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"213": -0.5360000000000001, - "251": -0.3010000000000003, - "290": -0.7450000000000001, - "299": -1, - "303": -0.6390000000000001, - "315": -0.5620000000000003, - "334": -0.8630000000000001, - "368": -0.8420000000000001, - "397": -1, - "425": -0.8330000000000001, - "426": -0.8420000000000001, - "427": -0.8600000000000001, - "457": -0.8700000000000003, - "485": -0.26699999999999985, - "491": -0.6269999999999999 + "120": 0, + "140": 1, + "160": 2, + "180": 0, + "200": 0, + "220": 1, + "240": 2, + "260": 2, + "280": 2, + "300": 2, + "320": 2, + "340": 2, + "360": 2, + "380": 2, + "400": 2, + "420": 2, + "440": 0, + "460": 0, + "480": 2 } } } \ No newline at end of file diff --git a/models.py b/models.py index 82f03cf..b971459 100644 --- a/models.py +++ b/models.py @@ -1,4 +1,5 @@ from nxsim import BaseNetworkAgent +import numpy as np import random import settings @@ -55,6 +56,73 @@ class ComportamientoBase(BaseNetworkAgent): final[a][stamp] = attrs[a] return final +class SISaModel(ComportamientoBase): + def __init__(self, environment=None, agent_id=0, state=()): + super().__init__(environment=environment, agent_id=agent_id, state=state) + + self.neutral_discontent_spon_prob = np.random.normal(settings.neutral_discontent_spon_prob, settings.standard_variance) + self.neutral_discontent_infected_prob = np.random.normal(settings.neutral_discontent_infected_prob,settings.standard_variance) + self.neutral_content_spon_prob = np.random.normal(settings.neutral_content_spon_prob,settings.standard_variance) + self.neutral_content_infected_prob = np.random.normal(settings.neutral_content_infected_prob,settings.standard_variance) + + self.discontent_neutral = np.random.normal(settings.discontent_neutral,settings.standard_variance) + self.discontent_content = np.random.normal(settings.discontent_content,settings.variance_d_c) + + self.content_discontent = np.random.normal(settings.content_discontent,settings.variance_c_d) + self.content_neutral = np.random.normal(settings.content_neutral,settings.standard_variance) + + def step(self, now): + + if self.state['id'] == 0: + self.neutral_behaviour() + if self.state['id'] == 1: + self.discontent_behaviour() + if self.state['id'] == 2: + self.content_behaviour() + + self.attrs['status'] = self.state['id'] + super().step(now) + + + def neutral_behaviour(self): + + #Spontaneus effects + if random.random() < self.neutral_discontent_spon_prob: + self.state['id'] = 1 + if random.random() < self.neutral_content_spon_prob: + self.state['id'] = 2 + + #Infected + discontent_neighbors = self.get_neighboring_agents(state_id=1) + if random.random() < len(discontent_neighbors)*self.neutral_discontent_infected_prob: + self.state['id'] = 1 + content_neighbors = self.get_neighboring_agents(state_id=2) + if random.random() < len(content_neighbors)*self.neutral_content_infected_prob: + self.state['id'] = 2 + + def discontent_behaviour(self): + + #Healing + if random.random() < self.discontent_neutral: + self.state['id'] = 0 + + #Superinfected + content_neighbors = self.get_neighboring_agents(state_id=2) + if random.random() < len(content_neighbors)*self.discontent_content: + self.state['id'] = 2 + + def content_behaviour(self): + + #Healing + if random.random() < self.content_neutral: + self.state['id'] = 0 + + #Superinfected + discontent_neighbors = self.get_neighboring_agents(state_id=1) + if random.random() < len(discontent_neighbors)*self.content_discontent: + self.state['id'] = 1 + + class BigMarketModel(ComportamientoBase): def __init__(self, environment=None, agent_id=0, state=()): @@ -81,6 +149,8 @@ class BigMarketModel(ComportamientoBase): self.enterpriseBehaviour() else: # Usuario self.userBehaviour() + for i in range(self.number_of_enterprises): # Para que nunca este a 0 si no ha habido cambios(logs) + self.attrs['sentiment_enterprise_%s'% self.enterprises[i]] = self.sentiment_about[i] super().step(now) diff --git a/settings.py b/settings.py index b20e95a..a43adb7 100644 --- a/settings.py +++ b/settings.py @@ -20,12 +20,23 @@ def init(): global sentiment_about global tweet_probability_enterprises global enterprises + global neutral_discontent_spon_prob + global neutral_discontent_infected_prob + global neutral_content_spon_prob + global neutral_content_infected_prob + global discontent_content + global discontent_neutral + global content_discontent + global content_neutral + global variance_d_c + global variance_c_d + global standard_variance network_type=1 number_of_nodes=50 max_time=500 num_trials=1 - timeout=1 + timeout=20 #Zombie model bite_prob=0.01 # 0-1 @@ -53,3 +64,19 @@ def init(): ##Enterprises tweet_probability_enterprises = [0.3, 0.3, 0.3] + #SISa + neutral_discontent_spon_prob = 0.04 + neutral_discontent_infected_prob = 0.04 + neutral_content_spon_prob = 0.18 + neutral_content_infected_prob = 0.02 + + discontent_neutral = 0.13 + discontent_content = 0.07 + variance_d_c = 0.02 + + content_discontent = 0.009 + variance_c_d = 0.003 + content_neutral = 0.088 + + standard_variance = 0.02 + diff --git a/sim_01/log.0.state.pickled b/sim_01/log.0.state.pickled index cbe32b9..effafcf 100644 Binary files a/sim_01/log.0.state.pickled and b/sim_01/log.0.state.pickled differ diff --git a/soil.py b/soil.py index c2275d1..4aba7d3 100644 --- a/soil.py +++ b/soil.py @@ -1,6 +1,7 @@ from models import * from nxsim import NetworkSimulation -from nxsim import BaseLoggingAgent +import numpy +from matplotlib import pyplot as plt import networkx as nx import settings import models @@ -26,7 +27,7 @@ if settings.network_type == 2: # Simulation # ############## -sim = NetworkSimulation(topology=G, states=init_states, agent_type=BigMarketModel, +sim = NetworkSimulation(topology=G, states=init_states, agent_type=SISaModel, max_time=settings.max_time, num_trials=settings.num_trials, logging_interval=1.0) @@ -35,10 +36,22 @@ sim.run_simulation() ########### # Results # ########### +x_values = [] +y_values = [] +for time in range(0, settings.max_time): + value = settings.sentiment_about[0] + real_time = time * settings.timeout + for x in range(0, settings.number_of_nodes): + if "sentiment_enterprise_BBVA" in models.networkStatus["agente_%s" % x]: + if real_time in models.networkStatus["agente_%s" % x]["sentiment_enterprise_BBVA"]: + value += models.networkStatus["agente_%s" % x]["sentiment_enterprise_BBVA"][real_time] -trial = BaseLoggingAgent.open_trial_state_history(dir_path='sim_01', trial_id=0) -status_census = [sum([1 for node_id, state in g.items() if state['id'] == 1]) for t,g in trial.items()] + x_values.append(real_time) + y_values.append(value) + +plt.plot(x_values,y_values) +#plt.show() ################# diff --git a/test.gexf b/test.gexf index 0ea48e0..98a919f 100644 --- a/test.gexf +++ b/test.gexf @@ -2,8578 +2,1602 @@ - 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