diff options
author | Frederick Muriuki Muriithi | 2024-02-20 10:57:56 +0300 |
---|---|---|
committer | Frederick Muriuki Muriithi | 2024-02-20 10:57:56 +0300 |
commit | ce243a57b24d6adecb169487e706290d91b22d19 (patch) | |
tree | 6b0b06a444c16ffb8be1c65fa4e5b78ced6a0615 | |
parent | a4324cd24b5a14fbcf19a6e04d2b76fb2838038e (diff) | |
download | gn-uploader-ce243a57b24d6adecb169487e706290d91b22d19.tar.gz |
Track filename in the errors
R/qtl2 bundles can contain more than one file, of the same type. When
errors are encountered in any of the files, we need to be able to
inform the user which file it is, in addition to the line and column
number.
-rw-r--r-- | quality_control/average.py | 7 | ||||
-rw-r--r-- | quality_control/checks.py | 5 | ||||
-rw-r--r-- | quality_control/errors.py | 6 | ||||
-rw-r--r-- | quality_control/headers.py | 24 | ||||
-rw-r--r-- | quality_control/parsing.py | 44 | ||||
-rw-r--r-- | quality_control/standard_error.py | 11 | ||||
-rw-r--r-- | r_qtl/r_qtl2_qc.py | 12 | ||||
-rw-r--r-- | scripts/qc_on_rqtl2_bundle.py | 2 | ||||
-rw-r--r-- | tests/qc/test_cells.py | 20 | ||||
-rw-r--r-- | tests/qc/test_cells_average.py | 2 | ||||
-rw-r--r-- | tests/qc/test_cells_standard_error.py | 2 | ||||
-rw-r--r-- | tests/qc/test_error_collection.py | 9 | ||||
-rw-r--r-- | tests/qc/test_header.py | 25 | ||||
-rw-r--r-- | tests/r_qtl/test_r_qtl2_qc.py | 19 |
14 files changed, 108 insertions, 80 deletions
diff --git a/quality_control/average.py b/quality_control/average.py index ad732d0..bf288de 100644 --- a/quality_control/average.py +++ b/quality_control/average.py @@ -4,12 +4,13 @@ from typing import Union from .utils import cell_error from .errors import InvalidValue -def invalid_value(line_number: int, column_number: int, val: str) -> Union[ - InvalidValue, None]: +def invalid_value( + filename: str, line_number: int, column_number: int, val: str) -> Union[ + InvalidValue, None]: """Return an `InvalidValue` object if `val` is not a valid "averages" value.""" return cell_error( - r"^([0-9]+\.[0-9]{3}|[0-9]+\.?0*)$", val, line=line_number, + r"^([0-9]+\.[0-9]{3}|[0-9]+\.?0*)$", val, filename=filename, line=line_number, column=column_number, value=val, message=( f"Invalid value '{val}'. " "Expected string representing a number with exactly three " diff --git a/quality_control/checks.py b/quality_control/checks.py index 475eb9e..bdfd12b 100644 --- a/quality_control/checks.py +++ b/quality_control/checks.py @@ -52,7 +52,8 @@ def decimal_places_pattern(mini: int, maxi: Optional[int] = None) -> re.Pattern: + r")$" ) -def decimal_points_error(lineno: int, +def decimal_points_error(filename: str,# pylint: disable=[too-many-arguments] + lineno: int, field: str, value: str, mini: int, @@ -61,7 +62,7 @@ def decimal_points_error(lineno: int, Check that 'value' in a decimal number with the appropriate decimal places. """ if not bool(decimal_places_pattern(mini, maxi).match(value)): - return InvalidValue(lineno, field, value, ( + return InvalidValue(filename, lineno, field, value, ( f"Invalid value '{value}'. Expected numerical value " + f"with at least {mini} decimal places" + (f" and at most {maxi} decimal places" if maxi is not None else "") diff --git a/quality_control/errors.py b/quality_control/errors.py index fff6c7c..01afa81 100644 --- a/quality_control/errors.py +++ b/quality_control/errors.py @@ -3,10 +3,10 @@ from collections import namedtuple InvalidValue = namedtuple( - "InvalidValue", ("line", "column", "value", "message")) + "InvalidValue", ("filename", "line", "column", "value", "message")) DuplicateHeading = namedtuple( - "DuplicateHeading", ("line", "columns", "heading", "message")) + "DuplicateHeading", ("filename", "line", "columns", "heading", "message")) InconsistentColumns = namedtuple( - "InconsistentColumns", ("line", "header_count", "contents_count", "message")) + "InconsistentColumns", ("filename", "line", "header_count", "contents_count", "message")) diff --git a/quality_control/headers.py b/quality_control/headers.py index f4f4dad..436ea5a 100644 --- a/quality_control/headers.py +++ b/quality_control/headers.py @@ -5,30 +5,34 @@ from typing import Union, Tuple, Sequence from quality_control.errors import InvalidValue, DuplicateHeading -def invalid_header( - line_number: int, headers: Sequence[str]) -> Union[InvalidValue, None]: +def invalid_header(filename: str, + line_number: int, + headers: Sequence[str]) -> Union[InvalidValue, None]: """Return an `InvalidValue` object if the header row has less than 2 items.""" if len(headers) < 2: return InvalidValue( - line_number, 0, "<TAB>".join(headers), + filename, line_number, 0, "<TAB>".join(headers), "The header MUST contain at least 2 columns") return None def invalid_headings( - line_number: int, strains: Sequence[str], + filename: str, line_number: int, strains: Sequence[str], headings: Sequence[str]) -> Union[Tuple[InvalidValue, ...], None]: """Return tuple of `InvalidValue` objects for each error found for every column heading.""" return tuple( - InvalidValue( - line_number, col, header, f"'{header}' not a valid strain.") + InvalidValue(filename, + line_number, + col, + header, + f"'{header}' not a valid strain.") for col, header in enumerate(headings, start=2) if header not in strains) -def duplicate_headings( - line_number: int, - headers: Sequence[str]) -> Tuple[DuplicateHeading, ...]: +def duplicate_headings(filename: str, + line_number: int, + headers: Sequence[str]) -> Tuple[DuplicateHeading, ...]: """Return a tuple of `DuplicateHeading` objects for each column heading that is a duplicate of another column heading.""" def __update_columns__(acc, item): @@ -42,7 +46,7 @@ def duplicate_headings( } return tuple( DuplicateHeading( - line_number, columns, heading, ( + filename, line_number, columns, heading, ( f"Heading '{heading}', is repeated in columns " f"{','.join(str(i) for i in columns)}")) for heading, columns in repeated.items()) diff --git a/quality_control/parsing.py b/quality_control/parsing.py index f7a664f..f1d21fc 100644 --- a/quality_control/parsing.py +++ b/quality_control/parsing.py @@ -1,6 +1,7 @@ """Module handling the high-level parsing of the files""" import collections from enum import Enum +from pathlib import Path from functools import partial from typing import Tuple, Union, Generator, Callable, Optional @@ -30,44 +31,44 @@ def strain_names(dbconn: mdb.Connection, speciesid: int) -> tuple[str, ...]: lambda item: bool(item.strip() if item is not None else item), (name for names in samplenames for name in names)))) -def header_errors(line_number, fields, strains): +def header_errors(filename, line_number, fields, strains): """Gather all header row errors.""" return ( - (invalid_header(line_number, fields),) + - invalid_headings(line_number, strains, fields[1:]) + - duplicate_headings(line_number, fields)) + (invalid_header(filename, line_number, fields),) + + invalid_headings(filename, line_number, strains, fields[1:]) + + duplicate_headings(filename, line_number, fields)) -def empty_value(line_number, column_number, value): +def empty_value(filename, line_number, column_number, value): """Check for empty field values.""" if value == "": - return InvalidValue( - line_number, column_number, value, "Empty value for column") + return InvalidValue(filename, line_number, column_number, value, + "Empty value for column") return None -def average_errors(line_number, fields): +def average_errors(filename, line_number, fields): """Gather all errors for a line in a averages file.""" return ( - (empty_value(line_number, 1, fields[0]),) + + (empty_value(filename, line_number, 1, fields[0]),) + tuple( - avg.invalid_value(line_number, *field) + avg.invalid_value(filename, line_number, *field) for field in enumerate(fields[1:], start=2))) -def se_errors(line_number, fields): +def se_errors(filename, line_number, fields): """Gather