{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Basic Workflow 2: NetworkX and Cytoscape\n", "\n", "\n", "by [Keiichiro Ono](http://keiono.github.io/)\n", "\n", "\n", "----\n", "\n", "![](http://cytoscape.org/images/logo/cy3logoOrange.svg)\n", "\n", "\n", "## Introduction\n", "Welcome to the part 2 of basic tutorial. In this example, you will learn how to use Cytoscape with NetworkX, a very poweful network analysis toolkit.\n", "\n", "### Libraries used in this tutorial\n", "* resuests\n", "* json\n", "* networkx\n", "* bokeh\n", "* numpy\n", "* pandas\n", "* py2cytoscape\n", "\n", "Be sure to run\n", "```\n", "pip install -U requests\n", "pip install -U networkx\n", "pip install -U bokeh\n", "pip install -U numpy\n", "pip install -U pandas\n", "pip install -U py2cytoscape\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----\n", "## Questions or Feature Requests?\n", "Please send them to our [mailing list](https://groups.google.com/forum/#!forum/cytoscape-discuss)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", "
\n", " \n", " BokehJS successfully loaded.\n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import requests\n", "import json\n", "import networkx as nx\n", "from IPython.display import Image\n", "\n", "# Library for util\n", "from py2cytoscape import util as cy \n", "\n", "from collections import OrderedDict\n", "import numpy as np\n", "from bokeh.charts import Bar\n", "from bokeh.plotting import *\n", "\n", "output_notebook()\n", "\n", "import pandas as pd\n", "\n", "# Basic Setup\n", "PORT_NUMBER = 1234\n", "\n", "#IP = '192.168.1.1'\n", "IP = 'localhost'\n", "\n", "BASE = 'http://' + IP + ':' + str(PORT_NUMBER) + '/v1/'\n", "\n", "# Header for posting data to the server as JSON\n", "HEADERS = {'Content-Type': 'application/json'}\n", "\n", "# Delete all networks in current session\n", "requests.delete(BASE + 'session')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## POST Cytoscape.js JSON file\n", "It is easy to post local JSON file to Cytoscape." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzkAAAJYCAIAAADOr78FAACAAElEQVR42uy9C1gU973/j3djbC4n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\n", "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create dictionary object from JSON file\n", "f = open('sample_data/yeast.json', 'r')\n", "jsonData = json.load(f)\n", "\n", "# Set network name\n", "jsonData['data']['name'] = 'Yeast Sample 1' \n", "\n", "# print(json.dumps(jsonData, indent=4))\n", "\n", "res1 = requests.post(BASE + 'networks', data=json.dumps(jsonData), headers=HEADERS)\n", "res1_dict = res1.json()\n", "new_suid = res1_dict['networkSUID']\n", "Image(BASE+'networks/' + str(new_suid) + '/views/first.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create a small network with NetworkX\n", "First, let's make a small network manually with NetworkX." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of Nodes = 3\n", "Number of Edges = 4\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzkAAAJYCAIAAADOr78FAABEV0lEQVR42u3df1Ck54EfeDbRJrqN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\n", "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g = nx.MultiDiGraph()\n", "g.add_node(1)\n", "g.add_node(2)\n", "g.add_node(3)\n", "\n", "g.add_edge(1, 2)\n", "g.add_edge(2, 1)\n", "g.add_edge(1, 3)\n", "g.add_edge(3, 2)\n", "\n", "print('Number of Nodes = ' + str(g.number_of_nodes()))\n", "print('Number of Edges = ' + str(g.number_of_edges()))\n", "\n", "# Convert NetworkX Graph object \n", "cytoscape_network = cy.from_networkx(g)\n", "\n", "res1 = requests.post(BASE + 'networks', data=json.dumps(cytoscape_network), headers=HEADERS)\n", "res1_dict = res1.json()\n", "new_suid = res1_dict['networkSUID']\n", "requests.get(BASE + 'apply/layouts/force-directed/' + str(new_suid))\n", "Image(BASE+'networks/' + str(new_suid) + '/views/first.