{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# A Game of Thrones tutorial" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Game of Thrones (GoT) is an American fantasy drama TV series, created by D. Benioff and D.B. Weiss for the American television network HBO. It is the screen adaption of the series of fantasy novels *A Song of Ice and Fire*, written by George R.R. Martin. The series premiered on HBO in the United States on April 17, 2011, and concluded on May 19, 2019, with 73 episodes broadcast over eight seasons. With its 12 million viewers during season 8 and a plethora of awards---according to [Wikipedia](https://en.wikipedia.org/wiki/Game_of_Thrones), Game of Thrones has attracted record viewership on HBO and has a broad, active, and international fan base. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The intricate world narrated by George R.R. Martin and scripted by Benioff and Weiss has stimulated the curiosity of ranks of scientists, delighted by the opportunity to study complex social phenomena. In this notebook, we delve into the study of GoT relationships to discover what the hypergraphs they generate reveal about the story." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook, we replicate some of the analysis you can read in our paper at this [link](https://www.internetmathematicsjournal.com/article/12464-analyzing-exploring-and-visualizing-complex-networks-via-hypergraphs-using-simplehypergraphs-jl)!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What we need... installing and loading packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "using Pkg" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#pkg\"add PyCall Conda SimpleHypergraphs Plots Colors ColorSchemes Makie GLMakie GraphMakie StatsPlots\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Prerequisites for plotting" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#using Conda, PyCall\n", "#Conda.runconda(`install matplotlib --yes`)\n", "#Conda.runconda(`install networkx --yes`)\n", "#run(`$(PyCall.python) -m pip install hypernetx==1.2.5`)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "using SimpleHypergraphs\n", "using Graphs\n", "using Plots\n", "using ColorSchemes\n", "using Colors\n", "using GLMakie\n", "using GraphMakie" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The data set\n", "This study is based on the dataset at the GitHub repository of Jeffrey Lancaster [Game of Thrones Datasets and Visualizations](https://github.com/jeffreylancaster/game-of-thrones). We will thus focus on the GoT TV series." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We studied GoT characters' co-occurrences with different levels of granularity. We modeled the GoT data set building three different types of hypergraphs, each one reporting whether the GoT characters have appeared in the same **season**, in the same **episode**, or in the same **scene** together." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hypergraph with each *season* as an edge" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we load a hypergraph studying characters' co-occurences within seasons. Here, the hyperedges are the GoT seasons and the characters who appear in each eason are the nodes." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "pth = joinpath(dirname(pathof(SimpleHypergraphs)),\"..\",\"tutorials\", \"basics\", \"data\", \"hg_seasons_all.json\");" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "h = SimpleHypergraphs.hg_load(pth; format=JSON_Format(), T=Bool, V=Symbol, E=Symbol);" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "577" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# how many characters did we see during the overall TV series?\n", "size(h)[1]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Season 1 has 125 characters\n", "Season 2 has 137 characters\n", "Season 3 has 137 characters\n", "Season 4 has 152 characters\n", "Season 5 has 175 characters\n", "Season 6 has 208 characters\n", "Season 7 has 75 characters\n", "Season 8 has 66 characters\n" ] } ], "source": [ "# how many characters does each season have?\n", "# we can ask this way...