|
1 | 1 | # -*- coding: utf-8 -*-
|
2 | 2 |
|
3 |
| -from __future__ import print_function |
4 |
| - |
| 3 | +import pytest |
5 | 4 | import numpy as np
|
6 | 5 |
|
7 |
| -import pandas as pd |
8 |
| - |
| 6 | +from pandas import DataFrame, Index |
9 | 7 | from pandas.tests.frame.common import TestData
|
10 |
| - |
11 | 8 | import pandas.util.testing as tm
|
12 | 9 |
|
13 | 10 |
|
14 |
| -class TestDataFrameJoin(TestData): |
15 |
| - |
16 |
| - def test_join(self): |
17 |
| - df1 = pd.DataFrame({'a': [20, 10, 0]}, index=[2, 1, 0]) |
18 |
| - df2 = pd.DataFrame({'b': [100, 200, 300]}, index=[1, 2, 3]) |
| 11 | +@pytest.fixture |
| 12 | +def frame(): |
| 13 | + return TestData().frame |
| 14 | + |
| 15 | + |
| 16 | +@pytest.fixture |
| 17 | +def df1(): |
| 18 | + return DataFrame({'a': [20, 10, 0]}, index=[2, 1, 0]) |
| 19 | + |
| 20 | + |
| 21 | +@pytest.fixture |
| 22 | +def df2(): |
| 23 | + return DataFrame({'b': [100, 200, 300]}, index=[1, 2, 3]) |
| 24 | + |
| 25 | + |
| 26 | +@pytest.mark.parametrize( |
| 27 | + "how, sort, expected", |
| 28 | + [('inner', False, DataFrame({'a': [20, 10], |
| 29 | + 'b': [200, 100]}, |
| 30 | + index=[2, 1])), |
| 31 | + ('inner', True, DataFrame({'a': [10, 20], |
| 32 | + 'b': [100, 200]}, |
| 33 | + index=[1, 2])), |
| 34 | + ('left', False, DataFrame({'a': [20, 10, 0], |
| 35 | + 'b': [200, 100, np.nan]}, |
| 36 | + index=[2, 1, 0])), |
| 37 | + ('left', True, DataFrame({'a': [0, 10, 20], |
| 38 | + 'b': [np.nan, 100, 200]}, |
| 39 | + index=[0, 1, 2])), |
| 40 | + ('right', False, DataFrame({'a': [10, 20, np.nan], |
| 41 | + 'b': [100, 200, 300]}, |
| 42 | + index=[1, 2, 3])), |
| 43 | + ('right', True, DataFrame({'a': [10, 20, np.nan], |
| 44 | + 'b': [100, 200, 300]}, |
| 45 | + index=[1, 2, 3])), |
| 46 | + ('outer', False, DataFrame({'a': [0, 10, 20, np.nan], |
| 47 | + 'b': [np.nan, 100, 200, 300]}, |
| 48 | + index=[0, 1, 2, 3])), |
| 49 | + ('outer', True, DataFrame({'a': [0, 10, 20, np.nan], |
| 50 | + 'b': [np.nan, 100, 200, 300]}, |
| 51 | + index=[0, 1, 2, 3]))]) |
| 52 | +def test_join(df1, df2, how, sort, expected): |
19 | 53 |
|
20 |
| - # default how='left' |
21 |
| - result = df1.join(df2) |
22 |
| - expected = pd.DataFrame({'a': [20, 10, 0], 'b': [200, 100, np.nan]}, |
23 |
| - index=[2, 1, 0]) |
24 |
| - tm.assert_frame_equal(result, expected) |
| 54 | + result = df1.join(df2, how=how, sort=sort) |
| 55 | + tm.assert_frame_equal(result, expected) |
25 | 56 |
|
26 |
| - # how='left' |
27 |
| - result = df1.join(df2, how='left') |
28 |
| - expected = pd.DataFrame({'a': [20, 10, 0], 'b': [200, 100, np.nan]}, |
29 |
| - index=[2, 1, 0]) |
30 |
| - tm.assert_frame_equal(result, expected) |
31 | 57 |
|
32 |
| - # how='right' |
33 |
| - result = df1.join(df2, how='right') |
34 |
| - expected = pd.DataFrame({'a': [10, 20, np.nan], 'b': [100, 200, 300]}, |
35 |
| - index=[1, 2, 3]) |
