QInfer/python-qinfer

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src/qinfer/tests/test_distributions.py

Summary

Maintainability
F
5 days
Test Coverage

File test_distributions.py has 656 lines of code (exceeds 250 allowed). Consider refactoring.
Open

#!/usr/bin/python
# -*- coding: utf-8 -*-
##
# test_distributions.py: Checks that distribution objects act as expected.
##
Severity: Major
Found in src/qinfer/tests/test_distributions.py - About 1 day to fix

    Cyclomatic complexity is too high in method test_init. (6)
    Open

        def test_init(self):
            """
            Distributions: Checks that ParticleDistributions
            initialized correctly in different circumstances.
            """

    Cyclomatic Complexity

    Cyclomatic Complexity corresponds to the number of decisions a block of code contains plus 1. This number (also called McCabe number) is equal to the number of linearly independent paths through the code. This number can be used as a guide when testing conditional logic in blocks.

    Radon analyzes the AST tree of a Python program to compute Cyclomatic Complexity. Statements have the following effects on Cyclomatic Complexity:

    Construct Effect on CC Reasoning
    if +1 An if statement is a single decision.
    elif +1 The elif statement adds another decision.
    else +0 The else statement does not cause a new decision. The decision is at the if.
    for +1 There is a decision at the start of the loop.
    while +1 There is a decision at the while statement.
    except +1 Each except branch adds a new conditional path of execution.
    finally +0 The finally block is unconditionally executed.
    with +1 The with statement roughly corresponds to a try/except block (see PEP 343 for details).
    assert +1 The assert statement internally roughly equals a conditional statement.
    Comprehension +1 A list/set/dict comprehension of generator expression is equivalent to a for loop.
    Boolean Operator +1 Every boolean operator (and, or) adds a decision point.

    Source: http://radon.readthedocs.org/en/latest/intro.html

    TODO found
    Open

            # TODO: do more than check these don't fail (I didn't have time

    TODO found
    Open

        #TODO

    TODO found
    Open

            #TODO: test that est_kl_divergence does more than not fail

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

            var = n * alpha * beta * (alpha + beta + n) / ((alpha + beta) ** 2 * (alpha + beta + 1))
    Severity: Major
    Found in src/qinfer/tests/test_distributions.py and 1 other location - About 3 hrs to fix
    src/qinfer/distributions.py on lines 1061..1061

    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 67.

    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

            assert_almost_equal(
                np.var(s4),
                np.dot(weights, vars) + np.dot(weights, means**2) - np.dot(weights, means)**2,
                1
    Severity: Major
    Found in src/qinfer/tests/test_distributions.py and 2 other locations - About 2 hrs to fix
    src/qinfer/tests/test_distributions.py on lines 574..577
    src/qinfer/tests/test_distributions.py on lines 579..582

    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 60.

    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

            assert_almost_equal(
                np.var(s1),
                np.dot(weights, vars) + np.dot(weights, means**2) - np.dot(weights, means)**2,
                1
    Severity: Major
    Found in src/qinfer/tests/test_distributions.py and 2 other locations - About 2 hrs to fix
    src/qinfer/tests/test_distributions.py on lines 579..582
    src/qinfer/tests/test_distributions.py on lines 585..588

    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 60.

    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

            assert_almost_equal(
                np.var(s2),
                np.dot(weights, vars) + np.dot(weights, means**2) - np.dot(weights, means)**2,
                1
    Severity: Major
    Found in src/qinfer/tests/test_distributions.py and 2 other locations - About 2 hrs to fix
    src/qinfer/tests/test_distributions.py on lines 574..577
    src/qinfer/tests/test_distributions.py on lines 585..588

    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 60.

    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

            var = alpha * beta / ((alpha + beta) ** 2 * (alpha + beta + 1))
    Severity: Major
    Found in src/qinfer/tests/test_distributions.py and 1 other location - About 1 hr to fix
    src/qinfer/distributions.py on lines 990..990

    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

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

            var = alpha_np * (alpha_0 - alpha_np) / (alpha_0 **2 * (alpha_0+1))
    Severity: Major
    Found in src/qinfer/tests/test_distributions.py and 1 other location - About 1 hr to fix
    src/qinfer/tests/test_distributions.py on lines 380..380

    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 41.

    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

            var = alpha_np * (alpha_0 - alpha_np) / (alpha_0 **2 * (alpha_0+1))
    Severity: Major
    Found in src/qinfer/tests/test_distributions.py and 1 other location - About 1 hr to fix
    src/qinfer/tests/test_distributions.py on lines 367..367

    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 41.

    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

            z = np.mean(samples[:,2]) * np.array([[1,0],[0,1]])
    Severity: Major
    Found in src/qinfer/tests/test_distributions.py and 2 other locations - About 1 hr to fix
    src/qinfer/tests/test_distributions.py on lines 512..512
    src/qinfer/tests/test_distributions.py on lines 513..513

    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 41.

    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

            x = np.mean(samples[:,0]) * np.array([[0,1],[1,0]])
    Severity: Major
    Found in src/qinfer/tests/test_distributions.py and 2 other locations - About 1 hr to fix
    src/qinfer/tests/test_distributions.py on lines 513..513
    src/qinfer/tests/test_distributions.py on lines 514..514

    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 41.

    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

            y = np.mean(samples[:,1]) * np.array([[0,-1j],[1j,0]])
    Severity: Major
    Found in src/qinfer/tests/test_distributions.py and 2 other locations - About 1 hr to fix
    src/qinfer/tests/test_distributions.py on lines 512..512
    src/qinfer/tests/test_distributions.py on lines 514..514

    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 41.

    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

            assert_sigfigs_equal(np.array([1/6]*6), np.mean(samples, axis=0), 2)
    Severity: Major
    Found in src/qinfer/tests/test_distributions.py and 1 other location - About 1 hr to fix
    src/qinfer/tests/test_distributions.py on lines 886..886

    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 2 locations. Consider refactoring.
    Open

            assert_sigfigs_equal(np.array([1/2]*2), np.mean(samples, axis=0), 2)
    Severity: Major
    Found in src/qinfer/tests/test_distributions.py and 1 other location - About 1 hr to fix
    src/qinfer/tests/test_distributions.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 3 locations. Consider refactoring.
    Open

            assert_sigfigs_equal(1/12+4, samples[:,0].var(), 1)
    Severity: Major
    Found in src/qinfer/tests/test_distributions.py and 2 other locations - About 40 mins to fix
    src/qinfer/tests/test_distributions.py on lines 125..125
    src/qinfer/tests/test_distributions.py on lines 126..126

    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 34.

    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

            dist_list = [
                NormalDistribution(means[idx], vars[idx])
                for idx in range(3)
    Severity: Major
    Found in src/qinfer/tests/test_distributions.py and 2 other locations - About 40 mins to fix
    src/qinfer/tests/test_distributions.py on lines 546..548
    src/qinfer/tests/test_distributions.py on lines 608..610

    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 34.

    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

            dist_list = [
                MultivariateNormalDistribution(means[idx], vars[idx])
                for idx in range(3)
    Severity: Major
    Found in src/qinfer/tests/test_distributions.py and 2 other locations - About 40 mins to fix
    src/qinfer/tests/test_distributions.py on lines 546..548
    src/qinfer/tests/test_distributions.py on lines 598..600

    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 34.

    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

            assert_sigfigs_equal(4/12+4, samples[:,1].var(), 1)
    Severity: Major
    Found in src/qinfer/tests/test_distributions.py and 2 other locations - About 40 mins to fix
    src/qinfer/tests/test_distributions.py on lines 124..124
    src/qinfer/tests/test_distributions.py on lines 126..126

    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 34.

    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

            dist_list = [
                NormalDistribution(means[idx], vars[idx])
                for idx in range(3)
    Severity: Major
    Found in src/qinfer/tests/test_distributions.py and 2 other locations - About 40 mins to fix
    src/qinfer/tests/test_distributions.py on lines 598..600
    src/qinfer/tests/test_distributions.py on lines 608..610

    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 34.

