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@cthoyt
Forked from iwatobipen/make_peptide.ipynb
Last active March 19, 2022 10:46
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "metric-discovery",
"metadata": {},
"outputs": [],
"source": [
"from rdkit import Chem\n",
"from rdkit.Chem import rdChemReactions\n",
"from rdkit.Chem import molzip\n",
"from rdkit.Chem.Draw import IPythonConsole\n",
"from rdkit.Chem import Draw\n",
"import copy\n",
"import chembl_downloader\n",
"Draw.SetComicMode = True\n",
"Draw.rdDepictor.SetPreferCoordGen(True)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "caced6ac",
"metadata": {},
"outputs": [],
"source": [
"# This automatically downloads and parses \n",
"# https://ftp.ebi.ac.uk/pub/databases/chembl/ChEMBLdb/latest/chembl_30_monomer_library.xml\n",
"root = chembl_downloader.get_monomer_library_root(version=\"30\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "accepted-purse",
"metadata": {},
"outputs": [],
"source": [
"monomer_list = root[0][0][:]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "therapeutic-visiting",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<Element '{lmr}MonomerID' at 0x118f06b80>,\n",
" <Element '{lmr}MonomerSmiles' at 0x118f06c70>,\n",
" <Element '{lmr}MonomerMolFile' at 0x118f06d60>,\n",
" <Element '{lmr}MonomerType' at 0x118f06e50>,\n",
" <Element '{lmr}PolymerType' at 0x118f06f40>,\n",
" <Element '{lmr}NaturalAnalog' at 0x118f1c090>,\n",
" <Element '{lmr}MonomerName' at 0x118f1c180>,\n",
" <Element '{lmr}Attachments' at 0x118f1c270>]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"list(monomer_list[0])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "multiple-possibility",
"metadata": {},
"outputs": [],
"source": [
"mols = []\n",
"for m in monomer_list:\n",
" mol = Chem.MolFromSmiles(m[1].text)\n",
" mol.SetProp('Type', m[3].text)\n",
" mols.append(mol)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "painted-niger",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2851"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(mols)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "sharp-filing",
"metadata": {},
"outputs": [],
"source": [
"def combine_fragments(m1, m2):\n",
" m1 = Chem.Mol(m1)\n",
" m2 = Chem.Mol(m2)\n",
" for atm in m1.GetAtoms():\n",
" if atm.HasProp('atomLabel') and atm.GetProp('atomLabel') == '_R2':\n",
" atm.SetAtomMapNum(1)\n",
" for atm in m2.GetAtoms():\n",
" if atm.HasProp('atomLabel') and atm.GetProp('atomLabel') == '_R1':\n",
" atm.SetAtomMapNum(1)\n",
" return molzip(m1, m2)\n",
"\n",
"def make_peptide(monomerlist):\n",
" monomerlist = copy.deepcopy(monomerlist)\n",
" for idx, monomer in enumerate(monomerlist):\n",
" if Chem.MolToSmiles(monomer).count(\"*\") == 1:\n",
" continue\n",
" if idx==0:\n",
" res = monomer\n",
" else:\n",
" res = combine_fragments(res, monomer)\n",
" return res\n",
"\n",
"def cap_terminal(m):\n",
" m = Chem.Mol(m)\n",
" n_term = Chem.MolFromSmiles('CC(=O)[*:1]')\n",
" c_term = Chem.MolFromSmiles('CO[*:2]')\n",
" for atm in m.GetAtoms():\n",
" if atm.HasProp('atomLabel') and atm.GetProp('atomLabel') == '_R1':\n",
" atm.SetAtomMapNum(1)\n",
" if atm.HasProp('atomLabel') and atm.GetProp('atomLabel') == '_R2':\n",
" atm.SetAtomMapNum(2)\n",
" res = molzip(m, n_term)\n",
" res = molzip(res, c_term)\n",
" return res"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "successful-woman",
"metadata": {},
"outputs": [
{
"data": {