all errors for a line in a standard-errors file.""" return ( - (empty_value(line_number, 1, fields[0]),) + + (empty_value(filename, line_number, 1, fields[0]),) + tuple( - se.invalid_value(line_number, *field) + se.invalid_value(filename, line_number, *field) for field in enumerate(fields[1:], start=2))) -def make_column_consistency_checker(header_row): +def make_column_consistency_checker(filename, header_row): """Build function to check for column consistency""" headers = tuple(field.strip() for field in header_row.split("\t")) def __checker__(line_number, contents_row): contents = tuple(field.strip() for field in contents_row.split("\t")) if len(contents) != len(headers): return InconsistentColumns( - line_number, len(headers), len(contents), + filename, line_number, len(headers), len(contents), (f"Header row has {len(headers)} columns while row " f"{line_number} has {len(contents)} columns")) return None @@ -79,8 +80,10 @@ def collect_errors( user_aborted: Callable = lambda: False) -> Generator: """Run checks against file and collect all the errors""" errors:Tuple[Union[InvalidValue, DuplicateHeading], ...] = tuple() - def __process_errors__(line_number, line, error_checker_fn, errors = tuple()): + def __process_errors__( + filename, line_number, line, error_checker_fn, errors = tuple()): errs = error_checker_fn( + filename, line_number, tuple(field.strip() for field in line.split("\t"))) if errs is None: @@ -90,6 +93,7 @@ def collect_errors( return errors + (errs,) with open_file(filepath) as input_file: + filename = Path(filepath).name for line_number, line in enumerate(input_file, start=1): if user_aborted(): break @@ -98,9 +102,11 @@ def collect_errors( line = line.decode("utf-8") if line_number == 1: - consistent_columns_checker = make_column_consistency_checker(line) + consistent_columns_checker = make_column_consistency_checker( + filename, line) for error in __process_errors__( - line_number, line, partial(header_errors, strains=strains), + filename, line_number, line, + partial(header_errors, strains=strains), errors): yield error @@ -110,7 +116,7 @@ def collect_errors( yield col_consistency_error for error in __process_errors__( - line_number, line, ( + filename, line_number, line, ( average_errors if filetype == FileType.AVERAGE else se_errors), errors): diff --git a/quality_control/standard_error.py b/quality_control/standard_error.py index 90beb8a..00b1ac6 100644 --- a/quality_control/standard_error.py +++ b/quality_control/standard_error.py @@ -4,17 +4,18 @@ from typing import Union from .utils import cell_error from .errors import InvalidValue -def invalid_value( - line_number: int, column_number: int, val: str) -> Union[ - InvalidValue, None]: +def invalid_value(filename: str, + line_number: int, + column_number: int, + val: str) -> Union[InvalidValue, None]: """ Returns a `quality_control.errors.InvalidValue` object in the case where `val` is not a valid input for standard error files, otherwise, it returns `None`. """ return cell_error( - r"^([0-9]+\.[0-9]{6,}|[0-9]+\.?0*)$", val, line=line_number, - column=column_number, value=val, message=( + r"^([0-9]+\.[0-9]{6,}|[0-9]+\.?0*)$", val, filename=filename, + line=line_number, column=column_number, value=val, message=( f"Invalid value '{val}'. " "Expected string representing a number with at least six " "decimal places.")) diff --git a/r_qtl/r_qtl2_qc.py b/r_qtl/r_qtl2_qc.py index 43f7d94..be1eac4 100644 --- a/r_qtl/r_qtl2_qc.py +++ b/r_qtl/r_qtl2_qc.py @@ -63,12 +63,13 @@ def validate_bundle(zfile: ZipFile): "The following files do not exist in the bundle: " + ", ".join(mfile[1] for mfile in missing)) -def make_genocode_checker(genocode: dict) -> Callable[[int, str, str], Optional[InvalidValue]]: +def make_genocode_checker(genocode: dict, filename: str) -> Callable[ + [int, str, str], Optional[InvalidValue]]: """Make a checker from the genotypes in the control data""" def __checker__(lineno: int, field: str, value: str) -> Optional[InvalidValue]: genotypes = tuple(genocode.keys()) if value not in genotypes: - return InvalidValue(lineno, field, value, ( + return InvalidValue(filename, lineno, field, value, ( f"Invalid value '{value}'. Expected one of {genotypes}.")) return None return __checker__ @@ -78,14 +79,15 @@ def geno_errors(zfile: ZipFile) -> Iterator[Union[InvalidValue, MissingFile]]: cdata = rqtl2.control_data(zfile) return ( error for error in retrieve_errors( - zfile, "geno", (make_genocode_checker(cdata.get("genotypes", {})),)) + zfile, "geno", (make_genocode_checker(cdata.get("genotypes", {}), "geno"),)) if error is not None) def pheno_errors(zfile: ZipFile) -> Iterator[Union[InvalidValue, MissingFile]]: """Check for and retrieve pheno errors.""" return ( error for error in retrieve_errors( - zfile, "pheno", (partial(decimal_points_error, mini=3),)) + zfile, "pheno", (partial( + decimal_points_error, mini=3, filename="pheno"),)) if error is not None) def phenose_errors(zfile: ZipFile) -> Iterator[Union[InvalidValue, MissingFile]]: @@ -108,7 +110,7 @@ def retrieve_errors(zfile: ZipFile, filetype: str, checkers: tuple[Callable]) -> continue if value is not None: for checker in checkers: - yield checker(lineno, field, value) + yield checker(lineno=lineno, field=field, value=value) except rqe.MissingFileError: fname = cdata.get(filetype) yield MissingFile(filetype, fname, f"Missing '{filetype}' file '{fname}'.") diff --git a/scripts/qc_on_rqtl2_bundle.py b/scripts/qc_on_rqtl2_bundle.py index d77b6c2..027f387 100644 --- a/scripts/qc_on_rqtl2_bundle.py +++ b/scripts/qc_on_rqtl2_bundle.py @@ -116,7 +116,7 @@ def qc_geno_errors(rconn, fqjobid, zfile, logger) -> bool: logger.info("Checking for errors in the 'geno' fileā¦") gerrs = tuple(retrieve_errors_with_progress( rconn, fqjobid, zfile, "geno", - (rqc.make_genocode_checker(cdata.get("genotypes", {})),))) + (rqc.make_genocode_checker(cdata.get("genotypes", {}), "geno"),))) add_to_errors(rconn, fqjobid, "errors-generic", tuple( err for err in gerrs if isinstance(err, rqfe.MissingFile))) add_to_errors(rconn, fqjobid, "errors-geno", tuple( diff --git a/tests/qc/test_cells.py b/tests/qc/test_cells.py index e4a0959..937579f 100644 --- a/tests/qc/test_cells.py +++ b/tests/qc/test_cells.py @@ -22,12 +22,12 @@ def test_cell_value_errors_with_invalid_inputs2(num_str): `quality_control.errors.InvalidValue` object which holds the error information. """ - assert avg_invalid_value(0, 0, num_str) == InvalidValue( - 0, 0, num_str, ( + assert avg_invalid_value("test.file", 0, 0, num_str) == InvalidValue( + "test.file", 0, 0, num_str, ( f"Invalid value '{num_str}'. Expected string representing a number " "with exactly three decimal places.")) - assert se_invalid_value(0, 0, num_str) == InvalidValue( - 0, 0, num_str, ( + assert se_invalid_value("test.file", 0, 0, num_str) == InvalidValue( + "test.file", 0, 0, num_str, ( f"Invalid value '{num_str}'. Expected string representing a number " "with at least six decimal places.")) @@ -43,8 +43,8 @@ def test_cell_average_value_errors_if_not_three_decimal_places2(num_str): object with the information about the placement of the invalid value. """ line, col = randint(0, 100), randint(0, 20) - assert avg_invalid_value(line, col, num_str) == InvalidValue( - line, col, num_str, ( + assert avg_invalid_value("test.file", line, col, num_str) == InvalidValue( + "test.file", line, col, num_str, ( f"Invalid value '{num_str}'. Expected string representing a number " "with exactly three decimal places.")) @@ -57,7 +57,7 @@ def test_cell_average_value_pass_if_three_decimal_places(num_str): THEN: `avg_invalid_value` returns `None` """ line, col = randint(0, 100), randint(0, 20) - assert avg_invalid_value(line, col, num_str) is None + assert avg_invalid_value("test.file", line, col, num_str) is None @given(num_str=st.from_regex(r"^[0-9]+\.