36 |
| - tm.assert_frame_equal(result, expected) |
| 58 | +def test_join_index(frame): |
| 59 | + # left / right |
37 | 60 |
|
38 |
| - # how='inner' |
39 |
| - result = df1.join(df2, how='inner') |
40 |
| - expected = pd.DataFrame({'a': [20, 10], 'b': [200, 100]}, |
41 |
| - index=[2, 1]) |
42 |
| - tm.assert_frame_equal(result, expected) |
| 61 | + f = frame.loc[frame.index[:10], ['A', 'B']] |
| 62 | + f2 = frame.loc[frame.index[5:], ['C', 'D']].iloc[::-1] |
43 | 63 |
|
44 |
| - # how='outer' |
45 |
| - result = df1.join(df2, how='outer') |
46 |
| - expected = pd.DataFrame({'a': [0, 10, 20, np.nan], |
47 |
| - 'b': [np.nan, 100, 200, 300]}, |
48 |
| - index=[0, 1, 2, 3]) |
49 |
| - tm.assert_frame_equal(result, expected) |
50 |
| - |
51 |
| - def test_join_sort(self): |
52 |
| - df1 = pd.DataFrame({'a': [20, 10, 0]}, index=[2, 1, 0]) |
53 |
| - df2 = pd.DataFrame({'b': [100, 200, 300]}, index=[1, 2, 3]) |
54 |
| - |
55 |
| - # default how='left' |
56 |
| - result = df1.join(df2, sort=True) |
57 |
| - expected = pd.DataFrame({'a': [0, 10, 20], 'b': [np.nan, 100, 200]}, |
58 |
| - index=[0, 1, 2]) |
59 |
| - tm.assert_frame_equal(result, expected) |
60 |
| - |
61 |
| - # how='left' |
62 |
| - result = df1.join(df2, how='left', sort=True) |
63 |
| - expected = pd.DataFrame({'a': [0, 10, 20], 'b': [np.nan, 100, 200]}, |
64 |
| - index=[0, 1, 2]) |
65 |
| - tm.assert_frame_equal(result, expected) |
66 |
| - |
67 |
| - # how='right' (already sorted) |
68 |
| - result = df1.join(df2, how='right', sort=True) |
69 |
| - expected = pd.DataFrame({'a': [10, 20, np.nan], 'b': [100, 200, 300]}, |
70 |
| - index=[1, 2, 3]) |
71 |
| - tm.assert_frame_equal(result, expected) |
72 |
| - |
73 |
| - # how='right' |
74 |
| - result = df2.join(df1, how='right', sort=True) |
75 |
| - expected = pd.DataFrame([[np.nan, 0], [100, 10], [200, 20]], |
76 |
| - columns=['b', 'a'], index=[0, 1, 2]) |
77 |
| - tm.assert_frame_equal(result, expected) |
78 |
| - |
79 |
| - # how='inner' |
80 |
| - result = df1.join(df2, how='inner', sort=True) |
81 |
| - expected = pd.DataFrame({'a': [10, 20], 'b': [100, 200]}, |
82 |
| - index=[1, 2]) |
83 |
| - tm.assert_frame_equal(result, expected) |
84 |
| - |
85 |
| - # how='outer' |
86 |
| - result = df1.join(df2, how='outer', sort=True) |
87 |
| - expected = pd.DataFrame({'a': [0, 10, 20, np.nan], |
88 |
| - 'b': [np.nan, 100, 200, 300]}, |
89 |
| - index=[0, 1, 2, 3]) |
90 |
| - tm.assert_frame_equal(result, expected) |
| 64 | + joined = f.join(f2) |
| 65 | + tm.assert_index_equal(f.index, joined.index) |
| 66 | + expected_columns = Index(['A', 'B', 'C', 'D']) |
| 67 | + tm.assert_index_equal(joined.columns, expected_columns) |
91 | 68 |
|
92 |
| - def test_join_index(self): |
93 |
| - # left / right |
| 69 | + joined = f.join(f2, how='left') |
| 70 | + tm.assert_index_equal(joined.index, f.index) |
