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Consider simplifying this complex logical expression.
Open

                        if base == Tool:
                            def tool_factory_function(sources, alignment_node=None, **parameters):
                                """
                                Factory function for creating factors inside a workflow
Severity: Critical
Found in hyperstream/hyperstream.py - About 1 hr to fix

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

    def _execute(self, source, interval):
        source_last_doc = source.window(interval, force_calculation=True).last()
        if not source_last_doc:
            return
        timestamp, data = source_last_doc
Severity: Minor
Found in hyperstream/tools/asset_plate_generator/2016-12-12_v0.1.2.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 percentile has a Cognitive Complexity of 13 (exceeds 5 allowed). Consider refactoring.
Open

def percentile(a, q):
    """
    Compute the qth percentile of the data along the specified axis.
    Simpler version than the numpy version that always flattens input arrays.
Severity: Minor
Found in hyperstream/utils/statistics/percentile.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 _execute has a Cognitive Complexity of 13 (exceeds 5 allowed). Consider refactoring.
Open

    def _execute(self, sources, alignment_stream, interval):

        if self.dateparser is None:
            self.dateparser = parse
        # Let's make the assumption that the first field is the timestamp
Severity: Minor
Found in examples/plugins/example/tools/csv_reader/2017-06-20_v0.0.2.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 _execute has a Cognitive Complexity of 13 (exceeds 5 allowed). Consider refactoring.
Open

    def _execute(self, sources, alignment_stream, interval):
        if self.names and len(self.names) != len(sources):
            raise TypeError("Tool AlignedMerge expected {} streams as input, got {} instead".format(
                len(self.names), len(sources)))
        streams = [iter(source.window(interval, force_calculation=True)) for source in sources]
Severity: Minor
Found in hyperstream/tools/aligned_merge/2016-10-26_v0.0.1.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

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

            if self.element is None:
                data_element = data
            else:
                if self.element in data:
                    data_element = data[self.element]
Severity: Major
Found in hyperstream/tools/asset_splitter/2017-03-17_v0.2.0.py and 1 other location - About 1 hr to fix
hyperstream/tools/asset_splitter/2016-11-24_v0.1.1.py on lines 36..40

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 45.

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

    def __init__(self, first_break=0, break_width=1, n_breaks=101, breaks=None, categorical=False):
        super(HistogramsToCsv, self).__init__(
Severity: Major
Found in hyperstream/tools/histograms_to_csv/2017-07-03_v0.0.1.py and 1 other location - About 1 hr to fix
hyperstream/tools/histogram_from_list/2017-07-03_v0.0.1.py on lines 37..38

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 45.

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

        if self.element is None:
            data_element = data
        else:
            if self.element in data:
                data_element = data[self.element]
Severity: Major
Found in hyperstream/tools/asset_plate_generator/2016-12-12_v0.1.2.py and 2 other locations - About 1 hr to fix
hyperstream/tools/asset_plate_generator/2016-12-09_v0.1.1.py on lines 38..42
hyperstream/tools/asset_plate_generator/2017-03-17_v0.2.0.py on lines 46..50

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 45.

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

        if self.element is None:
            data_element = data
        else:
            if self.element in data:
                data_element = data[self.element]
Severity: Major
Found in hyperstream/tools/asset_plate_generator/2016-12-09_v0.1.1.py and 2 other locations - About 1 hr to fix
hyperstream/tools/asset_plate_generator/2016-12-12_v0.1.2.py on lines 40..44
hyperstream/tools/asset_plate_generator/2017-03-17_v0.2.0.py on lines 46..50

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 45.

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

        if self.element is None:
            data_element = data
        else:
            if self.element in data:
                data_element = data[self.element]
Severity: Major
Found in hyperstream/tools/asset_plate_generator/2017-03-17_v0.2.0.py and 2 other locations - About 1 hr to fix
hyperstream/tools/asset_plate_generator/2016-12-09_v0.1.1.py on lines 38..42
hyperstream/tools/asset_plate_generator/2016-12-12_v0.1.2.py on lines 40..44

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 45.

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

            if self.element is None:
                data_element = data
            else:
                if self.element in data:
                    data_element = data[self.element]
Severity: Major
Found in hyperstream/tools/asset_splitter/2016-11-24_v0.1.1.py and 1 other location - About 1 hr to fix
hyperstream/tools/asset_splitter/2017-03-17_v0.2.0.py on lines 40..44

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 45.

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

    def __init__(self, first_break=0, break_width=1, n_breaks=101, breaks=None, categorical=False):
        super(HistogramFromList, self).__init__(
Severity: Major
Found in hyperstream/tools/histogram_from_list/2017-07-03_v0.0.1.py and 1 other location - About 1 hr to fix
hyperstream/tools/histograms_to_csv/2017-07-03_v0.0.1.py on lines 37..38

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 45.

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

    def check_compatible(item, plates, check_count=True):
        if isinstance(item, PlateValue):
            item = [item]

        if check_count:
Severity: Minor
Found in hyperstream/node/node.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 _execute has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def _execute(self, source, splitting_stream, interval, meta_data_id, output_plate_values):
        if splitting_stream is None:
            raise ValueError("Splitting stream required for this tool")

        if isinstance(splitting_stream, AssetStream):
Severity: Minor
Found in hyperstream/tools/stream_broadcaster_from_stream/2017-05-19_v0.0.2.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 _execute has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def _execute(self, sources, alignment_stream, interval):
        for time, data in sources[0].window(interval, force_calculation=True):
            dict_mean = dict()
            if len(data)==0:
                yield StreamInstance(time, dict_mean)
Severity: Minor
Found in hyperstream/tools/list_dict_mean/2016-12-15_v0.0.1.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 _execute has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def _execute(self, source, splitting_stream, interval, meta_data_id, output_plate_values):
        if splitting_stream is not None:
            raise NotImplementedError("Splitting stream not supported for this tool")

        for timestamp, value in source.window(interval, force_calculation=True):
Severity: Minor
Found in hyperstream/tools/splitter_with_unlist/2016-10-24_v0.0.1.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 parse has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def parse(self, intervals):
        parsed = []
        if intervals:
            for v in intervals:
                if isinstance(v, (tuple, list)):
Severity: Minor
Found in hyperstream/time_interval.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 execute has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

    def execute(self, sources, sink, interval, alignment_stream=None):
        """
        Execute the tool over the given time interval.
        If an alignment stream is given, the output instances will be aligned to this stream
Severity: Minor
Found in hyperstream/tool/tool.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

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

    def __call__(cls, *args, **kwargs):
        if cls.instance is None:
            cls.instance = super(_Singleton, cls).__call__(*args, **kwargs)
        return cls.instance
Severity: Major
Found in hyperstream/utils/containers.py and 1 other location - About 1 hr to fix
hyperstream/utils/containers.py on lines 343..346

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 43.

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

    def __call__(cls, *args, **kwargs):
        if cls._instance is None:
            cls._instance = super(Singleton, cls).__call__(*args, **kwargs)
        return cls._instance
Severity: Major
Found in hyperstream/utils/containers.py and 1 other location - About 1 hr to fix
hyperstream/utils/containers.py on lines 331..334

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 43.

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

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