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate graph with NetworkX" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100\n", "226\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzkAAAJYCAIAAADOr78FAACAAElEQVR42uy9C1hb55XvrTT+2rST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\nQXU7IxWCSwcAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scale_free_graph = nx.scale_free_graph(100)\n", "scale_free_graph.graph['name'] = 'Scale-Free Graph'\n", "\n", "print(scale_free_graph.number_of_nodes())\n", "print(scale_free_graph.number_of_edges())\n", "\n", "res1 = requests.post(BASE + 'networks', data=json.dumps(cy.from_networkx(scale_free_graph)), headers=HEADERS)\n", "res1_dict = res1.json()\n", "new_suid = res1_dict['networkSUID']\n", "requests.get(BASE + 'apply/layouts/force-directed/' + str(new_suid))\n", "Image(BASE+'networks/' + str(new_suid) + '/views/first.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate Networks with NetworkX\n", "\n", "### Generate random networks\n", "In the [first tutorial](http://localhost:8888/notebooks/basic/CytoscapeREST_Basic1.ipynb), you learned how to generate networks programmatically, and send them to Cytoscape. However, there are better ways to manage network data in Python. Using NetworkX is one of the most popular network analysis toolkit in Python. Let's generate some network data with NetworkX.\n", "\n", "#### Graph generators in NetworkX\n", "NetworkX comes with several graph generators. Let's make some networks using defferent modlels." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "graphs = {}\n", "NUMBER_OF_NODES = 100\n", "\n", "# Scale-Free\n", "graphs['scale-free']= nx.scale_free_graph(NUMBER_OF_NODES);\n", "\n", "# Complete\n", "graphs['complete'] = nx.complete_graph(NUMBER_OF_NODES)\n", "\n", "# Circular Ladder\n", "graphs['circular ladder'] = nx.circular_ladder_graph(NUMBER_OF_NODES)\n", "\n", "# Small-World\n", "graphs['small world'] = nx.watts_strogatz_graph(NUMBER_OF_NODES, 4, 0.1)\n", "\n", "# Binominal\n", "graphs['binominal'] = nx.binomial_graph(NUMBER_OF_NODES, 0.3)\n", "\n", "# Real-world example: \n", "graphs['real social network'] = nx.karate_club_graph()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for key in graphs.keys():\n", " g = graphs[key]\n", " # Perform simple graph analysis\n", " \n", " # Node statistics\n", " bc = nx.betweenness_centrality(g)\n", " degree = nx.degree(g)\n", " cc = nx.closeness_centrality(g)\n", " nx.set_node_attributes(g, 'betweenness', bc)\n", " nx.set_node_attributes(g, 'closeness', cc)\n", " nx.set_node_attributes(g, 'degree', degree)\n", " \n", " # Network statistics\n", " g.graph[\"avg_shortest_path_len\"] = nx.average_shortest_path_length(g)\n", " g.graph[\"density\"] = nx.density(g)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Network Statistics\n", "Of course, you can see the overall characteristics of the networks with traditional chart visualization tools in Python. In this example, we use [Bokeh](http://bokeh.pydata.org/) library to draw some charts." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "
\n", "\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "graph_names= list(graphs.keys())\n", "\n", "density_list = list(map( lambda x: x.graph[\"density\"] ,graphs.values()))\n", "\n", "dl = np.array(density_list, dtype=np.float)\n", "den = {'Graph Density': dl}\n", "\n", "density = Bar(den, graph_names, title=\"Network Density\", xlabel=\"Network Name\", ylabel=\"Density\", legend=True, width=900, height=500, notebook=True)\n", "\n", "sp_list = list(map( lambda x: x.graph[\"avg_shortest_path_len\"] ,graphs.values()))\n", "sp = np.array(sp_list, dtype=np.float)\n", "\n", "shortest_path = {'Average Shortest Path Length': sp}\n", "path_length = Bar(shortest_path, graph_names, title=\"Average Shortest Path Length\", xlabel=\"Network Name\", ylabel=\"Length\", \n", " legend=True, width=900, height=500, notebook=True)\n", "\n", "# Draw the chart\n", "density.show()\n", "path_length.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualization with Cytoscape\n", "Chart is a good way to understand basic nature of your graphs. However, it is more helpful to see the actual connections as node-link diagrams especially for networks of this size. Let's do it in Cytoscape.\n", "\n", "### Send all network models to Cytoscape\n", "Converting NetworkX object into Cytoscape.js style JSON is straightforward, but to save your time, we will release cytoscape module available from PyPI. __Currently, it is not released yet, and is available in this example directory__. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's visualize them." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Remove all networks\n", "requests.delete(BASE + 'networks')\n", "\n", "# Map from human readable network name to Cytoscape network ID.\n", "name2suid = {}\n", "\n", "network_images = []\n", "\n", "for key in graphs.keys():\n", " g = graphs[key]\n", " cyjs_network = cy.from_networkx(g)\n", " #print(json.dumps(cyjs_network, indent=4))\n", " cyjs_network['data']['name'] = key\n", " res1 = requests.post(BASE + 'networks', data=json.dumps(cyjs_network), headers=HEADERS)\n", " suid_res = res1.json()\n", " suid = suid_res['networkSUID']\n", " name2suid[key] = suid\n", " requests.get(BASE + 'apply/layouts/force-directed/' + str(suid))\n", " requests.get(BASE + 'apply/styles/Directed/' + str(suid))\n", " network_images.append(Image(url=BASE+'networks/' + str(suid) + '/views/first.png', embed=True))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzkAAAJYCAIAAADOr78FAACAAElEQVR42uy9DXhcdZn/jf911d29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\n", "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "network_images[0]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzkAAAJYCAIAAADOr78FAACAAElEQVR42uydj3Nq9Z33n/8pFUsN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\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "network_images[5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It depends on your Cytoscape settings, but now you can see something like this:\n", "\n", "![](../images/basic2-1.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get your data from Cytoscape\n", "In some cases, you may want to perform analysis on data sets saved in Cytoscape session. It is easy to get the data from Cytoscape. Let's try to get a network from Cytoscape." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\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", "
datapositionselected
0{u'name': u'99', u'degree': 1.0, u'SUID': 4394...{u'y': 41.1841117477, u'x': 235.856154442}False
1{u'name': u'98', u'degree': 1.0, u'SUID': 4394...{u'y': -21.3108833694, u'x': -341.48631382}False
2{u'name': u'97', u'degree': 1.0, u'SUID': 4394...{u'y': 292.837645683, u'x': -447.011429787}False
3{u'name': u'96', u'degree': 1.0, u'SUID': 4394...{u'y': 77.4659415817, u'x': -229.157364845}False
4{u'name': u'95', u'degree': 1.0, u'SUID': 4394...{u'y': 164.76800457, u'x': 222.840743065}False
\n", "
" ], "text/plain": [ " data \\\n", "0 {u'name': u'99', u'degree': 1.0, u'SUID': 4394... \n", "1 {u'name': u'98', u'degree': 1.0, u'SUID': 4394... \n", "2 {u'name': u'97', u'degree': 1.0, u'SUID': 4394... \n", "3 {u'name': u'96', u'degree': 1.0, u'SUID': 4394... \n", "4 {u'name': u'95', u'degree': 1.0, u'SUID': 4394... \n", "\n", " position selected \n", "0 {u'y': 41.1841117477, u'x': 235.856154442} False \n", "1 {u'y': -21.3108833694, u'x': -341.48631382} False \n", "2 {u'y': 292.837645683, u'x': -447.011429787} False \n", "3 {u'y': 77.4659415817, u'x': -229.157364845} False \n", "4 {u'y': 164.76800457, u'x': 222.840743065} False " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# As long as you use the same Cytoscape session, ID (SUID) is same.\n", "scale_free_network_id = name2suid['scale-free']\n", "\n", "# Fetch the data from Cytoscape (as JSON)\n", "res2 = requests.get(BASE + 'networks/' + str(scale_free_network_id) + \"/views/first\")\n", "\n", "# Convert to Python object\n", "network = res2.json()\n", "\n", "# make DataFrame from node list\n", "nodes = network['elements']['nodes']\n", "node_df = pd.DataFrame(nodes)\n", "node_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And you can use py2cytoscape utility function to convert Cytoscape.js JSON back to NetworkX object." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Network Name is: scale-free\n" ] } ], "source": [ "nx_network = cy.to_networkx(network)\n", "print(\"Network Name is: \" + nx_network.name)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
\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", " \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", "
SUIDshared namebetweennessclosenessiddegreenameselectedclub
04384600.0369510.0594180480FalseNaN
14384710.0253900.0631311281FalseNaN
24384820.0344090.0561172802FalseNaN
34384930.0032980.0404043113FalseNaN
44385040.0000000.000000484FalseNaN
54385150.0000000.0742205235FalseNaN
64385260.0000000.0000006436FalseNaN
74385370.0000000.0581827127FalseNaN
84385480.0000000.0733268158FalseNaN
94385590.0000000.043651929FalseNaN
\n", "
" ], "text/plain": [ " SUID shared name betweenness closeness id degree name selected club\n", "0 43846 0 0.036951 0.059418 0 48 0 False NaN\n", "1 43847 1 0.025390 0.063131 1 28 1 False NaN\n", "2 43848 2 0.034409 0.056117 2 80 2 False NaN\n", "3 43849 3 0.003298 0.040404 3 11 3 False NaN\n", "4 43850 4 0.000000 0.000000 4 8 4 False NaN\n", "5 43851 5 0.000000 0.074220 5 23 5 False NaN\n", "6 43852 6 0.000000 0.000000 6 43 6 False NaN\n", "7 43853 7 0.000000 0.058182 7 12 7 False NaN\n", "8 43854 8 0.000000 0.073326 8 15 8 False NaN\n", "9 43855 9 0.000000 0.043651 9 2 9 False NaN" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Getting table as CSV is simple\n", "table_url = BASE + 'networks/' + str(scale_free_network_id) + \"/tables/defaultnode.csv\"\n", "\n", "# Or as TAB delimited text table\n", "#table_url = BASE + 'networks/' + str(scale_free_network_id) + \"/tables/defaultnode.tsv\"\n", "\n", "# Let's convert it to Pandas DataFrame\n", "table_df = pd.read_csv(table_url)\n", "table_df.head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# New in 1.x: Batch vector image genration\n", "\n", "You can easily create veator graphics files from these networks. In addition to PNG, cyREST supports the following formats:\n", "\n", "* SVG\n", "* PDF\n", "\n", "## Sample 1: Create PDF file for each network in the current session" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [], "source": [ "import urllib\n", "import os, sys\n", "\n", "ver = sys.version_info.major\n", "\n", "\n", "def save_networks_as_image(networks, target_dir, file_format='pdf'):\n", " if not os.path.exists(target_dir):\n", " os.makedirs(target_dir)\n", " for suid in networks:\n", " network_table_url = BASE + 'networks/' + str(suid) +'/tables/defaultnetwork/rows'\n", " res = requests.get(network_table_url).json()\n", " network_row = res[0]\n", " network_name = network_row['name']\n", " image_url = BASE+'networks/' + str(suid) + '/views/first.' + file_format\n", " if ver == 3:\n", " res = urllib.request.urlretrieve (image_url, os.path.join(target_dir, network_name + '.' + file_format))\n", " else:\n", " res = urllib.urlretrieve (image_url, os.path.join(target_dir, network_name + '.' + file_format))\n", "\n", "\n", "# Target directory: by default. it's current dir.\n", "target_dir = \"network_images\"\n", "\n", "networks_url = BASE + 'networks/'\n", "networks = requests.get(networks_url).json()\n", "\n", "save_networks_as_image(networks, target_dir)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This code generates PDF file for each network. Check [network_images](network_images) directory to see the result.\n", "\n", "\n", "## Sample 2: Generate a simple web page with SVG images\n", "\n", "___Make sure you have [BeautifulSoup4](http://www.crummy.com/software/BeautifulSoup/bs4/doc/)!___\n", "\n", "It is easy to create simple web pages with SVG network images with cyREST and Python!" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from os import listdir\n", "from os.path import isfile, join\n", "from bs4 import BeautifulSoup\n", "\n", "web_dir = \"web_page\"\n", "save_networks_as_image(networks, web_dir, file_format='svg')\n", "\n", "soup = BeautifulSoup('

Cytoscpae Session as a Web Page

')\n", "\n", "svg_files = [f for f in listdir(web_dir) if isfile(join(web_dir,f))]\n", "\n", "for svg_file in svg_files:\n", " if svg_file.endswith('html'):\n", " continue \n", " new_tag = soup.new_tag('img', src=svg_file, width=\"1000\")\n", " title = soup.new_tag('h2')\n", " title.append(svg_file)\n", " soup.div.append(title)\n", " soup.div.append(new_tag)\n", "\n", "result = str(soup)\n", "\n", "with open(os.path.join(web_dir, 'index.html'), \"w\") as html_file:\n", " html_file.write(result)\n", "\n", "# Now the result is in the \"web_page\" folder.\n", "\n", "# If you are NOT a mac user, comment-out the following.\n", "!open web_page/index.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sample output is available [here](http://chianti.ucsd.edu/~kono/webapp/cyrest-python-basic2-svg/)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----\n", "[Back to Index](../index.ipynb)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }