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Risk.py
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Risk.py
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from RuleBase import *
from types import SimpleNamespace
from Configurations import *
class Risk:
def __init__(self, **rules):
# print(rules.keys())
self.rules = SimpleNamespace(**rules)
self.rule1 = self.rule2 = self.rule3 = self.rule3 = self.rule4 = self.rule4 = self.rule5 = self.rule6 = self.rule7\
= self.rule8 = self.rule9 = self.rule10 = self.rule11 = self.rule12 = self.rule13 = self.rule14 = self.rule15 \
= self.rule16 \
= self.rule17 =self.rule18 = self.rule19 = self.rule20 = self.rule21 = self.rule22 = self.rule23 = self.rule24 = None
self.uninfected = self.little = self.mid = self.high = self.veryHigh = None
def inferenceSystems(self):
self.rule1 = fmin(
fmin(fmin(fmin(self.rules.bloodRule.bloodPressureFitLow, self.rules.cholesterolRule.cholesterolFitLow),
self.rules.ldlRule.ldlFitNormal), self.rules.hdlRule.hdlFitHigh), self.rules.riskRule.riskNot)
self.rule2 = fmin(
fmin(fmin(fmin(self.rules.bloodRule.bloodPressureFitLow, self.rules.cholesterolRule.cholesterolFitLow),
self.rules.ldlRule.ldlFitLimit), self.rules.hdlRule.hdlFitHigh),
self.rules.riskRule.riskLittle)
self.rule3 = fmin(
fmin(fmin(fmin(self.rules.bloodRule.bloodPressureFitLow, self.rules.cholesterolRule.cholesterolFitLow),
self.rules.ldlRule.ldlFitHigh), self.rules.hdlRule.hdlFitHigh), self.rules.riskRule.riskMid)
self.rule4 = fmin(
fmin(fmin(fmin(self.rules.bloodRule.bloodPressureFitLow, self.rules.cholesterolRule.cholesterolFitLow),
self.rules.ldlRule.ldlFitVeryHigh), self.rules.hdlRule.hdlFitHigh),
self.rules.riskRule.riskHigh)
self.rule5 = fmin(fmin(fmin(self.rules.bloodRule.bloodPressureFitMid, self.rules.cholesterolRule.cholesterolFitLow),
self.rules.hdlRule.hdlFitHigh), self.rules.riskRule.riskNot)
self.rule6 = fmin(fmin(fmin(self.rules.ageRule.ageFitYoung, self.rules.bloodRule.bloodPressureFitMid),
self.rules.cholesterolRule.cholesterolFitMid), self.rules.riskRule.riskNot)
self.rule7 = fmin(fmin(fmin(self.rules.ageRule.ageFitMid, self.rules.bloodRule.bloodPressureFitMid),
self.rules.cholesterolRule.cholesterolFitMid), self.rules.riskRule.riskNot)
self.rule8 = fmin(fmin(fmin(self.rules.ageRule.ageFitOld, self.rules.bloodRule.bloodPressureFitMid),
self.rules.cholesterolRule.cholesterolFitMid), self.rules.riskRule.riskNot)
self.rule9 = fmin(fmin(fmin(self.rules.ageRule.ageFitYoung, self.rules.cholesterolRule.cholesterolFitHigh),
self.rules.cholesterolRule.cholesterolFitHigh), self.rules.riskRule.riskMid)
self.rule10 = fmin(fmin(fmin(self.rules.ageRule.ageFitMid, self.rules.cholesterolRule.cholesterolFitHigh),
self.rules.cholesterolRule.cholesterolFitHigh), self.rules.riskRule.riskHigh)
self.rule11 = fmin(fmin(fmin(self.rules.ageRule.ageFitOld, self.rules.bloodRule.bloodPressureFitHigh),
self.rules.cholesterolRule.cholesterolFitHigh), self.rules.riskRule.riskVeryHigh)
self.rule12 = fmin(fmin(fmin(fmin(fmin(self.rules.ageRule.ageFitYoung, self.rules.bloodRule.bloodPressureFitMid),
self.rules.cholesterolRule.cholesterolFitLow), self.rules.ldlRule.ldlFitNormal),
self.rules.hdlRule.hdlFitLow), self.rules.riskRule.riskNot)
