np.all(xtrain.std() == 0.) ?

2014-04-29 12:22 GMT+02:00 abhishek <abhish...@gmail.com>:

> Hi,
>
> While using Gaussian Process, I get the following errors and I'm unable to
> figure out why.
>
>
> ---------------------------------------------------------------------------ValueError
>                                 Traceback (most recent call 
> last)<ipython-input-93-417d3b33b0b2> in <module>()----> 1 xtrain, xtest, 
> ytrain, ytest = cross_validation.train_test_split(training, labels)      2    
>    3 gp = GaussianProcess()      4 gp.fit(xtrain,ytrain)      5
> /usr/local/Cellar/python/2.7.6/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/sklearn/cross_validation.pyc
>  in train_test_split(*arrays, **options)   1510         test_size = 0.25   
> 1511 -> 1512     arrays = check_arrays(*arrays, **options)   1513     
> n_samples = arrays[0].shape[0]   1514     cv = ShuffleSplit(n_samples, 
> test_size=test_size,
> /usr/local/Cellar/python/2.7.6/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/sklearn/utils/validation.pyc
>  in check_arrays(*arrays, **options)    261                 else:    262      
>                array = np.asarray(array, dtype=dtype)--> 263                 
> _assert_all_finite(array)    264     265             if array.ndim >= 3:
> /usr/local/Cellar/python/2.7.6/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/sklearn/utils/validation.pyc
>  in _assert_all_finite(X)     40             and not np.isfinite(X).all()):   
>   41         raise ValueError("Input contains NaN, infinity"---> 42           
>                " or a value too large for %r." % X.dtype)     43      44
> ValueError: Input contains NaN, infinity or a value too large for 
> dtype('float64').
>
>
>
> The array does not contain any NaNs and Ive also tried scaling the array
> but the same error is thrown.
>
> Any help would be appreciated.
>
> Thank you,
> --
> Regards
>
> Abhishek Thakur
>
>    -
>
>
>
>
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