def run(dominios, targets, anotacoes, atributos, incluiParticipante):
folds = cross.crossValidationParticipant(6, anotacoes)
diceTotal = []
masiTotal = []
acuraciaTotal = 0.0
results = []
acertosT = {}
totalT = {}
for participante in folds.keys():
resultadoTotal, dice, masi, acuracia = exp4.run(dominios, targets, folds[participante], atributos, {}, incluiParticipante)
diceTotal.extend(dice)
masiTotal.extend(masi)
acuraciaTotal = acuraciaTotal + acuracia
for resultados in resultadoTotal:
acertos = resultados[0]
total = resultados[1]
for atributo in acertos.keys():
if atributo not in acertosT:
acertosT[atributo] = 0.0
totalT[atributo] = 0.0
acertosT[atributo] = acertosT[atributo] + acertos[atributo]
totalT[atributo] = totalT[atributo] + total[atributo]
results.append([acertosT, totalT])
print "\n"
print "General:"
print 50 * "*"
print "Expressions: "
print "Dice: " + str(np.mean(diceTotal))
print "Masi: " + str(np.mean(masiTotal))
print "Accuracy: " + str(acuraciaTotal / len(diceTotal))
print "\n"
print "Attributes:"
print 15 * "-"
for atributo in acertosT.keys():
print "Attribute: " + str(atributo)
print "Accuracy: " + str(acertosT[atributo] / totalT[atributo])
print 10 * "-"
return results, diceTotal, masiTotal, acuraciaTotal
