Skip to content

Instantly share code, notes, and snippets.

@iwatobipen
Created April 21, 2021 12:34
Show Gist options
  • Save iwatobipen/1b384d145024663151b3252bf16d2aa8 to your computer and use it in GitHub Desktop.
Save iwatobipen/1b384d145024663151b3252bf16d2aa8 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "terminal-jewel",
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from rdkit import Chem\n",
"from rdkit.Chem.Draw import IPythonConsole\n",
"from rdkit.Chem.Draw import rdDepictor\n",
"from rdkit.Chem import Draw\n",
"rdDepictor.SetPreferCoordGen(True)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "digital-frederick",
"metadata": {},
"outputs": [],
"source": [
"x = np.arange(0, 180, 1)\n",
"y = np.sin(x)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "regulated-poland",
"metadata": {},
"outputs": [],
"source": [
"mol = Chem.MolFromSmiles('C1CNCCC1C(=O)C')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "composed-longer",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<rdkit.Chem.rdchem.Mol at 0x7ff1369b4b20>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mol"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "empty-geometry",
"metadata": {},
"outputs": [],
"source": [
"im = Draw.MolToImage(mol)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "divided-bibliography",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(10,5))\n",
"plt.plot(x, y)\n",
"plt.ylim(-1, 5)\n",
"ax = plt.axes([0.6, 0.47, 0.38, 0.38], frameon=True)\n",
"ax.imshow(im)\n",
"ax.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "soviet-increase",
"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
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment