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python_reference/howtos_as_py_files/normalize_data.py at master · datahacking/python_reference · GitHub

15 lines (13 loc) · 442 Bytes

# Sebastian Raschka, 03/2014
def normalize_val(x, data_list):
    Normalizes a value to a data list returning a float
    between 0.0 and 1.0. 
    Returns the original object if value is not a integer or float.
    if isinstance(x, float) or isinstance(x, int):
        numerator = x - min(data_list)
        denominator = max(data_list) - min(data_list)
        return numerator/denominator
        return x

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