************* Module setup
W: 34, 0: FIXME revert when done uploading the first version to PyPI (fixme)
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    version=version,
    ^ | (bad-continuation)
C: 40, 0: Wrong continued indentation (add 2 spaces).
    description="SMPyBandits: Open-Source Python package for Single- and Multi-Players multi-armed Bandits algorithms.",
    ^ | (bad-continuation)
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    long_description=long_description,
    ^ | (bad-continuation)
C: 42, 0: Wrong continued indentation (add 2 spaces).
    author="Lilian Besson",
    ^ | (bad-continuation)
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    author_email="naereen AT crans DOT org".replace(" AT ", "@").replace(" DOT ", "."),
    ^ | (bad-continuation)
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    url="https://github.com/SMPyBandits/SMPyBandits/",
    ^ | (bad-continuation)
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    download_url="https://github.com/SMPyBandits/SMPyBandits/releases/",
    ^ | (bad-continuation)
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    license="MIT",
    ^ | (bad-continuation)
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    platforms=["GNU/Linux"],
    ^ | (bad-continuation)
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    # https://pypi.python.org/pypi?%3Aaction=list_classifiers
    ^ | (bad-continuation)
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    classifiers=[
    ^ | (bad-continuation)
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    keywords="multi-arm-bandits simulations learning-theory centralized-algorithms decentralized-algorithms cognitive-radio",
    ^ | (bad-continuation)
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    # py_modules=["SMPyBandits"],
    ^ | (bad-continuation)
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    packages=[
    ^ | (bad-continuation)
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    install_requires=[
    ^ | (bad-continuation)
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    extras_require={
    ^ | (bad-continuation)
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    package_data={
    ^ | (bad-continuation)
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    project_urls={  # Optional
    ^ | (bad-continuation)
C:106, 0: Wrong continued indentation (add 5 spaces).
)
^    | (bad-continuation)
W: 14, 0: Redefining built-in 'open' (redefined-builtin)
W: 12, 0: Unused find_packages imported from setuptools (unused-import)
C: 14, 0: standard import "from codecs import open" should be placed before "from setuptools import setup, find_packages" (wrong-import-order)
C: 15, 0: standard import "from os import path" should be placed before "from setuptools import setup, find_packages" (wrong-import-order)
************* Module conf
C:286, 0: Wrong hanging indentation (remove 4 spaces).
                # 'url_resolver': lambda url: github_doc_root + url,
            |   ^ (bad-continuation)
C:288, 0: Wrong hanging indentation (remove 4 spaces).
                'enable_math': True,
            |   ^ (bad-continuation)
C:289, 0: Wrong hanging indentation (remove 4 spaces).
                'enable_inline_math': True,
            |   ^ (bad-continuation)
W:144, 0: Redefining built-in 'copyright' (redefined-builtin)
C:231, 8: Missing function docstring (missing-docstring)
W:231,35: Unused argument 'pagename' (unused-argument)
W:231,45: Unused argument 'templatename' (unused-argument)
W:231,68: Unused argument 'doctree' (unused-argument)
C:250, 8: Missing function docstring (missing-docstring)
C:254, 8: Missing function docstring (missing-docstring)
E:284, 4: function already defined line 254 (function-redefined)
C:284, 4: Missing function docstring (missing-docstring)
W:222, 8: Unused import sphinxcontrib.googleanalytics (unused-import)
C:229, 8: Imports from package sphinx are not grouped (ungrouped-imports)
************* Module BlackBox_Bayesian_Optimization_for_Bandit_problems
C:  9, 0: Trailing whitespace (trailing-whitespace)
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C: 13, 0: Trailing whitespace (trailing-whitespace)
C: 15, 0: Trailing whitespace (trailing-whitespace)
C: 88, 0: Trailing whitespace (trailing-whitespace)
C: 90, 0: Trailing whitespace (trailing-whitespace)
C: 92, 0: Trailing whitespace (trailing-whitespace)
C: 95, 0: Trailing whitespace (trailing-whitespace)
C:131, 0: Wrong hanging indentation (remove 4 spaces).
            list(range(nbArms))  # Categorical dimensions: arm index!
        |   ^ (bad-continuation)
C:133, 0: Wrong continued indentation (add 13 spaces).
        est(),
        ^            | (bad-continuation)
C:134, 0: Wrong continued indentation (add 13 spaces).
        acq_optimizer="sampling",
        ^            | (bad-continuation)
C:135, 0: Wrong continued indentation (add 13 spaces).
        n_random_starts=3 * nbArms  # Sure ?
        ^            | (bad-continuation)
C:136, 0: Wrong continued indentation (add 16 spaces).
    )
    ^               | (bad-continuation)
C:153, 0: Trailing whitespace (trailing-whitespace)
C:156, 0: Trailing whitespace (trailing-whitespace)
C:164, 0: Trailing whitespace (trailing-whitespace)
C:171, 0: Wrong continued indentation (remove 1 space).
                 ):
                |^ (bad-continuation)
C:227, 0: Trailing whitespace (trailing-whitespace)
C:229, 0: Trailing whitespace (trailing-whitespace)
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C:256, 0: No space allowed after bracket
ENVIRONMENTS = [ [Gaussian(mu, sigma=0.2) for mu in means] ]
               ^ (bad-whitespace)
C:256, 0: No space allowed before bracket
ENVIRONMENTS = [ [Gaussian(mu, sigma=0.2) for mu in means] ]
                                                           ^ (bad-whitespace)
C:278, 0: Wrong hanging indentation (remove 4 spaces).
        # --- Naive algorithms
    |   ^ (bad-continuation)
C:279, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:283, 0: Wrong hanging indentation (remove 4 spaces).
        # --- Our algorithm, with two Unsupervised Learning algorithms
    |   ^ (bad-continuation)
C:284, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:288, 0: Wrong hanging indentation (remove 4 spaces).
        # --- Basic UCB1 algorithm
    |   ^ (bad-continuation)
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        {
    |   ^ (bad-continuation)
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        # --- Thompson sampling algorithm
    |   ^ (bad-continuation)
C:294, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:298, 0: Wrong hanging indentation (remove 4 spaces).
        # --- klUCB algorithm, with Gaussian klucb function
    |   ^ (bad-continuation)
C:299, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:333, 0: Trailing whitespace (trailing-whitespace)
C:387, 0: No space allowed after bracket
ENVIRONMENTS = [ [Gaussian(mu, sigma=0.25) for mu in means] ]
               ^ (bad-whitespace)
C:387, 0: No space allowed before bracket
ENVIRONMENTS = [ [Gaussian(mu, sigma=0.25) for mu in means] ]
                                                            ^ (bad-whitespace)
C:394, 0: Wrong hanging indentation (remove 4 spaces).
        # --- Our algorithm, with two Unsupervised Learning algorithms
    |   ^ (bad-continuation)
C:395, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:399, 0: Wrong hanging indentation (remove 4 spaces).
        # --- Basic UCB1 algorithm
    |   ^ (bad-continuation)
C:400, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:404, 0: Wrong hanging indentation (remove 4 spaces).
        # --- Thompson sampling algorithm
    |   ^ (bad-continuation)
C:405, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:409, 0: Wrong hanging indentation (remove 4 spaces).
        # --- klUCB algorithm, with Gaussian klucb function
    |   ^ (bad-continuation)
C:410, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:444, 0: Trailing whitespace (trailing-whitespace)
C:467, 0: Trailing whitespace (trailing-whitespace)
C:483, 0: No space allowed after bracket
ENVIRONMENTS = [ [Bernoulli(mu) for mu in means] ]
               ^ (bad-whitespace)
C:483, 0: No space allowed before bracket
ENVIRONMENTS = [ [Bernoulli(mu) for mu in means] ]
                                                 ^ (bad-whitespace)
C:492, 0: Wrong hanging indentation (remove 4 spaces).
        # --- Our algorithm, with two Unsupervised Learning algorithms
    |   ^ (bad-continuation)
C:493, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:497, 0: Wrong hanging indentation (remove 4 spaces).
        # --- Basic UCB1 algorithm
    |   ^ (bad-continuation)
C:498, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:502, 0: Wrong hanging indentation (remove 4 spaces).
        # --- Thompson sampling algorithm
    |   ^ (bad-continuation)
C:503, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:507, 0: Wrong hanging indentation (remove 4 spaces).
        # --- klUCB algorithm, with Bernoulli klucb function
    |   ^ (bad-continuation)
C:509, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:543, 0: Trailing whitespace (trailing-whitespace)
C:562, 0: Trailing whitespace (trailing-whitespace)
C:567, 0: Trailing whitespace (trailing-whitespace)
C:569, 0: Trailing whitespace (trailing-whitespace)
C:571, 0: Trailing whitespace (trailing-whitespace)
C:576, 0: Trailing whitespace (trailing-whitespace)
C:586, 0: Trailing whitespace (trailing-whitespace)
C:588, 0: Trailing whitespace (trailing-whitespace)
C:  1, 0: Missing module docstring (missing-docstring)
E: 30, 0: Undefined variable 'get_ipython' (undefined-variable)
E: 31, 0: Undefined variable 'get_ipython' (undefined-variable)
E: 32, 0: Undefined variable 'get_ipython' (undefined-variable)
C: 38, 0: Import "from SMPyBandits.Environment import MAB" should be placed at the top of the module (wrong-import-position)
C: 46, 0: Import "from SMPyBandits.Arms import Gaussian" should be placed at the top of the module (wrong-import-position)
W: 53, 0: __future__ import is not the first non docstring statement (misplaced-future)
C: 53, 0: Import "from __future__ import print_function" should be placed at the top of the module (wrong-import-position)
C: 54, 0: Import "from IPython.core import page" should be placed at the top of the module (wrong-import-position)
C: 55, 0: Missing function docstring (missing-docstring)
E: 66, 0: Undefined variable 'get_ipython' (undefined-variable)
C:101, 0: Import "from skopt.learning import RandomForestRegressor" should be placed at the top of the module (wrong-import-position)
E:115, 0: Undefined variable 'get_ipython' (undefined-variable)
C:123, 0: Import "from skopt import Optimizer" should be placed at the top of the module (wrong-import-position)
C:129, 0: Missing function docstring (missing-docstring)
E:148, 0: Undefined variable 'get_ipython' (undefined-variable)
E:213, 0: Undefined variable 'get_ipython' (undefined-variable)
E:222, 0: Undefined variable 'get_ipython' (undefined-variable)
C:243, 0: Import "from SMPyBandits.Environment import Evaluator" should be placed at the top of the module (wrong-import-position)
C:262, 0: Import "from SMPyBandits.Policies import EmpiricalMeans, UCB, Thompson, klUCB" should be placed at the top of the module (wrong-import-position)
C:263, 0: Import "from SMPyBandits.Policies import klucb_mapping, klucbGauss as _klucbGauss" should be placed at the top of the module (wrong-import-position)
W:267,21: Unused argument 'precision' (unused-argument)
C:339, 0: Import "from SMPyBandits.Environment import tqdm" should be placed at the top of the module (wrong-import-position)
E:345, 0: Undefined variable 'get_ipython' (undefined-variable)
W:354,12: Redefining name 'evaluation' from outer scope (line 329) (redefined-outer-name)
C:354, 0: Missing function docstring (missing-docstring)
E:365, 0: Undefined variable 'get_ipython' (undefined-variable)
E:450, 0: Undefined variable 'get_ipython' (undefined-variable)
C:473, 0: Import "from SMPyBandits.Arms import Bernoulli" should be placed at the top of the module (wrong-import-position)
E:549, 0: Undefined variable 'get_ipython' (undefined-variable)
W:339, 0: Unused tqdm imported from SMPyBandits.Environment (unused-import)
C: 53, 0: standard import "from __future__ import print_function" should be placed before "import numpy as np" (wrong-import-order)
C:243, 0: Imports from package SMPyBandits are not grouped (ungrouped-imports)
************* Module Easily_creating_MAB_problems
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C:172, 0: Trailing whitespace (trailing-whitespace)
C:179, 0: Trailing whitespace (trailing-whitespace)
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C:273, 0: No space allowed after bracket
M_E = MAB({ "arm_type": ExponentialFromMean, "params": [0.1, 0.5, 0.9]})
          ^ (bad-whitespace)
C:309, 0: Trailing whitespace (trailing-whitespace)
C:311, 0: Trailing whitespace (trailing-whitespace)
C:312, 0: Trailing whitespace (trailing-whitespace)
C:315, 0: Trailing whitespace (trailing-whitespace)
C:344, 0: Trailing whitespace (trailing-whitespace)
C:364, 0: Trailing whitespace (trailing-whitespace)
C:397, 0: Trailing whitespace (trailing-whitespace)
C:  1, 0: Missing module docstring (missing-docstring)
E: 14, 0: Undefined variable 'get_ipython' (undefined-variable)
E: 15, 0: Undefined variable 'get_ipython' (undefined-variable)
E: 16, 0: Undefined variable 'get_ipython' (undefined-variable)
C: 22, 0: Import "from SMPyBandits.Environment import MAB" should be placed at the top of the module (wrong-import-position)
W: 30, 0: Wildcard import SMPyBandits.Arms (wildcard-import)
C: 30, 0: Import "from SMPyBandits.Arms import *" should be placed at the top of the module (wrong-import-position)
W: 32, 0: Statement seems to have no effect (pointless-statement)
C: 38, 0: Import "import matplotlib as mpl" should be placed at the top of the module (wrong-import-position)
W:130, 0: Statement seems to have no effect (pointless-statement)
C:136, 0: Missing function docstring (missing-docstring)
W:162, 0: Statement seems to have no effect (pointless-statement)
C:185, 0: Import "import numpy as np" should be placed at the top of the module (wrong-import-position)
C:186, 0: Import "from scipy.special import erf" should be placed at the top of the module (wrong-import-position)
W:225, 0: Statement seems to have no effect (pointless-statement)
W:237, 0: Statement seems to have no effect (pointless-statement)
W:289, 0: Expression "UniformArm(0, 1).lower_amplitude" is assigned to nothing (expression-not-assigned)
W:290, 0: Expression "UniformArm(0, 0.1).lower_amplitude" is assigned to nothing (expression-not-assigned)
W:291, 0: Expression "UniformArm(0.4, 0.5).lower_amplitude" is assigned to nothing (expression-not-assigned)
W:292, 0: Expression "UniformArm(0.8, 0.9).lower_amplitude" is assigned to nothing (expression-not-assigned)
W: 30, 0: Unused import json from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import mapping_ARM_TYPE from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import shuffled from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import uniformMeans from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import uniformMeansWithSparsity from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import randomMeans from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import randomMeansWithGapBetweenMbestMworst from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import randomMeansWithSparsity from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import randomMeansWithSparsity2 from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import array_from_str from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import list_from_str from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import tuple_from_str from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import optimal_selection_probabilities from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import geometricChangePoints from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import continuouslyVaryingMeans from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import randomContinuouslyVaryingMeans from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import shuffle from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import copy from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import Binomial from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import UnboundedPoisson from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import Gaussian_0_1 from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import Gaussian_0_2 from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import Gaussian_0_5 from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import Gaussian_0_10 from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import Gaussian_0_100 from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import Gaussian_m1_1 from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import Gaussian_m2_2 from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import Gaussian_m5_5 from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import Gaussian_m10_10 from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import Gaussian_m100_100 from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import UnboundedGaussian from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import UnboundedExponential from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import UnboundedGamma from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import DiscreteArm from wildcard import (unused-wildcard-import)
W: 30, 0: Unused import testmod from wildcard import (unused-wildcard-import)
************* Module Do_we_even_need_UCB
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C: 19, 0: Trailing whitespace (trailing-whitespace)
C: 22, 0: Trailing whitespace (trailing-whitespace)
C: 24, 0: Trailing whitespace (trailing-whitespace)
C: 97, 0: Trailing whitespace (trailing-whitespace)
C: 99, 0: Trailing whitespace (trailing-whitespace)
C:112, 0: Trailing whitespace (trailing-whitespace)
C:154, 0: Wrong hanging indentation (remove 4 spaces).
        {   # A very easy problem, but it is used in a lot of articles
    |   ^ (bad-continuation)
C:158, 0: Wrong hanging indentation (remove 4 spaces).
        {   # An other problem, best arm = last, with three groups: very bad arms (0.01, 0.02), middle arms (0.3 - 0.6) and very good arms (0.78, 0.8, 0.82)
    |   ^ (bad-continuation)
C:162, 0: Wrong hanging indentation (remove 4 spaces).
        {   # A very hard problem, as used in [Cappé et al, 2012]
    |   ^ (bad-continuation)
C:177, 0: Wrong hanging indentation (remove 4 spaces).
        # --- UCB1 algorithm
    |   ^ (bad-continuation)
C:178, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:182, 0: Wrong hanging indentation (remove 4 spaces).
        # --- UCB alpha algorithm with alpha=1/2
    |   ^ (bad-continuation)
C:183, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:189, 0: Wrong hanging indentation (remove 4 spaces).
        # --- EmpiricalMeans algorithm
    |   ^ (bad-continuation)
C:190, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:258, 0: Trailing whitespace (trailing-whitespace)
C:270, 0: Trailing whitespace (trailing-whitespace)
C:282, 0: Trailing whitespace (trailing-whitespace)
C:293, 0: Trailing whitespace (trailing-whitespace)
C:295, 0: Trailing whitespace (trailing-whitespace)
C:  1, 0: Missing module docstring (missing-docstring)
W: 71, 0: __future__ import is not the first non docstring statement (misplaced-future)
C: 73, 0: Missing function docstring (missing-docstring)
E: 84, 0: Undefined variable 'get_ipython' (undefined-variable)
E: 92, 0: Undefined variable 'get_ipython' (undefined-variable)
E:119, 0: Undefined variable 'get_ipython' (undefined-variable)
E:125, 0: Undefined variable 'get_ipython' (undefined-variable)
W:215, 0: Statement seems to have no effect (pointless-statement)
W:247,12: Redefining name 'evaluation' from outer scope (line 225) (redefined-outer-name)
W:247,24: Redefining name 'envId' from outer scope (line 235) (redefined-outer-name)
C:247, 0: Missing function docstring (missing-docstring)
W: 58, 0: Unused IndexPolicy imported from SMPyBandits.Policies.IndexPolicy (unused-import)
C: 71, 0: standard import "from __future__ import print_function" should be placed before "from SMPyBandits.Environment import Evaluator, tqdm" (wrong-import-order)
************* Module Example_of_a_small_Multi-Player_Simulation__with_Centralized_Algorithms
C:  9, 0: Trailing whitespace (trailing-whitespace)
C:108, 0: Trailing whitespace (trailing-whitespace)
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C:119, 0: Wrong hanging indentation (remove 4 spaces).
        {   # Scenario 1 from [Komiyama, Honda, Nakagawa, 2016, arXiv 1506.00779]
    |   ^ (bad-continuation)
C:123, 0: Wrong hanging indentation (remove 4 spaces).
        {   # Classical scenario
    |   ^ (bad-continuation)
C:124, 0: Wrong hanging indentation (remove 1 space).
             "arm_type": Bernoulli,
            |^ (bad-continuation)
C:125, 0: Wrong hanging indentation (remove 1 space).
             "params": [0.1, 0.3, 0.5, 0.7, 0.9]
            |^ (bad-continuation)
C:127, 0: Wrong hanging indentation (remove 4 spaces).
        {   # Harder scenario
    |   ^ (bad-continuation)
C:128, 0: Wrong hanging indentation (remove 1 space).
             "arm_type": Bernoulli,
            |^ (bad-continuation)
C:129, 0: Wrong hanging indentation (remove 1 space).
             "params": [0.005, 0.01, 0.015, 0.84, 0.85]
            |^ (bad-continuation)
C:136, 0: Trailing whitespace (trailing-whitespace)
C:138, 0: Trailing whitespace (trailing-whitespace)
C:  1, 0: Missing module docstring (missing-docstring)
E: 15, 0: Undefined variable 'get_ipython' (undefined-variable)
E: 16, 0: Undefined variable 'get_ipython' (undefined-variable)
E: 17, 0: Undefined variable 'get_ipython' (undefined-variable)
C: 24, 0: Import "from SMPyBandits.Environment import EvaluatorMultiPlayers, tqdm" should be placed at the top of the module (wrong-import-position)
C: 33, 0: Import "from SMPyBandits.Arms import Bernoulli" should be placed at the top of the module (wrong-import-position)
W: 42, 0: Wildcard import SMPyBandits.Policies (wildcard-import)
C: 42, 0: Import "from SMPyBandits.Policies import *" should be placed at the top of the module (wrong-import-position)
W: 43, 0: Wildcard import SMPyBandits.PoliciesMultiPlayers (wildcard-import)
C: 43, 0: Import "from SMPyBandits.PoliciesMultiPlayers import *" should be placed at the top of the module (wrong-import-position)
W: 50, 0: __future__ import is not the first non docstring statement (misplaced-future)
C: 50, 0: Import "from __future__ import print_function" should be placed at the top of the module (wrong-import-position)
C: 51, 0: Import "from IPython.core import page" should be placed at the top of the module (wrong-import-position)
C: 52, 0: Missing function docstring (missing-docstring)
E: 65, 0: Undefined variable 'get_ipython' (undefined-variable)
E: 73, 0: Undefined variable 'get_ipython' (undefined-variable)
C: 82, 0: Import "from SMPyBandits.Environment.CollisionModels import onlyUniqUserGetsReward" should be placed at the top of the module (wrong-import-position)
E: 84, 0: Undefined variable 'get_ipython' (undefined-variable)
W:146, 0: Statement seems to have no effect (pointless-statement)
W:154, 0: Statement seems to have no effect (pointless-statement)
W:163, 0: Statement seems to have no effect (pointless-statement)
W:166, 0: Statement seems to have no effect (pointless-statement)
W:167, 0: Statement seems to have no effect (pointless-statement)
E:199, 0: Undefined variable 'get_ipython' (undefined-variable)
E:208, 0: Undefined variable 'get_ipython' (undefined-variable)
W:217,12: Redefining name 'evaluation' from outer scope (line 252) (redefined-outer-name)
W:217,24: Redefining name 'envId' from outer scope (line 299) (redefined-outer-name)
C:217, 0: Missing function docstring (missing-docstring)
C:241, 0: Import "import matplotlib as mpl" should be placed at the top of the module (wrong-import-position)
E:251,32: Undefined variable 'evs' (undefined-variable)
E:252,17: Undefined variable 'evaluators' (undefined-variable)
E:262,32: Undefined variable 'evs' (undefined-variable)
E:263,17: Undefined variable 'evaluators' (undefined-variable)
E:273,32: Undefined variable 'evs' (undefined-variable)
E:274,17: Undefined variable 'evaluators' (undefined-variable)
W:284,17: Redefining name 'e0' from outer scope (line 300) (redefined-outer-name)
W:284,21: Redefining name 'eothers' from outer scope (line 300) (redefined-outer-name)
W:284,30: Redefining name 'envId' from outer scope (line 299) (redefined-outer-name)
C:284, 0: Missing function docstring (missing-docstring)
E:300,17: Undefined variable 'evaluators' (undefined-variable)
E:300,39: Undefined variable 'evaluators' (undefined-variable)
W: 24, 0: Unused EvaluatorMultiPlayers imported from SMPyBandits.Environment (unused-import)
W: 42, 0: Unused import klucb_mapping from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import BasePolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import BaseWrapperPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Beta from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Gamma from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Gauss from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DiscountedBeta from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Uniform from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UniformOnSome from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import TakeFixedArm from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import TakeRandomFixedArm from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import EpsilonGreedy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import EpsilonFirst from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import EpsilonDecreasing from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import EpsilonDecreasingMEGA from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import EpsilonExpDecreasing from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import EmpiricalMeans from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import ETC_KnownGap from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import ETC_RandomStop from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import ETC_FixedBudget from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import ETC_SPRT from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import ETC_BAI from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DeltaUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Softmax from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SoftmaxDecreasing from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SoftMix from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SoftmaxWithHorizon from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3 from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3Decreasing from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3SoftMix from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3WithHorizon from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3ELM from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3PlusPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import ProbabilityPursuit from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import BoltzmannGumbel from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Hedge from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import HedgeDecreasing from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import HedgeWithHorizon from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBH from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBmin from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBplus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBrandomInit from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBimproved from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBV from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBVtuned from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SparseUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SparseklUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SparseWrapper from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import CPUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import MOSS from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import MOSSH from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import MOSSAnytime from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import MOSSExperimental from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DiscountedThompson from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import BayesUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klUCBloglog from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klUCBPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klUCBH from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klUCBHPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klUCBPlusPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klUCBswitch from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klUCBswitchAnytime from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DMED from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DMEDPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import IMED from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import OCUCBH from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import AOCUCBH from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import OCUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBdagger from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import OSSB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import GaussianOSSB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SparseOSSB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import OSSB_DecreasingRate from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import OSSB_AutoDecreasingRate from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import BESA from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCB_sq from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCB_bq from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCB_h from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCB_lb from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCB_t from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBoost_bq_h_lb from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBoost_bq_h_lb_t from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBoost_bq_h_lb_t_sq from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBoost from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBoostEpsilon from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import AdBandits from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Aggregator from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import CORRAL from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import LearnExp from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import GenericAggregation from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import ApproximatedFHGittins from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SlidingWindowRestart from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SWR_UCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SWR_UCBalpha from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SWR_klUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SWUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SWUCBPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DiscountedUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DiscountedUCBPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import LM_DSEE from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SWHash_IndexPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import CUSUM_IndexPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import PHT_IndexPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import GaussianGLR_IndexPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import BernoulliGLR_IndexPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SubGaussianGLR_IndexPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3R from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3RPlusPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Monitored_IndexPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import OracleSequentiallyRestartPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import AdSwitch from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DoublingTrickWrapper from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import next_horizon__arithmetic from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import next_horizon__geometric from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import next_horizon__exponential from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import next_horizon__exponential_fast from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import next_horizon__exponential_slow from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import next_horizon__exponential_generic from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import breakpoints from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Ti_geometric from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Ti_exponential from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Ti_intermediate_sqrti from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Ti_intermediate_i13 from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Ti_intermediate_i23 from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Ti_intermediate_i12_logi12 from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Ti_intermediate_i_by_logi from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import WrapRange from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import MusicalChair from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import optimalT0 from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import MusicalChairNoSensing from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SIC_MMAB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SIC_MMAB_UCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SIC_MMAB_klUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import TrekkingTSN from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import MEGA from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import with_proba from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import jit from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klucbBern from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klucbExp from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klucbGauss from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klucbPoisson from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klucbGamma from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import Selfish from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import CentralizedFixed from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import CentralizedCycling from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import OracleNotFair from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import OracleFair from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import rhoRand from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import rhoRandRand from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import rhoEst from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import rhoEstPlus from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import rhoLearn from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import rhoLearnEst from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import rhoLearnExp3 from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import binary_feedback from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import ternary_feedback from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import generic_ternary_feedback from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import make_generic_ternary_feedback from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import generic_continuous_feedback from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import make_generic_continuous_feedback from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import rhoRandSticky from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import rhoRandRotating from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import rhoRandALOHA from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import rhoCentralized from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import RandTopM from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import RandTopMCautious from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import RandTopMExtraCautious from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import RandTopMOld from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import MCTopM from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import MCTopMCautious from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import MCTopMExtraCautious from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import MCTopMOld from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import RandTopMEst from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import RandTopMEstPlus from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import MCTopMEst from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import MCTopMEstPlus from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import EstimateM from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import threshold_on_t_with_horizon from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import threshold_on_t_doubling_trick from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import threshold_on_t from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import ALOHA from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import tnext_beta from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import tnext_log from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import Scenario1 from wildcard import (unused-wildcard-import)
C: 50, 0: standard import "from __future__ import print_function" should be placed before "from SMPyBandits.Environment import EvaluatorMultiPlayers, tqdm" (wrong-import-order)
C: 82, 0: Imports from package SMPyBandits are not grouped (ungrouped-imports)
************* Module Example_of_a_small_Multi-Player_Simulation__with_rhoRand_and_Selfish_Algorithms
C:  9, 0: Trailing whitespace (trailing-whitespace)
C:114, 0: Trailing whitespace (trailing-whitespace)
C:118, 0: Trailing whitespace (trailing-whitespace)
C:125, 0: Wrong hanging indentation (remove 4 spaces).
        {   # Scenario 1 from [Komiyama, Honda, Nakagawa, 2016, arXiv 1506.00779]
    |   ^ (bad-continuation)
C:129, 0: Wrong hanging indentation (remove 4 spaces).
        {   # Classical scenario
    |   ^ (bad-continuation)
C:130, 0: Wrong hanging indentation (remove 1 space).
             "arm_type": Bernoulli,
            |^ (bad-continuation)
C:131, 0: Wrong hanging indentation (remove 1 space).
             "params": [0.1, 0.3, 0.5, 0.7, 0.9]
            |^ (bad-continuation)
C:133, 0: Wrong hanging indentation (remove 4 spaces).
        {   # Harder scenario
    |   ^ (bad-continuation)
C:134, 0: Wrong hanging indentation (remove 1 space).
             "arm_type": Bernoulli,
            |^ (bad-continuation)
C:135, 0: Wrong hanging indentation (remove 1 space).
             "params": [0.005, 0.01, 0.015, 0.84, 0.85]
            |^ (bad-continuation)
C:142, 0: Trailing whitespace (trailing-whitespace)
C:144, 0: Trailing whitespace (trailing-whitespace)
C:  1, 0: Missing module docstring (missing-docstring)
E: 15, 0: Undefined variable 'get_ipython' (undefined-variable)
E: 16, 0: Undefined variable 'get_ipython' (undefined-variable)
E: 17, 0: Undefined variable 'get_ipython' (undefined-variable)
C: 24, 0: Import "from SMPyBandits.Environment import EvaluatorMultiPlayers, tqdm" should be placed at the top of the module (wrong-import-position)
C: 33, 0: Import "from SMPyBandits.Arms import Bernoulli" should be placed at the top of the module (wrong-import-position)
W: 42, 0: Wildcard import SMPyBandits.Policies (wildcard-import)
C: 42, 0: Import "from SMPyBandits.Policies import *" should be placed at the top of the module (wrong-import-position)
W: 43, 0: Wildcard import SMPyBandits.PoliciesMultiPlayers (wildcard-import)
C: 43, 0: Import "from SMPyBandits.PoliciesMultiPlayers import *" should be placed at the top of the module (wrong-import-position)
W: 50, 0: __future__ import is not the first non docstring statement (misplaced-future)
C: 50, 0: Import "from __future__ import print_function" should be placed at the top of the module (wrong-import-position)
C: 51, 0: Import "from IPython.core import page" should be placed at the top of the module (wrong-import-position)
C: 52, 0: Missing function docstring (missing-docstring)
E: 65, 0: Undefined variable 'get_ipython' (undefined-variable)
E: 73, 0: Undefined variable 'get_ipython' (undefined-variable)
E: 79, 0: Undefined variable 'get_ipython' (undefined-variable)
C: 88, 0: Import "from SMPyBandits.Environment.CollisionModels import onlyUniqUserGetsReward" should be placed at the top of the module (wrong-import-position)
E: 90, 0: Undefined variable 'get_ipython' (undefined-variable)
W:154, 0: Statement seems to have no effect (pointless-statement)
W:167, 0: Statement seems to have no effect (pointless-statement)
W:176, 0: Statement seems to have no effect (pointless-statement)
W:177, 0: Statement seems to have no effect (pointless-statement)
W:180, 0: Statement seems to have no effect (pointless-statement)
E:212, 0: Undefined variable 'get_ipython' (undefined-variable)
E:221, 0: Undefined variable 'get_ipython' (undefined-variable)
W:230,12: Redefining name 'evaluation' from outer scope (line 265) (redefined-outer-name)
W:230,24: Redefining name 'envId' from outer scope (line 312) (redefined-outer-name)
C:230, 0: Missing function docstring (missing-docstring)
C:254, 0: Import "import matplotlib as mpl" should be placed at the top of the module (wrong-import-position)
E:264,32: Undefined variable 'evs' (undefined-variable)
E:265,17: Undefined variable 'evaluators' (undefined-variable)
E:275,32: Undefined variable 'evs' (undefined-variable)
E:276,17: Undefined variable 'evaluators' (undefined-variable)
E:286,32: Undefined variable 'evs' (undefined-variable)
E:287,17: Undefined variable 'evaluators' (undefined-variable)
W:297,17: Redefining name 'e0' from outer scope (line 313) (redefined-outer-name)
W:297,21: Redefining name 'eothers' from outer scope (line 313) (redefined-outer-name)
W:297,30: Redefining name 'envId' from outer scope (line 312) (redefined-outer-name)
C:297, 0: Missing function docstring (missing-docstring)
E:313,17: Undefined variable 'evaluators' (undefined-variable)
E:313,39: Undefined variable 'evaluators' (undefined-variable)
W: 24, 0: Unused EvaluatorMultiPlayers imported from SMPyBandits.Environment (unused-import)
W: 42, 0: Unused import klucb_mapping from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import BasePolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import BaseWrapperPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Beta from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Gamma from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Gauss from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DiscountedBeta from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Uniform from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UniformOnSome from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import TakeFixedArm from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import TakeRandomFixedArm from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import EpsilonGreedy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import EpsilonFirst from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import EpsilonDecreasing from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import EpsilonDecreasingMEGA from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import EpsilonExpDecreasing from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import EmpiricalMeans from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import ETC_KnownGap from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import ETC_RandomStop from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import ETC_FixedBudget from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import ETC_SPRT from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import ETC_BAI from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DeltaUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Softmax from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SoftmaxDecreasing from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SoftMix from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SoftmaxWithHorizon from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3 from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3Decreasing from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3SoftMix from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3WithHorizon from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3ELM from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3PlusPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import ProbabilityPursuit from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import BoltzmannGumbel from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Hedge from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import HedgeDecreasing from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import HedgeWithHorizon from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBH from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBmin from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBplus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBrandomInit from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBimproved from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBV from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBVtuned from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SparseUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SparseklUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SparseWrapper from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import CPUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import MOSS from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import MOSSH from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import MOSSAnytime from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import MOSSExperimental from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DiscountedThompson from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import BayesUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klUCBloglog from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klUCBPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klUCBH from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klUCBHPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klUCBPlusPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klUCBswitch from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klUCBswitchAnytime from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DMED from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DMEDPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import IMED from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import OCUCBH from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import AOCUCBH from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import OCUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBdagger from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import OSSB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import GaussianOSSB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SparseOSSB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import OSSB_DecreasingRate from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import OSSB_AutoDecreasingRate from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import BESA from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCB_sq from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCB_bq from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCB_h from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCB_lb from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCB_t from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBoost_bq_h_lb from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBoost_bq_h_lb_t from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBoost_bq_h_lb_t_sq from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBoost from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBoostEpsilon from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import AdBandits from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Aggregator from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import CORRAL from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import LearnExp from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import GenericAggregation from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import ApproximatedFHGittins from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SlidingWindowRestart from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SWR_UCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SWR_UCBalpha from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SWR_klUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SWUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SWUCBPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DiscountedUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DiscountedUCBPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import LM_DSEE from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SWHash_IndexPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import CUSUM_IndexPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import PHT_IndexPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import GaussianGLR_IndexPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import BernoulliGLR_IndexPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SubGaussianGLR_IndexPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3R from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3RPlusPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Monitored_IndexPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import OracleSequentiallyRestartPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import AdSwitch from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DoublingTrickWrapper from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import next_horizon__arithmetic from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import next_horizon__geometric from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import next_horizon__exponential from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import next_horizon__exponential_fast from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import next_horizon__exponential_slow from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import next_horizon__exponential_generic from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import breakpoints from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Ti_geometric from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Ti_exponential from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Ti_intermediate_sqrti from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Ti_intermediate_i13 from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Ti_intermediate_i23 from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Ti_intermediate_i12_logi12 from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Ti_intermediate_i_by_logi from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import WrapRange from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import MusicalChair from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import optimalT0 from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import MusicalChairNoSensing from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SIC_MMAB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SIC_MMAB_UCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SIC_MMAB_klUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import TrekkingTSN from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import MEGA from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import with_proba from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import jit from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klucbBern from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klucbExp from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klucbGauss from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klucbPoisson from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klucbGamma from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import CentralizedFixed from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import CentralizedCycling from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import OracleNotFair from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import OracleFair from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import CentralizedMultiplePlay from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import CentralizedIMP from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import rhoRandRand from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import rhoEst from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import rhoEstPlus from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import rhoLearn from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import rhoLearnEst from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import rhoLearnExp3 from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import binary_feedback from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import ternary_feedback from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import generic_ternary_feedback from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import make_generic_ternary_feedback from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import generic_continuous_feedback from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import make_generic_continuous_feedback from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import rhoRandSticky from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import rhoRandRotating from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import rhoRandALOHA from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import rhoCentralized from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import RandTopM from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import RandTopMCautious from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import RandTopMExtraCautious from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import RandTopMOld from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import MCTopM from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import MCTopMCautious from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import MCTopMExtraCautious from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import MCTopMOld from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import RandTopMEst from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import RandTopMEstPlus from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import MCTopMEst from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import MCTopMEstPlus from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import EstimateM from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import threshold_on_t_with_horizon from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import threshold_on_t_doubling_trick from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import threshold_on_t from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import ALOHA from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import tnext_beta from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import tnext_log from wildcard import (unused-wildcard-import)
W: 43, 0: Unused import Scenario1 from wildcard import (unused-wildcard-import)
C: 50, 0: standard import "from __future__ import print_function" should be placed before "from SMPyBandits.Environment import EvaluatorMultiPlayers, tqdm" (wrong-import-order)
C: 88, 0: Imports from package SMPyBandits are not grouped (ungrouped-imports)
************* Module Example_of_a_small_Single-Player_Simulation
C:  9, 0: Trailing whitespace (trailing-whitespace)
C: 98, 0: Wrong hanging indentation (remove 4 spaces).
        {   # A very easy problem, but it is used in a lot of articles
    |   ^ (bad-continuation)
C:102, 0: Wrong hanging indentation (remove 4 spaces).
        {   # An other problem, best arm = last, with three groups: very bad arms (0.01, 0.02), middle arms (0.3 - 0.6) and very good arms (0.78, 0.8, 0.82)
    |   ^ (bad-continuation)
C:106, 0: Wrong hanging indentation (remove 4 spaces).
        {   # A very hard problem, as used in [Cappé et al, 2012]
    |   ^ (bad-continuation)
C:120, 0: Wrong hanging indentation (remove 4 spaces).
        # --- UCB1 algorithm
    |   ^ (bad-continuation)
C:121, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:127, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:133, 0: Wrong hanging indentation (remove 4 spaces).
        # --- Thompson algorithm
    |   ^ (bad-continuation)
C:134, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:138, 0: Wrong hanging indentation (remove 4 spaces).
        # --- KL algorithms, here only klUCB
    |   ^ (bad-continuation)
C:139, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:143, 0: Wrong hanging indentation (remove 4 spaces).
        # --- BayesUCB algorithm
    |   ^ (bad-continuation)
C:144, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:  1, 0: Missing module docstring (missing-docstring)
E: 15, 0: Undefined variable 'get_ipython' (undefined-variable)
E: 16, 0: Undefined variable 'get_ipython' (undefined-variable)
E: 17, 0: Undefined variable 'get_ipython' (undefined-variable)
C: 24, 0: Import "from SMPyBandits.Environment import Evaluator, tqdm" should be placed at the top of the module (wrong-import-position)
C: 33, 0: Import "from SMPyBandits.Arms import Bernoulli" should be placed at the top of the module (wrong-import-position)
W: 42, 0: Wildcard import SMPyBandits.Policies (wildcard-import)
C: 42, 0: Import "from SMPyBandits.Policies import *" should be placed at the top of the module (wrong-import-position)
W: 51, 0: __future__ import is not the first non docstring statement (misplaced-future)
C: 51, 0: Import "from __future__ import print_function" should be placed at the top of the module (wrong-import-position)
C: 52, 0: Import "from IPython.core import page" should be placed at the top of the module (wrong-import-position)
C: 53, 0: Missing function docstring (missing-docstring)
E: 64, 0: Undefined variable 'get_ipython' (undefined-variable)
E: 72, 0: Undefined variable 'get_ipython' (undefined-variable)
W:169, 0: Statement seems to have no effect (pointless-statement)
W:198,12: Redefining name 'evaluation' from outer scope (line 178) (redefined-outer-name)
W:198,24: Redefining name 'envId' from outer scope (line 187) (redefined-outer-name)
C:198, 0: Missing function docstring (missing-docstring)
W:209, 0: Statement seems to have no effect (pointless-statement)
C:215, 0: Import "import matplotlib as mpl" should be placed at the top of the module (wrong-import-position)
E:225, 0: Assigning to function call which doesn't return (assignment-from-no-return)
W: 42, 0: Unused import klucb_mapping from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import BasePolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import BaseWrapperPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Beta from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Gamma from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Gauss from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DiscountedBeta from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Uniform from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UniformOnSome from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import TakeFixedArm from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import TakeRandomFixedArm from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import EpsilonGreedy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import EpsilonFirst from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import EpsilonDecreasing from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import EpsilonDecreasingMEGA from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import EpsilonExpDecreasing from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import EmpiricalMeans from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import ETC_KnownGap from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import ETC_RandomStop from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import ETC_FixedBudget from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import ETC_SPRT from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import ETC_BAI from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DeltaUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Softmax from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SoftmaxDecreasing from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SoftMix from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SoftmaxWithHorizon from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3 from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3Decreasing from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3SoftMix from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3WithHorizon from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3ELM from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3PlusPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import ProbabilityPursuit from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import BoltzmannGumbel from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Hedge from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import HedgeDecreasing from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import HedgeWithHorizon from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBH from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBmin from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBplus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBrandomInit from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBimproved from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBV from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBVtuned from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SparseUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SparseklUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SparseWrapper from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import CPUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import MOSS from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import MOSSH from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import MOSSAnytime from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import MOSSExperimental from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DiscountedThompson from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klUCBloglog from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klUCBPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klUCBH from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klUCBHPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klUCBPlusPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klUCBswitch from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klUCBswitchAnytime from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DMED from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DMEDPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import IMED from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import OCUCBH from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import AOCUCBH from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import OCUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBdagger from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import OSSB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import GaussianOSSB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SparseOSSB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import OSSB_DecreasingRate from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import OSSB_AutoDecreasingRate from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import BESA from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCB_sq from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCB_bq from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCB_h from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCB_lb from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCB_t from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBoost_bq_h_lb from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBoost_bq_h_lb_t from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBoost_bq_h_lb_t_sq from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBoost from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import UCBoostEpsilon from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import AdBandits from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Aggregator from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import CORRAL from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import LearnExp from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import GenericAggregation from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import ApproximatedFHGittins from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SlidingWindowRestart from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SWR_UCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SWR_UCBalpha from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SWR_klUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SWUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SWUCBPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DiscountedUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DiscountedUCBPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import LM_DSEE from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SWHash_IndexPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import CUSUM_IndexPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import PHT_IndexPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import GaussianGLR_IndexPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import BernoulliGLR_IndexPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SubGaussianGLR_IndexPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3R from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Exp3RPlusPlus from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Monitored_IndexPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import OracleSequentiallyRestartPolicy from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import AdSwitch from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import DoublingTrickWrapper from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import next_horizon__arithmetic from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import next_horizon__geometric from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import next_horizon__exponential from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import next_horizon__exponential_fast from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import next_horizon__exponential_slow from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import next_horizon__exponential_generic from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import breakpoints from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Ti_geometric from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Ti_exponential from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Ti_intermediate_sqrti from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Ti_intermediate_i13 from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Ti_intermediate_i23 from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Ti_intermediate_i12_logi12 from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import Ti_intermediate_i_by_logi from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import WrapRange from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import MusicalChair from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import optimalT0 from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import MusicalChairNoSensing from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SIC_MMAB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SIC_MMAB_UCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import SIC_MMAB_klUCB from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import TrekkingTSN from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import MEGA from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import with_proba from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import jit from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klucbBern from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klucbExp from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klucbGauss from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klucbPoisson from wildcard import (unused-wildcard-import)
W: 42, 0: Unused import klucbGamma from wildcard import (unused-wildcard-import)
C: 51, 0: standard import "from __future__ import print_function" should be placed before "from SMPyBandits.Environment import Evaluator, tqdm" (wrong-import-order)
************* Module Lai_Robbins_Lower_Bound_for_Doubling_Trick_with_Restarting_Algorithms
C:  9, 0: Trailing whitespace (trailing-whitespace)
C: 83, 0: Wrong hanging indentation (remove 4 spaces).
        {   # A very easy problem, but it is used in a lot of articles
    |   ^ (bad-continuation)
C:269, 0: Trailing whitespace (trailing-whitespace)
C:  1, 0: Missing module docstring (missing-docstring)
E: 22, 0: Undefined variable 'get_ipython' (undefined-variable)
E: 23, 0: Undefined variable 'get_ipython' (undefined-variable)
E: 24, 0: Undefined variable 'get_ipython' (undefined-variable)
C: 31, 0: Import "from SMPyBandits.Environment import Evaluator, tqdm" should be placed at the top of the module (wrong-import-position)
C: 32, 0: Import "from SMPyBandits.Environment.plotsettings import legend, makemarkers" should be placed at the top of the module (wrong-import-position)
C: 41, 0: Import "from SMPyBandits.Arms import Bernoulli" should be placed at the top of the module (wrong-import-position)
W: 50, 0: Wildcard import SMPyBandits.Policies (wildcard-import)
C: 50, 0: Import "from SMPyBandits.Policies import *" should be placed at the top of the module (wrong-import-position)
C: 56, 0: Import "import matplotlib as mpl" should be placed at the top of the module (wrong-import-position)
W:150, 0: Statement seems to have no effect (pointless-statement)
W:179,12: Redefining name 'evaluation' from outer scope (line 159) (redefined-outer-name)
W:179,24: Redefining name 'envId' from outer scope (line 168) (redefined-outer-name)
W:181, 4: Redefining name 'fig' from outer scope (line 191) (redefined-outer-name)
C:179, 0: Missing function docstring (missing-docstring)
W:201,33: Redefining name 'next_horizon' from outer scope (line 258) (redefined-outer-name)
W:201,56: Redefining name 'env' from outer scope (line 168) (redefined-outer-name)
W:203,33: Redefining name 'fig' from outer scope (line 191) (redefined-outer-name)
C:201, 0: Missing function docstring (missing-docstring)
R:201, 0: Too many local variables (17/15) (too-many-locals)
W:204,12: Unused variable 'gap' (unused-variable)
W:265, 0: Statement seems to have no effect (pointless-statement)
W: 50, 0: Unused import klucb_mapping from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import BasePolicy from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import BaseWrapperPolicy from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Beta from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Gamma from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Gauss from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import DiscountedBeta from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Uniform from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import UniformOnSome from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import TakeFixedArm from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import TakeRandomFixedArm from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import EpsilonGreedy from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import EpsilonFirst from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import EpsilonDecreasing from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import EpsilonDecreasingMEGA from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import EpsilonExpDecreasing from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import EmpiricalMeans from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import ETC_KnownGap from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import ETC_RandomStop from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import ETC_FixedBudget from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import ETC_SPRT from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import ETC_BAI from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import DeltaUCB from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Softmax from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import SoftmaxDecreasing from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import SoftMix from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import SoftmaxWithHorizon from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Exp3 from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Exp3Decreasing from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Exp3SoftMix from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Exp3WithHorizon from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Exp3ELM from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Exp3PlusPlus from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import ProbabilityPursuit from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import BoltzmannGumbel from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Hedge from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import HedgeDecreasing from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import HedgeWithHorizon from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import UCB from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import UCBalpha from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import UCBmin from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import UCBplus from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import UCBrandomInit from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import UCBimproved from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import UCBV from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import UCBVtuned from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import SparseUCB from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import SparseklUCB from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import SparseWrapper from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import CPUCB from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import MOSS from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import MOSSAnytime from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import MOSSExperimental from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Thompson from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import DiscountedThompson from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import BayesUCB from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import klUCB from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import klUCBloglog from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import klUCBPlus from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import klUCBH from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import klUCBHPlus from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import klUCBswitch from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import klUCBswitchAnytime from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import DMED from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import DMEDPlus from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import IMED from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import OCUCBH from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import AOCUCBH from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import OCUCB from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import UCBdagger from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import OSSB from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import GaussianOSSB from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import SparseOSSB from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import OSSB_DecreasingRate from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import OSSB_AutoDecreasingRate from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import BESA from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import UCB_sq from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import UCB_bq from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import UCB_h from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import UCB_lb from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import UCB_t from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import UCBoost_bq_h_lb from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import UCBoost_bq_h_lb_t from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import UCBoost_bq_h_lb_t_sq from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import UCBoost from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import UCBoostEpsilon from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import AdBandits from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Aggregator from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import CORRAL from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import LearnExp from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import GenericAggregation from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import SlidingWindowRestart from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import SWR_UCB from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import SWR_UCBalpha from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import SWR_klUCB from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import SWUCB from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import SWUCBPlus from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import DiscountedUCB from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import DiscountedUCBPlus from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import LM_DSEE from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import SWHash_IndexPolicy from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import CUSUM_IndexPolicy from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import PHT_IndexPolicy from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import GaussianGLR_IndexPolicy from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import BernoulliGLR_IndexPolicy from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import SubGaussianGLR_IndexPolicy from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Exp3R from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Exp3RPlusPlus from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Monitored_IndexPolicy from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import OracleSequentiallyRestartPolicy from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import AdSwitch from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import next_horizon__arithmetic from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import next_horizon__exponential from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import next_horizon__exponential_fast from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import next_horizon__exponential_slow from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Ti_geometric from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Ti_exponential from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Ti_intermediate_sqrti from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Ti_intermediate_i13 from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Ti_intermediate_i23 from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Ti_intermediate_i12_logi12 from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import Ti_intermediate_i_by_logi from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import WrapRange from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import MusicalChair from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import optimalT0 from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import MusicalChairNoSensing from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import SIC_MMAB from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import SIC_MMAB_UCB from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import SIC_MMAB_klUCB from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import TrekkingTSN from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import MEGA from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import with_proba from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import jit from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import klucbBern from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import klucbExp from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import klucbGauss from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import klucbPoisson from wildcard import (unused-wildcard-import)
W: 50, 0: Unused import klucbGamma from wildcard import (unused-wildcard-import)
C: 56, 0: Imports from package matplotlib are not grouped (ungrouped-imports)
************* Module Exploring_different_doubling_tricks_for_different_kinds_of_regret_bounds
W:218, 0: WARNING don't forget the floor! (fixme)
W:336, 0: XXX bound in RT <= log(T) (fixme)
W:337, 0: XXX bound in RT <= sqrt(T) (fixme)
W:338, 0: XXX bound in RT <= sqrt(T * log(T)) (fixme)
W:339, 0: XXX another weird bound in RT <= T^2/3 * log(T) (fixme)
C:  8, 0: Trailing whitespace (trailing-whitespace)
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C:274, 0: Trailing whitespace (trailing-whitespace)
C:281, 0: Trailing whitespace (trailing-whitespace)
C:288, 0: Wrong hanging indentation (remove 4 spaces).
        i_min=1, i_max=30,
    |   ^ (bad-continuation)
C:289, 0: Wrong hanging indentation (remove 4 spaces).
        list_of_f=(
    |   ^ (bad-continuation)
C:297, 0: Wrong hanging indentation (remove 4 spaces).
        label_of_f=(
    |   ^ (bad-continuation)
C:305, 0: Wrong hanging indentation (remove 4 spaces).
        *args, **kwargs
    |   ^ (bad-continuation)
C:335, 0: Wrong hanging indentation (remove 4 spaces).
        Tmin=2, Tmax=int(1e8), nbTs=100,
    |   ^ (bad-continuation)
C:336, 0: Wrong hanging indentation (remove 4 spaces).
        gamma=_f(0.0), delta=_f(1.0),  # XXX bound in RT <= log(T)
    |   ^ (bad-continuation)
C:337, 0: Wrong hanging indentation.
        # gamma=_f(0.5), delta=_f(0.0),  # XXX bound in RT <= sqrt(T)
    |   ^                              | (bad-continuation)
C:340, 0: Wrong hanging indentation (remove 4 spaces).
        list_of_f=(
    |   ^ (bad-continuation)
C:348, 0: Wrong hanging indentation (remove 4 spaces).
        label_of_f=(
    |   ^ (bad-continuation)
C:356, 0: Wrong hanging indentation (remove 4 spaces).
        show_Ti_m_Tim1=True,
    |   ^ (bad-continuation)
C:357, 0: Wrong hanging indentation (remove 4 spaces).
        *args, **kwargs
    |   ^ (bad-continuation)
C:564, 0: Trailing whitespace (trailing-whitespace)
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C:  1, 0: Missing module docstring (missing-docstring)
E: 44, 0: Undefined variable 'get_ipython' (undefined-variable)
E: 45, 0: Undefined variable 'get_ipython' (undefined-variable)
E: 46, 0: Undefined variable 'get_ipython' (undefined-variable)
W: 52, 0: __future__ import is not the first non docstring statement (misplaced-future)
C: 52, 0: Import "from __future__ import division, print_function" should be placed at the top of the module (wrong-import-position)
C: 56, 0: Import "import numpy as np" should be placed at the top of the module (wrong-import-position)
C: 57, 0: Import "import matplotlib as mpl" should be placed at the top of the module (wrong-import-position)
C: 58, 0: Import "import matplotlib.pyplot as plt" should be placed at the top of the module (wrong-import-position)
C: 59, 0: Import "import seaborn as sns" should be placed at the top of the module (wrong-import-position)
E: 74, 5: Module 'numpy' has no 'float128' member (no-member)
C:102, 0: Missing function docstring (missing-docstring)
C:121,15: More than one statement on a single line (multiple-statements)
C:155,15: More than one statement on a single line (multiple-statements)
C:172, 0: Missing function docstring (missing-docstring)
C:181, 0: Missing function docstring (missing-docstring)
C:184, 0: Missing function docstring (missing-docstring)
C:187, 0: Missing function docstring (missing-docstring)
C:219, 4: Missing function docstring (missing-docstring)
C:242, 4: Missing function docstring (missing-docstring)
W:247,33: Missing keyword argument 'max_i' for format string (missing-format-argument-key)
W:247,33: Missing keyword argument 'T' for format string (missing-format-argument-key)
E:314,40: Module 'numpy' has no 'float128' member (no-member)
W:288, 0: Unused argument 'args' (unused-argument)
W:288, 0: Unused argument 'kwargs' (unused-argument)
W:312, 4: Unused variable 'fig' (unused-variable)
W:336, 8: Redefining name 'gamma' from outer scope (line 464) (redefined-outer-name)
W:336,23: Redefining name 'delta' from outer scope (line 464) (redefined-outer-name)
R:334, 0: Too many local variables (25/15) (too-many-locals)
E:371,66: Module 'numpy' has no 'float128' member (no-member)
E:379,50: Module 'numpy' has no 'float128' member (no-member)
W:335, 0: Unused argument 'args' (unused-argument)
W:335, 0: Unused argument 'kwargs' (unused-argument)
W:369, 4: Unused variable 'fig' (unused-variable)
************* Module my_small_slack_bot
C: 32, 0: Import "from numpy.random import poisson" should be placed at the top of the module (wrong-import-position)
E: 33, 0: Unable to import 'slackclient' (import-error)
C: 33, 0: Import "from slackclient import SlackClient" should be placed at the top of the module (wrong-import-position)
E: 37, 0: Unable to import 'Policies' (import-error)
C: 37, 0: Import "from Policies import Thompson" should be placed at the top of the module (wrong-import-position)
R: 72, 4: Unnecessary "else" after "return" (no-else-return)
W: 98,11: Catching too general exception Exception (broad-except)
W: 99,21: Use % formatting in logging functions and pass the % parameters as arguments (logging-format-interpolation)
W: 98, 4: Unused variable 'e' (unused-variable)
C:103, 0: Missing function docstring (missing-docstring)
W:147,22: Unused argument 'sc' (unused-argument)
E:163,12: Too many arguments for logging format string (logging-too-many-args)
E:167,12: Too many arguments for logging format string (logging-too-many-args)
W:170,29: Use % formatting in logging functions and pass the % parameters as arguments (logging-format-interpolation)
W:174,29: Use % formatting in logging functions and pass the % parameters as arguments (logging-format-interpolation)
W:189,17: Use % formatting in logging functions and pass the % parameters as arguments (logging-format-interpolation)
R:190, 4: Unnecessary "else" after "return" (no-else-return)
W:199, 8: Unused variable 'response2' (unused-variable)
C:205, 0: Missing function docstring (missing-docstring)
C:211,30: Comparison should be len([True for m in response['messages'] if m['ts'] == ts]) > 0 (misplaced-comparison-constant)
C:214, 0: Missing function docstring (missing-docstring)
W:224, 9: Redefining name 'quote_file' from outer scope (line 300) (redefined-outer-name)
R:224, 0: Too many local variables (25/15) (too-many-locals)
W:226,17: Use % formatting in logging functions and pass the % parameters as arguments (logging-format-interpolation)
W:265,21: Use % formatting in logging functions and pass the % parameters as arguments (logging-format-interpolation)
W:276,21: Use % formatting in logging functions and pass the % parameters as arguments (logging-format-interpolation)
W:235, 4: Unused variable 'full_list_channels' (unused-variable)
C: 22, 0: Imports from package os are not grouped (ungrouped-imports)
************* Module simulate_musical_chair_orthogonalization_process
C: 99, 0: No space allowed after bracket
    results = [ None ] * nbRepetitions
              ^ (bad-whitespace)
C: 99, 0: No space allowed before bracket
    results = [ None ] * nbRepetitions
                     ^ (bad-whitespace)
C:103, 0: No space allowed after bracket
    absorption_times = [ t for t,_ in results ]
                       ^ (bad-whitespace)
C:103, 0: Exactly one space required after comma
    absorption_times = [ t for t,_ in results ]
                                ^ (bad-whitespace)
C:103, 0: No space allowed before bracket
    absorption_times = [ t for t,_ in results ]
                                              ^ (bad-whitespace)
C:110, 0: No space allowed after bracket
    collisions = [ c for _,c in results ]
                 ^ (bad-whitespace)
C:110, 0: Exactly one space required after comma
    collisions = [ c for _,c in results ]
                          ^ (bad-whitespace)
C:110, 0: No space allowed before bracket
    collisions = [ c for _,c in results ]
                                        ^ (bad-whitespace)
C:184, 0: Unnecessary parens after 'not' keyword (superfluous-parens)
C:186, 0: Final newline missing (missing-final-newline)
C:186, 0: Mixed line endings LF and CRLF (mixed-line-endings)
C: 15, 4: Missing function docstring (missing-docstring)
W: 15,22: Unused argument 'desc' (unused-argument)
C: 47, 0: Missing function docstring (missing-docstring)
W: 52,14: Redefining name 'M' from outer scope (line 182) (redefined-outer-name)
C: 52, 0: Missing function docstring (missing-docstring)
W: 56,17: Redefining name 'M' from outer scope (line 182) (redefined-outer-name)
C: 56, 0: Missing function docstring (missing-docstring)
W: 60,22: Redefining name 'M' from outer scope (line 182) (redefined-outer-name)
C: 60, 0: Missing function docstring (missing-docstring)
W: 65,27: Redefining name 'M' from outer scope (line 182) (redefined-outer-name)
W: 65,32: Redefining name 'sticky' from outer scope (line 184) (redefined-outer-name)
C: 65, 0: Missing function docstring (missing-docstring)
C: 66,14: More than one statement on a single line (multiple-statements)
C: 72,14: More than one statement on a single line (multiple-statements)
C: 76,18: More than one statement on a single line (multiple-statements)
C: 93,18: More than one statement on a single line (multiple-statements)
W: 97,29: Redefining name 'M' from outer scope (line 182) (redefined-outer-name)
W: 97,32: Redefining name 'nbRepetitions' from outer scope (line 183) (redefined-outer-name)
W: 97,52: Redefining name 'sticky' from outer scope (line 184) (redefined-outer-name)
C: 97, 0: Missing function docstring (missing-docstring)
C: 98,14: More than one statement on a single line (multiple-statements)
W:120,19: Redefining name 'M' from outer scope (line 182) (redefined-outer-name)
W:120,28: Redefining name 'sticky' from outer scope (line 184) (redefined-outer-name)
W:120,69: Redefining name 'nbRepetitions' from outer scope (line 183) (redefined-outer-name)
C:120, 0: Missing function docstring (missing-docstring)
W:137,34: Redefining name 'sticky' from outer scope (line 184) (redefined-outer-name)
W:137,58: Redefining name 'nbRepetitions' from outer scope (line 183) (redefined-outer-name)
C:137, 0: Missing function docstring (missing-docstring)
W:151,13: Redefining name 'M' from outer scope (line 182) (redefined-outer-name)
W:151,18: Redefining name 'nbRepetitions' from outer scope (line 183) (redefined-outer-name)
W:151,39: Redefining name 'sticky' from outer scope (line 184) (redefined-outer-name)
C:151, 0: Missing function docstring (missing-docstring)
W:158,36: Redefining name 'nbRepetitions' from outer scope (line 183) (redefined-outer-name)
W:158,56: Redefining name 'sticky' from outer scope (line 184) (redefined-outer-name)
W:162, 8: Redefining name 'M' from outer scope (line 182) (redefined-outer-name)
C:158, 0: Missing function docstring (missing-docstring)
W:173, 9: Redefining name 'M' from outer scope (line 182) (redefined-outer-name)
W:173,12: Redefining name 'nbRepetitions' from outer scope (line 183) (redefined-outer-name)
W:173,32: Redefining name 'sticky' from outer scope (line 184) (redefined-outer-name)
W:173,45: Redefining name 'evolution' from outer scope (line 185) (redefined-outer-name)
C:173, 0: Missing function docstring (missing-docstring)
C:184,13: Consider changing "not 'nonsticky' in argv[1:]" to "'nonsticky' not in argv[1:]" (unneeded-not)
C: 19, 0: standard import "from collections import Counter" should be placed before "import numpy as np" (wrong-import-order)
************* Module test_compute_and_plot_regret_bounds
C:  1, 0: Missing module docstring (missing-docstring)
W:  8, 6: Unused argument 'T' (unused-argument)
W: 21,16: Redefining name 'a' from outer scope (line 8) (redefined-outer-name)
W: 21,21: Redefining name 'b' from outer scope (line 12) (redefined-outer-name)
W: 21,26: Redefining name 'f' from outer scope (line 17) (redefined-outer-name)
************* Module test_compute_and_plot_regret_bounds2
W: 12, 0: XXX dangerous in general, controlled here! (fixme)
W: 30, 0: FIXME Change here the values (fixme)
W: 97, 0: XXX weird behavior, have to do the catch_warnings instead of try: ... except RuntimeError: (fixme)
C:  1, 0: Missing module docstring (missing-docstring)
C: 31, 0: Missing function docstring (missing-docstring)
C: 33,14: More than one statement on a single line (multiple-statements)
C: 35,14: More than one statement on a single line (multiple-statements)
C: 37,14: More than one statement on a single line (multiple-statements)
C: 40,14: More than one statement on a single line (multiple-statements)
C: 41,14: More than one statement on a single line (multiple-statements)
C: 44,14: More than one statement on a single line (multiple-statements)
C: 48, 0: Missing function docstring (missing-docstring)
W: 52,10: Unused argument 'T' (unused-argument)
C: 77, 8: Missing function docstring (missing-docstring)
C: 82, 4: Missing function docstring (missing-docstring)
R: 82, 4: Too many local variables (16/15) (too-many-locals)
C: 89,18: More than one statement on a single line (multiple-statements)
C: 91,45: More than one statement on a single line (multiple-statements)
C: 92,53: More than one statement on a single line (multiple-statements)
C: 93,22: More than one statement on a single line (multiple-statements)
C: 95,18: More than one statement on a single line (multiple-statements)
C:104,61: More than one statement on a single line (multiple-statements)
C:105,22: More than one statement on a single line (multiple-statements)
C:107,18: More than one statement on a single line (multiple-statements)
C:108,18: More than one statement on a single line (multiple-statements)
C:110,18: More than one statement on a single line (multiple-statements)
C:115, 4: Missing function docstring (missing-docstring)
C:116,18: More than one statement on a single line (multiple-statements)
C:125,18: More than one statement on a single line (multiple-statements)
W: 56, 4: Unused variable 'b' (unused-variable)
C:132, 0: Missing function docstring (missing-docstring)
W:155, 8: Unused variable 'r1' (unused-variable)
W:155,12: Unused variable 'r2' (unused-variable)
W:155,16: Unused variable 'r3' (unused-variable)
W:  7, 0: Unused matplotlib.pyplot imported as plt (unused-import)
************* Module SMPyBandits.configuration_all_singleplayer
W: 49, 0: XXX To profile the code, turn down parallel computing (fixme)
W: 60, 0: XXX do not let this = False (fixme)
W: 97, 0: WARNING That's nonsense, rewards of unbounded distributions just don't have lower, amplitude values... (fixme)
W:132, 0: XXX Default (fixme)
W:137, 0: XXX Bernoulli arms (fixme)
W:158, 0: XXX A very easy problem, but it is used in a lot of articles (fixme)
W:162, 0: XXX Default! (fixme)
W:200, 0: XXX Exponential arms (fixme)
W:206, 0: XXX Gaussian arms (fixme)
W:216, 0: XXX Unbounded Gaussian arms (fixme)
W:225, 0: XXX Bernoulli arms (fixme)
W:358, 0: XXX Efficient parameter-free Softmax (fixme)
W:474, 0: WARNING (fixme)
W:478, 0: WARNING (fixme)
W:490, 0: XXX experimental sliding window algorithm (fixme)
W:494, 0: XXX experimental sliding window algorithm (fixme)
W:498, 0: XXX experimental discounted reward algorithm (fixme)
W:502, 0: XXX experimental discounted reward algorithm (fixme)
W:506, 0: XXX experimental sliding window algorithm (fixme)
W:510, 0: XXX experimental sliding window algorithm (fixme)
W:602, 0: XXX experimental sliding window algorithm (fixme)
W:667, 0: XXX does not work yet! (fixme)
W:713, 0: XXX Very inefficient! (fixme)
W:715, 0: XXX Very inefficient! (fixme)
W:835, 0: XXX an experiment to let Environment.Evaluator load a IncreasingMAB instead of just a MAB (fixme)
W:847, 0: XXX Huge hack! Use this if you want to modify the legends (fixme)
C: 99, 0: Wrong hanging indentation (remove 8 spaces).
            "UnboundedGaussian",
    |       ^ (bad-continuation)
C:100, 0: Wrong hanging indentation (remove 8 spaces).
            # "Gaussian",
    |       ^ (bad-continuation)
C:101, 0: Wrong hanging indentation.
        ]:
|   |   ^ (bad-continuation)
C:828, 0: No space allowed after bracket
        "environment": [ {
                       ^ (bad-whitespace)
C:829, 0: Wrong hanging indentation (remove 4 spaces).
                "arm_type": ARM_TYPE,
            |   ^ (bad-continuation)
C:830, 0: Wrong hanging indentation (remove 4 spaces).
                "params": [
            |   ^ (bad-continuation)
C:835, 0: Wrong hanging indentation (remove 4 spaces).
                # "change_lower_amplitude": True  # XXX an experiment to let Environment.Evaluator load a IncreasingMAB instead of just a MAB
            |   ^ (bad-continuation)
C:840, 0: No space allowed after bracket
        "environment": [ {
                       ^ (bad-whitespace)
C:841, 0: Wrong hanging indentation (remove 4 spaces).
                "arm_type": ARM_TYPE,
            |   ^ (bad-continuation)
C:842, 0: Wrong hanging indentation (remove 4 spaces).
                "params": uniformMeans(nbArms=NB_ARMS, delta=1./(1. + NB_ARMS), lower=LOWER, amplitude=AMPLITUDE)
            |   ^ (bad-continuation)
W: 25, 4: Wildcard import Arms (wildcard-import)
W: 26, 4: Wildcard import Policies (wildcard-import)
W: 27, 4: Wildcard import Policies.Experimentals (wildcard-import)
W: 29, 4: Wildcard import SMPyBandits.Arms (wildcard-import)
W: 30, 4: Wildcard import SMPyBandits.Policies (wildcard-import)
W: 31, 4: Wildcard import SMPyBandits.Policies.Experimentals (wildcard-import)
E:250, 0: Sequence index is not an int, slice, or instance with __index__ (invalid-sequence-index)
W: 29, 4: Unused import json from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import np from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import shuffled from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import uniformMeansWithSparsity from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import randomMeansWithGapBetweenMbestMworst from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import randomMeansWithSparsity from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import randomMeansWithSparsity2 from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import array_from_str from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import list_from_str from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import tuple_from_str from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import optimal_selection_probabilities from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import geometricChangePoints from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import continuouslyVaryingMeans from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import randomContinuouslyVaryingMeans from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import shuffle from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import copy from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import Constant from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import UniformArm from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import Binomial from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import Poisson from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import UnboundedPoisson from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import Gaussian from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import Gaussian_0_1 from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import Gaussian_0_2 from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import Gaussian_0_5 from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import Gaussian_0_10 from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import Gaussian_0_100 from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import Gaussian_m1_1 from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import Gaussian_m2_2 from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import Gaussian_m5_5 from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import Gaussian_m10_10 from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import Gaussian_m100_100 from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import UnboundedGaussian from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import Exponential from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import ExponentialFromMean from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import UnboundedExponential from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import Gamma from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import GammaFromMean from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import UnboundedGamma from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import DiscreteArm from wildcard import (unused-wildcard-import)
W: 29, 4: Unused import testmod from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import BasePolicy from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import BaseWrapperPolicy from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import DiscountedBeta from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import EpsilonDecreasingMEGA from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import ETC_FixedBudget from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import ETC_SPRT from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import ETC_BAI from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import DeltaUCB from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import UCBH from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import UCBimproved from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import SparseWrapper from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import DiscountedThompson from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import klUCBswitch from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import klUCBswitchAnytime from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import IMED from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import OCUCBH from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import AOCUCBH from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import GaussianOSSB from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import SparseOSSB from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import OSSB_DecreasingRate from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import OSSB_AutoDecreasingRate from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import UCB_sq from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import UCB_t from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import UCBoost_bq_h_lb_t from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import UCBoost_bq_h_lb_t_sq from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import UCBoost from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import Aggregator from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import CORRAL from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import LearnExp from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import GenericAggregation from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import SlidingWindowRestart from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import LM_DSEE from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import SWHash_IndexPolicy from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import CUSUM_IndexPolicy from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import PHT_IndexPolicy from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import GaussianGLR_IndexPolicy from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import BernoulliGLR_IndexPolicy from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import SubGaussianGLR_IndexPolicy from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import Exp3R from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import Exp3RPlusPlus from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import Monitored_IndexPolicy from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import OracleSequentiallyRestartPolicy from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import AdSwitch from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import DoublingTrickWrapper from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import next_horizon__arithmetic from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import next_horizon__geometric from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import next_horizon__exponential from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import next_horizon__exponential_fast from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import next_horizon__exponential_slow from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import next_horizon__exponential_generic from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import breakpoints from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import Ti_geometric from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import Ti_exponential from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import Ti_intermediate_sqrti from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import Ti_intermediate_i13 from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import Ti_intermediate_i23 from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import Ti_intermediate_i12_logi12 from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import Ti_intermediate_i_by_logi from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import WrapRange from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import MusicalChair from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import optimalT0 from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import MusicalChairNoSensing from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import SIC_MMAB from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import SIC_MMAB_UCB from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import SIC_MMAB_klUCB from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import TrekkingTSN from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import MEGA from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import with_proba from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import jit from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import klucbExp from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import klucbGauss from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import klucbPoisson from wildcard import (unused-wildcard-import)
W: 30, 4: Unused import klucbGamma from wildcard import (unused-wildcard-import)
W: 31, 4: Unused import pyximport from wildcard import (unused-wildcard-import)
W: 31, 4: Unused import UCBjulia from wildcard import (unused-wildcard-import)
W: 31, 4: Unused import KLempUCB from wildcard import (unused-wildcard-import)
W: 31, 4: Unused import FittingModel from wildcard import (unused-wildcard-import)
W: 31, 4: Unused import SimpleGaussianKernel from wildcard import (unused-wildcard-import)
W: 31, 4: Unused import SimpleBernoulliKernel from wildcard import (unused-wildcard-import)
W: 31, 4: Unused import default_estimator from wildcard import (unused-wildcard-import)
W: 31, 4: Unused import default_optimizer from wildcard import (unused-wildcard-import)
W: 31, 4: Unused import UCB_sq_faster from wildcard import (unused-wildcard-import)
W: 31, 4: Unused import UCB_bq_faster from wildcard import (unused-wildcard-import)
W: 31, 4: Unused import UCB_h_faster from wildcard import (unused-wildcard-import)
W: 31, 4: Unused import UCB_lb_faster from wildcard import (unused-wildcard-import)
W: 31, 4: Unused import UCB_t_faster from wildcard import (unused-wildcard-import)
W: 31, 4: Unused import UCBoost_bq_h_lb_faster from wildcard import (unused-wildcard-import)
W: 31, 4: Unused import UCBoost_bq_h_lb_t_faster from wildcard import (unused-wildcard-import)
W: 31, 4: Unused import UCBoost_bq_h_lb_t_sq_faster from wildcard import (unused-wildcard-import)
W: 31, 4: Unused import UCBoost_faster from wildcard import (unused-wildcard-import)
W: 31, 4: Unused import UCBoostEpsilon_faster from wildcard import (unused-wildcard-import)
W: 31, 4: Unused import UCB_sq_cython from wildcard import (unused-wildcard-import)
W: 31, 4: Unused import UCB_t_cython from wildcard import (unused-wildcard-import)
W: 31, 4: Unused import UCBoost_bq_h_lb_t_cython from wildcard import (unused-wildcard-import)
W: 31, 4: Unused import UCBoost_bq_h_lb_t_sq_cython from wildcard import (unused-wildcard-import)
W: 31, 4: Unused import UCBoost_cython from wildcard import (unused-wildcard-import)
************* Module SMPyBandits.configuration_comparing_aggregation_algorithms
W: 44, 0: XXX To profile the code, turn down parallel computing (fixme)
W: 54, 0: XXX do not let this = False  # To profile the code, turn down parallel computing (fixme)
W: 74, 0: XXX do not let this = False if you want to test my Aggregator policy (fixme)
W: 77, 0: XXX do not let this = False if you want to test the CORRAL policy (fixme)
W: 80, 0: XXX do not let this = False if you want to test the LearnExp policy (fixme)
W: 83, 0: XXX do not let this = False if you want to test the Hedge policy (fixme)
W: 88, 0: XXX to disable manually this feature (fixme)
W: 92, 0: XXX do not let this = False (fixme)
W:152, 0: XXX Default! (fixme)
W:184, 0: FIXME Gamma arms (fixme)
W:336, 0: XXX If needed! (fixme)
C:157, 0: Wrong hanging indentation (add 4 spaces).
    # ],
    ^   | (bad-continuation)
E: 24, 0: Unable to import 'Arms' (import-error)
W: 24, 0: Wildcard import Arms (wildcard-import)
C: 24, 0: Import "from Arms import *" should be placed at the top of the module (wrong-import-position)
E: 27, 0: Unable to import 'Policies' (import-error)
W: 27, 0: Wildcard import Policies (wildcard-import)
C: 27, 0: Import "from Policies import *" should be placed at the top of the module (wrong-import-position)
E:116,11: Undefined variable 'mapping_ARM_TYPE' (undefined-variable)
E:155,22: Undefined variable 'uniformMeans' (undefined-variable)
W:217, 7: Catching too general exception Exception (broad-except)
W:225,21: Unused argument 'precision' (unused-argument)
W:234,21: Unused argument 'precision' (unused-argument)
E:254,24: Undefined variable 'UCBalpha' (undefined-variable)
E:269,24: Undefined variable 'Thompson' (undefined-variable)
E:276,24: Undefined variable 'klUCB' (undefined-variable)
E:279,25: Undefined variable 'klucbBern' (undefined-variable)
E:283,24: Undefined variable 'klUCB' (undefined-variable)
E:286,25: Undefined variable 'klucbExp' (undefined-variable)
E:290,24: Undefined variable 'klUCB' (undefined-variable)
E:305,24: Undefined variable 'BayesUCB' (undefined-variable)
C:336, 0: Import "from itertools import product" should be placed at the top of the module (wrong-import-position)
E:355,28: Undefined variable 'LearnExp' (undefined-variable)
E:375,28: Undefined variable 'CORRAL' (undefined-variable)
E:398,28: Undefined variable 'Aggregator' (undefined-variable)
W:336, 0: Unused product imported from itertools (unused-import)
C:336, 0: standard import "from itertools import product" should be placed before "from Arms import *" (wrong-import-order)
************* Module SMPyBandits.configuration_comparing_doubling_algorithms
W: 36, 0: XXX To profile the code, turn down parallel computing (fixme)
W: 42, 0: XXX do not let this = False (fixme)
W: 87, 0: XXX Bernoulli arms (fixme)
W: 88, 0: XXX A very easy problem, but it is used in a lot of articles (fixme)
W: 92, 0: XXX Default! (fixme)
W:123, 0: XXX Don't need the horizon, but suffer from the restart (to compare) (fixme)
C:123, 0: Wrong hanging indentation (remove 4 spaces).
        # klUCB,  # XXX Don't need the horizon, but suffer from the restart (to compare)
    |   ^ (bad-continuation)
C:126, 0: Wrong hanging indentation (remove 4 spaces).
        klUCBPlusPlus,
    |   ^ (bad-continuation)
C:127, 0: Wrong hanging indentation (remove 4 spaces).
        # ApproximatedFHGittins,
    |   ^ (bad-continuation)
E: 24, 0: Unable to import 'Arms' (import-error)
W: 24, 0: Wildcard import Arms (wildcard-import)
C: 24, 0: Import "from Arms import *" should be placed at the top of the module (wrong-import-position)
E: 27, 0: Unable to import 'Policies' (import-error)
W: 27, 0: Wildcard import Policies (wildcard-import)
C: 27, 0: Import "from Policies import *" should be placed at the top of the module (wrong-import-position)
E: 74,11: Undefined variable 'mapping_ARM_TYPE' (undefined-variable)
E: 89,24: Undefined variable 'Bernoulli' (undefined-variable)
E: 95,22: Undefined variable 'uniformMeans' (undefined-variable)
E:100,28: Undefined variable 'randomMeans' (undefined-variable)
E:118, 8: Undefined variable 'klucb_mapping' (undefined-variable)
E:118,76: Undefined variable 'klucbBern' (undefined-variable)
E:126, 8: Undefined variable 'klUCBPlusPlus' (undefined-variable)
W:132, 4: Duplicate key 'archtype' in dictionary (duplicate-key)
E:133,20: Undefined variable 'klUCB' (undefined-variable)
E:134,20: Undefined variable 'UCB' (undefined-variable)
E:162,24: Undefined variable 'DoublingTrickWrapper' (undefined-variable)
E:175,12: Undefined variable 'next_horizon__arithmetic' (undefined-variable)
E:176,12: Undefined variable 'next_horizon__geometric' (undefined-variable)
E:178,12: Undefined variable 'next_horizon__exponential_fast' (undefined-variable)
E:179,12: Undefined variable 'next_horizon__exponential_slow' (undefined-variable)
E:180,12: Undefined variable 'next_horizon__exponential_generic' (undefined-variable)
************* Module Unsupervised_Learning_for_Bandit_problem
C:  9, 0: Trailing whitespace (trailing-whitespace)
C: 11, 0: Trailing whitespace (trailing-whitespace)
C: 13, 0: Trailing whitespace (trailing-whitespace)
C: 15, 0: Trailing whitespace (trailing-whitespace)
C: 93, 0: No space allowed after bracket
draws = np.array([ b.draw_nparray(shape) for b in M.arms ])
                 ^ (bad-whitespace)
C: 93, 0: No space allowed before bracket
draws = np.array([ b.draw_nparray(shape) for b in M.arms ])
                                                         ^ (bad-whitespace)
C:132, 0: Trailing whitespace (trailing-whitespace)
C:145, 0: Trailing whitespace (trailing-whitespace)
C:147, 0: Trailing whitespace (trailing-whitespace)
C:149, 0: Trailing whitespace (trailing-whitespace)
C:152, 0: Trailing whitespace (trailing-whitespace)
C:161, 0: No space allowed after bracket
draws = np.array([ b.draw_nparray((T_0, )) for b in M.arms ])
                 ^ (bad-whitespace)
C:161, 0: No space allowed before bracket
draws = np.array([ b.draw_nparray((T_0, )) for b in M.arms ])
                                                           ^ (bad-whitespace)
C:180, 0: Trailing whitespace (trailing-whitespace)
C:182, 0: Trailing whitespace (trailing-whitespace)
C:192, 0: Trailing whitespace (trailing-whitespace)
C:247, 0: Trailing whitespace (trailing-whitespace)
C:257, 0: Trailing whitespace (trailing-whitespace)
C:276, 0: Trailing whitespace (trailing-whitespace)
C:289, 0: Trailing whitespace (trailing-whitespace)
C:291, 0: Trailing whitespace (trailing-whitespace)
C:364, 0: Trailing whitespace (trailing-whitespace)
C:384, 0: Trailing whitespace (trailing-whitespace)
C:400, 0: Trailing whitespace (trailing-whitespace)
C:403, 0: Trailing whitespace (trailing-whitespace)
C:419, 0: No space allowed after bracket
        self.ests = [ self._estimator(*self._args, **self._kwargs) for _ in range(nbArms) ]
                    ^ (bad-whitespace)
C:419, 0: No space allowed before bracket
        self.ests = [ self._estimator(*self._args, **self._kwargs) for _ in range(nbArms) ]
                                                                                          ^ (bad-whitespace)
C:421, 0: No space allowed after bracket
        self.observations = [ [] for _ in range(nbArms) ]
                            ^ (bad-whitespace)
C:421, 0: No space allowed before bracket
        self.observations = [ [] for _ in range(nbArms) ]
                                                        ^ (bad-whitespace)
C:422, 0: Trailing whitespace (trailing-whitespace)
C:425, 0: Trailing whitespace (trailing-whitespace)
C:429, 0: No space allowed after bracket
        self.ests = [ self._estimator(*self._args, **self._kwargs) for _ in range(self.nbArms) ]
                    ^ (bad-whitespace)
C:429, 0: No space allowed before bracket
        self.ests = [ self._estimator(*self._args, **self._kwargs) for _ in range(self.nbArms) ]
                                                                                               ^ (bad-whitespace)
C:430, 0: Trailing whitespace (trailing-whitespace)
C:435, 0: Trailing whitespace (trailing-whitespace)
C:459, 0: Trailing whitespace (trailing-whitespace)
C:461, 0: Trailing whitespace (trailing-whitespace)
C:469, 0: Trailing whitespace (trailing-whitespace)
C:472, 0: No space allowed after bracket
        return [ float(est.sample()) for est in self.ests ]
               ^ (bad-whitespace)
C:472, 0: No space allowed before bracket
        return [ float(est.sample()) for est in self.ests ]
                                                          ^ (bad-whitespace)
C:473, 0: Trailing whitespace (trailing-whitespace)
C:478, 0: No space allowed after bracket
        return [ float(np.mean(est.sample(meanOf))) for est in self.ests ]
               ^ (bad-whitespace)
C:478, 0: No space allowed before bracket
        return [ float(np.mean(est.sample(meanOf))) for est in self.ests ]
                                                                         ^ (bad-whitespace)
C:479, 0: Trailing whitespace (trailing-whitespace)
C:482, 0: No space allowed after bracket
        return [ float(est.score(o)) for est, o in zip(self.ests, obs) ]
               ^ (bad-whitespace)
C:482, 0: No space allowed before bracket
        return [ float(est.score(o)) for est, o in zip(self.ests, obs) ]
                                                                       ^ (bad-whitespace)
C:533, 0: Trailing whitespace (trailing-whitespace)
C:535, 0: Trailing whitespace (trailing-whitespace)
C:543, 0: Trailing whitespace (trailing-whitespace)
C:561, 0: No space allowed after bracket
ENVIRONMENTS = [ [Gaussian(mu, sigma=0.2) for mu in means] ]
               ^ (bad-whitespace)
C:561, 0: No space allowed before bracket
ENVIRONMENTS = [ [Gaussian(mu, sigma=0.2) for mu in means] ]
                                                           ^ (bad-whitespace)
C:583, 0: Wrong hanging indentation (remove 4 spaces).
        # --- Naive algorithms
    |   ^ (bad-continuation)
C:584, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:588, 0: Wrong hanging indentation (remove 4 spaces).
        # --- Our algorithm, with two Unsupervised Learning algorithms
    |   ^ (bad-continuation)
C:589, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:600, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:609, 0: Wrong hanging indentation (remove 4 spaces).
        # --- Basic UCB1 algorithm
    |   ^ (bad-continuation)
C:610, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:614, 0: Wrong hanging indentation (remove 4 spaces).
        # --- Thompson sampling algorithm
    |   ^ (bad-continuation)
C:615, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:619, 0: Wrong hanging indentation (remove 4 spaces).
        # --- klUCB algorithm, with Gaussian klucb function
    |   ^ (bad-continuation)
C:620, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:654, 0: Trailing whitespace (trailing-whitespace)
C:705, 0: No space allowed after bracket
ENVIRONMENTS = [ [Gaussian(mu, sigma=0.25) for mu in means] ]
               ^ (bad-whitespace)
C:705, 0: No space allowed before bracket
ENVIRONMENTS = [ [Gaussian(mu, sigma=0.25) for mu in means] ]
                                                            ^ (bad-whitespace)
C:712, 0: Wrong hanging indentation (remove 4 spaces).
        # --- Our algorithm, with two Unsupervised Learning algorithms
    |   ^ (bad-continuation)
C:713, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:724, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:733, 0: Wrong hanging indentation (remove 4 spaces).
        # --- Basic UCB1 algorithm
    |   ^ (bad-continuation)
C:734, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:738, 0: Wrong hanging indentation (remove 4 spaces).
        # --- Thompson sampling algorithm
    |   ^ (bad-continuation)
C:739, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:743, 0: Wrong hanging indentation (remove 4 spaces).
        # --- klUCB algorithm, with Gaussian klucb function
    |   ^ (bad-continuation)
C:744, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:778, 0: Trailing whitespace (trailing-whitespace)
C:798, 0: Trailing whitespace (trailing-whitespace)
C:803, 0: Trailing whitespace (trailing-whitespace)
C:819, 0: No space allowed after bracket
ENVIRONMENTS = [ [Bernoulli(mu) for mu in means] ]
               ^ (bad-whitespace)
C:819, 0: No space allowed before bracket
ENVIRONMENTS = [ [Bernoulli(mu) for mu in means] ]
                                                 ^ (bad-whitespace)
C:826, 0: Wrong hanging indentation (remove 4 spaces).
        # --- Our algorithm, with two Unsupervised Learning algorithms
    |   ^ (bad-continuation)
C:827, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:838, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:847, 0: Wrong hanging indentation (remove 4 spaces).
        # --- Basic UCB1 algorithm
    |   ^ (bad-continuation)
C:848, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:852, 0: Wrong hanging indentation (remove 4 spaces).
        # --- Thompson sampling algorithm
    |   ^ (bad-continuation)
C:853, 0: Wrong hanging indentation (remove 4 spaces).
        {
    |   ^ (bad-continuation)
C:885, 0: Trailing whitespace (trailing-whitespace)
C:905, 0: Trailing whitespace (trailing-whitespace)
C:907, 0: Trailing whitespace (trailing-whitespace)
C:909, 0: Trailing whitespace (trailing-whitespace)
C:914, 0: Trailing whitespace (trailing-whitespace)
C:921, 0: Trailing whitespace (trailing-whitespace)
C:946, 0: Trailing whitespace (trailing-whitespace)
C:948, 0: Trailing whitespace (trailing-whitespace)
C:953, 0: Trailing whitespace (trailing-whitespace)
C:  1, 0: Missing module docstring (missing-docstring)
E: 30, 0: Undefined variable 'get_ipython' (undefined-variable)
E: 31, 0: Undefined variable 'get_ipython' (undefined-variable)
E: 32, 0: Undefined variable 'get_ipython' (undefined-variable)
C: 38, 0: Import "from SMPyBandits.Environment import MAB" should be placed at the top of the module (wrong-import-position)
C: 46, 0: Import "from SMPyBandits.Arms import Gaussian" should be placed at the top of the module (wrong-import-position)
W: 53, 0: __future__ import is not the first non docstring statement (misplaced-future)
C: 53, 0: Import "from __future__ import print_function" should be placed at the top of the module (wrong-import-position)
C: 54, 0: Import "from IPython.core import page" should be placed at the top of the module (wrong-import-position)
C: 55, 0: Missing function docstring (missing-docstring)
E: 66, 0: Undefined variable 'get_ipython' (undefined-variable)
W: 99, 0: Statement seems to have no effect (pointless-statement)
W:113, 0: Statement seems to have no effect (pointless-statement)
C:121, 0: Missing function docstring (missing-docstring)
W:163, 0: Statement seems to have no effect (pointless-statement)
W:171, 0: Statement seems to have no effect (pointless-statement)
C:188, 0: Import "from sklearn.neighbors.kde import KernelDensity" should be placed at the top of the module (wrong-import-position)
W:200, 0: Statement seems to have no effect (pointless-statement)
W:208, 0: Statement seems to have no effect (pointless-statement)
W:209, 0: Statement seems to have no effect (pointless-statement)
E:217, 0: Undefined variable 'get_ipython' (undefined-variable)
E:253, 0: Undefined variable 'get_ipython' (undefined-variable)
W:265, 0: Statement seems to have no effect (pointless-statement)
W:272, 0: Statement seems to have no effect (pointless-statement)
W:284, 0: Statement seems to have no effect (pointless-statement)
W:302, 0: Redefining name 'kwargs' from outer scope (line 512) (redefined-outer-name)
W:309,18: Unused argument 'data' (unused-argument)
W:313,21: Redefining name 'shape' from outer scope (line 92) (redefined-outer-name)
W:313,21: Unused argument 'shape' (unused-argument)
R:313, 4: Method could be a function (no-self-use)
W:317,28: Unused argument 'data' (unused-argument)
R:317, 4: Method could be a function (no-self-use)
C:331, 0: Import "import scipy.stats as st" should be placed at the top of the module (wrong-import-position)
W:337, 0: Redefining name 'kwargs' from outer scope (line 512) (redefined-outer-name)
W:337, 4: __init__ method from base class 'FittingModel' is not called (super-init-not-called)
W:350,21: Redefining name 'shape' from outer scope (line 92) (redefined-outer-name)
R:352, 8: Unnecessary "else" after "return" (no-else-return)
R:398, 0: Too many instance attributes (11/7) (too-many-instance-attributes)
W:404,23: Redefining name 'nbArms' from outer scope (line 500) (redefined-outer-name)
W:404,31: Redefining name 'estimator' from outer scope (line 511) (redefined-outer-name)
W:405,17: Redefining name 'T_0' from outer scope (line 91) (redefined-outer-name)
W:405,25: Redefining name 'fit_every' from outer scope (line 502) (redefined-outer-name)
W:405,40: Redefining name 'meanOf' from outer scope (line 503) (redefined-outer-name)
W:404, 0: Redefining name 'kwargs' from outer scope (line 512) (redefined-outer-name)
W:406,17: Unused argument 'lower' (unused-argument)
W:406,27: Unused argument 'amplitude' (unused-argument)
W:474,31: Redefining name 'meanOf' from outer scope (line 503) (redefined-outer-name)
E:492, 0: Undefined variable 'get_ipython' (undefined-variable)
E:528, 0: Undefined variable 'get_ipython' (undefined-variable)
C:549, 0: Import "from SMPyBandits.Environment import Evaluator" should be placed at the top of the module (wrong-import-position)
C:567, 0: Import "from SMPyBandits.Policies import EmpiricalMeans, UCB, Thompson, klUCB" should be placed at the top of the module (wrong-import-position)
C:568, 0: Import "from SMPyBandits.Policies import klucb_mapping, klucbGauss as _klucbGauss" should be placed at the top of the module (wrong-import-position)
W:572,21: Unused argument 'precision' (unused-argument)
C:660, 0: Import "from SMPyBandits.Environment import tqdm" should be placed at the top of the module (wrong-import-position)
E:666, 0: Undefined variable 'get_ipython' (undefined-variable)
W:675,12: Redefining name 'evaluation' from outer scope (line 650) (redefined-outer-name)
C:675, 0: Missing function docstring (missing-docstring)
E:686, 0: Undefined variable 'get_ipython' (undefined-variable)
E:784, 0: Undefined variable 'get_ipython' (undefined-variable)
C:809, 0: Import "from SMPyBandits.Arms import Bernoulli" should be placed at the top of the module (wrong-import-position)
E:891, 0: Undefined variable 'get_ipython' (undefined-variable)
W:928, 0: Statement seems to have no effect (pointless-statement)
W:935, 0: Statement seems to have no effect (pointless-statement)
W:941, 0: Statement seems to have no effect (pointless-statement)
W:568, 0: Unused klucb_mapping imported from SMPyBandits.Policies (unused-import)
W:660, 0: Unused tqdm imported from SMPyBandits.Environment (unused-import)
C: 53, 0: standard import "from __future__ import print_function" should be placed before "import numpy as np" (wrong-import-order)
C:549, 0: Imports from package SMPyBandits are not grouped (ungrouped-imports)
************* Module SMPyBandits.configuration_markovian
W: 40, 0: XXX To profile the code, turn down parallel computing (fixme)
W: 48, 0: XXX do not let this = False (fixme)
W: 65, 0: XXX do not let this = False if you want to test my Aggregator policy (fixme)
W: 90, 0: FIXME (fixme)
W: 91, 0: XXX Example from [Kalathil et al., 2012](https://arxiv.org/abs/1206.3582) Table 1 (fixme)
W:101, 0: FIXME make this by default! include it in MAB.py and not in the configuration! (fixme)
W:110, 0: FIXME (fixme)
W:124, 0: FIXME make this by default! include it in MAB.py and not in the configuration! (fixme)
W:157, 0: XXX Below the theoretically acceptable value! (fixme)
W:223, 0: XXX uncomment to give the value of horizon to have a better learning rate (fixme)
E: 24, 0: Unable to import 'Arms' (import-error)
W: 24, 0: Wildcard import Arms (wildcard-import)
C: 24, 0: Import "from Arms import *" should be placed at the top of the module (wrong-import-position)
E: 27, 0: Unable to import 'Policies' (import-error)
W: 27, 0: Wildcard import Policies (wildcard-import)
C: 27, 0: Import "from Policies import *" should be placed at the top of the module (wrong-import-position)
E:102,29: Undefined variable 'Bernoulli' (undefined-variable)
E:142, 8: Undefined variable 'klucb_mapping' (undefined-variable)
E:142,76: Undefined variable 'klucbBern' (undefined-variable)
E:149,24: Undefined variable 'UCBalpha' (undefined-variable)
E:155,24: Undefined variable 'UCBalpha' (undefined-variable)
E:162,24: Undefined variable 'DMED' (undefined-variable)
E:169,24: Undefined variable 'Thompson' (undefined-variable)
E:174,24: Undefined variable 'klUCB' (undefined-variable)
E:180,24: Undefined variable 'klUCBPlus' (undefined-variable)
E:187,24: Undefined variable 'BayesUCB' (undefined-variable)
E:192,24: Undefined variable 'ApproximatedFHGittins' (undefined-variable)
E:199,24: Undefined variable 'ApproximatedFHGittins' (undefined-variable)
E:215,24: Undefined variable 'Aggregator' (undefined-variable)
************* Module SMPyBandits.configuration_multiplayers_with_aggregation
W: 49, 0: XXX To profile the code, turn down parallel computing (fixme)
W: 55, 0: XXX do not let this = False  # To profile the code, turn down parallel computing (fixme)
W: 72, 0: XXX this is the best one (fixme)
W: 79, 0: XXX to disable manually this feature (fixme)
W:136, 0: XXX Default (fixme)
W:137, 0: FIXME comment this line! (fixme)
W:148, 0: XXX Bernoulli arms (fixme)
W:183, 0: FIXME very simulation dependent! Change (fixme)
C:117, 0: No space allowed after bracket
    MEANS = [ float(m) for m in MEANS_STR.replace('[', '').replace(']', '').split(',') ]
            ^ (bad-whitespace)
C:117, 0: No space allowed before bracket
    MEANS = [ float(m) for m in MEANS_STR.replace('[', '').replace(']', '').split(',') ]
                                                                                       ^ (bad-whitespace)
W: 26, 4: Wildcard import Arms (wildcard-import)
W: 30, 4: Wildcard import Environment.CollisionModels (wildcard-import)
W: 32, 4: Wildcard import Policies (wildcard-import)
W: 33, 4: Wildcard import PoliciesMultiPlayers (wildcard-import)
W: 35, 4: Wildcard import SMPyBandits.Arms (wildcard-import)
W: 37, 4: Wildcard import SMPyBandits.Environment.CollisionModels (wildcard-import)
W: 38, 4: Wildcard import SMPyBandits.Policies (wildcard-import)
W: 39, 4: Wildcard import SMPyBandits.PoliciesMultiPlayers (wildcard-import)
W:113, 0: Reimport 'numpy' (imported line 18) (reimported)
C:113, 0: Import "import numpy as np" should be placed at the top of the module (wrong-import-position)
W: 28, 4: Unused MAB imported from Environment (unused-import)
W: 35, 4: Unused import json from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import shuffled from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import uniformMeansWithSparsity from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import randomMeansWithGapBetweenMbestMworst from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import randomMeansWithSparsity from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import randomMeansWithSparsity2 from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import array_from_str from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import list_from_str from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import tuple_from_str from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import optimal_selection_probabilities from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import geometricChangePoints from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import continuouslyVaryingMeans from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import randomContinuouslyVaryingMeans from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import shuffle from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import copy from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Constant from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import UniformArm from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Bernoulli from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Binomial from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Poisson from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import UnboundedPoisson from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gaussian from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gaussian_0_1 from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gaussian_0_2 from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gaussian_0_5 from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gaussian_0_10 from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gaussian_0_100 from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gaussian_m1_1 from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gaussian_m2_2 from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gaussian_m5_5 from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gaussian_m10_10 from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gaussian_m100_100 from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import UnboundedGaussian from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Exponential from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import ExponentialFromMean from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import UnboundedExponential from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gamma from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import GammaFromMean from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import UnboundedGamma from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import DiscreteArm from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import testmod from wildcard import (unused-wildcard-import)
W: 37, 4: Unused import lru_cache from wildcard import (unused-wildcard-import)
W: 37, 4: Unused import handleCollision_or_getZeroReward from wildcard import (unused-wildcard-import)
W: 37, 4: Unused import defaultCollisionModel from wildcard import (unused-wildcard-import)
W: 37, 4: Unused import onlyUniqUserGetsRewardSparse from wildcard import (unused-wildcard-import)
W: 37, 4: Unused import allGetRewardsAndUseCollision from wildcard import (unused-wildcard-import)
W: 37, 4: Unused import noCollision from wildcard import (unused-wildcard-import)
W: 37, 4: Unused import rewardIsSharedUniformly from wildcard import (unused-wildcard-import)
W: 37, 4: Unused import random_distances from wildcard import (unused-wildcard-import)
W: 37, 4: Unused import closerUserGetsReward from wildcard import (unused-wildcard-import)
W: 37, 4: Unused import collision_models from wildcard import (unused-wildcard-import)
W: 37, 4: Unused import full_lost_if_collision from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klucb_mapping from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import BasePolicy from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import BaseWrapperPolicy from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Beta from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Gauss from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import DiscountedBeta from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Uniform from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UniformOnSome from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import TakeFixedArm from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import TakeRandomFixedArm from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import EpsilonGreedy from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import EpsilonFirst from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import EpsilonDecreasing from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import EpsilonDecreasingMEGA from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import EpsilonExpDecreasing from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import ETC_KnownGap from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import ETC_RandomStop from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import ETC_FixedBudget from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import ETC_SPRT from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import ETC_BAI from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import DeltaUCB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Softmax from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SoftmaxDecreasing from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SoftMix from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SoftmaxWithHorizon from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Exp3 from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Exp3Decreasing from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Exp3SoftMix from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Exp3WithHorizon from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Exp3ELM from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Exp3PlusPlus from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import ProbabilityPursuit from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import BoltzmannGumbel from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Hedge from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import HedgeDecreasing from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import HedgeWithHorizon from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBH from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBalpha from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBmin from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBplus from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBrandomInit from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBimproved from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBV from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBVtuned from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SparseUCB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SparseklUCB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SparseWrapper from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import CPUCB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import MOSS from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import MOSSH from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import MOSSAnytime from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import MOSSExperimental from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Thompson from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import DiscountedThompson from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import BayesUCB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klUCBloglog from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klUCBPlus from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klUCBH from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klUCBHPlus from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klUCBPlusPlus from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klUCBswitch from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klUCBswitchAnytime from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import DMED from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import DMEDPlus from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import IMED from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import OCUCBH from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import AOCUCBH from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import OCUCB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBdagger from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import OSSB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import GaussianOSSB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SparseOSSB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import OSSB_DecreasingRate from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import OSSB_AutoDecreasingRate from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import BESA from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCB_sq from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCB_bq from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCB_h from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCB_lb from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCB_t from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBoost_bq_h_lb from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBoost_bq_h_lb_t from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBoost_bq_h_lb_t_sq from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBoost from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBoostEpsilon from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import AdBandits from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import CORRAL from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import LearnExp from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import GenericAggregation from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import ApproximatedFHGittins from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SlidingWindowRestart from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SWR_UCB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SWR_UCBalpha from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SWR_klUCB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SWUCB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SWUCBPlus from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import DiscountedUCB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import DiscountedUCBPlus from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import LM_DSEE from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SWHash_IndexPolicy from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import CUSUM_IndexPolicy from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import PHT_IndexPolicy from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import GaussianGLR_IndexPolicy from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import BernoulliGLR_IndexPolicy from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SubGaussianGLR_IndexPolicy from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Exp3R from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Exp3RPlusPlus from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Monitored_IndexPolicy from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import OracleSequentiallyRestartPolicy from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import AdSwitch from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import DoublingTrickWrapper from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import next_horizon__arithmetic from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import next_horizon__geometric from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import next_horizon__exponential from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import next_horizon__exponential_fast from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import next_horizon__exponential_slow from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import next_horizon__exponential_generic from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import breakpoints from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Ti_geometric from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Ti_exponential from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Ti_intermediate_sqrti from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Ti_intermediate_i13 from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Ti_intermediate_i23 from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Ti_intermediate_i12_logi12 from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Ti_intermediate_i_by_logi from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import WrapRange from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import MusicalChair from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import optimalT0 from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import MusicalChairNoSensing from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SIC_MMAB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SIC_MMAB_UCB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SIC_MMAB_klUCB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import TrekkingTSN from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import MEGA from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import with_proba from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import jit from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klucbBern from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klucbExp from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klucbGauss from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klucbPoisson from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klucbGamma from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import CentralizedFixed from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import CentralizedCycling from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import OracleNotFair from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import OracleFair from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import CentralizedIMP from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import rhoRandRand from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import rhoEst from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import rhoEstPlus from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import rhoLearn from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import rhoLearnEst from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import rhoLearnExp3 from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import binary_feedback from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import ternary_feedback from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import generic_ternary_feedback from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import make_generic_ternary_feedback from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import generic_continuous_feedback from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import make_generic_continuous_feedback from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import rhoRandSticky from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import rhoRandRotating from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import rhoRandALOHA from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import rhoCentralized from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import RandTopMCautious from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import RandTopMExtraCautious from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import RandTopMOld from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import MCTopMCautious from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import MCTopMExtraCautious from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import MCTopMOld from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import RandTopMEst from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import RandTopMEstPlus from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import MCTopMEst from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import MCTopMEstPlus from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import EstimateM from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import threshold_on_t_with_horizon from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import threshold_on_t_doubling_trick from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import threshold_on_t from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import ALOHA from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import tnext_beta from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import tnext_log from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import Scenario1 from wildcard import (unused-wildcard-import)
C:113, 0: Imports from package numpy are not grouped (ungrouped-imports)
************* Module SMPyBandits.configuration_multiplayers
W: 54, 0: XXX To profile the code, turn down parallel computing (fixme)
W: 60, 0: XXX do not let this = False  # To profile the code, turn down parallel computing (fixme)
W: 75, 0: XXX More than the number of arms !! (fixme)
W: 76, 0: XXX More than the number of arms !! (fixme)
W:101, 0: XXX this is the best one (fixme)
W:111, 0: XXX to disable manually this feature (fixme)
W:168, 0: XXX Default (fixme)
W:177, 0: XXX to test with 1 suboptimal arm only (fixme)
W:181, 0: XXX to test with half very bad arms, half perfect arms (fixme)
W:185, 0: XXX To only test the orthogonalization (collision avoidance) protocol (fixme)
W:189, 0: XXX To only test the orthogonalization (collision avoidance) protocol (fixme)
W:193, 0: XXX To only test the orthogonalization (collision avoidance) protocol (fixme)
W:201, 0: XXX Default! (fixme)
W:214, 0: XXX Bernoulli arms (fixme)
W:253, 0: FIXME test this new SIC_MMAB algorithm (fixme)
W:258, 0: XXX stupid version with fixed T0 : cannot adapt to any problem (fixme)
W:260, 0: FIXME test this new TrekkingTSN algorithm! (fixme)
W:266, 0: XXX Not efficient! (fixme)
W:289, 0: XXX Not efficient! (fixme)
W:295, 0: FIXME experimental! (fixme)
W:297, 0: FIXME experimental! (fixme)
W:307, 0: XXX Not efficient! (fixme)
W:313, 0: FIXME experimental! (fixme)
W:316, 0: FIXME experimental! (fixme)
W:317, 0: FIXME experimental! (fixme)
W:340, 0: XXX don't work so well (fixme)
W:342, 0: FIXME how to chose the 5 parameters for MEGA policy ? (fixme)
W:343, 0: XXX By trial and error?? (fixme)
W:345, 0: XXX always linear regret! (fixme)
W:347, 0: XXX stupid version with fixed T0 : cannot adapt to any problem (fixme)
W:352, 0: XXX cheated version, with known gap (epsilon < Delta) and proba of success 5% ! (fixme)
W:355, 0: XXX cheated version, with known gap and known horizon (proba of success delta < 1 / T) ! (fixme)
W:370, 0: XXX Comparing different rhoRand approaches (fixme)
W:384, 0: XXX Comparing different ALOHA approaches (fixme)
W:385, 0: XXX If needed! (fixme)
W:397, 0: XXX Comparing different centralized approaches (fixme)
W:415, 0: XXX each player needs to now the number of players (fixme)
W:440, 0: TODO the EvaluatorMultiPlayers should regenerate the list of players in every repetitions, to have at the end results on the average behavior of these randomized multi-players policies (fixme)
C:149, 0: No space allowed after bracket
    MEANS = [ float(m) for m in MEANS_STR.replace('[', '').replace(']', '').split(',') ]
            ^ (bad-whitespace)
C:149, 0: No space allowed before bracket
    MEANS = [ float(m) for m in MEANS_STR.replace('[', '').replace(']', '').split(',') ]
                                                                                       ^ (bad-whitespace)
C:254, 0: No space allowed after bracket
    [ SIC_MMAB(nbArms, HORIZON) for _ in range(NB_PLAYERS) ],
    ^ (bad-whitespace)
C:254, 0: No space allowed before bracket
    [ SIC_MMAB(nbArms, HORIZON) for _ in range(NB_PLAYERS) ],
                                                           ^ (bad-whitespace)
C:255, 0: No space allowed after bracket
    [ SIC_MMAB_UCB(nbArms, HORIZON) for _ in range(NB_PLAYERS) ],
    ^ (bad-whitespace)
C:255, 0: No space allowed before bracket
    [ SIC_MMAB_UCB(nbArms, HORIZON) for _ in range(NB_PLAYERS) ],
                                                               ^ (bad-whitespace)
C:256, 0: No space allowed after bracket
    [ SIC_MMAB_klUCB(nbArms, HORIZON) for _ in range(NB_PLAYERS) ],
    ^ (bad-whitespace)
C:256, 0: No space allowed before bracket
    [ SIC_MMAB_klUCB(nbArms, HORIZON) for _ in range(NB_PLAYERS) ],
                                                                 ^ (bad-whitespace)
C:349, 0: No space allowed after bracket
    [ MusicalChair(nbArms, Time0=50*NB_ARMS) for _ in range(NB_PLAYERS) ],
    ^ (bad-whitespace)
C:349, 0: No space allowed before bracket
    [ MusicalChair(nbArms, Time0=50*NB_ARMS) for _ in range(NB_PLAYERS) ],
                                                                        ^ (bad-whitespace)
C:350, 0: No space allowed after bracket
    [ MusicalChair(nbArms, Time0=100*NB_ARMS) for _ in range(NB_PLAYERS) ],
    ^ (bad-whitespace)
C:350, 0: No space allowed before bracket
    [ MusicalChair(nbArms, Time0=100*NB_ARMS) for _ in range(NB_PLAYERS) ],
                                                                         ^ (bad-whitespace)
C:351, 0: No space allowed after bracket
    [ MusicalChair(nbArms, Time0=150*NB_ARMS) for _ in range(NB_PLAYERS) ],
    ^ (bad-whitespace)
C:351, 0: No space allowed before bracket
    [ MusicalChair(nbArms, Time0=150*NB_ARMS) for _ in range(NB_PLAYERS) ],
                                                                         ^ (bad-whitespace)
C:438, 0: No space allowed after bracket
    "players": [ SIC_MMAB(nbArms, HORIZON) for _ in range(NB_PLAYERS) ]
               ^ (bad-whitespace)
C:438, 0: No space allowed before bracket
    "players": [ SIC_MMAB(nbArms, HORIZON) for _ in range(NB_PLAYERS) ]
                                                                      ^ (bad-whitespace)
W: 26, 4: Wildcard import Arms (wildcard-import)
W: 30, 4: Wildcard import Environment.CollisionModels (wildcard-import)
W: 32, 4: Wildcard import Policies (wildcard-import)
W: 33, 4: Wildcard import PoliciesMultiPlayers (wildcard-import)
W: 35, 4: Wildcard import SMPyBandits.Arms (wildcard-import)
W: 37, 4: Wildcard import SMPyBandits.Environment.CollisionModels (wildcard-import)
W: 38, 4: Wildcard import SMPyBandits.Policies (wildcard-import)
W: 39, 4: Wildcard import SMPyBandits.PoliciesMultiPlayers (wildcard-import)
W:145, 0: Reimport 'numpy' (imported line 18) (reimported)
C:145, 0: Import "import numpy as np" should be placed at the top of the module (wrong-import-position)
W: 28, 4: Unused MAB imported from Environment (unused-import)
W: 35, 4: Unused import json from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import shuffled from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import uniformMeansWithSparsity from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import randomMeansWithGapBetweenMbestMworst from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import randomMeansWithSparsity from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import randomMeansWithSparsity2 from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import array_from_str from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import list_from_str from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import tuple_from_str from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import optimal_selection_probabilities from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import geometricChangePoints from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import continuouslyVaryingMeans from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import randomContinuouslyVaryingMeans from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import shuffle from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import copy from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Constant from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import UniformArm from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Bernoulli from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Binomial from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Poisson from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import UnboundedPoisson from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gaussian from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gaussian_0_1 from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gaussian_0_2 from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gaussian_0_5 from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gaussian_0_10 from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gaussian_0_100 from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gaussian_m1_1 from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gaussian_m2_2 from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gaussian_m5_5 from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gaussian_m10_10 from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gaussian_m100_100 from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import UnboundedGaussian from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Exponential from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import ExponentialFromMean from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import UnboundedExponential from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import Gamma from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import GammaFromMean from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import UnboundedGamma from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import DiscreteArm from wildcard import (unused-wildcard-import)
W: 35, 4: Unused import testmod from wildcard import (unused-wildcard-import)
W: 37, 4: Unused import lru_cache from wildcard import (unused-wildcard-import)
W: 37, 4: Unused import handleCollision_or_getZeroReward from wildcard import (unused-wildcard-import)
W: 37, 4: Unused import defaultCollisionModel from wildcard import (unused-wildcard-import)
W: 37, 4: Unused import onlyUniqUserGetsRewardSparse from wildcard import (unused-wildcard-import)
W: 37, 4: Unused import allGetRewardsAndUseCollision from wildcard import (unused-wildcard-import)
W: 37, 4: Unused import noCollision from wildcard import (unused-wildcard-import)
W: 37, 4: Unused import rewardIsSharedUniformly from wildcard import (unused-wildcard-import)
W: 37, 4: Unused import random_distances from wildcard import (unused-wildcard-import)
W: 37, 4: Unused import closerUserGetsReward from wildcard import (unused-wildcard-import)
W: 37, 4: Unused import collision_models from wildcard import (unused-wildcard-import)
W: 37, 4: Unused import full_lost_if_collision from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klucb_mapping from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import BasePolicy from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import BaseWrapperPolicy from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Beta from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Gauss from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import DiscountedBeta from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Uniform from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UniformOnSome from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import TakeFixedArm from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import TakeRandomFixedArm from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import EpsilonGreedy from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import EpsilonFirst from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import EpsilonDecreasing from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import EpsilonDecreasingMEGA from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import EpsilonExpDecreasing from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import EmpiricalMeans from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import ETC_KnownGap from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import ETC_RandomStop from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import ETC_FixedBudget from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import ETC_SPRT from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import ETC_BAI from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import DeltaUCB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Softmax from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SoftmaxDecreasing from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SoftMix from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SoftmaxWithHorizon from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Exp3 from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Exp3Decreasing from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Exp3SoftMix from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Exp3WithHorizon from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Exp3ELM from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Exp3PlusPlus from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import ProbabilityPursuit from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import BoltzmannGumbel from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Hedge from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import HedgeDecreasing from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import HedgeWithHorizon from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBH from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBalpha from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBmin from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBplus from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBrandomInit from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBimproved from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBV from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBVtuned from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SparseUCB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SparseklUCB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SparseWrapper from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import CPUCB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import MOSS from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import MOSSH from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import MOSSAnytime from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import MOSSExperimental from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Thompson from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import DiscountedThompson from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import BayesUCB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klUCBloglog from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klUCBPlus from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klUCBH from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klUCBHPlus from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klUCBPlusPlus from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klUCBswitch from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klUCBswitchAnytime from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import DMED from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import DMEDPlus from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import IMED from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import OCUCBH from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import AOCUCBH from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import OCUCB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBdagger from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import OSSB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import GaussianOSSB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SparseOSSB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import OSSB_DecreasingRate from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import OSSB_AutoDecreasingRate from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import BESA from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCB_sq from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCB_bq from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCB_h from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCB_lb from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCB_t from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBoost_bq_h_lb from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBoost_bq_h_lb_t from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBoost_bq_h_lb_t_sq from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBoost from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import UCBoostEpsilon from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import AdBandits from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Aggregator from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import CORRAL from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import LearnExp from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import GenericAggregation from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import ApproximatedFHGittins from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SlidingWindowRestart from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SWR_UCB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SWR_UCBalpha from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SWR_klUCB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SWUCB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SWUCBPlus from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import DiscountedUCB from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import DiscountedUCBPlus from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import LM_DSEE from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SWHash_IndexPolicy from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import CUSUM_IndexPolicy from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import PHT_IndexPolicy from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import GaussianGLR_IndexPolicy from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import BernoulliGLR_IndexPolicy from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import SubGaussianGLR_IndexPolicy from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Exp3R from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Exp3RPlusPlus from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Monitored_IndexPolicy from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import OracleSequentiallyRestartPolicy from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import AdSwitch from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import DoublingTrickWrapper from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import next_horizon__arithmetic from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import next_horizon__geometric from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import next_horizon__exponential from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import next_horizon__exponential_fast from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import next_horizon__exponential_slow from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import next_horizon__exponential_generic from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import breakpoints from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Ti_geometric from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Ti_exponential from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Ti_intermediate_sqrti from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Ti_intermediate_i13 from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Ti_intermediate_i23 from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Ti_intermediate_i12_logi12 from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import Ti_intermediate_i_by_logi from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import WrapRange from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import optimalT0 from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import MusicalChairNoSensing from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import TrekkingTSN from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import MEGA from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import with_proba from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import jit from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klucbBern from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klucbExp from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klucbGauss from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klucbPoisson from wildcard import (unused-wildcard-import)
W: 38, 4: Unused import klucbGamma from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import CentralizedFixed from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import CentralizedCycling from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import OracleNotFair from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import OracleFair from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import CentralizedIMP from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import rhoRandRand from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import rhoEst from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import rhoEstPlus from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import rhoLearn from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import rhoLearnEst from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import rhoLearnExp3 from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import binary_feedback from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import ternary_feedback from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import generic_ternary_feedback from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import make_generic_ternary_feedback from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import generic_continuous_feedback from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import make_generic_continuous_feedback from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import rhoRandSticky from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import rhoRandRotating from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import rhoRandALOHA from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import rhoCentralized from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import RandTopMCautious from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import RandTopMExtraCautious from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import RandTopMOld from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import MCTopMCautious from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import MCTopMExtraCautious from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import MCTopMOld from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import RandTopMEst from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import RandTopMEstPlus from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import MCTopMEst from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import MCTopMEstPlus from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import EstimateM from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import threshold_on_t_with_horizon from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import threshold_on_t_doubling_trick from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import threshold_on_t from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import ALOHA from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import tnext_beta from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import tnext_log from wildcard import (unused-wildcard-import)
W: 39, 4: Unused import Scenario1 from wildcard import (unused-wildcard-import)
C:145, 0: Imports from package numpy are not grouped (ungrouped-imports)
************* Module SMPyBandits.configuration_nonstationary
W: 67, 0: XXX to manually disable this feature? (fixme)
W: 68, 0: XXX to manually enable this feature? (fixme)
W:105, 0: XXX Default (fixme)
W:112, 0: XXX Pb 0 changes are only on one arm at a time, only 2 arms (fixme)
W:113, 0: WARNING remove this "False and" to use this problem (fixme)
W:131, 0: XXX larger than horizon, just to see if it is a problem? (fixme)
W:137, 0: XXX Pb 1 changes are only on one arm at a time (fixme)
W:138, 0: WARNING remove this "False and" to use this problem (fixme)
W:156, 0: XXX larger than horizon, just to see if it is a problem? (fixme)
W:162, 0: XXX Pb 2 changes are on all or almost arms at a time (fixme)
W:163, 0: WARNING remove this "False and" to use this problem (fixme)
W:181, 0: XXX larger than horizon, just to see if it is a problem? (fixme)
W:187, 0: XXX Pb 3 changes are on all or almost arms at a time, but sequences don't have same length (fixme)
W:206, 0: XXX larger than horizon, just to see if it is a problem? (fixme)
W:214, 0: WARNING remove this "False and" to use this problem (fixme)
W:248, 0: FIXME remove this "False and" to use this problem (fixme)
W:344, 0: FIXME experimental code to check some condition on the problems (fixme)
W:389, 0: WARNING remove this "False and" to use this problem (fixme)
W:395, 0: XXX Note that even using geometricChangePoints does not mean random change points *at each repetitions* (fixme)
W:403, 0: XXX onlyOneArm is None by default, (fixme)
W:405, 0: XXX but onlyOneArm can be "uniform" to only change *one* arm at each change point, (fixme)
W:407, 0: XXX onlyOneArm can also be an integer to only change n arms at each change point, (fixme)
W:413, 0: WARNING remove this "False and" to use this problem (fixme)
W:414, 0: XXX Bernoulli arms (fixme)
W:431, 0: WARNING remove this "False and" to use this problem (fixme)
W:432, 0: XXX Bernoulli arms (fixme)
W:461, 0: XXX compare different values of the experimental sliding window algorithm (fixme)
W:481, 0: XXX Regular adversarial bandits algorithms! (fixme)
W:483, 0: XXX Regular stochastic bandits algorithms! (fixme)
W:485, 0: WARNING experimental! (fixme)
W:490, 0: WARNING experimental! (fixme)
W:492, 0: XXX This is still highly experimental! (fixme)
W:501, 0: XXX The Exp3RPlusPlus variant of Exp3R algorithm works also reasonably well (fixme)
W:505, 0: XXX TODO test the AdSwitch policy and its corrected version (fixme)
W:507, 0: WARNING don't test too many parameters! (fixme)
W:508, 0: WARNING don't test too many parameters! (fixme)
W:513, 0: XXX note that for a fixed T it means nothing… (fixme)
W:514, 0: XXX But for T=10000 it is at most 100 changes, reasonable! (fixme)
W:517, 0: XXX Test a few CD-MAB algorithms that need to know NB_BREAK_POINTS (fixme)
W:530, 0: XXX comment to only test klUCB (fixme)
W:538, 0: XXX Test a few CD-MAB algorithms (fixme)
W:551, 0: XXX comment to only test klUCB (fixme)
W:559, 0: XXX The Monitored_IndexPolicy works but the default choice of parameters seem bad! (fixme)
W:563, 0: XXX The Monitored_IndexPolicy with specific tuning of the input parameters (fixme)
W:572, 0: XXX comment to only test UCB (fixme)
W:582, 0: XXX experimental sliding window algorithm (fixme)
W:593, 0: XXX experimental other version of the sliding window algorithm, knowing the horizon (fixme)
W:603, 0: XXX experimental discounted UCB algorithm, knowing the horizon (fixme)
W:617, 0: XXX comment to only test UCB (fixme)
W:618, 0: XXX comment to only test UCB (fixme)
W:628, 0: XXX Huge hack! Use this if you want to modify the legends (fixme)
C:462, 0: Exactly one space required before assignment
EPSS   = [0.1, 0.05]
       ^ (bad-whitespace)
C:466, 0: Exactly one space required before assignment
TAUS   = [
       ^ (bad-whitespace)
C:467, 0: Wrong hanging indentation (remove 4 spaces).
        500, 1000, 2000,
    |   ^ (bad-continuation)
C:468, 0: Wrong hanging indentation (remove 4 spaces).
        int(2 * np.sqrt(HORIZON * np.log(HORIZON) / (1 + NB_BREAK_POINTS))),  # "optimal" value according to [Garivier & Moulines, 2008]
    |   ^ (bad-continuation)
C:472, 0: Wrong hanging indentation (remove 4 spaces).
        0.2, 0.4, 0.6, 0.8,
    |   ^ (bad-continuation)
C:473, 0: Wrong hanging indentation (remove 4 spaces).
        0.95, 0.99,
    |   ^ (bad-continuation)
C:474, 0: Wrong hanging indentation (remove 4 spaces).
        max(min(1, (1 - np.sqrt((1 + NB_BREAK_POINTS) / HORIZON)) / 4.), 0),  # "optimal" value according to [Garivier & Moulines, 2008]
    |   ^ (bad-continuation)
C:482, 0: No space allowed after bracket
        { "archtype": Exp3PlusPlus, "params": {} },
        ^ (bad-whitespace)
C:482, 0: No space allowed before bracket
        { "archtype": Exp3PlusPlus, "params": {} },
                                                 ^ (bad-whitespace)
C:484, 0: No space allowed after bracket
        { "archtype": UCBalpha, "params": { "alpha": 1, } },
        ^ (bad-whitespace)
C:484, 0: No space allowed after bracket
        { "archtype": UCBalpha, "params": { "alpha": 1, } },
                                          ^ (bad-whitespace)
C:484, 0: No space allowed before bracket
        { "archtype": UCBalpha, "params": { "alpha": 1, } },
                                                          ^ (bad-whitespace)
C:489, 0: No space allowed after bracket
        { "archtype": klUCB, "params": { "klucb": klucb, } },
        ^ (bad-whitespace)
C:489, 0: No space allowed after bracket
        { "archtype": klUCB, "params": { "klucb": klucb, } },
                                       ^ (bad-whitespace)
C:489, 0: No space allowed before bracket
        { "archtype": klUCB, "params": { "klucb": klucb, } },
                                                           ^ (bad-whitespace)
C:491, 0: No space allowed after bracket
        { "archtype": Thompson, "params": { "posterior": Beta, } },
        ^ (bad-whitespace)
C:491, 0: No space allowed after bracket
        { "archtype": Thompson, "params": { "posterior": Beta, } },
                                          ^ (bad-whitespace)
C:491, 0: No space allowed before bracket
        { "archtype": Thompson, "params": { "posterior": Beta, } },
                                                                 ^ (bad-whitespace)
C:493, 0: No space allowed after bracket
        { "archtype": DiscountedThompson, "params": { "posterior": DiscountedBeta, "gamma": gamma } }
        ^ (bad-whitespace)
C:493, 0: No space allowed after bracket
        { "archtype": DiscountedThompson, "params": { "posterior": DiscountedBeta, "gamma": gamma } }
                                                    ^ (bad-whitespace)
C:493, 0: No space allowed before bracket
        { "archtype": DiscountedThompson, "params": { "posterior": DiscountedBeta, "gamma": gamma } }
                                                                                                  ^ (bad-whitespace)
C:493, 0: No space allowed before bracket
        { "archtype": DiscountedThompson, "params": { "posterior": DiscountedBeta, "gamma": gamma } }
                                                                                                    ^ (bad-whitespace)
C:499, 0: No space allowed after bracket
        { "archtype": Exp3R, "params": { "horizon": HORIZON, } }
        ^ (bad-whitespace)
C:499, 0: No space allowed after bracket
        { "archtype": Exp3R, "params": { "horizon": HORIZON, } }
                                       ^ (bad-whitespace)
C:499, 0: No space allowed before bracket
        { "archtype": Exp3R, "params": { "horizon": HORIZON, } }
                                                               ^ (bad-whitespace)
C:503, 0: No space allowed after bracket
        { "archtype": Exp3RPlusPlus, "params": { "horizon": HORIZON, } }
        ^ (bad-whitespace)
C:503, 0: No space allowed after bracket
        { "archtype": Exp3RPlusPlus, "params": { "horizon": HORIZON, } }
                                               ^ (bad-whitespace)
C:503, 0: No space allowed before bracket
        { "archtype": Exp3RPlusPlus, "params": { "horizon": HORIZON, } }
                                                                       ^ (bad-whitespace)
C:506, 0: No space allowed after bracket
        { "archtype": AdSwitch, "params": { "horizon": HORIZON, "C1": C1, "C2": C2,} }
        ^ (bad-whitespace)
C:506, 0: No space allowed after bracket
        { "archtype": AdSwitch, "params": { "horizon": HORIZON, "C1": C1, "C2": C2,} }
                                          ^ (bad-whitespace)
C:506, 0: No space allowed before bracket
        { "archtype": AdSwitch, "params": { "horizon": HORIZON, "C1": C1, "C2": C2,} }
                                                                                     ^ (bad-whitespace)
C:515, 0: No space allowed after bracket
        { "archtype": LM_DSEE, "params": { "nu": 0.25, "DeltaMin": 0.1, "a": 1, "b": 0.25, } }
        ^ (bad-whitespace)
C:515, 0: No space allowed after bracket
        { "archtype": LM_DSEE, "params": { "nu": 0.25, "DeltaMin": 0.1, "a": 1, "b": 0.25, } }
                                         ^ (bad-whitespace)
C:515, 0: No space allowed before bracket
        { "archtype": LM_DSEE, "params": { "nu": 0.25, "DeltaMin": 0.1, "a": 1, "b": 0.25, } }
                                                                                             ^ (bad-whitespace)
C:519, 0: No space allowed after bracket
        { "archtype": archtype, "params": {
        ^ (bad-whitespace)
C:524, 0: No space allowed before bracket
        } }
          ^ (bad-whitespace)
C:540, 0: No space allowed after bracket
        { "archtype": archtype, "params": {
        ^ (bad-whitespace)
C:544, 0: No space allowed before bracket
        } }
          ^ (bad-whitespace)
C:565, 0: No space allowed after bracket
        { "archtype": Monitored_IndexPolicy, "params": { "horizon": HORIZON, "w": WINDOW_SIZE, "b": np.sqrt(WINDOW_SIZE/2 * np.log(2 * NB_ARMS * HORIZON**2)), "policy": policy, "per_arm_restart": per_arm_restart, } }
        ^ (bad-whitespace)
C:565, 0: No space allowed after bracket
        { "archtype": Monitored_IndexPolicy, "params": { "horizon": HORIZON, "w": WINDOW_SIZE, "b": np.sqrt(WINDOW_SIZE/2 * np.log(2 * NB_ARMS * HORIZON**2)), "policy": policy, "per_arm_restart": per_arm_restart, } }
                                                       ^ (bad-whitespace)
C:565, 0: No space allowed before bracket
        { "archtype": Monitored_IndexPolicy, "params": { "horizon": HORIZON, "w": WINDOW_SIZE, "b": np.sqrt(WINDOW_SIZE/2 * np.log(2 * NB_ARMS * HORIZON**2)), "policy": policy, "per_arm_restart": per_arm_restart, } }
                                                                                                                                                                                                                       ^ (bad-whitespace)
C:577, 0: No space allowed after bracket
        { "archtype": SWHash_IndexPolicy, "params": { "alpha": alpha, "lmbda": lmbda, "policy": UCB } }
        ^ (bad-whitespace)
C:577, 0: No space allowed after bracket
        { "archtype": SWHash_IndexPolicy, "params": { "alpha": alpha, "lmbda": lmbda, "policy": UCB } }
                                                    ^ (bad-whitespace)
C:577, 0: No space allowed before bracket
        { "archtype": SWHash_IndexPolicy, "params": { "alpha": alpha, "lmbda": lmbda, "policy": UCB } }
                                                                                                    ^ (bad-whitespace)
C:577, 0: No space allowed before bracket
        { "archtype": SWHash_IndexPolicy, "params": { "alpha": alpha, "lmbda": lmbda, "policy": UCB } }
                                                                                                      ^ (bad-whitespace)
C:594, 0: No space allowed after bracket
        { "archtype": SWUCBPlus, "params": { "horizon": HORIZON, "alpha": alpha, } }
        ^ (bad-whitespace)
C:594, 0: No space allowed after bracket
        { "archtype": SWUCBPlus, "params": { "horizon": HORIZON, "alpha": alpha, } }
                                           ^ (bad-whitespace)
C:594, 0: No space allowed before bracket
        { "archtype": SWUCBPlus, "params": { "horizon": HORIZON, "alpha": alpha, } }
                                                                                   ^ (bad-whitespace)
C:604, 0: No space allowed after bracket
        { "archtype": DiscountedUCBPlus, "params": { "max_nb_random_events": max_nb_random_events, "alpha": alpha, "horizon": HORIZON, } }
        ^ (bad-whitespace)
C:604, 0: No space allowed after bracket
        { "archtype": DiscountedUCBPlus, "params": { "max_nb_random_events": max_nb_random_events, "alpha": alpha, "horizon": HORIZON, } }
                                                   ^ (bad-whitespace)
C:604, 0: No space allowed before bracket
        { "archtype": DiscountedUCBPlus, "params": { "max_nb_random_events": max_nb_random_events, "alpha": alpha, "horizon": HORIZON, } }
                                                                                                                                         ^ (bad-whitespace)
C:611, 0: No space allowed after bracket
        { "archtype": OracleSequentiallyRestartPolicy, "params": { "changePoints": CHANGE_POINTS, "policy": policy,
        ^ (bad-whitespace)
C:611, 0: No space allowed after bracket
        { "archtype": OracleSequentiallyRestartPolicy, "params": { "changePoints": CHANGE_POINTS, "policy": policy,
                                                                 ^ (bad-whitespace)
C:612, 0: Wrong continued indentation (add 55 spaces).
            "per_arm_restart": per_arm_restart,
            ^                                                      | (bad-continuation)
C:613, 0: Wrong continued indentation (add 55 spaces).
            # "full_restart_when_refresh": full_restart_when_refresh,
            ^                                                      | (bad-continuation)
C:614, 0: Wrong continued indentation (add 57 spaces).
        } }
        ^                                                        | (bad-continuation)
C:614, 0: No space allowed before bracket
        } }
          ^ (bad-whitespace)
W: 25, 4: Wildcard import Arms (wildcard-import)
W: 27, 4: Wildcard import SMPyBandits.Arms (wildcard-import)
W: 31, 4: Wildcard import Policies (wildcard-import)
W: 33, 4: Wildcard import SMPyBandits.Policies (wildcard-import)
W:113, 0: Using a conditional statement with a constant value (using-constant-test)
W:138, 0: Using a conditional statement with a constant value (using-constant-test)
W:163, 0: Using a conditional statement with a constant value (using-constant-test)
W:188, 0: Using a conditional statement with a constant value (using-constant-test)
W:214, 0: Using a conditional statement with a constant value (using-constant-test)
W:248, 0: Using a conditional statement with a constant value (using-constant-test)
C:353,27: More than one statement on a single line (multiple-statements)
W:361,62: Redefining name 'listOfMeans' from outer scope (line 382) (redefined-outer-name)
W:361,75: Redefining name 'changePoints' from outer scope (line 383) (redefined-outer-name)
W: 27, 4: Unused import json from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import shuffled from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import uniformMeansWithSparsity from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import randomMeans from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import randomMeansWithGapBetweenMbestMworst from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import randomMeansWithSparsity from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import randomMeansWithSparsity2 from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import array_from_str from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import list_from_str from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import tuple_from_str from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import optimal_selection_probabilities from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import geometricChangePoints from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import continuouslyVaryingMeans from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import randomContinuouslyVaryingMeans from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import shuffle from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import copy from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Constant from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import UniformArm from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Binomial from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Poisson from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import UnboundedPoisson from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gaussian from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gaussian_0_1 from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gaussian_0_2 from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gaussian_0_5 from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gaussian_0_10 from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gaussian_0_100 from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gaussian_m1_1 from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gaussian_m2_2 from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gaussian_m5_5 from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gaussian_m10_10 from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gaussian_m100_100 from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import UnboundedGaussian from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Exponential from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import ExponentialFromMean from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import UnboundedExponential from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gamma from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import GammaFromMean from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import UnboundedGamma from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import DiscreteArm from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import testmod from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import BasePolicy from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import BaseWrapperPolicy from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Gauss from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Uniform from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UniformOnSome from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import TakeFixedArm from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import TakeRandomFixedArm from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import EpsilonGreedy from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import EpsilonFirst from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import EpsilonDecreasing from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import EpsilonDecreasingMEGA from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import EpsilonExpDecreasing from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import EmpiricalMeans from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import ETC_KnownGap from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import ETC_RandomStop from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import ETC_FixedBudget from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import ETC_SPRT from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import ETC_BAI from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import DeltaUCB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Softmax from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SoftmaxDecreasing from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SoftMix from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SoftmaxWithHorizon from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Exp3 from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Exp3Decreasing from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Exp3SoftMix from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Exp3WithHorizon from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Exp3ELM from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import ProbabilityPursuit from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import BoltzmannGumbel from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Hedge from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import HedgeDecreasing from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import HedgeWithHorizon from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBH from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBmin from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBplus from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBrandomInit from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBimproved from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBV from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBVtuned from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SparseUCB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SparseklUCB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SparseWrapper from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import CPUCB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import MOSS from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import MOSSH from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import MOSSAnytime from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import MOSSExperimental from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import BayesUCB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import klUCBloglog from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import klUCBPlus from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import klUCBH from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import klUCBHPlus from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import klUCBPlusPlus from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import klUCBswitch from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import klUCBswitchAnytime from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import DMED from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import DMEDPlus from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import IMED from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import OCUCBH from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import AOCUCBH from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import OCUCB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBdagger from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import OSSB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import GaussianOSSB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SparseOSSB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import OSSB_DecreasingRate from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import OSSB_AutoDecreasingRate from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import BESA from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCB_sq from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCB_bq from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCB_h from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCB_lb from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCB_t from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBoost_bq_h_lb from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBoost_bq_h_lb_t from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBoost_bq_h_lb_t_sq from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBoost from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBoostEpsilon from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import AdBandits from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Aggregator from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import CORRAL from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import LearnExp from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import GenericAggregation from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import ApproximatedFHGittins from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SlidingWindowRestart from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SWR_UCB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SWR_UCBalpha from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SWR_klUCB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SWUCB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import DiscountedUCB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import DoublingTrickWrapper from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import next_horizon__arithmetic from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import next_horizon__geometric from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import next_horizon__exponential from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import next_horizon__exponential_fast from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import next_horizon__exponential_slow from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import next_horizon__exponential_generic from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import breakpoints from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Ti_geometric from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Ti_exponential from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Ti_intermediate_sqrti from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Ti_intermediate_i13 from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Ti_intermediate_i23 from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Ti_intermediate_i12_logi12 from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Ti_intermediate_i_by_logi from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import WrapRange from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import MusicalChair from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import optimalT0 from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import MusicalChairNoSensing from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SIC_MMAB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SIC_MMAB_UCB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SIC_MMAB_klUCB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import TrekkingTSN from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import MEGA from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import with_proba from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import jit from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import klucbExp from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import klucbGauss from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import klucbPoisson from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import klucbGamma from wildcard import (unused-wildcard-import)
C: 33, 4: Imports from package SMPyBandits are not grouped (ungrouped-imports)
************* Module SMPyBandits.configuration_sparse_multiplayers
W: 49, 0: XXX do not let this = False  # To profile the code, turn down parallel computing (fixme)
W:133, 0: XXX Default! (fixme)
W:164, 0: XXX compute optimal values for d (MEGA's parameter) (fixme)
E: 25, 0: Unable to import 'Arms' (import-error)
W: 25, 0: Wildcard import Arms (wildcard-import)
C: 25, 0: Import "from Arms import *" should be placed at the top of the module (wrong-import-position)
E: 28, 0: Unable to import 'Environment' (import-error)
C: 28, 0: Import "from Environment import MAB" should be placed at the top of the module (wrong-import-position)
E: 31, 0: Unable to import 'Environment.CollisionModels' (import-error)
W: 31, 0: Wildcard import Environment.CollisionModels (wildcard-import)
C: 31, 0: Import "from Environment.CollisionModels import *" should be placed at the top of the module (wrong-import-position)
E: 34, 0: Unable to import 'Policies' (import-error)
W: 34, 0: Wildcard import Policies (wildcard-import)
C: 34, 0: Import "from Policies import *" should be placed at the top of the module (wrong-import-position)
E: 35, 0: Unable to import 'PoliciesMultiPlayers' (import-error)
W: 35, 0: Wildcard import PoliciesMultiPlayers (wildcard-import)
C: 35, 0: Import "from PoliciesMultiPlayers import *" should be placed at the top of the module (wrong-import-position)
E: 71,14: Undefined variable 'tuple_from_str' (undefined-variable)
E: 72,14: Undefined variable 'tuple_from_str' (undefined-variable)
E: 88,11: Undefined variable 'mapping_ARM_TYPE' (undefined-variable)
E: 92, 8: Undefined variable 'tuple_from_str' (undefined-variable)
E: 99,16: Undefined variable 'uniformMeans' (undefined-variable)
E:185, 4: Undefined variable 'Selfish' (undefined-variable)
E:185,32: Undefined variable 'Uniform' (undefined-variable)
E:187, 4: Undefined variable 'Selfish' (undefined-variable)
E:187,32: Undefined variable 'UCB' (undefined-variable)
E:188, 4: Undefined variable 'Selfish' (undefined-variable)
E:188,32: Undefined variable 'Thompson' (undefined-variable)
E:189, 4: Undefined variable 'Selfish' (undefined-variable)
E:189,32: Undefined variable 'klUCB' (undefined-variable)
E:190, 4: Undefined variable 'Selfish' (undefined-variable)
E:190,32: Undefined variable 'Exp3PlusPlus' (undefined-variable)
E:204,15: Undefined variable 'Selfish' (undefined-variable)
E:204,43: Undefined variable 'UCB' (undefined-variable)
W: 18, 0: Unused numpy imported as np (unused-import)
W: 28, 0: Unused MAB imported from Environment (unused-import)
************* Module SMPyBandits.configuration_sparse
W: 44, 0: XXX To profile the code, turn down parallel computing (fixme)
W: 54, 0: XXX do not let this = False  # To profile the code, turn down parallel computing (fixme)
W: 71, 0: XXX do not let this = False (fixme)
W: 92, 0: XXX do not let this = False if you want to test my Aggregator policy (fixme)
W: 95, 0: XXX to disable manually this feature (fixme)
W:131, 0: WARNING That's nonsense, rewards of unbounded distributions just don't have lower, amplitude values... (fixme)
W:241, 0: XXX Bernoulli arms (fixme)
W:367, 0: XXX It fails completely! (fixme)
W:377, 0: XXX It fails completely! (fixme)
W:397, 0: XXX exactly like UCB ! (fixme)
W:485, 0: WARNING Gaussian posterior is still experimental and VERY slow (fixme)
W:513, 0: XXX does not work yet! (fixme)
W:521, 0: XXX does not work yet! (fixme)
W:532, 0: XXX test to change these values! (fixme)
W:533, 0: XXX test to change these values! (fixme)
W:600, 0: XXX Very simulation-specific settings! (fixme)
W:621, 0: XXX uncomment to give the value of horizon to have a better learning rate (fixme)
C:133, 0: Wrong hanging indentation (remove 8 spaces).
            "UnboundedGaussian",
    |       ^ (bad-continuation)
C:134, 0: Wrong hanging indentation (remove 8 spaces).
            # "Gaussian",
    |       ^ (bad-continuation)
C:135, 0: Wrong hanging indentation.
        ]:
|   |   ^ (bad-continuation)
C:161, 0: No space allowed after bracket
    MEANS = np.asarray([ float(m) for m in MEANS_STR.split(',') ], dtype=float)
                       ^ (bad-whitespace)
C:161, 0: No space allowed before bracket
    MEANS = np.asarray([ float(m) for m in MEANS_STR.split(',') ], dtype=float)
                                                                ^ (bad-whitespace)
C:269, 0: No space allowed after bracket
        "environment": [ {
                       ^ (bad-whitespace)
C:270, 0: Wrong hanging indentation (remove 4 spaces).
                "arm_type": ARM_TYPE,
            |   ^ (bad-continuation)
C:271, 0: Wrong hanging indentation (remove 4 spaces).
                "params": [
            |   ^ (bad-continuation)
C:275, 0: Wrong hanging indentation (remove 4 spaces).
                "sparsity": SPARSITY,
            |   ^ (bad-continuation)
C:604, 0: Wrong hanging indentation (remove 4 spaces).
            [NON_AGGR_POLICIES_0, NON_AGGR_POLICIES_1],
        |   ^ (bad-continuation)
C:605, 0: Wrong hanging indentation (remove 4 spaces).
            EXTRA_STRS
        |   ^ (bad-continuation)
E: 24, 0: Unable to import 'Arms' (import-error)
W: 24, 0: Wildcard import Arms (wildcard-import)
C: 24, 0: Import "from Arms import *" should be placed at the top of the module (wrong-import-position)
E: 27, 0: Unable to import 'Policies' (import-error)
W: 27, 0: Wildcard import Policies (wildcard-import)
C: 27, 0: Import "from Policies import *" should be placed at the top of the module (wrong-import-position)
E:146,11: Undefined variable 'mapping_ARM_TYPE' (undefined-variable)
E:153, 8: Undefined variable 'uniformMeansWithSparsity' (undefined-variable)
C:155, 0: Import "import numpy as np" should be placed at the top of the module (wrong-import-position)
E:245,28: Undefined variable 'randomMeansWithSparsity' (undefined-variable)
E:263, 4: Unable to import 'Policies.OSSB' (import-error)
E:264,12: Undefined variable 'uniformMeansWithSparsity' (undefined-variable)
W:311, 7: Catching too general exception Exception (broad-except)
W:319,21: Unused argument 'precision' (unused-argument)
W:328,21: Unused argument 'precision' (unused-argument)
E:337,24: Undefined variable 'EmpiricalMeans' (undefined-variable)
E:351,24: Undefined variable 'UCBalpha' (undefined-variable)
E:359,24: Undefined variable 'SparseUCB' (undefined-variable)
E:388,24: Undefined variable 'klUCB' (undefined-variable)
E:390,25: Undefined variable 'klucbBern' (undefined-variable)
E:412,24: Undefined variable 'SparseklUCB' (undefined-variable)
E:453,24: Undefined variable 'Thompson' (undefined-variable)
E:455,29: Undefined variable 'Beta' (undefined-variable)
E:461,24: Undefined variable 'SparseWrapper' (undefined-variable)
E:464,26: Undefined variable 'Thompson' (undefined-variable)
E:465,29: Undefined variable 'Beta' (undefined-variable)
E:473,24: Undefined variable 'Thompson' (undefined-variable)
E:475,29: Undefined variable 'Gauss' (undefined-variable)
E:481,24: Undefined variable 'SparseWrapper' (undefined-variable)
E:484,26: Undefined variable 'Thompson' (undefined-variable)
E:485,29: Undefined variable 'Gauss' (undefined-variable)
E:493,24: Undefined variable 'BayesUCB' (undefined-variable)
E:495,29: Undefined variable 'Beta' (undefined-variable)
E:500,24: Undefined variable 'SparseWrapper' (undefined-variable)
E:503,26: Undefined variable 'BayesUCB' (undefined-variable)
E:504,29: Undefined variable 'Beta' (undefined-variable)
E:511,24: Undefined variable 'BayesUCB' (undefined-variable)
E:513,29: Undefined variable 'Gauss' (undefined-variable)
E:518,24: Undefined variable 'SparseWrapper' (undefined-variable)
E:521,29: Undefined variable 'Gauss' (undefined-variable)
E:522,26: Undefined variable 'BayesUCB' (undefined-variable)
E:530,24: Undefined variable 'OSSB' (undefined-variable)
E:538,24: Undefined variable 'GaussianOSSB' (undefined-variable)
E:547,24: Undefined variable 'SparseOSSB' (undefined-variable)
E:555,24: Undefined variable 'SparseOSSB' (undefined-variable)
E:563,24: Undefined variable 'SparseOSSB' (undefined-variable)
E:571,24: Undefined variable 'SparseOSSB' (undefined-variable)
E:584,20: Undefined variable 'SparseWrapper' (undefined-variable)
E:586,22: Undefined variable 'klUCB' (undefined-variable)
E:612,28: Undefined variable 'Aggregator' (undefined-variable)
C:263, 4: Imports from package Policies are not grouped (ungrouped-imports)
************* Module Experiments_of_statistical_tests_for_piecewise_stationary_bandit
W:557, 0: FIXME (fixme)
W:775, 0: XXX nope, that was a mistake: it is only true for the Gaussian kl ! (fixme)
W:845, 0: XXX nope, that was a mistake: it is only true for the Gaussian kl ! (fixme)
W:1263, 0: FIXME\n    cdef double h = log(T / UpsilonT) / C1\n    return h\n\nimport numpy as np\n#cimport numpy as np\n# See http://docs.cython.org/en/latest/src/userguide/numpy_tutorial.html#efficient-indexing-with-memoryviews\n\ndef PHT_cython(\n        double[:] all_data,\n        int t,\n        float epsilon=EPSILON,\n        int M=MIN_NUMBER_OF_OBSERVATION_BETWEEN_CHANGE_POINT,\n    ) -> bool:\n    r""" Cython version of PHT. Detect a change in the current arm, using the two-sided PHT algorithm [Hinkley, 1971].\n\n    - For each *data* k, compute:\n\n    .. math::\n\n        s_k^- &= y_k - \\hat{y}_k - \\varepsilon,\\\\\n        s_k^+ &= \\hat{y}_k - y_k - \\varepsilon,\\\\\n        g_k^+ &= max(0, g_{k-1}^+ + s_k^+),\\\\\n        g_k^- &= max(0, g_{k-1}^- + s_k^-).\n\n    - The change is detected if :math:`\\max(g_k^+, g_k^-) > h`, where :attr:`threshold_h` is the threshold of the test,\n    - And :math:`\\hat{y}_k = \\frac{1}{k} \\sum_{s=1}^{k} y_s` is the mean of the first k samples.\n    """\n    cdef double[:] data = all_data[:t]\n    # compute parameters\n    cdef int horizon = len(all_data)\n    cdef float threshold_h = compute_h__CUSUM_cython(horizon, M=M, nbArms=1, epsilon=epsilon)\n\n    cdef int k = 0\n    cdef int len_data = len(data)\n    cdef double gp = 0.0\n    cdef double gm = 0.0\n    cdef double y_k, y_k_hat\n    # First we use the first M samples to calculate the average :math:`\\hat{u_0}`.\n    while k < len_data:\n        y_k = data[k]\n        y_k_hat = np.mean(data[:k])\n        gp = max(0, gp + y_k_hat - y_k - epsilon)\n        gm = max(0, gm + y_k - y_k_hat - epsilon)\n        if gp >= threshold_h or gm >= threshold_h:\n            return True\n        k += 1\n    return False') (fixme)
C: 10, 0: Trailing whitespace (trailing-whitespace)
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        verbose=False,
        ^            | (bad-continuation)
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        M=MIN_NUMBER_OF_OBSERVATION_BETWEEN_CHANGE_POINT,
        ^            | (bad-continuation)
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        max_nb_random_events=MAX_NB_RANDOM_EVENTS,
        ^            | (bad-continuation)
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        nbArms=1,
        ^            | (bad-continuation)
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        epsilon=EPSILON,
        ^            | (bad-continuation)
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        lmbda=LAMBDA,
        ^            | (bad-continuation)
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    ):
    ^               | (bad-continuation)
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          epsilon=EPSILON,
          ^      | (bad-continuation)
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          M=MIN_NUMBER_OF_OBSERVATION_BETWEEN_CHANGE_POINT,
          ^      | (bad-continuation)
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          threshold_h=None,
          ^      | (bad-continuation)
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        ):
        ^       | (bad-continuation)
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          epsilon=EPSILON,
          ^      | (bad-continuation)
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          M=MIN_NUMBER_OF_OBSERVATION_BETWEEN_CHANGE_POINT,
          ^      | (bad-continuation)
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          threshold_h=None,
          ^      | (bad-continuation)
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        ):
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            kl_after  = klGauss(mean_after,  mean_all)
                      ^ (bad-whitespace)
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            kl_after  = klGauss(mean_after,  mean_all)
                                          ^ (bad-whitespace)
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            kl_after  = klBern(mean_after,  mean_all)
                      ^ (bad-whitespace)
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            kl_after  = klBern(mean_after,  mean_all)
                                         ^ (bad-whitespace)
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        * 2 * max(0, np.log(( 2 * (t - t0) * np.sqrt(t - t0 + 2)) / delta ))
                            ^ (bad-whitespace)
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        * 2 * max(0, np.log(( 2 * (t - t0) * np.sqrt(t - t0 + 2)) / delta ))
                                                                          ^ (bad-whitespace)
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        ((1.0 + (1.0 / (s - t0 + 1))) / (s - t0 + 1)) * max(0, np.log( (4 * np.sqrt(s - t0 + 2)) / delta ))
                                                                     ^ (bad-whitespace)
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        ((1.0 + (1.0 / (s - t0 + 1))) / (s - t0 + 1)) * max(0, np.log( (4 * np.sqrt(s - t0 + 2)) / delta ))
                                                                                                         ^ (bad-whitespace)
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        ((1.0 + (1.0 / (t - s + 1))) / (t - s + 1)) * max(0, np.log( (4 * (t - t0) * np.sqrt(t - s + 1)) / delta ))
                                                                   ^ (bad-whitespace)
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        ((1.0 + (1.0 / (t - s + 1))) / (t - s + 1)) * max(0, np.log( (4 * (t - t0) * np.sqrt(t - s + 1)) / delta ))
                                                                                                                 ^ (bad-whitespace)
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            glr = abs( np.mean(data[s+1 : t+1]) - np.mean(data[t0 : s+1]) )
                     ^ (bad-whitespace)
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            glr = abs( np.mean(data[s+1 : t+1]) - np.mean(data[t0 : s+1]) )
                                                                          ^ (bad-whitespace)
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          threshold_h=None,
          ^           | (bad-continuation)
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    ):
    ^                | (bad-continuation)
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        kl_after  = klGauss_numba(mean_after,  mean_all)
                  ^ (bad-whitespace)
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        kl_after  = klGauss_numba(mean_after,  mean_all)
                                            ^ (bad-whitespace)
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          threshold_h=None,
          ^            | (bad-continuation)
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    ):
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        kl_after  = klBern_numba(mean_after,  mean_all)
                  ^ (bad-whitespace)
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        kl_after  = klBern_numba(mean_after,  mean_all)
                                           ^ (bad-whitespace)
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          threshold_h=None,
          ^             | (bad-continuation)
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    ):
    ^                  | (bad-continuation)
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        kl_after  = klGauss_cython(mean_after,  mean_all)
                  ^ (bad-whitespace)
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        kl_after  = klGauss_cython(mean_after,  mean_all)
                                             ^ (bad-whitespace)
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          threshold_h=None,
          ^              | (bad-continuation)
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    ):
    ^                   | (bad-continuation)
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        kl_after  = klBernoulli_cython(mean_after,  mean_all)
                  ^ (bad-whitespace)
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        kl_after  = klBernoulli_cython(mean_after,  mean_all)
                                                 ^ (bad-whitespace)
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    ):
    ^               | (bad-continuation)
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    ):
    ^                 | (bad-continuation)
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    ):
    ^                          | (bad-continuation)
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        for i, delta in tqdm(enumerate(values_Delta), desc="Delta s ||",    leave=False)
                                                                       ^ (bad-whitespace)
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        for j, tau   in tqdm(enumerate(values_tau),   desc="Tau s ||",      leave=False)
                                                  ^ (bad-whitespace)
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        for j, tau   in tqdm(enumerate(values_tau),   desc="Tau s ||",      leave=False)
                                                                     ^ (bad-whitespace)
C:1782, 0: Exactly one space required after comma
        for rep      in tqdm(range(repetitions),      desc="Repetitions||", leave=False)
                                               ^ (bad-whitespace)
C:1847, 0: Trailing whitespace (trailing-whitespace)
C:1865, 0: Wrong continued indentation (add 17 spaces).
    ):
    ^                | (bad-continuation)
C:1869, 0: Trailing whitespace (trailing-whitespace)
C:1876, 0: Wrong continued indentation (add 15 spaces).
    )
    ^              | (bad-continuation)
C:2142, 0: Trailing whitespace (trailing-whitespace)
C:2145, 0: Trailing whitespace (trailing-whitespace)
C:2175, 0: Wrong continued indentation (add 18 spaces).
    ):
    ^                 | (bad-continuation)
C:2182, 0: Trailing whitespace (trailing-whitespace)
C:2205, 0: Wrong continued indentation (add 9 spaces).
                       CDAlgorithm,
                       ^        | (bad-continuation)
C:2206, 0: Wrong continued indentation (add 9 spaces).
                       tau=tau,
                       ^        | (bad-continuation)
C:2207, 0: Wrong continued indentation (add 9 spaces).
                       firstMean=mu_1,
                       ^        | (bad-continuation)
C:2208, 0: Wrong continued indentation (add 9 spaces).
                       secondMean=mu_2,
                       ^        | (bad-continuation)
C:2209, 0: Wrong continued indentation (add 9 spaces).
                       horizon=horizon,
                       ^        | (bad-continuation)
C:2210, 0: Wrong continued indentation (add 9 spaces).
                       repetitions=10,
                       ^        | (bad-continuation)
C:2211, 0: Wrong continued indentation (add 9 spaces).
                       verbose=True,
                       ^        | (bad-continuation)
C:2212, 0: Wrong continued indentation (add 9 spaces).
                       gaussian=False,
                       ^        | (bad-continuation)
C:2213, 0: Wrong continued indentation (add 9 spaces).
                       n_jobs=CPU_COUNT,
                       ^        | (bad-continuation)
C:2214, 0: Wrong continued indentation (add 9 spaces).
                       list_of_args_kwargs=tuple(),
                       ^        | (bad-continuation)
C:2215, 0: Wrong continued indentation (add 9 spaces).
                       mean=True,
                       ^        | (bad-continuation)
C:2216, 0: Wrong continued indentation (add 27 spaces).
    ):
    ^                          | (bad-continuation)
C:2255, 0: Wrong continued indentation (add 7 spaces).
                       CDAlgorithm,
                       ^      | (bad-continuation)
C:2256, 0: Wrong continued indentation (add 7 spaces).
                       tau=tau,
                       ^      | (bad-continuation)
C:2257, 0: Wrong continued indentation (add 7 spaces).
                       firstMean=mu_1,
                       ^      | (bad-continuation)
C:2258, 0: Wrong continued indentation (add 7 spaces).
                       secondMean=mu_2,
                       ^      | (bad-continuation)
C:2259, 0: Wrong continued indentation (add 7 spaces).
                       horizon=horizon,
                       ^      | (bad-continuation)
C:2260, 0: Wrong continued indentation (add 7 spaces).
                       repetitions=10,
                       ^      | (bad-continuation)
C:2261, 0: Wrong continued indentation (add 7 spaces).
                       verbose=False,
                       ^      | (bad-continuation)
C:2262, 0: Wrong continued indentation (add 7 spaces).
                       gaussian=False,
                       ^      | (bad-continuation)
C:2263, 0: Wrong continued indentation (add 7 spaces).
                       n_jobs=CPU_COUNT,
                       ^      | (bad-continuation)
C:2264, 0: Wrong continued indentation (add 7 spaces).
                       list_of_args_kwargs=tuple(),
                       ^      | (bad-continuation)
C:2265, 0: Wrong continued indentation (add 7 spaces).
                       argskwargs2str=None,
                       ^      | (bad-continuation)
C:2266, 0: Wrong continued indentation (add 25 spaces).
    ):
    ^                        | (bad-continuation)
C:2269, 0: Wrong continued indentation (remove 1 space).
                       CDAlgorithm,
                      |^ (bad-continuation)
C:2270, 0: Wrong continued indentation (remove 1 space).
                       tau=tau,
                      |^ (bad-continuation)
C:2271, 0: Wrong continued indentation (remove 1 space).
                       firstMean=mu_1,
                      |^ (bad-continuation)
C:2272, 0: Wrong continued indentation (remove 1 space).
                       secondMean=mu_2,
                      |^ (bad-continuation)
C:2273, 0: Wrong continued indentation (remove 1 space).
                       horizon=horizon,
                      |^ (bad-continuation)
C:2274, 0: Wrong continued indentation (remove 1 space).
                       repetitions=repetitions,
                      |^ (bad-continuation)
C:2275, 0: Wrong continued indentation (remove 1 space).
                       verbose=verbose,
                      |^ (bad-continuation)
C:2276, 0: Wrong continued indentation (remove 1 space).
                       gaussian=gaussian,
                      |^ (bad-continuation)
C:2277, 0: Wrong continued indentation (remove 1 space).
                       n_jobs=n_jobs,
                      |^ (bad-continuation)
C:2278, 0: Wrong continued indentation (remove 1 space).
                       list_of_args_kwargs=list_of_args_kwargs,
                      |^ (bad-continuation)
C:2279, 0: Wrong continued indentation (remove 1 space).
                       mean=False,
                      |^ (bad-continuation)
C:2280, 0: Wrong continued indentation (add 17 spaces).
    )
    ^                | (bad-continuation)
C:2293, 0: Trailing whitespace (trailing-whitespace)
C:  1, 0: Too many lines in module (2751/1000) (too-many-lines)
C:  1, 0: Missing module docstring (missing-docstring)
E: 19, 0: Undefined variable 'get_ipython' (undefined-variable)
E: 20, 0: Undefined variable 'get_ipython' (undefined-variable)
E: 21, 0: Undefined variable 'get_ipython' (undefined-variable)
C: 27, 0: Import "import numpy as np" should be placed at the top of the module (wrong-import-position)
C: 28, 0: Import "import matplotlib.pyplot as plt" should be placed at the top of the module (wrong-import-position)
C: 29, 0: Import "import numba" should be placed at the top of the module (wrong-import-position)
R: 43, 8: Unnecessary "else" after "return" (no-else-return)
W: 78,29: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
C: 78, 0: Missing function docstring (missing-docstring)
R: 79, 4: Unnecessary "else" after "return" (no-else-return)
W:105,28: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
W:105,42: Redefining name 'sigma' from outer scope (line 99) (redefined-outer-name)
C:105, 0: Missing function docstring (missing-docstring)
R:106, 4: Unnecessary "else" after "return" (no-else-return)
W:260,35: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
W:311,41: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
C:311, 0: Missing function docstring (missing-docstring)
W:326,40: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
W:326,54: Redefining name 'sigma' from outer scope (line 99) (redefined-outer-name)
C:326, 0: Missing function docstring (missing-docstring)
C:384, 0: Missing class docstring (missing-docstring)
C:393, 4: Missing method docstring (missing-docstring)
R:384, 0: Too few public methods (1/2) (too-few-public-methods)
C:426, 0: Missing class docstring (missing-docstring)
R:426, 0: Too few public methods (1/2) (too-few-public-methods)
C:466, 0: Missing class docstring (missing-docstring)
R:471, 8: Unnecessary "else" after "return" (no-else-return)
E:471,11: Instance of 'Monitored' has no 'threshold_b' member (no-member)
E:472,20: Instance of 'Monitored' has no 'window_size' member (no-member)
E:472,20: Instance of 'Monitored' has no 'threshold_b' member (no-member)
E:475,20: Instance of 'Monitored' has no 'window_size' member (no-member)
W:491, 8: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
E:487,23: Instance of 'Monitored' has no 'window_size' member (no-member)
E:492,22: Instance of 'Monitored' has no 'threshold_b' member (no-member)
E:494,34: Instance of 'Monitored' has no 'window_size' member (no-member)
E:496,28: Instance of 'Monitored' has no 'window_size' member (no-member)
E:497,45: Instance of 'Monitored' has no 'window_size' member (no-member)
E:498,45: Instance of 'Monitored' has no 'window_size' member (no-member)
R:466, 0: Too few public methods (1/2) (too-few-public-methods)
C:536, 0: Import "from scipy.special import comb" should be placed at the top of the module (wrong-import-position)
W:542,21: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
W:547, 8: Redefining name 'epsilon' from outer scope (line 1953) (redefined-outer-name)
W:551, 4: Redefining name 'T' from outer scope (line 1674) (redefined-outer-name)
C:557,16: More than one statement on a single line (multiple-statements)
W:543, 8: Unused argument 'verbose' (unused-argument)
W:548, 8: Unused argument 'lmbda' (unused-argument)
W:553, 4: Unused variable 'K' (unused-variable)
C:565, 0: Missing class docstring (missing-docstring)
W:567,10: Redefining name 'epsilon' from outer scope (line 1953) (redefined-outer-name)
R:575, 8: Unnecessary "else" after "return" (no-else-return)
E:575,11: Instance of 'CUSUM' has no 'threshold_h' member (no-member)
E:576,20: Instance of 'CUSUM' has no 'epsilon' member (no-member)
E:576,66: Instance of 'CUSUM' has no 'M' member (no-member)
E:576,20: Instance of 'CUSUM' has no 'threshold_h' member (no-member)
E:578,20: Instance of 'CUSUM' has no 'epsilon' member (no-member)
E:578,66: Instance of 'CUSUM' has no 'M' member (no-member)
W:598, 8: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
E:599,22: Instance of 'CUSUM' has no 'threshold_h' member (no-member)
E:600,11: Instance of 'CUSUM' has no 'threshold_h' member (no-member)
E:601,52: Instance of 'CUSUM' has no 'M' member (no-member)
E:601,71: Instance of 'CUSUM' has no 'epsilon' member (no-member)
E:605,30: Instance of 'CUSUM' has no 'M' member (no-member)
E:607,20: Instance of 'CUSUM' has no 'M' member (no-member)
E:609,31: Instance of 'CUSUM' has no 'epsilon' member (no-member)
E:610,31: Instance of 'CUSUM' has no 'epsilon' member (no-member)
R:565, 0: Too few public methods (1/2) (too-few-public-methods)
C:636, 0: Missing class docstring (missing-docstring)
W:638,10: Redefining name 'epsilon' from outer scope (line 1953) (redefined-outer-name)
R:646, 8: Unnecessary "else" after "return" (no-else-return)
E:646,11: Instance of 'PHT' has no 'threshold_h' member (no-member)
E:647,20: Instance of 'PHT' has no 'epsilon' member (no-member)
E:647,64: Instance of 'PHT' has no 'M' member (no-member)
E:647,20: Instance of 'PHT' has no 'threshold_h' member (no-member)
E:649,20: Instance of 'PHT' has no 'epsilon' member (no-member)
E:649,64: Instance of 'PHT' has no 'M' member (no-member)
W:669, 8: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
E:670,22: Instance of 'PHT' has no 'threshold_h' member (no-member)
E:672,52: Instance of 'PHT' has no 'M' member (no-member)
E:672,71: Instance of 'PHT' has no 'epsilon' member (no-member)
E:678,33: Instance of 'PHT' has no 'epsilon' member (no-member)
E:679,33: Instance of 'PHT' has no 'epsilon' member (no-member)
R:636, 0: Too few public methods (1/2) (too-few-public-methods)
W:703,26: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
W:710, 4: Redefining name 'T' from outer scope (line 1674) (redefined-outer-name)
C:714,30: More than one statement on a single line (multiple-statements)
C:742, 0: Missing class docstring (missing-docstring)
R:747, 8: Unnecessary "else" after "return" (no-else-return)
E:747,11: Instance of 'GaussianGLR' has no 'threshold_h' member (no-member)
E:748,20: Instance of 'GaussianGLR' has no 'threshold_h' member (no-member)
W:766, 8: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
E:769,22: Instance of 'GaussianGLR' has no 'threshold_h' member (no-member)
R:742, 0: Too few public methods (1/2) (too-few-public-methods)
C:812, 0: Missing class docstring (missing-docstring)
R:817, 8: Unnecessary "else" after "return" (no-else-return)
E:817,11: Instance of 'BernoulliGLR' has no 'threshold_h' member (no-member)
E:818,20: Instance of 'BernoulliGLR' has no 'threshold_h' member (no-member)
W:836, 8: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
E:839,22: Instance of 'BernoulliGLR' has no 'threshold_h' member (no-member)
R:812, 0: Too few public methods (1/2) (too-few-public-methods)
W:904,58: Redefining name 'sigma' from outer scope (line 99) (redefined-outer-name)
C:904, 0: Missing function docstring (missing-docstring)
W:914,61: Redefining name 'sigma' from outer scope (line 99) (redefined-outer-name)
C:914, 0: Missing function docstring (missing-docstring)
W:925,52: Redefining name 'sigma' from outer scope (line 99) (redefined-outer-name)
C:925, 0: Missing function docstring (missing-docstring)
R:926, 4: Unnecessary "else" after "return" (no-else-return)
C:937, 0: Missing class docstring (missing-docstring)
W:938,36: Redefining name 'sigma' from outer scope (line 99) (redefined-outer-name)
E:942,16: Instance of 'SubGaussianGLR' has no 'delta' member (no-member)
E:942,16: Instance of 'SubGaussianGLR' has no 'sigma' member (no-member)
E:942,100: Instance of 'SubGaussianGLR' has no 'joint' member (no-member)
W:961, 8: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
E:962,16: Instance of 'SubGaussianGLR' has no 'delta' member (no-member)
E:969,78: Instance of 'SubGaussianGLR' has no 'sigma' member (no-member)
E:969,96: Instance of 'SubGaussianGLR' has no 'joint' member (no-member)
R:937, 0: Too few public methods (1/2) (too-few-public-methods)
W:998, 0: Reimport 'numba' (imported line 29) (reimported)
C:998, 0: Import "import numba" should be placed at the top of the module (wrong-import-position)
C:1005, 0: Missing function docstring (missing-docstring)
W:1028, 4: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
C:1053, 0: Missing function docstring (missing-docstring)
W:1078, 4: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
E:1133, 0: Undefined variable 'get_ipython' (undefined-variable)
E:1139, 0: Undefined variable 'get_ipython' (undefined-variable)
W:1161, 4: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
E:1165,25: Undefined variable 'compute_c_alpha__GLR' (undefined-variable)
E:1174,20: Undefined variable 'klGauss_cython' (undefined-variable)
E:1175,20: Undefined variable 'klGauss_cython' (undefined-variable)
E:1185, 0: Undefined variable 'get_ipython' (undefined-variable)
W:1207, 4: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
E:1211,25: Undefined variable 'compute_c_alpha__GLR' (undefined-variable)
E:1220,20: Undefined variable 'klBernoulli_cython' (undefined-variable)
E:1221,20: Undefined variable 'klBernoulli_cython' (undefined-variable)
E:1263, 0: Undefined variable 'get_ipython' (undefined-variable)
E:1271, 0: Undefined variable 'get_ipython' (undefined-variable)
E:1279, 0: Undefined variable 'get_ipython' (undefined-variable)
E:1307, 4: Undefined variable 'PHT_cython' (undefined-variable)
E:1307,16: Undefined variable 'GaussianGLR_cython' (undefined-variable)
E:1307,36: Undefined variable 'BernoulliGLR_cython' (undefined-variable)
C:1339, 0: Import "import inspect" should be placed at the top of the module (wrong-import-position)
E:1351,16: Undefined variable 'BernoulliGLR_cython' (undefined-variable)
C:1357, 0: Missing function docstring (missing-docstring)
R:1358, 4: Unnecessary "else" after "return" (no-else-return)
E:1373, 9: Undefined variable 'firstMean' (undefined-variable)
E:1374, 9: Undefined variable 'secondMean' (undefined-variable)
E:1378, 8: Undefined variable 'tau' (undefined-variable)
W:1386,17: Redefining name 'firstMean' from outer scope (line 1949) (redefined-outer-name)
W:1386,32: Redefining name 'secondMean' from outer scope (line 2153) (redefined-outer-name)
W:1386,48: Redefining name 'tau' from outer scope (line 2155) (redefined-outer-name)
W:1386,58: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
C:1386, 0: Missing function docstring (missing-docstring)
C:1438, 0: Import "from IPython.display import display, Markdown" should be placed at the top of the module (wrong-import-position)
W:1445,21: Redefining name 'firstMean' from outer scope (line 1949) (redefined-outer-name)
W:1446,21: Redefining name 'secondMean' from outer scope (line 2153) (redefined-outer-name)
W:1447,21: Redefining name 'tau' from outer scope (line 2155) (redefined-outer-name)
W:1448,21: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
C:1444, 0: Missing function docstring (missing-docstring)
R:1444, 0: Too many local variables (19/15) (too-many-locals)
W:1476,58: Using possibly undefined loop variable 'i' (undefined-loop-variable)
W:1476,79: Using possibly undefined loop variable 'i' (undefined-loop-variable)
C:1491, 0: Missing function docstring (missing-docstring)
R:1492, 4: Unnecessary "else" after "return" (no-else-return)
C:1505, 0: Import "import time" should be placed at the top of the module (wrong-import-position)
W:1511,26: Redefining name 'tau' from outer scope (line 2155) (redefined-outer-name)
W:1513, 4: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
C:1511, 0: Missing function docstring (missing-docstring)
W:1511,26: Unused argument 'tau' (unused-argument)
E:1539, 0: Undefined variable 'get_ipython' (undefined-variable)
W:1549,26: Redefining name 'tau' from outer scope (line 2155) (redefined-outer-name)
W:1550, 4: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
C:1549, 0: Missing function docstring (missing-docstring)
C:1551,31: More than one statement on a single line (multiple-statements)
E:1573, 0: Undefined variable 'get_ipython' (undefined-variable)
W:1585,22: Redefining name 'tau' from outer scope (line 2155) (redefined-outer-name)
W:1586, 4: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
C:1585, 0: Missing function docstring (missing-docstring)
C:1587,31: More than one statement on a single line (multiple-statements)
E:1609, 0: Undefined variable 'get_ipython' (undefined-variable)
W:1619,27: Redefining name 'tau' from outer scope (line 2155) (redefined-outer-name)
W:1620, 4: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
C:1619, 0: Missing function docstring (missing-docstring)
C:1621,31: More than one statement on a single line (multiple-statements)
E:1643, 0: Undefined variable 'get_ipython' (undefined-variable)
W:1695,23: Redefining name 'values_Delta' from outer scope (line 1668) (redefined-outer-name)
W:1696,23: Redefining name 'values_tau' from outer scope (line 1678) (redefined-outer-name)
W:1697,23: Redefining name 'firstMean' from outer scope (line 1949) (redefined-outer-name)
W:1698,23: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
W:1706, 4: Redefining name 'nb_values_Delta' from outer scope (line 1667) (redefined-outer-name)
W:1707, 4: Redefining name 'nb_values_tau' from outer scope (line 1679) (redefined-outer-name)
W:1712,15: Redefining name 'tau' from outer scope (line 2155) (redefined-outer-name)
W:1713,12: Redefining name 'secondMean' from outer scope (line 2153) (redefined-outer-name)
C:1693, 0: Missing function docstring (missing-docstring)
R:1693, 0: Too many local variables (23/15) (too-many-locals)
C:1714,39: More than one statement on a single line (multiple-statements)
C:1722,24: More than one statement on a single line (multiple-statements)
W:1702,23: Unused argument 'n_jobs' (unused-argument)
W:1717,16: Unused variable 'rep' (unused-variable)
C:1733, 0: Import "from joblib import Parallel, delayed" should be placed at the top of the module (wrong-import-position)
W:1755,32: Redefining name 'values_Delta' from outer scope (line 1668) (redefined-outer-name)
W:1756,32: Redefining name 'values_tau' from outer scope (line 1678) (redefined-outer-name)
W:1757,32: Redefining name 'firstMean' from outer scope (line 1949) (redefined-outer-name)
W:1758,32: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
W:1766, 4: Redefining name 'nb_values_Delta' from outer scope (line 1667) (redefined-outer-name)
W:1767, 4: Redefining name 'nb_values_tau' from outer scope (line 1679) (redefined-outer-name)
W:1789,19: Redefining name 'tau' from outer scope (line 2155) (redefined-outer-name)
C:1753, 0: Missing function docstring (missing-docstring)
R:1753, 0: Too many local variables (21/15) (too-many-locals)
W:1771,37: Redefining name 'tau' from outer scope (line 2155) (redefined-outer-name)
W:1772, 8: Redefining name 'secondMean' from outer scope (line 2153) (redefined-outer-name)
C:1771, 4: Missing function docstring (missing-docstring)
C:1773,35: More than one statement on a single line (multiple-statements)
W:1771,42: Unused argument 'rep' (unused-argument)
W:1799, 0: Statement seems to have no effect (pointless-statement)
E:1805, 0: Undefined variable 'get_ipython' (undefined-variable)
E:1811, 0: Undefined variable 'get_ipython' (undefined-variable)
E:1817, 0: Undefined variable 'get_ipython' (undefined-variable)
E:1823, 0: Undefined variable 'get_ipython' (undefined-variable)
E:1829, 0: Undefined variable 'get_ipython' (undefined-variable)
E:1835, 0: Undefined variable 'get_ipython' (undefined-variable)
C:1843, 0: Import "import matplotlib as mpl" should be placed at the top of the module (wrong-import-position)
C:1846, 0: Import "import matplotlib.ticker as ticker" should be placed at the top of the module (wrong-import-position)
W:1847, 0: Reimport 'matplotlib.pyplot' (imported line 28) (reimported)
C:1847, 0: Import "import matplotlib.pyplot as plt" should be placed at the top of the module (wrong-import-position)
W:1857,22: Redefining name 'values_Delta' from outer scope (line 1668) (redefined-outer-name)
W:1858,22: Redefining name 'values_tau' from outer scope (line 1678) (redefined-outer-name)
W:1859,22: Redefining name 'firstMean' from outer scope (line 1949) (redefined-outer-name)
W:1860,22: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
C:1855, 0: Missing function docstring (missing-docstring)
R:1855, 0: Too many local variables (18/15) (too-many-locals)
C:1890, 4: Missing function docstring (missing-docstring)
C:1890,32: More than one statement on a single line (multiple-statements)
W:1890,26: Unused argument 'pos' (unused-argument)
E:1915, 0: Undefined variable 'get_ipython' (undefined-variable)
E:1921, 0: Undefined variable 'get_ipython' (undefined-variable)
E:1927, 0: Undefined variable 'get_ipython' (undefined-variable)
E:1935, 0: Undefined variable 'get_ipython' (undefined-variable)
E:1941, 0: Undefined variable 'get_ipython' (undefined-variable)
E:1981, 0: Undefined variable 'get_ipython' (undefined-variable)
E:1987, 0: Undefined variable 'get_ipython' (undefined-variable)
E:1993, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2001, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2007, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2015, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2023, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2031, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2037, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2045, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2051, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2059, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2065, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2075, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2081, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2119, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2125, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2131, 0: Undefined variable 'get_ipython' (undefined-variable)
W:2165,23: Redefining name 'tau' from outer scope (line 2155) (redefined-outer-name)
W:2166,23: Redefining name 'firstMean' from outer scope (line 1949) (redefined-outer-name)
W:2167,23: Redefining name 'secondMean' from outer scope (line 2153) (redefined-outer-name)
W:2168,23: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
C:2163, 0: Missing function docstring (missing-docstring)
R:2163, 0: Too many local variables (22/15) (too-many-locals)
C:2176,31: More than one statement on a single line (multiple-statements)
C:2195,20: More than one statement on a single line (multiple-statements)
W:2172,23: Unused argument 'n_jobs' (unused-argument)
W:2186,15: Unused variable 'rep' (unused-variable)
W:2206,23: Redefining name 'tau' from outer scope (line 2155) (redefined-outer-name)
W:2207,23: Redefining name 'firstMean' from outer scope (line 1949) (redefined-outer-name)
W:2208,23: Redefining name 'secondMean' from outer scope (line 2153) (redefined-outer-name)
W:2209,23: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
C:2204, 0: Missing function docstring (missing-docstring)
R:2204, 0: Too many local variables (21/15) (too-many-locals)
C:2217,31: More than one statement on a single line (multiple-statements)
C:2224, 4: Missing function docstring (missing-docstring)
W:2256,23: Redefining name 'tau' from outer scope (line 2155) (redefined-outer-name)
W:2257,23: Redefining name 'firstMean' from outer scope (line 1949) (redefined-outer-name)
W:2258,23: Redefining name 'secondMean' from outer scope (line 2153) (redefined-outer-name)
W:2259,23: Redefining name 'horizon' from outer scope (line 1674) (redefined-outer-name)
C:2254, 0: Missing function docstring (missing-docstring)
R:2254, 0: Too many local variables (21/15) (too-many-locals)
E:2329, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2335, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2341, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2349, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2368, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2386, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2411, 0: Undefined variable 'get_ipython' (undefined-variable)
C:2428, 0: Missing function docstring (missing-docstring)
W:2428,36: Unused argument 'args' (unused-argument)
E:2448, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2454, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2460, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2478, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2494, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2500, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2506, 0: Undefined variable 'get_ipython' (undefined-variable)
C:2523, 0: Missing function docstring (missing-docstring)
W:2523,35: Unused argument 'args' (unused-argument)
E:2543, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2561, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2579, 0: Undefined variable 'get_ipython' (undefined-variable)
W:2605, 4: Redefining name 'epsilon' from outer scope (line 1953) (redefined-outer-name)
C:2604, 0: Missing function docstring (missing-docstring)
W:2604,29: Unused argument 'args' (unused-argument)
E:2626, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2634, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2642, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2660, 0: Undefined variable 'get_ipython' (undefined-variable)
W:2682, 4: Redefining name 'sigma' from outer scope (line 99) (redefined-outer-name)
C:2679, 0: Missing function docstring (missing-docstring)
W:2679,38: Unused argument 'args' (unused-argument)
E:2701, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2707, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2725, 0: Undefined variable 'get_ipython' (undefined-variable)
E:2743, 0: Undefined variable 'get_ipython' (undefined-variable)
C:1339, 0: standard import "import inspect" should be placed before "import numpy as np" (wrong-import-order)
C:1505, 0: standard import "import time" should be placed before "import numpy as np" (wrong-import-order)
C:998, 0: Imports from package numba are not grouped (ungrouped-imports)
C:1843, 0: Imports from package matplotlib are not grouped (ungrouped-imports)
************* Module SMPyBandits.env_client
C: 41, 0: Wrong hanging indentation (remove 4 spaces).
        "arm_type": "Bernoulli",
    |   ^ (bad-continuation)
C: 42, 0: Wrong hanging indentation (remove 4 spaces).
