{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "##### Let's change gears and talk about Game of thrones or shall I say Network of Thrones.\n", "\n", "It is suprising right? What is the relationship between a fatansy TV show/novel and network science or python(it's not related to a dragon).\n", "\n", "If you haven't heard of Game of Thrones, then you must be really good at hiding. Game of Thrones is the hugely popular television series by HBO based on the (also) hugely popular book series A Song of Ice and Fire by George R.R. Martin. In this notebook, we will analyze the co-occurrence network of the characters in the Game of Thrones books. Here, two characters are considered to co-occur if their names appear in the vicinity of 15 words from one another in the books." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](images/got.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Andrew J. Beveridge, an associate professor of mathematics at Macalester College, and Jie Shan, an undergraduate created a network from the book A Storm of Swords by extracting relationships between characters to find out the most important characters in the book(or GoT).\n", "\n", "The dataset is publicly avaiable for the 5 books at https://github.com/mathbeveridge/asoiaf. This is an interaction network and were created by connecting two characters whenever their names (or nicknames) appeared within 15 words of one another in one of the books. The edge weight corresponds to the number of interactions. \n", "\n", "Credits:\n", "\n", "Blog: https://networkofthrones.wordpress.com\n", "\n", "Math Horizons Article: https://www.maa.org/sites/default/files/pdf/Mathhorizons/NetworkofThrones%20%281%29.pdf" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import networkx as nx\n", "import matplotlib.pyplot as plt\n", "import community\n", "import numpy as np\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Let's load in the datasets" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "book1 = pd.read_csv('datasets/game_of_thrones_network/asoiaf-book1-edges.csv')\n", "book2 = pd.read_csv('datasets/game_of_thrones_network/asoiaf-book2-edges.csv')\n", "book3 = pd.read_csv('datasets/game_of_thrones_network/asoiaf-book3-edges.csv')\n", "book4 = pd.read_csv('datasets/game_of_thrones_network/asoiaf-book4-edges.csv')\n", "book5 = pd.read_csv('datasets/game_of_thrones_network/asoiaf-book5-edges.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The resulting DataFrame book1 has 5 columns: Source, Target, Type, weight, and book. Source and target are the two nodes that are linked by an edge. A network can have directed or undirected edges and in this network all the edges are undirected. The weight attribute of every edge tells us the number of interactions that the characters have had over the book, and the book column tells us the book number.\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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SourceTargetTypeweightbook
0Addam-MarbrandJaime-LannisterUndirected31
1Addam-MarbrandTywin-LannisterUndirected61
2Aegon-I-TargaryenDaenerys-TargaryenUndirected51
3Aegon-I-TargaryenEddard-StarkUndirected41
4Aemon-Targaryen-(Maester-Aemon)Alliser-ThorneUndirected41
\n", "