    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

        def test_lognormal_n_rvs(self):
            """
            Distributions: Tests for expected number of RVS.
            """
            dist = LogNormalDistribution(mu=3, sigma=2)
    Severity: Major
    Found in src/qinfer/tests/test_distributions.py and 2 other locations - About 40 mins to fix
    src/qinfer/tests/test_distributions.py on lines 313..318
    src/qinfer/tests/test_distributions.py on lines 421..426

    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 34.

    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

            dist2 = MultivariateNormalDistribution(np.array([1,2]),np.array([[2,0],[0,3]]))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py and 1 other location - About 40 mins to fix
    src/qinfer/tests/test_distributions.py on lines 442..442

    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 34.

    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

            dist2 = MultivariateNormalDistribution(np.array([1,2]),np.array([[2,0],[0,3]]))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py and 1 other location - About 40 mins to fix
    src/qinfer/tests/test_distributions.py on lines 457..457

    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 34.

    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

        def test_beta_n_rvs(self):
            """
            Distributions: Tests for expected number of RVS.
            """
            dist = BetaDistribution(alpha=10,beta=42)
    Severity: Major
    Found in src/qinfer/tests/test_distributions.py and 2 other locations - About 40 mins to fix
    src/qinfer/tests/test_distributions.py on lines 154..159
    src/qinfer/tests/test_distributions.py on lines 421..426

    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 34.

    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

            assert_sigfigs_equal(1/12+4, samples[:,2].var(), 1)
    Severity: Major
    Found in src/qinfer/tests/test_distributions.py and 2 other locations - About 40 mins to fix
    src/qinfer/tests/test_distributions.py on lines 124..124
    src/qinfer/tests/test_distributions.py on lines 125..125

    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 34.

    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

        def test_gamma_n_rvs(self):
            """
            Distributions: Tests for expected number of RVS.
            """
            dist = GammaDistribution(alpha=10,beta=42)
    Severity: Major
    Found in src/qinfer/tests/test_distributions.py and 2 other locations - About 40 mins to fix
    src/qinfer/tests/test_distributions.py on lines 154..159
    src/qinfer/tests/test_distributions.py on lines 313..318

    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 34.

    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

    Missing whitespace after ','
    Open

            ranges = [[0,1],[0,2],[2,3]]
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            ranges = [[0,1],[0,2],[2,3]]
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Continuation line missing indentation or outdented
    Open

            1)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Continuation lines indentation.

    Continuation lines should align wrapped elements either vertically
    using Python's implicit line joining inside parentheses, brackets
    and braces, or using a hanging indent.
    
    When using a hanging indent these considerations should be applied:
    - there should be no arguments on the first line, and
    - further indentation should be used to clearly distinguish itself
      as a continuation line.
    
    Okay: a = (\n)
    E123: a = (\n    )
    
    Okay: a = (\n    42)
    E121: a = (\n   42)
    E122: a = (\n42)
    E123: a = (\n    42\n    )
    E124: a = (24,\n     42\n)
    E125: if (\n    b):\n    pass
    E126: a = (\n        42)
    E127: a = (24,\n      42)
    E128: a = (24,\n    42)
    E129: if (a or\n    b):\n    pass
    E131: a = (\n    42\n 24)

    Missing whitespace after ','
    Open

            COV = np.array([[1,0.2],[0.2,2]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

                np.round(scipy.stats.lognorm.var(1,3,2)),
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            ranges = [[0,1],[0,2],[2,3]]
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            alpha = [1,2,3,4]
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Expected 2 blank lines, found 1
    Open

    class TestBetaDistributions(DerandomizedTestCase):
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate top-level function and class definitions with two blank lines.

    Method definitions inside a class are separated by a single blank
    line.
    
    Extra blank lines may be used (sparingly) to separate groups of
    related functions.  Blank lines may be omitted between a bunch of
    related one-liners (e.g. a set of dummy implementations).
    
    Use blank lines in functions, sparingly, to indicate logical
    sections.
    
    Okay: def a():\n    pass\n\n\ndef b():\n    pass
    Okay: def a():\n    pass\n\n\nasync def b():\n    pass
    Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
    Okay: default = 1\nfoo = 1
    Okay: classify = 1\nfoo = 1
    
    E301: class Foo:\n    b = 0\n    def bar():\n        pass
    E302: def a():\n    pass\n\ndef b(n):\n    pass
    E302: def a():\n    pass\n\nasync def b(n):\n    pass
    E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
    E303: def a():\n\n\n\n    pass
    E304: @decorator\n\ndef a():\n    pass
    E305: def a():\n    pass\na()
    E306: def a():\n    def b():\n        pass\n    def c():\n        pass

    Blank line contains whitespace
    Open

            
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Trailing whitespace is superfluous.

    The warning returned varies on whether the line itself is blank,
    for easier filtering for those who want to indent their blank lines.
    
    Okay: spam(1)\n#
    W291: spam(1) \n#
    W293: class Foo(object):\n    \n    bang = 12

    Missing whitespace after ','
    Open

            dist = BetaBinomialDistribution(n, mean=mean,var=var)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            alpha = np.array([8,7,5,2,2])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            dist2 = MultivariateNormalDistribution(np.array([1,2]),np.array([[2,0],[0,3]]))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Expected 1 blank line before a nested definition, found 0
    Open

                @property
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate top-level function and class definitions with two blank lines.

    Method definitions inside a class are separated by a single blank
    line.
    
    Extra blank lines may be used (sparingly) to separate groups of
    related functions.  Blank lines may be omitted between a bunch of
    related one-liners (e.g. a set of dummy implementations).
    
    Use blank lines in functions, sparingly, to indicate logical
    sections.
    
    Okay: def a():\n    pass\n\n\ndef b():\n    pass
    Okay: def a():\n    pass\n\n\nasync def b():\n    pass
    Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
    Okay: default = 1\nfoo = 1
    Okay: classify = 1\nfoo = 1
    
    E301: class Foo:\n    b = 0\n    def bar():\n        pass
    E302: def a():\n    pass\n\ndef b(n):\n    pass
    E302: def a():\n    pass\n\nasync def b(n):\n    pass
    E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
    E303: def a():\n\n\n\n    pass
    E304: @decorator\n\ndef a():\n    pass
    E305: def a():\n    pass\na()
    E306: def a():\n    def b():\n        pass\n    def c():\n        pass

    Missing whitespace after ','
    Open

            assert_almost_equal(np.round(np.mean(sample1,axis=0)), 0)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            assert_almost_equal(np.round(np.mean(sample2,axis=0)), np.array([1,2]))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Expected 2 blank lines, found 1
    Open

    class TestNormalDistributions(DerandomizedTestCase):
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate top-level function and class definitions with two blank lines.

    Method definitions inside a class are separated by a single blank
    line.
    
    Extra blank lines may be used (sparingly) to separate groups of
    related functions.  Blank lines may be omitted between a bunch of
    related one-liners (e.g. a set of dummy implementations).
    
    Use blank lines in functions, sparingly, to indicate logical
    sections.
    
    Okay: def a():\n    pass\n\n\ndef b():\n    pass
    Okay: def a():\n    pass\n\n\nasync def b():\n    pass
    Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
    Okay: default = 1\nfoo = 1
    Okay: classify = 1\nfoo = 1
    
    E301: class Foo:\n    b = 0\n    def bar():\n        pass
    E302: def a():\n    pass\n\ndef b(n):\n    pass
    E302: def a():\n    pass\n\nasync def b(n):\n    pass
    E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
    E303: def a():\n\n\n\n    pass
    E304: @decorator\n\ndef a():\n    pass
    E305: def a():\n    pass\na()
    E306: def a():\n    def b():\n        pass\n    def c():\n        pass

    Missing whitespace after ','
    Open

            MU = np.array([0,1])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Expected 2 blank lines, found 1
    Open

    class TestConstantDistribution(DerandomizedTestCase):
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate top-level function and class definitions with two blank lines.

