Created
August 10, 2020 03:43
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "from typing import List, Tuple\n", | |
| "import networkx as nx\n", | |
| "import numpy as np\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "from scipy.io import loadmat" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def draw_graph(A: np.array, xs: List[float], ys: List[float],\n", | |
| " title: str, figsize: Tuple[int, int] = (6, 6)) -> None:\n", | |
| " graph = nx.Graph()\n", | |
| " \n", | |
| " n = len(A)\n", | |
| " for i in range(n):\n", | |
| " graph.add_node(i)\n", | |
| "\n", | |
| " for i in range(n):\n", | |
| " for j in range(n):\n", | |
| " if i > j and A[i, j] == 1:\n", | |
| " graph.add_edge(i, j)\n", | |
| "\n", | |
| " plt.figure(figsize=figsize)\n", | |
| " nx.draw(graph, [(x, y) for x,y in zip(xs, ys)], node_size=n)\n", | |
| " plt.title(title)\n", | |
| " plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "data = loadmat('draw_graph_representation_data.mat')\n", | |
| "A = data['A']\n", | |
| "n = int(data['n'].item())\n", | |
| "m = int(data['m'].item())\n", | |
| "x_circ = data['x_circ']\n", | |
| "y_circ = data['y_circ']" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "/opt/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:579: MatplotlibDeprecationWarning: \n", | |
| "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n", | |
| " if not cb.iterable(width):\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x432 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "draw_graph(A, x_circ.squeeze(), y_circ.squeeze(), 'circle')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "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": "3.7.4" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
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