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- from datetime import datetime
- import numpy as np
- import pytest
- from pandas import DataFrame, Series
- from pandas.core.indexes.datetimes import date_range
- from pandas.core.indexes.period import period_range
- # The various methods we support
- downsample_methods = ['min', 'max', 'first', 'last', 'sum', 'mean', 'sem',
- 'median', 'prod', 'var', 'std', 'ohlc', 'quantile']
- upsample_methods = ['count', 'size']
- series_methods = ['nunique']
- resample_methods = downsample_methods + upsample_methods + series_methods
- @pytest.fixture(params=downsample_methods)
- def downsample_method(request):
- """Fixture for parametrization of Grouper downsample methods."""
- return request.param
- @pytest.fixture(params=upsample_methods)
- def upsample_method(request):
- """Fixture for parametrization of Grouper upsample methods."""
- return request.param
- @pytest.fixture(params=resample_methods)
- def resample_method(request):
- """Fixture for parametrization of Grouper resample methods."""
- return request.param
- @pytest.fixture
- def simple_date_range_series():
- """
- Series with date range index and random data for test purposes.
- """
- def _simple_date_range_series(start, end, freq='D'):
- rng = date_range(start, end, freq=freq)
- return Series(np.random.randn(len(rng)), index=rng)
- return _simple_date_range_series
- @pytest.fixture
- def simple_period_range_series():
- """
- Series with period range index and random data for test purposes.
- """
- def _simple_period_range_series(start, end, freq='D'):
- rng = period_range(start, end, freq=freq)
- return Series(np.random.randn(len(rng)), index=rng)
- return _simple_period_range_series
- @pytest.fixture
- def _index_start():
- """Fixture for parametrization of index, series and frame."""
- return datetime(2005, 1, 1)
- @pytest.fixture
- def _index_end():
- """Fixture for parametrization of index, series and frame."""
- return datetime(2005, 1, 10)
- @pytest.fixture
- def _index_freq():
- """Fixture for parametrization of index, series and frame."""
- return 'D'
- @pytest.fixture
- def _index_name():
- """Fixture for parametrization of index, series and frame."""
- return None
- @pytest.fixture
- def index(_index_factory, _index_start, _index_end, _index_freq, _index_name):
- """Fixture for parametrization of date_range, period_range and
- timedelta_range indexes"""
- return _index_factory(
- _index_start, _index_end, freq=_index_freq, name=_index_name)
- @pytest.fixture
- def _static_values(index):
- """Fixture for parametrization of values used in parametrization of
- Series and DataFrames with date_range, period_range and
- timedelta_range indexes"""
- return np.arange(len(index))
- @pytest.fixture
- def _series_name():
- """Fixture for parametrization of Series name for Series used with
- date_range, period_range and timedelta_range indexes"""
- return None
- @pytest.fixture
- def series(index, _series_name, _static_values):
- """Fixture for parametrization of Series with date_range, period_range and
- timedelta_range indexes"""
- return Series(_static_values, index=index, name=_series_name)
- @pytest.fixture
- def empty_series(series):
- """Fixture for parametrization of empty Series with date_range,
- period_range and timedelta_range indexes"""
- return series[:0]
- @pytest.fixture
- def frame(index, _series_name, _static_values):
- """Fixture for parametrization of DataFrame with date_range, period_range
- and timedelta_range indexes"""
- # _series_name is intentionally unused
- return DataFrame({'value': _static_values}, index=index)
- @pytest.fixture
- def empty_frame(series):
- """Fixture for parametrization of empty DataFrame with date_range,
- period_range and timedelta_range indexes"""
- index = series.index[:0]
- return DataFrame(index=index)
- @pytest.fixture(params=[Series, DataFrame])
- def series_and_frame(request, series, frame):
- """Fixture for parametrization of Series and DataFrame with date_range,
- period_range and timedelta_range indexes"""
- if request.param == Series:
- return series
- if request.param == DataFrame:
- return frame
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