{ "cells": [ { "cell_type": "markdown", "id": "81d8544e-88bc-4d52-a286-8c71b32d6e6f", "metadata": {}, "source": [ "# Network example" ] }, { "cell_type": "code", "execution_count": 3, "id": "0bcc887a-abcc-4927-bae2-42ab55cafd0f", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from vizent import vizent_plot\n", "\n", "hex_pnts = np.array([(1,0), \n", " (0.5, (np.sqrt(3)/2)), \n", " (-0.5, (np.sqrt(3)/2)), \n", " (-1, 0), \n", " (-0.5, -(np.sqrt(3)/2)), \n", " (0.5, -(np.sqrt(3)/2)), \n", " (1,0)])\n", "zorder = 0\n", "fancy_plot_pnts = []\n", "\n", "for p in hex_pnts:\n", " for q in hex_pnts:\n", " fancy_plot_pnts.append((p[0] + q[0], p[1] + q[1]))\n", "lines = [(fancy_plot_pnts[i], fancy_plot_pnts[i+1]) \\\n", " for i in range(len(fancy_plot_pnts)-1)]\n", "lines = list(set(lines))\n", "\n", "edge_start_points = [l[0] for l in lines]\n", "edge_end_points = [l[1] for l in lines]\n", "edge_colors = [np.random.random() for l in lines]\n", "edge_frequencies = [np.random.choice(range(5)) for l in lines]\n", "edge_widths = [5 for l in lines]\n", "\n", "fig = vizent_plot(edge_start_points=edge_start_points, \n", " edge_end_points=edge_end_points, \n", " edge_colors=edge_colors, \n", " edge_frequencies=edge_frequencies, \n", " edge_widths=edge_widths, \n", " edge_colormap='Purples', \n", " edge_color_min=0, \n", " edge_color_max=1)\n", "\n", "# Add some styling\n", "fig.axes[1].axis('equal')\n", "fig.axes[1].set_facecolor('0.2')\n", "fig.axes[1].xaxis.set_visible(False)\n", "fig.axes[1].yaxis.set_visible(False)" ] } ], "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": "3.11.3" } }, "nbformat": 4, "nbformat_minor": 5 }