def test_nested_logic(self):
q2 = self.example_data_A_data['q2']
test_logic = (
(
has_all([1, 2]),
Index.union,
has_any([3, 4])
),
Index.intersection,
has_any([5, 6])
)
idx, vkey = get_logic_index(q2, test_logic)
idx1, vkey1 = get_logic_index(q2, test_logic[0])
idx2, vkey2 = get_logic_index(q2, test_logic[2])
self.assertItemsEqual(
idx,
idx1.intersection(idx2)
)
self.assertEqual(
vkey,
'x[(((1&2),(3,4))&(5,6))]:y'
)
q2 = self.example_data_A_data['q2']
test_logic = (
(
has_any([1, 2]),
Index.intersection,
{'q3': has_all([1, 2, 3])}
),
Index.intersection,
has_any([5, 6])
)
idx, vkey = get_logic_index(q2, test_logic, self.example_data_A_data)
idx_q2_a, vkey_q2_a = get_logic_index(q2, has_any([1, 2]))
q3 = self.example_data_A_data['q3']
idx_q3, vkey_q3 = get_logic_index(q3, has_all([1, 2, 3]))
idx_q3 = idx_q2_a.intersection(idx_q3)
idx_q2_b, vkey_q2_a = get_logic_index(q2, has_any([5, 6]))
idx_q2_b = idx_q3.intersection(idx_q2_b)
self.assertItemsEqual(
idx,
idx_q2_b
)
self.assertEqual(
vkey,
'x[(((1,2)&q3=(1&2&3))&(5,6))]:y'
)
def test_difference(self):
q2 = self.example_data_A_data['q2']
test_logic = (has_all([1, 2]), Index.difference, has_any([3, 4]))
idx1, vkey1 = get_logic_index(q2, test_logic[0])
idx2, vkey2 = get_logic_index(q2, test_logic[2])
idx, vkey = get_logic_index(q2, test_logic)
self.assertItemsEqual(idx, idx1.difference(idx2))
self.assertEqual(vkey, 'x[({1&2}~{3,4})]:y')
def test_sym_diff(self):
q2 = self.example_data_A_data['q2']
test_logic = (has_all([1, 2]), Index.sym_diff, has_any([3, 4]))
idx1, vkey1 = get_logic_index(q2, test_logic[0])
idx2, vkey2 = get_logic_index(q2, test_logic[2])
idx, vkey = get_logic_index(q2, test_logic)
self.assertItemsEqual(idx, idx1.sym_diff(idx2))
self.assertEqual(vkey, 'x[((1&2)^(3,4))]:y')
def test_intersection(self):
q2 = self.example_data_A_data['q2']
test_logic = (has_all([1, 2]), Index.intersection, has_any([3, 4]))
idx1, vkey1 = get_logic_index(q2, test_logic[0])
idx2, vkey2 = get_logic_index(q2, test_logic[2])
idx, vkey = get_logic_index(q2, test_logic)
self.assertCountEqual(idx, idx1.intersection(idx2))
self.assertEqual(vkey, 'x[({1&2}&{3,4})]:y')
def test_logic_list(self):
q2 = self.example_data_A_data['q2']
test_logic = union([has_all([1, 2]), has_any([3, 4]), has_count([3])])
idx, vkey = get_logic_index(q2, test_logic)
idx1, vkey1 = get_logic_index(q2, test_logic[1][0])
idx2, vkey2 = get_logic_index(q2, test_logic[1][1])
idx3, vkey3 = get_logic_index(q2, test_logic[1][2])
self.assertItemsEqual(idx, idx1.union(idx2).union(idx3))
self.assertEqual(vkey, 'x[({1&2},{3,4},{3})]:y')
q2 = self.example_data_A_data['q2']
test_logic = intersection(
[has_all([1, 2]), has_any([3, 4]),
has_count([3])])
idx, vkey = get_logic_index(q2, test_logic)
idx1, vkey1 = get_logic_index(q2, test_logic[1][0])
idx2, vkey2 = get_logic_index(q2, test_logic[1][1])
idx3, vkey3 = get_logic_index(q2, test_logic[1][2])
self.assertItemsEqual(idx, idx1.intersection(idx2).intersection(idx3))
self.assertEqual(vkey, 'x[({1&2}&{3,4}&{3})]:y')
q2 = self.example_data_A_data['q2']
test_logic = difference(
[has_all([1, 2]), has_any([3, 4]),
has_count([3])])
idx, vkey = get_logic_index(q2, test_logic)
idx1, vkey1 = get_logic_index(q2, test_logic[1][0])
idx2, vkey2 = get_logic_index(q2, test_logic[1][1])
