Skip to content

Instantly share code, notes, and snippets.

@iwatobipen
Created March 19, 2022 08:22
Show Gist options
  • Save iwatobipen/1ffa9b2a13b70cf3f424e7dd9af68a90 to your computer and use it in GitHub Desktop.
Save iwatobipen/1ffa9b2a13b70cf3f424e7dd9af68a90 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"id": "03dfd406",
"metadata": {},
"source": [
"!wget https://ftp.ebi.ac.uk/pub/databases/chembl/ChEMBLdb/latest/chembl_30_monomer_library.xml"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "metric-discovery",
"metadata": {},
"outputs": [],
"source": [
"from lxml import etree\n",
"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",
"Draw.SetComicMode = True\n",
"Draw.rdDepictor.SetPreferCoordGen(True)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "caced6ac",
"metadata": {},
"outputs": [],
"source": [
"tree = etree.parse('./chembl_30_monomer_library.xml')\n",
"root = tree.getroot()"
]
},
{
"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 0x7fa9da42fd20>,\n",
" <Element {lmr}MonomerSmiles at 0x7fa9da42fd70>,\n",
" <Element {lmr}MonomerMolFile at 0x7fa9da42fdc0>,\n",
" <Element {lmr}MonomerType at 0x7fa9da42fe10>,\n",
" <Element {lmr}PolymerType at 0x7fa9da42fe60>,\n",
" <Element {lmr}NaturalAnalog at 0x7fa9da42feb0>,\n",
" <Element {lmr}MonomerName at 0x7fa9da42ff00>,\n",
" <Element {lmr}Attachments at 0x7fa9da42ff50>]"
]
},
"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": {
"image/png": "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\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: [16:28:06] Incomplete atom labelling, cannot make bond\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAcIAAACWCAIAAADCEh9HAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nO3deVxUZfcA8DMzMDAsgiwqWwoIKriLYi4gillJ9rrgr43sNQXNxNxAo4LXMlFL0awky0RMDFwStU0UEXcWVxBEUFaRRdZhm+X5/XHxNrHOzL3DDHC+n/4gYI4HuPfc53nunedwCCGAEEJIWVx1J4AQQt0bllGEEGIEyyhCCDGCZRQhhBjBMooQQoxgGUUIIUawjCKEECNa6k4A9QS/l5ffFQrNtLUXmJsbaeFBhXoXPOIRC6QAw/X17QUCrKGoF8JJPWKHUCqtkUjUnQVCaoBjB8SOEfr6w/T01J0FQmrAwffUI+bKRSIBl6vF5R55+tREW9vL1FTdGSHUdXA0ilhgqq0NAAmVlbsLC/tqabkbGxvyePK/PK6iolwk6sfnexgbqyxHhNpQKakUcAU6HB0mQbCMaq78/HwOh2Npacnldo8lbHdj47GGhqk1NT8+ebLa2lr+F6bU1KywsuJxOKrLDSFZ35Z+WyoulRDJIJ1BrnquwwXDmUTrHudnb5Ofn//uu+8OGTJkxowZ48ePv3Tpkrozktc6a2suh/NrSUluQ4OcL6mVSMrF4qiSkntCoUpzQ91XSUmJv7//oUOHvv/+ewnjO5kVkoqsxqwQi5DPLT/nAAsXbyyjmqWmpmbjxo0ODg6RkZEcDqe8vDw1NdXNze3tt98uKChQd3adc9TTe93UVEzITjmyfdTQ4J+VterhQ3Nt7aUWFuMNDbsgQ9S9NDU1bd++3cHB4Ztvvvnggw8++OCDsWPHxsfHKx0wpiLmUeOj/lr9WUwSy6imIIQcPHjQ0dExNDS0qanJ29v7/v37eXl5oaGh+vr6hw8fHjJkyIYNG2pra9WdaSeWW1kZ8HiPamrir19v73sqxOIv8/L+Lz39SnX144YGXZzOo7bExcWNGTMmICCgurra09Nzy5YtdnZ2d+7cmT59+muvvZaTk6NQtJt1N90fuC98tPCnsp9u19/Oa8q7VX+LnUQJ0gDXr19/8cUXqb/I+PHjL1++TH2+oqJi8eLFV69e9fHx4XA4AGBtbR0RESGVStWbcMcOnj+vraPj5OQkEolafEkklR4rLZ1x69a45OQJKSmbHz+uaPU9CN2/f//VV1+lzoghQ4YcP3786dOnhJDGxsawsLA+ffoAAJ/P9/f3r6qq6jRacVPx+4/f56ZwIQX63e73U9lPxU3F+0r3/Vb5W2ZD5jPxM4bZYhlVs/z8fLpEWllZtSiRa9euBQCBQPDJJ5/Ex8e7urpSB5arq+u1a9fUmHbHGhsbHR0dAWD37t2ynz99+vQsH5+JKSnjkpNXZmU9qq9XV4ZIY5WXl/v7+2tpaQFA3759Q0NDjx8/bmdn99prr9HfU1RU5OvrS916tbCwCA8Pl0gkbUZraGj47sp3fW71gRTgp/LXFayrFFeynjOWUfmUl5OaGnZDCoXC0NBQAwMDqlAGBgZWV1e3+J7CwkL6cLG0tNy7d++BAwf69+8PAFwu18fHp7i4mN2s2HLy5EnqNCgtLSWEpKenz5o1i7oGrDhx4lIl+4cy6u5EIlF4eLiZmRkAaGlp+fr6nj9/3t3dnTpsRo4cWfnvwyYpKWny5MnUV11cXC5dutQiYGxsrL29vXl/c8NLhp4PPNPq01SUOZZROWzbRnbuJJ99Rn79lZV4Uqk0Ojp64MCB1BHg5eX16NGjDr7/xo0bkyZNoqf8cXFxwcHBOjo6AGBgYBAcHNzQ0MBKYvJY+eDBj0VFl+WYSVF1c+nSpYGBgXw+HwCMjY1DQ0O7MlvUXZw9e3b48OanjmbMmHHx4kV/f38ejwcAJiYmYWFhYrG49auoU+mFF14AAA6H4+3tnZubSwi5ffv29OnTqWjOzs7xd+JVmjyW0c5IpcTXt/lj+gNm6AeYZJdBO8tCGh0dbWNjQx8u8fHxr7zyChVn27ZtrCQmj88ePcquqysXid5JT2/x34pffx0nw8nJicPhUOsVPB5v+fLl1MgUIVlVVVX0Mqijo+OJEyfCwsKMjIwAQFtb29fXt9PDhnq+RVdXlxpYTJ48maq/pqame/bsab1Azzoso52RSMiyZc0f+/mxEtLa2lpHR2fv3r3tLei0p7q6OjAwkBqHGhoaZmZmnjlzxtjYeNCgQRkZGazk1qk1Dx+ee/Yst75+XHJyi/9e/+671vcw+/TpM3z48Nu3b3dNeqjbOXPmjIODg76+fnBw8PHjxx0cHKgjZ/bs2Qod1Xl5eT4+PtQ9Bh6P5+vrW1JSorq0ZWEZlUNwMDlwgOzYQQ4cYCWenp4eAAiFQuVe/vDhQ29v78mTJ1M3o5ydnQHg3r17rOTWqW15eYQQCSHpQmGL/9KKi5P/bd68eQCwd+/erskNdUeenp4AcPToUULI8uXLqTHp6dOnlYs2e/ZsANi0aROrOXYC3wzamTt3wNIS9PWBy4X6eigsBCsrhiEJIQCQkZERGhrq5OQUEhKi0Mvt7e2jo6Pr6uqo+TIVjdNVj17OMzMDAC5AG/s56elB/3891UzdLuiy3FB3RB3AxsbGALBp0yYnJyc/Pz9tbW2FggiFwqdPn+rr6w8YMAAALC0tVZFqe/Dx+8789Rf4+cGNG3DgAPj5QWYm85DUcVNWVhYTE5OQkKBcEL3nVayLy6i9QCD/N3dxbqi7MzMz+/DDDxWtoQDwxx9/2Nvbf/jhh6rIqlNYRuVG7SjIRkUgMpsTMi8xWKpQt8buAayW0wHLaGfYq54yIXtLGdXk3JCGYOUgoYNgGdVsbI9G2fp7Y6lC3RqW0V5AZaPRbj2LkZMm54Y0RA8oo3invhN1fL62jY1IV5djbKxlYyPlchltkw0AvWlSj1CnekAZxdFoJ3Y3NvLz8z9vbHylooKfn3+NjdZVvaeManJuSENgGe1FWPzz4NooQuxS71mAZbQTqvjz4GgUIVoPuFWAZVRtBAKBnZ2dhYWFuhNBSJ16wKQebzHJi/U5uJubW3Z2thIRRCLRt99+W1tb+8knn7CYmCpocm5IQ8geJPX19Tk5OdQ2EQoZPXp0aGios7NzVFQU4GhU01B/4+Tk5EePHrEbOSMjQ4lX/fHHHyNHjly9evXnn39eUFBQUlJSXV0NGlmqCCGs/9JQzyMWi+H5Abxt27aRI0e+++67paWlCgVxdnYODAz08vKi+oZ29enAzg4nPdSDBw+8vLwAgGppwOfz16xZI0/vl44dPXqUw+FQ+3vLvwVnZmYmlQwAODg4REVF0dsy7ty5s7GxkWFW7KJ3Jl+0aFFhYaG600GaiGoAIRAI+vfvP2HChJs3bwYEBFDnmomJiaJbhUql0oiICENDQxcXl/Pnz6su7dawjLatpqaG3mFeX18/ICBgxYoV9F6w7e3FLSeq20ynO3vTKioqWmwgf+zYMdltGTMzM5VOhnUFBQV0dykLC4tffvlF3RkhjSOVSg8fPkxvQ0610uHxeH5+fleuXKH3Ix8yZMjvv/8uT8DExMRx48ZRr/JjaV9g+WEZbUkikURERMj2O3ry5An1pdTU1KlTp1J/Ki+vN+Tbt75dsu2Jhg0b9ueff7aXTL9+/ehkLl++LLtVuNLbMqoC1bXR0NAQFOnaiHqb5OTkKVOmUMfw2LFjL168SA0UqFELPVCwt7d/fq55PXz4sL1ospft1k0huwaW0X+Jj48fPXo09cdzdXW9evVq6++JjY0dNGjQ+PFnAIiXF3n8mNG/GBsba2dnRx8u2dnZsl9dunQp9SUPDw+qO41sx0SNmsjHxsba2tq294MgRP7d0dPMzKzFPEx22crR0fH48eNbtmyhrso6OjobNmxo0cVLnqaQXQPLaDOqA4GcveCFwobgYCIQEACir0+++IIwaRXcehBHHw337t2ztbXdv39/eHi4ubk5PO+Y2GXdEeSRmprq5ubW8bAa9XKy/eW1tbU7mKmcPXuWvlPv6ekZHx/v6+vL4/FGjx5N11xFm0KqmurLaEwM+fxz8uOPpMtH2nKqra0NDg6m+mHp6ekFBwfX1dXJ88LcXLJwIQEgAMTWluzcSSoqiFhM4uPJ338TQsiTJ+TuXXnTaNFLmW69Ldsxcfr06co3NbpwgURHk9paJV/elrKyMnqRl/mSMWtqa0lqKsH1BI3RYsrVwQyd0tTUJNvVzt/f/9y5czdu3KC+mpycTPdVptYEVP8TdELFZfTWLbJ1KyGE/PILOXVKtf+WUmJjY6kH4Dkcjo+PT0FBgaIRrl0jrq7Eyoq89x75+GPS0EACAsiKFYQQkpSkcPemK1eujB8/nj5E6FGeg4NDbGysorn9Y9cuEhND7twh772nfBAZjY2N27ZtowYXfD5/7dq1lRrSev7ZM7J4MTlzhixdSnJz1Z1Nt3LyJAkMJBs3ksOH2QqZmppKN5ofNmzYH3/8If9rW1+k8/Ly6KGGhYVFeHi4Rly2VV5GDx0i1LXi8WOyebNq/y2lnD9/HhRpdNwmsZg8eEDWriV79pCLF0lAAJk6lXzxBVm+XJkmeHTrbQ6Ho6ury04nerq56ccfk7IyRqEIefvtt+fPn0+tQjg5OaWlpTEMyKaoKBIfTwghaWkkLEzNyXQvS5a0/EBZdXV10dHR33zzDVXyTExM9u7dq1zJk72vS92D0tXV3bBhg7qWQduk4ncxOTnBhQswdSokJcHzmalG8fDwiI+Pd3d3Z/K8Lo8H1NNHy5aBry+YmcHIkRAUBMnJkJamcDSqDf3LL788YMCAurq6hw8f0rcslcfhgEgE2tpQVQUGBgyDzZs3TyKRDB8+XCwWL1iwwMnJiWl6LOLzoaEBAKChAfh8dWfTrfB4LT9QVn19fUxMDADY2Njw+fwtW7bMnz9fuVBjxoy5ePHiqVOn1q1bN2XKlJKSkl27dtFLBBqi+S2oKhQZCbm5YGoKy5axu/mxpgkLg48+gmvX4MYNEIlg7VrIyICcHHj+eJLCjIyMqqurq6qqqLkzI3fvws8/g6EhvPACvP8+02iarL4eVq4EFxdISoJt28DUVN0JdR+bNsGoUaCjAwkJsGWLurNpSSqVAgA1vNU0Ki6jHh5w+zacOAFz54KZGTx4oMJ/S90qKsDFBfr2heRkdgL26dOnpqamurqamj4r79EjCAwEW1uYOBGiomDuXHjzTXZS1EC7dsGTJzBvHpw/D4aGsGKFuhPqJp4+hbt3oagICAFLS3B2hq7tUdytqbi0V1dDRQWIRFBRAdXVqv231E0shpwcyMtjLSBha1+PigqIiYG4OEhPh5gYZRYaupH9+2HrVqiuho0bNXBIpbkSEmDmTDhzBhIS4KWX4K+/1J1Qd6LitVFVrxj0aKyVUbZlZWUFBQUBgL29/RZNK1Uq6J2FlJCbm3vjxg2BQDBw4MARI0aoOx3V6sKN8nr6kc36+ctaGaUzYylFExMTb29vAOjbty/T3Fgne+Xu6YecSrB0kOTm5sbExNTX10+cOBHLKDM4NGBEqO4E2mZqakqVUc2FB56i2P6Nubm50U8993hdcturdxzTKhiNshSQ7dGoRusNPyPSMKodje5zcKgVCF7icv9+8UV+nz49+6YphyN0d79oaMgFmKXuXP7lGY/3dOpU8sILOkZGTVOnahsbD1Z3SrIuX4bGRpg+HXbsAD8/0NdnFK3Ezk5LR4fL5UrHjpWYmpqzlKRmioiARYtAJIKYGHjrLUahxFwuz9hYoqNDtLW1jI0lPB42xpCfakejezIz11y9WkzImqtXv7x7V6X/ltpJpTUJCa8mJ7/HVkC2xlXZYrFTYuJ7Dx78UlnplJgYWVXFPLcTJ04sXLiwqamJeai6OigthZoaKCoCiYRpNI/sbNPU1GSJxDQ1dXyPfsAOAJKSAAAkErh5k2mooxIJt7LSp6lpaVMTt7LyF6mUeXppaWkXL15kHkfzdcUlR2PvOGs4TZ6eDh061Nvbm8f47S6Uc+fg6VO4c4eFUL3qYCsuhs2bQSxWdx7t+Ouvv1JSUnrDCqlqy2ivOqY19oelE2Mxw2HDhg0bNox5HIqXF8yZA8XFbMXT3L8FuwYMgKAgaGiATz9lLSaLv7o1a9YwD9It4GhUQ6WmQnQ06OlBWhqMHavubFTJ1hYqKgAAJk8GgYBptF51sFHbxWlpwcSJTEP1qt8b61S7Nkr9bRqorSLYIBKJamtrKysr2QpYV1dXX1/PSih231Z74ABcvw6enhAZyTRUi9Gopikrgw8+gMZGiIsDLZYu672kKBw6BBcvQnU1m29M09BfXUkJbNgAmzaxcD6ogArLqFQqdXBwEAgE27dv5/P59vb2DO9IxMXFjR071sfHx9raOiQkpLGxkUm0jIyMV199dcGCBVQ05rVeR0fHw8OjpqYmJCSEeWnW1gYbG7h6lWGY5sT69+//4MGD2NhYIyMjAeMhX0JCwtSpUwMCAlatWlXFxg2rOXNg507mYQCed+v9888/4flmFkw0NTV99dVXBw8eXLFiRUlJCfP0YmJiIiIi1q1b9+TJE+bRhgyBw4eBjft8zdUzJyfn4cOHLIQDqK6u/vnnn8+cOZOTk8NCuK++gnXr4LPP4PZtePaMhYDsUtEGfHFxcfRbF6ysrKgPlO4wcf/+fbpZoOnzPXscHR3PnDmjRLTS0tLly5dTt0f09PSoaIMHDz558qQS0WRFPr9UDho06OjRo0pEkErJkSNk4UKyZg0Ri4mvL/H3J4sWkcOHlewecOXKlQkTJlBZUUMMS0tLpdt+5eTkLFiwgIqmra0NAP3799+3bx+1Ub+iKirI+vXk5EkSHU1CQsh//kPi4sj33xPltuJtamratWsX9cYqak+svn377t69W6EmvbJOnjxJtV+ltoYxMjL6+uuvm5qalItGt1qhDjlDQ8PQ0FClt5EtKCB//UXWrCG3b5OPPyb/+x+JiSHyNW1og1AoDAgI0NHR4XK5PB5PR0fH39+/pqZGuWhUH8YBAwYAgIGBAQvNDauqCN3sMyyMpKcTZXNTEfbLaFZWFv0WFxsbm4iICNKqv4r8G/227i3c0NBw7tw5ukZ7enreu3dPzmhNTU3h4eFmZmYg09QoPj5+5MiRVLTp06ffuXNH/h+2srLy22+/lf3M9evXXV1dqWjTpk27deuW/NGSk8mUKc1dSRYsoKKR115r/syUKSQlRf5gpKCgoEVXkqSkJLojo4uLi0I7VbdutZKamvrSSy9R0ahNIeWPJhaTvXuJuTkBIC+/3NzcZOBAMmwYASCjRjXvvCy/Fq1WTp06NXv2bOp/hwwZoujl9v79+3T71SFDhuzbt48+pB0cHE4p2MdBdhd3ExOTkJCQd955h4pmb28fHR2tULTGRhIWRgwNibExWb6cEEI2bCDvv084HGJtTSIiFLvcSqXSyMhIaqDD4XDmzp07d+5c6nJrY2Nz5MgRRS+3CQkJY8aMoX46V1fXOXPmUEeglZVVZGSkwhfvrCzi7U2cnEhYGPn7byIUkkWLyKFDxNSUhIUpeb1VATbLqOyZpq+vHxwcXC/T6U22v8pff03Ly/MXizu+QEnKyiKio904HA7VW7i4uJj+mkgkogsi1a2l0yYWsqV8xowZsuWSun7K9owrLS2V50duaGgYOnRoVlbWv/Ju1aL56dOnHccpLSX+/oTHIwAtjxCplEREkAEDCADhcomPD5H5NbStrq4uNDS0zR55sqeNqemQJUtERUWdRJNIyIED5NVXI6CtVistGoLK01ksPp6MGtV8bXB1JZcvE6rDqVBIYmOJnV3zl7y8SE5Op8FIZmambI2TrUpnz56lt5T29PRMT0/vNFp5eXl77Vfj4uLoSi3nxbt1T6GKiornvwRlLt7R0WTQoObfz/z5JDGREEJqasiJE2TMmObPe3gQOft1JSUl0U2Nxo0bl0iFI+Ty5csuLi7U52fO/E9qqlzRHj8mixdvoF71wgsv0CVYtnWSi4vLlStX5ApXVUXWryd8PgEghoYkJYVERZFt20hODnnrreYfdfx4Imc0FWOnjMoO46kzraids7O4uHjr1tUpKVrJyXD7tkVZ2c+EtDEfrKo6m5Y2PDkZkpMhOHhxe33cqIO+05Zqso1bW5xpsp49e0afQiYmJu1FW7NmDd25nhDSXpdj2dbbHfRDbmho2Lp16/Dh9QCEzyfr1pE2LwdVVWTduuaDaujQxzt27Gxvdkn1f6brWk5bpai2tvbjjz/28EijDtHQUNLe5PLyZTJ+PAEg5uYSD485165da/09slVbT08vMDCwvflgdnb2qlX3qFNg0CASE9PG99TXk82biYEBASACAfnqq7O17bThk/0Nt9dqpXUha292SV2YO26/qtDF++zZs/QzYW2WXYUu3qmp99zdpdSvbvToNkbrEgkJD28e4PN4ZM2aurL2u8XI9k+kmhq1WJaRSqXUGT1t2qVOL95CIaEa5U6ZktnmAUD3xaHrg+wZ1PrXIvnxR9K/f/PAYfFi0uKbpVISFUVsbAgA4XDI22+L8/PbTa5LsFBGr127NvH5AxcTJkyQ52ojFKZkZEyhqmR6+riamkv0lxoasrKzvakv3bljU1YW0Wm09PT0WbNmtTm7fPbsWes1gY6jZWRk0OuwbS7mrl+/fvHixZ1mRcnMzJSdXf7++++yX42NjaUahIwfHzJnDnnwoNNoZPZsMnHiAgBwdHQ8ffq07FdTUlLorjVjxoxJSEjoOFpeHvHxab6u29uTFheXggLi40M4HAJALC1JeDjpeP2zoKCggw7V9EzF2NjOykoSHNxJS+rCQuLrS5yda7lcrdaLuVQB6tevHz3eL+5wiC47rW6zasiuCbSYqbTW6cVbdim/0yWFTi/edPKTJx/sdC5bUUECA4mODpk6NZI64FtcvFvPVDpYtayqqtq4UURdvI2NyY4dpMW1WyolBw8SK6vmgubjI83PL2wvmlAobDFbbX0yXrt2zdXV9Z6bGwEgEyaQq1fb/VHr6khoKDEwIALBTAeHFnPfLsaojObn59NnjpWVlYI3LqTl5Ydu37ZKToaUFF5x8baCgoCysp9u3TJJToabNw2fPNkilSqwAN9idpmdna3QmdY6Gt3vxdnZeSvV35QQQkhVVZWFhUVGRob80WRnl1SD2fT09Jdffpn6zNChQxVavGsxu0xLSystLVW60fG5c2T48OZiumgRiYoihJAvviB6es3jwc8+U6Ar8/Xr1+lrqru7+61btyQSyf79+6n2q1wud9GiRUVFci2YEEKuXr1Jzy4nTZqUlJRECDl//jw9HZ42bdrNmzfljJaSkkIvDY