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@jmMAGALLANES
Created April 18, 2014 00:17
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{
"metadata": {
"name": "",
"signature": "sha256:23d0f7e3b3189dc3c5535d3795d257067a643e288b87be752e86b45ad91423fd"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"<font color='red'>LAST SESSION: INTRO to IPYTHON</font>"
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"I. BASIC RPS Game"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"<font color='blue'>I. 1. BASIC RULES</font>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"R ='ROCK'\n",
"P ='PAPER'\n",
"S ='SCISSORS'\n",
"STRATEGIES =[R, P, S]\n",
"\n",
"PAYOFFS ={(X,X):(0,0)for X in STRATEGIES}\n",
"PAYOFFS [R,P]=PAYOFFS [S,R]=PAYOFFS [P,S]=(-1,1)\n",
"PAYOFFS [R,S]=PAYOFFS [P,R]=PAYOFFS [S,P]=(1,-1)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"<font color='blue'>I.2. CLASSES TO USE</font>"
]
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"<font color='green'>Player Class:</font>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"class Player:\n",
" def __init__(self,name,score=0):\n",
" self.name=name\n",
" self.current_score=score\n",
" self.history_of_matches=[]\n",
" \n",
" def get_strategy(self):\n",
" return choice(STRATEGIES)\n",
" \n",
" def update_agent_variables(self,strategy_played,payoff_obtained):\n",
" self.history_of_matches.append((strategy_played,payoff_obtained))\n",
" self.current_score+=payoff_obtained"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"<font color='green'>RPS Class</font>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"class RPS:\n",
" def __init__(self,names_of_players,number_of_Matches=10):\n",
" self.listOfPlayers=[Player(name) for name in names_of_players]\n",
" self.number_of_Matches=number_of_Matches\n",
"\n",
" def play_game(self):\n",
" for i in range(self.number_of_Matches):\n",
" player1,player2=sample(self.listOfPlayers,2) \n",
" strategy_of_player1,strategy_of_player2=player1.get_strategy(),player2.get_strategy()\n",
" payoff_player1,payoff_player2=PAYOFFS[strategy_of_player1,strategy_of_player2]\n",
" player1.update_agent_variables(strategy_of_player1,payoff_player1)\n",
" player2.update_agent_variables(strategy_of_player2,payoff_player2)\n",
"\n",
" def get_winner(self):\n",
" self.play_game() \n",
" max_value_after_game=max([player.current_score for player in self.listOfPlayers])\n",
" return [player.name for player in self.listOfPlayers if player.current_score==max_value_after_game]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"<font color='blue'>I. 3. MAIN PROGRAM</font>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import os\n",
"os.chdir('/Users/josemagallanes/pythonCourse/session10')\n",
"from random import sample,choice\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plot\n",
"\n",
"data= pd.read_csv(\"people.csv\")\n",
"game=RPS(data.NAME)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"<font color='blue'>I. 4. REPORTING RESULTS</font>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#informing who the winner is:\n",
"print game.get_winner()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"['Mary', 'Hugh', 'Olivia']\n"
]
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#basic statistics\n",
"results= pd.DataFrame([player.current_score for player in game.listOfPlayers],columns=['scores'])\n",
"results.describe()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>scores</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td> 10.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td> 0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td> 0.942809</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td> -2.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td> 0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td> 0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td> 0.750000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td> 1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>8 rows \u00d7 1 columns</p>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 6,
"text": [
" scores\n",
"count 10.000000\n",
"mean 0.000000\n",
"std 0.942809\n",
"min -2.000000\n",
"25% 0.000000\n",
"50% 0.000000\n",
"75% 0.750000\n",
"max 1.000000\n",
"\n",
"[8 rows x 1 columns]"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#plotting scores reached by players\n",
"%matplotlib inline\n",
"plot.figure(figsize=(18,10))\n",
"results.scores.plot()\n",
"plot.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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8dDoXQrtcoMQRyB/KHQEAgI8ocQQKw2yhI7c22cLZqfBbrtyR/GwjP7vIzjby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\nUZGefPJJzZ49WytWrNBf/vIX3XHHHSYjIUR//vOfddttt2n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"text": [
"<matplotlib.figure.Figure at 0x101f3a250>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#plotting distribution of scores\n",
"plot.figure(figsize=(18,10))\n",
"results.scores.hist(normed=True, color='lightseagreen',label='Histogram')\n",
"results.scores.plot(kind='kde', style='r--',label='Kernel Density Estimation')\n",
"plot.legend()\n",
"plot.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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AAFArhQdamrVqlCE/FCU7lKHHA0XZ91CG/FAlhQcAAACgMno8AAA0occDAHRO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\nxZUMNf0AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x10efcb7d0>"
]
}
],
"prompt_number": 8
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"II. RPS Game played in Network"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"<font color='blue'>II. 1. PREPARING DATA</font>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"data= pd.read_csv(\"people1937.csv\") # new file with 1937 names\n",
"\n",
"#sampling some names\n",
"rows = sample(data.index, 100) \n",
"subData= data.ix[rows] "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"<font color='blue'>II. 2. CREATING EMPTY NETWORK</font>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import networkx as nx\n",
"\n",
"population = len(subData)\n",
"probability_of_edge = 0.01\n",
"Graph = nx.binomial_graph(population,probability_of_edge) ## Creating an Erdos-Renyi empty graph"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 10
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"<font color='blue'>II. 2. POPULATING NETWORK</font>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"i=0\n",
"for name,sex in zip(subData.Name,subData.sex):\n",
" Graph.add_node(i,who=name,what=sex,current_score=0)\n",
" i+=1\n",
"print i"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"100\n"
]
}
],
"prompt_number": 11
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"<font color='blue'>II. 3. BASIC PLOTTING</font>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"nx.draw(Graph)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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265z+fAV0iIlh6uzZfDZzJr+uWMHJU6eICA+nTLlytOvenTvuuIPQ0NxqiCkX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\nTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10efd8510>"
]
}
],
"prompt_number": 12
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"<font color='blue'>II. 4. TIME TO PLAY \"RPS\"</font>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rounds=100\n",
"\n",
"for i in range(rounds):\n",
"\n",
" for a_node in Graph:\n",
" \n",
" subNetwork_of_current_node= list(nx.ego_graph(Graph,a_node))\n",
"\n",
" for a_node_rival in subNetwork_of_current_node:\n",
" \n",
" if a_node_rival!=a_node:\n",
"\n",
" strategy_of_a_node,strategy_of_a_node_rival=choice(STRATEGIES),choice(STRATEGIES)\n",
" payoff_a_node,payoff_strategy_of_a_node_rival=PAYOFFS[strategy_of_a_node,strategy_of_a_node_rival]\n",
" \n",
" Graph.node[a_node]['current_score']+=payoff_a_node\n",
" Graph.node[a_node_rival]['current_score']+=payoff_strategy_of_a_node_rival"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 13
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"<font color='blue'>II. 3. CUSTOMISING PLOTS</font>"
]
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"<font color='GREEN'>Organizing data</font>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#getting scores for node size - scores are normalised for 0 to 1.\n",
"scores=[node['current_score'] for node in zip(*Graph.nodes(data=True))[1]]\n",
"scoresNormalized = [(val-min(scores))/float((max(scores) - min(scores)))*300 for val in scores]\n",
"\n",
"#getting degree for node color\n",
"nodeDegree=nx.degree_centrality(Graph)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 14
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"<font color='GREEN'>Just Nodes</font>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"position_of_nodes=nx.graphviz_layout(Graph)\n",
"nx.draw_networkx_nodes(Graph,\n",
" pos=position_of_nodes, \n",
" node_size=scoresNormalized,\n",
" node_color=[nodeDegree[x] for x in Graph], \n",
" cmap=plot.cm.Reds)\n",
"plot.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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l20YkEjHCzg7/R75sdBhIs7rfugx/yszi2M17TNt2FGfXrUWWDDA0NJQmTZoQ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MD48eNb5BLGgwcPcMjdHX/++SfevH2Ljh07QENVFQ5OK2BgYICbN2/i0L7fcDsmFr27dkFVTQ06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\nAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10eff3bd0>"
]
}
],
"prompt_number": 15
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"<font color='GREEN'>Nodes and Giant Component(s) </font>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"nx.draw_networkx_nodes(Graph,position_of_nodes, node_size=scoresNormalized,node_color=[nodeDegree[x] for x in Graph], cmap=plot.cm.Reds)\n",
"\n",
"# Working with Graph connected components\n",
"AllGraphConnectedComponents=nx.connected_component_subgraphs(Graph) #getting all connected components\n",
"sizeGiantComponent=len(AllGraphConnectedComponents[0])\n",
"i=0\n",
"while sizeGiantComponent==len(AllGraphConnectedComponents[i]):\n",
" nx.draw_networkx_edges(AllGraphConnectedComponents[i],\n",
" position_of_nodes,\n",
" with_labels=False,\n",
" edge_color='b',\n",
" width=4.0)\n",
" i+=1\n",
"plot.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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UbxuRSMQIOzv8H/mywXEgzep+6zL8KTOLozfuMXXrEVzcthRZMsDQ0FCaNGlC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b0RvscZnRq5wsl/VwKt1bvh5umDqVOn8n0cALBj+3b4eR3FgaWmmKqpAsE6wxxvi0vheTEC3lej\ncOnKVaipqfH0/JWVlTCYoA/ZHsJwc7D4ZNYSIQQnb96Bi985RLBvYdiwYc06lrqqq6sx3XASeuc9\nh884hQaHcP7KfQuLWym4ejOCpz2K/+vcuXPYvMkVd25ea7ToXGlpKbQmTcZP65pfG6c+UwwnwWSE\nNBYaMb9BP8X1ECwcVsLa2pqnWMd8feHr4wN22MVG3yQKCgoxevwkHHZ3b5PDMwBN9C3uxYsXmDRp\nIsZpamDNyhVQVPj3o3p5eTlOnv0dP+/cja1btmLxkiUNPk9lZSWSk5Nrq1cOHTr0sytGQgg8PY/C\n7cABCIGLYQN/QFV1NaIepkBTQwObtm6rveHNK0IIYmNjcf7cOfz9Mhf5bwsgJS0NNTU1jBo1CqNG\njeL5io3L5WKBuRleP01F8NpF9V5lp+e+xrwdnjA2NceOnU1PxWTizz//xN6dO/Ay9wXM9TQg0UsU\nnJoa3M/KxaWY+zCeMQM/b9vO95tjWVkZltjZ4tq1azDXH40hA8RRWPoepyMT0LFzV4ScOg0lJeb3\nCprC5XIhICAAAQEBlJWVwXTWTLxKfYIVQ/pirmx/dPp/wbX7+cXwTn+Niy8KcOZ8aLOmIuvq6GDF\n0kWYM6vpncouXL6C3b+6ISY2lu949Xn69ClGq4/Cs+D9EGG4YxkAXIp9gF2hbMTdZf5phhACZWUl\nHNy9ExPG6zbZPijkJM6EXsCVq1cZx/iSaKJvQRUVFVBXV4eV2bxGq9k9zXoGXaOp8PLyxrRp0/iK\nxeVyYbfQGsn3ErBv0RyMGyZXm3grPlThVEQMNgaGwtc/oHZ6K6/u3r2Lfbt34Xp4OAzUldC3R1e8\n/8BBxIMUiPXugxU/roaVlRVPCb+mpgYbN6yHt5cXDNWVMGuMCrp3EcHb4lKcvJWIxLQsTJ4yFU+f\nPkVGZia4XC4GDpSGrY0tLJu5gcr9+/dx7tw5vH3zBh2EOuB9RSWeP3uG5JQUcDgcDOjfH5aWlrC1\ns+OrwmB2djaCg4Pxd24uunTtihnGxtDS0mqRIYyHDx/iiLs7fv/9d7wrKYGQUAdoqqnB0WkljI2N\ncfPmTRw58Atux8SiV5fOqKyuRsdOIli6fDkWLV7SrE1vUlNToa8/HtkpjxnVIKqpqcGgYSq4eOlS\ni77Bbd26FYWP43DA3oynx9XUcCFr/RPC2bcY70UQGxsLaysrpN6PZ/T7q6iogJTCCCQmJkJauuH7\nW19LQ7mTbiXIh1OnTkFKYgBcfnRqtJ3sIBn4HD6EjZtcMXXqVL4Swa+//oK0B4m4scf5s2X+IsId\nYTtZF8qyUphqa4Ohsbzf0Dx79iyWO9hjg9lUeB7f90mBMy6Xi2uJj/Hznu3468YN+AUGMl4IJCgo\niD1792Hd+g0IDAzEqRvhKCsrhahoT6jpG+F+1jHk573GutVO0FBTg4CAAB4nJcPLLwCbNm+Gv78/\n329cqqqqUFVVRXJyMmbMmIH+fcXhuNgOetpaEBISQnpmJnwDjkNOTg779u5t9BNXfaSlpeHq6spX\n3xrC4XDgYL8U1y5fxuLJ2rjvuQUDeomisoqDsIRH8Px1N1w3rMPlq9dwNYKN4uJiFBQUQEREBOLi\n4i2yQCstLQ2jVFUZF5oTFBSEutpIpKWltWiiz83JhqoE78XVBAVZGCzZHy9fvmSc6FNTUzFag/mn\nVhERESgNH4aMjIw2megbQhM9jwghOHLEAztcNzD64zAymAgnl3WIi4vjeXiFw+Hg0IEDuLxtRaO1\nXNSGyMDOSBse7ofhdph5OYGIiAiscLRH2K7VUJaV+uznLBYLkzWUoTNCATO3umPVSie4exzh6RhE\nRUWxatWq2nUWsbGxmD59OkKOecNw0qc7M00Q18WE8bpIuHsPM+aZg8ViYfr06TzF+0dGRgb09fWx\nf8dWWFp8emXYu3cvjB2tiQ2Zq2E0cw64XC6W2tvzFaclEEJgY2WJt8/S8cR3+yc1iDp3EsZsbXXM\n1lZHQFgk9PV0ER0Ti4EDB/K1cUtj/hkq4gWLxUINHwvWmuoHi8XfpyNBlgBP/Wkrx9za6FaCPCoo\nKEBm5tPPklRDWCwW5s2eiTA+xvSuXr0Kmb69MUKm6Zk3S6boIvh4MKqqGt+P9B+EELisXoWjyxfU\nm+T/q4uIMH7f5IjTJ082azEQl8uFpaUljh1xa/T8qauNxJ9nTsLGxobv8g+LFy+C61rnz5L8f8kN\nlsX1C+exfsMGvHz5kq84LeHChQt4lBiP31wdGi00Z2Okg2VTdeG0zLFV+iEtLY2klFTGBewIIXiS\nnMz3lMaGiPfth+w3hTw/jhCC7Nf5PJValpaWxpNk5rWkqqurkZKW9k1dzQM00fOstLQUPUVFeVrE\nJNazJ18bLmdkZEBtcONJ+B/SfXtDWKgD3r5ltuI1ISEB7woKMGPsSEbte3TpDGuDcfDy9GTUvj7X\nr19H925dGdVA0RilhrGaGjh16hTPcZ48eYKMjAwstbNpsq3sIBlYzJsDn6+4eO/oYTesMZnEqALn\ncuOJiI6ORnY276uBm6Kqqoqu3boigh3JqH1U9B1AQACampot2g9TMzOE3IzhubTF7SfpEOzYCcrK\nyowfo6enh4LCQsZFyy6HXYO0lDTjoaG2giZ6HnXv3h1F797x9NGtoLCQr0VPLBYLhDAvD1zD5TIe\nqw0+HgQbg7E8vWEtnqyLkODjjNvXFRgQgKW2Cxl/VF5qtxCBAQE8xwkKDISt5XzGY81LbRciIDCQ\n5zgt4e+//0bi3bsw0WFW66WLiDAs9Mfg+HH+fw8NERAQwDLHZdi6e2+Tnwyrq6uxdfc+ODo4tvg8\nehUVFUhJD8Tl2IY3ma+P1+VbcFi+gqf+CAoKwsHeAT/v2N3ka7qyshI79v761YrFNQdN9Dzq1asX\n5IcMQVj4jaYb4+NwxZlzoZjCxzxxZWVl3HqcwWgG0pNnueggJMR4Fsmr3FzIDeBthsag/n2QX1DI\n9/hkTk4OhikyvxIaPlQROS9e8BmHeX2goYoKePnyJU8191tKbm4uBkn0a3S9QV2Kkv3wIvt5q/TH\n1s4OYr16w8zaFhUVFfW2qaysxHzbxRDuJAJ7B4dW6cdPG13h7HMWrwreMWofGpWIqKRMnufQA8DK\nVavw/sMH2Novb/ANrqysDLPNLSE7eDDMzc15jvG10UTPB8dly3DY05tRAr5y7TrEeonxVZ1PT08P\nlVwgOimjybZel9lYtHgJ4yt6FouFGh4TG/f/tV74vYLj9SZWTQ33s4VPrRHnv/PVvzRBQUGefw8f\nP7k1bx4FIQRxcXFYsXw5TGbPhrmZGfbu2YOCggKc/e03dOvRE4OGq2DTth1ISk7B69d5SE5JxZad\nuyE7QhWCQsI4HxrKaBPzJ0+eYI2zM+bOmQPTefPw8+bNyMnJafQxM2bMwCKHZZjw035k5L5u9DhO\n3rwDxyMncNTLG7/s3w/TefMwd84crHVxQWpqapP9ExYWxqVLl1FWUQnZ4arYsXc/UtPS8fp1Hh4/\nScK6TVswaLgqJKUHIjgkpEVrT30p316P2wAzMzO8fpOPXft/bbRdekYmlqxYhe3bd/CVRFgsFjZu\n/hmLDwYir6i4wXYX79zDHzEP4ODI/CbdIDk53Hva+IutrgeZORgo+QPff+iKioq4E8t8o5k7sXFQ\nkOd9LFRRURF34pjHiYmLh4KC/FdJ9DIyMsh6+RpFpcxvOselP4d8MyqaJiYmYtQoNcy3sMCAPr1g\nNtsY0wwmICM1GfLy8ljm6AhPLy9ERPyF4vJKzDRfAKXRWphhaoG370px/Xo4Tp461WRt9szMTOjp\n6cLQ0ACdOwpirvE0zJpqhHdv30BVVRUms2c3ek9po6srVrqsw5iVO2C2ywvshyngVFeDEILi8vfw\nu8KGxood2HLqKoYrKWPRokWoKC3GrKlGmDNjKjqACz09XUycOKHJexpdunTBufPncenyZbx49QZT\nTOZBabQWTBZYg0MEEB0dDW8fnxbZ4/hroAum+PTy5UsYGBhgpNIIuKxaAaURw2t/VlJSgpDTZ7Ft\nzz7s3rUbNrYfPwY/fPgQ5eXlEBUVhYqKCuOr7+3btsHf2xOu5lMxT0+z9qZddt5beF78C8ERsbhw\n6TI0NDQY9z8jIwPjRmvgWfB+xsMGiw8GQk5rEtavX884zn8lJiZi7pw5yHx8j9Gxj5tgCJef1mHm\nTGZ7df4jNzcXSkpKyE55xGjhlZm1LcZp62KFU+PrIlqLhek8jOolhJWzm65hn/+uBIp2G/D02XOI\nifG+4UpUVBRMTExweP8ezDOZ9dmbdlHRO6xaux6Zz58jPPwGOnf+fON4JlJSUqCvr48Na36E/SLb\nzxJkeXk5tuzcg4th1xEVFdXovsHFxcUIDg6G91EPpGY8BQB0EBTEpAnjYWqxAJs3b8L8eXOwfs3q\nz0oYVFVV4fBRbxw66oVbt25BlmFp6m8VXRnbCt69ewf3w4fh7eODfn3FIS0pifcVFYhLSMTECROw\n2tkZAwYMwGE3NwQdPw4pyR/Qo3t35L15g7Ly91i6ZAnsHRwYvWCvX78Ot19/QUxcHAYN6Ieq6mq8\nzC/AAktL/Ljama8pboYT9TFZQQIrZk5qsm3WqzfQWL4NaRmZPE1fq2vc2LGYPX0KnFeuaLTd2XOh\nWPfzNqSnpzMaHqjLzNQU/XqL4dD+xjdWj7wdDZP51sjMzGzxeelMxcTEYN6smYhx24j+vRouykYI\ngcPh4yB9pHDMn/eb1MXFxRgyZAiCfb1gMFG/0ThWi+zRuVt3ePv48BynpqYGiooK2LhmNawXNF4H\nZ8PP2/DgSTLjkgKEEHD+UwpaT08XE3W1m9wQxNPXD55+AXj48FGb2uKvpTWYO0kb1Ea71SAOh0PY\nbDb57bffyKVLl8jLly8JIYTcvn2b9O3bl6xZuYI8ffKAkPJ3tV93b7OJlYU5GTx4MMnMzGQc6++/\n/yZxcXHk/v37pLy8vFn9Tk1NJeK9e5HfNq8g1eFBDX5lnThA5KQkiIeHR7PiEUJIdnY2kZSUJPt2\nbCOc4refnBNS/o7UlBaSQO+jRFxcnDx48IDvOIWFhWTYsGHE2Wk5qSh4/VkcblkRuXTuDOnTpw8J\nDw9v9nE1147t24nCQEmSFrSv3t/B+yt+xMnEiKiMGE6Ki4v5inHYzY3MM5n12bmo7ys/+ykRFRUl\nb9++5TnOH3/8QcZoajCK86HoDenbV5ykpKTwHOfu3btESlKSVJcUNBmHW1ZElEYMbxO/69bUUO6k\nV/StJDU1FTo6Ogj29Wp0cZCHlw8OHfVGfHw8Xx/F/+vvv/+Gr48Prly5guKSYnTr1g0Gkwyw1N4e\nUlL1z8e/d+8epk+dAgNVRThM04PakH8Lfr0pKoF/WCQ8LkTAZf16rF7tDOBj1c4Af3+cP38eBYUF\n6Ny5M7S1tOHg6MhofnFOTg4sLRcg62kWlthaQ0NNDSwWC4+ePIG3fxC6dO2C4OAQDBw4ECdPnMDJ\nkyeR9yYPwh2FoaamBsdlyxhVnywsLITNwoWIiY2FzQKL2hIIGU+fwicgCGXl7+Hv7w9tbW2GZ/hf\nHA4Hf/7558c66znZYAmwIC8vjyVLl2LixIl83cdwd3fHz5tcMV51KKwmjMEPvXuiooqDqwmP4B92\nG+oaGjh+4iTfW0sOGzYURw/sh652/RVV67JabA+VkaOw2tmZpziTjYwwf+5sLDA3ZdR+45bteF9V\njYOHDvEUZ8nixZD5YQDWu6xm1N7bLwDX/4rEufPneYrzLaFX9F/YfAsLsmfbFkZXNZbmZmTXzp18\nx6quribOq1cTUVFR4rDYjkRev0KS78aR6JvXyEpHeyImJkaWLllCqqqq6n18fn4+2blzJ5GSGEDk\nB0oSbdURZNQweSLavRuxXWhN7t27RwghhMvlkn179xJRUVFiaWFGwi/+QZISY0l8ZATZuHYN6dtX\nnJjMnk1KS0sZ9fvBgwdkmaMjmTRxIpmgr0/sbG1JdHQ04XK5JCgwkIiJiZFZMyiTT0EAABSPSURB\nVKaTS+fOkKTEWHL3Npvs2baFSEtJET09XZKXl8coTkZGBlnj7EwMDQzIeD09Mt/Cgly7do3U1NQw\nO8F1sNlsIiEhQXS0xpGTAcfIo7ho8jD2NvF2P0SUlUYQRUVFkpSUxNdzl5SUkCNHjpDx2lpkhKIC\n0RipQpYvcyTJycl8Pd8/qquriaCgIKkpLWT0N0nK3xG/o+5kobU1z7EkJCRITtoTxnGuXwglE/T1\neY4zWlOTRN+8xjhOyr14MmSIHM9xviUN5c42mVG/9USfl5dHREVFSWHuc0Z/gHdvs4mUlBSprq7m\nORaXyyULF1oTPR1tUvDiWb3PX/L6BZk22YjMnjWr0RjV1dXk/v37JCIigsTGxpKioqJPfr7J1ZUo\njRje4Iu4sjCP2FotIOPGjSXv37/n+Vj+4ePtTaSlpMiThJh641SXFBDXn9YQBQUFvoYWmuOvv/4i\nffr0IdcvhDY4RBDofZT07duXr+GI1lJZWUmEhIQIt6yIcWI87utF5ltY8BxLXFycvHqaxjjOX1cv\nEh1tbZ7jqKmNJPGREYzjZD6+TwYOlOY5Tl1cLpdER0cTLy8v4uHhQUJDQ0lFRUWzn7clNJQ76fTK\nVnD9+nVM0NNFz57MPmKPVFVBl84iePToEc+xTp8+jQf37+PS76chJlb/Pp7dunXD7yeCkPf6FXwb\nubkmKCgIFRUVjB8/Hpqamp8MEURHRyMoKAjhF0Ih+UP9O/4ICwvD98hh9Bfvgx3bt/N8LACQlZWF\n9Rs24MalPzBsaP1TCAUFBbF9sysM9fWwamXDZaJbWmVlJczMzHA68BgmTRhfbxsBAQFYL7DAjs0b\nYWFh3maGIIWFhdG9e3c856F0QlpGJgbUs8NUUwYM6I90Hmoi8R2n/wCkZzCPk56RCYkB/O+lSwhB\ngL8/lJWVYLNwIRJj7+DJg3twdzsEKSkprPvpJ75KnXwJNNG3gqKiIvQVb3i6WH3E+/TBu3fMVgH+\nl4e7Ozavc0GXLl0abScsLIxtruvhccSDr+Tj4e4OZ6dlEG/iuFgsFnb+vAnH/Pzw4cMHnuN4eXrC\nZoEFBssOarLtzxvW4dLly3jz5g3Pcfhx9uxZqCqNgL5e0xtU2FotQFlpGWJiYr5Az5ixXLAAPv7M\n9snlcDjwDw6BpZUVz3GsLK3gE8B8P16fgCBY8bGi1cramnEcAB/j8HE8wP9nPNnb4/BhNxzcvROp\n9+Phe+QwPN0O4OblPxF9Iwyvcl9AW1sL+fn5fMVoTTTRt4KuXbuimMd39uKSkiaTdV0pKSnIzsnG\n9CnMtjUbr6uDag4HcXFxPMUpKirC1bAwWDVSCfK/hsgNhtLwYfjzzz95isPlchEQGMioGBkA9Owp\nilnTpyG4Feq+1OeYry/sFzHrG4vFgr3dwkY/QX1pDo6O8Dsegtev85psGxB8AoNlB2PEiIY3sG/I\nQhsbXA67jtS09Cbbhl2/gXfFJTA0bHoNQV3GxsbIzHqGW1G3m2z78NFjREbfgcX8+TzHAYDdu3bh\nwf17iLp+BRPG6342RVNusCwCfY5iyqSJMDae8VXKaTSGJvpWoKuri2s3IhqsFVLX06xnyH35N88v\nqqysLCgNH854nrmAgABGqijj6dOnPMV58eIFJH+Q4Gm2x0hlJWRlZfEUp7i4GFVVVYyu5mvjqPAe\nh19Ps7IwUoV5ZcSRKspfrG9MDBkyBCuWL4fRrDl49arhsgLn/7wA12074enlxVecnj174uCBAzCa\nOQdp6Q2X74i8HQ3rpY7w9/fna5aSkJAQ/P39YWpti7iExAbbPUlKxtQ5pjh65Ai6du3Kc5zy8nL8\neuAATgUea/TxAgIC2LV1Myrev0d4eDjPcVoT3XikFQwaNAga6uo4dfZ32FpbNtn+qM8x2CxcyPPu\n9fxoK2PGFHNFRUU4ERKC9PR0cLlcyMjIYIGlJV/bBrpu2gQWiwWl0VpYON8ci22sITtIBhwOBxHs\nSBz19cPDJ0kICwtr1ibnC21swOVyMUbfAPNmz4S9nQ2GDVX8uEdxfAKO+vrhJjsSJ0+ehK5u00Nh\nDTE0NMSxY36YMnseJhtMhMMiW6irjYSAgAAePn4Cr2P+OH/hEjzc3WFqxtvWhP84deoUxo3WhAyD\nRYkCAgJwXGyHIx4efH1KaS30ir6VbNi4Eeu3bEdSE5saXL0WjpAzv2H5isZXitZn0KBBePj4Maqr\nqxm1J4Tg/sNHPC8Dl5SUxIvclzzdQ7jHR5wePXqgY8eOyMhk/onj3gPe4/BLdtAg3L3PvHTuvQcP\nm9W30tJSLFm8GIMGDUJMdBRkpSQwREYKKU8eQUFBARbm5jyPBwsICGCjqyvi4uLA6tgJepOno6No\nH/ToL4Wte/ZjjqkZ0tPTMXIks30KGmNrZ4ekpCRISA3ELAtLiPTqhy59BsBxtQvGaesiMzMTkyY1\nvSq7KdOmTfu4d4O6JhYtX4kufQZApFc/mC1cBNkhCkhNTeV7yAYA/oqIwOwZzPd8NjGeAfatW3zH\naxVfaNYPT9pot3h28sQJIi4uTvyOupP3b199MtWr4MUzsmvLZiIuLk6io6P5jjF2zBhy/lQwo+ll\nNy//SYYNG0q4XC7PccxMTYnb/j2M4qQ9SCTi4uKksrKS5zgua9YQZ6fljOIU5j4noqKi5M2bNzzH\n4UdQUBAxnDiBUd9qSguJ3ODBfP9ui4qKiKqqClm00IrkPcv47PmLXj4nLquciKysbO1KbH7V1NTw\n9TfBKy6X+03GmTF9OuPXGCl/RzjFbwmLxfoix1pXQ7mTXtG3InMLC4SGhuL8pauQlB+OBXZL4LjK\nGSYWVpAdoYqUzCxERkZi7NixfMdY4eSErbv3Nbnl3ocPH7Bp+y4sX7acr1ofy1eswC9uHsjLa3yG\nC5fLxYYt27DIzg7Cwk3vmFSXvYMDAk+cYnRVv3XXHkyfNq3Rglgtad68eXjw+Alu/tX01Zr/8RB0\n694NY8aM4SuWtZUVtEZrwMfDrd6ZTqKioti3cxtsFphj9uxZzRqSY7FYX6T+y5cqBd3ScXr27Im8\nN8w/OeW9eQNRUdG2VVPny77fMNNGu9UsWVlZJCAggHh4eJCQkJAWuwrlcrnEZuFCoqutRd7mZDW4\nYGqKoQExmT2b79WghBCyedMmMmL4MJKd+rjBBVM2lguIlta4Zi0g8fXxIdJSUuRx/J0GF0xtcHEm\nCgoKpKCggO84/GCz2aR3797k2p/nG1wwFeB1hPTt25ekpqbyFSMlJYWIi/chlYV5TV49csuKiPwQ\nORIZGdnCR0r949y5c2TcmNGMr+j3bNtCFi60/ip9bSh3tsmM2h4TfWuqrq4mLmvWEFFRUbLUzoaw\nwy6RJwkxJCr8KnFyWErExMSIg719gyUQmOJyuWT/vn1EVFSUzDebR65fCCVPEmJILPsG2eDiTPr2\nFSdzTEwYl0BozPGgICImJkaMp00lF347RR7H3yGJt9lk15bNREpSkujrj/9iQzZ13bp1i/zwww9E\ne9xYcsLflzyMvU3u34kkXocPEqURw8nQoUObVbJg1cqVZP2a1YwTy6F9u4mZqWkLHiH1XxwOh0hI\nSJCEqL+a/F1UFLwmA6WlSXx8/Ffpa0O586sUNYuMjMTSpUtRXV0NJycnrKhzI7I9FDX7Gl69egW/\nY8dw6dKlj0XNunaDoaEhlixdCklJyRaLU1RUhKDAQPz+++8oLCpE586doTVOCw6OjpCXl2+xOOXl\n5Th18uRnRc0cHB1b5GZhc3A4HFy8ePFjUbPsbLBY/xY1mzBhQrM+tmtraWHHpvWMi4+lpqVjhqkF\n0huZykg1z4mQELi6uoIddhHSDRQIrKqqwnzbxRAUEsbpM2e+cA8/alP16FVVVeHm5gZpaWkYGhri\n9u3bn+x1ShM99T1TVx8Fj1/2QlN9FKP22Tk50DaY2uT2fFTzHHZzw959e7F2lROs55vXriuprq7G\n5bBr2PPrIYj37YczZ882uftWa2kod37xm7HFxR+3xNPR0YG0tDQMDAx4XqlJUe1ZX/G+ePaceU2a\nZ8+zmyxNQTWf08qVOHfuPOLuPYTMMBWMGW8AHYMpkFYcgb0H3bFshRPOh4Z+tSTfmC++YCohIeGT\nmuVDhw5FbGwspk6d+qW7QlFtkpm5OfwD/WE214RRe7/jITA3M2/lXlEAMHr0aIwePRr5+flIT08H\nh8OBhIQE5OTkvnbXGkVXxlJUGzN37lw4Ozvj7v0HUFNVabRt1rPnuHglDG4eR79Q7ygA6NOnzxeb\n1tsSvniiV1dXh4vLv/s7JiUlwcjI6LN2W7Zsqf23np4e9PT0vkDvKOrrExYWhoe7O2aazsf1C+eh\nqFD/De6cFy8wedZc7Nyxo9m7k1HfJjabDTab3WS7r3ozVkpKCkZGRvRmLEXV43hQEFY7O8PK3BQO\ni+0gN/hjOYWcFy/g4x8En4AgrPvpJ563+qParzY16+bWrVuwt7cHh8OBk5MTnJycPu0UTfQUBQB4\n/vw5vL284OfvDw6HAxaLBS6XCytLS8Z79FLfjzaV6JtCEz1FfaqmpgbFxcXgcrkQFRVlXJqa+r7Q\nRE9RFNXOtZl59BRFUdSXRRM9RVFUO0cTPUVRVDtHEz1FUVQ7RxM9RVFUO0cTPUVRVDtHEz1FUVQ7\nRxM9RVFUO0cTPUVRVDtHEz1FUVQ7RxM9RVFUO0cTPUVRVDtHEz1FUVQ7RxM9RVFUO0cTPUVRVDtH\nEz1FUVQ7RxM9RVFUO0cTPUVRVDtHEz1FUVQ7RxM9RVFUO0cTPUVRVDtHEz1FUVQ7RxM9RVFUO0cT\nPUVRVDtHEz1FUVQ7RxM9RVFUO0cTPUVRVDvHd6J3cXGBoqIiRo4ciVWrVqGioqL2Z4cPH4acnByG\nDh2K27dv134/JSUFI0eOxKBBg7Bx48bm9ZyiKIpihO9Eb2BggKSkJCQmJqK8vBwnT54EALx58wZH\njx7FzZs34enpCScnp9rHODs746effkJCQgJu3bqFxMTE5h9BK2Gz2V+7C20GPRf/oufiX/Rc/Kut\nnwu+E/2kSZPAYrHAYrFgaGiIW7duAQDi4uJgZGQEKSkp6OrqghCCsrIyAEBaWhpMTU3Rq1cvzJ49\nG3FxcS1zFK2grf/iviR6Lv5Fz8W/6Ln4V1s/Fy0yRu/r64vp06cDAOLj46GoqFj7M3l5ecTFxSEz\nMxPi4uK13x86dChiY2NbIjxFURTViA6N/XDSpEl4/fr1Z9/ftWtXbWLftm0bunXrhrlz5wIACCGf\ntRcQEPjse/W1oyiKoloBaYaAgAAyduxYUlFRUfu9CxcuECcnp9r/Kysrk5KSEkIIITIyMrXf/+WX\nX4iHh0e9z6usrEwA0C/6Rb/oF/3i4UtZWbnenNroFX1jwsLCsH//fkRGRqJTp06139fQ0ICLiwty\ncnKQlZUFFouFbt26AQAUFBRw+vRpTJw4EaGhoTh06FC9z/3gwQN+u0VRFEXVIUD4HEORk5NDVVUV\nxMTEAABjxozB0aNHAQBubm5wd3dHx44d4e3tDW1tbQBAcnIyFixYgKKiIpiZmWH37t0tdBgURVFU\nQ/hO9BRFUdS3ga6MrUdkZCQUFRUhJycHd3f3r92dVvXixQuMHz8ew4YNg56eXu16iNLSUhgbG0NK\nSgozZ86snSILNLwgrr2oqamBqqpq7YSD7/VclJeXw9raGkOGDMHQoUMRFxf33Z4LX19fjB07Fmpq\nali1ahWAb+zvojk3Y9srFRUVcuvWLfL8+XMiLy9P8vPzv3aXWs2rV6/I/fv3CSGE5OfnExkZGVJS\nUkL27t1Lli9fTiorK8myZcvI/v37CSGE5OXlEXl5eZKdnU3YbDZRVVX9mt1vFb/++iuxsLAg06dP\nJ4SQ7/ZcODs7E1dXV1JRUUE4HA559+7dd3kuCgoKyMCBA0lZWRmpqakhkydPJmFhYd/UuaBX9HUU\nFxcDAHR0dCAtLQ0DA4M2vbCrufr16wcVFRUAQO/evTFs2DAkJCQgPj4ednZ2EBYWhq2tbe05qG9B\nXGlp6dc8hBaVm5uLK1euYNGiRbVTgL/Xc3Hjxg1s2LABnTp1QocOHdCjR4/v8lyIiIiAEILi4mJU\nVFTg/fv3EBUV/abOBU30dSQkJEBBQaH2/9/Twq7MzEwkJSVBQ0Pjk/OgoKCA+Ph4AB//iOsuiPvn\nZ+3Bjz/+iP3794PF+vel8T2ei9zcXFRWVsLBwQGamprYu3cvKioqvstzISIiAk9PTwwcOBD9+vXD\nuHHjoKmp+U2dC5roKQAfxxtNTU1x8OBBdO3alacFbfUtiPsWXbp0CeLi4lBVVf3k+L/Hc1FZWYn0\n9HSYmJiAzWYjKSkJZ8+e/S7PRX5+PhwcHJCcnIznz58jJiYGly5d+qbOBU30dairqyM1NbX2/0lJ\nSRg9evRX7FHr43A4MDExgaWlJYyNjQF8PA8pKSkAPlYdVVdXBwBoamoiOTm59rGpqam1P/vW3blz\nBxcuXICMjAzMzc0REREBS0vL7/JcDB48GPLy8pg+fTpERERgbm6OsLCw7/JcxMfHY/To0Rg8eDB6\n9eqFuXPnIioq6ps6FzTR19GjRw8AH2fePH/+HOHh4dDU1PzKvWo9hBDY2dlh+PDhtbMJgI9/rP7+\n/qioqIC/v3/tm52GhgauXbuGnJwcsNnsTxbEfet27dqFFy9e4NmzZzh9+jT09fURHBz8XZ4L4ONa\nmbi4OHC5XFy+fBkTJ078Ls+FtrY2EhMTUVhYiA8fPuDq1aswMDD4ts7F17kH3Lax2WyioKBAZGVl\niZub29fuTquKiooiAgICRFlZmaioqBAVFRVy9epVUlJSQmbMmEEkJSWJsbExKS0trX3MoUOHiKys\nLFFUVCSRkZFfsfeth81m1866+V7PRVpaGtHU1CTKysrE2dmZlJWVfbfnIiAggOjo6JBRo0YRV1dX\nUlNT802dC7pgiqIoqp2jQzcURVHtHE30FEVR7RxN9BRFUe0cTfQURVHtHE30FEVR7RxN9BRFUe0c\nTfQURVHtHE30FEVR7dz/AABoXoSilewbAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x11417e2d0>"
]
}
],
"prompt_number": 16
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"<font color='GREEN'>Nodes, Giant Component and other Components</font>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"nx.draw_networkx_nodes(Graph,position_of_nodes, node_size=scoresNormalized,node_color=[nodeDegree[x] for x in Graph], cmap=plot.cm.Reds)\n",