    Method definitions inside a class are separated by a single blank
    line.
    
    Extra blank lines may be used (sparingly) to separate groups of
    related functions.  Blank lines may be omitted between a bunch of
    related one-liners (e.g. a set of dummy implementations).
    
    Use blank lines in functions, sparingly, to indicate logical
    sections.
    
    Okay: def a():\n    pass\n\n\ndef b():\n    pass
    Okay: def a():\n    pass\n\n\nasync def b():\n    pass
    Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
    Okay: default = 1\nfoo = 1
    Okay: classify = 1\nfoo = 1
    
    E301: class Foo:\n    b = 0\n    def bar():\n        pass
    E302: def a():\n    pass\n\ndef b(n):\n    pass
    E302: def a():\n    pass\n\nasync def b(n):\n    pass
    E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
    E303: def a():\n\n\n\n    pass
    E304: @decorator\n\ndef a():\n    pass
    E305: def a():\n    pass\na()
    E306: def a():\n    def b():\n        pass\n    def c():\n        pass

    Missing whitespace after ','
    Open

            assert samples.shape == (100000,1)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Line too long (87 > 79 characters)
    Open

            dist2 = MultivariateNormalDistribution(np.array([1,2]),np.array([[2,0],[0,3]]))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Limit all lines to a maximum of 79 characters.

    There are still many devices around that are limited to 80 character
    lines; plus, limiting windows to 80 characters makes it possible to
    have several windows side-by-side.  The default wrapping on such
    devices looks ugly.  Therefore, please limit all lines to a maximum
    of 79 characters. For flowing long blocks of text (docstrings or
    comments), limiting the length to 72 characters is recommended.
    
    Reports error E501.

    Missing whitespace after ','
    Open

            means = np.array([1,2,3])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            vars = np.array([[[1,0.2],[0.2,2]],[[3,0.2],[0.2,2]],[[2,0.2],[0.2,2]]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            vars = np.array([[[1,0.2],[0.2,2]],[[3,0.2],[0.2,2]],[[2,0.2],[0.2,2]]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            assert(dist2.sample(3).shape == (3,dim))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            assert_almost_equal(dist.est_meanfn(lambda x: x**2),np.diag(cov) + mu**2, 0)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            cov = np.random.randn(dim,dim)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            COV = np.array([[1,0.2],[0.2,2]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            ranges = [[0,1],[0,2],[2,3]]
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Too many blank lines (3)
    Open

    class TestMVUniformDistribution(DerandomizedTestCase):
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate top-level function and class definitions with two blank lines.

    Method definitions inside a class are separated by a single blank
    line.
    
    Extra blank lines may be used (sparingly) to separate groups of
    related functions.  Blank lines may be omitted between a bunch of
    related one-liners (e.g. a set of dummy implementations).
    
    Use blank lines in functions, sparingly, to indicate logical
    sections.
    
    Okay: def a():\n    pass\n\n\ndef b():\n    pass
    Okay: def a():\n    pass\n\n\nasync def b():\n    pass
    Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
    Okay: default = 1\nfoo = 1
    Okay: classify = 1\nfoo = 1
    
    E301: class Foo:\n    b = 0\n    def bar():\n        pass
    E302: def a():\n    pass\n\ndef b(n):\n    pass
    E302: def a():\n    pass\n\nasync def b(n):\n    pass
    E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
    E303: def a():\n\n\n\n    pass
    E304: @decorator\n\ndef a():\n    pass
    E305: def a():\n    pass\na()
    E306: def a():\n    def b():\n        pass\n    def c():\n        pass

    Missing whitespace after ','
    Open

            assert_sigfigs_equal(1/12+4, samples[:,0].var(), 1)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            alpha = np.array([8,7,5,2,2])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Line too long (84 > 79 characters)
    Open

            Distributions: Checks that the discrete uniform dist. has the right moments.
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Limit all lines to a maximum of 79 characters.

    There are still many devices around that are limited to 80 character
    lines; plus, limiting windows to 80 characters makes it possible to
    have several windows side-by-side.  The default wrapping on such
    devices looks ugly.  Therefore, please limit all lines to a maximum
    of 79 characters. For flowing long blocks of text (docstrings or
    comments), limiting the length to 72 characters is recommended.
    
    Reports error E501.

    Line too long (96 > 79 characters)
    Open

            var = n * alpha * beta * (alpha + beta + n) / ((alpha + beta) ** 2 * (alpha + beta + 1))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Limit all lines to a maximum of 79 characters.

    There are still many devices around that are limited to 80 character
    lines; plus, limiting windows to 80 characters makes it possible to
    have several windows side-by-side.  The default wrapping on such
    devices looks ugly.  Therefore, please limit all lines to a maximum
    of 79 characters. For flowing long blocks of text (docstrings or
    comments), limiting the length to 72 characters is recommended.
    
    Reports error E501.

    Missing whitespace after ','
    Open

            dist = BetaBinomialDistribution(n, alpha=alpha,beta=beta)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace around operator
    Open

            var = alpha_np * (alpha_0 - alpha_np) / (alpha_0 **2 * (alpha_0+1))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Surround operators with a single space on either side.

    - Always surround these binary operators with a single space on
      either side: assignment (=), augmented assignment (+=, -= etc.),
      comparisons (==, <, >, !=, <=, >=, in, not in, is, is not),
      Booleans (and, or, not).
    
    - If operators with different priorities are used, consider adding
      whitespace around the operators with the lowest priorities.
    
    Okay: i = i + 1
    Okay: submitted += 1
    Okay: x = x * 2 - 1
    Okay: hypot2 = x * x + y * y
    Okay: c = (a + b) * (a - b)
    Okay: foo(bar, key='word', *args, **kwargs)
    Okay: alpha[:-i]
    
    E225: i=i+1
    E225: submitted +=1
    E225: x = x /2 - 1
    E225: z = x **y
    E225: z = 1and 1
    E226: c = (a+b) * (a-b)
    E226: hypot2 = x*x + y*y
    E227: c = a|b
    E228: msg = fmt%(errno, errmsg)

    Missing whitespace after ','
    Open

            dist = BetaBinomialDistribution(10, alpha=10,beta=42)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            dist2 = TestDist(MultivariateNormalDistribution(np.array([1,2]),np.array([[2,0],[0,3]])))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Blank line contains whitespace
    Open

            
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Trailing whitespace is superfluous.

    The warning returned varies on whether the line itself is blank,
    for easier filtering for those who want to indent their blank lines.
    
    Okay: spam(1)\n#
    W291: spam(1) \n#
    W293: class Foo(object):\n    \n    bang = 12

    Missing whitespace after ','
    Open

            z = np.mean(samples[:,2]) * np.array([[1,0],[0,1]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            z = np.mean(samples[:,2]) * np.array([[1,0],[0,1]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Too many blank lines (3)
    Open

    class TestGammaDistribution(DerandomizedTestCase):
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate top-level function and class definitions with two blank lines.

    Method definitions inside a class are separated by a single blank
    line.
    
    Extra blank lines may be used (sparingly) to separate groups of
    related functions.  Blank lines may be omitted between a bunch of
    related one-liners (e.g. a set of dummy implementations).
    
    Use blank lines in functions, sparingly, to indicate logical
    sections.
    
    Okay: def a():\n    pass\n\n\ndef b():\n    pass
    Okay: def a():\n    pass\n\n\nasync def b():\n    pass
    Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
    Okay: default = 1\nfoo = 1
    Okay: classify = 1\nfoo = 1
    
    E301: class Foo:\n    b = 0\n    def bar():\n        pass
    E302: def a():\n    pass\n\ndef b(n):\n    pass
    E302: def a():\n    pass\n\nasync def b(n):\n    pass
    E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
    E303: def a():\n\n\n\n    pass
    E304: @decorator\n\ndef a():\n    pass
    E305: def a():\n    pass\na()
    E306: def a():\n    def b():\n        pass\n    def c():\n        pass

    Line too long (90 > 79 characters)
    Open

                np.dot(weights, vars) + np.dot(weights, means**2) - np.dot(weights, means)**2,
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Limit all lines to a maximum of 79 characters.

