def runNet():
print 'Content-type: text/html'
print
#Translate input tags
fields = (
'idade',
'tosse',
'hemoptoico',
'sudorese',
'febre',
'emagrecimento',
'dispneia',
'fuma',
'internacaoHospitalar',
'sida'
)
form = cgi.FieldStorage()
input =[]
for f in fields:
try:
value = form[f].value
if f == 'idade':
input.append(int(value))
elif value == 'nao':
input.append(-1)
elif value == 'sim' or value=='Sim':
input.append(1)
else:
input.append(0)
except:
input.append(0)
nn = MLP(np.array(input))
nn.net()
a = nn.getOutput()[0] - nn.getLimit()
if nn.getOutput() < nn.getLimit():
level = a/(1+nn.getLimit())
else:
level = a/(1-nn.getLimit())
outcome = u"{ 'output': %.02f," %(nn.getOutput())
outcome += u" 'hThreshold': %.02f," %(nn.getHigherThreshold())
outcome += u" 'lThreshold': %.02f," %(nn.getLowerThreshold())
if level < 0:
outcome += u" 'TB': 'no',"
else:
outcome += u" 'TB': 'yes',"
if nn.getOutput() < nn.getLowerThreshold():
outcome += u" 'probability': 'baixa',"
elif nn.getOutput() < nn.getHigherThreshold():
outcome += u" 'probability': 'média',"
else:
outcome += u" 'probability': 'alta',"
outcome += u" 'threshold' : %.02f }"%(nn.getLimit())
sys.stdout.write(outcome.encode('utf-8', 'replace'))
def runNet():
#Translate input tags
"""
fields = (
'idade',
'tosse',
'hemoptoico',
'sudorese',
'febre',
'emagrecimento',
'dispneia',
'fuma',
'internacaoHospitalar',
#'sida'
'sexo'
)
"""
fields = (
'idade',
'sexo',
'dorToracica',
'hemoptoico',
'sudorese',
'febre',
'dispneia',
'emagrecimento',
'tosse',
'internacaoHospitalar',
'fuma',
)
form = cgi.FieldStorage()
input =[]
for f in fields:
try:
value = form[f].value
if f == 'idade':
input.append(int(value))
elif value == 'Masculino':
input.append(1)
elif value == 'Feminino':
input.append(-1)
elif value == 'nao':
input.append(-1)
elif value == 'sim' or value=='Sim':
input.append(1)
else:
input.append(0)
except:
input.append(0)
nn = MLP(np.array(input))
nn.net()
a = nn.getOutput()[0] - nn.getLimit()
if nn.getOutput() < nn.getLimit():
level = a/(1+nn.getLimit())
else:
level = a/(1-nn.getLimit())
outcome = u'{ "output": %.03f,' %(nn.getOutput())
outcome += u' "hThreshold": %.02F,' %(nn.getHigherThreshold())
outcome += u' "lThreshold": %.02f,' %(nn.getLowerThreshold())
if level < 0:
outcome += u' "TB": "no",'
else:
outcome += u' "TB": "yes",'
if nn.getOutput() < nn.getLowerThreshold():
outcome += u' "probability": "baixa",'
elif nn.getOutput() < nn.getHigherThreshold():
outcome += u' "probability": "média",'
else:
outcome += u' "probability": "alta",'
outcome += u' "threshold" : %.02f }'%(nn.getLimit())
return outcome.encode('utf-8', 'replace')