idx3, vkey3 = get_logic_index(q2, test_logic[1][2])
self.assertItemsEqual(idx, idx1.difference(idx2).difference(idx3))
self.assertEqual(vkey, 'x[({1&2}~{3,4}~{3})]:y')
q2 = self.example_data_A_data['q2']
test_logic = sym_diff(
[has_all([1, 2]), has_any([3, 4]),
has_count([3])])
idx, vkey = get_logic_index(q2, test_logic)
idx1, vkey1 = get_logic_index(q2, test_logic[1][0])
idx2, vkey2 = get_logic_index(q2, test_logic[1][1])
idx3, vkey3 = get_logic_index(q2, test_logic[1][2])
self.assertItemsEqual(idx, idx1.sym_diff(idx2).sym_diff(idx3))
self.assertEqual(vkey, 'x[({1&2}^{3,4}^{3})]:y')
def test_get_logic_key(self):
logic = has_all([1, 2, 3], True)
self.assertEqual(
get_logic_key(logic),
'x[e(1&2&3)]:y'
)
logic = has_count([is_ge(1), [5, 6, 7, 8, 9]])
self.assertEqual(
get_logic_key(logic),
'x[(5,6,7,8,9){>=1}]:y'
)
logic = not_count([is_ge(1), [5, 6, 7, 8, 9]])
self.assertEqual(
get_logic_key(logic),
'x[(5,6,7,8,9)~{>=1}]:y'
)
logic = union([
has_any([1, 2]),
has_all([3, 4]),
not_any([5, 6])
])
self.assertEqual(
get_logic_key(logic),
'x[((1,2),(3&4),~(5,6))]:y'
)
logic = union([
intersection([
has_any([1, 2]),
not_any([3])
]),
{'Wave': has_any([1,2])}
])
self.assertEqual(
get_logic_key(logic, self.example_data_A_data),
'x[(((1,2)&~(3)),Wave=(1,2))]:y'
)
def test_get_logic_key(self):
logic = has_all([1, 2, 3], True)
self.assertEqual(
get_logic_key(logic),
'x[e{1&2&3}]:y'
)
logic = has_count([is_ge(1), [5, 6, 7, 8, 9]])
self.assertEqual(
get_logic_key(logic),
'x[(5,6,7,8,9){>=1}]:y'
)
logic = not_count([is_ge(1), [5, 6, 7, 8, 9]])
self.assertEqual(
get_logic_key(logic),
'x[(5,6,7,8,9)~{>=1}]:y'
)
logic = union([
has_any([1, 2]),
has_all([3, 4]),
not_any([5, 6])
])
self.assertEqual(
get_logic_key(logic),
'x[({1,2},{3&4},~{5,6})]:y'
)
logic = union([
intersection([
has_any([1, 2]),
not_any([3])
]),
{'Wave': has_any([1,2])}
])
self.assertEqual(
get_logic_key(logic, self.example_data_A_data),
'x[(({1,2}&~{3}),Wave={1,2})]:y'
)
def test_nested_logic_list(self):
q2 = self.example_data_A_data['q2']
test_logic = intersection([
union([
has_all([1, 2]),
has_any([3, 4])
]),
has_count([3])
])
idx, vkey = get_logic_index(q2, test_logic)
idx1, vkey1 = get_logic_index(q2, has_all([1, 2]))
idx2, vkey2 = get_logic_index(q2, has_any([3, 4]))
idx3, vkey3 = get_logic_index(q2, has_count([3]))
self.assertItemsEqual(
idx,
idx1.union(idx2).intersection(idx3)
)
self.assertEqual(
vkey,
'x[(((1&2),(3,4))&{3})]:y'
)
def test_get_logic_key(self):
logic = has_all([1, 2, 3], True)
self.assertEqual(get_logic_key(logic), 'x[e(1&2&3)]:y')
logic = has_count([is_ge(1), [5, 6, 7, 8, 9]])
self.assertEqual(get_logic_key(logic), 'x[(5,6,7,8,9){>=1}]:y')
logic = not_count([is_ge(1), [5, 6, 7, 8, 9]])
self.assertEqual(get_logic_key(logic), 'x[(5,6,7,8,9)~{>=1}]:y')
logic = union([has_any([1, 2]), has_all([3, 4]), not_any([5, 6])])
self.assertEqual(get_logic_key(logic), 'x[((1,2),(3&4),~(5,6))]:y')
logic = union([
intersection([has_any([1, 2]), not_any([3])]), {
'Wave': has_any([1, 2])
}
])
self.assertEqual(get_logic_key(logic, self.example_data_A_data),
'x[(((1,2)&~(3)),Wave=(1,2))]:y')
def test_nested_logic_list(self):
q2 = self.example_data_A_data['q2']
test_logic = intersection([
union([
has_all([1, 2]),
has_any([3, 4])
]),
has_count([3])
])
idx, vkey = get_logic_index(q2, test_logic)
idx1, vkey1 = get_logic_index(q2, has_all([1, 2]))
idx2, vkey2 = get_logic_index(q2, has_any([3, 4]))
idx3, vkey3 = get_logic_index(q2, has_count([3]))
self.assertEqual(
idx,
idx1.union(idx2).intersection(idx3)
)
self.assertEqual(
vkey,
'x[(({1&2},{3,4})&{3})]:y'
)
def test_wildcards(self):
q2 = self.example_data_A_data['q2']
q3 = self.example_data_A_data['q3']
test_logic = {'q3': has_all([1, 2, 3])}
idx, vkey = get_logic_index(q2, test_logic, self.example_data_A_data)
idx_q3, vkey_q3 = get_logic_index(q3, has_all([1, 2, 3]))
idx_q3 = q2.dropna().index.intersection(idx_q3)
self.assertItemsEqual(idx, idx_q3)
self.assertEqual(vkey, 'x[q3={1&2&3}]:y')
q2 = self.example_data_A_data['q2']
test_logic = (has_any([1, 2]), Index.intersection, {
'q3': has_all([1, 2, 3])
})
idx, vkey = get_logic_index(q2, test_logic, self.example_data_A_data)
idx_q2, vkey_q2 = get_logic_index(q2, has_any([1, 2]))
q3 = self.example_data_A_data['q3']
idx_q3, vkey_q3 = get_logic_index(q3, has_all([1, 2, 3]))
idx_q3 = idx_q2.intersection(idx_q3)
self.assertItemsEqual(idx, idx_q3)
self.assertEqual(vkey, 'x[({1,2}&q3={1&2&3})]:y')
q2 = self.example_data_A_data['q2']
test_logic = ({
'q3': has_all([1, 2, 3])
}, Index.difference, has_any([1, 2]))
idx, vkey = get_logic_index(q2, test_logic, self.example_data_A_data)
idx_q2, vkey_q2 = get_logic_index(q2, has_any([1, 2]))
q3 = self.example_data_A_data['q3']
idx_q3, vkey_q3 = get_logic_index(q3, has_all([1, 2, 3]))
idx_q3 = q2.dropna().index.intersection(idx_q3.difference(idx_q2))
self.assertItemsEqual(idx, idx_q3)
self.assertEqual(vkey, 'x[(q3={1&2&3}~{1,2})]:y')
def test_symmetric_difference(self):
q2 = self.example_data_A_data['q2']
test_logic = (has_all([1, 2]), pd_symmetric_difference, has_any([3,
4]))
idx1, vkey1 = get_logic_index(q2, test_logic[0])
idx2, vkey2 = get_logic_index(q2, test_logic[2])
idx, vkey = get_logic_index(q2, test_logic)
if pd.__version__ == '0.19.2':
self.assertCountEqual(idx, idx1.symmetric_difference(idx2))
else:
self.assertCountEqual(idx, idx1.symmetric_difference(idx2))
self.assertEqual(vkey, 'x[({1&2}^{3,4})]:y')
def test_has_all(self):
# Test has version
test_values = [1, 3, 5]
func, values, exclusive = has_all(test_values)
self.assertEqual(func, _has_all)
self.assertEqual(values, test_values)
self.assertEqual(exclusive, False)
# Test not version
test_values = [1, 3, 5]
func, values, exclusive = not_all(test_values)
self.assertEqual(func, _not_all)
self.assertEqual(values, test_values)
self.assertEqual(exclusive, False)
def test_has_all(self):
# Test has version
test_values = [1, 3, 5]
func, values, exclusive = has_all(test_values)
self.assertEqual(func, _has_all)
self.assertEqual(values, test_values)
self.assertEqual(exclusive, False)
# Test not version
test_values = [1, 3, 5]
func, values, exclusive = not_all(test_values)
self.assertEqual(func, _not_all)
self.assertEqual(values, test_values)
self.assertEqual(exclusive, False)
def test_nested_logic(self):
q2 = self.example_data_A_data['q2']
test_logic = ((has_all([1, 2]), Index.union, has_any([3, 4])),
Index.intersection, has_any([5, 6]))
idx, vkey = get_logic_index(q2, test_logic)
idx1, vkey1 = get_logic_index(q2, test_logic[0])
idx2, vkey2 = get_logic_index(q2, test_logic[2])