self.rule13 = fmin(fmin(self.rules.ageRule.ageFitYoung, self.rules.bloodSugarRule.bloodSugarFitVeryHigh),
self.rules.riskRule.riskLittle)
self.rule14 = fmin(fmin(self.rules.ageRule.ageFitMid, self.rules.bloodSugarRule.bloodSugarFitVeryHigh),
self.rules.riskRule.riskHigh)
self.rule15 = fmin(fmin(self.rules.ageRule.ageFitOld, self.rules.bloodSugarRule.bloodSugarFitVeryHigh),
self.rules.riskRule.riskVeryHigh)
self.rule16 = fmin(fmin(fmin(fmin(fmin(fmin(self.rules.ageRule.ageFitYoung,
self.rules.bloodRule.bloodPressureFitLow),
self.rules.cholesterolRule.cholesterolFitLow),
self.rules.bloodSugarRule.bloodSugarFitVeryHigh), self.rules.ldlRule.ldlFitNormal),
self.rules.hdlRule.hdlFitHigh),
self.rules.riskRule.riskLittle)
self.rule17 = fmin(fmin(fmin(fmin(fmin(fmin(self.rules.ageRule.ageFitMid, self.rules.bloodRule.bloodPressureFitLow),
self.rules.cholesterolRule.cholesterolFitLow),
self.rules.bloodSugarRule.bloodSugarFitVeryHigh), self.rules.ldlRule.ldlFitNormal),
self.rules.hdlRule.hdlFitHigh), self.rules.riskRule.riskHigh)
self.rule18 = fmin(fmin(fmin(fmin(fmin(fmin(self.rules.ageRule.ageFitOld, self.rules.bloodRule.bloodPressureFitLow),
self.rules.cholesterolRule.cholesterolFitLow),
self.rules.bloodSugarRule.bloodSugarFitVeryHigh), self.rules.ldlRule.ldlFitNormal),
self.rules.hdlRule.hdlFitHigh), self.rules.riskRule.riskVeryHigh)
self.rule19 = fmin(fmin(fmin(fmin(fmin(fmin(self.rules.ageRule.ageFitMid, self.rules.bloodRule.bloodPressureFitLow),
self.rules.cholesterolRule.cholesterolFitLow),
self.rules.bloodSugarRule.bloodSugarFitVeryHigh), self.rules.ldlRule.ldlFitVeryHigh),
self.rules.hdlRule.hdlFitHigh), self.rules.riskRule.riskVeryHigh)
self.rule20 = fmin(fmin(
fmin(fmin(self.rules.bloodRule.bloodPressureFitHigh, self.rules.cholesterolRule.cholesterolFitHigh),
self.rules.ldlRule.ldlFitVeryHigh), self.rules.hdlRule.hdlFitHigh), self.rules.riskRule.riskVeryHigh)
self.rule21 = fmin(fmin(
fmin(fmin(self.rules.cholesterolRule.cholesterolFitHigh, self.rules.cholesterolRule.cholesterolFitHigh),
self.rules.ldlRule.ldlFitHigh), self.rules.hdlRule.hdlFitMid), self.rules.riskRule.riskVeryHigh)
self.rule22 = fmin(fmin(fmin(fmin(fmin(self.rules.ageRule.ageFitYoung, self.rules.bloodRule.bloodPressureFitHigh),
self.rules.cholesterolRule.cholesterolFitHigh), self.rules.ldlRule.ldlFitVeryHigh),
self.rules.hdlRule.hdlFitMid), self.rules.riskRule.riskMid)
self.rule23 = fmin(fmin(self.rules.ageRule.ageFitMid, self.rules.bloodRule.bloodPressureFitHigh),
self.rules.riskRule.riskVeryHigh)
self.rule24 = fmin(fmin(self.rules.ageRule.ageFitOld, self.rules.bloodRule.bloodPressureFitHigh),
self.rules.riskRule.riskVeryHigh)
def cloudyInferenceEngine(self):
# Union sets
self.uninfected = fmax(fmax(fmax(fmax(fmax(self.rule1, self.rule5), self.rule6), self.rule7), self.rule8), self.rule12)
self.little = fmax(fmax(self.rule2, self.rule13), self.rule16)
self.mid = fmax(fmax(self.rule3, self.rule9), self.rule22)
self.high = fmax(fmax(fmax(self.rule4, self.rule10), self.rule14), self.rule17)
self.veryHigh = fmax(
fmax(fmax(fmax(fmax(fmax(fmax(self.rule11, self.rule15), self.rule18), self.rule19), self.rule20), self.rule21), self.rule23), self.rule24)