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main.py
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@ -2,54 +2,151 @@ import csv
import math import math
import random import random
import matplotlib.pyplot as plt import matplotlib.pyplot as plt
class Mensch(object): class Mensch(object):
def __init__(self):
#toImplement def __init__(self, alter, geschlecht, bdl):
self.Alter = alter
self.Geschlecht = geschlecht #0 Mann, 1 Frau
self.Bundesland = bdl
self.Koordinaten = self.getCoordinates(bdl)
self.Infiziert = False
self.Stichtag = None
def __del__(self):
self.Alter = None
self.Geschlecht = None
self.Bundesland = None
self.Koordinaten = None
def getCoordinates(self, bdl): def getCoordinates(self, bdl):
bdlDict = {'Vorarlberg': [0, 0], 'Tirol': [1, 0], 'Kärnten': [2, 0], 'Salzburg': [0, 1], bdlDict = {'Vorarlberg':[0,0], 'Tirol':[1,0], 'Kärnten':[2,0], 'Salzburg':[0,1], 'Steiermark':[1,1], 'Burgenland':[2,1], 'Oberösterreich':[0,2] ,'Niederösterreich':[1,2], 'Wien':[2,2]}
'Steiermark': [1, 1], 'Burgenland': [2, 1], 'Oberösterreich': [0, 2],
'Niederösterreich': [1, 2], 'Wien': [2, 2]}
return [int(bdlDict[bdl][0]) + random.random(), int(bdlDict[bdl][1]) + random.random()] return [int(bdlDict[bdl][0]) + random.random(), int(bdlDict[bdl][1]) + random.random()]
def die(self): def die(self):
#toImplement randDie = random.random()
infectFaktor = 1
genderFaktor = 0.493
if self.Geschlecht == 1:
genderFaktor = 0.507
if self.Infiziert:
infectFaktor = 5
if (randDie < (int(gestDict[self.Bundesland][int(self.Geschlecht)])*infectFaktor/(int(bevDict[self.Bundesland])*365*genderFaktor))):
return True
else:
return False
def infect(self, day): def infect(self, day):
#toImplement if (int(day) - int(self.Stichtag)) > 10:
#Distanz = math.sqrt((self.Koordinaten[0] - Population[randIndex].Koordinaten[0]) * (self.Koordinaten[0] - Population[randIndex].Koordinaten[0]) + (self.Koordinaten[1] - Population[randIndex].Koordinaten[1]) * (self.Koordinaten[1] - Population[randIndex].Koordinaten[1])) self.Infiziert = False
else:
for i in range(20):
randIndex = random.randint(0, len(Population)-1)
randInfect = random.random()
if(self.Bundesland == Population[randIndex].Bundesland):
Distanz = math.sqrt((self.Koordinaten[0] - Population[randIndex].Koordinaten[0]) * (
self.Koordinaten[0] - Population[randIndex].Koordinaten[0]) + (
self.Koordinaten[1] - Population[randIndex].Koordinaten[1]) * (
self.Koordinaten[1] - Population[randIndex].Koordinaten[1]))
InfectProb = 0.3 * (1 - Distanz)
else:
InfectProb = 0.0015
if(randInfect< InfectProb):
Population[randIndex].Infiziert = True
Population[randIndex].Stichtag = day
class Simulation(object): class Simulation(object):
def __init__(self, population): def __init__(self, population):
self.Population = population self.Population = population
def simulate(self): def simulate(self):
#toImplement
print(len(Population))
RandomStartInfekt = random.randint(0, len(Population)-1)
Population[RandomStartInfekt].Infiziert = True
Population[RandomStartInfekt].Stichtag = 0
RandomStartInfekt = random.randint(0, len(Population)-1)
Population[RandomStartInfekt].Infiziert = True
Population[RandomStartInfekt].Stichtag = 0
RandomStartInfekt = random.randint(0, len(Population)-1)
Population[RandomStartInfekt].Infiziert = True
Population[RandomStartInfekt].Stichtag = 0
plt.ion()
for i in range(365):
print("Today is day number "+ str(i))
for key in gebDict.keys():
for j in range(int(abs(random.gauss((int(gebDict[key][0])*Populationsfaktor/(365)), 1)))):
self.Population.append(Mensch(0, 0, key))
for j in range(int(abs(random.gauss((int(gebDict[key][1])*Populationsfaktor / (365)), 1)))):
self.Population.append(Mensch(0, 1, key))
print(len(Population))
deathlist = []
for human in Population:
if(human.die()):
deathlist.append(Population.index(human))
if(human.Infiziert):
human.infect(i)
deathlist.sort(reverse=True)
for index in deathlist:
Population.remove(Population[index])
#Visualisierung #Visualisierung
#Scatter Plot #Scatter Plot
x_inf = [] x_inf = []
y_inf = [] y_inf = []
x_fit = [] x_fit = []
y_fit = [] y_fit = []
for human in Population: for human in Population:
if(human.Infiziert): if(human.Infiziert):
#plt.plot(human.Koordinaten[0], human.Koordinaten[1], "o", color="red", markersize=2)
x_inf.append(human.Koordinaten[0]) x_inf.append(human.Koordinaten[0])
y_inf.append(human.Koordinaten[1]) y_inf.append(human.Koordinaten[1])
else: else:
#plt.plot(human.Koordinaten[0], human.Koordinaten[1], "o", color="blue", markersize=1)
x_fit.append(human.Koordinaten[0]) x_fit.append(human.Koordinaten[0])
y_fit.append(human.Koordinaten[1]) y_fit.append(human.Koordinaten[1])
plt.title("Population") plt.title("Population")
plt.scatter(x_inf, y_inf, c="red", s=5) plt.scatter(x_inf, y_inf, c="red", s=5)
plt.scatter(x_fit, y_fit, c="blue", s=2) plt.scatter(x_fit, y_fit, c="blue", s=2)
plt.draw() plt.draw()
if(i % 5 == 0): if(i % 5 == 0):
plt.savefig('result/populationOnDay' + str(i) + '.png') plt.savefig('result/populationOnDay' + str(i) + '.png')
plt.pause(0.0001) plt.pause(0.0001)
plt.clf() plt.clf()
print(len(Population))
if __name__ == '__main__': if __name__ == '__main__':
print("Generate Population:") print("Generate Population:")
Populationsfaktor = 0.01 Populationsfaktor = 0.01
AnteilFrauen = 0.507
Population = [] Population = []
bevAnzahl = 0 bevAnzahl = 0
bevDict = {} bevDict = {}
gebDict = {} gebDict = {}
gestDict = {} gestDict = {}
AnteilFrauen = 0.507
#read data from Statistik Austria #read data from Statistik Austria
with open('./data/Bevölkerung.csv') as bevoelkerung: with open('./data/Bevölkerung.csv') as bevoelkerung:
csv_reader = csv.reader(bevoelkerung, delimiter = ';') csv_reader = csv.reader(bevoelkerung, delimiter = ';')
@ -67,6 +164,7 @@ if __name__ == '__main__':
rowcnt = rowcnt + 1 rowcnt = rowcnt + 1
if rowcnt > 2: if rowcnt > 2:
gebDict[row[0]] = [row[-2], row[-1]] gebDict[row[0]] = [row[-2], row[-1]]
with open('./data/Gestorbene2021.csv') as gestorbene: with open('./data/Gestorbene2021.csv') as gestorbene:
csv_reader = csv.reader(gestorbene, delimiter=';') csv_reader = csv.reader(gestorbene, delimiter=';')
rowcnt = 0 rowcnt = 0
@ -74,25 +172,29 @@ if __name__ == '__main__':
rowcnt = rowcnt + 1 rowcnt = rowcnt + 1
if rowcnt > 2: if rowcnt > 2:
gestDict[row[0]] = [row[-2], row[-1]] gestDict[row[0]] = [row[-2], row[-1]]
print(bevDict) print(bevDict)
print(gebDict) print(gebDict)
print(gestDict) print(gestDict)
print(bevAnzahl) print(bevAnzahl)
print(random.random())
bdls = []
weights = []
for key in bevDict.keys():
bdls.append(str(key))
weights.append(int(bevDict[key]) * Populationsfaktor / int(bevAnzahl))
for i in range(int(bevAnzahl)): for i in range(int(bevAnzahl)):
gender = 1 gender = 1
if(random.random()>0.507): if(random.random()>0.507):
gender = 0 gender = 0
age = random.randint(0, 101) age = random.randint(0, 101)
bdl = ""
randBdl = random.random() bdl = random.choices(bdls, weights)[0]
BdlCount = 0
for key in bevDict.keys():
BdlCount += int(bevDict[key])
checkWlsk = (BdlCount*Populationsfaktor)/int(bevAnzahl)
if(randBdl < checkWlsk):
bdl = str(key)
break
Population.append(Mensch(age, gender, bdl)) Population.append(Mensch(age, gender, bdl))
Simulation = Simulation(Population) Simulation = Simulation(Population)
Simulation.simulate() Simulation.simulate()