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Identical blocks of code found in 3 locations. Consider refactoring.
Open

    svgEl.append("g")
      .attr("transform", `translate(${MARGIN.LEFT}, ${MARGIN.TOP})`)
      .call(yAxis)
      .call(g => g.select(".domain").remove())
      .call(g => g.selectAll(".tick line")
Severity: Major
Found in python/whylogs/viz/html/js/whylogs-script.js and 2 other locations - About 7 hrs to fix
python/whylogs/viz/html/js/whylogs-script.js on lines 273..284
python/whylogs/viz/html/js/whylogs-script.js on lines 458..469

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 176.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Identical blocks of code found in 3 locations. Consider refactoring.
Open

      svgEl.append("g")
      .attr("transform", `translate(${MARGIN.LEFT}, ${MARGIN.TOP})`)
      .call(yAxis)
      .call(g => g.select(".domain").remove())
      .call(g => g.selectAll(".tick line")
Severity: Major
Found in python/whylogs/viz/html/js/whylogs-script.js and 2 other locations - About 7 hrs to fix
python/whylogs/viz/html/js/whylogs-script.js on lines 273..284
python/whylogs/viz/html/js/whylogs-script.js on lines 364..375

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 176.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Identical blocks of code found in 3 locations. Consider refactoring.
Open

    svgEl.append("g")
      .attr("transform", `translate(${MARGIN.LEFT}, ${MARGIN.TOP})`)
      .call(yAxis)
      .call(g => g.select(".domain").remove())
      .call(g => g.selectAll(".tick line")
Severity: Major
Found in python/whylogs/viz/html/js/whylogs-script.js and 2 other locations - About 7 hrs to fix
python/whylogs/viz/html/js/whylogs-script.js on lines 364..375
python/whylogs/viz/html/js/whylogs-script.js on lines 458..469

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 176.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Similar blocks of code found in 2 locations. Consider refactoring.
Open

    svgEl.append("g")
        .attr("transform", `translate(0,${SVG_HEIGHT - MARGIN.BOTTOM})`)
        .call(xAxis)
        .call(g => g.select(".domain").remove())
        .call(g => g.selectAll(".tick line").remove())
Severity: Major
Found in python/whylogs/viz/html/js/whylogs-script.js and 1 other location - About 6 hrs to fix
python/whylogs/viz/html/js/whylogs-script.js on lines 471..481

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 162.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Similar blocks of code found in 2 locations. Consider refactoring.
Open

      svgEl
      .append("g")
      .attr("transform", `translate(0,${SVG_HEIGHT - MARGIN.BOTTOM})`)
      .call(xAxis)
      .call(g => g.select(".domain").remove())
Severity: Major
Found in python/whylogs/viz/html/js/whylogs-script.js and 1 other location - About 6 hrs to fix
python/whylogs/viz/html/js/whylogs-script.js on lines 377..386

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 162.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Function register_metric_udf has a Cognitive Complexity of 39 (exceeds 5 allowed). Consider refactoring.
Open

def register_metric_udf(
    col_name: Optional[str] = None,
    col_type: Optional[DataType] = None,
    submetric_name: Optional[str] = None,
    submetric_schema: Optional[SubmetricSchema] = None,
Severity: Minor
Found in python/whylogs/experimental/core/metrics/udf_metric.py - About 5 hrs 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

Similar blocks of code found in 2 locations. Consider refactoring.
Open

      gChart
      .selectAll(".bar")
      .data(histogramData)
      .enter()
      .append("rect")
Severity: Major
Found in python/whylogs/viz/html/js/whylogs-script.js and 1 other location - About 5 hrs to fix
python/whylogs/viz/html/js/whylogs-script.js on lines 312..323

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 152.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Similar blocks of code found in 2 locations. Consider refactoring.
Open

      gChart1
        .selectAll(".bar")
        .data(overlappedHistogramData)
        .enter()
        .append("rect")
Severity: Major
Found in python/whylogs/viz/html/js/whylogs-script.js and 1 other location - About 5 hrs to fix
python/whylogs/viz/html/js/whylogs-script.js on lines 298..309

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 152.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Function columnar_validate has a Cognitive Complexity of 38 (exceeds 5 allowed). Consider refactoring.
Open

    def columnar_validate(self, data: Any, identity_values: Optional[Any] = None) -> None:
        count = 0
        count_failures = 0
        validate_with_row_id = False
        if self.enable_sampling and self._sampler is None:
Severity: Minor
Found in python/whylogs/core/validators/condition_validator.py - About 5 hrs 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_udf_resolvers has a Cognitive Complexity of 33 (exceeds 5 allowed). Consider refactoring.
Open

def generate_udf_resolvers(
    schema_name: Union[str, List[str]] = "",
    include_default_schema: bool = True,
) -> List[ResolverSpec]:
    """
Severity: Minor
Found in python/whylogs/experimental/core/metrics/udf_metric.py - About 4 hrs 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 _flush has a Cognitive Complexity of 29 (exceeds 5 allowed). Consider refactoring.
Open

    def _flush(self, results: ResultSet) -> None:
        if results is None:
            logger.debug("The result is None, skipping flush of result set.")
            return
        if results.count == 0:
Severity: Minor
Found in python/whylogs/api/logger/rolling.py - About 4 hrs 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 apply has a Cognitive Complexity of 29 (exceeds 5 allowed). Consider refactoring.
Open

    def apply(data: Any) -> "PreprocessedColumn":
        result = PreprocessedColumn()
        result.original = data
        if pd.Series is not None and isinstance(data, pd.Series):
            result._pandas_split(data)
Severity: Minor
Found in python/whylogs/core/preprocessing.py - About 4 hrs 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_summaries_with_drift_score has a Cognitive Complexity of 28 (exceeds 5 allowed). Consider refactoring.
Open

def generate_summaries_with_drift_score(
    target_view: DatasetProfileView,
    ref_view: Optional[DatasetProfileView],
    config: Optional[SummaryConfig],
    drift_map: Optional[Dict[str, column_drift_algorithms.ColumnDriftAlgorithm]] = None,
Severity: Minor
Found in python/whylogs/viz/utils/profile_viz_calculations.py - About 4 hrs 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 __call__ has a Cognitive Complexity of 27 (exceeds 5 allowed). Consider refactoring.
Open

    def __call__(self, x: Any) -> bool:
        if isinstance(x, Metric):
            metric = x
            if self._op != Relation._udf:
                if not self._component:
Severity: Minor
Found in python/whylogs/core/relations.py - About 3 hrs 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 _do_track has a Cognitive Complexity of 26 (exceeds 5 allowed). Consider refactoring.
Open

    def _do_track(
        self,
        obj: Any = None,
        *,
        pandas: Optional[pd.DataFrame] = None,
Severity: Minor
Found in python/whylogs/core/dataset_profile.py - About 3 hrs 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 26 (exceeds 5 allowed). Consider refactoring.
Open

    def columnar_update(self, view: PreprocessedColumn) -> OperationResult:
        data = (
            view.pandas.strings.to_list() if view.pandas.strings is not None and not view.pandas.strings.empty else []
        )
        data = (data + view.list.strings) if view.list.strings else data
Severity: Minor
Found in python/whylogs/core/metrics/unicode_range.py - About 3 hrs 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 25 (exceeds 5 allowed). Consider refactoring.
Open

    def columnar_update(self, view: PreprocessedColumn) -> OperationResult:
        """
        Update the operation

        Algorithm: https://en.wikipedia.org/wiki/Algorithms_for_calculating_variance#Parallel_algorithm
Severity: Minor
Found in python/whylogs/core/metrics/metrics.py - About 3 hrs 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_scalar_value has a Cognitive Complexity of 25 (exceeds 5 allowed). Consider refactoring.
Open

    def _process_scalar_value(value: Any) -> "PreprocessedColumn":
        result = PreprocessedColumn()
        result.original = value
        result.len = 1
        int_list = []
Severity: Minor
Found in python/whylogs/core/preprocessing.py - About 3 hrs 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_summaries has a Cognitive Complexity of 23 (exceeds 5 allowed). Consider refactoring.
Open

def generate_summaries(
    target_view: DatasetProfileView, ref_view: Optional[DatasetProfileView], config: Optional[SummaryConfig]
) -> Optional[Dict[str, Any]]:
    if config is None:
        config = SummaryConfig()
Severity: Minor
Found in python/whylogs/viz/utils/profile_viz_calculations.py - About 3 hrs 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

SessionConfig has 26 functions (exceeds 20 allowed). Consider refactoring.
Open

class SessionConfig:
    def __init__(self, init_config: Optional[InitConfig] = None) -> None:
        self._init_config = init_config or InitConfig()
        self.logger = logging.getLogger("config")
        self._ensure_config_exists = False if self._init_config.force_local is True else True
Severity: Minor
Found in python/whylogs/api/whylabs/session/config.py - About 3 hrs to fix
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