B. Hanel - 1 year ago 74

Python Question

What I am trying to do is make a table based on a piece-wise function in Python. For example, say I wrote this code:

`import numpy as np`

from astropy.table import Table, Column

from astropy.io import ascii

x = np.array([1, 2, 3, 4, 5])

y = x * 2

data = Table([x, y], names = ['x', 'y'])

ascii.write(data, "xytable.dat")

xytable = ascii.read("xytable.dat")

print xytable

This works as expected, it prints a table that has

`x`

`y`

But, what if I instead want

`y`

`x * 2`

`x`

`y`

`x + 2`

If I add:

`if x > 3:`

y = x + 2

it says:

The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()

How do I code my table so that it works as a piece-wise function?

Answer Source

You can possibly use `numpy.where()`

:

```
In [196]: y = np.where(x > 3, x + 2, y)
In [197]: y
Out[197]: array([2, 4, 6, 6, 7])
```

The code above gets the job done in a fully vectorized manner. This approach is generally more efficient (and arguably more elegant) than using list comprehensions and type conversions.