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8fZ/p06dPdna2vr4+s21DqA3ohF0W7niDUMvgJDXGpKWlDRw4cNKkSc7OzuvXrxcIBGVlZT///POgQYPOnz/PWJmbN8HGBry8YOpUsLeHlBTGroxkD30xwztREEJI7mAPFmN4PJ6Jicnp06c5HM60adPOnz+vpKTUu3fvIUOGNDQ0MFOjoQFmz4a9e8HJCQDg4EHw8YHbtwHv5pAxAaamKkz8UjBgIYSQnMIXZuapqKj06NGjpKTExcVl6tSpGhoajF3633/ByKgpXQHAzJnw4gVkZjJ2fcSQqbq6SjiSghDqWBYuXDhExNGjR6XdIpmGPVhMKioq2r59e35+/u3bt7/77jvmC+Tng6npa0fMzCAvD6ytma+FZAD2YCGEZMfSpUtFFxrFbb+bhwGLScrKyubm5n/88ceePXsMDAyYL2BoCMXFrx0pLgYjI+YLIdmAAQvJDpzkjvr27SvtJsgTDFhM0tHR8fDw4PF433//fXR0NPMFhg2Dhw8hKwvoXWk3bgCPB1ZWzBdCsgEDFkIIySkMWMz79NNPDxw4cPbs2cGDBx85ciQ9Pb2xsbGxsXHatGntvbSWFmzbBq6u4OEBjY1w9ixERYGSEhOtRrIIAxZCCMkpDFhtVFdXVywyWsdms3v06LFq1Sr6MDw8/NmzZ3TEcPHixQCgw8iaVQIBuLjA9evw6BEoKoK/P6ipASGAnfYdFAYshJBMqaysFAgEAKCioqKuri7t5sg0DFhtlJqa+p///Ef4UFNTc8eOHaNHj6YPzczM6E4CDO8cV1oKBgbQvTsUFQEAqKlBQwPU1wPuoNJBYcBCskNbW7usrOzgwYNLly7FjX47LWdn55ycHABYsGDB5s2bpd0cmcbC5+722Lp1a0JCwvLly4cOHSqJeiUl0L076Os3TXVXV4f6eqirAzU1SVRHEmdvb//gwYP79+/b2dlJuy2os3vw4MGAAQMIIYMGDQoPDx87dqy0W4SQTMN3Ie2SlpZ27dq10tJSiVYVZmI6MogRuePCHiwkO+zs7E6cOGFhYZGUlOTk5OTh4fHkyRNpNwoh2YUBq10k/fr3xlwrDFgdHQYsJFM8PDxSU1PDwsK6dOly6tQpW1vb4OBg0YWREEJCGLDaRToBC19uOw0MWEjWqKmpBQUFpaene3t7NzQ0bNmyxcbGZt++ffhXitAbMGC1i5QDFuatjg4DFpJNJiYm+/bti4+Pd3R0LCgomDNnjqOj47///ivtdiFJOHLkyOXLl6XdCjmAAatdMGAhhDqtoUOH3rx5MyoqytDQMCEhYeTIkT4+Ps+fP5d2u5B4HTly5MaNG9JuhRzAgNUu6uo9DQ1HAmhKqB4GrE4Ge7CQjGOxWD4+PtnZ2SEhIcrKyvv37+/du/e6des4HI60m4bE5dChQ2vWrJF2K+QABqx2efZsVVLSkbo6ZwnVw4DVyWDA6iQSEhKuXbsWHx//4sUL4cGnT59mZWUxWYbHg5QUuHy5aSE95mhoaKxbty4lJcXT07O2tjY0NNTOzi4mJobZKp3ZmTNnVq5cuXLlyp9//pmucS0QCM6cObN8+fJO8fzw118wfDj07w9DhsD27dJuTUthwGoXCSecWhbL28ZmXq9e9KG7qek4M7NKgUBC5ZHEYcDqJBYvXnz27NnY2Fg3N7eLFy8WFRXNnz9/2rRpW7duZaxGXh7Y28N338GxY+DkBGvXMnbll3r37h0dHR0XF9e/f/+srCwvLy9XV9eUlBTGC3VCSUlJampqX3zxhZKSkqenJyFk6dKl8fHxnSLFxsfDd9/BoUOQkgKnTsGuXRAbK+02tQxB7TBjBgEgBw9KqFxVVRUAdOnShT6k2++Ul5dLqDySOLqAbUJCgrQbgsRr6NChhYWFhJATJ07Mnj27vr4+Pz//3LlzCxYsYKyGlxfZurXp4+pqYmlJ/v2XsYu/rrGxMTIyUk9PDwAUFRV9fX1LSkrEVKuT2Lhx444dO+jHvXv3Li0tpR9bWFgIBALptUsivvySbN/+6uGRI2TSJOm1phWwB6tdJNyD9UZ/BnZvdHg8Hg/wV9yZFBQUaGpqqqqqmpiYMHzps2dh7tymjzU1YcYMOHeO4RIv0VCVlpY2b948QsiuXbtsbGyuXbtWUVFRUVHB5XLFVLdje/HixaNHj/bs2aOvr8/M5ratx+VyIyIiZs+ePWrUqF27dvH5fDEWi42FBw8AAB4/hr59Xx23toZHj8RYlzm4F2G7YMBCYlJRUbFly5aUlJRp06bp6+tLuzlI7GbPns3j8VRUVCIjI5m/el0d1NeDtvarI927w8OHzBcSoa+v36tXLw0Njfr6+vLy8o8//pge37lzp5eXl1hLd0hxcXGJiYnPnj07cuTI23tB5ubmmpubi7UBx44dW758+ZMnT1gsFiHk5s2bu3fvDg8PHzlyJMOVMjMhMBDOnIFRo+DaNejaFUQXs62sBCnly9bCHqx2wYCFGMfn83fu3NmnT58tW7YQQsaPH29hYSHtRiGxO3DgwJw5c3r37i2WX7e6Omhrg+gCCrm5IObXYwBYtWpVZWUll8stKCgofwnTVdt8/vnnhw8fVlJSKnrrHoXnz5+PHz9++vTpGRkZ4ij98OHDyZMnT5s27cmTJzY2NmfPno2Oju7Zs2diYuKoUaOY3DTpxQsIDIT+/eHMGejWDaZPB0Jg5Eg4ffrVOadPw+jRzJQTN2mNTcq7hgZSWUlOniRhYSQlhVRWEj5f7EXr6uoAQE1NjT6kHRvFxcViL4wk5fLlywMGDKD/N52dnZOTk6XdIiQJdA4Wj8dzcXG5ceMGPcjwHKxFi0hgYNPHBQXExIRkZTF2cSRmwjlYly9fdnNz4/P55eXlOTk5PXv2fPLkycmTJ62srIyMjMzNzb/99tsXL14wVbe8vNzf319RUREAunXrFh4ezuPx6Kdqa2vDwsI0NTXh5fr+VVVVba/E55OoKGJgQAAIm028vUlRUdOnqqpI//5kwQKyfz9Ztoz06vXqU7INA1Yb7d5NlJVJWlrTQzs7kpkp9qJvBKzu3bsDQJGc/Kmh5uXn53t7e9NeSTMzs6ioKGm3CEmOcJJ7fHy8s7NzY2PjzJkzR4wYYW1t7ebmxsyNLOXlxM2NDBpEPDyIpSXZs4eBayJJOXr06Pnz5+nHGzduTElJOXz4sO9LcXFxFRUVa9euNTMzMzIysrGx+f333xsbG9tTkccjv//+p66uLgAoKir6+fm98+9Q9InL2Ng4MjKS34bOhvh44uhIAAgAcXIi9+41Hc/KIp6e5LvvSF0dOXKEbN5MDh0i7YlxksUiOMDUJnv2wLZtoKcHcXHAYoG9PRw9Cn36iLdoQ0ODmpqaqqpqfX09ABgYGBQXFxcVFdGkheRUfX39tm3bNm7cWFNTo66uvmLFiuDgYFVVVWm3C4nL9tcX8vn000+NjY3FXjUhAaqqoF8/4HCgqgpKSsDODgwMxF4Xtd7GjRsvXbokfDh16tSAgICWfGF6enpISMj169cBwMrKKjT0wNixbblb4soVCAgAbe0HV6/aOzs7R0RE2NnZNXN+YmLikiVLbt68CQAODg7h4eGjWzaKV1hYGBwcvCgvb/jly2BiAt9/D97ewGJBdTVs3Ajh4cDlgqEhPH4Mampt+EakTNoJjzENDQ0NDQ0SK7d7N1myhLi7k/37CZFUD1ZDQwMAqKioJCYm3r59m+aq58+fi70wEpvY2NiePXvS/4zu7u45OTnSbhESu0OHDh04cGDv3r379u07dOiQhEb5hw4lAIQu+fH55wSAxMRIoOytW7eiRaSmpkqgqLxrbGzkiGhtX9TVq1ednJwcHZ0UFRtdXUlKSiu+9ulT4uXV1JfUq5fg+PG/W/iFAoEgOjq6R48ewmezJ0+eNHN+fX39xo0bNTQ0AMBSX79x40ZSW0svRKKjiZkZASAsFvH2JnL7GtcRAlZGRsbkyZM///xzfX39sLAwDocjgaI0YGVlEXNzUl4uoYDF4/F8fX1NTU1VVVV1dHR0dXW/+uqrWvpHieRNWlraxIkT6ZPRoEGDrl69Ku0WIcn5888/jYyMli1bJrmSUgpYv/zyi6eIGIkURVwuNzLyqbY2ASDKymTpUlJR8YEvqasjYWFEU5MAEHV1EhJC6utbXbeFE7NiY2MtLS3fEcVu3yYjRzblu6FDyc2brW6BLJHvgCU6/05dXZ3+tug9DmKtm5XVFLAIISEhxM+vKWDdvy/Gojk5OZ9//jn9Hk1NTYV/nePHj78nHLFG8qCsrMzf319BQQHemjeKOonOE7CQFJWWEn9/oqBAAEi3biQ8nDQ2kvv3SUZG0wkNDeT6dUIIiY0lFhZNwcbdnbSzJ72ZiVm0Q0T4Yn3u3Dl6/NmzZ8VLlxIWiwAQExOyfz+R/wVU5TVg8fn8qKgoOkbGZrO9vb2Li4svXLhga2tLf3Ourq4PHjxgvG56OnFzI126kK1bmwJWfT2xtia6uiQysulP8/FjhovW1dUJ3xOoq6uHhITU19e//RPAsULZR1e4prd/0sUYhSsyo04FAxaSmKQkMm5cU3iysyOffEIMDJo6tAoLiYUFmTSp6bODB5Nr1xirm5CQIFwia8iQIdevX9+6dSvtENHV1d2xYwd9Y8nlcsPDw7W0tGbb2BBVVeLvL0fT2JsnlwErPj5+2LBh9Nc2btw40VvZuVzuG1s0MDW/oayMfPNN01sBfX2yYkVTwCKEnDtHAEhoKFFXJwBETY18+y2pqWGk7Ks5OiwWy9PT8405OhUVFUFBQSoqKgCgqakZEhIiyYloqFUuXrxob29P/25dXFzE8QYAyQspBKwhQwgASUwkhJBp0wgAOXJEctWRtMXGkl69iLMzmT6dTJhAvvmGkJcBa82apv4txnvS6cQsugIqi8VydnZWUFCgHSL0hFOnTvV5eXfYJ598UvnoEcMtkCo5C1iiHY+mpqbvu5WdDsHQpKyjo9POiVl0eQ59fQJAFBWJry8pKSElJSQ399U59+6RhgaSn0+8vZv6OI2NSWRkuxbHSkpKGjt2LP3LGzx48LX3v7PIzMz09PSkZ9L9VtteFYlBbm6ut7c3/oKQEAYsJHkNDaSggEyfTo4fJzY2JD6+KWDV1n54hlZ7VFdXr1mzRk1NjXYE0I0pMzMz3d3d6bOilZXV6dOnxdgCKZGbgPX2MFldXd0b5xQUFMycOfPRywicnp4+ZcoU4e/v1KlTbah76RKxt2/qPh0/vkWzrBISXs3SGzKkLT2uonN0dHV1WzhH5++//+7Xrx/9fv39/dOEi3QhKYmMjIyMjNy5c6eBgQG9/XPGjBnYxYhIJwtYGzdupMs1/fHHH5KpiJoxfTo5fZqcP08GDSJ5ecTCQkJ18/LyPDw8TExM5syZExISQgdeunbtKrFb0yRPPgJWbGyscPuIZm7+/L//+z/6MiZ658KFCxeEscPV1TWlxXes5uTkBARcpTnJ0pL873+taLBAQKKiiIlJ032my5fvzhXt73o/0V3olZSU/P39W7Umb2Nj46+//urq6mpkZGRiYuLn54frvEuRcBlAV1fXPn36zJ49e/Xq1dJuFJIJ0dEZEyf+s25dvORKSi9gHT16lL7ZuHjxomQqombQgEUI8fIi69ZJLmARQugCXXQpBzabzeAcHtkk6wErPT3dzc2NxqOBAwdeuXKlmZMLCwt9fX3f7vihc+i0tbVpavH19aVdlO8j7C0zNDTR169u292qhJDaWhIWRgYNSlJQUFBXV//gTgIXL14ULubm4uLS8iz4hhcvXmzcuLFHjx5GRkZWVla//vprR31/gJCc2rWLAJD58yVYEocIESFEJGDl5xNDQ4kGrBs3bgCAo6Pj9OnT7969K7nCUiK7AauZLZCad+fOnTFjxgiXF7p8+TI9Xlpa+sa98W+v3iYQCA4dOmRmZkZn5M2aNSs/v7ko1hI5ObnTp08Xzhv7888/BW/dfSqOOTqPHj3y9fU1MjIyMjIaOXJkbGzs2+f85z//cXNzmzJlyvRQU9oAACAASURBVMKFC9PT0wkhd+7cmT59+rhx4/z9/SsrK9vfDITQ2yQfsBwcHADg9u3bhJDPPvsMAI4ePSq58khmCAMWIeSnnyQasOhS7yNGjJBcSamSxYBFFyAQvZW9+Q6nd3pjVFE4MSstLW3SpEn0uLW1tejEupZPKm+D+Pj4ESNGiN6wSo/X1taGhITQfVE0NDToEgwM1r169aqzszONWZ6enm9MzAoODt6/fz+Xyz1x4sTw4cMFAoGPj09CQoJAIFi+fPn69esZbAlCSAgDFpKW5GQinHgiEJCXr0WScOvWLdqDJbmSUiVzAevy5csDBgygQcTZ2fl+O9bu5HA44eHhXbp0AQBlZWXRLpnY2NhevXoJJ2bdvHmzDZPKW+uNG1Y9PT13795NR6PpwxbO02otLpe7e/duGxsbIyMjMzOz1atXV7y8Y4QGLHqOqamp6EhibGzs3LlzxdEehBBdNs/XV3IVMWAhatw4IpxrU19P1NQkV7qzBSw2yJIjR47Qda0sLS2PHTsmOiepDZSVlQMCAjIyMnx9fXk83rZt23r16hUREcHn8z08PFJTU7ds2aKlpRUXFzdhwoRt27ax2eylS5c+evQoICCAhi1m0RSVmpq6evVqFRWVmJgYPz+/p0+fDhs2jG7XRYcmGaekpDRv3rxbt24tWrSIxWIdPHiwpqZG+Nn79++fOHFi6dKl48aNU1ZWFh6/du3a0KFDxdGezqOkpMTrdY2NjdJuFOqkCCEAQOcqiH4sGT169BCu3406LdE/v85AUdoNeKWuru7HH3/U0NBYvnx5cHAwHTVrP7pOv6+v75IlS65fv75kyZJ9+/b98ssvY8eOXbly5Zw5c6ZPn56QkGBhYXHmzBlra2tGijZDU1Nz06ZN8+fPDwsLc3BwUFJS8vHxYbPFnnS1tbXXrFnj6emZkpJiamoqPF5eXn7lypWMjIxTp04JDx49evTu3bvr168Xd6s6Ng0NDeH6ZJQEftEIyaDk5GRxvGtFbVNQANnZAABcrkTrYsCSGj6fn5CQ0KVLl3Xr1jF+cQcHh6tXrx46dCgoKOju3bv+/v5JSUksFsvAwOCLL764cuXKhAkTJJCuhHr27Llz506JlRPq27dv3759RY+MGzdu5syZkyZNun379qhRowDgv//9b0xMzMGDB5nKuJ2Wurr6GwELoYoKiIkBNze4fRv09ODaNTA0hJdrWXdYXbt2lULV9HR49AjMzMDODvC9jYjffoPoaAAAgUCidTFgSY24f/QsFmvmzJkff/zxTz/9NGbMGGH3eGf7lb9NQUHh+++/X7ly5dmzZ1euXHn9+vXg4OB///1XQ0Nj/Pjx0m4dQh1KYSEsXAjLlsGPPwIAfP89jBoliYAl3SFCSePx4JNPoKoKRo2Ce/egogLOnwctLWk3S1Zs3Aj0hq6GBujWTXJ1FRWNxozZb26uLrmSUiW7ASs2NpbD4UydOpWu98oUdXX17777rpm6ncqkSZPo3ZpDhw5duHBhQUGBlZWVlZVVSUkJANCVwxBCzBo8GM6cAW9veLk1JWLa3r3AYsGVK0BDpK8v/PgjbNgg7WZ1dgKB6bVrsx0cpN0OSZHdgDVv3rzS0tKSkhJmA9YH63Zgy5YtS0hIED6cNWvWwoULhQ+nT58OAIsWLZJCyxCSkszMzFu3btXV1U2dOtXExEQyRZWUYN06WLgQrl+XTMFXTp48WVtbW1VVJcmixcXFDx48qK6udnNzoxvSiREhwGLB+fMwezYIu+i+/BICAzFgSR39hXSCF9smshuwJJZ7Ok/A2rp1q7Sb0OncvHlTuKHp5cuX7bHLQmbU1tb++OOPYWFhAoGAx+MtX758xYoVDN5e0zx3d/j9d9izRwKlmsydO3fr1q0hISE7duwoKSlxdXWVwKzTxsbGHTt2hISEEEJqamqMjIy+//57b29vsYxOZmfD6tUwdiwsXgwlJa8NfenqQnEx8xXl05kzILxfXFVVoj+YzhawZHfeHwYs1AEMGzbs0Uu2trbSbg4CABAIBHv27OnVq1