self.assertItemsEqual(idx, idx1.intersection(idx2))
self.assertEqual(vkey, 'x[(({1&2},{3,4})&{5,6})]:y')
q2 = self.example_data_A_data['q2']
test_logic = ((has_any([1, 2]), Index.intersection, {
'q3': has_all([1, 2, 3])
}), Index.intersection, has_any([5, 6]))
idx, vkey = get_logic_index(q2, test_logic, self.example_data_A_data)
idx_q2_a, vkey_q2_a = get_logic_index(q2, has_any([1, 2]))
q3 = self.example_data_A_data['q3']
idx_q3, vkey_q3 = get_logic_index(q3, has_all([1, 2, 3]))
idx_q3 = idx_q2_a.intersection(idx_q3)
idx_q2_b, vkey_q2_a = get_logic_index(q2, has_any([5, 6]))
idx_q2_b = idx_q3.intersection(idx_q2_b)
self.assertItemsEqual(idx, idx_q2_b)
self.assertEqual(vkey, 'x[(({1,2}&q3={1&2&3})&{5,6})]:y')
def test_sym_diff(self):
q2 = self.example_data_A_data['q2']
test_logic = (has_all([1, 2]), Index.sym_diff, has_any([3, 4]))
idx1, vkey1 = get_logic_index(q2, test_logic[0])
idx2, vkey2 = get_logic_index(q2, test_logic[2])
idx, vkey = get_logic_index(q2, test_logic)
self.assertItemsEqual(
idx,
idx1.sym_diff(idx2)
)
self.assertEqual(
vkey,
'x[((1&2)^(3,4))]:y'
)
def test_has_all_errors(self):
# Test values not given as a list
gender = self.example_data_A_data['gender']
for test_values in [1, 'wrong!']:
# Test has version
with self.assertRaises(TypeError) as error:
func, values = has_all(test_values)
self.assertEqual(
error.exception.message[:54],
"The values given to has_all() must be given as a list."
)
# Test not version
with self.assertRaises(TypeError) as error:
func, values = not_all(test_values)
self.assertEqual(
error.exception.message[:54],
"The values given to not_all() must be given as a list."
)
# Test values inside the values are not int
gender = self.example_data_A_data['gender']
for test_values in [['1'], [1.9, 2, 3]]:
# Test has version
with self.assertRaises(TypeError) as error:
func, values = has_all(test_values)
self.assertEqual(
error.exception.message[:54],
"The values given to has_all() are not correctly typed."
)
# Test not version
with self.assertRaises(TypeError) as error:
func, values = not_all(test_values)
self.assertEqual(
error.exception.message[:54],
"The values given to not_all() are not correctly typed."
)
def test_has_all_errors(self):
# Test values not given as a list
gender = self.example_data_A_data['gender']
for test_values in [1, 'wrong!']:
# Test has version
with self.assertRaises(TypeError) as error:
func, values = has_all(test_values)
self.assertEqual(
error.exception.message[:54],
"The values given to has_all() must be given as a list."
)
# Test not version
with self.assertRaises(TypeError) as error:
func, values = not_all(test_values)
self.assertEqual(
error.exception.message[:54],
"The values given to not_all() must be given as a list."
)
# Test values inside the values are not int
gender = self.example_data_A_data['gender']
for test_values in [['1'], [1.9, 2, 3]]:
# Test has version
with self.assertRaises(TypeError) as error:
func, values = has_all(test_values)
self.assertEqual(
error.exception.message[:54],
"The values given to has_all() are not correctly typed."
)
# Test not version
with self.assertRaises(TypeError) as error:
func, values = not_all(test_values)
self.assertEqual(
error.exception.message[:54],
"The values given to not_all() are not correctly typed."
