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DOC/TST: change to use parameterization
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Original file line number | Diff line number | Diff line change |
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# -*- coding: utf-8 -*- | ||
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from __future__ import print_function | ||
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import pytest | ||
import numpy as np | ||
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import pandas as pd | ||
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from pandas import DataFrame, Index | ||
from pandas.tests.frame.common import TestData | ||
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import pandas.util.testing as tm | ||
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class TestDataFrameJoin(TestData): | ||
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def test_join(self): | ||
df1 = pd.DataFrame({'a': [20, 10, 0]}, index=[2, 1, 0]) | ||
df2 = pd.DataFrame({'b': [100, 200, 300]}, index=[1, 2, 3]) | ||
@pytest.fixture | ||
def frame(): | ||
return TestData().frame | ||
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@pytest.fixture | ||
def df1(): | ||
return DataFrame({'a': [20, 10, 0]}, index=[2, 1, 0]) | ||
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@pytest.fixture | ||
def df2(): | ||
return DataFrame({'b': [100, 200, 300]}, index=[1, 2, 3]) | ||
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@pytest.mark.parametrize( | ||
"how, sort, expected", | ||
[('inner', False, DataFrame({'a': [20, 10], | ||
'b': [200, 100]}, | ||
index=[2, 1])), | ||
('inner', True, DataFrame({'a': [10, 20], | ||
'b': [100, 200]}, | ||
index=[1, 2])), | ||
('left', False, DataFrame({'a': [20, 10, 0], | ||
'b': [200, 100, np.nan]}, | ||
index=[2, 1, 0])), | ||
('left', True, DataFrame({'a': [0, 10, 20], | ||
'b': [np.nan, 100, 200]}, | ||
index=[0, 1, 2])), | ||
('right', False, DataFrame({'a': [10, 20, np.nan], | ||
'b': [100, 200, 300]}, | ||
index=[1, 2, 3])), | ||
('right', True, DataFrame({'a': [10, 20, np.nan], | ||
'b': [100, 200, 300]}, | ||
index=[1, 2, 3])), | ||
('outer', False, DataFrame({'a': [0, 10, 20, np.nan], | ||
'b': [np.nan, 100, 200, 300]}, | ||
index=[0, 1, 2, 3])), | ||
('outer', True, DataFrame({'a': [0, 10, 20, np.nan], | ||
'b': [np.nan, 100, 200, 300]}, | ||
index=[0, 1, 2, 3]))]) | ||
def test_join(df1, df2, how, sort, expected): | ||
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# default how='left' | ||
result = df1.join(df2) | ||
expected = pd.DataFrame({'a': [20, 10, 0], 'b': [200, 100, np.nan]}, | ||
index=[2, 1, 0]) | ||
tm.assert_frame_equal(result, expected) | ||
result = df1.join(df2, how=how, sort=sort) | ||
tm.assert_frame_equal(result, expected) | ||
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# how='left' | ||
result = df1.join(df2, how='left') | ||
expected = pd.DataFrame({'a': [20, 10, 0], 'b': [200, 100, np.nan]}, | ||
index=[2, 1, 0]) | ||
tm.assert_frame_equal(result, expected) | ||
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# how='right' | ||
result = df1.join(df2, how='right') | ||
expected = pd.DataFrame({'a': [10, 20, np.nan], 'b': [100, 200, 300]}, | ||
index=[1, 2, 3]) | ||
tm.assert_frame_equal(result, expected) | ||
def test_join_index(frame): | ||
# left / right | ||
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# how='inner' | ||
result = df1.join(df2, how='inner') | ||
expected = pd.DataFrame({'a': [20, 10], 'b': [200, 100]}, | ||
index=[2, 1]) | ||
tm.assert_frame_equal(result, expected) | ||
f = frame.loc[frame.index[:10], ['A', 'B']] | ||
f2 = frame.loc[frame.index[5:], ['C', 'D']].iloc[::-1] | ||
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# how='outer' | ||
result = df1.join(df2, how='outer') | ||
expected = pd.DataFrame({'a': [0, 10, 20, np.nan], | ||
'b': [np.nan, 100, 200, 300]}, | ||
index=[0, 1, 2, 3]) | ||
tm.assert_frame_equal(result, expected) | ||
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def test_join_sort(self): | ||
df1 = pd.DataFrame({'a': [20, 10, 0]}, index=[2, 1, 0]) | ||
df2 = pd.DataFrame({'b': [100, 200, 300]}, index=[1, 2, 3]) | ||
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# default how='left' | ||
result = df1.join(df2, sort=True) | ||
expected = pd.DataFrame({'a': [0, 10, 20], 'b': [np.nan, 100, 200]}, | ||
index=[0, 1, 2]) | ||
tm.assert_frame_equal(result, expected) | ||
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# how='left' | ||
result = df1.join(df2, how='left', sort=True) | ||
expected = pd.DataFrame({'a': [0, 10, 20], 'b': [np.nan, 100, 200]}, | ||
index=[0, 1, 2]) | ||
tm.assert_frame_equal(result, expected) | ||
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# how='right' (already sorted) | ||
result = df1.join(df2, how='right', sort=True) | ||
expected = pd.DataFrame({'a': [10, 20, np.nan], 'b': [100, 200, 300]}, | ||
index=[1, 2, 3]) | ||
tm.assert_frame_equal(result, expected) | ||
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# how='right' | ||
result = df2.join(df1, how='right', sort=True) | ||
expected = pd.DataFrame([[np.nan, 0], [100, 10], [200, 20]], | ||
columns=['b', 'a'], index=[0, 1, 2]) | ||
tm.assert_frame_equal(result, expected) | ||
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# how='inner' | ||
result = df1.join(df2, how='inner', sort=True) | ||
expected = pd.DataFrame({'a': [10, 20], 'b': [100, 200]}, | ||
index=[1, 2]) | ||
tm.assert_frame_equal(result, expected) | ||
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# how='outer' | ||
result = df1.join(df2, how='outer', sort=True) | ||
expected = pd.DataFrame({'a': [0, 10, 20, np.nan], | ||
'b': [np.nan, 100, 200, 300]}, | ||
index=[0, 1, 2, 3]) | ||
tm.assert_frame_equal(result, expected) | ||
joined = f.join(f2) | ||
tm.assert_index_equal(f.index, joined.index) | ||
expected_columns = Index(['A', 'B', 'C', 'D']) | ||
tm.assert_index_equal(joined.columns, expected_columns) | ||
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def test_join_index(self): | ||
# left / right | ||
joined = f.join(f2, how='left') | ||
tm.assert_index_equal(joined.index, f.index) | ||
tm.assert_index_equal(joined.columns, expected_columns) | ||
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f = self.frame.loc[self.frame.index[:10], ['A', 'B']] | ||
f2 = self.frame.loc[self.frame.index[5:], ['C', 'D']].iloc[::-1] | ||
joined = f.join(f2, how='right') | ||
tm.assert_index_equal(joined.index, f2.index) | ||
tm.assert_index_equal(joined.columns, expected_columns) | ||
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joined = f.join(f2) | ||
tm.assert_index_equal(f.index, joined.index) | ||
expected_columns = pd.Index(['A', 'B', 'C', 'D']) | ||
tm.assert_index_equal(joined.columns, expected_columns) | ||
# inner | ||
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joined = f.join(f2, how='left') | ||
tm.assert_index_equal(joined.index, f.index) | ||
tm.assert_index_equal(joined.columns, expected_columns) | ||
joined = f.join(f2, how='inner') | ||
tm.assert_index_equal(joined.index, f.index[5:10]) | ||
tm.assert_index_equal(joined.columns, expected_columns) | ||
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joined = f.join(f2, how='right') | ||
tm.assert_index_equal(joined.index, f2.index) | ||
tm.assert_index_equal(joined.columns, expected_columns) | ||
# outer | ||
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# inner | ||
joined = f.join(f2, how='outer') | ||
tm.assert_index_equal(joined.index, frame.index.sort_values()) | ||
tm.assert_index_equal(joined.columns, expected_columns) | ||
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joined = f.join(f2, how='inner') | ||
tm.assert_index_equal(joined.index, f.index[5:10]) | ||
tm.assert_index_equal(joined.columns, expected_columns) | ||
tm.assertRaisesRegexp(ValueError, 'join method', f.join, f2, how='foo') | ||
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# outer | ||
# corner case - overlapping columns | ||
for how in ('outer', 'left', 'inner'): | ||