"# Working with Graph connected components\n",
"AllGraphConnectedComponents=nx.connected_component_subgraphs(Graph) #getting all connected components\n",
"sizeGiantComponent=len(AllGraphConnectedComponents[0])\n",
"i=0\n",
"while sizeGiantComponent==len(AllGraphConnectedComponents[i]):\n",
" nx.draw_networkx_edges(AllGraphConnectedComponents[i],position_of_nodes,with_labels=False,edge_color='b',width=4.0)\n",
" i+=1\n",
"\n",
"# show other connected components\n",
"for connectedGraph in AllGraphConnectedComponents[i:]:\n",
" if len(connectedGraph)>1:\n",
" nx.draw_networkx_edges(connectedGraph,position_of_nodes,\n",
" with_labels=False,\n",
" edge_color='red',\n",
" width=8.0)\n",
"plot.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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wgH5fHUgmJCQwfc48Lvlc5coVHwoXVi0mHjJ7DPzuNJhnz4JxqlWeVuWKoa8h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\nrVrKAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x111791090>"
]
}
],
"prompt_number": 17
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"<font color='GREEN'>Whole network with isolates identified</font>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot.figure(figsize=(12,10))\n",
"plot.suptitle(\"Networked Agents with Giant Component with blue edges\",fontsize=14)\n",
"plot.title(\"(other components with red edges and identifying isolates, if existing) \",fontsize=11)\n",
"\n",
"nx.draw_networkx_nodes(Graph,position_of_nodes, node_size=scoresNormalized,node_color=[nodeDegree[x] for x in Graph], cmap=plot.cm.Reds)\n",
"# Working with Graph connected components\n",
"AllGraphConnectedComponents=nx.connected_component_subgraphs(Graph) #getting all connected components\n",
"sizeGiantComponent=len(AllGraphConnectedComponents[0])\n",
"i=0\n",
"while sizeGiantComponent==len(AllGraphConnectedComponents[i]):\n",
" nx.draw_networkx_edges(AllGraphConnectedComponents[i],position_of_nodes,with_labels=False,edge_color='b',width=4.0)\n",
" i+=1\n",
"labels={x[0]:x[1]['who'] for x in Graph.nodes(data=True)}\n",
"# show other connected components\n",
"for connectedGraph in AllGraphConnectedComponents[i:]:\n",
" if len(connectedGraph)>1 and len(connectedGraph)<sizeGiantComponent:\n",
" nx.draw_networkx_edges(connectedGraph,position_of_nodes,\n",
" with_labels=False,\n",
" edge_color='red',\n",
" width=8.0)\n",
"\n",
"for isolated in AllGraphConnectedComponents:\n",
" if len(isolated)==1: \n",
" labels={x[0]:x[1]['who'] for x in isolated.nodes(data=True)}\n",
" nx.draw_networkx_labels(isolated,position_of_nodes,labels,font_color='green',fontsize=12, alpha=1)\n",
"plot.axis('off')\n",
"plot.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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Dhw+Hi4sLBg8ejCtXriAyMvKtkhMDAwOlvVNjB5Bh/La2tgCAzZs3Y9y4cQBSjldqW2d2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\nUYlRXHvtzYRKo0n5kIKtmS2OlRw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AAABgQkgGAAAATAjJAAAAgAkhGQAAADAh\nJAMAAAAmhGQAAADAhJAMAAAAmBCSAQAAABNCMgAAAGBCSAYAAABMCMkAAACACSEZAAAAMCEkAwAA\nACaEZAAAAMDk/wGGPMGfR+t4OAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x10efee110>"
]
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 18
}
],
"metadata": {}
}
]
}
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