numpy.AxisError：轴 1 超出维度 1 数组的范围 - numpy 数组

Question

I am trying to get the cumulative sum of an array which has a shape of: (1000, 117)

But it seems that the array is taken as vector and the "numpy.cumsum" output comes out as a 117000 size vector instead of a (1000, 117) dimension matrix These are the code lines and their outputs in #:

print(np.shape(rates))
#(1000, 117)
cum_rates = numpy.cumsum(rates[:, -1], axis = 1)
#numpy.AxisError: axis 1 is out of bounds for array of dimension 1

Here is how I created the rates array:

rates = np.zeros([taille, pas+1])
rates[:, 0] = r0
for i in range(pas):
    z = np.random.normal(taille)
    x[:, i+1] = x[:, i] + kappa*(theta - x[:, i])*dt + sigma*np.sqrt(x[:, i])*z*dt
    rates[:, i+1] = x[:, i+1] + phi[i]

How do you suggest I solve this probelm?

Precision: the "rates[:,-1]" was to drop one column of the rates matrix

Finally, I put the actual index instead of the -1 and it seems to have worked...

Answer 1

This reproduces your error message:

In [20]: rates = np.ones((3,5))                                                                        
In [21]: rates[:,-1]                                                                                   
Out[21]: array([1., 1., 1.])
In [22]: np.cumsum(rates[:,-1], axis=1)                                                                
---------------------------------------------------------------------------
AxisError                                 Traceback (most recent call last)
<ipython-input-22-4261312fb007> in <module>
----> 1 np.cumsum(rates[:,-1], axis=1)

<__array_function__ internals> in cumsum(*args, **kwargs)

/usr/local/lib/python3.6/dist-packages/numpy/core/fromnumeric.py in cumsum(a, axis, dtype, out)
   2468 
   2469     """
-> 2470     return _wrapfunc(a, 'cumsum', axis=axis, dtype=dtype, out=out)
   2471 
   2472 

/usr/local/lib/python3.6/dist-packages/numpy/core/fromnumeric.py in _wrapfunc(obj, method, *args, **kwds)
     59 
     60     try:
---> 61         return bound(*args, **kwds)
     62     except TypeError:
     63         # A TypeError occurs if the object does have such a method in its

AxisError: axis 1 is out of bounds for array of dimension 1

Out[21] is 1d.