8bN+7SpUukwzWBjt28eZN+fw598e5gTaBjspWXvnhTMxW6/eqnn4bK2X31/n3xyy/Ppo/es2fPUp9vfY7IEy0zk3h5NR8hQ4eSQ4cINWg+cYJMmPDP4kwHFU9WXl6ej48PlcPgwYPpX/ijR4/oP8T0kSPJr7/Ktcr7+PGV1aupV9na2h47dkyuJNimfBmVSqXUyaynpxcSEiIUCpUIIpHUFhYG5eYuy81dUVt7jRDy5MmWR4/+29TU7pi/A3V1dSEhIdSdUOqiBwAeHh7K9Xavr6/fvHmzvr4+NRORnZQp0Ye5sbFx69at9CiAmk+ZmZl99913StxKbmpq2rFjBz1XpZ5h4vP569evV+KWqERCIiLIwIFk0yaycCEpLSUffUTmziVeXkSOpc7W0SQ//PADdQHj8Xj0cxqTJk2iW40rFG3//v3UehGXy3V0dKTPGSWehZBKpYcOHaLvqIwaNYp63sDIyOirr76Ss+TJ+vXXX+m5qqurq7GxMQBoaWmtXLmyvLxc0WjHjh2jy5ybmxv98Zw5cx50OlVpJTY2dvDg5l1opk+fTj+wMXr06AsXLigaLS6ODB9O+Hzy3/+S9esJIcTXlxgZyTVTaa3FPWc/Pz96lLpp06Y6BZ85uHDhwujRo+krq3LnOxOMRqO//fbbW2+9lc/GwoREUlNS8n1e3ofMQ1Gzyw8++GDw4MHUcwJMUKtItra266ljh5mYmBgHBwcrKytjY2M7O7u4uDgm0aixj7m5uZOTk5y3UDogEpFvviHXrpG1a8lHH7WcvimR2+TJk3k8nouLi6Gh4bJly5R7xIpCrwm4u7u3vnupKGp2KRAIXF1dlZiptEBNkw0MDIYOHQpyrAl0rLGxMSwszNDQkLpyKDpTaYFaGu7Tp4+enh6Xy1V0ptIqGrlwgaxdSyIiSFwc+egjkpiowEylBZFItGfPHuoBNX19fQ6H4+Xl9fjxY+Wiya7zfPrpp0rmpCwV96mXm1CYVF+flp39f2wFlEqlTM7bFgoKCszMzFrckVfCnj17AGDZsmXUDE7RR2faVFVV1elTCnL65huSnU3Cw8krrzANVVNTQ50eP/30EwB4e3szT+/hw4elpaXt3b1UVE5OTmFhIVsjl7y8vMzMzPPnz7MSraCg4Nq1aydOnFD6oVdZRUVFp0+fPnLkCCvHydq1RColfn7kQ8Zjnps3bwKApaXlm2++CQAbN25kGPDZs2dBQUHt3ZNUHU3ZVJDL1auvv2tj8zVbAdl9N5uVldWpU6esra1Zicbj8ahJPStJstB++blRo8DICJYsYa2HFofDYdrWVAZ1O44t1JTZkqX+lzY2NgBArzkwZGVlRS+GMGdhYUHf52TOxAQ4HFixAn78kZ2A/fr1GzFiRFRUFPNQffv2/eKLL5jHUZSmlFFdXSddXSd1Z9GRicy3f9DYNyw/d+kS2NkBlwv37jENRVSwrRTSBObmAAAjRgDzBks95iDRlDLa22jscXPjBpiZAXt7v6Ce5vbtlh8orceU0S7pxYSe0/zDhZDm/xjHYf8MOXr0qJ6eXhqL2xn1GkuWLNm0aRMrocRi2LwZNm/Ga+0/cDTapVwNDCKnTh1galonEr05dao9n6/ujFpydQUrK4iJYRpHCyBg7FgtXV0bPj9g7NjB/foxz23BggWzZ8/ma94vTfO9//77+gy7XD2npaAwFFoAAAqVSURBVAVBQQAAK1cyDdVjRqNYRrvUhJqaCYmJMGYM5OZCYiKIROrO6F/++1+g9s8KCGAaSo+QrampYGQEjY2TUlOBpXsvzHf5651efPFFtkJ5eDR/MG0a01BjuFypsbFYV1esqxtoYyPS0WEaUU2wjKqJRjZaGjCg+QMbG7XmgTTY/PktP1AaVyKBykrtxkbt+nrIz9dmZedUdcC10a7Ve1rG956fFPV6WEa7FtYUZZWWlpqYmJiYmNBvcERyCgsLmzlz5syZM2NjY9Wdy7/1lGstTurVpJsfN51j+wwxNTXNzs6G7nwjQl1mzZpFbX9BvV0VsQ7LaNcyMgI7OzA1hQEDwM4OnrcwQZ3icrnU+6+Rotjths2mnjIa1dBukT3ZjRtw+jRIpbB0KQwcqO5sVEkshh9/hNJSmDULnm8vpEGuX4cLF2DSJHi+SSvqaiUl8NtvwOFAnz5QWQkuLjBunLpzUgaujXa577+H//0PgoIgNFTdqajYnj0wZgx88gns3w9sNBAFgNra2rq6OkYhqHcX3L8PJ0/C6tVw4QIkJbGSm4bTxAFTv34gEEBNDXA4kJnZTWsoYBntahIJCATA4YBAwNr+HxorMxNcXYHDgXHjgHHbXhcXFxMTE3Nzc0NDQzc3NyWLQmoqTJsGUVFw9Sr85z/A58PChXDpEsPcNFlcXNzMmTNnzJjRt2/fkSNHPn78WN0Z/dulS7BmDSxcCIQAwwuk+mAZ7Vo8HtTXQ10dFBX1/IVRGxvIygIAyMyE5+2hlHbu3LmsrKxRo0ZJpdLExEQ3N7fU1FQFXl9cDEuWwPjxcPEifP01WFsD1T89OxteeIFhbprM2dk5MDBw3LhxVVVVd+/enT17dlxcnLqTkkFfDkUi0Oqut2pwbbTLFRRAZCTo6MDSpcDeJnKaSCiEsDCQSGDUKHj9dVZCEkKOHj26du3a/Px8DofzzjvvbN++nWrC2i6RCL77DoKDoaoKtLVh+XJ4/XXIy4PCQpBKgRAICgIej5X0NFlcXNyqVavS09MBwMvLKywsjN2NB5X0999w9iz06weEsPDmOXXp4v1NEWKudSvv9joVxsbGzp84kejrEwDi6Uni44mvL+FyiUBAlN1ovfuSv09ql2psJJqQBgNYRlF3lZWV1UE3ujt37syYMYP6atwbb5DffydhYaRPH0J1svb37+6nrtI67ZOKFIVlFHVv586dk+2Teu/evRbtOcPCwo4cOdJAN7GcN4/I1xGzZ5Ptk+ri4nL58mV1Z9SNYRlF3Z5IJAoPDzczM6PmqtRuRtSkNT4+3t3dHQD2TJ5Mhg0jf/yh7mQ1iFQqjY6OHjhwIABwOBxvb+/c3Fx1J9UtYRlFPURJSYmfnx89V01MTFyyZAnV86pfv34/hIcTZTti9my1tbUff/wxtdBsaGioRBNshHfqUY9y69atefPm1dbW1tbW1tfX8/n8lStXfvrpp9R9FdSe/Pz8DRs2nDp1at68eQcOHFB3Ot0MllHU06xbt+7rr7+2tbW1t7fftWuXk5NGt0rUHFVVVcbGxkZGRpXYHkRB+Pg96mmokcHSpUvPnj2LNRR1ASyjqGfS6bYdKdSFdPOGSGqEZRT1NFgOUBfDMooQAsDLDwPddS8AhNrznpnZQnd3IwMDdSeCegscjaKeZmRp6cSEhGFCoboT6WZwNKo0LKOox+nmHSnUBcuo0rCMIoQQI1hGUY+Do1Gl4GhUaVhGEUKIESyjqMdxdARPz57dGkQVcDSqNCyjqGepq4PcXHB3h5s3oagI9u0DADh+HO7eVXdmqMfCMop6lshI8PaGTz4Be3u4cgWePoXqaigthYYGdWem6ajRKLUTvrpz6WawjKKepbQULC0BACwtobwckpMhIqJnt1Bmi4GBwfr166urqydMmHDlyhV1p9OdYBlFPcuMGbB/P5SVwbFjMG4cTJ4MK1eCp6e60+oG9PT0Xnnllf79+ycnJ0+ZMuW999578uSJupPqHnC/UdTjJCVBSgrMmAGWlpCTAyNGwMOHYGwMZmbqzqwbEAqFX3755Y4dOxoaGgwNDT/77H8rV67G3bI6hmUUIdRSfn5+UFBQZGTktGkb8/O/3LIFnvdgRW3AMooQatv58/EbN7rcuGEIADNnQlgY4C7YbcIyihBql1QKhw7BunVQWgpaWrB4MaxeDY6OwOVCeTnweGBsDGIxNDaCvr66c1UfLKMIoU5UVEBICHz3HUilMHs2vP46vP8+rF4NYjF88w3cuweXLsGyZerOUn1wv1GEUCf69oVdu2DpUoiPh8eP4cEDKCkBACgqgthYyMsDrd5dSPCBJ4SQXIYPh5UrAQDWr4ft2wEA9PXB1hasrNSbl/phGUUIKcbMDIYOBakUjIxgxAhwcFB3QuqGa6MIIQU8eQIHD4K2NixaBISAmRk0NUFDA/Tpo+7M1AfLKEJIATU10KcPGBpCdbW6U9EYOKlHCCFGsIwihBSAvQVawzKKEEKMYBlFCCkAR6Ot9e6nZhFCCpMMG9aopycFMFB3JpoCyyhCSAGE1Ny/39fY2BigQt25aAqc1COEECNYRhFCCsAGoq1hGUUIKQDLaGtYRhFC8rp8+fK8efPUnYXGwTKKEOpcXl7em2++OXXq1ISEBACor69PT09Xd1KaAssoQqgjdXV1W7dudXZ2PnLkiK6ubmBgYEBAQH19/ahRo1atWlVRgffrsYwihNpBCBw+DN7ev2zYsEEoFL7xxhvnz58vKiravn27tbU1AOzevXvw4MG7du0Si8XqTladsIwihNqQkgJubvD225CaunjKlFl///23ra2th4dHZGSknp7esmXLkpKSPDw8nj179tFHH7388tyEBHVnrEYEIYRkFBYSX1/C5RIAYmFB9u4lhw9nWFhYAACHw3n33XcLCwvpb46NjbWzs3vxxV8BiJcXyclRY+Jqg/uNIoT+8egRjBwJtbWgqwurV8OsWbBxI9y6BaamUy0sGsPCwiZNmtTiJQ0NjTt28L/8kiMUgkAA69dDYCDo6aklffXAMopQ73XmDMyeDQBw+jQUFcHbb4NEAi+9BObmsGEDfPstHDkChIC1Nezc+XT+/H4dPC5aWAgbNsAvvwAhYGMDq1fDO++AuTmcOwcAMGMGPHsGubkwZkxX/WxdCNdGEeq9/vzznw8SE+Hrr6G2FubMgYkT4aWXICoKdHXh008hIwMWLOjf8SP3VlYQGQk3bsCLL4JQCGlpzW3vTp+G334DAHj6FK5cUfUPpB64NQlCvdrmzQAAZWVgZQUCAdy9C1paUFgIdXXg5QW7d4OtrQLRXFzg0iXIyoJ9+2DYMKDuO2VkwObNUFraY5vf4WgUoV4tKAiCgsDMDABg1SrYtw8AICQEEhPh1CnFaiiFy4UhQwAA3nsPoqKAEBg6FIKCwM+P1bw1CZZRhHqvoUP/+cDBAfh8+PBDGDQI+vaFKVMYRba2Bg4Hli0DCwsYNAgAQCAALS04cgQuXmSYtcbBW0wIoa5z9y6UlYGHh7rzYBWORhFCXSQtDX74Afr1U3cebMPRKEIIMYKjUYQQYgTLKEIIMYJlFCGEGMEyihBCjGAZRQghRrCMIoQQI1hGEUKIESyjCCHEyP8DwLNS6sr0rUUAAARCelRYdHJka2l0UEtMIHJka2l0IDIwMjEuMDkuNAAAeJyVk39QFGUYx599bzkWPHAPDg45OO6UHwcehKAkB9zt3vFLJyNrGsyRvDTGM8zGnDDJBpqJnDQTsUbxD5FxptJJRgMULOBdDEsFhszJsrSc0hLPMf4Ip6Zx2ntehKnAbGd2ns9+32e/+32fefd2z5EroF5hMHktUu/F6l3HacGrVk6jBZtaNbzAKhHBolbClsn01TI/UDk+mAncP32CWdVMvvj3da3EnrWSD/u4B4EQDKd+K1D48acJcaqE3P0Sois3EW1cINwE/I/d/8e4ppvCPaN/N7Bw3GTaqXehH9/9fcY5vvKgc5nCYpqzck8X2JmZARxwRCCcRu0BPgiCtKANBiGYJ0IICKEQOkMgujAIC4fwmSqJFlHvI/oIb0Skj0QavIYoH4kSvaE6iDaCMQaMs8AYC7EmiDPxJC4e4sxgThBIeDxYrBbrbBuxzrHMSYTEJEhKhpRknqTYwJYKqWmQNhfm2sGeDukZkPGQQDIyIXMeT+ZlQVa2JWu+jWQugJQcyHlYIOYFsDAXch0+4sjz5uX7SH4BOAt44nSBUwJJFki+2+v2+Ign15vjgsIiKCoWSEgRlJSCVAoGotVHRBqiRG2ux52f5zBWa9SJTPxuh+2Vys0+sTfw8MKSckV8+s3uALuKyhXnhfWuAFdWL1I6W/TYk7YnT1nX3YA9FpquHNwRgfq1HxKU2Pi9qH8bEqE0bY5EvTmNV6q3NKO+fjavbBDXoWfq+35aX2nAnrdO+Gm2/Sxy2y/D9PKL72H/fkcHXVoYhXp9TRN9d+0R1Purmujg48+hT98Xw3RsWRWyNb6DXqzoQIa77ZR2xkrMf5he6ncgn3/eT+23mF623U9bT7P+7OWP0B2rmZ69XEc/dzPuzLfT471Lkd8+eah3cRLz+aNGRxvq2/Hd63c8NOq1tcgfxBTSZXfaMOfVva/Q0OhozF/7iY72/cy45LKOXt14DvmzAVHe/M5BGuDu34hcsXU3siZ9RNr/MtPpXSJ/HL4GuapsRCoYLUYeXBlgLXLXsSEprHUQPU19Q5JhhQk52NAmjWZexDwNT+6RSl6NRX3s0U3Sdscw6sJ5l7Ri1yzUv39JkL70nEH9x9EWV/1HMagHDQw4q39SUK/zDzo3nFqD+y033e5pOm3Enirrrz3f3GD7+q73rDNxJsvW3HVGZZZ56FCLy/3UAPbYag/39tw6iZ6NdSPSkoYryI/tHJHG0p9F/9otpbLxmYU4820HHHJifQzyuV0OuXnsKPbUnLDLb2xbhdx+ySxXrzzmYnMT5YSy1cg7x0RZu/Ua+j9h1Mg3HXGYoWnQLH+VHI/s6zfLVbuHkDfeMMuNXexbn56yy85GlqH96wSl4k92hjf9rleyPceRi0f1yj6rCXuOvu6QW4PM6HPhQ7u86rofvxv9F+mRYS0YZBLBAAAFO3pUWHRNT0wgcmRraXQgMjAyMS4wOS40AAB4nH1YS24cNxDd6xR9ARGsHz+LLCzJNozAEhArvkOALHN/pB6bZLcNUhpPQUO9Lr761/jhwM9fL3/+898xf/jl4eE44gf/aq3HT4kxPnw/8Mvx9Pnrt9fj+f3T0zh5fvv79f3HkeXI6s/461fsp/e37+OEjufjkTQIi0Y9HmOwZIrnQmw/18PcoBLUkkYDNKYcl1A53jpUAY2hCldOC6QePxzJwSp1pZZKWSq1dj+FzDruz85gBU0NGkOxOrT6U0toBrSGWlljOpUqL5HlRJL/9URaTmvzK5AlcIqTaF7bRPF4bVArUOqOYqalo6hFKgepNk2qa+uJ4X5AT6YE6Np6EtyfgnEZ5hdam08KAhZSkmF/kbX91EKlwQny0KobrglcAR2ZQiZrB7RIgaqljqwbZOlMrRa/noJSWmcf1YFM0ZHsyGxLJMdxe8sT9tvL+nYegSrlRCrHvEbyCClHt4iAXAef5fhyPEpwi4EET97c3qLEd2TcIA06OaRKCJIEznmDTECS94jupRrLxkt53G6xe353e4uReAtptiOam8TnOpAaezWVTTVJqybxbkM8UjSts1loMK1dq5VNjUgrJw4enNjLaQtFOdUQ1bu0IrGIaEMVcSqBijakhkRxw9RcpycJ5Vqt6fRiWiOTI6EzE3TKBzoRJ9fpzeZE7nWWjtSG5A+QiFPyll8bkkKKaW27xhOZiGpz/R5JbpH5cEgdSdHWLUdRS95G+LwdOmXNU8WREkrSjqRI696kiJFne80dabVueFpDknBHxlrWnleMJvLRYFNn2vBEjKI3hzOXoHPTQ7V4gsagkeElL6W4aaHaSsmRPrd70lfeDNs4oGd9eNLXTbc36kStJSjviRo3olKlnmm3R2KDgJu46aS9m0xR896chEd7qJsJZtZzuczIl831mEpANt/7HlFp7VHzIP17YH+RKA7lUEpczxpDJfn6ks7EYx8Qsu54Vgcy+v7ibpDC636bECXfczDeT6LeT9ZIBMnXHC7SVdp6KCVuQO/L1DXmjUbpwDhq05vuehvTsy95W+61uetLyTpLm0hZ52dChICU0W22yHzqdGB3e1rHMpXhzJx7KGVjeh1LYxxb28abOY6lsa3XGPEbnZkwZYBsizB/gOSeHpZleCmv/ZlbGcGk0ZiIbJ3yn19ffvlicH5VeHp7fbm+KuDF19cBvORa+f1vh157Pfnbrt2d/J2u/Zz8na8dnPxdrkWbfIX2aHz5+sfUX9sh3TfndkC3BZkhaDL0PZiw4dJkhQ9YZGkS8w+MfZUmN3xowEnPd1TF+kmToX9QrJlUbzunYp3k+26pWBt5MmS4xddDvnwIJ/kaeN3FjTMI3HY/guBpBcO5LnhawdZPphWc+smlGV52wdMKhqN9veLfXM31PJf7YnWeTFsE3nYh0xZpzO3+FJi7kMlc4G0XMpkLmONkMhcwdyGTuYC5C5nMBcxdyPS/gLOeW8jdFo3nuU7miix2oZO5grkLvZ4Ccxd65XNLaPVJf5v5BKGTuYK5C53MfYYzhE7mCuY4mcy1Ma9t4t6ZG5gbxutt0BKETeaGEsTJ9ZR0bZO56ekBu4rR8JT5lLvNO0I0b0/B5y5sMjdkuAubzA0Z7iLd55FCpMk5gbOLNDkneNuHBwbN3d4k/XxySNpPJvME5i7S1UlQm9A/fZ5Qmy7SZJ7A3MVlS4LP3QPXXRne9uN8b8iM4zxtyS3D4x0Dzn6cpxW5cbbbCRrrvY3i8/jfGv/94X/nS1XxqE+t8QAAApZ6VFh0U01JTEVTIHJka2l0IDIwMjEuMDkuNAAAeJxVlMFqJDEMRH9lj90wYyzJli1CINAQ9pQc9rjsaa77Cfn4LUl2kk0C03kuyaWye67363h+P39fLy8//xzXgx6Px3H9PR8POt/2kq9cl//7duL3ip/va/78/qVfBcfrib/Xxa+34/9+16/ruM7nqIvP2Bwb//g4iIr20W73WpQG4+mJahnG7IioqyMrxp0sVTI3EkeUyEnVmiIirimqykC1zImemmVT7EZFZh+ydmszJC0kbkmrhoS7LND4xgBCDrh0qQ1gzmq7yZgBxAG2gTmLEhWAWchkT1BjzlGE5/Jbp25kFn6NxM1oaUqrrmpMDtRtTe4oy5oT9k5tER/8LpvAwBxJwkCShs3ubRNU0XDSdxUCbLYIke/VSzfdrnuk3Mpg2x6lOZIytW0VxWxczEaibjYTYchE1SYPnMsTFda+ZRrNahF4sJa6pslaRWlHVFZ7RIVVrNXas5Zji4AWkACljuwHC93zin65K5ulSNsSSWwqW4RFEa6UPgh+JyCGsLQ7LeyCQOQySgaEHpr+54AvWsibYQBiigG8VQei0qj6rQkiIPxJ5BvhpVHvcJPCYwSBT9bQWJ09q3D7mNKmxvXDsQ/TZDhs/WStpamVasfll7ZKJQ78rqXzbKt0BzE81iVE5xA683E9ipFRTERdV+3YYVhBl12ruQneIeMtbFiO0fBq9LwKfXDmjfcTjxnvqJpu/B01SqHOvAskeHXWOeCmxH27U0NasoS9fQnRETHghYwYYLvPTIbXcblpFOK0OF76cFyXBu62hvybYms8uq6ZsH0m3G3msWuInOg65NF3mYeBI6UZh4xo5wzS8GW3iHFeH3zI7fz4B5MNNoY2ZAvdAAAAAElFTkSuQmCC\n",
"text/html": [
"<table><tr><td colspan=2 style=\"text-align:center\"><image src=\"data:image/png;base64,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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 0x7fa9da43d710>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cap_terminal(m3)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "active-category",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
@cthoyt
Copy link

cthoyt commented Mar 19, 2022

You can replace

tree = etree.parse('./chembl_30_monomer_library.xml')
root = tree.getroot()

with the following code using chembl-downloader to make this notebook automatically download the latest ChEMBL data (or pin with version="30":

import chembl_downloader

# Option 1: Always get the latest
root = chembl_downloader.get_monomer_library_root()

# Option 2: Pin to a specific version
root = chembl_downloader.get_monomer_library_root(version="30")

This has the added benefit that anyone can re-run your notebook without messing around with wget and making sure the file paths are all correct. I demonstrated this works on my fork of this gist at https://gist.github.com/cthoyt/a48376238cabf1d368401550f5f3e5ee.

@charlesxu90
Copy link

Another alternative is to update the FTP link in wget download to the following:

! wget https://ftp.ebi.ac.uk/pub/databases/chembl/ChEMBLdb/releases/chembl_30/chembl_30_monomer_library.xml

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment