From 65a2f225d4723eedf737f4fab413dc0e8b210d78 Mon Sep 17 00:00:00 2001 From: dataspider Date: Sun, 14 Jul 2024 19:52:35 +0200 Subject: [PATCH] second notebook (tests + sphinx integration still outstanding) --- pymnet/tutorials/02_visualizing.ipynb | 221 ++++++++++++++++++++++++++ 1 file changed, 221 insertions(+) create mode 100644 pymnet/tutorials/02_visualizing.ipynb diff --git a/pymnet/tutorials/02_visualizing.ipynb b/pymnet/tutorials/02_visualizing.ipynb new file mode 100644 index 0000000..873e011 --- /dev/null +++ b/pymnet/tutorials/02_visualizing.ipynb @@ -0,0 +1,221 @@ +{ + "cells": [ + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "# Visualizing networks\n", + "\n", + "`pymnet` can produce high-quality images of multilayer and multiplex networks. \n", + "The main method for producing network images in the library uses `matplotlib` as a backend. \n", + "These images can be saved in both vector formats (such as pdf or svg) and raster formats (such as png). \n", + "Alternatively, one can produce pictures of networks using a method that uses Javascript and D3 as a backend for displaying figures. \n", + "These interactive figures can be viewed with any modern browser. \n", + "(Also, `networkx` is used for some layouts).\n", + "\n", + "Drawing networks with the library is easy and is usually done with the `draw` method. Consider, for example, the following code (where the random seeds ensure the reproducibility of the random network model and the spring layout, respectively):" + ], + "id": "6924bdaffd398138" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-14T17:42:58.441741Z", + "start_time": "2024-07-14T17:42:58.264045Z" + } + }, + "cell_type": "code", + "source": [ + "import random\n", + "random.seed(42)\n", + "import numpy as np\n", + "np.random.seed(42)" + ], + "id": "e90ebc6d1c0745dc", + "outputs": [], + "execution_count": 1 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-14T17:43:00.354794Z", + "start_time": "2024-07-14T17:42:58.444546Z" + } + }, + "cell_type": "code", + "source": [ + "from pymnet import *\n", + "net = models.er_multilayer(5, 2, 0.2)\n", + "fig = draw(net)" + ], + "id": "c7c696baebbecd78", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 2 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "The first line of this code imports `pymnet`. The second line creates a random node-aligned multilayer network with 5 nodes and 2 layers, where two node-layers are connected to each other with a probability of 0.2. The third line then creates a picture of that network (which is shown directly when working in a Jupyter environment and otherwise can be shown by passing `show=True` as an argument to the `draw` function).\n", + "\n", + "You can save the figure to a file, for example, with the following command:" + ], + "id": "8ce3537ceccac12d" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-14T17:43:00.647197Z", + "start_time": "2024-07-14T17:43:00.357387Z" + } + }, + "cell_type": "code", + "source": "fig.savefig(\"net.pdf\")", + "id": "5e1f253b2f6948b6", + "outputs": [], + "execution_count": 3 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "Multiplex-network figures can also be produced. For example, running the following code produces the following picture of a multiplex Erdos-Renyi network:", + "id": "cf367bee674aee19" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-14T17:43:01.582316Z", + "start_time": "2024-07-14T17:43:00.650543Z" + } + }, + "cell_type": "code", + "source": "fig = draw(er(10, 3*[0.4]), layout=\"spring\")", + "id": "7565df9016dbfba4", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 4 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "There are multiple ways of customizing the figures. For documentation, look at the reference for the draw method. Here is an example usage of the draw method that uses several of the customization options:", + "id": "3c4fb4b3880e2563" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-14T17:43:05.979776Z", + "start_time": "2024-07-14T17:43:05.253465Z" + } + }, + "cell_type": "code", + "source": [ + "fig = draw(er(10, 3*[0.3]),\n", + " layout=\"circular\",\n", + " layershape=\"circle\",\n", + " nodeColorDict={(0,0):\"r\", (1,0):\"r\", (0,1):\"r\"},\n", + " layerLabelRule={},\n", + " nodeLabelRule={},\n", + " nodeSizeRule={\"rule\":\"degree\", \"propscale\":0.05}\n", + " )" + ], + "id": "9629cd82e5aa43ae", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 5 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "If the network is large, then it is often desirable not to plot the coupling edges. Simply create a network without coupling edges and plot it. For example, the [Bernard & Killworth fraternity network](http://vlado.fmf.uni-lj.si/pub/networks/data/ucinet/ucidata.htm#bkfrat) might be plotted like this:", + "id": "69e68c5bd32da5f8" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-07-14T17:43:14.052557Z", + "start_time": "2024-07-14T17:43:08.748193Z" + } + }, + "cell_type": "code", + "source": [ + "net = read_ucinet(\"bkfrat.dat\", couplings=\"none\")\n", + "net = transforms.threshold(net, 4)\n", + "fig = draw(net,\n", + " show=True,\n", + " layout=\"spring\",\n", + " layerColorRule={},\n", + " defaultLayerColor=\"gray\",\n", + " nodeLabelRule={},\n", + " edgeColorRule={\"rule\":\"edgeweight\", \"colormap\":\"jet\", \"scaleby\":0.1}\n", + " )" + ], + "id": "303bcbd84d8a4ba8", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" 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