whylabs/whylogs-python

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Similar blocks of code found in 5 locations. Consider refactoring.
Open

      feature[1].quantiles.forEach((quantiles, index) => {
        if (selectedProfiles.includes(String(index))) {
          quantiles.min
            ? (quantilesMinString += `<div>${quantiles.min}</div>`)
            : (quantilesMinString += `<div>-</div>`);
Severity: Major
Found in python/whylogs/viz/html/js/whylogs-script.js and 4 other locations - About 2 hrs to fix
python/whylogs/viz/html/js/whylogs-script.js on lines 865..871
python/whylogs/viz/html/js/whylogs-script.js on lines 873..879
python/whylogs/viz/html/js/whylogs-script.js on lines 881..887
python/whylogs/viz/html/js/whylogs-script.js on lines 889..895

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 84.

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 submetrics_from_protobuf has a Cognitive Complexity of 18 (exceeds 5 allowed). Consider refactoring.
Open

    def submetrics_from_protobuf(cls: Type[MULTI_METRIC], msg: MetricMessage) -> Dict[str, Dict[str, Metric]]:
        submetrics: Dict[str, Dict[str, Metric]] = {}
        submetric_msgs: Dict[str, Dict[str, Dict[str, MetricComponentMessage]]] = {}
        for key, comp_msg in msg.metric_components.items():
            sub_name_and_type, comp_name = key.split("/")
Severity: Minor
Found in python/whylogs/core/metrics/multimetric.py - About 2 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 merge has a Cognitive Complexity of 18 (exceeds 5 allowed). Consider refactoring.
Open

    def merge(self, other):
        """
        :type other: ModelMetrics
        """
        if other is None or (other.confusion_matrix is None and other.regression_metrics is None):

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_ks_test_p_value has a Cognitive Complexity of 17 (exceeds 5 allowed). Consider refactoring.
Open

def _compute_ks_test_p_value(
    target_distribution: kll_doubles_sketch,
    reference_distribution: kll_doubles_sketch,
    quantiles: Optional[List[float]] = None,
) -> Optional[ColumnDriftValue]:
Severity: Minor
Found in python/whylogs/viz/utils/drift_calculations.py - About 2 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

DatasetProfile has 21 functions (exceeds 20 allowed). Consider refactoring.
Open

class DatasetProfile(Writable):
    """
    Dataset profile represents a collection of in-memory profiling stats for a dataset.

    Args:
Severity: Minor
Found in python/whylogs/core/dataset_profile.py - About 2 hrs to fix

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

                tempFeatureValues.referenceNumberSummary.histogram.counts.slice(0, 30).forEach((count, index) => {
                  featureDataForTableForAllProfiles[feature[0]].chartData[1].push({
                    axisY: count,
                    axisX: index,
                  });
    Severity: Major
    Found in python/whylogs/viz/html/js/whylogs-script.js and 1 other location - About 2 hrs to fix
    python/whylogs/viz/html/js/whylogs-script.js on lines 1212..1217

    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 77.

    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

                  tempFeatureValues.numberSummary.histogram.counts.slice(0, 30).forEach((count, index) => {
                    featureDataForTableForAllProfiles[feature[0]].chartData[0].push({
                      axisY: count,
                      axisX: index,
                    });
    Severity: Major
    Found in python/whylogs/viz/html/js/whylogs-script.js and 1 other location - About 2 hrs to fix
    python/whylogs/viz/html/js/whylogs-script.js on lines 1239..1244

    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 77.

    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_update has a Cognitive Complexity of 16 (exceeds 5 allowed). Consider refactoring.
    Open

        def columnar_update(self, view: PreprocessedColumn) -> OperationResult:
            successes = 0
            if view.numpy.len > 0:
                if view.numpy.ints is not None:
                    self.hll.value.update_np(view.numpy.ints)
    Severity: Minor
    Found in python/whylogs/core/metrics/metrics.py - About 2 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 8 locations. Consider refactoring.
    Open

          feature[1].nullRatio.forEach((nullRatio, index) => {
            if (selectedProfiles.includes(String(index))) {
              nullRatio ? (nullRationString += `<div> ${nullRatio}</div>`) : (nullRationString += `<div>-</div>`);
            }
          });
    Severity: Major
    Found in python/whylogs/viz/html/js/whylogs-script.js and 7 other locations - About 2 hrs to fix
    python/whylogs/viz/html/js/whylogs-script.js on lines 807..811
    python/whylogs/viz/html/js/whylogs-script.js on lines 813..817
    python/whylogs/viz/html/js/whylogs-script.js on lines 825..829
    python/whylogs/viz/html/js/whylogs-script.js on lines 831..835
    python/whylogs/viz/html/js/whylogs-script.js on lines 837..841
    python/whylogs/viz/html/js/whylogs-script.js on lines 843..847
    python/whylogs/viz/html/js/whylogs-script.js on lines 849..855

    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 76.

    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 8 locations. Consider refactoring.
    Open

          feature[1].estUniqueVal.map((estUniqueVal, index) => {
            if (selectedProfiles.includes(String(index))) {
              estUniqueVal ? (estUniqueValString += `<div>${estUniqueVal}</div>`) : (estUniqueValString += `<div>$-</div>`);
            }
          });
    Severity: Major
    Found in python/whylogs/viz/html/js/whylogs-script.js and 7 other locations - About 2 hrs to fix
    python/whylogs/viz/html/js/whylogs-script.js on lines 807..811
    python/whylogs/viz/html/js/whylogs-script.js on lines 813..817
    python/whylogs/viz/html/js/whylogs-script.js on lines 819..823
    python/whylogs/viz/html/js/whylogs-script.js on lines 831..835
    python/whylogs/viz/html/js/whylogs-script.js on lines 837..841
    python/whylogs/viz/html/js/whylogs-script.js on lines 843..847
    python/whylogs/viz/html/js/whylogs-script.js on lines 849..855

    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 76.

    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 8 locations. Consider refactoring.
    Open

          feature[1].totalCount.forEach((totalCount, index) => {
            if (selectedProfiles.includes(String(index))) {
              totalCount ? (totalCountString += `<div>${totalCount}</div>`) : (totalCountString += `<div>-</div>`);
            }
          });
    Severity: Major
    Found in python/whylogs/viz/html/js/whylogs-script.js and 7 other locations - About 2 hrs to fix
    python/whylogs/viz/html/js/whylogs-script.js on lines 807..811
    python/whylogs/viz/html/js/whylogs-script.js on lines 819..823
    python/whylogs/viz/html/js/whylogs-script.js on lines 825..829
    python/whylogs/viz/html/js/whylogs-script.js on lines 831..835
    python/whylogs/viz/html/js/whylogs-script.js on lines 837..841
    python/whylogs/viz/html/js/whylogs-script.js on lines 843..847
    python/whylogs/viz/html/js/whylogs-script.js on lines 849..855

    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 76.

    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 8 locations. Consider refactoring.
    Open

          feature[1].dataTypeCount.forEach((dataTypeCount, index) => {
            if (selectedProfiles.includes(String(index))) {
              dataTypeCount
                ? (dataTypeCountString += `<div>${dataTypeCount}</div>`)
                : (dataTypeCountString += `<div>-</div>`);
    Severity: Major
    Found in python/whylogs/viz/html/js/whylogs-script.js and 7 other locations - About 2 hrs to fix
    python/whylogs/viz/html/js/whylogs-script.js on lines 807..811
    python/whylogs/viz/html/js/whylogs-script.js on lines 813..817
    python/whylogs/viz/html/js/whylogs-script.js on lines 819..823
    python/whylogs/viz/html/js/whylogs-script.js on lines 825..829
    python/whylogs/viz/html/js/whylogs-script.js on lines 831..835
    python/whylogs/viz/html/js/whylogs-script.js on lines 837..841
    python/whylogs/viz/html/js/whylogs-script.js on lines 843..847

    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 76.

    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 8 locations. Consider refactoring.
    Open

          feature[1].stddev.forEach((stddev, index) => {
            if (selectedProfiles.includes(String(index))) {
              stddev ? (stddevString += `<div>${stddev}</div>`) : (stddevString += `<div>-</div>`);
            }
          });
    Severity: Major
    Found in python/whylogs/viz/html/js/whylogs-script.js and 7 other locations - About 2 hrs to fix
    python/whylogs/viz/html/js/whylogs-script.js on lines 807..811
    python/whylogs/viz/html/js/whylogs-script.js on lines 813..817
    python/whylogs/viz/html/js/whylogs-script.js on lines 819..823
    python/whylogs/viz/html/js/whylogs-script.js on lines 825..829
    python/whylogs/viz/html/js/whylogs-script.js on lines 831..835
    python/whylogs/viz/html/js/whylogs-script.js on lines 843..847
    python/whylogs/viz/html/js/whylogs-script.js on lines 849..855

    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 76.

    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 8 locations. Consider refactoring.
    Open

          feature[1].inferredType.forEach((inferredType, index) => {
            if (selectedProfiles.includes(String(index))) {
              inferredType ? (inferredTypeString += `<div>${inferredType}</div>`) : (inferredTypeString += `<div>-</div>`);
            }
          });
    Severity: Major
    Found in python/whylogs/viz/html/js/whylogs-script.js and 7 other locations - About 2 hrs to fix
    python/whylogs/viz/html/js/whylogs-script.js on lines 813..817
    python/whylogs/viz/html/js/whylogs-script.js on lines 819..823
    python/whylogs/viz/html/js/whylogs-script.js on lines 825..829
    python/whylogs/viz/html/js/whylogs-script.js on lines 831..835
    python/whylogs/viz/html/js/whylogs-script.js on lines 837..841
    python/whylogs/viz/html/js/whylogs-script.js on lines 843..847
    python/whylogs/viz/html/js/whylogs-script.js on lines 849..855

    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 76.

    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 8 locations. Consider refactoring.
    Open

          feature[1].mean.forEach((mean, index) => {
            if (selectedProfiles.includes(String(index))) {
              mean ? (meanString += `<div>${mean}</div>`) : (meanString += `<div>-</div>`);
            }
          });
    Severity: Major
    Found in python/whylogs/viz/html/js/whylogs-script.js and 7 other locations - About 2 hrs to fix
    python/whylogs/viz/html/js/whylogs-script.js on lines 807..811
    python/whylogs/viz/html/js/whylogs-script.js on lines 813..817
    python/whylogs/viz/html/js/whylogs-script.js on lines 819..823
    python/whylogs/viz/html/js/whylogs-script.js on lines 825..829
    python/whylogs/viz/html/js/whylogs-script.js on lines 837..841
    python/whylogs/viz/html/js/whylogs-script.js on lines 843..847
    python/whylogs/viz/html/js/whylogs-script.js on lines 849..855

    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 76.

    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 8 locations. Consider refactoring.
    Open

          feature[1].dataType.forEach((dataType, index) => {
            if (selectedProfiles.includes(String(index))) {
              dataType ? (dataTypeString += `<div>${dataType}</div>`) : (dataTypeString += `<div>-</div>`);
            }
          });
    Severity: Major
    Found in python/whylogs/viz/html/js/whylogs-script.js and 7 other locations - About 2 hrs to fix
    python/whylogs/viz/html/js/whylogs-script.js on lines 807..811
    python/whylogs/viz/html/js/whylogs-script.js on lines 813..817
    python/whylogs/viz/html/js/whylogs-script.js on lines 819..823
    python/whylogs/viz/html/js/whylogs-script.js on lines 825..829
    python/whylogs/viz/html/js/whylogs-script.js on lines 831..835
    python/whylogs/viz/html/js/whylogs-script.js on lines 837..841
    python/whylogs/viz/html/js/whylogs-script.js on lines 849..855

    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 76.

    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

    Method apply has a Cognitive Complexity of 15 (exceeds 5 allowed). Consider refactoring.
    Open

      public static PreprocessedColumn apply(Collection<?> data) {
        PreprocessedColumn result = new PreprocessedColumn();
        result.setOriginalColumn(data);
    
        result.length = data.size();
    Severity: Minor
    Found in java/core/src/main/java/com/whylogs/core/PreprocessedColumn.java - 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

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

                   tempFeatureValues.referenceFrequentItems.items.forEach((item, index) => {
                     featureDataForTableForAllProfiles[feature[0]].chartData[1].push({
                       axisY: item.estimate,
                       axisX: index,
                     });
    Severity: Major
    Found in python/whylogs/viz/html/js/whylogs-script.js and 1 other location - About 1 hr to fix
    python/whylogs/viz/html/js/whylogs-script.js on lines 1174..1179

    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 68.

    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 2 locations. Consider refactoring.
    Open

                tempFeatureValues.referenceFrequentItems.items.forEach((item, index) => {
                  featureDataForTableForAllProfiles[feature[0]].chartData[1].push({
                    axisY: item.estimate,
                    axisX: index,
                  });
    Severity: Major
    Found in python/whylogs/viz/html/js/whylogs-script.js and 1 other location - About 1 hr to fix
    python/whylogs/viz/html/js/whylogs-script.js on lines 1251..1256

    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 68.

    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 _display_distribution_chart has a Cognitive Complexity of 13 (exceeds 5 allowed). Consider refactoring.
    Open

        def _display_distribution_chart(
            self, feature_name: str, difference: bool, cell_height: str = None, config: Optional[SummaryConfig] = None
        ) -> Optional[HTML]:
            if config is None:
                config = SummaryConfig()
    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

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