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