ctors.py

import numpy as np
import pandas.util.testing as tm
from pandas import Series, Index, DatetimeIndex, Timestamp, MultiIndex


def no_change(arr):
    return arr


def list_of_str(arr):
    return list(arr.astype(str))


def gen_of_str(arr):
    return (x for x in arr.astype(str))


def arr_dict(arr):
    return dict(zip(range(len(arr)), arr))


def list_of_tuples(arr):
    return [(i, -i) for i in arr]


def gen_of_tuples(arr):
    return ((i, -i) for i in arr)


def list_of_lists(arr):
    return [[i, -i] for i in arr]


def list_of_tuples_with_none(arr):
    return [(i, -i) for i in arr][:-1] + [None]


def list_of_lists_with_none(arr):
    return [[i, -i] for i in arr][:-1] + [None]


class SeriesConstructors(object):

    param_names = ["data_fmt", "with_index", "dtype"]
    params = [[no_change,
               list,
               list_of_str,
               gen_of_str,
               arr_dict,
               list_of_tuples,
               gen_of_tuples,
               list_of_lists,
               list_of_tuples_with_none,
               list_of_lists_with_none],
              [False, True],
              ['float', 'int']]

    def setup(self, data_fmt, with_index, dtype):
        N = 10**4
        if dtype == 'float':
            arr = np.random.randn(N)
        else:
            arr = np.arange(N)
        self.data = data_fmt(arr)
        self.index = np.arange(N) if with_index else None

    def time_series_constructor(self, data_fmt, with_index, dtype):
        Series(self.data, index=self.index)


class SeriesDtypesConstructors(object):

    def setup(self):
        N = 10**4
        self.arr = np.random.randn(N, N)
        self.arr_str = np.array(['foo', 'bar', 'baz'], dtype=object)
        self.s = Series([Timestamp('20110101'), Timestamp('20120101'),
                         Timestamp('20130101')] * N * 10)

    def time_index_from_array_string(self):
        Index(self.arr_str)

    def time_index_from_array_floats(self):
        Index(self.arr)

    def time_dtindex_from_series(self):
        DatetimeIndex(self.s)

    def time_dtindex_from_index_with_series(self):
        Index(self.s)


class MultiIndexConstructor(object):

    def setup(self):
        N = 10**4
        self.iterables = [tm.makeStringIndex(N), range(20)]

    def time_multiindex_from_iterables(self):
        MultiIndex.from_product(self.iterables)


from .pandas_vb_common import setup  # noqa: F401