\n", "map(he -> println(\"Season $he has $(length(getvertices(h, he))) characters\"), 1:nhe(h));" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "8-element Vector{Int64}:\n", " 125\n", " 137\n", " 137\n", " 152\n", " 175\n", " 208\n", " 75\n", " 66" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ... or this way\n", "length.(h.he2v)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**SimpleHypergraphs** integates the Python library **HyperNetX** to let the user visualize a hypergraph `h` exploiting an Euler-diagram visualization. For more details, please refer to the library [HyperNetX](https://github.com/pnnl/HyperNetX)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "pth = joinpath(dirname(pathof(SimpleHypergraphs)),\"..\",\"tutorials\", \"basics\", \"data\", \"hg_seasons_min.json\");" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Let's visualize (a smaller parte of) the hypergraph we built\n", "# To build this smaller hypergraph, we considered only those characters \n", "# appearing at least in 10 scenes in the whole series\n", "h1 = SimpleHypergraphs.hg_load(pth; format=JSON_Format(), T=Int, V=Symbol, E=Symbol);" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Season 1 has *69* characters appearing in at least 10 scenes\n", "Season 2 has *74* characters appearing in at least 10 scenes\n", "Season 3 has *83* characters appearing in at least 10 scenes\n", "Season 4 has *83* characters appearing in at least 10 scenes\n", "Season 5 has *75* characters appearing in at least 10 scenes\n", "Season 6 has *98* characters appearing in at least 10 scenes\n", "Season 7 has *56* characters appearing in at least 10 scenes\n", "Season 8 has *44* characters appearing in at least 10 scenes\n" ] } ], "source": [ "map(he -> \n", " println(\"Season $he has *$(length(getvertices(h1, he)))* characters appearing in at least 10 scenes\"), \n", " 1:nhe(h));" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "8-element Vector{Int64}:\n", " 69\n", " 74\n", " 83\n", " 83\n", " 75\n", " 98\n", " 56\n", " 44" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "length.(h1.he2v)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# viz params: edge labels\n", "edge_labels = Dict{Int, String}(map(x -> x=>\"S$x\", 1:nhe(h)))\n", "edge_labels_kwargs = Dict{String,Any}(\"fontsize\" => \"x-large\")\n", ";" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject
)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "SimpleHypergraphs.draw(\n", " h1, \n", " HyperNetX;\n", " no_border = true,\n", " width = 7,\n", " height = 7,\n", " collapse_nodes = true, \n", " with_node_counts = true, \n", " with_node_labels = true,\n", " edge_labels = edge_labels, \n", " edge_labels_kwargs = edge_labels_kwargs\n", ")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "White_Walker\n", "Jon_Snow\n", "Sansa_Stark\n", "Arya_Stark\n", "Theon_Greyjoy\n", "Cersei_Lannister\n", "Jaime_Lannister\n", "Tyrion_Lannister\n", "Daenerys_Targaryen\n", "Jorah_Mormont\n", "Drogon\n", "Rhaegal\n", "Viserion\n", "Lord_Varys\n", "Samwell_Tarly\n", "Bronn\n" ] } ], "source": [ "# who are the characters appearing in all 8 seasons?\n", "most_important_character_ids = findall(x->x==1, (length.(h.v2he) .== 8))\n", "\n", "for id in most_important_character_ids\n", " println(SimpleHypergraphs.get_vertex_meta(h, id))\n", "end" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hypergraph with each scene as an edge" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# Let's have a closer look of what's happening in season 1\n", "pth = joinpath(dirname(pathof(SimpleHypergraphs)),\"..\",\"tutorials\", \"basics\", \"data\", \"hg_season1.json\");\n", "hg = SimpleHypergraphs.hg_load(pth; format=JSON_Format(), T=Bool, V=Symbol, E=Symbol);" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\"125 characters and 286 scenes\"" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# how many characters do we have? How many scenes?\n", "\"$(nhv(hg)) characters and $(nhe(hg)) scenes\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The collaboration structure of Game of Thrones.\n", "At this point, we had an overview about how many characters appeared over the whole GoT TV series and which one of them made it till the end.\n", "\n", "Let's find out how these characters interacted with each other in season 1. To gather insights within these complex relationships, we run a community detection algorithm on the hypergraph built considering scenes as hyperedges.\n", "\n", "Running this algorithm, we expect to find coherent plotlines and, therefore, groups of characters frequently appearing in a scene together." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2-element Vector{Vector{Int64}}:\n", " [1, 5, 3, 4, 2, 16, 12, 29, 34, 49 … 37, 87, 48, 44, 40, 106, 93, 101, 118, 119]\n", " [99]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Let's assure to have a single connected component\n", "# Otherwise, we pick the largest one\n", "cc = get_connected_components(hg)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1-element Vector{Vector{Int64}}:\n", " [1, 5, 3, 4, 2, 16, 12, 29, 34, 49 … 37, 87, 48, 44, 40, 106, 93, 101, 118, 119]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "remove_vertex!(hg, 99)\n", "cc = get_connected_components(hg)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\"We found 18 communities in the hypergraph of the 1st season.\"" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# We used the label propagation (LP) algorithm\n", "cflp = CFLabelPropagationFinder(100,1234)\n", "\n", "comms = findcommunities(hg, cflp)\n", "\n", "\"We found $(length(comms.np)) communities in the hypergraph of the 1st season.\"" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "18-element Vector{Int64}:\n", " 1\n", " 1\n", " 4\n", " 36\n", " 1\n", " 1\n", " 1\n", " 18\n", " 3\n", " 1\n", " 16\n", " 4\n", " 13\n", " 7\n", " 13\n", " 1\n", " 1\n", " 2" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "length.(comms.np)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "White_Walker\n", "-----\n", "Ros\n", "-----\n", "Shaggydog\n", "Nymeria\n", "Grey_Wind\n", "Lady\n", "-----\n", "Loras_Tyrell\n", "Renly_Baratheon\n", "Grand_Maester_Pycelle\n", "Septa_Mordane\n", "Mycah\n", "Hugh_of_the_Vale\n", "Sansa_Stark\n", "Hodor\n", "Joffrey_Baratheon\n", "Gregor_Clegane\n", "Jon_Arryn\n", "Jory_Cassel\n", "Royal_Steward\n", "Myrcella_Baratheon\n", "Benjen_Stark\n", "Rickon_Stark\n", "Varly\n", "Eddard_Stark\n", "Robert_Baratheon\n", "Beric_Dondarrion\n", "Lancel_Lannister\n", "Ilyn_Payne\n", "Sandor_Clegane\n", "Tommen_Baratheon\n", "Cersei_Lannister\n", "Joss\n", "Janos_Slynt\n", "Yoren\n", "Petyr_Baelish\n", "Arya_Stark\n", "Lord_Varys\n", "Barristan_Selmy\n", "Summer\n", "Tomard\n", "Jaime_Lannister\n", "Meryn_Trant\n", "-----\n", "Mhaegen\n", "-----\n", "Armeca\n", "-----\n", "Tobho_Mott\n", "-----\n", "Mirri_Maz_Duur\n", "Viserys_Targaryen\n", "Irri\n", "Drogon\n", "Viserion\n", "Daenerys_Targaryen\n", "Rhaegal\n", "Mago\n", "Khal_Drogo\n", "Wine_Merchant\n", "Doreah\n", "Qotho\n", "Jhiqui\n", "Rakharo\n", "Illyrio_Mopatis\n", "Rhaego\n", "Jorah_Mormont\n", "Dothraki_Crone\n", "-----\n", "Osha\n", "Wallen\n", "Stiv\n", "-----\n", "Three-Eyed_Raven\n", "-----\n", "Vardis_Egen\n", "Addam_Marbrand\n", "Leo_Lefford\n", "Chella\n", "Robin_Arryn\n", "Lannister_Messenger\n", "Shae\n", "Mord\n", "Lysa_Arryn\n", "Kevan_Lannister\n", "Bronn\n", "Timett\n", "Marillion\n", "Tyrion_Lannister\n", "Shagga\n", "Tywin_Lannister\n", "-----\n", "Walder_Frey\n", "Joyeuse_Erenford\n", "Stevron_Frey\n", "Ryger_Rivers\n", "-----\n", "Alliser_Thorne\n", "Ghost\n", "Rast\n", "Jon_Snow\n", "Maester_Aemon\n", "Jaremy_Rykker\n", "Pypar\n", "Othell_Yarwyck\n", "Jafer_Flowers\n", "Othor\n", "Jeor_Mormont\n", "Samwell_Tarly\n", "Grenn\n", "-----\n", "Hot_Pie\n", "Syrio_Forel\n", "Lommy_Greenhands\n", "Gendry\n", "King's_Landing_Baker\n", "Street_Urchin\n", "Red_Keep_Stableboy\n", "-----\n", "Old_Nan\n", "Robb_Stark\n", "Jonos_Bracken\n", "Theon_Greyjoy\n", "Will\n", "Lannister_Scout\n", "Bran_Stark\n", "Greatjon_Umber\n", "Catspaw_Assassin\n", "Rodrik_Cassel\n", "Catelyn_Stark\n", "Maester_Luwin\n", "Rickard_Karstark\n", "-----\n", "Wight_Wildling_Girl\n", "-----\n", "Little_Bird\n", "-----\n", "Waymar_Royce\n", "Gared\n", "-----\n" ] } ], "source": [ "# Who are they?\n", "for c in comms.np\n", " for character in c\n", " println(get_vertex_meta(hg, character)) \n", " end\n", " println(\"-----\")\n", "end" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Some comments\n", "\n", "Based on the communities above, we can say that the LP algorithm ran on such hypergraph revealed:\n", "* The presence of minor communities of characters, appearing only in few scenes of the whole season. It is interesting to note that the algorithm correctly identifies background characters that do heavily not contribute to the main storyline (for now).\n", " - (Syrio_Forel);\n", " - (Waymar_Royce, White_Walker, Gared); \n", " - (Three-Eyed_Raven);\n", " - (Hot_Pie, Red_Keep_Stableboy, Vayon_Poole, Gendry);\n", " - ...\n", " \n", "* The other communities embody the different sub-plotlines happening in the first season. We can list:\n", " - two communities related to Daenerys_Targaryen and the Dothraki;\n", " - one community related to the events happening in Castle Black and related to Jon Snow;\n", " - one community related to the Houses Arryn and Frey.\n", " \n", "* The last more significant community contains the majority of the characters appearing in the first season. This result makes sense as all these characters have been forced to stay together at the Red Keep. Thus, they appear in many scenes together." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How good these communities are in terms of modularity?" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.5079539202679114" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "modularity(hg, comms.np)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Find communities by maximizing the value of modularity" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\"We found 16 communities in the hypergraph of the 1st season with a modularity value of 0.6267461832975306.\"" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Here, we used a CNM-Like algorithm for finding communities.\n", "cnm = CFModularityCNMLike(500)\n", "\n", "cnm_comms = findcommunities(hg, cnm)\n", "\n", "\"We found $(length(cnm_comms.bp)) communities in the hypergraph of the 1st season with a modularity value of $(cnm_comms.bm).\"" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Dict{Int64, Int64} with 5 entries:\n", " 5 => 1\n", " 36 => 1\n", " 18 => 1\n", " 1 => 12\n", " 53 => 1" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# How many characters are there in each community?\n", "\n", "# size of each community\n", "comms_size = length.(cnm_comms.bp)\n", "\n", "# how many community of that size do exist?\n", "values = unique(length.(cnm_comms.bp))\n", "data = Dict([(i, count(x->x==i, comms_size)) for i in values])" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "White_Walker\n", "Wight_Wildling_Girl\n", "Waymar_Royce\n", "Will\n", "Gared\n", "-----\n", "Vardis_Egen\n", "Joyeuse_Erenford\n", "Robin_Arryn\n", "Ros\n", "Addam_Marbrand\n", "Chella\n", "Alliser_Thorne\n", "Hodor\n", "Rast\n", "Jon_Snow\n", "Maester_Aemon\n", "Shae\n", "Stevron_Frey\n", "Lannister_Scout\n", "Kevan_Lannister\n", "Pypar\n", "Greatjon_Umber\n", "Othor\n", "Samwell_Tarly\n", "Summer\n", "Wallen\n", "Shagga\n", "Tywin_Lannister\n", "Grenn\n", "Rickard_Karstark\n", "Leo_Lefford\n", "Old_Nan\n", "Robb_Stark\n", "Ghost\n", "Shaggydog\n", "Benjen_Stark\n", "Three-Eyed_Raven\n", "Rickon_Stark\n", "Jonos_Bracken\n", "Stiv\n", "Mord\n", "Theon_Greyjoy\n", "Lysa_Arryn\n", "Jaremy_Rykker\n", "Osha\n", "Bronn\n", "Othell_Yarwyck\n", "Bran_Stark\n", "Timett\n", "Jafer_Flowers\n", "Jeor_Mormont\n", "Tyrion_Lannister\n", "Walder_Frey\n", "Rodrik_Cassel\n", "Maester_Luwin\n", "Catelyn_Stark\n", "Grey_Wind\n", "Ryger_Rivers\n", "-----\n", "Tommen_Baratheon\n", "-----\n", "Beric_Dondarrion\n", "-----\n", "Catspaw_Assassin\n", "-----\n", "Renly_Baratheon\n", "Grand_Maester_Pycelle\n", "Septa_Mordane\n", "Nymeria\n", "Mycah\n", "Hugh_of_the_Vale\n", "Sansa_Stark\n", "Joffrey_Baratheon\n", "Jory_Cassel\n", "Lady\n", "Royal_Steward\n", "Syrio_Forel\n", "Lommy_Greenhands\n", "Eddard_Stark\n", "Robert_Baratheon\n", "Gendry\n", "Varly\n", "Tobho_Mott\n", "King's_Landing_Baker\n", "Street_Urchin\n", "Ilyn_Payne\n", "Lancel_Lannister\n", "Sandor_Clegane\n", "Cersei_Lannister\n", "Janos_Slynt\n", "Yoren\n", "Marillion\n", "Petyr_Baelish\n", "Arya_Stark\n", "Lord_Varys\n", "Barristan_Selmy\n", "Hot_Pie\n", "Illyrio_Mopatis\n", "Jaime_Lannister\n", "Tomard\n", "Meryn_Trant\n", "-----\n", "Khal_Drogo\n", "Wine_Merchant\n", "Mirri_Maz_Duur\n", "Doreah\n", "Viserys_Targaryen\n", "Qotho\n", "Jhiqui\n", "Little_Bird\n", "Irri\n", "Rakharo\n", "Drogon\n", "Viserion\n", "Daenerys_Targaryen\n", "Rhaego\n", "Rhaegal\n", "Jorah_Mormont\n", "Dothraki_Crone\n", "Mago\n", "-----\n", "Red_Keep_Stableboy\n", "-----\n", "Lannister_Messenger\n", "-----\n", "Loras_Tyrell\n", "-----\n", "Myrcella_Baratheon\n", "-----\n", "Mhaegen\n", "-----\n", "Armeca\n", "-----\n", "Jon_Arryn\n", "-----\n", "Joss\n", "-----\n", "Gregor_Clegane\n", "-----\n" ] } ], "source": [ "# Who are they?\n", "for c in cnm_comms.bp\n", " for character in c\n", " println(get_vertex_meta(hg, character)) \n", " end\n", " println(\"-----\")\n", "end" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's visualize these communities\n", "We will visualize the obtained communities through a two-section representation of the hypergraph." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{124, 886} undirected simple Int64 graph" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# As a TwoSectionView can be instantiated only for hypergraphs with non-overlapping edges,\n", "# here we will use Graphs.jl directly.\n", "m = get_twosection_adjacency_mx(hg;replace_weights=1)\n", "\n", "t = Graph(m)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Just a few viz params" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\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", "" ], "text/plain": [ "10-element Vector{RGBA{Float64}}:\n", " RGBA(0.471412, 0.108766, 0.527016, 0.5)\n", " RGBA(0.250728, 0.225386, 0.769152, 0.5)\n", " RGBA(0.266122, 0.486664, 0.802529, 0.5)\n", " RGBA(0.36048, 0.655759, 0.645692, 0.5)\n", " RGBA(0.513417, 0.72992, 0.440682, 0.5)\n", " RGBA(0.705038, 0.742591, 0.299167, 0.5)\n", " RGBA(0.863512, 0.670771, 0.236564, 0.5)\n", " RGBA(0.902853, 0.453964, 0.192014, 0.5)\n", " RGBA(0.857359, 0.131106, 0.132128, 0.5)\n", " RGBA(0.31106, 0.11758, 0.664469, 0.5)" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_colors = RGBA.(vcat(ColorSchemes.rainbow[range(1, stop=length(ColorSchemes.rainbow), step=2)], ColorSchemes.rainbow[2]), 0.5)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "function get_color(i, comms, colors)\n", " for j in 1:length(comms)\n", " if i in comms[j]\n", " return colors[j % length(colors) + 1]\n", " end\n", " end\n", " return \"black\"\n", "end;" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "degrees = [Graphs.degree(t, v) for v in Graphs.vertices(t)];\n", "\n", "dsize = fill(12.3, 124)\n", "dsize += 10degrees/maximum(degrees);" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "# evaluate comms labels\n", "function get_labels(comms)\n", " labels = fill(\"\", 124)\n", " index = 1\n", "\n", " for c in comms\n", " labels[first(c)] = \"C$(index)\"\n", " index += 1\n", " end\n", " \n", " labels\n", "end\n", "\n", "labels = get_labels(comms.np)\n", "cnm_labels = get_labels(cnm_comms.bp);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Communities from Label Propagation" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/html": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig = Figure(size = (600, 600))\n", "ax = Axis(fig[1, 1]; aspect = DataAspect())\n", "hidedecorations!(ax)\n", "hidespines!(ax)\n", "graphplot!(ax, t;\n", " node_size = dsize,\n", " nlabels = labels,\n", " node_color=get_color.(1:Graphs.nv(t), Ref(comms.np), Ref(reverse(my_colors))),\n", " edge_width = 0.5, \n", " edge_color = RGBA(0.5, 0.5, 0.5, 0.4) \n", ")\n", "fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Communities from CNM-like" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/html": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig = Figure(size = (600, 600))\n", "ax = Axis(fig[1, 1]; aspect = DataAspect())\n", "hidedecorations!(ax)\n", "hidespines!(ax)\n", "graphplot!(ax, t;\n", " node_size = dsize,\n", " nlabels = cnm_labels,\n", " node_color=get_color.(1:Graphs.nv(t), Ref(cnm_comms.bp), Ref(my_colors)),\n", " edge_width = 0.5, \n", " edge_color = RGBA(0.5, 0.5, 0.5, 0.4) \n", ")\n", "fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Which are the most important characters?\n", "Identifying truly important and influential characters in a vast narrative like GoT may not be a trivial task, as it depends on the considered level of granularity. In these cases, the main character(s) in each plotline is referred with the term fractal protagonist(s), to indicate that the answer to \"who is the protagonist\" depends on the specific plotline." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Degree centrality\n", "Who are the characters that apper in the majority of the scenes?" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "degrees = Dict{Int, Int}()\n", "\n", "for v=1:nhv(hg)\n", " degrees[v] = length(gethyperedges(hg, v))\n", "end\n", "\n", "sorted_degrees = sort(collect(degrees), by=x->x[2], rev=true);" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "# Let's plot these data\n", "characters = Array{String, 1}()\n", "degrees = Array{Int, 1}()\n", "\n", "max_c = 0\n", "\n", "# we will visualize only characters appearing in at least 15 scenes\n", "for c in sorted_degrees\n", " max_c = max_c > 15 ? break : max_c + 1\n", "\n", " push!(characters, string(get_vertex_meta(hg, c.first)))\n", " push!(degrees, c.second)\n", "end" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "16-element Vector{Int64}:\n", " 70\n", " 44\n", " 41\n", " 38\n", " 36\n", " 32\n", " 29\n", " 26\n", " 26\n", " 24\n", " 24\n", " 22\n", " 22\n", " 22\n", " 21\n", " 18" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "degrees" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "image/svg+xml": [ "\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" ], "text/html": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pos = collect(1:length(characters))\n", "Plots.bar(degrees, orientation=:h, yticks=(pos, characters), yflip=false, bar_spacing=2.5,ylim=(0, length(pos)+1),label=nothing)\n", "# Set plot attributes\n", "Plots.title!(\"Season 1\")\n", "Plots.ylabel!(\"Characters\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Betweenness centrality\n", "We investigated the importance of the characters also evaluating the betweenness centrality (BC) metric of hypergraph nodes. BC measures the centrality of a node by computing the number of times that a node acts as a bridge between the other two nodes, considering the shortest paths between them.\n", "\n", "Here, we used the concept of *s-beetwennes-centrality*. Check out the paper for more detail about this metric." ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "# Here we evaluate betweennes value considering 1-paths, 2-paths, and 3-paths.\n", "betweeness = Dict{Int, Dict{Symbol, Float64}}()\n", "\n", "for s=1:3\n", " A = SimpleHypergraphs.adjacency_matrix(hg; s=s)\n", " G = Graphs.SimpleGraph(A)\n", " bc = Graphs.betweenness_centrality(G)\n", "\n", " for v=1:nhv(hg)\n", " push!(\n", " get!(betweeness, s, Dict{Symbol, Int}()),\n", " get_vertex_meta(hg, v) => bc[v]\n", " )\n", " end\n", "end" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "sorted_betweeness = Dict{Int, Any}()\n", "\n", "for s=1:3\n", " d = get!(betweeness, s, Dict{Symbol, Int}())\n", " d_sorted = sort(collect(d), by=x->x[2], rev=true)\n", "\n", " push!(\n", " sorted_betweeness,\n", " s => d_sorted\n", " )\n", "\n", "end" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Dict{Int64, Any} with 3 entries:\n", " 2 => [:Tyrion_Lannister=>0.0842826, :Jon_Snow=>0.070162, :Eddard_Stark=>0.054…\n", " 3 => [:Jon_Snow=>0.056747, :Eddard_Stark=>0.0513413, :Tyrion_Lannister=>0.048…\n", " 1 => [:Arya_Stark=>0.271413, :Illyrio_Mopatis=>0.251899, :Tyrion_Lannister=>0…" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sorted_betweeness" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "13-element Vector{Pair{Symbol, Vector{Float64}}}:\n", " :Arya_Stark => [0.27141303430561975, 0.020811742624320874, 0.025567689757446024]\n", " :Illyrio_Mopatis => [0.25189924030387845, 0.0, 0.0]\n", " :Tyrion_Lannister => [0.15323433877389522, 0.08428255933571452, 0.048736052575128745]\n", " :Eddard_Stark => [0.11451260512166041, 0.05462031924487055, 0.051341324021137794]\n", " :Catelyn_Stark => [0.11139671344052993, 0.029487862630240228, 0.033451404486765125]\n", " :Jon_Snow => [0.11122931698056152, 0.07016200324650089, 0.05674696356665995]\n", " :Will => [0.06384113021458084, 0.03825136612021858, 0.0]\n", " :Lord_Varys => [0.06377540542298163, 0.0009193736202932523, 0.001578733585930707]\n", " :Rodrik_Cassel => [0.05228209175473733, 0.023788449409135447, 0.017966399768193867]\n", " :Bran_Stark => [0.042489406954219586, 0.0441890894890005, 0.029071370024299194]\n", " :Theon_Greyjoy => [0.038163554220999756, 0.030162976584305612, 0.023194820979115627]\n", " :Robert_Baratheon => [0.01766998385978779, 0.014594012937620571, 0.014715908661845302]\n", " :Sansa_Stark => [0.015381909177319377, 0.020828998970610812, 0.012916363931724326]" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Getting top 10 characters for each s-value\n", "#character => (HG_degree, G_degree)\n", "data = Dict{Symbol, Array{Float64, 1}}()\n", "\n", "for s=1:3\n", " higher_degree_characters = sorted_betweeness[s][1:10]\n", "\n", " for elem in higher_degree_characters\n", " if !haskey(data, elem.first)\n", " if s==1\n", " push!(\n", " get!(data, elem.first, Array{Float64, 1}()),\n", " elem.second,\n", " betweeness[2][elem.first],\n", " betweeness[3][elem.first]\n", " )\n", " elseif s==2\n", " push!(\n", " get!(data, elem.first, Array{Float64, 1}()),\n", " betweeness[1][elem.first],\n", " elem.second,\n", " betweeness[3][elem.first]\n", " )\n", " else\n", " push!(\n", " get!(data, elem.first, Array{Float64, 1}()),\n", " betweeness[1][elem.first],\n", " betweeness[2][elem.first],\n", " elem.second\n", " )\n", " end\n", " end\n", " end\n", "end\n", "\n", "#by highest betweenes degree in the graph, s=1\n", "sorted_data = sort(collect(data), by=x->x[2][1], rev=true)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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", "image/svg+xml": [ "\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", "\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" ], "text/html": [ "" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import StatsPlots\n", "labels = Array{String, 1}()\n", "s1 = Array{Float64, 1}()\n", "s2 = Array{Float64, 1}()\n", "s3 = Array{Float64, 1}()\n", "\n", "for elem in sorted_data\n", " push!(labels, string(elem.first))\n", " push!(s1, elem.second[1])\n", " push!(s2, elem.second[2])\n", " push!(s3, elem.second[3])\n", "end\n", "\n", "\n", "group_pos = collect(1:length(labels))# the x locations for the groups\n", "width = 0.3 # the width of the bars\n", "\n", "\n", "StatsPlots.groupedbar(group_pos,\n", " [s1 s2 s3],\n", " xlabel=\"Groups\",\n", " ylabel=\"Betweenness Centrality Score\",\n", " xticks=(group_pos, labels),\n", " label=[\"1-path\" \"2-path\" \"3-path\"],\n", " bar_width=0.9,\n", " legend=:topright,\n", " rotation=65)\n", "Plots.title!(\"Season 8\")\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "source": [ "### Some comments\n", "The plot above, showing the betweenness centrality scores using (1,2,3)-paths, reveals that removing \"shallow\" relationships can bring to light a completely different insight about the structure of the network we are analyzing. Specifically, in this case, it is worth noting that:\n", "* Illyrio_Mopatis and Lord_Varys appear among the ten most important characters. However, they disappear when using (2,3)-paths, suggesting that these characters did not contribute in an evident way to the plot (but maybe behind the scenes);\n", "* Arya_Stark appear to be the most critical character when considering 1-paths. Nonetheless, her importance decreases when switching to (2,3)-paths.\n", "\n", "This example highlight how just using 2-paths, we can grasp how characters really interact in the plot and which are the guys who tie all characters together. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Julia 1.12", "language": "julia", "name": "julia-1.12" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.12.3" } }, "nbformat": 4, "nbformat_minor": 4 }