" ], "text/plain": [ " Source Target Type weight \\\n", "0 Addam-Marbrand Jaime-Lannister Undirected 3 \n", "1 Addam-Marbrand Tywin-Lannister Undirected 6 \n", "2 Aegon-I-Targaryen Daenerys-Targaryen Undirected 5 \n", "3 Aegon-I-Targaryen Eddard-Stark Undirected 4 \n", "4 Aemon-Targaryen-(Maester-Aemon) Alliser-Thorne Undirected 4 \n", "\n", " book \n", "0 1 \n", "1 1 \n", "2 1 \n", "3 1 \n", "4 1 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "book1.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once we have the data loaded as a pandas DataFrame, it's time to create a network. We create a graph for each book. It's possible to create one MultiGraph instead of 5 graphs, but it is easier to play with different graphs." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "G_book1 = nx.Graph()\n", "G_book2 = nx.Graph()\n", "G_book3 = nx.Graph()\n", "G_book4 = nx.Graph()\n", "G_book5 = nx.Graph()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's populate the graph with edges from the pandas DataFrame." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "for row in book1.iterrows():\n", " G_book1.add_edge(row[1]['Source'], row[1]['Target'], weight=row[1]['weight'], book=row[1]['book'])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "for row in book2.iterrows():\n", " G_book2.add_edge(row[1]['Source'], row[1]['Target'], weight=row[1]['weight'], book=row[1]['book'])\n", "for row in book3.iterrows():\n", " G_book3.add_edge(row[1]['Source'], row[1]['Target'], weight=row[1]['weight'], book=row[1]['book'])\n", "for row in book4.iterrows():\n", " G_book4.add_edge(row[1]['Source'], row[1]['Target'], weight=row[1]['weight'], book=row[1]['book'])\n", "for row in book5.iterrows():\n", " G_book5.add_edge(row[1]['Source'], row[1]['Target'], weight=row[1]['weight'], book=row[1]['book'])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "books = [G_book1, G_book2, G_book3, G_book4, G_book5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's have a look at these edges." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('Jaime-Lannister', 'Loras-Tyrell', {'book': 1, 'weight': 3})" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(G_book1.edges(data=True))[16]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('Benjen-Stark', 'Theon-Greyjoy', {'book': 1, 'weight': 4})" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(G_book1.edges(data=True))[400]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Finding the most important node i.e character in these networks.\n", "\n", "Is it Jon Snow, Tyrion, Daenerys, or someone else? Let's see! Network Science offers us many different metrics to measure the importance of a node in a network as we saw in the first part of the tutorial. Note that there is no \"correct\" way of calculating the most important node in a network, every metric has a different meaning.\n", "\n", "First, let's measure the importance of a node in a network by looking at the number of neighbors it has, that is, the number of nodes it is connected to. For example, an influential account on Twitter, where the follower-followee relationship forms the network, is an account which has a high number of followers. This measure of importance is called degree centrality.\n", "\n", "Using this measure, let's extract the top ten important characters from the first book (book[0]) and the fifth book (book[4])." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "deg_cen_book1 = nx.degree_centrality(books[0])" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "deg_cen_book5 = nx.degree_centrality(books[4])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('Eddard-Stark', 0.3548387096774194),\n", " ('Robert-Baratheon', 0.2688172043010753),\n", " ('Tyrion-Lannister', 0.24731182795698928),\n", " ('Catelyn-Stark', 0.23118279569892475),\n", " ('Jon-Snow', 0.19892473118279572),\n", " ('Robb-Stark', 0.18817204301075272),\n", " ('Sansa-Stark', 0.18817204301075272),\n", " ('Bran-Stark', 0.17204301075268819),\n", " ('Cersei-Lannister', 0.16129032258064518),\n", " ('Joffrey-Baratheon', 0.16129032258064518)]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sorted(deg_cen_book1.items(), key=lambda x:x[1], reverse=True)[0:10]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('Jon-Snow', 0.1962025316455696),\n", " ('Daenerys-Targaryen', 0.18354430379746836),\n", " ('Stannis-Baratheon', 0.14873417721518986),\n", " ('Tyrion-Lannister', 0.10443037974683544),\n", " ('Theon-Greyjoy', 0.10443037974683544),\n", " ('Cersei-Lannister', 0.08860759493670886),\n", " ('Barristan-Selmy', 0.07911392405063292),\n", " ('Hizdahr-zo-Loraq', 0.06962025316455696),\n", " ('Asha-Greyjoy', 0.056962025316455694),\n", " ('Melisandre', 0.05379746835443038)]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sorted(deg_cen_book5.items(), key=lambda x:x[1], reverse=True)[0:10]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot a histogram of degree centrality\n", "plt.hist(list(nx.degree_centrality(G_book4).values()))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d = {}\n", "for i, j in dict(nx.degree(G_book4)).items():\n", " if j in d:\n", " d[j] += 1\n", " else:\n", " d[j] = 1\n", "x = np.log2(list((d.keys())))\n", "y = np.log2(list(d.values()))\n", "plt.scatter(x, y, alpha=0.9)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise\n", "\n", "Create a new centrality measure, weighted_degree(Graph, weight) which takes in Graph and the weight attribute and returns a weighted degree dictionary. Weighted degree is calculated by summing the weight of the all edges of a node and find the top five characters according to this measure." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "def weighted_degree(G, weight):\n", " result = dict()\n", " for node in G.nodes():\n", " weight_degree = 0\n", " for n in G.edges([node], data=True):\n", " weight_degree += n[2]['weight']\n", " result[node] = weight_degree\n", " return result" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(list(weighted_degree(G_book1, 'weight').values()))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('Eddard-Stark', 1284),\n", " ('Robert-Baratheon', 941),\n", " ('Jon-Snow', 784),\n", " ('Tyrion-Lannister', 650),\n", " ('Sansa-Stark', 545),\n", " ('Bran-Stark', 531),\n", " ('Catelyn-Stark', 520),\n", " ('Robb-Stark', 516),\n", " ('Daenerys-Targaryen', 443),\n", " ('Arya-Stark', 430)]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sorted(weighted_degree(G_book1, 'weight').items(), key=lambda x:x[1], reverse=True)[0:10]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's do this for Betweeness centrality and check if this makes any difference\n", "\n", "Haha, evil laugh" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('Eddard-Stark', 0.2696038913836117),\n", " ('Robert-Baratheon', 0.21403028397371796),\n", " ('Tyrion-Lannister', 0.1902124972697492),\n", " ('Jon-Snow', 0.17158135899829566),\n", " ('Catelyn-Stark', 0.1513952715347627),\n", " ('Daenerys-Targaryen', 0.08627015537511595),\n", " ('Robb-Stark', 0.07298399629664767),\n", " ('Drogo', 0.06481224290874964),\n", " ('Bran-Stark', 0.05579958811784442),\n", " ('Sansa-Stark', 0.03714483664326785)]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# First check unweighted, just the structure\n", "\n", "sorted(nx.betweenness_centrality(G_book1).items(), key=lambda x:x[1], reverse=True)[0:10]" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('Robert-Baratheon', 0.23341885664466297),\n", " ('Eddard-Stark', 0.18703429235687297),\n", " ('Tyrion-Lannister', 0.15311225972516293),\n", " ('Robb-Stark', 0.1024018949825402),\n", " ('Catelyn-Stark', 0.10169012330302643),\n", " ('Jon-Snow', 0.09027684366394043),\n", " ('Jaime-Lannister', 0.07745109164464009),\n", " ('Rodrik-Cassel', 0.07667992877670296),\n", " ('Drogo', 0.06894355184677767),\n", " ('Jorah-Mormont', 0.0627085149665795)]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Let's care about interactions now\n", "\n", "sorted(nx.betweenness_centrality(G_book1, weight='weight').items(), key=lambda x:x[1], reverse=True)[0:10]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### PageRank\n", "The billion dollar algorithm, PageRank works by counting the number and quality of links to a page to determine a rough estimate of how important the website is. The underlying assumption is that more important websites are likely to receive more links from other websites." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('Eddard-Stark', 0.04552079222830669),\n", " ('Tyrion-Lannister', 0.03301362462493269),\n", " ('Catelyn-Stark', 0.030193105286631904),\n", " ('Robert-Baratheon', 0.029834742227736685),\n", " ('Jon-Snow', 0.02683449952206627),\n", " ('Robb-Stark', 0.021562941297247527),\n", " ('Sansa-Stark', 0.02000803404286463),\n", " ('Bran-Stark', 0.019945786786238345),\n", " ('Jaime-Lannister', 0.017507847202846896),\n", " ('Cersei-Lannister', 0.017082604584758083)]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# by default weight attribute in pagerank is weight, so we use weight=None to find the unweighted results\n", "sorted(nx.pagerank_numpy(G_book1, weight=None).items(), key=lambda x:x[1], reverse=True)[0:10]" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('Eddard-Stark', 0.07239401100498269),\n", " ('Robert-Baratheon', 0.04851727570509951),\n", " ('Jon-Snow', 0.047706890624749025),\n", " ('Tyrion-Lannister', 0.043674378927063114),\n", " ('Catelyn-Stark', 0.034667034701307456),\n", " ('Bran-Stark', 0.029774200539800212),\n", " ('Robb-Stark', 0.029216183645196906),\n", " ('Daenerys-Targaryen', 0.02708962251302111),\n", " ('Sansa-Stark', 0.026961778915683174),\n", " ('Cersei-Lannister', 0.021631679397419022)]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sorted(nx.pagerank_numpy(G_book1, weight='weight').items(), key=lambda x:x[1], reverse=True)[0:10]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Is there a correlation between these techniques?\n", "\n", "#### Exercise\n", "\n", "Find the correlation between these four techniques.\n", "\n", "- pagerank\n", "- betweenness_centrality\n", "- weighted_degree\n", "- degree centrality" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "cor = pd.DataFrame.from_records([nx.pagerank_numpy(G_book1, weight='weight'), nx.betweenness_centrality(G_book1, weight='weight'), weighted_degree(G_book1, 'weight'), nx.degree_centrality(G_book1)])" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# cor.T" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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01.0000000.8702140.9921660.949307
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" ], "text/plain": [ " 0 1 2 3\n", "0 1.000000 0.870214 0.992166 0.949307\n", "1 0.870214 1.000000 0.857222 0.871385\n", "2 0.992166 0.857222 1.000000 0.955060\n", "3 0.949307 0.871385 0.955060 1.000000" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cor.T.corr()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evolution of importance of characters over the books" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "According to degree centrality the most important character in the first book is Eddard Stark but he is not even in the top 10 of the fifth book. The importance changes over the course of five books, because you know stuff happens ;)\n", "\n", "Let's look at the evolution of degree centrality of a couple of characters like Eddard Stark, Jon Snow, Tyrion which showed up in the top 10 of degree centrality in first book.\n", "\n", "We create a dataframe with character columns and index as books where every entry is the degree centrality of the character in that particular book and plot the evolution of degree centrality Eddard Stark, Jon Snow and Tyrion.\n", "We can see that the importance of Eddard Stark in the network dies off and with Jon Snow there is a drop in the fourth book but a sudden rise in the fifth book" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "evol = [nx.degree_centrality(book) for book in books]\n", "evol_df = pd.DataFrame.from_records(evol).fillna(0)\n", "evol_df[['Eddard-Stark', 'Tyrion-Lannister', 'Jon-Snow']].plot()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'Arya-Stark',\n", " 'Brienne-of-Tarth',\n", " 'Catelyn-Stark',\n", " 'Cersei-Lannister',\n", " 'Daenerys-Targaryen',\n", " 'Eddard-Stark',\n", " 'Jaime-Lannister',\n", " 'Joffrey-Baratheon',\n", " 'Jon-Snow',\n", " 'Margaery-Tyrell',\n", " 'Robb-Stark',\n", " 'Robert-Baratheon',\n", " 'Sansa-Stark',\n", " 'Stannis-Baratheon',\n", " 'Theon-Greyjoy',\n", " 'Tyrion-Lannister'}" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "set_of_char = set()\n", "for i in range(5):\n", " set_of_char |= set(list(evol_df.T[i].sort_values(ascending=False)[0:5].index))\n", "set_of_char" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Exercise\n", "\n", "Plot the evolution of weighted degree centrality of the above mentioned characters over the 5 books, and repeat the same exercise for betweenness centrality." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "evol_df[list(set_of_char)].plot(figsize=(29,15))" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "evol = [nx.betweenness_centrality(graph, weight='weight') for graph in [G_book1, G_book2, G_book3, G_book4, G_book5]]\n", "evol_df = pd.DataFrame.from_records(evol).fillna(0)\n", "\n", "set_of_char = set()\n", "for i in range(5):\n", " set_of_char |= set(list(evol_df.T[i].sort_values(ascending=False)[0:5].index))\n", "\n", "\n", "evol_df[list(set_of_char)].plot(figsize=(19,10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### So what's up with Stannis Baratheon?" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw(nx.barbell_graph(5, 1), with_labels=True)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('Jon-Snow', 0.1962025316455696),\n", " ('Daenerys-Targaryen', 0.18354430379746836),\n", " ('Stannis-Baratheon', 0.14873417721518986),\n", " ('Tyrion-Lannister', 0.10443037974683544),\n", " ('Theon-Greyjoy', 0.10443037974683544)]" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sorted(nx.degree_centrality(G_book5).items(), key=lambda x:x[1], reverse=True)[:5]" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('Stannis-Baratheon', 0.45283060689247934),\n", " ('Daenerys-Targaryen', 0.2959459062106149),\n", " ('Jon-Snow', 0.24484873673158666),\n", " ('Tyrion-Lannister', 0.20961613179551256),\n", " ('Robert-Baratheon', 0.17716906651536968)]" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sorted(nx.betweenness_centrality(G_book5).items(), key=lambda x:x[1], reverse=True)[:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Community detection in Networks\n", "A network is said to have community structure if the nodes of the network can be easily grouped into (potentially overlapping) sets of nodes such that each set of nodes is densely connected internally.\n", "\n", "We will use louvain community detection algorithm to find the modules in our graph." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 15))\n", "\n", "partition = community.best_partition(G_book1)\n", "size = float(len(set(partition.values())))\n", "pos = nx.kamada_kawai_layout(G_book1)\n", "count = 0\n", "colors = ['red', 'blue', 'yellow', 'black', 'brown', 'purple', 'green', 'pink']\n", "for com in set(partition.values()):\n", " list_nodes = [nodes for nodes in partition.keys()\n", " if partition[nodes] == com]\n", " nx.draw_networkx_nodes(G_book1, pos, list_nodes, node_size = 20,\n", " node_color = colors[count])\n", " count = count + 1\n", "\n", "\n", "\n", "nx.draw_networkx_edges(G_book1, pos, alpha=0.2)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{0: ['Addam-Marbrand',\n", " 'Jaime-Lannister',\n", " 'Tywin-Lannister',\n", " 'Tyrion-Lannister',\n", " 'Bronn',\n", " 'Chiggen',\n", " 'Marillion',\n", " 'Shae',\n", " 'Shagga',\n", " 'Vardis-Egen',\n", " 'Willis-Wode',\n", " 'Colemon',\n", " 'Chella',\n", " 'Conn',\n", " 'Coratt',\n", " 'Dolf',\n", " 'Gunthor-son-of-Gurn',\n", " 'Harys-Swyft',\n", " 'Kevan-Lannister',\n", " 'Jyck',\n", " 'Morrec',\n", " 'Kurleket',\n", " 'Leo-Lefford',\n", " 'Mord',\n", " 'Timett',\n", " 'Ulf-son-of-Umar'],\n", " 1: ['Aegon-I-Targaryen',\n", " 'Daenerys-Targaryen',\n", " 'Aggo',\n", " 'Drogo',\n", " 'Jhogo',\n", " 'Jorah-Mormont',\n", " 'Quaro',\n", " 'Rakharo',\n", " 'Cohollo',\n", " 'Haggo',\n", " 'Qotho',\n", " 'Doreah',\n", " 'Eroeh',\n", " 'Illyrio-Mopatis',\n", " 'Irri',\n", " 'Jhiqui',\n", " 'Mirri-Maz-Duur',\n", " 'Viserys-Targaryen',\n", " 'Jommo',\n", " 'Ogo',\n", " 'Rhaego',\n", " 'Fogo'],\n", " 2: ['Eddard-Stark',\n", " 'Aerys-II-Targaryen',\n", " 'Brandon-Stark',\n", " 'Gerold-Hightower',\n", " 'Jon-Arryn',\n", " 'Robert-Baratheon',\n", " 'Alyn',\n", " 'Harwin',\n", " 'Jory-Cassel',\n", " 'Tomard',\n", " 'Arthur-Dayne',\n", " 'Cersei-Lannister',\n", " 'Petyr-Baelish',\n", " 'Vayon-Poole',\n", " 'Arys-Oakheart',\n", " 'Balon-Greyjoy',\n", " 'Renly-Baratheon',\n", " 'Barristan-Selmy',\n", " 'Pycelle',\n", " 'Varys',\n", " 'Lyanna-Stark',\n", " 'Cayn',\n", " 'Janos-Slynt',\n", " 'Stannis-Baratheon',\n", " 'Rhaegar-Targaryen',\n", " 'Daryn-Hornwood',\n", " 'Torrhen-Karstark',\n", " 'Gendry',\n", " 'Howland-Reed',\n", " 'Jacks',\n", " 'Joss',\n", " 'Porther',\n", " 'Raymun-Darry',\n", " 'Tobho-Mott',\n", " 'Tregar',\n", " 'Varly',\n", " 'Wyl-(guard)',\n", " 'Wylla',\n", " 'Oswell-Whent',\n", " 'Heward',\n", " 'Hugh',\n", " 'Lancel-Lannister'],\n", " 3: ['Aemon-Targaryen-(Maester-Aemon)',\n", " 'Alliser-Thorne',\n", " 'Bowen-Marsh',\n", " 'Chett',\n", " 'Clydas',\n", " 'Jeor-Mormont',\n", " 'Jon-Snow',\n", " 'Samwell-Tarly',\n", " 'Albett',\n", " 'Halder',\n", " 'Rast',\n", " 'Grenn',\n", " 'Pypar',\n", " 'Benjen-Stark',\n", " 'Yoren',\n", " 'Jaremy-Rykker',\n", " 'Mance-Rayder',\n", " 'Dareon',\n", " 'Donal-Noye',\n", " 'Dywen',\n", " 'Todder',\n", " 'Hobb',\n", " 'Jafer-Flowers',\n", " 'Matthar',\n", " 'Othor',\n", " 'Randyll-Tarly'],\n", " 4: ['Arya-Stark',\n", " 'Desmond',\n", " 'Ilyn-Payne',\n", " 'Jeyne-Poole',\n", " 'Joffrey-Baratheon',\n", " 'Meryn-Trant',\n", " 'Mordane',\n", " 'Mycah',\n", " 'Myrcella-Baratheon',\n", " 'Sandor-Clegane',\n", " 'Sansa-Stark',\n", " 'Syrio-Forel',\n", " 'Tommen-Baratheon',\n", " 'Balon-Swann',\n", " 'Boros-Blount',\n", " 'Beric-Dondarrion',\n", " 'Gregor-Clegane',\n", " 'Loras-Tyrell',\n", " 'Thoros-of-Myr',\n", " 'High-Septon-(fat_one)',\n", " 'Marq-Piper',\n", " 'Mace-Tyrell',\n", " 'Paxter-Redwyne',\n", " 'Maegor-I-Targaryen'],\n", " 5: ['Bran-Stark',\n", " 'Catelyn-Stark',\n", " 'Rickon-Stark',\n", " 'Robb-Stark',\n", " 'Rodrik-Cassel',\n", " 'Luwin',\n", " 'Theon-Greyjoy',\n", " 'Hali',\n", " 'Hallis-Mollen',\n", " 'Hodor',\n", " 'Hullen',\n", " 'Joseth',\n", " 'Nan',\n", " 'Osha',\n", " 'Rickard-Karstark',\n", " 'Rickard-Stark',\n", " 'Stiv',\n", " 'Brynden-Tully',\n", " 'Edmure-Tully',\n", " 'Hoster-Tully',\n", " 'Lysa-Arryn',\n", " 'Nestor-Royce',\n", " 'Walder-Frey',\n", " 'Donnel-Waynwood',\n", " 'Eon-Hunter',\n", " 'Jon-Umber-(Greatjon)',\n", " 'Masha-Heddle',\n", " 'Moreo-Tumitis',\n", " 'Mya-Stone',\n", " 'Mychel-Redfort',\n", " 'Robert-Arryn',\n", " 'Stevron-Frey',\n", " 'Tytos-Blackwood',\n", " 'Wendel-Manderly',\n", " 'Clement-Piper',\n", " 'Karyl-Vance',\n", " 'Galbart-Glover',\n", " 'Roose-Bolton',\n", " 'Maege-Mormont',\n", " 'Jonos-Bracken',\n", " 'Lyn-Corbray'],\n", " 6: ['Waymar-Royce', 'Gared', 'Will-(prologue)'],\n", " 7: ['Danwell-Frey', 'Hosteen-Frey', 'Jared-Frey']}" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d = {}\n", "for character, par in partition.items():\n", " if par in d:\n", " d[par].append(character)\n", " else:\n", " d[par] = [character]\n", "d" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw(nx.subgraph(G_book1, d[3]))" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw(nx.subgraph(G_book1, d[1]))" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.03933068828704502" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nx.density(G_book1)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.19927536231884058" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nx.density(nx.subgraph(G_book1, d[4]))" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5.066663488431223" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nx.density(nx.subgraph(G_book1, d[4]))/nx.density(G_book1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Exercise \n", "\n", "Find the most important node in the partitions according to degree centrality of the nodes." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "max_d = {}\n", "deg_book1 = nx.degree_centrality(G_book1)\n", "\n", "for group in d:\n", " temp = 0\n", " for character in d[group]:\n", " if deg_book1[character] > temp:\n", " max_d[group] = character\n", " temp = deg_book1[character]" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{0: 'Tyrion-Lannister',\n", " 1: 'Daenerys-Targaryen',\n", " 2: 'Eddard-Stark',\n", " 3: 'Jon-Snow',\n", " 4: 'Sansa-Stark',\n", " 5: 'Catelyn-Stark',\n", " 6: 'Waymar-Royce',\n", " 7: 'Danwell-Frey'}" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "max_d" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A bit about power law in networks" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "G_random = nx.erdos_renyi_graph(100, 0.1)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw(G_random)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "G_ba = nx.barabasi_albert_graph(100, 2)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw(G_ba)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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rlOhJkPnGkulJSY9L+rXKPqck7S77/EuVD3GNM29Zdrmk7W37G+oY18j7JrX+kfm+pO9I2lPZ9nfLz7FfrUsYJ8P4zplX0rsl/bDtGF5Rlv2TpKdK5r+RdNaIj+FOmX+55Hqy3N9a2eeycvzsL8fTGePOW5ZNqnXydErbPoc2xjXy/qOko5U/983jOIb5pCgAJMEnRQEgCQodAJKg0AEgCQodAJKg0AEgCQodAJKg0AEgCQodAJL4fxL2j3T7dJAUAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot a histogram of degree centrality\n", "plt.hist(list(nx.degree_centrality(G_random).values()))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(list(nx.degree_centrality(G_ba).values()))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "G_random = nx.erdos_renyi_graph(2000, 0.2)\n", "G_ba = nx.barabasi_albert_graph(2000, 20)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d = {}\n", "for i, j in dict(nx.degree(G_random)).items():\n", " if j in d:\n", " d[j] += 1\n", " else:\n", " d[j] = 1\n", "x = np.log2(list((d.keys())))\n", "y = np.log2(list(d.values()))\n", "plt.scatter(x, y, alpha=0.9)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d = {}\n", "for i, j in dict(nx.degree(G_ba)).items():\n", " if j in d:\n", " d[j] += 1\n", " else:\n", " d[j] = 1\n", "x = np.log2(list((d.keys())))\n", "y = np.log2(list(d.values()))\n", "plt.scatter(x, y, alpha=0.9)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "nams", "language": "python", "name": "nams" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }