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Function _merge_columns has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def _merge_columns(self, other: "DatasetProfileView") -> Optional[Dict[str, ColumnProfileView]]:
        if self._columns:
            if other._columns:
                all_column_names = set(self._columns.keys()).union(other._columns.keys())
            else:
Severity: Minor
Found in python/whylogs/core/view/dataset_profile_view.py - About 1 hr to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function _compute_chi_squared_score has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def _compute_chi_squared_score(
        self, target_distribution: FrequentStats, reference_distribution: FrequentStats, with_thresholds=False
    ) -> Optional[DriftAlgorithmScore]:
        """
        Calculate the Chi-Squared test p-value for two discrete distributions.
Severity: Minor
Found in python/whylogs/viz/drift/column_drift_algorithms.py - About 1 hr to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function _get_drift_category has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def _get_drift_category(self, measure: float) -> Optional[str]:
        """
        Returns the drift category for a given measure.
        If the measure is not within any of the defined thresholds, raises an error.
        If the measure is within the thresholds of multiple categories, priority is given by drift severity.
Severity: Minor
Found in python/whylogs/viz/drift/column_drift_algorithms.py - About 1 hr to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function generate_validators has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

def generate_validators(
    initial_validators: Optional[Dict[str, List[Validator]]],
    schema_name: Union[str, List[str]],
    include_default_schema: bool = True,
) -> Dict[str, List[Validator]]:
Severity: Minor
Found in python/whylogs/experimental/core/validators/validator.py - About 1 hr to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function columnar_update has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def columnar_update(self, view: PreprocessedColumn) -> OperationResult:
        successes = 0
        failures = 0
        for value in list(chain.from_iterable(view.raw_iterator())):
            ok = True
Severity: Minor
Found in python/whylogs/experimental/core/metrics/udf_metric.py - About 1 hr to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function _uncompound_dataset_profile has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

def _uncompound_dataset_profile(prof: DatasetProfileView, flags: Optional[FeatureFlags] = None) -> DatasetProfileView:
    """
    v0 whylabs doesn't understand compound metrics. This creates a new column for
    each submetric in a compound metric so that whylabs only sees metrics it understands.
    """
Severity: Minor
Found in python/whylogs/migration/uncompound.py - About 1 hr to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function _display_histogram_chart has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def _display_histogram_chart(self, feature_name: str, cell_height: Optional[str] = None) -> Optional[HTML]:
        page_spec = PageSpecEnum.DOUBLE_HISTOGRAM.value
        template = _get_compiled_template(page_spec.html)
        if self._target_view:
            target_features: Dict[str, Dict[str, Any]] = {feature_name: {}}
Severity: Minor
Found in python/whylogs/viz/notebook_profile_viz.py - About 1 hr to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function log has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def log(
        self,
        data: TrackData,
        timestamp_ms: Optional[int] = None,  # The timestamp that the data happened at
        sync: bool = False,
Severity: Minor
Found in python/whylogs/api/logger/experimental/logger/actor/process_rolling_logger.py - About 1 hr to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function columnar_update has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def columnar_update(self, data: PreprocessedColumn) -> OperationResult:
        if data.len <= 0:
            return OperationResult.ok(0)

        successes = 0
Severity: Minor
Found in python/whylogs/core/metrics/column_metrics.py - About 1 hr to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function _process_homogeneous_column has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def _process_homogeneous_column(series: pd.Series) -> "PreprocessedColumn":
        """
        Column must be of homogeneous type. NaN, None, other missing data not allowed.
        """
Severity: Minor
Found in python/whylogs/core/preprocessing.py - About 1 hr to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function _merge_segments has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
Open

def _merge_segments(
    lhs_segments: Dict[Segment, Union[DatasetProfile, DatasetProfileView]],
    rhs_segments: Dict[Segment, Union[DatasetProfile, DatasetProfileView]],
) -> Dict[Segment, DatasetProfileView]:
    lhs_keys = lhs_segments.keys()
Severity: Minor
Found in python/whylogs/api/logger/result_set.py - About 1 hr to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function append_validator has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
Open

def append_validator(schema_name, col_name: str, validator: Validator):
    global _validator_udfs
    validator_name = validator.name
    exists = False
    # if validator with same name and column exists, replace it
Severity: Minor
Found in python/whylogs/experimental/core/validators/validator.py - About 1 hr to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function columnar_update has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
Open

    def columnar_update(self, view: PreprocessedColumn) -> OperationResult:
        count = 0
        for image in list(chain.from_iterable(view.raw_iterator())):
            if isinstance(image, np.ndarray):
                image = Image.fromarray(image.astype(np.uint8))
Severity: Minor
Found in python/whylogs/extras/image_metric.py - About 1 hr to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function send has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
Open

    def send(self, message: Union[MessageType, CloseMessage]) -> None:
        if self.is_closed():
            raise Exception("Actor is closed, can't send message.")

        if isinstance(message, CloseMessage):
Severity: Minor
Found in python/whylogs/api/logger/experimental/logger/actor/actor.py - About 1 hr to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function get_many has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
Open

    def get_many(self, timeout: float = DEFAULT_TIMEOUT, max: Optional[int] = None) -> List[MPWrapperType]:
        if max is None or max < 1:
            return []

        messages: List[MPWrapperType] = []
Severity: Minor
Found in python/whylogs/api/logger/experimental/logger/actor/mp_queue_wrapper.py - About 1 hr to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function add_overall_statistics has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
Open

def add_overall_statistics(target_view: DatasetProfileView) -> OverallStats:
    observations: int = 0
    missing_cells: int = 0
    missing_percentage: float = 0
    target_col_views = target_view.get_columns()
Severity: Minor
Found in python/whylogs/viz/utils/profile_viz_calculations.py - About 1 hr to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function get_many has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
Open

    def get_many(self, timeout: float = DEFAULT_TIMEOUT, max: Optional[int] = None) -> List[DefaultQueueWrapperType]:
        if max is None or max < 1:
            return []

        messages: List[DefaultQueueWrapperType] = []
Severity: Minor
Found in python/whylogs/api/logger/experimental/logger/actor/thread_actor.py - About 1 hr to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function _populate_common_profile_metadata has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
Open

def _populate_common_profile_metadata(
    metadata: Optional[Dict[str, str]] = None,
    *,
    name: Optional[str] = None,
    trace_id: Optional[str] = None,
Severity: Minor
Found in python/whylogs/core/metadata.py - About 1 hr to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function _run_udfs_on_row has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
Open

    def _run_udfs_on_row(
        self, row: Mapping[str, Any], new_columns: Dict[str, Any], input_cols: Collection[str]
    ) -> None:
        for spec in self.multicolumn_udfs:
            if spec.column_names and set(spec.column_names).issubset(set(row.keys())):
Severity: Minor
Found in python/whylogs/experimental/core/udf_schema.py - About 1 hr to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function _allowed_metric has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
Open

    def _allowed_metric(self, name: str, why_type: DataType, config: MetricConfig, metric: Metric) -> bool:
        """Return False for any metrics turned off in the config"""

        namespace = metric.get_namespace()
        if config.fi_disabled and namespace == "frequent_items":
Severity: Minor
Found in python/whylogs/core/resolvers.py - About 1 hr to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

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