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