From cd9b7e096aef99c5c122d5f62c6a2a80f189bf85 Mon Sep 17 00:00:00 2001
From: Tasio Mendez <tm.tasio@gmail.com>
Date: Wed, 17 May 2017 11:03:24 +0200
Subject: [PATCH] Updated tutorial

Close #3
---
 .gitignore                 |     5 +
 control_model.png          |   Bin 35799 -> 0 bytes
 data.txt                   | 17930 +++++++++++++++++------------------
 sim_01/log.0.state.pickled |   Bin 687427 -> 687427 bytes
 soil.py                    |     2 +-
 soil_tutorial.ipynb        |   424 +-
 spread_model.png           |   Bin 37762 -> 0 bytes
 7 files changed, 9217 insertions(+), 9144 deletions(-)
 create mode 100644 .gitignore
 delete mode 100644 control_model.png
 delete mode 100644 spread_model.png

diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..152fd0e
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,5 @@
+__pycache__/
+.idea/
+.ipynb_checkpoints/
+*.png
+*.gexf
diff --git a/control_model.png b/control_model.png
deleted file mode 100644
index 67b1749f6f901133456ec851568e0a823c45634a..0000000000000000000000000000000000000000
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diff --git a/data.txt b/data.txt
index b923484..08a7cd3 100644
--- a/data.txt
+++ b/data.txt
@@ -1,8 +1,8 @@
 {
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diff --git a/soil.py b/soil.py
index abb463b..06a1f53 100644
--- a/soil.py
+++ b/soil.py
@@ -85,7 +85,7 @@ def results(model_name):
     cured_line = ax1.plot(x_values, cured_values, label='Cured')
     vaccinated_line = ax1.plot(x_values, vaccinated_values, label='Vaccinated')
     ax1.legend()
-    fig1.savefig(model_name+'.png')
+    fig1.savefig(model_name + '.png')
     # plt.show()
 
 
diff --git a/soil_tutorial.ipynb b/soil_tutorial.ipynb
index 3625a3d..fc1a68b 100644
--- a/soil_tutorial.ipynb
+++ b/soil_tutorial.ipynb
@@ -32,10 +32,10 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "SOIL is based in 3 main files:\n",
+    "SOIL is based in 2 main files:\n",
     "* __soil.py__: It's the main file of SOIL. The network creation, simulation and visualization are done in this file.\n",
-    "- __models.py__: All the spread models already implemented are stored in this file.\n",
-    "+ __settings.py__: This file contains every variable needed in the simulation in order to be modified easily."
+    "+ __settings.json__: This file contains every variable needed in the simulation in order to be modified easily.\n",
+    "- __models__: All the spread models already implemented are stored in this directory as modules."
    ]
   },
   {
@@ -80,24 +80,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
    "outputs": [],
    "source": [
-    "import matplotlib.pyplot as plt\n",
+    "from models import *\n",
     "from nxsim import NetworkSimulation\n",
-    "import numpy\n",
+    "# import numpy\n",
+    "from matplotlib import pyplot as plt\n",
     "import networkx as nx\n",
     "import settings\n",
     "import models\n",
-    "from models import *\n",
     "import math\n",
-    "import json\n",
-    "\n",
-    "settings.init() # Loads all the data from settings\n",
-    "models.init() # Loads the models and network variables"
+    "import json"
    ]
   },
   {
@@ -116,62 +113,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {
     "collapsed": true
    },
    "outputs": [],
    "source": [
-    "if settings.network_type == 0:\n",
-    "    G = nx.complete_graph(settings.number_of_nodes)\n",
-    "if settings.network_type == 1:\n",
-    "    G = nx.barabasi_albert_graph(settings.number_of_nodes,10)\n",
-    "if settings.network_type == 2:\n",
-    "    G = nx.margulis_gabber_galil_graph(settings.number_of_nodes, None)\n",
+    "if settings.network_params[\"network_type\"] == 0:\n",
+    "    G = nx.complete_graph(settings.network_params[\"number_of_nodes\"])\n",
+    "if settings.network_params[\"network_type\"] == 1:\n",
+    "    G = nx.barabasi_albert_graph(settings.network_params[\"number_of_nodes\"], 10)\n",
+    "if settings.network_params[\"network_type\"] == 2:\n",
+    "    G = nx.margulis_gabber_galil_graph(settings.network_params[\"number_of_nodes\"], None)\n",
     "# More types of networks can be added here"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Simulation"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The simulation starts with the following code. The user can provide the network topology, the maximum time of simulation, the spread model to be used as well as other parameters."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Starting simulations...\n",
-      "---Trial 0---\n",
-      "Setting up agents...\n",
-      "Written 50 items to pickled binary file: sim_01/log.0.state.pickled\n",
-      "Simulation completed.\n"
-     ]
-    }
-   ],
-   "source": [
-    "sim = NetworkSimulation(topology=G, states=init_states, agent_type=ControlModelM2,\n",
-    "                        max_time=settings.max_time, num_trials=settings.num_trials, logging_interval=1.0)\n",
-    "\n",
-    "\n",
-    "sim.run_simulation()"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -213,38 +169,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Done!\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "for x in range(0, settings.number_of_nodes):\n",
-    "    for enterprise in models.networkStatus[\"agent_%s\"%x]:\n",
-    "        emotionStatusAux=[]\n",
-    "        for time in models.networkStatus[\"agent_%s\"%x][enterprise]:\n",
-    "            prec = 2\n",
-    "            output = math.floor(models.networkStatus[\"agent_%s\"%x][enterprise][time] * (10 ** prec)) / (10 ** prec) #Para tener 2 decimales solo\n",
-    "            emotionStatusAux.append((output,time,None))\n",
-    "        attributes = {}\n",
-    "        attributes[enterprise] = emotionStatusAux\n",
-    "        G.add_node(x, attributes)\n",
+    "def visualization(graph_name):\n",
     "\n",
+    "    for x in range(0, settings.network_params[\"number_of_nodes\"]):\n",
+    "        for attribute in models.networkStatus[\"agent_%s\" % x]:\n",
+    "            emotionStatusAux = []\n",
+    "            for t_step in models.networkStatus[\"agent_%s\" % x][attribute]:\n",
+    "                prec = 2\n",
+    "                output = math.floor(models.networkStatus[\"agent_%s\" % x][attribute][t_step] * (10 ** prec)) / (10 ** prec)  # 2 decimals\n",
+    "                emotionStatusAux.append((output, t_step, t_step + settings.network_params[\"timeout\"]))\n",
+    "            attributes = {}\n",
+    "            attributes[attribute] = emotionStatusAux\n",
+    "            G.add_node(x, attributes)\n",
     "\n",
-    "print(\"Done!\")\n",
+    "    print(\"Done!\")\n",
     "\n",
-    "with open('data.txt', 'w') as outfile:\n",
-    "    json.dump(models.networkStatus, outfile, sort_keys=True, indent=4, separators=(',', ': '))\n",
+    "    with open('data.txt', 'w') as outfile:\n",
+    "        json.dump(models.networkStatus, outfile, sort_keys=True, indent=4, separators=(',', ': '))\n",
     "\n",
-    "nx.write_gexf(G,\"test.gexf\", version=\"1.2draft\")"
+    "    nx.write_gexf(G, graph_name+\".gexf\", version=\"1.2draft\")"
    ]
   },
   {
@@ -256,70 +205,111 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
    "outputs": [],
    "source": [
-    "x_values = []\n",
-    "infected_values = []\n",
-    "neutral_values = []\n",
-    "cured_values = []\n",
-    "vaccinated_values = []\n",
+    "def results(model_name):\n",
+    "    x_values = []\n",
+    "    infected_values = []\n",
+    "    neutral_values = []\n",
+    "    cured_values = []\n",
+    "    vaccinated_values = []\n",
     "\n",
-    "attribute_plot = 'status'\n",
-    "for time in range(0, settings.max_time):\n",
-    "    value_infected = 0\n",
-    "    value_neutral = 0\n",
-    "    value_cured = 0\n",
-    "    value_vaccinated = 0\n",
-    "    real_time = time * settings.timeout\n",
-    "    activity= False\n",
-    "    for x in range(0, settings.number_of_nodes):\n",
-    "        if attribute_plot in models.networkStatus[\"agent_%s\" % x]:\n",
-    "            if real_time in models.networkStatus[\"agent_%s\" % x][attribute_plot]:\n",
-    "                if models.networkStatus[\"agent_%s\" % x][attribute_plot][real_time] == 1: ##Represent infected\n",
-    "                    value_infected += 1\n",
-    "                    activity = True\n",
-    "                if models.networkStatus[\"agent_%s\" % x][attribute_plot][real_time] == 0:  ##Represent neutrals\n",
-    "                    value_neutral += 1\n",
-    "                    activity = True\n",
-    "                if models.networkStatus[\"agent_%s\" % x][attribute_plot][real_time] == 2:  ##Represent cured\n",
-    "                    value_cured += 1\n",
-    "                    activity = True\n",
-    "                if models.networkStatus[\"agent_%s\" % x][attribute_plot][real_time] == 3:  ##Represent vaccinated\n",
-    "                    value_vaccinated += 1\n",
-    "                    activity = True\n",
+    "    attribute_plot = 'status'\n",
+    "    for time in range(0, settings.network_params[\"max_time\"]):\n",
+    "        value_infectados = 0\n",
+    "        value_neutral = 0\n",
+    "        value_cured = 0\n",
+    "        value_vaccinated = 0\n",
+    "        real_time = time * settings.network_params[\"timeout\"]\n",
+    "        activity = False\n",
+    "        for x in range(0, settings.network_params[\"number_of_nodes\"]):\n",
+    "            if attribute_plot in models.networkStatus[\"agent_%s\" % x]:\n",
+    "                if real_time in models.networkStatus[\"agent_%s\" % x][attribute_plot]:\n",
+    "                    if models.networkStatus[\"agent_%s\" % x][attribute_plot][real_time] == 1:  ## Infected\n",
+    "                        value_infectados += 1\n",
+    "                        activity = True\n",
+    "                    if models.networkStatus[\"agent_%s\" % x][attribute_plot][real_time] == 0:  ## Neutral\n",
+    "                        value_neutral += 1\n",
+    "                        activity = True\n",
+    "                    if models.networkStatus[\"agent_%s\" % x][attribute_plot][real_time] == 2:  ## Cured\n",
+    "                        value_cured += 1\n",
+    "                        activity = True\n",
+    "                    if models.networkStatus[\"agent_%s\" % x][attribute_plot][real_time] == 3:  ## Vaccinated\n",
+    "                        value_vaccinated += 1\n",
+    "                        activity = True\n",
     "\n",
-    "    if activity:\n",
-    "        x_values.append(real_time)\n",
-    "        infected_values.append(value_infected)\n",
-    "        neutral_values.append(value_neutral)\n",
-    "        cured_values.append(value_cured)\n",
-    "        vaccinated_values.append(value_vaccinated)\n",
-    "        activity=False\n",
+    "        if activity:\n",
+    "            x_values.append(real_time)\n",
+    "            infected_values.append(value_infectados)\n",
+    "            neutral_values.append(value_neutral)\n",
+    "            cured_values.append(value_cured)\n",
+    "            vaccinated_values.append(value_vaccinated)\n",
+    "            activity = False\n",
     "\n",
-    "infected_line = plt.plot(x_values,infected_values,label='Infected')\n",
-    "neutral_line = plt.plot(x_values,neutral_values, label='Neutral')\n",
-    "cured_line = plt.plot(x_values,cured_values, label='Cured')\n",
-    "vaccinated_line = plt.plot(x_values,vaccinated_values, label='Vaccinated')\n",
-    "plt.legend()\n",
-    "plt.savefig('control_model.png')"
+    "    fig1 = plt.figure()\n",
+    "    ax1 = fig1.add_subplot(111)\n",
+    "\n",
+    "    infected_line = ax1.plot(x_values, infected_values, label='Infected')\n",
+    "    neutral_line = ax1.plot(x_values, neutral_values, label='Neutral')\n",
+    "    cured_line = ax1.plot(x_values, cured_values, label='Cured')\n",
+    "    vaccinated_line = ax1.plot(x_values, vaccinated_values, label='Vaccinated')\n",
+    "    ax1.legend()\n",
+    "    fig1.savefig(model_name + '.png')\n",
+    "    # plt.show()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "![alt text](https://raw.githubusercontent.com/gsi-upm/soil/master/control_model.png \"Control model\")"
+    "### Simulation"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Models.py"
+    "The simulation starts with the following code. The user can provide the network topology, the maximum time of simulation, the spread model to be used as well as other parameters."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "agents = settings.environment_params['agent']\n",
+    "\n",
+    "print(\"Using Agent(s): {agents}\".format(agents=agents))\n",
+    "\n",
+    "if len(agents) > 1:\n",
+    "    for agent in agents:\n",
+    "        sim = NetworkSimulation(topology=G, states=init_states, agent_type=locals()[agent], max_time=settings.network_params[\"max_time\"],\n",
+    "                                num_trials=settings.network_params[\"num_trials\"], logging_interval=1.0, **settings.environment_params)\n",
+    "        sim.run_simulation()\n",
+    "        print(str(agent))\n",
+    "        results(str(agent))\n",
+    "        visualization(str(agent))\n",
+    "else:\n",
+    "    agent = agents[0]\n",
+    "    sim = NetworkSimulation(topology=G, states=init_states, agent_type=locals()[agent], max_time=settings.network_params[\"max_time\"],\n",
+    "                            num_trials=settings.network_params[\"num_trials\"], logging_interval=1.0, **settings.environment_params)\n",
+    "    sim.run_simulation()\n",
+    "    results(str(agent))\n",
+    "    visualization(str(agent))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Models"
    ]
   },
   {
@@ -331,31 +321,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {
     "collapsed": true
    },
    "outputs": [],
    "source": [
-    "from nxsim import BaseNetworkAgent\n",
-    "import numpy as np\n",
-    "import random\n",
     "import settings\n",
     "\n",
-    "settings.init()\n",
+    "networkStatus = {}  # Dict that will contain the status of every agent in the network\n",
     "\n",
-    "##############################\n",
-    "# Variables initializitation #\n",
-    "##############################\n",
-    "def init():\n",
-    "    global networkStatus\n",
-    "    networkStatus = {}  # Dict that will contain the status of every agent in the network\n",
-    "\n",
-    "sentimentCorrelationNodeArray=[]\n",
-    "for x in range(0, settings.number_of_nodes):\n",
-    "    sentimentCorrelationNodeArray.append({'id':x})\n",
+    "sentimentCorrelationNodeArray = []\n",
+    "for x in range(0, settings.network_params[\"number_of_nodes\"]):\n",
+    "    sentimentCorrelationNodeArray.append({'id': x})\n",
     "# Initialize agent states. Let's assume everyone is normal.\n",
-    "init_states = [{'id': 0, } for _ in range(settings.number_of_nodes)]  # add keys as as necessary, but \"id\" must always refer to that state category"
+    "init_states = [{'id': 0, } for _ in range(settings.network_params[\"number_of_nodes\"])]\n",
+    "    # add keys as as necessary, but \"id\" must always refer to that state category"
    ]
   },
   {
@@ -374,13 +355,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {
-    "collapsed": true
+    "collapsed": false
    },
    "outputs": [],
    "source": [
+    "import settings\n",
+    "from nxsim import BaseNetworkAgent\n",
+    "\n",
+    "\n",
     "class BaseBehaviour(BaseNetworkAgent):\n",
+    "\n",
     "    def __init__(self, environment=None, agent_id=0, state=()):\n",
     "        super().__init__(environment=environment, agent_id=agent_id, state=state)\n",
     "        self._attrs = {}\n",
@@ -399,19 +385,19 @@
     "    def run(self):\n",
     "        while True:\n",
     "            self.step(self.env.now)\n",
-    "            yield self.env.timeout(settings.timeout)\n",
+    "            yield self.env.timeout(settings.network_params[\"timeout\"])\n",
     "\n",
     "    def step(self, now):\n",
-    "        networkStatus['agent_%s'% self.id] = self.a_json()\n",
+    "        networkStatus['agent_%s'% self.id] = self.to_json()\n",
     "\n",
-    "    def a_json(self):\n",
+    "    def to_json(self):\n",
     "        final = {}\n",
     "        for stamp, attrs in self._attrs.items():\n",
     "            for a in attrs:\n",
     "                if a not in final:\n",
-    "                   final[a] = {}\n",
+    "                    final[a] = {}\n",
     "                final[a][stamp] = attrs[a]\n",
-    "        return final\n"
+    "        return final"
    ]
   },
   {
@@ -437,58 +423,71 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {
-    "collapsed": true
+    "collapsed": false
    },
    "outputs": [],
    "source": [
+    "import settings\n",
+    "import random\n",
+    "import numpy as np\n",
+    "\n",
+    "\n",
     "class ControlModelM2(BaseBehaviour):\n",
-    "    #Init infected\n",
-    "    init_states[random.randint(0,settings.number_of_nodes-1)] = {'id':1}\n",
-    "    init_states[random.randint(0,settings.number_of_nodes-1)] = {'id':1}\n",
+    "\n",
+    "    # Init infected\n",
+    "    init_states[random.randint(0, settings.network_params[\"number_of_nodes\"]-1)] = {'id': 1}\n",
+    "    init_states[random.randint(0, settings.network_params[\"number_of_nodes\"]-1)] = {'id': 1}\n",
     "\n",
     "    # Init beacons\n",
-    "    init_states[random.randint(0, settings.number_of_nodes-1)] = {'id': 4}\n",
-    "    init_states[random.randint(0, settings.number_of_nodes-1)] = {'id': 4}\n",
+    "    init_states[random.randint(0, settings.network_params[\"number_of_nodes\"]-1)] = {'id': 4}\n",
+    "    init_states[random.randint(0, settings.network_params[\"number_of_nodes\"]-1)] = {'id': 4}\n",
+    "\n",
     "    def __init__(self, environment=None, agent_id=0, state=()):\n",
     "        super().__init__(environment=environment, agent_id=agent_id, state=state)\n",
     "\n",
-    "        self.prob_neutral_making_denier = np.random.normal(settings.prob_neutral_making_denier, settings.standard_variance)\n",
+    "        self.prob_neutral_making_denier = np.random.normal(environment.environment_params['prob_neutral_making_denier'],\n",
+    "                                                           environment.environment_params['standard_variance'])\n",
     "\n",
-    "        self.prob_infect = np.random.normal(settings.prob_infect, settings.standard_variance)\n",
+    "        self.prob_infect = np.random.normal(environment.environment_params['prob_infect'],\n",
+    "                                            environment.environment_params['standard_variance'])\n",
     "\n",
-    "        self.prob_cured_healing_infected = np.random.normal(settings.prob_cured_healing_infected, settings.standard_variance)\n",
-    "        self.prob_cured_vaccinate_neutral = np.random.normal(settings.prob_cured_vaccinate_neutral, settings.standard_variance)\n",
+    "        self.prob_cured_healing_infected = np.random.normal(environment.environment_params['prob_cured_healing_infected'],\n",
+    "                                                            environment.environment_params['standard_variance'])\n",
+    "        self.prob_cured_vaccinate_neutral = np.random.normal(environment.environment_params['prob_cured_vaccinate_neutral'],\n",
+    "                                                             environment.environment_params['standard_variance'])\n",
     "\n",
-    "        self.prob_vaccinated_healing_infected = np.random.normal(settings.prob_vaccinated_healing_infected, settings.standard_variance)\n",
-    "        self.prob_vaccinated_vaccinate_neutral = np.random.normal(settings.prob_vaccinated_vaccinate_neutral, settings.standard_variance)\n",
-    "        self.prob_generate_anti_rumor = np.random.normal(settings.prob_generate_anti_rumor, settings.standard_variance)\n",
+    "        self.prob_vaccinated_healing_infected = np.random.normal(environment.environment_params['prob_vaccinated_healing_infected'],\n",
+    "                                                                 environment.environment_params['standard_variance'])\n",
+    "        self.prob_vaccinated_vaccinate_neutral = np.random.normal(environment.environment_params['prob_vaccinated_vaccinate_neutral'],\n",
+    "                                                                  environment.environment_params['standard_variance'])\n",
+    "        self.prob_generate_anti_rumor = np.random.normal(environment.environment_params['prob_generate_anti_rumor'],\n",
+    "                                                         environment.environment_params['standard_variance'])\n",
     "\n",
     "    def step(self, now):\n",
     "\n",
-    "        if self.state['id'] == 0:  #Neutral\n",
+    "        if self.state['id'] == 0:  # Neutral\n",
     "            self.neutral_behaviour()\n",
-    "        elif self.state['id'] == 1:  #Infected\n",
+    "        elif self.state['id'] == 1:  # Infected\n",
     "            self.infected_behaviour()\n",
-    "        elif self.state['id'] == 2:  #Cured\n",
+    "        elif self.state['id'] == 2:  # Cured\n",
     "            self.cured_behaviour()\n",
-    "        elif self.state['id'] == 3:  #Vaccinated\n",
+    "        elif self.state['id'] == 3:  # Vaccinated\n",
     "            self.vaccinated_behaviour()\n",
-    "        elif self.state['id'] == 4:  #Beacon-off\n",
+    "        elif self.state['id'] == 4:  # Beacon-off\n",
     "            self.beacon_off_behaviour()\n",
-    "        elif self.state['id'] == 5:  #Beacon-on\n",
+    "        elif self.state['id'] == 5:  # Beacon-on\n",
     "            self.beacon_on_behaviour()\n",
     "\n",
     "        self.attrs['status'] = self.state['id']\n",
     "        super().step(now)\n",
     "\n",
-    "\n",
     "    def neutral_behaviour(self):\n",
     "\n",
     "        # Infected\n",
     "        infected_neighbors = self.get_neighboring_agents(state_id=1)\n",
-    "        if len(infected_neighbors)>0:\n",
+    "        if len(infected_neighbors) > 0:\n",
     "            if random.random() < self.prob_neutral_making_denier:\n",
     "                self.state['id'] = 3   # Vaccinated making denier\n",
     "\n",
@@ -514,7 +513,6 @@
     "            if random.random() < self.prob_cured_healing_infected:\n",
     "                neighbor.state['id'] = 2  # Cured\n",
     "\n",
-    "\n",
     "    def vaccinated_behaviour(self):\n",
     "\n",
     "        # Cure\n",
@@ -523,7 +521,6 @@
     "            if random.random() < self.prob_cured_healing_infected:\n",
     "                neighbor.state['id'] = 2  # Cured\n",
     "\n",
-    "\n",
     "        # Vaccinate\n",
     "        neutral_neighbors = self.get_neighboring_agents(state_id=0)\n",
     "        for neighbor in neutral_neighbors:\n",
@@ -539,7 +536,7 @@
     "    def beacon_off_behaviour(self):\n",
     "        infected_neighbors = self.get_neighboring_agents(state_id=1)\n",
     "        if len(infected_neighbors) > 0:\n",
-    "            self.state['id'] == 5  #Beacon on\n",
+    "            self.state['id'] == 5  # Beacon on\n",
     "\n",
     "    def beacon_on_behaviour(self):\n",
     "\n",
@@ -557,7 +554,6 @@
     "                if random.random() < self.prob_generate_anti_rumor:\n",
     "                    neighbor.state['id'] = 2  # Cured\n",
     "\n",
-    "\n",
     "        # Vaccinate\n",
     "        neutral_neighbors = self.get_neighboring_agents(state_id=0)\n",
     "        for neighbor in neutral_neighbors:\n",
@@ -569,7 +565,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Settings.py"
+    "## Settings.json"
    ]
   },
   {
@@ -579,6 +575,78 @@
     "This file contains all the variables that can be modified from the simulation. In case of implementing a new spread model, the new variables should be also included in this file."
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "[\n",
+    "  {\n",
+    "    \"network_type\": 1,\n",
+    "    \"number_of_nodes\": 1000,\n",
+    "    \"max_time\": 50,\n",
+    "    \"num_trials\": 1,\n",
+    "    \"timeout\": 2\n",
+    "  },\n",
+    "\n",
+    "  {\n",
+    "    \"agent\": [\"BaseBehaviour\",\"SISaModel\",\"ControlModelM2\"],\n",
+    "\n",
+    "\n",
+    "    \"bite_prob\": 0.01,\n",
+    "    \"heal_prob\": 0.01,\n",
+    "\n",
+    "    \"innovation_prob\": 0.001,\n",
+    "    \"imitation_prob\": 0.005,\n",
+    "\n",
+    "    \"outside_effects_prob\": 0.2,\n",
+    "    \"anger_prob\": 0.06,\n",
+    "    \"joy_prob\": 0.05,\n",
+    "    \"sadness_prob\": 0.02,\n",
+    "    \"disgust_prob\": 0.02,\n",
+    "\n",
+    "    \"enterprises\": [\"BBVA\", \"Santander\", \"Bankia\"],\n",
+    "\n",
+    "    \"tweet_probability_users\": 0.44,\n",
+    "    \"tweet_relevant_probability\": 0.25,\n",
+    "    \"tweet_probability_about\": [0.15, 0.15, 0.15],\n",
+    "    \"sentiment_about\": [0, 0, 0],\n",
+    "\n",
+    "    \"tweet_probability_enterprises\": [0.3, 0.3, 0.3],\n",
+    "\n",
+    "    \"neutral_discontent_spon_prob\": 0.04,\n",
+    "    \"neutral_discontent_infected_prob\": 0.04,\n",
+    "    \"neutral_content_spon_prob\": 0.18,\n",
+    "    \"neutral_content_infected_prob\": 0.02,\n",
+    "\n",
+    "    \"discontent_neutral\": 0.13,\n",
+    "    \"discontent_content\": 0.07,\n",
+    "    \"variance_d_c\": 0.02,\n",
+    "\n",
+    "    \"content_discontent\": 0.009,\n",
+    "    \"variance_c_d\": 0.003,\n",
+    "    \"content_neutral\": 0.088,\n",
+    "\n",
+    "    \"standard_variance\": 0.055,\n",
+    "\n",
+    "\n",
+    "    \"prob_neutral_making_denier\": 0.035,\n",
+    "\n",
+    "    \"prob_infect\": 0.075,\n",
+    "\n",
+    "    \"prob_cured_healing_infected\": 0.035,\n",
+    "    \"prob_cured_vaccinate_neutral\": 0.035,\n",
+    "\n",
+    "    \"prob_vaccinated_healing_infected\": 0.035,\n",
+    "    \"prob_vaccinated_vaccinate_neutral\": 0.035,\n",
+    "    \"prob_generate_anti_rumor\": 0.035\n",
+    "  }\n",
+    "]"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -837,7 +905,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.2"
+   "version": "3.6.0"
   }
  },
  "nbformat": 4,
diff --git a/spread_model.png b/spread_model.png
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