| 71 | + tm.assert_index_equal(joined.columns, expected_columns) |
94 | 72 |
|
95 |
| - f = self.frame.loc[self.frame.index[:10], ['A', 'B']] |
96 |
| - f2 = self.frame.loc[self.frame.index[5:], ['C', 'D']].iloc[::-1] |
| 73 | + joined = f.join(f2, how='right') |
| 74 | + tm.assert_index_equal(joined.index, f2.index) |
| 75 | + tm.assert_index_equal(joined.columns, expected_columns) |
97 | 76 |
|
98 |
| - joined = f.join(f2) |
99 |
| - tm.assert_index_equal(f.index, joined.index) |
100 |
| - expected_columns = pd.Index(['A', 'B', 'C', 'D']) |
101 |
| - tm.assert_index_equal(joined.columns, expected_columns) |
| 77 | + # inner |
102 | 78 |
|
103 |
| - joined = f.join(f2, how='left') |
104 |
| - tm.assert_index_equal(joined.index, f.index) |
105 |
| - tm.assert_index_equal(joined.columns, expected_columns) |
| 79 | + joined = f.join(f2, how='inner') |
| 80 | + tm.assert_index_equal(joined.index, f.index[5:10]) |
| 81 | + tm.assert_index_equal(joined.columns, expected_columns) |
106 | 82 |
|
107 |
| - joined = f.join(f2, how='right') |
108 |
| - tm.assert_index_equal(joined.index, f2.index) |
109 |
| - tm.assert_index_equal(joined.columns, expected_columns) |
| 83 | + # outer |
110 | 84 |
|
111 |
| - # inner |
| 85 | + joined = f.join(f2, how='outer') |
| 86 | + tm.assert_index_equal(joined.index, frame.index.sort_values()) |
| 87 | + tm.assert_index_equal(joined.columns, expected_columns) |
112 | 88 |
|
113 |
| - joined = f.join(f2, how='inner') |
114 |
| - tm.assert_index_equal(joined.index, f.index[5:10]) |
115 |
| - tm.assert_index_equal(joined.columns, expected_columns) |
| 89 | + tm.assertRaisesRegexp(ValueError, 'join method', f.join, f2, how='foo') |
116 | 90 |
|
117 |
| - # outer |
| 91 | + # corner case - overlapping columns |
| 92 | + for how in ('outer', 'left', 'inner'): |
| 93 | + with tm.assertRaisesRegexp(ValueError, 'columns overlap but ' |
| 94 | + 'no suffix'): |
| 95 | + frame.join(frame, how=how) |
118 | 96 |
|
119 |
| - joined = f.join(f2, how='outer') |
120 |
| - tm.assert_index_equal(joined.index, self.frame.index.sort_values()) |
121 |
| - tm.assert_index_equal(joined.columns, expected_columns) |
122 | 97 |
|
123 |
| - tm.assertRaisesRegexp(ValueError, 'join method', f.join, f2, how='foo') |
| 98 | +def test_join_index_more(frame): |
| 99 | + af = frame.loc[:, ['A', 'B']] |
| 100 | + bf = frame.loc[::2, ['C', 'D']] |
124 | 101 |
|
125 |
| - # corner case - overlapping columns |
126 |
| - for how in ('outer', 'left', 'inner'): |
127 |
| - with tm.assertRaisesRegexp(ValueError, 'columns overlap but ' |
128 |
| - 'no suffix'): |
129 |
| - self.frame.join(self.frame, how=how) |
| 102 | + expected = af.copy() |
| 103 | + expected['C'] = frame['C'][::2] |
| 104 | + expected['D'] = frame['D'][::2] |
130 | 105 |
|
131 |
| - def test_join_index_more(self): |
132 |
| - af = self.frame.loc[:, ['A', 'B']] |
133 |