doaGhjY+O0adM++uijurq60NBQW1vb48ePi6luVRVs3gzClToiImDTJqisBADYtg3y8sRUFjIyMqZMmeLn55eTk9OnTx9HR0c2mx0XFzdq1Kjt27fzeDwx1T158qStre2SJUsqKyvt7e1tbGwKCgrmzJnj5OSUlJTEZKWqKli5EmxtISYGtm4FPh/MzeHp01cn5ORAz55MVpRnamogekOnpqbkSne2gCVDC43W19cDgKqqKn3YvXt3ACgqKhJ33T/++AMAvvrqK3EXQghJXXx8vKOjI332o0vQ0eOXLl0SXeI4OTmZwaJ093dDQwJAli8nwnUWN20iSkpkzRrCYhF1dRIURKqrGSxLKioqgoKC6CyLrl27hoWFNTQ0EEIyMjKEq1JZWVmdOXOGyaqE0EhHr9+3b99Tp06Rl1t0GBgYAACbzfb29n7+/Hl7K/H5r36yLBbx9ibPnhFCyN9/kwEDmhYsr68nrq5k9+721kLtdu8eASADBki7HZIiQwGroaEBAFRUVOhD+v+Qgf+BH7J3714A+PLLL8VdCCEkRfn5+cLBKRMTk6ioqDd2BX17k67i4uL21712jTg4EAACQEaNIseOkc8+a/pUQwMZPZrs2kW8vJpOMDcnhw+3v2bT90Lfpr4vzYhuaOHu7p6dnd3+uuXl5UFBQXTJYh0dnbCwsDd2mq+urg4JCaGZT1NTMyQkhGa+tvj3X+Lo2PSDGzaMvMzK5MkTkp1N1q8nvXoRNzfSpw/x8yNi2JwDtVZyMgEg9vbSboekyFDA4nA4AKCsrEwfGhoaAsAz+nZEnP773/8CwJw5c8RdCCEkFXV1dWFhYZqamgCgpqYWFBRU/VZPUWpqKv3g7W3m394VvoXy84m3N2GxCAAxMSFRUeStfd5fiY8nw4c3pYXhw8m//7atJiGEXLx4UdgbN27cuHv37r3vzIaGhs2bN9OfjL39V6tWtb0LrbGR/Oc/xMUlnMbTb775prS09H0nZ2ZmCpeI69OnT2u3t8/JyXmxYEHTT9bcnBw82PSTra0lISFETY2MH08IIQIBKSjAaCU77t8nAMTOTtrtkBQZClhcLhcAlJSU6EMjIyMAKCwsFHfdqKgoAPDx8RF3IdQ5lZaWJiQkSOCtAnqn2NjYni/n37i7uz958uTtc1JSUhQVFV1dXVNSUugR0UE0a2vrc+fOtapobS0JCyOamgSAqKm1dOyPjncZGBAAwmYTb2/S2h783Nxcb29v2mwzM7O3e+neqbCwcM6cOQMGVAIQY+MPBMF3On+e2NoSAGJq2jhp0scPHjxoyVfFxcX179+fttbV1bUlX1VbW0uz8rqhQ18bVRUIyP79xMSkaaxw1ixSX9+67wGJ34MHBID07y/tdkiKDAUsuk2boqIifWhsbAwABQUF4q67b98+APD29hZ3IdQ5nT59eujQof/884+0G9Lp3L17dyxdThFg0KBBV4Q73L7l2LFjdKlxJSWlZcuWvaBzdwiJjY21tLQUhrPHjx9/sKhAIDh48KCr6xf0hX7GDNLaPdxfvCBLlxIlJQJA3NzWbt26lcvlfvCrampqQkJC6C2Q6urqISEh9a1MGLdvk1GjmrrQHBzI9est+qqsLOLp2fRVvXuTVnZFES6XGxkZqaenR3/4vr6+JSUl7zxTIBAcOHCAbvNFV43m5OU1fS4x8bWmX7vWukYgSUlPJzo6ZMQIabdDUmQoYNGbWRQUFOhDuiZNfn6+uOvu378fAGbPni3uQgghySgtLfX396eb3+nq6oaHh/M+NE5UVlb2zi/hcDjh4eFdunQRDi9WVVW97yLC/aYAYMaM0+15oc/IILNn5ygpKdF56KdPn37fmQKBIDo62tzcHF7uKP/06dO2FRUISHQ0MTdv6gby9CTNXKmmhoSEEBUVAkA0NEhISNv7jER/+HRY9o3f1+3bt0ePHk1/sIMHD74m/MkWFBBfX8JmEwBiZEQiIwmf38ZGIDFbv54kJDR9nJREjhyRamskQoYCFp/Pp/Mx6UP6TiVP+B5FbA4cOAAAs2bNEnchhCSExyNbt5KJE4mjI/nmGyL+/0Syg8vlhoeH000IlJSU/P39hd1RLZGUlCTa6XX16lV6vKCgwNfXl+7V/c4J8m2IdC1x4cIF4eoeoiOYQgkJCSNHjqQnDBky5MaNG+0vWl1NVq8mqqoEgGhqku+/JzNmvJqY/+QJcXQku3e/GsqcO5cwMgCelpbm5uZGvxcbGxs6LFtYWCj8yRsZGUVGRtIfbH19/aZNm5InTCAARFWVtGf6GJIIfX1iZ0foPQ8HDpB586TdIPGT3YBlZmYGALmt7V5vvT///BMAvvjiC3EXQkhCQkLIRx+R3FxSVUXCw0m/fqSt07TlywfjSAu9MW0rJyeHHk9ISBgxYgQ9LlzioZ2R7oPo9YUjmP7+/hUVFYSQgoIC4U2RxsbGkZGRfEY7b3Jzibc3ASBmZuSjj4ipaVOXw6NHpF8/MmZM0617N28yWJMQQmJjYy0sLIQ//C+//JLeXR4cHCzsO4yJiaHnWHTtyp01i7Rg6BZJnb4++fprsnEjIRiwJE8gENAubvoQAxZCbcHnEy2t17oUnJ3J//4nvQZJQl5ennDhJUYWdhK98ZBOaaqrqyOE8Pn83bt3Cxdzmjx5snClAw8Pj8zMTCa+m3coKiqaP38+7SHr3r37p59+qqGhQUct165dW1NTI6a6//xD/v6bTJ1Kdu0ilpakqqopYN258+rWPcbV1dWtX7+efoOqqqp2dnbCrPxGL9fZs2fF0oKOrqGhYf/+/ZcuXXr48KHEiurrk+fPibk5yc7GgCUN9L8N/ZhOKWjzZIKW++uvvwBg5syZ4i6EOqHy8nI/P7/ff/99wYIFjCyq9F58Pjl1ihBCnj4lhoavfSowkGzeLMbSMuDgwYNdunRp77pKbxFdOsvU1DQqKooepzPKVVRUdHR0PjhHikHCEUya6lo47779pk4lFy+SVavIkiVNAUsChF10pqamKSkpH5ynhVrowoULNjY2AKCnp9f8jQXM0tcnDQ1k714yeTIGLGkQDVg9evQAAGHnvPgcPHgQAGbMmCHuQqhT4fF4v/32m66uLgDQKdLa2to//fTTG+suMiMhgYwYQQDIiROkqIjo6Lz22W++IeHhzBeVJfSemGYWfGqPy5cviy7yXllZSY/T+2NsbGzavFBW28TExCQlJTVzUyTjaMCqqyO9e5PjxyUUsKiff/4ZAOzs7ISDpIGBgXSQFLVWamrqxIkThf1/Hh4eNLDq6+v/9ttvYgqsdG2ypKSmgCUQkNGjyezZZN48EhFBDhwQVz+oLJCtgEXfKdLZo3QOxDsXrWHWoUOHAGD69OniLoQ6jzdekk+ePClcVrF3796tXVaxOfn5ZPbsphUXzcyaOrHMzMj9+00nCASkf/+W3nMvt8R907FwYfTxdAVLQgghly9fBgAnJycxFZUdNGARQo4fJzY2Eg1Y586do/P32zmvrpOjmyYJV9gXLp+blpY2adIk+tRkbW3N+KZJhw833ZTq5NQUsAgh9+8TZWUycyZRU2taVle4CH8HI1sBi94qQqdqLlq0yNPTUwJb5Rw+fBgAvLy8xF0IdQbvG1QihMTFxdnZ2dHnsvHjx7d3tzsOh4SHky5dXq1lKVw+YP9+0q8fOXGCXLlC5swhU6e2q5A8kMyqLuXl5aJ96p0wYBFC3N2lELDc3Nzi4+MlV7UDeXvTpLfnKohumuTq6irc1aA9kpLI2LFNa5MNGkSuXiWurkTYfR8aSkJD31wTRPzdKZImWwGLdleKdWRdIBD8+eefwruvCSHR0dEA4OnpKb6iqDOoq2sICQlRV1cHAA0