Test organization¶
Ideally, there should be one, and only one, obvious place for a test to reside. Until we reach that ideal, these are some rules of thumb for where a test should be located.
Does your test depend only on code in
pd._libs.tslibs? This test likely belongs in one of:tests.tslibs
Note
No file in
tests.tslibsshould import from any pandas modules outside ofpd._libs.tslibstests.scalar
tests.tseries.offsets
Does your test depend only on code in pd._libs? This test likely belongs in one of:
tests.libs
tests.groupby.test_libgroupby
Is your test for an arithmetic or comparison method? This test likely belongs in one of:
tests.arithmetic
Note
These are intended for tests that can be shared to test the behavior of DataFrame/Series/Index/ExtensionArray using the
box_with_arrayfixture.tests.frame.test_arithmetic
tests.series.test_arithmetic
Is your test for a reduction method (min, max, sum, prod, …)? This test likely belongs in one of:
tests.reductions
Note
These are intended for tests that can be shared to test the behavior of DataFrame/Series/Index/ExtensionArray.
tests.frame.test_reductions
tests.series.test_reductions
tests.test_nanops
Is your test for an indexing method? This is the most difficult case for deciding where a test belongs, because there are many of these tests, and many of them test more than one method (e.g. both
Series.__getitem__andSeries.loc.__getitem__)Is the test specifically testing an Index method (e.g.
Index.get_loc,Index.get_indexer)? This test likely belongs in one of:tests.indexes.test_indexing
tests.indexes.fooindex.test_indexing
Within that files there should be a method-specific test class e.g.
TestGetLoc.In most cases, neither
SeriesnorDataFrameobjects should be needed in these tests.Is the test for a Series or DataFrame indexing method other than
__getitem__or__setitem__, e.g.xs,where,take,mask,lookup, orinsert? This test likely belongs in one of:tests.frame.indexing.test_methodname
tests.series.indexing.test_methodname
Is the test for any of
loc,iloc,at, oriat? This test likely belongs in one of:tests.indexing.test_loc
tests.indexing.test_iloc
tests.indexing.test_at
tests.indexing.test_iat
Within the appropriate file, test classes correspond to either types of indexers (e.g.
TestLocBooleanMask) or major use cases (e.g.TestLocSetitemWithExpansion).See the note in section D) about tests that test multiple indexing methods.
Is the test for
Series.__getitem__,Series.__setitem__,DataFrame.__getitem__, orDataFrame.__setitem__? This test likely belongs in one of:tests.series.test_getitem
tests.series.test_setitem
tests.frame.test_getitem
tests.frame.test_setitem
If many cases such a test may test multiple similar methods, e.g.
import pandas as pd import pandas._testing as tm def test_getitem_listlike_of_ints(): ser = pd.Series(range(5)) result = ser[[3, 4]] expected = pd.Series([2, 3]) tm.assert_series_equal(result, expected) result = ser.loc[[3, 4]] tm.assert_series_equal(result, expected)
In cases like this, the test location should be based on the underlying method being tested. Or in the case of a test for a bugfix, the location of the actual bug. So in this example, we know that
Series.__getitem__callsSeries.loc.__getitem__, so this is really a test forloc.__getitem__. So this test belongs intests.indexing.test_loc.Is your test for a DataFrame or Series method?
Is the method a plotting method? This test likely belongs in one of:
tests.plotting
Is the method an IO method? This test likely belongs in one of:
tests.io
Otherwise This test likely belongs in one of:
tests.series.methods.test_mymethod
tests.frame.methods.test_mymethod
Note
If a test can be shared between DataFrame/Series using the
frame_or_seriesfixture, by convention it goes in thetests.framefile.
Is your test for an Index method, not depending on Series/DataFrame? This test likely belongs in one of:
tests.indexes
Is your test for one of the pandas-provided ExtensionArrays (
Categorical,DatetimeArray,TimedeltaArray,PeriodArray,IntervalArray,PandasArray,FloatArray,BoolArray,StringArray)? This test likely belongs in one of:tests.arrays
Is your test for all ExtensionArray subclasses (the “EA Interface”)? This test likely belongs in one of:
tests.extension