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-rw-r--r--quality_control/average.py7
-rw-r--r--quality_control/checks.py5
-rw-r--r--quality_control/errors.py6
-rw-r--r--quality_control/headers.py24
-rw-r--r--quality_control/parsing.py44
-rw-r--r--quality_control/standard_error.py11
-rw-r--r--r_qtl/r_qtl2_qc.py12
-rw-r--r--scripts/qc_on_rqtl2_bundle.py2
-rw-r--r--tests/qc/test_cells.py20
-rw-r--r--tests/qc/test_cells_average.py2
-rw-r--r--tests/qc/test_cells_standard_error.py2
-rw-r--r--tests/qc/test_error_collection.py9
-rw-r--r--tests/qc/test_header.py25
-rw-r--r--tests/r_qtl/test_r_qtl2_qc.py19
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