NjQ0bNry90mNjY2NkZGTzO8S1SGwssbRsevZyd391F1VCApkwgRQUkMuXSVAQWbiQ/PEHEcegpIwRDViff/65paXlnTt3xF208wSsc+eIcMnn3NxWrybavtJNAUtyJTuQN7rS335TV1BQQHs0GLwZtqyM+PsTBQUCQHR1SXh4c5sVCTc3AhDLfufSJVsBi+7/Jb4JDXfv3h0zZgwA9OvXT7g4ckxMDAB8/vnnYiqKOoPYWNKnj8DCYtIbN/a/k+iGuF27dg0LC2v5vOzU1NTZU6fyu3Vr2tNL2LHw/DmZO7dpxcVFi9r57cgd0Y0f6EoKNxlfP+AtnSdgffIJEb40V1aSAQMkV/rs2bMAMGnSJMmV7BDy8vKEXel006S3z+HxeHZ2doMHDxbO52vncm6NjSQykujpEQCipET8/UkLQ1pODvHyejXT4a+/+C3Z4kn2yVbAossWJwhXe2XO28s009heV1c3ffp0AJg2bRrjRVFncO8ecXJq6kv6/POCay1evfvhw4et2u9WdBPiA25u5Ndfm1a34nJJeDjR1n71rPZyFnbnIZWAdenSJQAYN26cuAtJ3fDhr9bgrqgg3bpJrjQGrNYSbtcIH9o0KTMzky6HxGKxpk+fLnxbePfuXScnp9auhfHPP/8MGTLMxCQHgLi4kDZMlouPb7pXZ8yYyKFDh16X/5mjshWwTp48yWaz6dAJU5vj0kEZ4V5Xoj2fMTEx9F7F7t2719bWMlIOdR7l5a96wrt1+0BP+PtcuHDhgxOzmptFceFC0y67AMTVlaSlte97klcYsMQKA5a8EK6RSzdN+uBt+HS9N3qbs7Kysr+/v/Am2Tc24szOzn7fRbKzsz/++GN65scfB5482fb28/lk715B//4D6bfg7e0tge3yxEe2AlZ1dTVdXYbOYmnDfqVv+Oeff0R3axfegZKeni5crU50QwzUyRUXv9b7k5NDGhvJo0evZjFVVJDycsLnk6gooq9PAIiiIvH1JaWlbS9K3wPo6+sL81NRUZHws/Hx8cOHD6d/q+PGjRMmsJzMTPLRR03RysaGnDvX9hbIPwxYYjV8OLGzI46OxNGRDB2KAUsWCSfAwBvbNbaA6E5QorsC0I04tbS03jcxq7a2VrjFOH3JZmQVujd2Lg8KCqqWz5lZshWwqKysLOHQyfsGjz8oNzfX29v77fEX0XEWXK0OvcHXl/z++6uH5uYkK4sAkG+/bTry/fdk0SLSv39TsJk4kbE+o7cnZlVWVk6fPp3OoujZs2dMTAw9U7jK5dMRI0jXriQsrDNMY2+ekZERABQWFhJCHB0dAeCW+O/87lQB68oVUl1NqqtJfr5EA9aZM2cAYPLkyZIrKW9EJ07p6em1+UUtMTFRuFW5g4ODsN+hpKTk7YlZb2wxzuCgk5DoNDJ6R7bcTcySxYBF/fPPP/b29sI37klJSS38wvdlajrOQvsJFBUVJbZ8LZIj7wxYOjqkXz+Snk4IId9/T1atIkZGpFcvsdxLlZGR4e7uLnxj4ODgIPoGjs/n//HHH4aGhrSva0tgIBHp6+rMpBKwLl68SG/OEnchqZPiECEGrGbweLytW7fSW/+UlZVXrFhR2b75lzQ20Zkz8PpWAbdv3x49ejQ93q9fP+HEBkdHR7GuoHHlypXBgwfTWqNGjRLuRykXZDdgkXdNPWn+nvZmMvWlS5eEcW38+PH3hcswIiTC15ds305qa5v+mZmRrCzSvTs5doyMG0cEAvL992TdOnLvHmFuO5Z3OH36tLW1Nf1znTVrFj2YmJgo3Gl46NChEggQcgQDllhhwJJNjx8/HjhwIDC3eBUlOk1eTU0tKChIGGvoVtwKCgpqampGRkaMbzH+TgKBgHaOMLxKs/jJdMCi6BK0dGJW83uNrV+/nr78DB8+XJipW3K3KkKUry+xsCDDhjX9U1ZuCliEEDc3EhXVFLAkgE7M6tKli7Ozc3R0tOgMCXnsKhc3DFhidfQoEd5WweGQPXskV/rSpUtjxoxZvHix5ErKj6+++goAli5dKo6L5+bmzpw5k750mpiYCP9D1dXV0ZfjIsl2nx87dkzuZuOxQebR+SgPHjzw9PSsqakJDQ3t378/XbzqDb6+vlZWVpGRkTdv3hw2bFh9ff2WLVtsbGz279+vpqYWEhKSmZnp4+Mj+W8ByZHVqyE+vumfoeGr47/+CiEhUF0toWbQUexPP/300qVLfn5+u3btUlZWXrNmDf0bps96CEnGZ5+Bvn7Tx8rKMHeu5Erz+fzs7OwXL15IrqT8oG+6+vXrJ46Lm5mZ/fXXX/Hx8SNHjqyurrawsKDH1dTU6IJKdFFliaHlyMs9i+WCorQb0FJ0ovo///wTGBj44MEDLy8vZ2fn8PBw4cAfABgYGKSlpdG/uZMnT/r7++fk5ACAu7v7r7/+KhxXRqgNevcGHx/Yvh38/CRXlL5TnDJlSmVl5U8//SR8jkNvoE+7NHeKfoxQByb6By8mdD2qjIwMAwMDSdZ9m1SKtpMc9GCJcnFxuXv3Lt1s5NKlS4MGDfLx8SkuLhaewGaz6RIMU6dOzcnJGTRo0LVr106ePInpCrXf6tWgqyvRivQ5xdHR8ejRo5iuZA0mOSRdopnjjz/+GDJkyI4dO8RRxcbG5n11JQYDliTQoZOMjIygoCBFRcX9+/dbWVlt2bKFw+GUl5cHBATY2dmdP3+e3k2amJgovPEBoQ9avx5erhACAHDxIvToAQkJUFEBcXGQkgI3b4K/v+TaI4/PKQghyaDDNQKBAACKioru3LmTn58v4boSI49PhvIXsCgdHZ2wsLDk5OTJkye/ePEiODi4V69elpaW27ZtY7PZgYGB2dnZAQEBdOkOhFrIwAC0tV897NULlJSgRw9IToYJE2D5ctDVBR0dybVHHp9TEEKS8faYuGSeK/B5qYXkNWBR1tbWZ86cuXDhQv/+/dlsNofDoWOIP//8c9euXaXdOtRx0FEgfD6RWTha11Hhb7YZnSpgyWOqk5tJ7s1wdXW9e/fu06dP+Xy+lZWVtJuDOiBpBSx5fE7pPPC1H0mX6FAdBiwZ1BECFgAoKSn17t1b2q1AHRYGLDly9OhRDodjYmIijotzuVy6nRGSCi8vr9LSUjabra+vv2nTJktLyx07dkRFRSkrK9va2m7btq1T/XZEnx8kOS8K52C1kHwPESIkGRiw5IiJiYmlpSVd4YJBGRkZkydPXrZsGbOXRa1SW1sbHh4eFxc3ceLEb7/9tqqqKisr6/Lly1evXq2pqTl69Ki0GyhROEQo4zBgIfRhGLDkgpjeUpeVlS1atMjOzu7cuXMxMTE1NTX0OI/HE0c51BK2trZFRUVaWlq//PKLmpoai8WytrYuKyuTdrskCocIZRwGLIQ+TFoBS0dHx97eXk1NTdKF5c3XX3+to6MzZcqU69evM3hZHo+3a9cuGxsburyQr6/vgwcP6B5tcXFxfn5+vXv3njFjBoMV0RsMDAw8PDyGDRsmPBIdHf3LL7+sWLFi9uzZwoMcDufChQtjx46VRhulBocIZRwGLIRkFyGkpKRE2q2QA56enpqamvfu3Rs7dqy3t3dBQUH7r3nx4sXBgwcvWLCgpKRk/PjxdIljfX19OlY4YcKErKwsRUXFadOmtb8Weh87O7vIyMjFixcLjxgZGeXm5jo4OHz55Zf0iEAg8Pf3d3FxEd3YozPAIUIZhwELoQ/DIUIZ169fv4yMjLCwMA0NjQMHDvTt23fdunUNDQ1tu1p2draXl5eLi8uDBw969+5NN+mys7OjS+4NHDjw3LlzdI/U5ORkHUkujIYAxowZs2HDhhs3bmRnZwNAVVXVV199ZWxs/O2330