| - bf = self.frame.loc[::2, ['C', 'D']] |
| 106 | + result = af.join(bf) |
| 107 | + tm.assert_frame_equal(result, expected) |
134 | 108 |
|
135 |
| - expected = af.copy() |
136 |
| - expected['C'] = self.frame['C'][::2] |
137 |
| - expected['D'] = self.frame['D'][::2] |
| 109 | + result = af.join(bf, how='right') |
| 110 | + tm.assert_frame_equal(result, expected[::2]) |
138 | 111 |
|
139 |
| - result = af.join(bf) |
140 |
| - tm.assert_frame_equal(result, expected) |
| 112 | + result = bf.join(af, how='right') |
| 113 | + tm.assert_frame_equal(result, expected.loc[:, result.columns]) |
141 | 114 |
|
142 |
| - result = af.join(bf, how='right') |
143 |
| - tm.assert_frame_equal(result, expected[::2]) |
144 | 115 |
|
145 |
| - result = bf.join(af, how='right') |
146 |
| - tm.assert_frame_equal(result, expected.loc[:, result.columns]) |
| 116 | +def test_join_index_series(frame): |
| 117 | + df = frame.copy() |
| 118 | + s = df.pop(frame.columns[-1]) |
| 119 | + joined = df.join(s) |
147 | 120 |
|
148 |
| - def test_join_index_series(self): |
149 |
| - df = self.frame.copy() |
150 |
| - s = df.pop(self.frame.columns[-1]) |
151 |
| - joined = df.join(s) |
| 121 | + # TODO should this check_names ? |
| 122 | + tm.assert_frame_equal(joined, frame, check_names=False) |
152 | 123 |
|
153 |
| - # TODO should this check_names ? |
154 |
| - tm.assert_frame_equal(joined, self.frame, check_names=False) |
| 124 | + s.name = None |
| 125 | + tm.assertRaisesRegexp(ValueError, 'must have a name', df.join, s) |
155 | 126 |
|
156 |
| - s.name = None |
157 |
| - tm.assertRaisesRegexp(ValueError, 'must have a name', df.join, s) |
158 | 127 |
|
159 |
| - def test_join_overlap(self): |
160 |
| - df1 = self.frame.loc[:, ['A', 'B', 'C']] |
161 |
| - df2 = self.frame.loc[:, ['B', 'C', 'D']] |
| 128 | +def test_join_overlap(frame): |
| 129 | + df1 = frame.loc[:, ['A', 'B', 'C']] |
| 130 | + df2 = frame.loc[:, ['B', 'C', 'D']] |
162 | 131 |
|
163 |
| - joined = df1.join(df2, lsuffix='_df1', rsuffix='_df2') |
164 |
| - df1_suf = df1.loc[:, ['B', 'C']].add_suffix('_df1') |
165 |
| - df2_suf = df2.loc[:, ['B', 'C']].add_suffix('_df2') |
| 132 | + joined = df1.join(df2, lsuffix='_df1', rsuffix='_df2') |
| 133 | + df1_suf = df1.loc[:, ['B', 'C']].add_suffix('_df1') |
| 134 | + df2_suf = df2.loc[:, ['B', 'C']].add_suffix('_df2') |
166 | 135 |
|
167 |
| - no_overlap = self.frame.loc[:, ['A', 'D']] |
168 |
| - expected = df1_suf.join(df2_suf).join(no_overlap) |
| 136 | + no_overlap = frame.loc[:, ['A', 'D']] |
| 137 | + expected = df1_suf.join(df2_suf).join(no_overlap) |
169 | 138 |
|
170 |
| - # column order not necessarily sorted |
171 |
| - tm.assert_frame_equal(joined, expected.loc[:, joined.columns]) |
| 139 | + # column order not necessarily sorted |
| 140 | + tm.assert_frame_equal(joined, expected.loc[:, joined.columns]) |
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