sylvchev/mdla

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experiments/experiment_multivariate_recovering.py

Summary

Maintainability
F
6 days
Test Coverage

File experiment_multivariate_recovering.py has 284 lines of code (exceeds 250 allowed). Consider refactoring.
Open

"""Dictionary recovering experiment for multivariate random dataset"""
import os
import pickle
from os.path import exists

Severity: Minor
Found in experiments/experiment_multivariate_recovering.py - About 2 hrs to fix

    Function plot_recov_all has 16 arguments (exceeds 4 allowed). Consider refactoring.
    Open

    def plot_recov_all(
    Severity: Major
    Found in experiments/experiment_multivariate_recovering.py - About 2 hrs to fix

      Function plot_recov has 8 arguments (exceeds 4 allowed). Consider refactoring.
      Open

      def plot_recov(wc, wfs, hc, hfs, dr99, dr97, n_iter, figname):
      Severity: Major
      Found in experiments/experiment_multivariate_recovering.py - About 1 hr to fix

        Function _generate_testbed has 7 arguments (exceeds 4 allowed). Consider refactoring.
        Open

        def _generate_testbed(
        Severity: Major
        Found in experiments/experiment_multivariate_recovering.py - About 50 mins to fix

          Function plot_boxes has 5 arguments (exceeds 4 allowed). Consider refactoring.
          Open

          def plot_boxes(fig, data, color="blue", n_iter=100, label=""):
          Severity: Minor
          Found in experiments/experiment_multivariate_recovering.py - About 35 mins to fix

            Function _generate_testbed has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
            Open

            def _generate_testbed(
                kernel_init_len,
                n_nonzero_coefs,
                n_kernels,
                n_samples=10,
            Severity: Minor
            Found in experiments/experiment_multivariate_recovering.py - About 35 mins 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

            def _generate_testbed(
                kernel_init_len,
                n_nonzero_coefs,
                n_kernels,
                n_samples=10,
            Severity: Major
            Found in experiments/experiment_multivariate_recovering.py and 1 other location - About 3 days to fix
            experiments/experiment_dictionary_recovering.py on lines 14..58

            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 385.

            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 3 locations. Consider refactoring.
            Open

                    metwass.annotate(
                        "SNR " + s,
                        xy=(0.51, 1.0 - i * 1.0 / 3.0 + i * 0.01 - 0.001),
            Severity: Major
            Found in experiments/experiment_multivariate_recovering.py and 2 other locations - About 3 hrs to fix
            experiments/experiment_dictionary_recovering.py on lines 187..189
            experiments/experiment_multivariate_recovering.py on lines 185..187

            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 70.

            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 3 locations. Consider refactoring.
            Open

                    metwass.annotate(
                        "SNR " + s,
                        xy=(0.51, 1.0 - i * 1.0 / 3.0 + i * 0.01 - 0.001),
            Severity: Major
            Found in experiments/experiment_multivariate_recovering.py and 2 other locations - About 3 hrs to fix
            experiments/experiment_dictionary_recovering.py on lines 187..189
            experiments/experiment_multivariate_recovering.py on lines 128..130

            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 70.

            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 4 locations. Consider refactoring.
            Open

                wc, wfs, hc, hfs = o["wc"], o["wfs"], o["hc"], o["hfs"]
            Severity: Major
            Found in experiments/experiment_multivariate_recovering.py and 3 other locations - About 1 hr to fix
            experiments/experiment_dictionary_recovering.py on lines 233..233
            experiments/experiment_multivariate_recovering.py on lines 247..247
            experiments/experiment_multivariate_recovering.py on lines 248..248

            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 39.

            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 4 locations. Consider refactoring.
            Open

                wcpa, wbc, wg, wfb = o["wcpa"], o["wbc"], o["wg"], o["wfb"]
            Severity: Major
            Found in experiments/experiment_multivariate_recovering.py and 3 other locations - About 1 hr to fix
            experiments/experiment_dictionary_recovering.py on lines 233..233
            experiments/experiment_multivariate_recovering.py on lines 246..246
            experiments/experiment_multivariate_recovering.py on lines 248..248

            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 39.

            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 4 locations. Consider refactoring.
            Open

                hcpa, hbc, hg, hfb = o["hcpa"], o["hbc"], o["hg"], o["hfb"]
            Severity: Major
            Found in experiments/experiment_multivariate_recovering.py and 3 other locations - About 1 hr to fix
            experiments/experiment_dictionary_recovering.py on lines 233..233
            experiments/experiment_multivariate_recovering.py on lines 246..246
            experiments/experiment_multivariate_recovering.py on lines 247..247

            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 39.

            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

                        d = MiniBatchMultivariateDictLearning(
            Severity: Major
            Found in experiments/experiment_multivariate_recovering.py and 1 other location - About 1 hr to fix
            experiments/experiment_dictionary_recovering.py on lines 256..256

            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 38.

            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 9 locations. Consider refactoring.
            Open

                med = [m.get_ydata()[0] for n, m in enumerate(bp["medians"])]
            Severity: Major
            Found in experiments/experiment_multivariate_recovering.py and 8 other locations - About 50 mins to fix
            examples/plot_bci_dict.py on lines 115..115
            experiments/experiment_dictionary_recovering.py on lines 73..73
            experiments/experiment_dictionary_recovering.py on lines 87..87
            experiments/experiment_dictionary_recovering.py on lines 108..108
            experiments/experiment_dictionary_recovering.py on lines 118..118
            experiments/experiment_dictionary_recovering.py on lines 140..140
            experiments/experiment_dictionary_recovering.py on lines 150..150
            experiments/experiment_dictionary_recovering.py on lines 173..173

            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 36.

            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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