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@jmMAGALLANES
Created December 7, 2015 05:32
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Intro to SNA in Python
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<img src=\"pics/Logo_eScienceInstitute.png\" width=\"500\">"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# UW eScience Python Seminar: Fall 2015"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## *Introduction to Social Network Analysis in Python*\n",
"\n",
"### *José Manuel Magallanes Ph.D *\n",
"\n",
"* Senior Data Science Fellow at eScience Institute and Visiting Professor at Evans School of Public Policy and Governance, University of Washington, Seattle\n",
"* Professor of Political Science and Public Policy, Pontificia Universidad Católica del Perú, Lima\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Download materials at https://github.com/CoursesAndTutorials/IntroToSNA"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plan for this presentation:\n",
"1. Data formats\n",
"2. Importing Data and Building a Network\n",
"3. Exploring Network, agents and groups\n",
"4. Exporting the Network "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. Data Formats"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this presentation I will use these formats:\n",
"\n",
"* **Edges List**\n",
"* **Adjacency matrix**\n",
"* **Adjacency List**\n",
"* **Node List**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. Importing Data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You need to be aware of the format your data has when you need to import it. If you have files already formatted as a network this step is less important. But if you are receiving file from where you need to create the network, the job can be difficult if you are not aware of some simple details shared below.\n",
"\n",
"2.1 **Importing Edges List:**\n",
"\n",
"An Edge list is common way to gather information on a network, its format is shown below:\n",
"\n",
"<img src=\"pics/edgelist.png\" width=\"500\">\n",
"\n",
"The steps to get this data into Python, and networkx are shown next:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" to from weight status\n",
"0 D08726376 D09070449 13 DictamenNeg\n",
"1 D08726376 D31159670 1 ordendeldia\n",
"2 D08726376 D02655217 1 comision\n",
"3 D08726376 D07537643 5 publicado\n",
"4 D08726376 D22258392 10 DictamenNeg\n",
"(3562, 4)\n"
]
}
],
"source": [
"#name and location of file:\n",
"fileEdges='Data/cosponsorshipEdges.csv'\n",
"\n",
"# This reads the CSV file. Not a network yet.\n",
"import pandas\n",
"EdgesAsDF=pandas.read_csv(fileEdges)\n",
"\n",
"print EdgesAsDF.head() # basic look\n",
"print EdgesAsDF.shape #dimensions\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[('D08726376', 'D09070449', {'status': 'DictamenNeg', 'weight': 13}),\n",
" ('D08726376', 'D31159670', {'status': 'ordendeldia', 'weight': 1}),\n",
" ('D08726376', 'D02655217', {'status': 'comision', 'weight': 1}),\n",
" ('D08726376', 'D22258392', {'status': 'DictamenNeg', 'weight': 10}),\n",
" ('D08726376', 'D00026752', {'status': 'comision', 'weight': 9}),\n",
" ('D08726376', 'D23853839', {'status': 'comision', 'weight': 1}),\n",
" ('D08726376', 'D06023956', {'status': 'ordendeldia', 'weight': 17}),\n",
" ('D08726376', 'D10866456', {'status': 'comision', 'weight': 6}),\n",
" ('D08726376', 'D22509175', {'status': 'ordendeldia', 'weight': 1}),\n",
" ('D08726376', 'D29536475', {'status': 'ordendeldia', 'weight': 5})]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Here you have a network\n",
"import networkx as net\n",
"NWfromEdges=net.from_pandas_dataframe(EdgesAsDF, 'to', 'from',['weight','status'])\n",
"\n",
"# Here you visit some edges:\n",
"NWfromEdges.edges(data=True)[:10]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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D27i5cV0xv8ifAmyu1dJNqWTyqlUcPnw427Vrx+vXr9NTqy3/GhSKX/tNA6gDeAzgybyv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\nz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735D11/xnuAi1wJFL4iQ2pqauiIRksOzj6K32ADLlSuJzGh9gbm2MAfAfWYruVzmFBu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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10b6cd490>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Here you can visualize your import:\n",
"\n",
"import matplotlib.pyplot as plot\n",
"%matplotlib inline\n",
"net.draw(NWfromEdges)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"2.2 **Importing from Adjacency Matrix:**\n",
"\n",
"This is another possible format:\n",
"<img src=\"pics/matrix.png\" width=\"900\">\n",
"\n",
"Please use this code in this situation:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(37, 38)\n",
"Index([u'Romero', u'Grana', u'Miro Quesada', u'Moreyra', u'Fort',\n",
" u'De La Puente', u'Wiese', u'Onrubia', u'Brescia', u'Nicolini',\n",
" u'Montero', u'Picaso', u'Bentin', u'Benavides', u'Bustamante',\n",
" u'Woodman Pollit', u'Raffo', u'Piazza', u'Berckemeyer', u'Llosa Barber',\n",
" u'Beoutis Ledesma', u'Rizo Patron', u'Montori', u'Sotomayor',\n",
" u'Cilloniz', u'Ferreyros', u'Michell', u'Wong Lu', u'Batievsky Spack',\n",
" u'Matos Escalada', u'Galsky', u'Lucioni', u'Rodriguez Rodriguez',\n",
" u'Custer', u'Ikeda', u'Cogorno', u'Arias Davila'],\n",
" dtype='object', name=u'Names')\n"
]
}
],
"source": [
"# Getting the matrix (edges):\n",
"EdgesAsDF = pandas.read_csv('Data/dataFigueroa.csv', index_col=0)\n",
"\n",
"print EdgesAsDF.shape\n",
"print EdgesAsDF.index #row names"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index([u'Romero', u'Grana', u'Miro Quesada', u'Moreyra', u'Fort',\n",
" u'De La Puente', u'Wiese', u'Onrubia', u'Brescia', u'Nicolini',\n",
" u'Montero', u'Picaso', u'Bentin', u'Benavides', u'Bustamante',\n",
" u'Woodman Pollit', u'Raffo', u'Piazza', u'Berckemeyer', u'Llosa Barber',\n",
" u'Beoutis Ledesma', u'Rizo Patron', u'Montori', u'Sotomayor',\n",
" u'Cilloniz', u'Ferreyros', u'Michell', u'Wong Lu', u'Batievsky Spack',\n",
" u'Matos Escalada', u'Galsky', u'Lucioni', u'Rodriguez Rodriguez',\n",
" u'Custer', u'Ikeda', u'Cogorno', u'Arias Davila', u'Multinacional'],\n",
" dtype='object')"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"EdgesAsDF.columns"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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Ky5cvw83NDREREahevToMDAwQHR2Nhg0bwtzcHGFhYXrbzM/Ph4WFBX799Vd4enq+dt/y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lvCNk+fPo1er+fKlStcvXqV1q1bk5WVxcGDBwVv3RdffBGDwcCGDRtYNH8+XgpF/dO6IhGeFgtW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\njIUvwzAMw9jY/wMiqW4n8kzzPwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10bc43d50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# The adjacency matrix needs not to include the last column in the data frame.\n",
"adjacency=EdgesAsDF.ix[:, 0:37]\n",
"\n",
"#saving node labels\n",
"labels=list(adjacency)\n",
"\n",
"# Network creation\n",
"NWfromMatrix = net.Graph(adjacency.values)\n",
"\n",
"# Adding labels to nodes (relabelling):\n",
"NWfromMatrix = net.relabel_nodes(NWfromMatrix, dict(zip(range(37), labels)))\n",
"net.draw_random(NWfromMatrix)"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"**2.3 Adjacency List**\n",
"\n",
"Here is an adjacency list:\n",
"<img src=\"pics/adjacency.png\" width=\"900\">\n",
"\n",
"Importing is in simple steps:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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WOEd1/fr1EAqFahXEB/6XoLVw4UIcPnwY7u7u6Nq16ydbjlEd6enpqF+/PgYN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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10bc3f890>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# import networkx as net\n",
"\n",
"NWfromAdjList=net.read_adjlist(\"Data/warsAdjlist.csv\",delimiter=',') # no pandas this time.\n",
"net.draw_circular(NWfromAdjList)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**2.4 Node List**\n",
"The data from the previous file was original from here:\n",
"<img src=\"pics/wikipage.png\" width=\"900\">\n",
"There are lists of nodes that can make a network. I present all the steps taken to get it from the wikipedia:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"## Informing where the data is:\n",
"wikiLink='http://en.wikipedia.org/wiki/List_of_border_wars'\n",
"identification = { 'User-Agent' : 'Mozilla/5.0'} # Hiding who you are?\n",
"\n",
"## Getting the html:\n",
"from requests import get\n",
"wikiPage = get(wikiLink, headers=identification)\n",
"\n",
"## BS will interprete the html\n",
"from bs4 import BeautifulSoup as BS\n",
"wikiPage = BS(wikiPage.content,'html.parser')\n",
"\n",
"## Let's get all the tables:\n",
"wikiTables = wikiPage.findAll('table', {'class': 'sortable wikitable'})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**NEED FOR CLEANING:**\n",
"From the previous image, you can see there are many field that will need cleaning:\n",
"<img src=\"pics/clean.png\" width=\"900\">\n",
"\n",
"I have create a function (**clean_cell**) to do the cleaning:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import re\n",
"def clean_cell(dirtyCellAsString):\n",
" cleanedCell=dirtyCellAsString.replace(\"million\", \"000000\")\n",
" cleanedCell=cleanedCell.replace(\" \", \"\")\n",
" cleanedCell=cleanedCell.replace(\",\", \"\")\n",
" cleanedCell=re.sub(r'[0-9]-|[0-9][0-9]-|[0-9][0-9][0-9]-',\"\", cleanedCell)\n",
" cleanedCell=re.sub(r'\\[[\\S ]]',\"\", cleanedCell)\n",
" cleanedCell=re.findall(r'\\d+',cleanedCell) \n",
" return cleanedCell"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Ready to create the network.\n",
"\n",
"# First create empty network, wich I will populate later:\n",
"countriesGraphFullClean=net.Graph()\n",
"\n",
"#This will allow me to make edges when reading set of nodes:\n",
"from itertools import combinations\n",
"\n",
"# Do this for each table\n",
"for eachTable in wikiTables: \n",
" # Get all the rows in the table\n",
" allRows=eachTable.find_all(\"tr\")\n",
" # Do this for each row, BUT the first (the column names).\n",
" for eachRow in range(1,len(allRows)):\n",
" # Get all the cells\n",
" allCells = allRows[eachRow].find_all(\"td\")\n",
" \n",
" # Visit the possibly dirty cells, and clean them that have unclean values and clen\n",
" nameOfConflict=allCells[2].get_text().replace(u'\\u2013', '-') \n",
" start=clean_cell(allCells[0].string) \n",
" end=clean_cell(allCells[1].string) \n",
" fatalities=clean_cell(allCells[4].get_text())\n",
" #end - cleaning\n",
" \n",
" #computing and exceptions\n",
" try:\n",
" duration=float(end[0]) - float(start[0]) \n",
" except (ValueError,IndexError):\n",
" duration=1\n",
" try:\n",
" fatalities=float(fatalities[0])\n",
" except (ValueError,IndexError):\n",
" fatalities=1\n",
" \n",
" \n",
" # Getting the name of the countries in the current conflict in a list\n",
" countries=[country.get_text() for country in allCells[3].find_all('a')]\n",
" \n",
" # Cleaning one case, and rebuilding the list\n",
" countries=['China' if country==\"PRC\" or country==\"People's Republic of China\" else country for country in countries]\n",
" \n",
" # Getting the link to eah country webpage\n",
" linksEachCountry=['http://en.wikipedia.org'+country.get('href') for country in allCells[3].find_all('a')] \n",
" \n",
" # Preparing to save the coordinates of the country:\n",
" coords=[] \n",
" \n",
" # For every link collected \n",
" for link in linksEachCountry:\n",
" # some cleaning:\n",
" if link=='http://en.wikipedia.org/wiki/Soviet_Union':\n",
" link='http://en.wikipedia.org/wiki/Russia'\n",
" countryPage=BS(get(link).content,'html.parser')\n",
" # get and unpack the coordinates\n",
" lati,longi=countryPage.find_all(\"span\",{'class': 'geo'})[0].string.split('; ')\n",
" # adding the coordinates to list\n",
" coords.append((float(lati),float(longi))) \n",
"\n",
" # pair up countries with its coordinates:\n",
" countryInfo=zip(countries,coords) \n",
" \n",
" #populating graph\n",
" for country,(lati,longi)in countryInfo:\n",
" countriesGraphFullClean.add_node(country, latitude=lati,longitude=longi)\n",
" for pair in combinations (countries,2):\n",
" countriesGraphFullClean.add_edge(*pair,name=nameOfConflict,duration=duration,fatalities=fatalities)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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REdm4caM0bdpUfH19xWqxSAeQ3iADQVyM/8lGIBaQAYaQdTP+T281joNubOWK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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10c7f25d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plotting the network using the coordinates:\n",
"\n",
"X=net.get_node_attributes(countriesGraphFullClean,'longitude')\n",
"Y=net.get_node_attributes(countriesGraphFullClean,'latitude')\n",
"posNet=dict((country,(X[country],Y[country])) for country in X if country in Y)\n",
"net.draw(countriesGraphFullClean,pos=posNet,with_labels=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. Exploration"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Using the data on Peruvian elites:\n",
"<img src=\"pics/elites.png\" width=\"900\">\n",
"\n",
"I used this data previously, when importing the adjacency matrix. Now it is time to explore it."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.1 Network level"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[('Woodman Pollit', {}),\n",
" ('Bustamante', {}),\n",
" ('Raffo', {}),\n",
" ('Romero', {}),\n",
" ('Onrubia', {}),\n",
" ('Arias Davila', {}),\n",
" ('Grana', {}),\n",
" ('De La Puente', {}),\n",
" ('Ikeda', {}),\n",
" ('Llosa Barber', {}),\n",
" ('Custer', {}),\n",
" ('Berckemeyer', {}),\n",
" ('Cilloniz', {}),\n",
" ('Moreyra', {}),\n",
" ('Montero', {}),\n",
" ('Fort', {}),\n",
" ('Picaso', {}),\n",
" ('Piazza', {}),\n",
" ('Rizo Patron', {}),\n",
" ('Wiese', {}),\n",
" ('Miro Quesada', {}),\n",
" ('Sotomayor', {}),\n",
" ('Rodriguez Rodriguez', {}),\n",
" ('Ferreyros', {}),\n",
" ('Wong Lu', {}),\n",
" ('Brescia', {}),\n",
" ('Cogorno', {}),\n",
" ('Michell', {}),\n",
" ('Matos Escalada', {}),\n",
" ('Benavides', {}),\n",
" ('Beoutis Ledesma', {}),\n",
" ('Lucioni', {}),\n",
" ('Montori', {}),\n",
" ('Batievsky Spack', {}),\n",
" ('Bentin', {}),\n",
" ('Nicolini', {}),\n",
" ('Galsky', {})]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# The adjacency matrix did not include the nodes attributes.\n",
"NWfromMatrix.nodes(data=True)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"{'Arias Davila': 1,\n",
" 'Batievsky Spack': 1,\n",
" 'Benavides': 1,\n",
" 'Bentin': 1,\n",
" 'Beoutis Ledesma': 1,\n",
" 'Berckemeyer': 0,\n",
" 'Brescia': 1,\n",
" 'Bustamante': 1,\n",
" 'Cilloniz': 1,\n",
" 'Cogorno': 0,\n",
" 'Custer': 0,\n",
" 'De La Puente': 1,\n",
" 'Ferreyros': 0,\n",
" 'Fort': 1,\n",
" 'Galsky': 0,\n",
" 'Grana': 1,\n",
" 'Ikeda': 0,\n",
" 'Llosa Barber': 1,\n",
" 'Lucioni': 0,\n",
" 'Matos Escalada': 1,\n",
" 'Michell': 0,\n",
" 'Miro Quesada': 1,\n",
" 'Montero': 1,\n",
" 'Montori': 1,\n",
" 'Moreyra': 1,\n",
" 'Nicolini': 1,\n",
" 'Onrubia': 1,\n",
" 'Piazza': 1,\n",
" 'Picaso': 1,\n",
" 'Raffo': 1,\n",
" 'Rizo Patron': 1,\n",
" 'Rodriguez Rodriguez': 1,\n",
" 'Romero': 1,\n",
" 'Sotomayor': 1,\n",
" 'Wiese': 1,\n",
" 'Wong Lu': 1,\n",
" 'Woodman Pollit': 1}"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Let's add attributes:\n",
"EdgesAsDF = pandas.read_csv('Data/dataFigueroa.csv')\n",
"# Creating a dict to make the merge:\n",
"attribute= {x:y for (x,y) in EdgesAsDF[['Names','Multinacional']].to_records(index=False)}\n",
"attribute # network nodes not yet updated"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[('Woodman Pollit', {'Multinational': 1}),\n",
" ('Bustamante', {'Multinational': 1}),\n",
" ('Raffo', {'Multinational': 1}),\n",
" ('Romero', {'Multinational': 1}),\n",
" ('Onrubia', {'Multinational': 1}),\n",
" ('Arias Davila', {'Multinational': 1}),\n",
" ('Grana', {'Multinational': 1}),\n",
" ('De La Puente', {'Multinational': 1}),\n",
" ('Ikeda', {'Multinational': 0}),\n",
" ('Llosa Barber', {'Multinational': 1}),\n",
" ('Custer', {'Multinational': 0}),\n",
" ('Berckemeyer', {'Multinational': 0}),\n",
" ('Cilloniz', {'Multinational': 1}),\n",
" ('Moreyra', {'Multinational': 1}),\n",
" ('Montero', {'Multinational': 1}),\n",
" ('Fort', {'Multinational': 1}),\n",
" ('Picaso', {'Multinational': 1}),\n",
" ('Piazza', {'Multinational': 1}),\n",
" ('Rizo Patron', {'Multinational': 1}),\n",
" ('Wiese', {'Multinational': 1}),\n",
" ('Miro Quesada', {'Multinational': 1}),\n",
" ('Sotomayor', {'Multinational': 1}),\n",
" ('Rodriguez Rodriguez', {'Multinational': 1}),\n",
" ('Ferreyros', {'Multinational': 0}),\n",
" ('Wong Lu', {'Multinational': 1}),\n",
" ('Brescia', {'Multinational': 1}),\n",
" ('Cogorno', {'Multinational': 0}),\n",
" ('Michell', {'Multinational': 0}),\n",
" ('Matos Escalada', {'Multinational': 1}),\n",
" ('Benavides', {'Multinational': 1}),\n",
" ('Beoutis Ledesma', {'Multinational': 1}),\n",
" ('Lucioni', {'Multinational': 0}),\n",
" ('Montori', {'Multinational': 1}),\n",
" ('Batievsky Spack', {'Multinational': 1}),\n",
" ('Bentin', {'Multinational': 1}),\n",
" ('Nicolini', {'Multinational': 1}),\n",
" ('Galsky', {'Multinational': 0})]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"for node in NWfromMatrix.nodes():\n",
" # merging\n",
" NWfromMatrix.node[node]['Multinational']=int(attribute[node]) # int?\n",
"\n",
"# Nodes updated!\n",
"NWfromMatrix.nodes(data=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3. 1 Exploring the NETWORK"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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vzi9PPrnqDUobSE9P54QTTqjvMlQBlxqp0Zv4wAMsmTaNgxIJlgMJ4DagI7AM6FfJdoYU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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x110e13750>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Is this a connected network?\n",
"color_map = {1:'r', 0:'g'} \n",
"colors=[color_map[NWfromMatrix.node[node]['Multinational']] for node in NWfromMatrix]\n",
"net.draw(NWfromMatrix,node_color=colors)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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mpkZa//6bb+LddeuwIi4OVR4ecHd3R6tWrTBq1ChER0cjOjoaEyZMuKPztrCwwKxZs1BV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aTXR09BLC937UvNDQUOrq6njqqadob29HoVCQkJDA4cOHeeSRR1adGvWHGzduEB8fv+6ggRS5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LB//3639+fk5NDQ0MCFCxeYmZlhYZ6AXC7nscce46mnnmJ4eBi4SC6lHrJ//Md/ZHp62q11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\nAh0AAIDJEegAAABMjkAHAABgcv8PaE/KEiYTa0sAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x111f9d390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Improving the visualization with graphviz!\n",
"pos=net.graphviz_layout(NWfromMatrix, prog='twopi') # twopi, dot, neato, fdp, sfdp, circo\n",
"plot.figure(figsize=(8,8))\n",
"net.draw(NWfromMatrix,pos,node_size=20,node_color=colors, with_labels=True, alpha=0.3)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(8, [28, 1, 1, 1, 1, 1, 3, 1])"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# The network is not connected. Lets get some details:\n",
"\n",
"# Components inventory\n",
"components=[subnet for subnet in net.connected_component_subgraphs(NWfromMatrix)]\n",
"len(components),[len(sub) for sub in components]"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#Let's work with the giant component:\n",
"NWfromMatrix_giant = max(net.connected_component_subgraphs(NWfromMatrix), key=len)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0.35185185185185186"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# How dense or sparse?\n",
"net.density(NWfromMatrix_giant) #from 0 to 1 (where 1 makes it a complete nw)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"-0.12086710760602028"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Do nodes tend to connect to nodes similar in degree?\n",
"net.degree_assortativity_coefficient(NWfromMatrix_giant) #positive tends to assortativeness"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(1.7407407407407407, 0.6303553742684659)"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# random networks have small SP and small CC...is this the case?\n",
"net.average_shortest_path_length(NWfromMatrix_giant),net.average_clustering(NWfromMatrix_giant)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0.5829694323144105"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# How probable is that two business men with a common business friend, are also friends.\n",
"net.transitivity(NWfromMatrix_giant) "
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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M5s+fT0pKyj1diWd0foCnhsDw8LD7egETGwIBAQH3rMaZRGHfCxT2RUREZo8b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0O0tbWRnZ0tVrxbW1vR6/WsW7du2vPb2trEmMlVq1aRl5cn3jc2NkZDQwM9PT1MTk5SWVnJH/zB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\nAAAABNT/B9UD3x5UoR+QAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x111204890>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Adapted from \n",
"# https://networkx.github.io/documentation/latest/examples/drawing/degree_histogram.html\n",
"degree_sequence=sorted(net.degree(NWfromMatrix_giant).values(),reverse=True) \n",
"plot.figure(figsize=(12,12))\n",
"plot.loglog(degree_sequence,'b-',marker='o')\n",
"plot.title(\"Degree rank plot (for Giant Component)\")\n",
"plot.ylabel(\"degree\") ; plot.xlabel(\"rank\")\n",
"\n",
"# draw graph in inset\n",
"plot.axes([0.47,0.47,0.47,0.47])\n",
"pos=net.spring_layout(NWfromMatrix_giant)\n",
"plot.axis('off')\n",
"net.draw_networkx_nodes(NWfromMatrix_giant,pos,node_size=30,node_color=colors)\n",
"net.draw_networkx_edges(NWfromMatrix_giant,pos,alpha=0.4)\n",
"plot.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.1 Group level"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"28"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#How many cliques?\n",
"len(list(net.find_cliques(NWfromMatrix_giant)))"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"['Bustamante',\n",
" 'Berckemeyer',\n",
" 'Romero',\n",
" 'Grana',\n",
" 'De La Puente',\n",
" 'Bentin',\n",
" 'Moreyra',\n",
" 'Fort']"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Are there dominant nodes? (nodes to whom the others are adjacent)\n",
"import networkx.algorithms.approximation as netalg\n",
"dominants=[n for n in netalg.min_weighted_dominating_set(NWfromMatrix_giant)]\n",
"dominants"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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rQaVSYXt7e6hAjOM4GAwGuN1uOBwOtNttJJNJtFotaDSaQ69PyFnRkjUhI8xoNGJsTA+7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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11371b950>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plotting dominant nodes\n",
"pos=net.graphviz_layout(NWfromMatrix_giant, prog='neato')\n",
"net.draw(NWfromMatrix_giant,pos,node_color='b',node_size=50, alpha=0.2)\n",
"net.draw_networkx_nodes(NWfromMatrix_giant,pos,nodelist=dominants,node_size=50,node_color='r')\n",
"plot.show()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"{('Brescia', 'Montori'),\n",
" ('Bustamante', 'Picaso'),\n",
" ('Cilloniz', 'Sotomayor'),\n",
" ('De La Puente', 'Benavides'),\n",
" ('Ferreyros', 'Bentin'),\n",
" ('Fort', 'Miro Quesada'),\n",
" ('Grana', 'Michell'),\n",
" ('Llosa Barber', 'Beoutis Ledesma'),\n",
" ('Montero', 'Wiese'),\n",
" ('Moreyra', 'Rizo Patron'),\n",
" ('Onrubia', 'Berckemeyer'),\n",
" ('Romero', 'Piazza'),\n",
" ('Woodman Pollit', 'Raffo')}"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Edges such that no two edges share a common endpoint and \n",
"# every edge not in the set shares some common endpoint in the set?\n",
"maximalMatchingEdges=netalg.min_maximal_matching(NWfromMatrix_giant)\n",
"maximalMatchingEdges\n",
"# should I apply set(Nodes_maximalMatchingEdges)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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lwu8+HB8fRygUwsbGBvr6+mAymaBSqVAul7G0tIT9+/fz18hms3A6nejr68Pw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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x110b9f4d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plotting maximalMatchingEdges\n",
"\n",
"pos=net.graphviz_layout(NWfromMatrix,prog='circo',args='') \n",
"plot.figure(figsize=(8,8))\n",
"net.draw(NWfromMatrix_giant,pos,node_color='b',node_size=50, alpha=0.2)\n",
"\n",
"#nodes\n",
"Nodes_maximalMatchingEdges=[]\n",
"for nodes in maximalMatchingEdges:\n",
" Nodes_maximalMatchingEdges.extend(list(nodes))\n",
"\n",
"net.draw_networkx_nodes(NWfromMatrix_giant,pos,node_color = 'r', \n",
" node_size = 50, with_labels = False, nodelist=Nodes_maximalMatchingEdges)\n",
"\n",
"# edges\n",
"net.draw_networkx_edges(NWfromMatrix_giant,pos,width=5.0, color='r',edgelist=list(maximalMatchingEdges))\n",
"plot.show()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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tV+u5uU0tZ/v82usWuym8Jxe9OZKPW8zOp2DZlrjzq7PzdwCDZjaFXNX17tMw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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x111d26f10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# COMMUNITY DETECTION\n",
"\n",
"# based on: https://perso.uclouvain.be/vincent.blondel/research/louvain.html\n",
"# pip install python-louvain\n",
"\n",
"import community \n",
"parts = community.best_partition(NWfromMatrix_giant)\n",
"values = [parts.get(node) for node in NWfromMatrix_giant.nodes()]\n",
"pos=net.graphviz_layout(NWfromMatrix,prog='circo',args='') \n",
"plot.figure(figsize=(8,8))\n",
"plot.axis(\"off\")\n",
"net.draw_networkx_nodes(NWfromMatrix_giant,pos,cmap = plot.get_cmap(\"cool\"), node_color = values, \n",
" node_size = 50, with_labels = False)\n",
"\n",
"# edges\n",
"net.draw_networkx_edges(NWfromMatrix_giant,pos,width=1.0,alpha=0.2)\n",
"plot.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.3 Nodes"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[('Fort', 19),\n",
" ('Romero', 18),\n",
" ('Moreyra', 15),\n",
" ('De La Puente', 14),\n",
" ('Bustamante', 13)]"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Central nodes: degree\n",
"\n",
"from operator import itemgetter\n",
"NodeDegree=sorted(NWfromMatrix_giant.degree().items(), key=itemgetter(1),reverse=True)\n",
"NodeDegree[:5]"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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/Bhr9+j3PsWNvYWIym+TkFHr18uXw4cNMnz6d8+fPo9PpiIyMxMLCAjMzM+n/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