diff --git "a/notebooks/mol-spec_visualization.ipynb" "b/notebooks/mol-spec_visualization.ipynb" new file mode 100755--- /dev/null +++ "b/notebooks/mol-spec_visualization.ipynb" @@ -0,0 +1,327 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from rdkit import Chem\n", + "from rdkit.Chem import Draw\n", + "from rdkit.Chem.Draw import rdMolDraw2D\n", + "from IPython.display import SVG\n", + "\n", + "# Example molecule\n", + "mol = Chem.MolFromSmiles(\"C1=CC(=C(C(=C1)F)NC2=NC(=CS2)C3=COC=C3)F\") \n", + "Chem.rdDepictor.Compute2DCoords(mol)\n", + "\n", + "# Define colors for atom types\n", + "atom_colors = {\n", + " 6: (0.6, 0.6, 0.6), # Carbon = light gray\n", + " 8: (0.98, 0.6, 0.6), # Oxygen = soft red/pink\n", + " 7: (0.55, 0.63, 0.8), # Nitrogen = light blue\n", + " 16: (0.8, 0.8, 0.55), # Sulfur = soft yellow\n", + " 17: (0.65, 0.85, 0.65), # Chlorine = light green\n", + " 1: (0.9, 0.9, 0.9), # Hydrogen = very light gray\n", + "}\n", + "\n", + "\n", + "# Default = muted purple (for other atoms)\n", + "default_color = (0.8, 0.7, 0.9)\n", + "\n", + "# Assign highlight colors\n", + "highlight_atoms = [atom.GetIdx() for atom in mol.GetAtoms()]\n", + "highlight_colors = {\n", + " atom.GetIdx(): atom_colors.get(atom.GetAtomicNum(), default_color)\n", + " for atom in mol.GetAtoms()\n", + "}\n", + "\n", + "highlight_colors = {atom.GetIdx():(0.6, 0.6, 0.6) for atom in mol.GetAtoms()}\n", + "\n", + "\n", + "# Draw with transparent background\n", + "drawer = rdMolDraw2D.MolDraw2DSVG(400, 400)\n", + "drawer.drawOptions().clearBackground = False # 🔑 makes background transparent\n", + "\n", + "black = (0, 0, 0)\n", + "drawer.drawOptions().setAtomPalette({\n", + " 1: (1.0, 1.0, 1.0), # Hydrogen - white\n", + " 6: (0.2, 0.2, 0.2), # Carbon - dark gray/black\n", + " 7: (0.0, 0.0, 1.0), # Nitrogen - blue\n", + " 8: (1.0, 0.0, 0.0), # Oxygen - red\n", + " 9: (0.0, 1.0, 0.0), # Fluorine - green\n", + " 16: (1.0, 1.0, 0.0), # Sulfur - yellow\n", + " 17: (0.0, 1.0, 0.0), # Chlorine - green\n", + "})\n", + "rdMolDraw2D.PrepareAndDrawMolecule(\n", + " drawer,\n", + " mol,\n", + " highlightAtoms=highlight_atoms,\n", + " highlightAtomColors=highlight_colors\n", + ")\n", + "drawer.FinishDrawing()\n", + "\n", + "# Clean up RDKit's extra XML headers\n", + "svg = drawer.GetDrawingText().replace(\"svg:\", \"\")\n", + "SVG(svg)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import networkx as nx\n", + "import matplotlib.pyplot as plt\n", + "from rdkit import Chem\n", + "\n", + "# Example molecule\n", + "mol = Chem.MolFromSmiles(\"C1=CC(=C(C(=C1)F)NC2=NC(=CS2)C3=COC=C3)F\") \n", + "Chem.rdDepictor.Compute2DCoords(mol)\n", + "\n", + "\n", + "# Define colors for atom types\n", + "atom_colors = {\n", + " 6: \"lightgray\", # Carbon\n", + " 8: \"lightcoral\", # Oxygen\n", + " 7: \"lightblue\", # Nitrogen\n", + " 16: \"khaki\", # Sulfur\n", + " 17: \"lightgreen\", # Chlorine\n", + " 1: \"whitesmoke\", # Hydrogen,\n", + " 9: (0.56, 0.93, 0.56), # Fluorine - green\n", + " \n", + "}\n", + "default_color = \"plum\"\n", + "\n", + "# Convert RDKit Mol → NetworkX graph\n", + "G = nx.Graph()\n", + "for atom in mol.GetAtoms():\n", + " idx = atom.GetIdx()\n", + " pos = mol.GetConformer().GetAtomPosition(idx)\n", + " G.add_node(\n", + " idx,\n", + " label=atom.GetSymbol(),\n", + " color=atom_colors.get(atom.GetAtomicNum(), default_color),\n", + " pos=(pos.x, pos.y) # store RDKit 2D coords\n", + " )\n", + "for bond in mol.GetBonds():\n", + " G.add_edge(bond.GetBeginAtomIdx(), bond.GetEndAtomIdx(), order=bond.GetBondTypeAsDouble())\n", + "\n", + "# Extract positions\n", + "pos = {n: (data[\"pos\"][0], data[\"pos\"][1]) for n, data in G.nodes(data=True)}\n", + "\n", + "# Draw nodes\n", + "node_colors = [G.nodes[n][\"color\"] for n in G.nodes]\n", + "nx.draw_networkx_nodes(G, pos, node_color=node_colors, node_size=800, edgecolors=\"k\")\n", + "\n", + "# Draw edges with bond order as width\n", + "# edge_widths = [1.5 * G[u][v][\"order\"] for u, v in G.edges()]\n", + "nx.draw_networkx_edges(G, pos)\n", + "\n", + "# Draw atom labels\n", + "labels = {n: G.nodes[n][\"label\"] for n in G.nodes}\n", + "nx.draw_networkx_labels(G, pos, labels, font_size=16, font_weight=\"bold\")\n", + "\n", + "# make larger figure\n", + "plt.gcf().set_size_inches(10, 8)\n", + "plt.axis(\"off\")\n", + "plt.gca().set_aspect(\"equal\", \"box\") # keep proportions\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.rcParams['font.family'] = 'Arial'\n", + "\n", + "# Example data — replace these with your actual lists\n", + "mzs = [ 53.038532, 80.049324, 97.010536, 112.021454, 140.016342,\n", + " 155.041351, 230.030716, 250.036758]\n", + "intensities = [0.10863, 0.32193, 1. , 0.57613, 0.46864, 0.30075,\n", + " 0.07148, 0.23378]\n", + "formulas = ['C4H4', 'C5H5N', 'C5H4S', 'C5H5NS', 'C6H5NOS', 'C7H4F2N2',\n", + " 'C12H6FN2S', 'C12H7F2N2S']\n", + "\n", + "plt.figure(figsize=(8, 6))\n", + "\n", + "# Plot spectrum as vertical lines\n", + "plt.vlines(mzs, [0], intensities, color='black', linewidth=3)\n", + "\n", + "# Label peaks\n", + "for mz, intensity, formula in zip(mzs, intensities, formulas):\n", + " plt.text(\n", + " mz, intensity + max(intensities)*0.02, # slightly above the peak\n", + " formula, rotation=90, va='bottom', ha='center',\n", + " fontsize=24\n", + " )\n", + "\n", + "# Clean and publication-friendly styling\n", + "plt.xlabel('m/z', fontsize=24)\n", + "plt.ylabel('Intensity', fontsize=24)\n", + "plt.xticks(fontsize=14)\n", + "plt.yticks(fontsize=14)\n", + "plt.xlim(min(mzs) - 10, max(mzs) + 10)\n", + "plt.ylim(0, max(intensities) * 1.1)\n", + "plt.tight_layout()\n", + "plt.tick_params(direction='in', length=3, width=0.8)\n", + "# Clean style: only x and y axes, no top/right spines\n", + "ax = plt.gca()\n", + "ax.spines['top'].set_visible(False)\n", + "ax.spines['right'].set_visible(False)\n", + "\n", + "# Keep x and y axes visible\n", + "ax.spines['bottom'].set_visible(True)\n", + "ax.spines['left'].set_visible(True)\n", + "\n", + "# Ticks inside for neatness\n", + "plt.tick_params(direction='in', length=3, width=0.8)\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "spec", + "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": "3.11.7" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +}