0JCQkICLBxMOgoKEJ7Jw0Nc5w2i5bKW/tEWiZ3XbhE6Gth2lMnoR0cvT7+kpZZ/mXRDEoqlUeOUdw9qTNSAbSTRCJJTk5OTk4OCgqyuMOCBQuSk5OXL19u42DQUXBjXnLu3Lnbt2/36dPH4gyhqqqqY8eOEUImT55M0xx9bmCY/NefV5+Oy6msuq7ROwro4UrLZXOyUmNg2aEKiZuD0unfs9xe4+B+DuU7NpV9vaJKVX1KpSWEjHOSW/yuJat1RQZToETUx8lBHDzQb912Styuq6EAAG2DIuwiGFPxp0urDuxmNI3m3jVEUVKpy7xXXJ58zhbBLKk6uLt42dusXtfiXH5aJpONHO318Sq0IABwBUXYlagTTxZ9+BZTVclUqyw8TFG0TC709fd8d4VkYIjN09VjyMosfP9NXepVVq8lluqQVigokcT9jaXKiQ/YPh4AQA0UYVfDMNVxxyr37NCeO8MadJRASAjFGnWUwkExMsbh4cdkYSO4jlhLdzWlcveP1XHHTKUltERCWMIyJkLR0pChjlNnKsbfS4ksrxUHAGAzKMIujKksN1VVEkIEzq7tn8zeqVitxlhSRAihZQqBqxvXcQAAaqEIAQDaJT8//+GHH/bw8Ni3bx/XWaAtUIQAAO0yffp0gUCQlJSUkZHBdRZoC8wjrCcxMTH8Hw88YO+DOFJSUmbPnh0eHj516tS0NMu38OXWqVOnZs+evWnTppote/bsGT9+/KhRo5YtW8Ywtrg/FECnOnjwYGpq6vz587kOAm2HhTzqSU9P9/X1/fLLLwkhYrGY6zjNSU9PHzt27LvvvvvOO+/k5+dbvF8ot5YuXZqUlFRdXX3lyhXzlgsXLjz11FNbt2718/N76qmnpFLpa6+9xm1IgPaorKx88cUXd+7cKRTid2kXhlOj9SxbtqyoqGjlypVcB2nZSy+9pNVqN2zYwHWQFixevFin03322WeEkOeff14sFn/11VeEkL1797755puc3fQYoCM899xzIpFozZo1SUlJM2fOxKnRLgqnRuvJz8+/ePHijBkzZs2adebMGa7jNOfy5cvBwcGLFy+eNWvWtm3buI5jlWvXroWFhZm/HjZs2I0bNwwGA7eRANosMTFxw4YNjo6On3zyydatW8vLy+3/gylYhMP5eubOnZuWljZgwIDY2NgJEyYkJycHBgZyHcqyvLy8nTt3LliwYNiwYQsXLtTpdHPnzuU6VAuqqqrk8juLpiqVSoZhVCqVi4sLt6kA2kYul3/88cdcp4AOgCKsx7zGPCFk4MCBW7duPXz4sN22i6ur66uvvjpjxgxCSGZm5r59++w2ag1vb+/CwkLz1wUFBVKp1NnZmdtIAG0WGhoaGhpq/jopKenQoUP2/38QLMKp0XrS0tLMQxn1ev3t27e9vb25TtSkYcOGxcXFmb9OS0tzd3fnNo81xowZc+DAAfPXBw8eHDt2LEW19V6LAPakd+/eq1ev5joFtBEGy9RiWXbChAkqlSoqKio+Pt7d3f3XX38VCARc57IsPT195MiR06ZNMxqNe/bsOXny5KBBg7gOVc/169c3b9588uRJo9E4fvz4119/nabpoUOHjhw50t/ff+PGjQcPHoyKiuI6JgDwHYqwHoZhTp8+fe3atV69etn/8Upubu7hw4c1Gs2UKVN8fHy4jtNQdnb277//XvPHGTNmODk5lZWV7dmzp7q6etKkSX369OEwHgCAGYoQAAB4DdcIAQCA11CEAADAayhCAADgNRQhAADwGooQAAB4DUUIAAC8hiIEAABeQxECAACvoQgBAIDXUIQAAMBrKEIAAOA1FCEAAPAaihAAAHgNRQgAALyGIgQAAF5DEQIAAK+hCAEAgNdQhAAAwGsoQgAA4DUUIQAA8BqKEAAAeA1FCAAAvIYiBAAAXkMRAgAAr6EIAQCA11CEAADAayhCAADgNRQhAADwGooQAAB4DUUIAAC8hiIEAABeQxECAACvoQgBAIDXUIQAAMBrKEIAAOA1FCEAAPAaihAAAHgNRQgAALyGIgQAAF5DEQIAAK+hCAEAgNdQhAAAwGsoQgAA4DUUIQAA8BqKEAAAeA1FCAAAvIYiBAAAXkMRAgAAr6EIAQCA11CEAADAayhCAADgNRQhAADwGooQAAB4DUUIAAC8hiIEAABeQxECAACvoQgBAIDXUIQAAMBrKEIAAOA1FCEAAPAaihAAAHgNRQgAALyGIgQAAF5DEQIAAK+hCAEAgNdQhAAAwGsoQgAA4DUUIQAA8Nr/A9yVW7pokcN6AAAAnnpUWHRyZGtpdFBLTCByZGtpdCAyMDIyLjA5LjEAAHice79v7T0GIOBlgABGIOYGYi4gbmBkU0gA0izMUJoJxmdk0AArJpfmBtrDyMTAwAw0jIGBlYGRjYGRnYGJg4GJk4GJi0GEQbwP6hYwADrowP4evV2LYQII9gF7BNvhwM9mG1Wo+H6QHBJ7PwMcwNgNqgg1Dg7IZiLptYepFwMAoUMjS/nWyHAAAAD0elRYdE1PTCByZGtpdCAyMDIyLjA5LjEAAHicjZJJDoMwDEX3OcW/ACghTFkyqVQVILW0d+i+91dtEDgIKcJhYTsvlu2PAtuzfXx/2C1plQJ04HPO4WO11moAO6i7231EM1f1lmmm9zi/YAyMxnKObDVPw5YxaBCZONNsiHSsV0+cjUyI3LMh0BJ4qWKKHpE935/AjMG95O6cwfwARgGyIFKmCYClDwY4R5y9sh7SpMeVYUg/Dwz12I3tQdRV5noaW5GZTyJaUgArivFtKrpwmMn2Ocxlx/y2kEVyWMq6DJVzshUOjT/8kjB+636jHG//MvnqD1TClKxqWvGtAAAAuXpUWHRTTUlMRVMgcmRraXQgMjAyMi4wOS4xAAB4nG2PMQ+CMBCF/4ojJKXptbTQY3TBxbgTBmMcSCQl2JEfL62mZ43D3b2X773hhn48FkM/lnH9l/sctqJSTLCuAq7TDfNWcXUiEJFMPJ98LKdOqpTs6t18Wd2Cgk/P07w8ptvkOew2kLPzd64QyAiUeVASq1HlTBHTWJMB1HlQEzNocmaINdiQkdjmwZZYizZnlphF+PkVvp4Fsb0Aoyh327K7y1kAAACbelRYdHJka2l0UEtMMSByZGtpdCAyMDIyLjA5LjEAAHice79v7T0GIOBlgABGIGYDYlYgbmBkU0gA0izMHGCaiZGRQQOsCBfNDdLPxMDADNTEwMjKIMIgHgQ1FAzYos2z9sse/GsL4hjHc9vzCX60A7GrPosfYEhM2Qdi329euD9y+Sl7EPt7muB+0/er9oPYSV0n7TfNkAOzxQAzyh2smfQnAgAAAPJ6VFh0TU9MMSByZGtpdCAyMDIyLjA5LjEAAHicfZFdbsMgDMffOYUvUOQvIDw2SbVWVRNpy3aHve/+mr0qo5VQDQ+29fvb2ARwe5+v3z/wbzyHAIAvbq0VvgQRww3cgfH0dllg2o7jnpnWz2X7gAzJFHaeyeO23vYMwQQHjJW0YgGMxFJRzME/a1KG1bJJVZnM0YKD9DiBMxw4SlGW7KWZBTl3SHWSImcapADFNAgLd8DkoPXOpZbiEpGknDpkNtIKFU333plqotIBT8v8tIb7YsZ1mdti/HAb30NpU3qobRQPU3uwKSE/Nnss7fH+W+aHXxL7YnmfZt3eAAAAwHpUWHRTTUlMRVMxIHJka2l0IDIwMjIuMDkuMQAAeJxVzL0OgjAUBeBXccSk3txfSsvogou6EwZjHEgkEGXk4S04NAy9yTlfTtumu52LtumO20nvsBQE5tXUnRBKCkbe1QimqkwOQT1WIq5OGkgD+tQRS8C1YxCvvE2ZBblMHQGXVKlL31bC/6WVPnjvkomYiju6xzwO9884RYT+exmmd//sZ6AUV7mO8wssUg4UOQeMsl9JNo66N80m0fZm2XT5AUm7TndUHBhVAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] @@ -449,7 +455,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "" ] @@ -492,7 +498,7 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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\n", "text/plain": [ "" ] @@ -530,8 +536,8 @@ "def simple_network_planner(three_heavies, two_heavies, mapper):\n", " mappings = []\n", " # loop over all pairs of three-heavy, two-heavy\n", - " for molA, molB in itertools.product(three_heavies, two_heavies):\n", - " for mapping in mapper.suggest_mappings(molA, molB):\n", + " for compA, compB in itertools.product(three_heavies, two_heavies):\n", + " for mapping in mapper.suggest_mappings(compA, compB):\n", " # use all suggested mappings\n", " mappings.append(mapping)\n", " \n", @@ -560,9 +566,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "execution_count": 21, @@ -571,9 +577,9 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, @@ -608,11 +614,11 @@ "\n", "def scored_network_planner(three_heavies, two_heavies, mappers, scorer):\n", " mappings = []\n", - " for molA, molB in itertools.product(three_heavies, two_heavies):\n", + " for compA, compB in itertools.product(three_heavies, two_heavies):\n", " best_mapping = None\n", " best_score = float('inf')\n", " for mapper in mappers:\n", - " for mapping in mapper.suggest_mappings(molA, molB):\n", + " for mapping in mapper.suggest_mappings(compA, compB):\n", " score = scorer(mapping)\n", " # note that our scorers consider things better if they have a low score\n", " if score < best_score:\n", @@ -646,11 +652,11 @@ " # This score is the highest indices of mapped atoms plus the length of the molecule names\n", " # It shows you how to access this information from the mapping. I wouldn't recommend\n", " # it for production work.\n", - " molA_to_molB = mapping.molA_to_molB\n", - " highest_indices = max(molA_to_molB.keys()) + max(molA_to_molB.values())\n", + " componentA_to_componentB = mapping.componentA_to_componentB\n", + " highest_indices = max(componentA_to_componentB.keys()) + max(componentA_to_componentB.values())\n", " \n", - " # you'd probably be more likely to access molecule info via mol.to_rdkit()\n", - " name_lengths = sum([len(mol.name) for mol in [mapping.molA, mapping.molB]])\n", + " # you'd probably be more likely to access molecule info via comp.to_rdkit()\n", + " name_lengths = sum([len(comp.name) for comp in [mapping.componentA, mapping.componentB]])\n", " return name_lengths + highest_indices" ] }, @@ -672,24 +678,14 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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"execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -864,18 +860,18 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 30, "id": "2d105b1d", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, - "execution_count": 28, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -905,13 +901,13 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 31, "id": "988abcd9", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "" ] @@ -932,18 +928,18 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 32, "id": "1e43c2d5", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "execution_count": 30, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -971,7 +967,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.9.0" } }, "nbformat": 4,