given=["A-E","I-E","A-P","I-P","A-X","I-X","UK"]
#given=["A-E","I-E"]
#given=["A-P","I-P"]
#given=["A-E","A-P"]
#given=["A-E","A-X"]
#given=["A-P","A-X"]
#given=["A-E","A-P","A-X"]
#given=["A-E","I-E","A-P","I-P"]
#given=["A-E","I-E","A-P","I-P","A-X","I-X"]
#given=["I-E","I-P"]
data,classes,_=cl.take_some_classes(data,classes,given=given,others=None)
# balance the sample sizes of the classes
rng=numpy.random.RandomState(1000)
data,classes,others=cl.balance_sample_size(data,classes,others=None,min_size_given=None,rng=rng)
print data.shape
print numpy.unique(classes)
#group=[["A-E"],["I-E"],["A-P"],["I-P"],["A-X"],["I-X"],["UK"]]
#group=[["A-E","A-P"],["I-E","I-P","A-X","I-X","UK"]]
#group=[["A-E","A-P","A-X"],["I-E","I-P","I-X","UK"]]
group=[["A-E"],["A-P"],["I-E","I-P","A-X","I-X","UK"]]
#group=[["A-E"],["A-P"],["A-X"],["I-E","I-P","I-X","UK"]]
#group=[["A-E"],["I-E"]]
#group=[["A-P"],["I-P"]]
#group=[["A-E"],["A-P"]]
#group=[["A-E"],["A-X"]]
#group=[["A-P"],["A-X"]]
#group=[["A-E"],["A-P"],["A-X"]]
#print classes
#shuffling
dataPlusClass = numpy.c_[data, classes]
numpy.random.shuffle(dataPlusClass)
data = dataPlusClass[:, :-1]
classes = dataPlusClass[:, -1]
# balance the sample sizes of the classes
rng = numpy.random.RandomState(100)
data, classes, others = cl.balance_sample_size(data,
classes,
others=None,
min_size_given=None,
rng=rng)
print "data.shape"
print data.shape
print "numpy.unique(classes)1"
print numpy.unique(classes)
#group=[["A-E"],["I-E"],["A-P"],["I-P"],["A-X"],["I-X"],["UK"]]
#group=[["A-E","A-P"],["I-E","I-P","A-X","I-X","UK"]]
#group=[["A-E","A-P","A-X"],["I-E","I-P","I-X","UK"]]
#group=[["A-E"],["A-P"],["I-E","I-P","A-X","I-X","UK"]]
#group=[["A-E"],["A-P"],["A-X"],["I-E","I-P","I-X","UK"]]
#group=[["A-E"],["I-E"]]
#group=[["A-P"],["I-P"]]