with tm.assertRaisesRegexp(ValueError, 'columns overlap but ' | ||
'no suffix'): | ||
frame.join(frame, how=how) | ||
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joined = f.join(f2, how='outer') | ||
tm.assert_index_equal(joined.index, self.frame.index.sort_values()) | ||
tm.assert_index_equal(joined.columns, expected_columns) | ||
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tm.assertRaisesRegexp(ValueError, 'join method', f.join, f2, how='foo') | ||
def test_join_index_more(frame): | ||
af = frame.loc[:, ['A', 'B']] | ||
bf = frame.loc[::2, ['C', 'D']] | ||
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# corner case - overlapping columns | ||
for how in ('outer', 'left', 'inner'): | ||
with tm.assertRaisesRegexp(ValueError, 'columns overlap but ' | ||
'no suffix'): | ||
self.frame.join(self.frame, how=how) | ||
expected = af.copy() | ||
expected['C'] = frame['C'][::2] | ||
expected['D'] = frame['D'][::2] | ||
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def test_join_index_more(self): | ||
af = self.frame.loc[:, ['A', 'B']] | ||
bf = self.frame.loc[::2, ['C', 'D']] | ||
result = af.join(bf) | ||
tm.assert_frame_equal(result, expected) | ||
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expected = af.copy() | ||
expected['C'] = self.frame['C'][::2] | ||
expected['D'] = self.frame['D'][::2] | ||
result = af.join(bf, how='right') | ||
tm.assert_frame_equal(result, expected[::2]) | ||
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result = af.join(bf) | ||
tm.assert_frame_equal(result, expected) | ||
result = bf.join(af, how='right') | ||
tm.assert_frame_equal(result, expected.loc[:, result.columns]) | ||
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result = af.join(bf, how='right') | ||
tm.assert_frame_equal(result, expected[::2]) | ||
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result = bf.join(af, how='right') | ||
tm.assert_frame_equal(result, expected.loc[:, result.columns]) | ||
def test_join_index_series(frame): | ||
df = frame.copy() | ||
s = df.pop(frame.columns[-1]) | ||
joined = df.join(s) | ||
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def test_join_index_series(self): | ||
df = self.frame.copy() | ||
s = df.pop(self.frame.columns[-1]) | ||
joined = df.join(s) | ||
# TODO should this check_names ? | ||
tm.assert_frame_equal(joined, frame, check_names=False) | ||
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# TODO should this check_names ? | ||
tm.assert_frame_equal(joined, self.frame, check_names=False) | ||
s.name = None | ||
tm.assertRaisesRegexp(ValueError, 'must have a name', df.join, s) | ||
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s.name = None | ||
tm.assertRaisesRegexp(ValueError, 'must have a name', df.join, s) | ||
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def test_join_overlap(self): | ||
df1 = self.frame.loc[:, ['A', 'B', 'C']] | ||
df2 = self.frame.loc[:, ['B', 'C', 'D']] | ||
def test_join_overlap(frame): | ||
df1 = frame.loc[:, ['A', 'B', 'C']] | ||
df2 = frame.loc[:, ['B', 'C', 'D']] | ||
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joined = df1.join(df2, lsuffix='_df1', rsuffix='_df2') | ||
df1_suf = df1.loc[:, ['B', 'C']].add_suffix('_df1') | ||
df2_suf = df2.loc[:, ['B', 'C']].add_suffix('_df2') | ||
joined = df1.join(df2, lsuffix='_df1', rsuffix='_df2') | ||
df1_suf = df1.loc[:, ['B', 'C']].add_suffix('_df1') | ||
df2_suf = df2.loc[:, ['B', 'C']].add_suffix('_df2') | ||
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no_overlap = self.frame.loc[:, ['A', 'D']] | ||
expected = df1_suf.join(df2_suf).join(no_overlap) | ||
no_overlap = frame.loc[:, ['A', 'D']] | ||
expected = df1_suf.join(df2_suf).join(no_overlap) | ||
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# column order not necessarily sorted | ||
tm.assert_frame_equal(joined, expected.loc[:, joined.columns]) | ||
# column order not necessarily sorted | ||
tm.assert_frame_equal(joined, expected.loc[:, joined.columns]) |
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