8th day of python challenges 111-117
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import numpy as np
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import pytest
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from pandas import DataFrame, Index, MultiIndex
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from pandas.util import testing as tm
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@pytest.fixture
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def multiindex_dataframe_random_data():
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"""DataFrame with 2 level MultiIndex with random data"""
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index = MultiIndex(
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levels=[["foo", "bar", "baz", "qux"], ["one", "two", "three"]],
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codes=[[0, 0, 0, 1, 1, 2, 2, 3, 3, 3], [0, 1, 2, 0, 1, 1, 2, 0, 1, 2]],
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names=["first", "second"],
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)
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return DataFrame(
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np.random.randn(10, 3), index=index, columns=Index(["A", "B", "C"], name="exp")
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)
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@pytest.fixture
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def multiindex_year_month_day_dataframe_random_data():
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"""DataFrame with 3 level MultiIndex (year, month, day) covering
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first 100 business days from 2000-01-01 with random data"""
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tdf = tm.makeTimeDataFrame(100)
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ymd = tdf.groupby([lambda x: x.year, lambda x: x.month, lambda x: x.day]).sum()
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# use Int64Index, to make sure things work
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ymd.index.set_levels([lev.astype("i8") for lev in ymd.index.levels], inplace=True)
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ymd.index.set_names(["year", "month", "day"], inplace=True)
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return ymd
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