q7aZKGQ4QyDgMWQh+mopJsZWVjbCzpwSB5fE6RFnV19aCgoPT0dG9v7/r6+tDQ0L59++7bt69VF6mtrV23bp2dnV1MTIyGhkZISAjdZl4gEOzbt49uGtHY2Ojt7f3w4cOgoKBOdc+a7NDU1FyxYsWaNWuePXs2adKkoqIiPT29HTt2nD9/XtpNkygcIpRxHWSZBoTEjF9VVdnQUCPhqvL4nCJdpqam+/btmzdvXkBAQHJy8pw5c/773/++sSv8OxFC9u/fHxQU9Pz5cxaL5e3t/cMPPxgaGgLAlStXlixZcu/ePQBwcnKKiIgYMGCAJL6ZTq+wsJDP5wsf6unprVq1im4sO23aNA0NDT6fv2rVKuEJuhLeK1TacIhQxmHAQujDpPV/Wx6fU2SBk5PT3bt3Dxw4sGLFCror/KxZs7Zu3aqvr//O8xMTExctWpSYmAgAI0eOjIiIGDJkCADk5+evXr36wIEDhBBTU9NNmzZ5e3vjyqISs379+qqqKuHDgIAA4d6yLBZr8uTJAGBqaiqdxskAHCKUcRiwEPowefy/3cmx2WwfH5+pU6eGhYX98ssv+/fvP3XqVEhIyKJFixQV33zey83NTUxMNDY23rx5M41QdXV1P/zwww8//FBfX6+urr5ixYqgoCC8nVPCdu7cKe0myLRONUQoj3AOFkIfhj1YcopORX/w4MGUKVMqKiqWLFlCl7N647Rp06bt2rUrMzPTx8eHxWKdPHmyX79+oaGhDQ0Nnp6eaWlp69atw3SFZA32YMk47MFC6MPe+L+dk5NTVVXFZrNNTU2F24rX1NTk5eXZ2NiIqa5AIDh9+jQAqKqqDh48mE43KSkpuXz5srKysqurq4aGBoOlO5K+ffuePn06Li7O398/PT198uTJ7u7uERERlpaWwnPmz58PAHfv3g0ICKCLaQ0ePDgiIkI4JoWQrBF9fpg2bdqQIUP09PTEUYjD4YhujSD5rCMQCOgCv/IVsLAHC6FW27BhQ1hY2J49ez766KN9+/bxeLyNGze6urrOmzeP2UKiT2R8Pn/x4sW5ubnx8fETJkxISkrKyMjw8PB4+vTp3bt3J0+e3OZVCToJV1fX5OTk8PBwLS2tU6dO2djYBAQEVFdX08+WlpYGBAQMGzbs+vXrenp64eHhCQkJmK6QLBN9ftDT03NwcKB3ADCorq5uy5Yt5+TfYgAACepJREFUffr0EV0lX8IBKzExcfTo0evXr5dkUUZgDxZCH/b2E8qXX345ceLErKwsLy8vHx8fDw+Pr776ytPTU6zNUFBQWLRoEQB07dr16NGjK1asiIqKsrKyAoD4+Pjk5OThw4eLtQHyTklJKSAgwMvLa926dbt37962bduRI0fWrl3L4XBCQkKqqqqUlJQWLVq0YcMGLS0taTcWoQ+gQ4RcLlccFyeEHD58eOXKlXl5eSwW6/Tp0z4+PvRTdFBSAnOwCgoKgoKC/vrrL0KIgYEBAFRVVRFC5OVGE+zBQujD3veOrbKykvacDxgwgD7ZSaCuQCDIyMjQ1dXV1tam6QoAqqurccXLFjIyMoqMjLx58+bw4cMLCwsXLVoUGBhYVVU1derUtLS0iIgITFdILvTv39/BwWHHjh2tXe/tg5KSkpycnGbOnJmXlzd48OCrV6/SdFVYWLhgwYLc3Nz58+eL9QmHy+VGRETY2Nj8+eefqqqqQUFB//77b2BgYEZGxvDhw2/evCm+0kwiCKEPKS8vp7eh0Ydz5851cXH55JNPhg0bdv78eXqwsLBwxIgRzNZ98uTJ1atXc3NzCSFcLtfExMTNza1///5z586l7+SoAwcOeHp6Mlu6MxAIBFFRUYGBgTNmzBD+HhGSIy4uLvSl3NnZ+d69e+2/YFlZmb+/v4KCAgDo6uqGh4fzeDxCSH19/aZNm+hGnGpqarRXSUxiY2OF8yPd3d0fP35Mj//000801bFYLB8fn/z8fPG1gREYsBBqtblz5x47diwuLm7ChAn02YeIJ2CJ4nK5FhYWhJBNmzaFhoYKj58+fXrcuHFFRUXiK40Qkk18Pj8qKqp79+4AwGazvb29nz9/3rZLcbnc8PBweteOkpKSv7//ixcv6Kfel3iYl5JybP58Wsje3v7ixYv0cGlpKY19Xbp0WbZsmaqqKrzcvKG6ulpcjWk3DFgItdrcuXP//vtvQsj8+fOjoqLoQYkFrLq6OkdHx/T0dIFA8Ouvv3722WfFxcXiq4sQknEVFRVBQUF0ugLd4qm+vr5VV4iLi7O1taXJxtXVNTU1lR5PT0+fNGkSPW5jY3Pu3DkxNJ8QQkhFBQkKIsrKgm7dHCwswsPDGxsbCSEcDufHH3+ko/YqKirBwcHV1dW5ubnCJX9NTU2joqIEAoG4GtYOGLAQajVhwCooKBg8eHBZWVlYWNgnn3xiaWnp5eV19+5dcRTlcrkDBw6kH//vf/9bsGDB3r17ra2tXVxc3Nzc3NzcTpw4IY66CCG5kJmZKbzPhm5S3pKvysrKEn5V3759hRMhysvL/f396aq83bp1E44VMo/HIzt3Ej09AkAUFcmiRbzSUvqZCxcuiMa+tLQ00a/7999/HR0d6WeHDRt28+ZNsTSvHVhErm56REjyYmNjy8vLhQ+HDx9ubm6urKyspKQEADU1NSoqKlwul8fj0RPU1dXpp9qjrKzst99+Ez2yZMkSOgECIYTe559//lm6dOn9+/cBwNnZ+Zdffnnf1pm1tbWhoaERERFcLrdr167ffffd4sWLlZSUBALBgQMHli9fXlJSoqioOHfu3E2bNolphS1ISAB/f4iPBwAYNw4iIsDeHgCyMjOXBAaeOXMGAGxsbMLDwydOnPj2VwsEgr17965du/b58+eamprffPPN0qVL6f2GsgADFkIfcPz4cdE1YBwdHYVvqsSntraWLncp5OzsrKysLO66CCF5RxPSihUriouL2Wz2rFmzfvzxx7djB4fD6d+//+PHj0VPuHTp0pIlS2g+Gz9+fHh4uJ2dnVhaWVAAq1bBgQNACJiawqZNQJeBqK2FH38sO3dOLz6+a9euwcHBgYGBzT/1VVdXb9q06eHDh/Hx8RoaGn5+fgsWLBBdGVVqpN2FhhBCCCGGiU7M0tTUDAkJaWhoeOOcS5cuCac00IlNNBi0fISx7Y4dIwBEXZ0EBRE6UZ3PJ3/8QQwNCQBhsw+tWtWq2aUFBQV+fn7GxsZGRkaDBw+Ojo6W+sQs7MFCCCGEOqbMzMy1a9fGxMQAQJ8+fTZt2vT2esh0a/MtW7Y0NDRoaGgsX748ODiY3qnHJA4Htm2DW7eAEBgxAvz94eefwdsbzMwAAG7fBn9/uHULAGDYMIiIgJfzq1rl5s2bISEhqampADB48ODQ0FAHB4c3zlmwYMHTp08VFBRsbGyCg4P19PQOHTq0Z88eHo/n4uKyZs0axhYylW6+QwghhJBYxcXFCUf6xo8fn5ycTI8LBILo6Gi6wQ6LxfL09KSr7onFnDnE25tkZZGsLDJ7Npk9u+l4YSHx9SVsNgEgxsYkKoq0r+eJz+dHR0fb29sbGRkZGxv7+fm9sYrNuHHjsrKyOBzOhg0b/Pz8SkpKZs+eXVxcXF9fP2nSpLNnz7anuigMWAghhFAH19jYGBkZqa+vDy9XzLpw4cKoUaNo6hoyZMiNGzfEWD4nhxgaEuEYZX09MTQkjx+TCxdIly4EgKiqkjVrSE0NUwUrKys3bNhgbm5uZGTUp0+fX3/9lcvl0k/RgEUIuXbt2kcffST6VatXr961axdTbcCtchBCCKEOTlFR0dfXNyMjw8/Pj81m79+/f+rUqTdu3DA2No6KikpISBg5cqQYy2dkgK0tCCeeq6qCnR2kpYGDA6iqgrs7pKbCxo2gocFUQS0trbVr1165csXDw6Ompub48eOiu5ldunTp0KFDGzdudHd3Fx5sbGykO2gx1Qbc7BkhhBDqFLp167Zt27avv/561apVY8aMKS0tXbNmjSTWf1FQAD7/tSM8HigpgY4OPHgAYltYoWfPnpGRkd7e3mpqanT/H+rZs2dxcXEDBw5cuHAhPUIIWblypaOjo729PVPVcZI7QgghhMSpsBAGDYLHj5v6qGprwdISkpLA2FjybXF2dv7999+1tbUnTZp05swZAwODhoaGoKAgBQWFH3/8UTSHtRMOESKEEEJInIyNYfp0mDUL7tyBO3dg1izw8pJKuhLS19efN2/eli1bioqK3N3d8/PznZ2dz5w5k5yczFQJhXXr1jF1LYQQQgihd5g4EerrISYG4uNh4kQIDga2JLp4eDwen88XvMRms1VUVOzt7dXU1AYOHJibm2tsbKysrGxhYVFZWVlZWamhoWFhYcFIaRwiRAghhFDHNGXKlIaGBuHDzZs3MziNvXkYsBBCCCGEGIZzsBBCCCGEGIYBCyGEEEKIYRiwEEIIIYQYhgELIYQQQohhGLAQQgghhBiGAQshhBBCiGEYsBBCCCGEGIYBCyGEEEKIYRiwEEIIIYQYhgELIYQQQohhGLAQQgghhBiGAQshhBBCiGEYsBBCCCGEGIYBCyGEEEKIYRiwEEIIIYQYhgELIYQQQohh/w+zKCSe6wZ6LwAAAQl6VFh0cmRraXRQS0wgcmRraXQgMjAyMS4wOS40AAB4nHu/b+09BiDgZUAAHihuYGRQ0QAJMOowAkktdgYQj5mZjSEBSDMxsUH4LKiqOCCiTGwOEFk2hwywLkZiGNwMjAyMTAxMzCBjmVk5mBjZFNjYM5jYORI4ODOYOLkSuLgzmLjZEkQY2di4uTg52MVngayGO71baaLd5aKt9iBOxq9Jdi1Pr9qB2JY3J9uLui7aC2KvsmZ00BK6CRbfctTCoW7SVLD4egZGhy6XbWC9zzcK71/1fR1YfMrnHfvv7rgEVj/hqPABx1W7weJ3eoUPLNnVvR/EXsq+Y39YxGkwW/Sy0P63L7rAbDEAvR1BoRsHZyQAAAFRelRYdE1PTCByZGtpdCAyMDIxLjA5LjQAAHicfZNdbsMgDMffcwpfYJFt7AAPe0ibapq2JlLX9Q593/01OxkjkdJCjPj48QfbpAEvl+Hj/gP/hYemAcAnX84ZbgERmzN4Bw6nt/cRjtf+UGaO0/d4/QJi/9Drlu2v07nMEFwAW05BugjUCkW1DrY4F9t76z9fqdAM40xHnCGj44YuXICjiZGqcy+2HjOHsAOKgdwiZV4EOeRdQbVrcpuWg2fBgBvB7T07mGZZ7RavHslGO97UNHbZ1Fw3qexeNDlpSiJ5Xhci3ZXMDnIbMBXJTN2uJGFBVR2lJyj9HR9iXFBN6QHKxadQVJPuB/80Dpu3sLyOwzQO9XV45Zp+G0CoWSYzqbkkM60pYxt2NSW+N9bIi1mq4RWzXIMoZrQOlXhDtIqIeEO8cly8iWv31s74uPwm1m9+AUlEqBhJKX7vAAAA3XpUWHRTTUlMRVMgcmRraXQgMjAyMS4wOS40AAB4nFWNPW7DMAxGr9Ihg23IBH9EU4rRKWvRFrlAkCbZYjgI0qFADl+JQodyEfX4PXLYda8f/e69G/oTnWrRy7NjSMnQwoiAJigiYWZAymwBIbLkyRrR0pCTAghI9U/L7BoCl1WTe2RWvYokNpFMCymC2pRLvqpJo6tjmceYxVW/NI8Mgim3XKap5SpULZAabKqYOdKUHNUbotJiSVlCHzaHPc+1Dnvyd96E42NdPu/rbYtw/l6Wn7fj1+UKw1b/fZ+/dfZGJYshuFcAAAEGelRYdHJka2l0UEtMMSByZGtpdCAyMDIxLjA5LjQAAHice79v7T0GIOBlQAAeIOYG4gZGTgYFIM3IBqZYoDy4YAKQYmKC0womIGFGFnaIACODigbINEYdRiCpxcYA4jGzoIpyQESZuBkYGRiZGBiZGRhZGFhYGdhYWZjY2BnYORjYOBk4uRg4uTmYRBjEZ4F0wp25aa74/tlV1+xBnNRVF+wmfYCwPaoP7w0/ruQAYm85sch++xpuMNux6ZKdykNdsBqdb8/3qRaZ2IHY/nLP9pU9DtoPYq9XXbGf88pKMHvH+uX7WV+JHACx9X2u2T3ggIjzqNywK2iBiKsbLrFX8Q0Ei4sBACwsOGWHZ24zAAABUHpUWHRNT0wxIHJka2l0IDIwMjEuMDkuNAAAeJx9k0tug0AMQPecwhcIsj3/RRYkJFHVBiRKcofue3/V5pMh6bQzgGzzxsYfKtA1tO9f3/BY3FYVAP5zpZTgbhCxuoIKcDhd3jo4js1htRz7Wzd+AjEQyRnZz2wz9tfVQnCGHdYuMTvRah+cpwBY47TyUYajWC0Gt3CJi5yZHWJyVkCunTW2CFoBqeZAYeIocplzc2AiEg7/DuyFk8DWGZxACr4MhgW0Sb9QpMgmRFMgI3Swo9qQ8UqKxL5MJhhmEjX4jn+TcG8+9vQoOy5ZRbd6Rlf0LC0clGSm1fML+eKZode6Rg5LdlLgoudT1z6Nwjwch75r83Do5jwCooDJnVbV5n6q6nLbSG6fu0NSeOnR+bI3uRNqjLncJHfKNdW3hJua0fSgTW14svA2p20Gqq+/hsjVDyDHpfVMDfY5AAAA4XpUWHRTTUlMRVMxIHJka2l0IDIwMjEuMDkuNAAAeJxVzsFqAkEMBuBX8eBhdxlDkplMZl2EwoD0ICpepYhFb10spR4KPnyzsyoY5pD54A9/s97nt/ePKudcLWt7yzpXTb3YTG7VjMATorgZg+eoyXWFfDSiJyGE0AYjhMRekx9NvCURSCOTus6EiAaJ2j4EVcRRES4psWUUiaNgK3abQYIPJgSspANQ4gGGu0nuhVBSEWa6ty5iocQ6NrSwNazd9LCj7jmHHXdTd/y99Nufy/cc4XTt+7/V8fP8Bc2cXv+3f6DCRJkdvWYoAAABn3pUWHRyZGtpdFBLTDIgcmRraXQgMjAyMS4wOS40AAB4nHu/b+09BiDgZUAAMShuYGRQ0QAJMOowAkktdgYQj5mZjSEBSDMxsUH4LBwQmonNAcJnc8gAq2MkhsHJoACygQ1MsUB5cEGYRVBawQQkzMjCDhFghLkA1Z0w93AzMDIwMjEwMYPcyMTIqsDKlsHExp7AzpHBxMGZwMmVwcTFmsDNw8DDy8DDx8DDz8AvwCAowMIkKMQgKMwgLMIgLMrBxCzEIMLIxsrFycHOJi4EtIARHk7m3zfvn11gYA/i5Apu2X9abv4+EPtJF9f+K4f994PY/5uW2Xlfg4gLsS23uy0CUS9WL3hg7kqImrMPPQ7k/5sLVlOs1XDgri9EnNGw4QBf5XMwm+WPx4Gbj4UPgNjGPYIH3i2DiG+I5XFgeM3tAGLH755hL/UDwuY8f8NeMs4ZzJ60d7ndB0YdMFtj4Qx70w/TwW6YtI3Z4d9qfTC7bCWzA/OKBWA37M6ZYT9FPgBsfgm/tUNINYQdyWTtsMr2BZjd21Tk0By/EKxeDAClumWtvnOKlwAAAe96VFh0TU9MMiByZGtpdCAyMDIxLjA5LjQAAHicfZRLbuMwDIb3PoUuUIGkXtSiizzaYjCtA7Rp79B9748hpchSCnlsS5CZz6RE/sxi9Ho///3+MdtF52UxBv7z5JzNlwOA5c3owhyfXv6s5nQ9HJvldPlcrx+GSB/Q+549XC9vzYLm3Tyg9RAyC2wjZ0KWBZRLPv46vD5iw8msFY9J8AewDiGVDxvfSGdO+nvwiJVkxDAlvZDiiIIGLi4Jp2AwlwLGusPIie+22riooclScm4LPfeYlHQWHbfjAM83yUp6MYd2HMjzg+eN1IxKshjYTUmEW3gPZaO0n03EdiaPzetOfCTzbMhidpomWXCkaZpQS4QjmGAOevGINman+XYWAsU5GATUCqVYPEqFdsB4C01yHF3shtYKkURkuNV87zB8A9OmIreTnywa1tjAlWSkPCUJis9MtJF+XknSNiqkblOr85v81UYkUnY21WYruw1zhT6t57t+rR18vKzn3sF6U+9QeTGutyHK8L3XSEboHaVw7I3jZaTeHV4G9xbwMnLXuZeBo5q9ToiDaL1OcZAmlskNGsQy+UFs1RIGVVVLHOSDZUqDTlA1oHp5fnl0gyyqPQ/lLxYay4w6EQ7lpGKhoWDlMHmsy1gFfW//wbJe/gGqDRcsLGyRcAAAATR6VFh0U01JTEVTMiByZGtpdCAyMDIxLjA5LjQAAHicVZBLSwMxEMe/iocedpc0zExeky5CIVA8SJVepZRavblURA9CP7yTx6oNC7v7y/wfyZC624f+Ka3Xd/supdRtenk2/bbwtO2G/oSnvPDm0pGOREBqiZrRGlZjISwEKiE1Gh1YYEYGHWZEGlyYkQkzYrEC7dkTihVqjGRJyZuD7BRgREUzoH/AU5nwMWcaMSMvQPwpeHEjsQ2+mcBckCK3IZcjSx3CmZUauU/g3Ed2nUWctejynJzcgg9NC+GXuVi1sZxlSZqCMdykJWJpNBpuUuBqZzWAq1UYYvhjYpdvGTjfcpZayHZUU1uCxTYlStWrxWFH4/U67LB+LNTx8zw9fpzfV6Bfvqbp+/74/PqmhxW6q//LDzTjciAKeAZGAAABnHpUWHRyZGtpdFBLTDMgcmRraXQgMjAyMS4wOS40AAB4nHu/b+09BiDgZUAAMShuYORkUADSjGxgigXKgwsmACkmJjitYAISZmRhhwgwMqhogExj1GEEklpsDCAeMwsHhGZih9DMCGMg8qi6YKrZHCCybA4ZYF2MxDC4GRgZGJkYGJkZGFkYWFgZ2FhZmNjYGdg5GNg4GTi5OJi4eRh4eBl4+Rh4+YEcAQUBwQwmQaEEIeEMJmGRBBHRDCZRgQRObgYRRjYBURFhIUFxIaCrGOHhtNrbwC6pzdcBxBF9G7xf0QPCnl27ct+OrCYwey7Xzf0/xXLBbO4vQUA1vGB2r6OxrczPW/YgtiuDk63VJ1MwW18mcD9HU4gdiK256Pr+Z9EmYHGX0Cz7A/zRYPF9Jx7br5hqDhY3csy2F7Dx3A9ir9nyxF7HdAmYvVjrqf00KaEDIHaUvJZDwUtDMPsrd649i78RmO1vHmN74idEPbdYwP6Zb7zAbIbr1/an7FsKZs/Vubaf7SXEnJ31fvuPrILoPdVcaMvQBREXAwDrW2AIhzdAqgAAAfl6VFh0TU9MMyByZGtpdCAyMDIxLjA5LjQAAHicfZRJbuQwDEX3PgUvEIOkqIGLLGpIgkYSF5BU5w697/ujSQ8lVUeOh4Ilv6I+xU8P4MfH+fXPX7gdfB4GAPzhUlX4Cog4vIM/wPHp5dcEp+vhuM2cLr+n6ycw+4V+3rOH6+V9myF4BhwpMyWBMDJR4GwzOB/1nwwneMCxcC4hOYg5dsFgAQ0MgdBAGY3rg+IgjUljmiNmlD4Yt6XFI/L+0slAm5WQLRcaM2HucnnlcjAO97kC07wwJc8Z9xdW+JhTKZJm8Fsq8HV4e6TbnuMsQCkuApiCduMSwcUTybZHi9JMfZBNqkcsaqBpziVhDj0y2Nrk732TTDQXLn1SFlLRVT7wD2S0/HlMsdBCmuB78r/8k6Vlajnqyu+qXUsVw01t2dFQVpcQe7F8C5RTH1VHrVy5iKMWVaUflXFDAztqm6BR+iitAjClBc1KfQHMa1ZFt53VPvk0ne+6denf42U61/71k2ub2gBCbUYfSm05H8baWGR3qu1D1hrWRM8vj6H2ik+W2hJkt1bj+1vCxtnsP0SNhcntSaHxKrkNSRpPktuNYuM9nmdS47ElTm5cJG4QKo1bxI1A2rhCvN7cFl+8rExNjcWrx9yUUrxIdS2eNbv2tjJtHXy8fYPtefgHU8AXpCD7XW0AAAE/elRYdFNNSUxFUzMgcmRraXQgMjAyMS4wOS40AAB4nFWQQWvDMAyF/8oOPSQhMZZkS3bLYBAoO4xu9DpK6brdFjrGdhj0x0+Wk0NNDvbHe09P6Xav48PjoRnHsdm2+m3bsbl/bndKmq7V2xnO5cDdtRnAcQoceu/Eh4jSbwbvEnAiVoZejHnngxBTLDrwsjASJunBGFUrBq9WNOuCpKTRgrwDQdCZSgCoioig+IJTjfm0WI4mKsXMliGSVUWgXCroYFGRlRKopTKkrCKNlMTWCspNuNdITJiqL5dpAy4EHUfduhCNTDUJoyVhTbKNY93YolJa/haW/crEjCxzeUkhmC4H0xVEaHGYY5itnrn2kAw8j9D+S7esrO1Xxz1sbs5xj/Nt1Z9+LtPL9+Vr7d377zT9PZ3ePj5dt4Zw877+A8EEc7K/YmKfAAAAAElFTkSuQmCC\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m1 = combine_fragments(mols[1], mols[2])\n",
"m2 = combine_fragments(mols[2], mols[1])\n",
"Draw.MolsToGridImage([mols[1], mols[2], m1, m2], molsPerRow=4)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "single-enhancement",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m3 = make_peptide(mols[:10])\n",
"Draw.MolsToGridImage(mols[:10]+[m3], molsPerRow=3, subImgSize=(300,150))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "impossible-arthritis",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"RDKit WARNING: [11:31:27] Incomplete atom labelling, cannot make bond\n",
"[11:31:27] Incomplete atom labelling, cannot make bond\n"
]
},
{
"data": {
"image/png": 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\n",
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\"></td></tr>\n",
"<tr><th style=\"text-align:right\">Type</th><td style=\"text-align:left\">Backbone</td></tr></table>"
],
"text/plain": [
"<rdkit.Chem.rdchem.Mol at 0x118f03520>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cap_terminal(m3)"
]
}
],
"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": "3.9.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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