([0-9]{0,5}$)", fullmatch=True).filter( lambda param: not re.match(r"^[0-9]+\.?0*$", param))) @@ -70,8 +70,8 @@ def test_cell_standard_error_value_errors_if_less_than_six_decimal_places2(num_s object with the information about the placement of the invalid value. """ line, col = randint(0, 100), randint(0, 20) - assert se_invalid_value(line, col, num_str) == InvalidValue( - line, col, num_str, ( + assert se_invalid_value("test.file", line, col, num_str) == InvalidValue( + "test.file", line, col, num_str, ( f"Invalid value '{num_str}'. Expected string representing a number " "with at least six decimal places.")) @@ -84,4 +84,4 @@ def test_cell_standard_error_value_pass_if_six_or_more_decimal_places(num_str): THEN: `se_invalid_value` returns `None` """ line, col = randint(0, 100), randint(0, 20) - assert se_invalid_value(line, col, num_str) is None + assert se_invalid_value("test.file", line, col, num_str) is None diff --git a/tests/qc/test_cells_average.py b/tests/qc/test_cells_average.py index 68fd4ec..b6ded31 100644 --- a/tests/qc/test_cells_average.py +++ b/tests/qc/test_cells_average.py @@ -14,4 +14,4 @@ def test_cell_average_value_pass_if_no_decimal_places(num_str): THEN: `avg_invalid_value` returns `None` """ line, col = randint(0, 100), randint(0, 20) - assert avg_invalid_value(line, col, num_str) is None + assert avg_invalid_value("test.file", line, col, num_str) is None diff --git a/tests/qc/test_cells_standard_error.py b/tests/qc/test_cells_standard_error.py index 90c13cf..fa9f1db 100644 --- a/tests/qc/test_cells_standard_error.py +++ b/tests/qc/test_cells_standard_error.py @@ -17,4 +17,4 @@ def test_cell_standard_error_value_errors_if_less_than_six_decimal_places2(num_s THEN: `se_invalid_value` returns a `None`. """ line, col = randint(0, 100), randint(0, 20) - assert invalid_value(line, col, num_str) is None + assert invalid_value("test.file", line, col, num_str) is None diff --git a/tests/qc/test_error_collection.py b/tests/qc/test_error_collection.py index 962d2c5..260fabf 100644 --- a/tests/qc/test_error_collection.py +++ b/tests/qc/test_error_collection.py @@ -44,11 +44,14 @@ def test_collect_errors(filepath, filetype, strains, count): "filepath,filetype,expected", (("tests/test_data/average_inconsistent_columns.tsv", FileType.AVERAGE, (InconsistentColumns( - 4, 4, 5, "Header row has 4 columns while row 4 has 5 columns"), + "average_inconsistent_columns.tsv", 4, 4, 5, + "Header row has 4 columns while row 4 has 5 columns"), InconsistentColumns( - 5, 4, 3, "Header row has 4 columns while row 5 has 3 columns"), + "average_inconsistent_columns.tsv", 5, 4, 3, + "Header row has 4 columns while row 5 has 3 columns"), InconsistentColumns( - 6, 4, 7, "Header row has 4 columns while row 6 has 7 columns"))),)) + "average_inconsistent_columns.tsv", 6, 4, 7, + "Header row has 4 columns while row 6 has 7 columns"))),)) def test_collect_inconsistent_column_errors(filepath, filetype, strains, expected): """ Given: A file with inconsistent columns in certain lines diff --git a/tests/qc/test_header.py b/tests/qc/test_header.py index 5e54122..06647a2 100644 --- a/tests/qc/test_header.py +++ b/tests/qc/test_header.py @@ -11,17 +11,22 @@ from quality_control.headers import ( @given(headers=st.lists(st.text(max_size=10), max_size=1)) def test_invalid_header_with_list_of_one_value(headers): """Test `invalid_header` with invalid header row""" - assert invalid_header(0, headers) == InvalidValue( - 0, 0, "<TAB>".join(headers), + assert invalid_header("test.file", 0, headers) == InvalidValue( + "test.file", 0, 0, "<TAB>".join(headers), "The header MUST contain at least 2 columns") @pytest.mark.unit_test @given(headings=st.lists(st.text(min_size=2, max_size=10), min_size=2)) def test_invalid_headings_with_invalid_inputs(headings): "Verify that the check for header validity works" - assert invalid_headings(0, ("BXD1", "BXD2", "BXD3"), headings) == tuple( - InvalidValue(0, col, heading, f"'{heading}' not