    There are still many devices around that are limited to 80 character
    lines; plus, limiting windows to 80 characters makes it possible to
    have several windows side-by-side.  The default wrapping on such
    devices looks ugly.  Therefore, please limit all lines to a maximum
    of 79 characters. For flowing long blocks of text (docstrings or
    comments), limiting the length to 72 characters is recommended.
    
    Reports error E501.

    Line too long (80 > 79 characters)
    Open

            Distributions: Checks that the normal distribtion has the right moments.
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Limit all lines to a maximum of 79 characters.

    There are still many devices around that are limited to 80 character
    lines; plus, limiting windows to 80 characters makes it possible to
    have several windows side-by-side.  The default wrapping on such
    devices looks ugly.  Therefore, please limit all lines to a maximum
    of 79 characters. For flowing long blocks of text (docstrings or
    comments), limiting the length to 72 characters is recommended.
    
    Reports error E501.

    Missing whitespace after ','
    Open

            vars = np.array([[[1,0.2],[0.2,2]],[[3,0.2],[0.2,2]],[[2,0.2],[0.2,2]]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            assert(sample1.shape == (500,1))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            COV = np.array([[1,0.2],[0.2,2]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            y = np.mean(samples[:,1]) * np.array([[0,-1j],[1j,0]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Line too long (83 > 79 characters)
    Open

            Distributions: Checks that ``MVUniformDistribution`` has the right moments.
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Limit all lines to a maximum of 79 characters.

    There are still many devices around that are limited to 80 character
    lines; plus, limiting windows to 80 characters makes it possible to
    have several windows side-by-side.  The default wrapping on such
    devices looks ugly.  Therefore, please limit all lines to a maximum
    of 79 characters. For flowing long blocks of text (docstrings or
    comments), limiting the length to 72 characters is recommended.
    
    Reports error E501.

    Missing whitespace after ','
    Open

            dist = GammaDistribution(alpha=10,beta=42)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            y = np.mean(samples[:,1]) * np.array([[0,-1j],[1j,0]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Line too long (80 > 79 characters)
    Open

            vars = np.array([[[1,0.2],[0.2,2]],[[3,0.2],[0.2,2]],[[2,0.2],[0.2,2]]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Limit all lines to a maximum of 79 characters.

    There are still many devices around that are limited to 80 character
    lines; plus, limiting windows to 80 characters makes it possible to
    have several windows side-by-side.  The default wrapping on such
    devices looks ugly.  Therefore, please limit all lines to a maximum
    of 79 characters. For flowing long blocks of text (docstrings or
    comments), limiting the length to 72 characters is recommended.
    
    Reports error E501.

    Line too long (87 > 79 characters)
    Open

            dist2 = MultivariateNormalDistribution(np.array([1,2]),np.array([[2,0],[0,3]]))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Limit all lines to a maximum of 79 characters.

    There are still many devices around that are limited to 80 character
    lines; plus, limiting windows to 80 characters makes it possible to
    have several windows side-by-side.  The default wrapping on such
    devices looks ugly.  Therefore, please limit all lines to a maximum
    of 79 characters. For flowing long blocks of text (docstrings or
    comments), limiting the length to 72 characters is recommended.
    
    Reports error E501.

    Missing whitespace after ','
    Open

            unif = UniformDistribution([[0,1],[0,2]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            assert_almost_equal(np.round(np.var(samples[:,1])), 2)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Expected 2 blank lines, found 1
    Open

    class TestSingleSampleMixin(DerandomizedTestCase):
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate top-level function and class definitions with two blank lines.

    Method definitions inside a class are separated by a single blank
    line.
    
    Extra blank lines may be used (sparingly) to separate groups of
    related functions.  Blank lines may be omitted between a bunch of
    related one-liners (e.g. a set of dummy implementations).
    
    Use blank lines in functions, sparingly, to indicate logical
    sections.
    
    Okay: def a():\n    pass\n\n\ndef b():\n    pass
    Okay: def a():\n    pass\n\n\nasync def b():\n    pass
    Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
    Okay: default = 1\nfoo = 1
    Okay: classify = 1\nfoo = 1
    
    E301: class Foo:\n    b = 0\n    def bar():\n        pass
    E302: def a():\n    pass\n\ndef b(n):\n    pass
    E302: def a():\n    pass\n\nasync def b(n):\n    pass
    E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
    E303: def a():\n\n\n\n    pass
    E304: @decorator\n\ndef a():\n    pass
    E305: def a():\n    pass\na()
    E306: def a():\n    def b():\n        pass\n    def c():\n        pass

    Missing whitespace after ','
    Open

            dist2 = TestDist(MultivariateNormalDistribution(np.array([1,2]),np.array([[2,0],[0,3]])))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

                scipy.stats.lognorm.mean(1,3,2),
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Expected 2 blank lines, found 1
    Open

    class TestHaarUniform(DerandomizedTestCase):
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate top-level function and class definitions with two blank lines.

    Method definitions inside a class are separated by a single blank
    line.
    
    Extra blank lines may be used (sparingly) to separate groups of
    related functions.  Blank lines may be omitted between a bunch of
    related one-liners (e.g. a set of dummy implementations).
    
    Use blank lines in functions, sparingly, to indicate logical
    sections.
    
    Okay: def a():\n    pass\n\n\ndef b():\n    pass
    Okay: def a():\n    pass\n\n\nasync def b():\n    pass
    Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
    Okay: default = 1\nfoo = 1
    Okay: classify = 1\nfoo = 1
    
    E301: class Foo:\n    b = 0\n    def bar():\n        pass
    E302: def a():\n    pass\n\ndef b(n):\n    pass
    E302: def a():\n    pass\n\nasync def b(n):\n    pass
    E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
    E303: def a():\n\n\n\n    pass
    E304: @decorator\n\ndef a():\n    pass
    E305: def a():\n    pass\na()
    E306: def a():\n    def b():\n        pass\n    def c():\n        pass

    Missing whitespace after ','
    Open

            dist = BetaDistribution(alpha=10,beta=42)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

                dist_kw_args={'trunc': np.vstack([means-vars/5,means+vars/5]).T})
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            assert samples.shape == (1000000,1)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            means = np.array([[1,0],[2,0],[3,1]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Blank line contains whitespace
    Open

            
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Trailing whitespace is superfluous.

    The warning returned varies on whether the line itself is blank,
    for easier filtering for those who want to indent their blank lines.
    
    Okay: spam(1)\n#
    W291: spam(1) \n#
    W293: class Foo(object):\n    \n    bang = 12

    Missing whitespace after ','
    Open

            means = np.array([[1,0],[2,0],[3,1]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            dist = GammaDistribution(alpha=alpha,beta=beta)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            vars = np.array([[[1,0.2],[0.2,2]],[[3,0.2],[0.2,2]],[[2,0.2],[0.2,2]]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            assert samples.shape == (100000,1)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Line too long (80 > 79 characters)
    Open

            particle_locations = np.random.multivariate_normal(mu, cov, n_particles)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Limit all lines to a maximum of 79 characters.

    There are still many devices around that are limited to 80 character
    lines; plus, limiting windows to 80 characters makes it possible to
    have several windows side-by-side.  The default wrapping on such
    devices looks ugly.  Therefore, please limit all lines to a maximum
    of 79 characters. For flowing long blocks of text (docstrings or
    comments), limiting the length to 72 characters is recommended.
    
    Reports error E501.

    Expected 2 blank lines, found 1
    Open

    class TestProductDistribution(DerandomizedTestCase):
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate top-level function and class definitions with two blank lines.

    Method definitions inside a class are separated by a single blank
    line.
    
    Extra blank lines may be used (sparingly) to separate groups of
    related functions.  Blank lines may be omitted between a bunch of
    related one-liners (e.g. a set of dummy implementations).
    
    Use blank lines in functions, sparingly, to indicate logical
    sections.
    
    Okay: def a():\n    pass\n\n\ndef b():\n    pass
    Okay: def a():\n    pass\n\n\nasync def b():\n    pass
    Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
    Okay: default = 1\nfoo = 1
    Okay: classify = 1\nfoo = 1
    
    E301: class Foo:\n    b = 0\n    def bar():\n        pass
    E302: def a():\n    pass\n\ndef b(n):\n    pass
    E302: def a():\n    pass\n\nasync def b(n):\n    pass
    E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
    E303: def a():\n\n\n\n    pass
    E304: @decorator\n\ndef a():\n    pass
    E305: def a():\n    pass\na()
    E306: def a():\n    def b():\n        pass\n    def c():\n        pass

    Expected 2 blank lines, found 1
    Open

    class TestConstrainedSumDistribution(DerandomizedTestCase):
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate top-level function and class definitions with two blank lines.

    Method definitions inside a class are separated by a single blank
    line.
    
    Extra blank lines may be used (sparingly) to separate groups of
    related functions.  Blank lines may be omitted between a bunch of
    related one-liners (e.g. a set of dummy implementations).
    
    Use blank lines in functions, sparingly, to indicate logical
    sections.
    
    Okay: def a():\n    pass\n\n\ndef b():\n    pass
    Okay: def a():\n    pass\n\n\nasync def b():\n    pass
    Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
    Okay: default = 1\nfoo = 1
    Okay: classify = 1\nfoo = 1
    
    E301: class Foo:\n    b = 0\n    def bar():\n        pass
    E302: def a():\n    pass\n\ndef b(n):\n    pass
    E302: def a():\n    pass\n\nasync def b(n):\n    pass
    E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
    E303: def a():\n\n\n\n    pass
    E304: @decorator\n\ndef a():\n    pass
    E305: def a():\n    pass\na()
    E306: def a():\n    def b():\n        pass\n    def c():\n        pass

    Missing whitespace after ','
    Open

            unif = UniformDistribution([[0,1],[0,1]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            dist2 = MultivariateNormalDistribution(np.array([1,2]),np.array([[2,0],[0,3]]))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            unif = UniformDistribution([[0,1],[0,1]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            dist2 = MultivariateNormalDistribution(np.array([1,2]),np.array([[2,0],[0,3]]))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            x = np.mean(samples[:,0]) * np.array([[0,1],[1,0]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            cov = np.dot(cov,cov.T)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            assert_almost_equal(COV, np.cov(samples[:,0],samples[:,1]), 1)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            dist = GammaDistribution(mean=mean,var=var)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Line too long (97 > 79 characters)
    Open

            dist2 = TestDist(MultivariateNormalDistribution(np.array([1,2]),np.array([[2,0],[0,3]])))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Limit all lines to a maximum of 79 characters.

    There are still many devices around that are limited to 80 character
    lines; plus, limiting windows to 80 characters makes it possible to
    have several windows side-by-side.  The default wrapping on such
    devices looks ugly.  Therefore, please limit all lines to a maximum
    of 79 characters. For flowing long blocks of text (docstrings or
    comments), limiting the length to 72 characters is recommended.
    
    Reports error E501.

    Missing whitespace after ','
    Open

            means = np.array([1,2,3])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Continuation line under-indented for visual indent
    Open

                dist_args=np.vstack([means,vars]).T)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Continuation lines indentation.

    Continuation lines should align wrapped elements either vertically
    using Python's implicit line joining inside parentheses, brackets
    and braces, or using a hanging indent.
    
    When using a hanging indent these considerations should be applied:
    - there should be no arguments on the first line, and
    - further indentation should be used to clearly distinguish itself
      as a continuation line.
    
    Okay: a = (\n)
    E123: a = (\n    )
    
    Okay: a = (\n    42)
    E121: a = (\n   42)
    E122: a = (\n42)
    E123: a = (\n    42\n    )
    E124: a = (24,\n     42\n)
    E125: if (\n    b):\n    pass
    E126: a = (\n        42)
    E127: a = (24,\n      42)
    E128: a = (24,\n    42)
    E129: if (a or\n    b):\n    pass
    E131: a = (\n    42\n 24)

    Missing whitespace after ','
    Open

                dist_args=np.vstack([means,vars]).T,
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            vars = np.array([[[1,0.2],[0.2,2]],[[3,0.2],[0.2,2]],[[2,0.2],[0.2,2]]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            cov = np.dot(cov,cov.T)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Line too long (80 > 79 characters)
    Open

            particle_locations = np.random.multivariate_normal(mu, cov, n_particles)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Limit all lines to a maximum of 79 characters.

    There are still many devices around that are limited to 80 character
    lines; plus, limiting windows to 80 characters makes it possible to
    have several windows side-by-side.  The default wrapping on such
    devices looks ugly.  Therefore, please limit all lines to a maximum
    of 79 characters. For flowing long blocks of text (docstrings or
    comments), limiting the length to 72 characters is recommended.
    
    Reports error E501.

    Missing whitespace after ','
    Open

            MU = np.array([0,1])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            COV = np.array([[1,0.2],[0.2,2]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            alpha = [1,2,3,4]
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            assert_almost_equal(np.round(np.mean(samples, axis=0)), np.array([0,1,2]))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            assert_almost_equal(np.round(np.var(samples[:,2])), 3)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            assert(sample2.shape == (500,2))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            z = np.mean(samples[:,2]) * np.array([[1,0],[0,1]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            z = np.mean(samples[:,2]) * np.array([[1,0],[0,1]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

                dist_args=np.vstack([means,vars]).T)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Continuation line under-indented for visual indent
    Open

                dist_args=np.vstack([means,vars]).T,
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Continuation lines indentation.

    Continuation lines should align wrapped elements either vertically
    using Python's implicit line joining inside parentheses, brackets
    and braces, or using a hanging indent.
    
    When using a hanging indent these considerations should be applied:
    - there should be no arguments on the first line, and
    - further indentation should be used to clearly distinguish itself
      as a continuation line.
    
    Okay: a = (\n)
    E123: a = (\n    )
    
    Okay: a = (\n    42)
    E121: a = (\n   42)
    E122: a = (\n42)
    E123: a = (\n    42\n    )
    E124: a = (24,\n     42\n)
    E125: if (\n    b):\n    pass
    E126: a = (\n        42)
    E127: a = (24,\n      42)
    E128: a = (24,\n    42)
    E129: if (a or\n    b):\n    pass
    E131: a = (\n    42\n 24)

    Missing whitespace after ','
    Open

            vars = np.array([[[1,0.2],[0.2,2]],[[3,0.2],[0.2,2]],[[2,0.2],[0.2,2]]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            vars = np.array([[[1,0.2],[0.2,2]],[[3,0.2],[0.2,2]],[[2,0.2],[0.2,2]]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            unif = UniformDistribution([[0,1],[0,2]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            assert_almost_equal(COV, np.cov(samples[:,0],samples[:,1]), 1)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            ranges = [[0,1],[0,2],[2,3]]
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Expected 2 blank lines, found 1
    Open

    class TestLogNormalDistribution(DerandomizedTestCase):
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate top-level function and class definitions with two blank lines.

    Method definitions inside a class are separated by a single blank
    line.
    
    Extra blank lines may be used (sparingly) to separate groups of
    related functions.  Blank lines may be omitted between a bunch of
    related one-liners (e.g. a set of dummy implementations).
    
    Use blank lines in functions, sparingly, to indicate logical
    sections.
    
    Okay: def a():\n    pass\n\n\ndef b():\n    pass
    Okay: def a():\n    pass\n\n\nasync def b():\n    pass
    Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
    Okay: default = 1\nfoo = 1
    Okay: classify = 1\nfoo = 1
    
    E301: class Foo:\n    b = 0\n    def bar():\n        pass
    E302: def a():\n    pass\n\ndef b(n):\n    pass
    E302: def a():\n    pass\n\nasync def b(n):\n    pass
    E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
    E303: def a():\n\n\n\n    pass
    E304: @decorator\n\ndef a():\n    pass
    E305: def a():\n    pass\na()
    E306: def a():\n    def b():\n        pass\n    def c():\n        pass

    Missing whitespace after ','
    Open

                scipy.stats.lognorm.mean(1,3,2),
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            dist = BetaDistribution(mean=mean,var=var)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Blank line contains whitespace
    Open

            
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Trailing whitespace is superfluous.

    The warning returned varies on whether the line itself is blank,
    for easier filtering for those who want to indent their blank lines.
    
    Okay: spam(1)\n#
    W291: spam(1) \n#
    W293: class Foo(object):\n    \n    bang = 12

    Missing whitespace after ','
    Open

            assert samples.shape == (100000,1)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            dist2 = MultivariateNormalDistribution(np.array([1,2]),np.array([[2,0],[0,3]]))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            dist2 = MultivariateNormalDistribution(np.array([1,2]),np.array([[2,0],[0,3]]))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            dist2 = MultivariateNormalDistribution(np.array([1,2]),np.array([[2,0],[0,3]]))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            dist2 = TestDist(MultivariateNormalDistribution(np.array([1,2]),np.array([[2,0],[0,3]])))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            y = np.mean(samples[:,1]) * np.array([[0,-1j],[1j,0]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Block comment should start with '# '
    Open

            #TODO: test that est_kl_divergence does more than not fail
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate inline comments by at least two spaces.

    An inline comment is a comment on the same line as a statement.
    Inline comments should be separated by at least two spaces from the
    statement. They should start with a # and a single space.
    
    Each line of a block comment starts with a # and a single space
    (unless it is indented text inside the comment).
    
    Okay: x = x + 1  # Increment x
    Okay: x = x + 1    # Increment x
    Okay: # Block comment
    E261: x = x + 1 # Increment x
    E262: x = x + 1  #Increment x
    E262: x = x + 1  #  Increment x
    E265: #Block comment
    E266: ### Block comment

    Expected 1 blank line before a nested definition, found 0
    Open

            class FakeModel(object):
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate top-level function and class definitions with two blank lines.

    Method definitions inside a class are separated by a single blank
    line.
    
    Extra blank lines may be used (sparingly) to separate groups of
    related functions.  Blank lines may be omitted between a bunch of
    related one-liners (e.g. a set of dummy implementations).
    
    Use blank lines in functions, sparingly, to indicate logical
    sections.
    
    Okay: def a():\n    pass\n\n\ndef b():\n    pass
    Okay: def a():\n    pass\n\n\nasync def b():\n    pass
    Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
    Okay: default = 1\nfoo = 1
    Okay: classify = 1\nfoo = 1
    
    E301: class Foo:\n    b = 0\n    def bar():\n        pass
    E302: def a():\n    pass\n\ndef b(n):\n    pass
    E302: def a():\n    pass\n\nasync def b(n):\n    pass
    E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
    E303: def a():\n\n\n\n    pass
    E304: @decorator\n\ndef a():\n    pass
    E305: def a():\n    pass\na()
    E306: def a():\n    def b():\n        pass\n    def c():\n        pass

    At least two spaces before inline comment
    Open

    from __future__ import division # Ensures that a/b is always a float.
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate inline comments by at least two spaces.

    An inline comment is a comment on the same line as a statement.
    Inline comments should be separated by at least two spaces from the
    statement. They should start with a # and a single space.
    
    Each line of a block comment starts with a # and a single space
    (unless it is indented text inside the comment).
    
    Okay: x = x + 1  # Increment x
    Okay: x = x + 1    # Increment x
    Okay: # Block comment
    E261: x = x + 1 # Increment x
    E262: x = x + 1  #Increment x
    E262: x = x + 1  #  Increment x
    E265: #Block comment
    E266: ### Block comment

    Missing whitespace after ','
    Open

            COV = np.array([[1,0.2],[0.2,2]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Block comment should start with '# '
    Open

        #TODO
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate inline comments by at least two spaces.

    An inline comment is a comment on the same line as a statement.
    Inline comments should be separated by at least two spaces from the
    statement. They should start with a # and a single space.
    
    Each line of a block comment starts with a # and a single space
    (unless it is indented text inside the comment).
    
    Okay: x = x + 1  # Increment x
    Okay: x = x + 1    # Increment x
    Okay: # Block comment
    E261: x = x + 1 # Increment x
    E262: x = x + 1  #Increment x
    E262: x = x + 1  #  Increment x
    E265: #Block comment
    E266: ### Block comment

    Line too long (81 > 79 characters)
    Open

            Distributions: Checks that the univ. uniform dist. has the right moments.
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Limit all lines to a maximum of 79 characters.

    There are still many devices around that are limited to 80 character
    lines; plus, limiting windows to 80 characters makes it possible to
    have several windows side-by-side.  The default wrapping on such
    devices looks ugly.  Therefore, please limit all lines to a maximum
    of 79 characters. For flowing long blocks of text (docstrings or
    comments), limiting the length to 72 characters is recommended.
    
    Reports error E501.

    Missing whitespace after ','
    Open

            alpha = np.array([8,7,5,2,2])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            dist2 = MultivariateNormalDistribution(np.array([1,2]),np.array([[2,0],[0,3]]))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Line too long (82 > 79 characters)
    Open

            assert_almost_equal(np.round(np.mean(samples, axis=0)), np.array([0,1,2]))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Limit all lines to a maximum of 79 characters.

    There are still many devices around that are limited to 80 character
    lines; plus, limiting windows to 80 characters makes it possible to
    have several windows side-by-side.  The default wrapping on such
    devices looks ugly.  Therefore, please limit all lines to a maximum
    of 79 characters. For flowing long blocks of text (docstrings or
    comments), limiting the length to 72 characters is recommended.
    
    Reports error E501.

    Missing whitespace after ','
    Open

            x = np.mean(samples[:,0]) * np.array([[0,1],[1,0]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            means = np.array([1,2,3])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            means = np.array([1,2,3])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Expected 2 blank lines, found 1
    Open

    class TestPostselectedDistribution(DerandomizedTestCase):
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate top-level function and class definitions with two blank lines.

    Method definitions inside a class are separated by a single blank
    line.
    
    Extra blank lines may be used (sparingly) to separate groups of
    related functions.  Blank lines may be omitted between a bunch of
    related one-liners (e.g. a set of dummy implementations).
    
    Use blank lines in functions, sparingly, to indicate logical
    sections.
    
    Okay: def a():\n    pass\n\n\ndef b():\n    pass
    Okay: def a():\n    pass\n\n\nasync def b():\n    pass
    Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
    Okay: default = 1\nfoo = 1
    Okay: classify = 1\nfoo = 1
    
    E301: class Foo:\n    b = 0\n    def bar():\n        pass
    E302: def a():\n    pass\n\ndef b(n):\n    pass
    E302: def a():\n    pass\n\nasync def b(n):\n    pass
    E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
    E303: def a():\n\n\n\n    pass
    E304: @decorator\n\ndef a():\n    pass
    E305: def a():\n    pass\na()
    E306: def a():\n    def b():\n        pass\n    def c():\n        pass

    Expected 1 blank line before a nested definition, found 0
    Open

            class FakeModel(object):
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate top-level function and class definitions with two blank lines.

    Method definitions inside a class are separated by a single blank
    line.
    
    Extra blank lines may be used (sparingly) to separate groups of
    related functions.  Blank lines may be omitted between a bunch of
    related one-liners (e.g. a set of dummy implementations).
    
    Use blank lines in functions, sparingly, to indicate logical
    sections.
    
    Okay: def a():\n    pass\n\n\ndef b():\n    pass
    Okay: def a():\n    pass\n\n\nasync def b():\n    pass
    Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
    Okay: default = 1\nfoo = 1
    Okay: classify = 1\nfoo = 1
    
    E301: class Foo:\n    b = 0\n    def bar():\n        pass
    E302: def a():\n    pass\n\ndef b(n):\n    pass
    E302: def a():\n    pass\n\nasync def b(n):\n    pass
    E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
    E303: def a():\n\n\n\n    pass
    E304: @decorator\n\ndef a():\n    pass
    E305: def a():\n    pass\na()
    E306: def a():\n    def b():\n        pass\n    def c():\n        pass

    Missing whitespace after ','
    Open

            unif = UniformDistribution([[0,1],[0,1]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Too many blank lines (2)
    Open

        def test_constrained_sum_n_rvs(self):
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate top-level function and class definitions with two blank lines.

    Method definitions inside a class are separated by a single blank
    line.
    
    Extra blank lines may be used (sparingly) to separate groups of
    related functions.  Blank lines may be omitted between a bunch of
    related one-liners (e.g. a set of dummy implementations).
    
    Use blank lines in functions, sparingly, to indicate logical
    sections.
    
    Okay: def a():\n    pass\n\n\ndef b():\n    pass
    Okay: def a():\n    pass\n\n\nasync def b():\n    pass
    Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
    Okay: default = 1\nfoo = 1
    Okay: classify = 1\nfoo = 1
    
    E301: class Foo:\n    b = 0\n    def bar():\n        pass
    E302: def a():\n    pass\n\ndef b(n):\n    pass
    E302: def a():\n    pass\n\nasync def b(n):\n    pass
    E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
    E303: def a():\n\n\n\n    pass
    E304: @decorator\n\ndef a():\n    pass
    E305: def a():\n    pass\na()
    E306: def a():\n    def b():\n        pass\n    def c():\n        pass

    Expected 2 blank lines, found 1
    Open

    class TestSlantedNormalDistribution(DerandomizedTestCase):
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate top-level function and class definitions with two blank lines.

    Method definitions inside a class are separated by a single blank
    line.
    
    Extra blank lines may be used (sparingly) to separate groups of
    related functions.  Blank lines may be omitted between a bunch of
    related one-liners (e.g. a set of dummy implementations).
    
    Use blank lines in functions, sparingly, to indicate logical
    sections.
    
    Okay: def a():\n    pass\n\n\ndef b():\n    pass
    Okay: def a():\n    pass\n\n\nasync def b():\n    pass
    Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
    Okay: default = 1\nfoo = 1
    Okay: classify = 1\nfoo = 1
    
    E301: class Foo:\n    b = 0\n    def bar():\n        pass
    E302: def a():\n    pass\n\ndef b(n):\n    pass
    E302: def a():\n    pass\n\nasync def b(n):\n    pass
    E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
    E303: def a():\n\n\n\n    pass
    E304: @decorator\n\ndef a():\n    pass
    E305: def a():\n    pass\na()
    E306: def a():\n    def b():\n        pass\n    def c():\n        pass

    Missing whitespace after ','
    Open

            dist = BetaDistribution(alpha=alpha,beta=beta)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            assert_almost_equal(np.round(np.var(samples[:,0])), 1)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            dist1 = NormalDistribution(0,1)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            dist1 = TestDist(NormalDistribution(0,1))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            dist2 = TestDist(MultivariateNormalDistribution(np.array([1,2]),np.array([[2,0],[0,3]])))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Line too long (90 > 79 characters)
    Open

                np.dot(weights, vars) + np.dot(weights, means**2) - np.dot(weights, means)**2,
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Limit all lines to a maximum of 79 characters.

    There are still many devices around that are limited to 80 character
    lines; plus, limiting windows to 80 characters makes it possible to
    have several windows side-by-side.  The default wrapping on such
    devices looks ugly.  Therefore, please limit all lines to a maximum
    of 79 characters. For flowing long blocks of text (docstrings or
    comments), limiting the length to 72 characters is recommended.
    
    Reports error E501.

    Missing whitespace after ','
    Open

            vars = np.array([[[1,0.2],[0.2,2]],[[3,0.2],[0.2,2]],[[2,0.2],[0.2,2]]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            cov = np.dot(cov,cov.T)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            assert_sigfigs_equal(4/12+4, samples[:,1].var(), 1)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            assert_sigfigs_equal(5/(36*7), samples[:,3].var(), 2)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            assert_almost_equal(np.round(np.mean(samples, axis=0)), np.array([0,1,2]))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            dist2 = MultivariateNormalDistribution(np.array([1,2]),np.array([[2,0],[0,3]]))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            assert_almost_equal(np.round(np.mean(sample2,axis=0)), np.array([1,2]))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Line too long (90 > 79 characters)
    Open

                np.dot(weights, vars) + np.dot(weights, means**2) - np.dot(weights, means)**2,
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Limit all lines to a maximum of 79 characters.

    There are still many devices around that are limited to 80 character
    lines; plus, limiting windows to 80 characters makes it possible to
    have several windows side-by-side.  The default wrapping on such
    devices looks ugly.  Therefore, please limit all lines to a maximum
    of 79 characters. For flowing long blocks of text (docstrings or
    comments), limiting the length to 72 characters is recommended.
    
    Reports error E501.

    Missing whitespace after ','
    Open

            means = np.array([[1,0],[2,0],[3,1]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Expected 2 blank lines, found 1
    Open

    class TestParticleDistribution(DerandomizedTestCase):
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate top-level function and class definitions with two blank lines.

    Method definitions inside a class are separated by a single blank
    line.
    
    Extra blank lines may be used (sparingly) to separate groups of
    related functions.  Blank lines may be omitted between a bunch of
    related one-liners (e.g. a set of dummy implementations).
    
    Use blank lines in functions, sparingly, to indicate logical
    sections.
    
    Okay: def a():\n    pass\n\n\ndef b():\n    pass
    Okay: def a():\n    pass\n\n\nasync def b():\n    pass
    Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
    Okay: default = 1\nfoo = 1
    Okay: classify = 1\nfoo = 1
    
    E301: class Foo:\n    b = 0\n    def bar():\n        pass
    E302: def a():\n    pass\n\ndef b(n):\n    pass
    E302: def a():\n    pass\n\nasync def b(n):\n    pass
    E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
    E303: def a():\n\n\n\n    pass
    E304: @decorator\n\ndef a():\n    pass
    E305: def a():\n    pass\na()
    E306: def a():\n    def b():\n        pass\n    def c():\n        pass

    Missing whitespace after ','
    Open

            unif = UniformDistribution([[0,1],[0,2]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            assert_almost_equal(COV, np.cov(samples[:,0],samples[:,1]), 1)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace around operator
    Open

            var = alpha_np * (alpha_0 - alpha_np) / (alpha_0 **2 * (alpha_0+1))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Surround operators with a single space on either side.

    - Always surround these binary operators with a single space on
      either side: assignment (=), augmented assignment (+=, -= etc.),
      comparisons (==, <, >, !=, <=, >=, in, not in, is, is not),
      Booleans (and, or, not).
    
    - If operators with different priorities are used, consider adding
      whitespace around the operators with the lowest priorities.
    