)
def test_wildcards(self):
q2 = self.example_data_A_data['q2']
q3 = self.example_data_A_data['q3']
test_logic = {'q3': has_all([1, 2, 3])}
idx, vkey = get_logic_index(q2, test_logic, self.example_data_A_data)
idx_q3, vkey_q3 = get_logic_index(q3, has_all([1, 2, 3]))
idx_q3 = q2.dropna().index.intersection(idx_q3)
self.assertItemsEqual(
idx,
idx_q3
)
self.assertEqual(
vkey,
'x[q3=(1&2&3)]:y'
)
q2 = self.example_data_A_data['q2']
test_logic = (has_any([1, 2]), Index.intersection, {'q3': has_all([1, 2, 3])})
idx, vkey = get_logic_index(q2, test_logic, self.example_data_A_data)
idx_q2, vkey_q2 = get_logic_index(q2, has_any([1, 2]))
q3 = self.example_data_A_data['q3']
idx_q3, vkey_q3 = get_logic_index(q3, has_all([1, 2, 3]))
idx_q3 = idx_q2.intersection(idx_q3)
self.assertItemsEqual(
idx,
idx_q3
)
self.assertEqual(
vkey,
'x[((1,2)&q3=(1&2&3))]:y'
)
q2 = self.example_data_A_data['q2']
test_logic = ({'q3': has_all([1, 2, 3])}, Index.difference, has_any([1, 2]))
idx, vkey = get_logic_index(q2, test_logic, self.example_data_A_data)
idx_q2, vkey_q2 = get_logic_index(q2, has_any([1, 2]))
q3 = self.example_data_A_data['q3']
idx_q3, vkey_q3 = get_logic_index(q3, has_all([1, 2, 3]))
idx_q3 = q2.dropna().index.intersection(idx_q3.difference(idx_q2))
self.assertItemsEqual(
idx,
idx_q3
)
self.assertEqual(
vkey,
'x[(q3=(1&2&3)~(1,2))]:y'
)
def test_logic_list(self):
q2 = self.example_data_A_data['q2']
test_logic = union([
has_all([1, 2]),
has_any([3, 4]),
has_count([3])
])
idx, vkey = get_logic_index(q2, test_logic)
idx1, vkey1 = get_logic_index(q2, test_logic[1][0])
idx2, vkey2 = get_logic_index(q2, test_logic[1][1])
idx3, vkey3 = get_logic_index(q2, test_logic[1][2])
self.assertItemsEqual(
idx,
idx1.union(idx2).union(idx3)
)
self.assertEqual(
vkey,
'x[((1&2),(3,4),{3})]:y'
)
q2 = self.example_data_A_data['q2']
test_logic = intersection([
has_all([1, 2]),
has_any([3, 4]),
has_count([3])
])
idx, vkey = get_logic_index(q2, test_logic)
idx1, vkey1 = get_logic_index(q2, test_logic[1][0])
idx2, vkey2 = get_logic_index(q2, test_logic[1][1])
idx3, vkey3 = get_logic_index(q2, test_logic[1][2])
self.assertItemsEqual(
idx,
idx1.intersection(idx2).intersection(idx3)
)
self.assertEqual(
vkey,
'x[((1&2)&(3,4)&{3})]:y'
)
q2 = self.example_data_A_data['q2']
test_logic = difference([
has_all([1, 2]),
has_any([3, 4]),
has_count([3])
])
idx, vkey = get_logic_index(q2, test_logic)
idx1, vkey1 = get_logic_index(q2, test_logic[1][0])
idx2, vkey2 = get_logic_index(q2, test_logic[1][1])
idx3, vkey3 = get_logic_index(q2, test_logic[1][2])
self.assertItemsEqual(
idx,
idx1.difference(idx2).difference(idx3)
)
self.assertEqual(
vkey,
'x[((1&2)~(3,4)~{3})]:y'
)
q2 = self.example_data_A_data['q2']
test_logic = sym_diff([
has_all([1, 2]),
has_any([3, 4]),
has_count([3])
])
idx, vkey = get_logic_index(q2, test_logic)
idx1, vkey1 = get_logic_index(q2, test_logic[1][0])
idx2, vkey2 = get_logic_index(q2, test_logic[1][1])
idx3, vkey3 = get_logic_index(q2, test_logic[1][2])
self.assertItemsEqual(
idx,
idx1.sym_diff(idx2).sym_diff(idx3)
)
self.assertEqual(
vkey,
'x[((1&2)^(3,4)^{3})]:y'
)