a valid strain.") - for col, heading in enumerate(headings, start=2)) + assert invalid_headings( + "test.file", 0, ("BXD1", "BXD2", "BXD3"), headings) == tuple( + InvalidValue("test.file", + 0, + col, + heading, + f"'{heading}' not a valid strain.") + for col, heading in enumerate(headings, start=2)) @pytest.mark.unit_test @pytest.mark.parametrize( @@ -30,7 +35,7 @@ def test_invalid_headings_with_invalid_inputs(headings): (("Individual", "AStrain", "AnotherStrain", "YetAnotherStrain"))]) def test_invalid_header_with_valid_headers(headers): "Verify that the check for header validity works" - assert invalid_header(0, headers) is None + assert invalid_header("test.file", 0, headers) is None @pytest.mark.unit_test @pytest.mark.parametrize( @@ -40,7 +45,7 @@ def test_invalid_header_with_valid_headers(headers): ("AStrain", "AnotherStrain", "YetAnotherStrain"))]) def test_invalid_headings_with_valid_headings(strains, headings): "Verify that the check for header validity works" - assert invalid_headings(0, strains, headings) == tuple() + assert invalid_headings("test.file", 0, strains, headings) == tuple() @pytest.mark.unit_test @pytest.mark.parametrize( @@ -50,8 +55,8 @@ def test_invalid_headings_with_valid_headings(strains, headings): "AStrain"), {"AStrain": (2, 5)})]) def test_duplicate_headers_with_repeated_column_headings(headers, repeated): """Check that parsing fails if any header is duplicated""" - assert duplicate_headings(0, headers) == tuple( - DuplicateHeading(0, cols, head, ( + assert duplicate_headings("test.file", 0, headers) == tuple( + DuplicateHeading("test.file", 0, cols, head, ( f"Heading '{head}', is repeated in columns " f"{','.join(str(i) for i in cols)}")) for head, cols in repeated.items()) @@ -63,4 +68,4 @@ def test_duplicate_headers_with_repeated_column_headings(headers, repeated): (("Individual", "AStrain", "AnotherStrain", "YetAnotherStrain",))]) def test_duplicate_headers_with_unique_column_headings(headers): """Check that parsing fails if any header is duplicated""" - assert duplicate_headings(0, headers) == tuple() + assert duplicate_headings("test.file", 0, headers) == tuple() diff --git a/tests/r_qtl/test_r_qtl2_qc.py b/tests/r_qtl/test_r_qtl2_qc.py index d12172e..05db30e 100644 --- a/tests/r_qtl/test_r_qtl2_qc.py +++ b/tests/r_qtl/test_r_qtl2_qc.py @@ -124,9 +124,12 @@ def test_missing_files(filepath, expected): ("tests/r_qtl/test_files/test_geno.zip", tuple()), ("tests/r_qtl/test_files/geno_with_missing_genotypes.zip", - (InvalidValue(1, "AXR-1", "X", "Invalid value 'X'. Expected one of ('L', 'C')."), - InvalidValue(2, "EC.480C", "Y", "Invalid value 'Y'. Expected one of ('L', 'C')."), - InvalidValue(6, "HH.335C-Col/PhyA", "H", f"Invalid value 'H'. Expected one of ('L', 'C')."))))) + (InvalidValue("geno", 1, "AXR-1", "X", + "Invalid value 'X'. Expected one of ('L', 'C')."), + InvalidValue("geno", 2, "EC.480C", + "Y", "Invalid value 'Y'. Expected one of ('L', 'C')."), + InvalidValue("geno", 6, "HH.335C-Col/PhyA", "H", + f"Invalid value 'H'. Expected one of ('L', 'C')."))))) def test_geno_errors(filepath, expected): """ GIVEN: A R/qtl2 bundle @@ -145,10 +148,12 @@ def test_geno_errors(filepath, expected): ("tests/r_qtl/test_files/pheno_without_errors.zip", tuple()), ("tests/r_qtl/test_files/pheno_with_errors.zip", - (InvalidValue(1, "liver", "61.92", ("Invalid value '61.92'. Expected numerical value " - "with at least 3 decimal places.")), - InvalidValue(2, "spleen", "brrr", ("Invalid value 'brrr'. Expected numerical value " - "with at least 3 decimal places.")))))) + (InvalidValue("pheno", 1, "liver", "61.92", ( + "Invalid value '61.92'. Expected numerical value " + "with at least 3 decimal places.")), + InvalidValue("pheno", 2, "spleen", "brrr", ( + "Invalid value 'brrr'. Expected numerical value " + "with at least 3 decimal places.")))))) def test_pheno_errors(filepath, expected): """ GIVEN: A R/qtl2 bundle |