    Okay: i = i + 1
    Okay: submitted += 1
    Okay: x = x * 2 - 1
    Okay: hypot2 = x * x + y * y
    Okay: c = (a + b) * (a - b)
    Okay: foo(bar, key='word', *args, **kwargs)
    Okay: alpha[:-i]
    
    E225: i=i+1
    E225: submitted +=1
    E225: x = x /2 - 1
    E225: z = x **y
    E225: z = 1and 1
    E226: c = (a+b) * (a-b)
    E226: hypot2 = x*x + y*y
    E227: c = a|b
    E228: msg = fmt%(errno, errmsg)

    Missing whitespace after ','
    Open

            dist1 = NormalDistribution(0,1)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            dist2 = TestDist(MultivariateNormalDistribution(np.array([1,2]),np.array([[2,0],[0,3]])))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            y = np.mean(samples[:,1]) * np.array([[0,-1j],[1j,0]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            vars = np.array([[[1,0.2],[0.2,2]],[[3,0.2],[0.2,2]],[[2,0.2],[0.2,2]]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            cov = np.random.randn(dim,dim)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Line too long (84 > 79 characters)
    Open

            assert_almost_equal(dist.est_meanfn(lambda x: x**2),np.diag(cov) + mu**2, 0)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Limit all lines to a maximum of 79 characters.

    There are still many devices around that are limited to 80 character
    lines; plus, limiting windows to 80 characters makes it possible to
    have several windows side-by-side.  The default wrapping on such
    devices looks ugly.  Therefore, please limit all lines to a maximum
    of 79 characters. For flowing long blocks of text (docstrings or
    comments), limiting the length to 72 characters is recommended.
    
    Reports error E501.

    Missing whitespace after ','
    Open

            COV = np.array([[1,0.2],[0.2,2]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Expected 1 blank line before a nested definition, found 0
    Open

            class FakeModel(object):
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate top-level function and class definitions with two blank lines.

    Method definitions inside a class are separated by a single blank
    line.
    
    Extra blank lines may be used (sparingly) to separate groups of
    related functions.  Blank lines may be omitted between a bunch of
    related one-liners (e.g. a set of dummy implementations).
    
    Use blank lines in functions, sparingly, to indicate logical
    sections.
    
    Okay: def a():\n    pass\n\n\ndef b():\n    pass
    Okay: def a():\n    pass\n\n\nasync def b():\n    pass
    Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
    Okay: default = 1\nfoo = 1
    Okay: classify = 1\nfoo = 1
    
    E301: class Foo:\n    b = 0\n    def bar():\n        pass
    E302: def a():\n    pass\n\ndef b(n):\n    pass
    E302: def a():\n    pass\n\nasync def b(n):\n    pass
    E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
    E303: def a():\n\n\n\n    pass
    E304: @decorator\n\ndef a():\n    pass
    E305: def a():\n    pass\na()
    E306: def a():\n    def b():\n        pass\n    def c():\n        pass

    Missing whitespace after ','
    Open

            assert_sigfigs_equal(1/12+4, samples[:,2].var(), 1)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

                np.round(scipy.stats.lognorm.var(1,3,2)),
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Expected 2 blank lines, found 1
    Open

    class TestDirichletDistribution(DerandomizedTestCase):
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate top-level function and class definitions with two blank lines.

    Method definitions inside a class are separated by a single blank
    line.
    
    Extra blank lines may be used (sparingly) to separate groups of
    related functions.  Blank lines may be omitted between a bunch of
    related one-liners (e.g. a set of dummy implementations).
    
    Use blank lines in functions, sparingly, to indicate logical
    sections.
    
    Okay: def a():\n    pass\n\n\ndef b():\n    pass
    Okay: def a():\n    pass\n\n\nasync def b():\n    pass
    Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
    Okay: default = 1\nfoo = 1
    Okay: classify = 1\nfoo = 1
    
    E301: class Foo:\n    b = 0\n    def bar():\n        pass
    E302: def a():\n    pass\n\ndef b(n):\n    pass
    E302: def a():\n    pass\n\nasync def b(n):\n    pass
    E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
    E303: def a():\n\n\n\n    pass
    E304: @decorator\n\ndef a():\n    pass
    E305: def a():\n    pass\na()
    E306: def a():\n    def b():\n        pass\n    def c():\n        pass

    Missing whitespace after ','
    Open

            alpha = [1,2,3,4]
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            dist2 = MultivariateNormalDistribution(np.array([1,2]),np.array([[2,0],[0,3]]))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            dist2 = MultivariateNormalDistribution(np.array([1,2]),np.array([[2,0],[0,3]]))
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Expected 1 blank line before a nested definition, found 0
    Open

                def _sample(self):
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate top-level function and class definitions with two blank lines.

    Method definitions inside a class are separated by a single blank
    line.
    
    Extra blank lines may be used (sparingly) to separate groups of
    related functions.  Blank lines may be omitted between a bunch of
    related one-liners (e.g. a set of dummy implementations).
    
    Use blank lines in functions, sparingly, to indicate logical
    sections.
    
    Okay: def a():\n    pass\n\n\ndef b():\n    pass
    Okay: def a():\n    pass\n\n\nasync def b():\n    pass
    Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
    Okay: default = 1\nfoo = 1
    Okay: classify = 1\nfoo = 1
    
    E301: class Foo:\n    b = 0\n    def bar():\n        pass
    E302: def a():\n    pass\n\ndef b(n):\n    pass
    E302: def a():\n    pass\n\nasync def b(n):\n    pass
    E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
    E303: def a():\n\n\n\n    pass
    E304: @decorator\n\ndef a():\n    pass
    E305: def a():\n    pass\na()
    E306: def a():\n    def b():\n        pass\n    def c():\n        pass

    Missing whitespace after ','
    Open

            x = np.mean(samples[:,0]) * np.array([[0,1],[1,0]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            x = np.mean(samples[:,0]) * np.array([[0,1],[1,0]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            assert_almost_equal(rho, np.zeros((2,2)), 2)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            unif = UniformDistribution([[0,1],[0,2]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            assert samples.shape == (100000,1)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            assert samples.shape == (1000000,1)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            alpha = np.array([8,7,5,2,2])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            unif = UniformDistribution([[0,1],[0,2]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            means = np.array([[1,0],[2,0],[3,1]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            vars = np.array([[[1,0.2],[0.2,2]],[[3,0.2],[0.2,2]],[[2,0.2],[0.2,2]]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            vars = np.array([[[1,0.2],[0.2,2]],[[3,0.2],[0.2,2]],[[2,0.2],[0.2,2]]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Too many blank lines (3)
    Open

    class TestInterpolatedUnivariateDistribution(DerandomizedTestCase):
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Separate top-level function and class definitions with two blank lines.

    Method definitions inside a class are separated by a single blank
    line.
    
    Extra blank lines may be used (sparingly) to separate groups of
    related functions.  Blank lines may be omitted between a bunch of
    related one-liners (e.g. a set of dummy implementations).
    
    Use blank lines in functions, sparingly, to indicate logical
    sections.
    
    Okay: def a():\n    pass\n\n\ndef b():\n    pass
    Okay: def a():\n    pass\n\n\nasync def b():\n    pass
    Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
    Okay: default = 1\nfoo = 1
    Okay: classify = 1\nfoo = 1
    
    E301: class Foo:\n    b = 0\n    def bar():\n        pass
    E302: def a():\n    pass\n\ndef b(n):\n    pass
    E302: def a():\n    pass\n\nasync def b(n):\n    pass
    E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
    E303: def a():\n\n\n\n    pass
    E304: @decorator\n\ndef a():\n    pass
    E305: def a():\n    pass\na()
    E306: def a():\n    def b():\n        pass\n    def c():\n        pass

    Missing whitespace after ','
    Open

            means = np.array([[1,0],[2,0],[3,1]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            cov = np.random.randn(dim,dim)
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

    Missing whitespace after ','
    Open

            unif = UniformDistribution([[0,1],[0,2]])
    Severity: Minor
    Found in src/qinfer/tests/test_distributions.py by pep8

    Each comma, semicolon or colon should be followed by whitespace.

    Okay: [a, b]
    Okay: (3,)
    Okay: a[1:4]
    Okay: a[:4]
    Okay: a[1:]
    Okay: a[1:4:2]
    E231: ['a','b']
    E231: foo(bar,baz)
    E231: [{'a':'b'}]

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