# -*- coding: utf-8 -*-
import numpy as np
import pytest
from pandas import Categorical, Index, MultiIndex, NaT
from pandas.util.testing import assert_index_equal
def test_index_equal_levels_mismatch():
msg = """Index are different
Index levels are different
\\[left\\]: 1, Int64Index\\(\\[1, 2, 3\\], dtype='int64'\\)
\\[right\\]: 2, MultiIndex\\(levels=\\[\\[u?'A', u?'B'\\], \\[1, 2, 3, 4\\]\\],
codes=\\[\\[0, 0, 1, 1\\], \\[0, 1, 2, 3\\]\\]\\)"""
idx1 = Index([1, 2, 3])
idx2 = MultiIndex.from_tuples([("A", 1), ("A", 2),
("B", 3), ("B", 4)])
with pytest.raises(AssertionError, match=msg):
assert_index_equal(idx1, idx2, exact=False)
def test_index_equal_values_mismatch(check_exact):
msg = """MultiIndex level \\[1\\] are different
MultiIndex level \\[1\\] values are different \\(25\\.0 %\\)
\\[left\\]: Int64Index\\(\\[2, 2, 3, 4\\], dtype='int64'\\)
\\[right\\]: Int64Index\\(\\[1, 2, 3, 4\\], dtype='int64'\\)"""
idx1 = MultiIndex.from_tuples([("A", 2), ("A", 2),
("B", 3), ("B", 4)])
idx2 = MultiIndex.from_tuples([("A", 1), ("A", 2),
("B", 3), ("B", 4)])
with pytest.raises(AssertionError, match=msg):
assert_index_equal(idx1, idx2, check_exact=check_exact)
def test_index_equal_length_mismatch(check_exact):
msg = """Index are different
Index length are different
\\[left\\]: 3, Int64Index\\(\\[1, 2, 3\\], dtype='int64'\\)
\\[right\\]: 4, Int64Index\\(\\[1, 2, 3, 4\\], dtype='int64'\\)"""
idx1 = Index([1, 2, 3])
idx2 = Index([1, 2, 3, 4])
with pytest.raises(AssertionError, match=msg):
assert_index_equal(idx1, idx2, check_exact=check_exact)
def test_index_equal_class_mismatch(check_exact):
msg = """Index are different
Index classes are different
\\[left\\]: Int64Index\\(\\[1, 2, 3\\], dtype='int64'\\)
\\[right\\]: Float64Index\\(\\[1\\.0, 2\\.0, 3\\.0\\], dtype='float64'\\)"""
idx1 = Index([1, 2, 3])
idx2 = Index([1, 2, 3.0])
with pytest.raises(AssertionError, match=msg):
assert_index_equal(idx1, idx2, exact=True, check_exact=check_exact)
def test_index_equal_values_close(check_exact):
idx1 = Index([1, 2, 3.])
idx2 = Index([1, 2, 3.0000000001])
if check_exact:
msg = """Index are different
Index values are different \\(33\\.33333 %\\)
\\[left\\]: Float64Index\\(\\[1.0, 2.0, 3.0], dtype='float64'\\)
\\[right\\]: Float64Index\\(\\[1.0, 2.0, 3.0000000001\\], dtype='float64'\\)"""
with pytest.raises(AssertionError, match=msg):
assert_index_equal(idx1, idx2, check_exact=check_exact)
else:
assert_index_equal(idx1, idx2, check_exact=check_exact)
def test_index_equal_values_less_close(check_exact, check_less_precise):
idx1 = Index([1, 2, 3.])
idx2 = Index([1, 2, 3.0001])
kwargs = dict(check_exact=check_exact,
check_less_precise=check_less_precise)
if check_exact or not check_less_precise:
msg = """Index are different
Index values are different \\(33\\.33333 %\\)
\\[left\\]: Float64Index\\(\\[1.0, 2.0, 3.0], dtype='float64'\\)
\\[right\\]: Float64Index\\(\\[1.0, 2.0, 3.0001\\], dtype='float64'\\)"""
with pytest.raises(AssertionError, match=msg):
assert_index_equal(idx1, idx2, **kwargs)
else:
assert_index_equal(idx1, idx2, **kwargs)
def test_index_equal_values_too_far(check_exact, check_less_precise):
idx1 = Index([1, 2, 3])
idx2 = Index([1, 2, 4])
kwargs = dict(check_exact=check_exact,
check_less_precise=check_less_precise)
msg = """Index are different
Index values are different \\(33\\.33333 %\\)
\\[left\\]: Int64Index\\(\\[1, 2, 3\\], dtype='int64'\\)
\\[right\\]: Int64Index\\(\\[1, 2, 4\\], dtype='int64'\\)"""
with pytest.raises(AssertionError, match=msg):
assert_index_equal(idx1, idx2, **kwargs)
def test_index_equal_level_values_mismatch(check_exact, check_less_precise):
idx1 = MultiIndex.from_tuples([("A", 2), ("A", 2),
("B", 3), ("B", 4)])
idx2 = MultiIndex.from_tuples([("A", 1), ("A", 2),
("B", 3), ("B", 4)])
kwargs = dict(check_exact=check_exact,
check_less_precise=check_less_precise)
msg = """MultiIndex level \\[1\\] are different
MultiIndex level \\[1\\] values are different \\(25\\.0 %\\)
\\[left\\]: Int64Index\\(\\[2, 2, 3, 4\\], dtype='int64'\\)
\\[right\\]: Int64Index\\(\\[1, 2, 3, 4\\], dtype='int64'\\)"""
with pytest.raises(AssertionError, match=msg):
assert_index_equal(idx1, idx2, **kwargs)
@pytest.mark.parametrize("name1,name2", [
(None, "x"), ("x", "x"), (np.nan, np.nan), (NaT, NaT), (np.nan, NaT)
])
def test_index_equal_names(name1, name2):
msg = """Index are different
Attribute "names" are different
\\[left\\]: \\[{name1}\\]
\\[right\\]: \\[{name2}\\]"""
idx1 = Index([1, 2, 3], name=name1)
idx2 = Index([1, 2, 3], name=name2)
if name1 == name2 or name1 is name2:
assert_index_equal(idx1, idx2)
else:
name1 = "u?'x'" if name1 == "x" else name1
name2 = "u?'x'" if name2 == "x" else name2
msg = msg.format(name1=name1, name2=name2)
with pytest.raises(AssertionError, match=msg):
assert_index_equal(idx1, idx2)
def test_index_equal_category_mismatch(check_categorical):
msg = """Index are different
Attribute "dtype" are different
\\[left\\]: CategoricalDtype\\(categories=\\[u?'a', u?'b'\\], ordered=False\\)
\\[right\\]: CategoricalDtype\\(categories=\\[u?'a', u?'b', u?'c'\\], \
ordered=False\\)"""
idx1 = Index(Categorical(["a", "b"]))
idx2 = Index(Categorical(["a", "b"], categories=["a", "b", "c"]))
if check_categorical:
with pytest.raises(AssertionError, match=msg):
assert_index_equal(idx1, idx2, check_categorical=check_categorical)
else:
assert_index_equal(idx1, idx2, check_categorical=check_categorical)