        "params": {
    |   ^ (bad-continuation)
C: 26, 0: Import "import json" should be placed at the top of the module (wrong-import-position)
C: 27, 0: Import "import socket" should be placed at the top of the module (wrong-import-position)
C: 28, 0: Import "import time" should be placed at the top of the module (wrong-import-position)
E: 34, 0: Unable to import 'Environment' (import-error)
C: 34, 0: Import "from Environment import MAB, MarkovianMAB, ChangingAtEachRepMAB" should be placed at the top of the module (wrong-import-position)
E: 35, 0: Unable to import 'Arms' (import-error)
W: 35, 0: Wildcard import Arms (wildcard-import)
C: 35, 0: Import "from Arms import *" should be placed at the top of the module (wrong-import-position)
W:126, 9: Redefining name 'arguments' from outer scope (line 150) (redefined-outer-name)
************* Module SMPyBandits.example_of_configuration_multiplayers
W: 50, 0: XXX this is the best one (fixme)
W:106, 0: XXX Default (fixme)
W:117, 0: XXX Bernoulli arms (fixme)
W:144, 0: XXX This new SIC_MMAB algorithm (fixme)
W:172, 0: XXX stupid version with fixed T0 : cannot adapt to any problem (fixme)
W:177, 0: XXX cheated version, with known gap (epsilon < Delta) and proba of success 5% ! (fixme)
W:181, 0: XXX cheated version, with known gap and known horizon (proba of success delta < 1 / T) ! (fixme)
C: 87, 0: No space allowed after bracket
    MEANS = [ float(m) for m in MEANS_STR.replace('[', '').replace(']', '').split(',') ]
            ^ (bad-whitespace)
C: 87, 0: No space allowed before bracket
    MEANS = [ float(m) for m in MEANS_STR.replace('[', '').replace(']', '').split(',') ]
                                                                                       ^ (bad-whitespace)
C:145, 0: No space allowed after bracket
    [ SIC_MMAB(nbArms, HORIZON) for _ in range(NB_PLAYERS) ],
    ^ (bad-whitespace)
C:145, 0: No space allowed before bracket
    [ SIC_MMAB(nbArms, HORIZON) for _ in range(NB_PLAYERS) ],
                                                           ^ (bad-whitespace)
C:146, 0: No space allowed after bracket
    [ SIC_MMAB_UCB(nbArms, HORIZON) for _ in range(NB_PLAYERS) ],
    ^ (bad-whitespace)
C:146, 0: No space allowed before bracket
    [ SIC_MMAB_UCB(nbArms, HORIZON) for _ in range(NB_PLAYERS) ],
                                                               ^ (bad-whitespace)
C:147, 0: No space allowed after bracket
    [ SIC_MMAB_klUCB(nbArms, HORIZON) for _ in range(NB_PLAYERS) ],
    ^ (bad-whitespace)
C:147, 0: No space allowed before bracket
    [ SIC_MMAB_klUCB(nbArms, HORIZON) for _ in range(NB_PLAYERS) ],
                                                                 ^ (bad-whitespace)
C:173, 0: No space allowed after bracket
    [ MusicalChair(nbArms, Time0=50*NB_ARMS) for _ in range(NB_PLAYERS) ],
    ^ (bad-whitespace)
C:173, 0: No space allowed before bracket
    [ MusicalChair(nbArms, Time0=50*NB_ARMS) for _ in range(NB_PLAYERS) ],
                                                                        ^ (bad-whitespace)
C:174, 0: No space allowed after bracket
    [ MusicalChair(nbArms, Time0=100*NB_ARMS) for _ in range(NB_PLAYERS) ],
    ^ (bad-whitespace)
C:174, 0: No space allowed before bracket
    [ MusicalChair(nbArms, Time0=100*NB_ARMS) for _ in range(NB_PLAYERS) ],
                                                                         ^ (bad-whitespace)
C:175, 0: No space allowed after bracket
    [ MusicalChair(nbArms, Time0=150*NB_ARMS) for _ in range(NB_PLAYERS) ],
    ^ (bad-whitespace)
C:175, 0: No space allowed before bracket
    [ MusicalChair(nbArms, Time0=150*NB_ARMS) for _ in range(NB_PLAYERS) ],
                                                                         ^ (bad-whitespace)
C: 13, 0: Import "from os import getenv" should be placed at the top of the module (wrong-import-position)
C: 14, 0: Import "import numpy as np" should be placed at the top of the module (wrong-import-position)
E: 17, 0: Unable to import 'Arms' (import-error)
W: 17, 0: Wildcard import Arms (wildcard-import)
C: 17, 0: Import "from Arms import *" should be placed at the top of the module (wrong-import-position)
E: 19, 0: Unable to import 'Environment' (import-error)
C: 19, 0: Import "from Environment import MAB" should be placed at the top of the module (wrong-import-position)
E: 21, 0: Unable to import 'Environment.CollisionModels' (import-error)
W: 21, 0: Wildcard import Environment.CollisionModels (wildcard-import)
C: 21, 0: Import "from Environment.CollisionModels import *" should be placed at the top of the module (wrong-import-position)
E: 23, 0: Unable to import 'Policies' (import-error)
W: 23, 0: Wildcard import Policies (wildcard-import)
C: 23, 0: Import "from Policies import *" should be placed at the top of the module (wrong-import-position)
E: 24, 0: Unable to import 'PoliciesMultiPlayers' (import-error)
W: 24, 0: Wildcard import PoliciesMultiPlayers (wildcard-import)
C: 24, 0: Import "from PoliciesMultiPlayers import *" should be placed at the top of the module (wrong-import-position)
E: 50,17: Undefined variable 'onlyUniqUserGetsReward' (undefined-variable)
E: 74,11: Undefined variable 'mapping_ARM_TYPE' (undefined-variable)
E: 81, 8: Undefined variable 'uniformMeans' (undefined-variable)
W: 83, 0: Reimport 'numpy' (imported line 14) (reimported)
C: 83, 0: Import "import numpy as np" should be placed at the top of the module (wrong-import-position)
E:121,28: Undefined variable 'randomMeans' (undefined-variable)
E:145, 6: Undefined variable 'SIC_MMAB' (undefined-variable)
E:146, 6: Undefined variable 'SIC_MMAB_UCB' (undefined-variable)
E:147, 6: Undefined variable 'SIC_MMAB_klUCB' (undefined-variable)
E:150, 4: Undefined variable 'rhoRand' (undefined-variable)
E:150,32: Undefined variable 'UCB' (undefined-variable)
E:151, 4: Undefined variable 'rhoRand' (undefined-variable)
E:151,32: Undefined variable 'klUCB' (undefined-variable)
E:154, 4: Undefined variable 'RandTopM' (undefined-variable)
E:154,33: Undefined variable 'UCB' (undefined-variable)
E:155, 4: Undefined variable 'RandTopM' (undefined-variable)
E:155,33: Undefined variable 'klUCB' (undefined-variable)
E:158, 4: Undefined variable 'MCTopM' (undefined-variable)
E:158,31: Undefined variable 'UCB' (undefined-variable)
E:159, 4: Undefined variable 'MCTopM' (undefined-variable)
E:159,31: Undefined variable 'klUCB' (undefined-variable)
E:162, 4: Undefined variable 'Selfish' (undefined-variable)
E:162,32: Undefined variable 'UCB' (undefined-variable)
E:163, 4: Undefined variable 'Selfish' (undefined-variable)
E:163,32: Undefined variable 'klUCB' (undefined-variable)
E:169, 4: Undefined variable 'CentralizedMultiplePlay' (undefined-variable)
E:169,48: Undefined variable 'UCB' (undefined-variable)
E:170, 4: Undefined variable 'CentralizedMultiplePlay' (undefined-variable)
E:170,48: Undefined variable 'klUCB' (undefined-variable)
E:173, 6: Undefined variable 'MusicalChair' (undefined-variable)
E:174, 6: Undefined variable 'MusicalChair' (undefined-variable)
E:175, 6: Undefined variable 'MusicalChair' (undefined-variable)
E:187,15: Undefined variable 'Selfish' (undefined-variable)
E:187,43: Undefined variable 'UCB' (undefined-variable)
W: 14, 0: Unused numpy imported as np (unused-import)
W: 19, 0: Unused MAB imported from Environment (unused-import)
C: 83, 0: Imports from package numpy are not grouped (ungrouped-imports)
************* Module SMPyBandits.configuration
W: 51, 0: XXX To profile the code, turn down parallel computing (fixme)
W: 62, 0: XXX do not let this = False (fixme)
W:121, 0: XXX do not let this = False if you want to test my Aggregator policy (fixme)
W:125, 0: XXX do not let this = False if you want to test my Doubling Trick policy (fixme)
W:129, 0: XXX do not let this = False if you want to test my WrapRange policy (fixme)
W:132, 0: XXX do not let this = False if you want to test the non stationary policies (fixme)
W:136, 0: XXX to manually enable this feature? (fixme)
W:137, 0: XXX to manually disable this feature? (fixme)
W:142, 0: XXX do not let this = False (fixme)
W:171, 0: WARNING That's nonsense, rewards of unbounded distributions just don't have lower, amplitude values... (fixme)
W:225, 0: XXX Default (fixme)
W:230, 0: XXX Bernoulli arms (fixme)
W:255, 0: XXX A very easy problem, but it is used in a lot of articles (fixme)
W:259, 0: XXX Default! FIXME always bring this back as default after experimenting (fixme)
W:301, 0: XXX Exponential arms (fixme)
W:307, 0: XXX Gaussian arms (fixme)
W:317, 0: XXX Unbounded Gaussian arms (fixme)
W:323, 0: XXX DiscreteArm arms (fixme)
W:394, 0: XXX larger than horizon, just to see if it is a problem? (fixme)
W:400, 0: XXX Pb 1 changes are only on one arm at a time (fixme)
W:419, 0: XXX larger than horizon, just to see if it is a problem? (fixme)
W:425, 0: XXX Pb 2 changes are on all or almost arms at a time (fixme)
W:444, 0: XXX larger than horizon, just to see if it is a problem? (fixme)
W:450, 0: XXX Pb 3 changes are on all or almost arms at a time, but sequences don't have same length (fixme)
W:469, 0: XXX larger than horizon, just to see if it is a problem? (fixme)
W:476, 0: FIXME remove this "False and" to use this problem (fixme)
W:510, 0: FIXME remove this "False and" to use this problem (fixme)
W:601, 0: FIXME the locations of the change points are not uniform! But it will be enough for my tests (fixme)
W:617, 0: XXX Note that even using geometricChangePoints does not mean random change points *at each repetitions* (fixme)
W:625, 0: XXX onlyOneArm is None by default, (fixme)
W:627, 0: XXX but onlyOneArm can be "uniform" to only change *one* arm at each change point, (fixme)
W:629, 0: XXX onlyOneArm can also be an integer to only change n arms at each change point, (fixme)
W:636, 0: XXX Bernoulli arms (fixme)
W:654, 0: XXX Bernoulli arms (fixme)
W:812, 0: XXX Efficient parameter-free Softmax (fixme)
W:998, 0: XXX Below the theoretically acceptable value! (fixme)
W:1002, 0: XXX experimental sliding window algorithm (fixme)
W:1010, 0: XXX Below the theoretically acceptable value! (fixme)
W:1016, 0: XXX Below the theoretically acceptable value! (fixme)
W:1022, 0: XXX Below the theoretically acceptable value! (fixme)
W:1147, 0: XXX experimental sliding window algorithm (fixme)
W:1255, 0: XXX uncomment to give the value of horizon to have a better learning rate (fixme)
W:1292, 0: XXX uncomment to give the value of horizon to have a better learning rate (fixme)
W:1347, 0: XXX Very inefficient! (fixme)
W:1349, 0: XXX Very inefficient! (fixme)
W:1491, 0: XXX an experiment to let Environment.Evaluator load a IncreasingMAB instead of just a MAB (fixme)
W:1581, 0: XXX Don't need the horizon, but suffer from the restart (to compare) (fixme)
W:1685, 0: XXX If needed! (fixme)
W:1722, 0: XXX old code to test different static learning rates, not any more (fixme)
W:1723, 0: XXX to test between biased or unabiased estimators (fixme)
W:1724, 0: XXX If needed! (fixme)
W:1725, 0: XXX If needed! (fixme)
W:1739, 0: XXX uncomment to give the value of horizon to have a better learning rate (fixme)
W:1743, 0: XXX Only test with fixed arms (fixme)
W:1761, 0: XXX to test just a few algorithms (fixme)
W:1793, 0: XXX compare different values of the experimental sliding window algorithm (fixme)
W:1813, 0: XXX Regular adversarial bandits algorithms! (fixme)
W:1816, 0: XXX Regular stochastic bandits algorithms! (fixme)
W:1817, 0: WARNING remove it's useless! (fixme)
W:1818, 0: WARNING remove it's useless! (fixme)
W:1827, 0: XXX This is still highly experimental! (fixme)
W:1836, 0: XXX The Exp3RPlusPlus variant of Exp3R algorithm works also reasonably well (fixme)
W:1840, 0: XXX TODO test the AdSwitch policy (fixme)
W:1842, 0: WARNING don't test too many parameters! (fixme)
W:1843, 0: WARNING don't test too many parameters! (fixme)
W:1848, 0: XXX note that for a fixed T it means nothing… (fixme)
W:1849, 0: XXX But for T=10000 it is at most 100 changes, reasonable! (fixme)
W:1852, 0: XXX Test a few CD-MAB algorithms that need to know NB_BREAK_POINTS (fixme)
W:1860, 0: XXX comment to only test klUCB (fixme)
W:1868, 0: XXX Test a few CD-MAB algorithms (fixme)
W:1877, 0: XXX comment to only test klUCB (fixme)
W:1885, 0: XXX The Monitored_IndexPolicy works but the default choice of parameters seem bad! (fixme)
W:1889, 0: XXX The Monitored_IndexPolicy with specific tuning of the input parameters (fixme)
W:1898, 0: XXX comment to only test UCB (fixme)
W:1908, 0: XXX experimental sliding window algorithm (fixme)
W:1919, 0: XXX experimental other version of the sliding window algorithm, knowing the horizon (fixme)
W:1929, 0: XXX experimental discounted UCB algorithm, knowing the horizon (fixme)
W:1943, 0: XXX comment to only test UCB (fixme)
W:1944, 0: XXX comment to only test UCB (fixme)
W:1952, 0: XXX Only test with scenario 1 from [A.Beygelzimer, J.Langfor, L.Li et al, AISTATS 2011] (fixme)
W:1953, 0: XXX remove after testing once (fixme)
W:1960, 0: XXX Huge hack! Use this if you want to modify the legends (fixme)
C:173, 0: Wrong hanging indentation (remove 4 spaces).
        "UnboundedGaussian",
    |   ^ (bad-continuation)
C:174, 0: Wrong hanging indentation (remove 4 spaces).
        # "Gaussian",
    |   ^ (bad-continuation)
C:203, 0: No space allowed after bracket
    MEANS = [ float(m) for m in MEANS_STR.replace('[', '').replace(']', '').split(',') ]
            ^ (bad-whitespace)
C:203, 0: No space allowed before bracket
    MEANS = [ float(m) for m in MEANS_STR.replace('[', '').replace(']', '').split(',') ]
                                                                                       ^ (bad-whitespace)
C:716, 0: No space allowed after bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 0 }},  # Take worse arm!
        ^ (bad-whitespace)
C:716, 0: No space allowed after bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 0 }},  # Take worse arm!
                                              ^ (bad-whitespace)
C:716, 0: No space allowed before bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 0 }},  # Take worse arm!
                                                              ^ (bad-whitespace)
C:717, 0: No space allowed after bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 1 }},  # Take second worse arm!
        ^ (bad-whitespace)
C:717, 0: No space allowed after bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 1 }},  # Take second worse arm!
                                              ^ (bad-whitespace)
C:717, 0: No space allowed before bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 1 }},  # Take second worse arm!
                                                              ^ (bad-whitespace)
C:718, 0: No space allowed after bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": min(2, nbArms - 1) }},  # Take third worse arm!
        ^ (bad-whitespace)
C:718, 0: No space allowed after bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": min(2, nbArms - 1) }},  # Take third worse arm!
                                              ^ (bad-whitespace)
C:718, 0: No space allowed before bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": min(2, nbArms - 1) }},  # Take third worse arm!
                                                                               ^ (bad-whitespace)
C:1484, 0: No space allowed after bracket
        "environment": [ {
                       ^ (bad-whitespace)
C:1485, 0: Wrong hanging indentation (remove 4 spaces).
                "arm_type": ARM_TYPE,
            |   ^ (bad-continuation)
C:1486, 0: Wrong hanging indentation (remove 4 spaces).
                "params": [
            |   ^ (bad-continuation)
C:1491, 0: Wrong hanging indentation (remove 4 spaces).
                # "change_lower_amplitude": True  # XXX an experiment to let Environment.Evaluator load a IncreasingMAB instead of just a MAB
            |   ^ (bad-continuation)
C:1497, 0: No space allowed after bracket
        "environment": [ {
                       ^ (bad-whitespace)
C:1581, 0: Wrong hanging indentation (remove 4 spaces).
            # klUCB,  # XXX Don't need the horizon, but suffer from the restart (to compare)
        |   ^ (bad-continuation)
C:1584, 0: Wrong hanging indentation (remove 4 spaces).
            klUCBPlusPlus,
        |   ^ (bad-continuation)
C:1585, 0: Wrong hanging indentation (remove 4 spaces).
            # ApproximatedFHGittins,
        |   ^ (bad-continuation)
C:1794, 0: Exactly one space required before assignment
    EPSS   = [0.1, 0.05]
           ^ (bad-whitespace)
C:1799, 0: Exactly one space required before assignment
    TAUS   = [
           ^ (bad-whitespace)
C:1800, 0: Wrong hanging indentation (remove 4 spaces).
            500, 1000, 2000,
        |   ^ (bad-continuation)
C:1801, 0: Wrong hanging indentation (remove 4 spaces).
            int(2 * np.sqrt(HORIZON * np.log(HORIZON) / (1 + NB_BREAK_POINTS))),  # "optimal" value according to [Garivier & Moulines, 2008]
        |   ^ (bad-continuation)
C:1804, 0: Wrong hanging indentation (remove 4 spaces).
            # 0.1, 0.3, 0.5, 0.7, 0.9,
        |   ^ (bad-continuation)
C:1805, 0: Wrong hanging indentation (remove 4 spaces).
            0.2, 0.4, 0.6, 0.8,
        |   ^ (bad-continuation)
C:1806, 0: Wrong hanging indentation (remove 4 spaces).
            0.95, 0.99,
        |   ^ (bad-continuation)
C:1807, 0: Wrong hanging indentation (remove 4 spaces).
            max(min(1, (1 - np.sqrt((1 + NB_BREAK_POINTS) / HORIZON)) / 4.), 0),  # "optimal" value according to [Garivier & Moulines, 2008]
        |   ^ (bad-continuation)
C:1815, 0: No space allowed after bracket
            { "archtype": Exp3PlusPlus, "params": {} },
            ^ (bad-whitespace)
C:1815, 0: No space allowed before bracket
            { "archtype": Exp3PlusPlus, "params": {} },
                                                     ^ (bad-whitespace)
C:1819, 0: No space allowed after bracket
            { "archtype": UCBalpha, "params": { "alpha": 1, } },
            ^ (bad-whitespace)
C:1819, 0: No space allowed after bracket
            { "archtype": UCBalpha, "params": { "alpha": 1, } },
                                              ^ (bad-whitespace)
C:1819, 0: No space allowed before bracket
            { "archtype": UCBalpha, "params": { "alpha": 1, } },
                                                              ^ (bad-whitespace)
C:1821, 0: No space allowed after bracket
            { "archtype": BESA, "params": { "horizon": HORIZON, "non_binary": True, } },
            ^ (bad-whitespace)
C:1821, 0: No space allowed after bracket
            { "archtype": BESA, "params": { "horizon": HORIZON, "non_binary": True, } },
                                          ^ (bad-whitespace)
C:1821, 0: No space allowed before bracket
            { "archtype": BESA, "params": { "horizon": HORIZON, "non_binary": True, } },
                                                                                      ^ (bad-whitespace)
C:1822, 0: No space allowed after bracket
            { "archtype": BayesUCB, "params": { "posterior": Beta, } },
            ^ (bad-whitespace)
C:1822, 0: No space allowed after bracket
            { "archtype": BayesUCB, "params": { "posterior": Beta, } },
                                              ^ (bad-whitespace)
C:1822, 0: No space allowed before bracket
            { "archtype": BayesUCB, "params": { "posterior": Beta, } },
                                                                     ^ (bad-whitespace)
C:1823, 0: No space allowed after bracket
            { "archtype": AdBandits, "params": { "alpha": 1, "horizon": HORIZON, } },
            ^ (bad-whitespace)
C:1823, 0: No space allowed after bracket
            { "archtype": AdBandits, "params": { "alpha": 1, "horizon": HORIZON, } },
                                               ^ (bad-whitespace)
C:1823, 0: No space allowed before bracket
            { "archtype": AdBandits, "params": { "alpha": 1, "horizon": HORIZON, } },
                                                                                   ^ (bad-whitespace)
C:1824, 0: No space allowed after bracket
            { "archtype": klUCB, "params": { "klucb": klucb, } },
            ^ (bad-whitespace)
C:1824, 0: No space allowed after bracket
            { "archtype": klUCB, "params": { "klucb": klucb, } },
                                           ^ (bad-whitespace)
C:1824, 0: No space allowed before bracket
            { "archtype": klUCB, "params": { "klucb": klucb, } },
                                                               ^ (bad-whitespace)
C:1826, 0: No space allowed after bracket
            { "archtype": Thompson, "params": { "posterior": Beta, } },
            ^ (bad-whitespace)
C:1826, 0: No space allowed after bracket
            { "archtype": Thompson, "params": { "posterior": Beta, } },
                                              ^ (bad-whitespace)
C:1826, 0: No space allowed before bracket
            { "archtype": Thompson, "params": { "posterior": Beta, } },
                                                                     ^ (bad-whitespace)
C:1828, 0: No space allowed after bracket
            { "archtype": DiscountedThompson, "params": { "posterior": DiscountedBeta, "gamma": gamma } }
            ^ (bad-whitespace)
C:1828, 0: No space allowed after bracket
            { "archtype": DiscountedThompson, "params": { "posterior": DiscountedBeta, "gamma": gamma } }
                                                        ^ (bad-whitespace)
C:1828, 0: No space allowed before bracket
            { "archtype": DiscountedThompson, "params": { "posterior": DiscountedBeta, "gamma": gamma } }
                                                                                                      ^ (bad-whitespace)
C:1828, 0: No space allowed before bracket
            { "archtype": DiscountedThompson, "params": { "posterior": DiscountedBeta, "gamma": gamma } }
                                                                                                        ^ (bad-whitespace)
C:1834, 0: No space allowed after bracket
            { "archtype": Exp3R, "params": { "horizon": HORIZON, } }
            ^ (bad-whitespace)
C:1834, 0: No space allowed after bracket
            { "archtype": Exp3R, "params": { "horizon": HORIZON, } }
                                           ^ (bad-whitespace)
C:1834, 0: No space allowed before bracket
            { "archtype": Exp3R, "params": { "horizon": HORIZON, } }
                                                                   ^ (bad-whitespace)
C:1838, 0: No space allowed after bracket
            { "archtype": Exp3RPlusPlus, "params": { "horizon": HORIZON, } }
            ^ (bad-whitespace)
C:1838, 0: No space allowed after bracket
            { "archtype": Exp3RPlusPlus, "params": { "horizon": HORIZON, } }
                                                   ^ (bad-whitespace)
C:1838, 0: No space allowed before bracket
            { "archtype": Exp3RPlusPlus, "params": { "horizon": HORIZON, } }
                                                                           ^ (bad-whitespace)
C:1841, 0: No space allowed after bracket
            { "archtype": AdSwitch, "params": { "horizon": HORIZON, "C1": C1, "C2": C2,} }
            ^ (bad-whitespace)
C:1841, 0: No space allowed after bracket
            { "archtype": AdSwitch, "params": { "horizon": HORIZON, "C1": C1, "C2": C2,} }
                                              ^ (bad-whitespace)
C:1841, 0: No space allowed before bracket
            { "archtype": AdSwitch, "params": { "horizon": HORIZON, "C1": C1, "C2": C2,} }
                                                                                         ^ (bad-whitespace)
C:1850, 0: No space allowed after bracket
            { "archtype": LM_DSEE, "params": { "nu": 0.25, "DeltaMin": 0.1, "a": 1, "b": 0.25, } }
            ^ (bad-whitespace)
C:1850, 0: No space allowed after bracket
            { "archtype": LM_DSEE, "params": { "nu": 0.25, "DeltaMin": 0.1, "a": 1, "b": 0.25, } }
                                             ^ (bad-whitespace)
C:1850, 0: No space allowed before bracket
            { "archtype": LM_DSEE, "params": { "nu": 0.25, "DeltaMin": 0.1, "a": 1, "b": 0.25, } }
                                                                                                 ^ (bad-whitespace)
C:1854, 0: No space allowed after bracket
            { "archtype": archtype, "params": { "horizon": HORIZON, "max_nb_random_events": NB_BREAK_POINTS, "policy": policy, "per_arm_restart": per_arm_restart, } }
            ^ (bad-whitespace)
C:1854, 0: No space allowed after bracket
            { "archtype": archtype, "params": { "horizon": HORIZON, "max_nb_random_events": NB_BREAK_POINTS, "policy": policy, "per_arm_restart": per_arm_restart, } }
                                              ^ (bad-whitespace)
C:1854, 0: No space allowed before bracket
            { "archtype": archtype, "params": { "horizon": HORIZON, "max_nb_random_events": NB_BREAK_POINTS, "policy": policy, "per_arm_restart": per_arm_restart, } }
                                                                                                                                                                     ^ (bad-whitespace)
C:1870, 0: No space allowed after bracket
            { "archtype": archtype, "params": { "horizon": HORIZON, "policy": policy, "per_arm_restart": per_arm_restart, } }
            ^ (bad-whitespace)
C:1870, 0: No space allowed after bracket
            { "archtype": archtype, "params": { "horizon": HORIZON, "policy": policy, "per_arm_restart": per_arm_restart, } }
                                              ^ (bad-whitespace)
C:1870, 0: No space allowed before bracket
            { "archtype": archtype, "params": { "horizon": HORIZON, "policy": policy, "per_arm_restart": per_arm_restart, } }
                                                                                                                            ^ (bad-whitespace)
C:1891, 0: No space allowed after bracket
            { "archtype": Monitored_IndexPolicy, "params": { "horizon": HORIZON, "w": WINDOW_SIZE, "b": np.sqrt(WINDOW_SIZE/2 * np.log(2 * NB_ARMS * HORIZON**2)), "policy": policy, "per_arm_restart": per_arm_restart, } }
            ^ (bad-whitespace)
C:1891, 0: No space allowed after bracket
            { "archtype": Monitored_IndexPolicy, "params": { "horizon": HORIZON, "w": WINDOW_SIZE, "b": np.sqrt(WINDOW_SIZE/2 * np.log(2 * NB_ARMS * HORIZON**2)), "policy": policy, "per_arm_restart": per_arm_restart, } }
                                                           ^ (bad-whitespace)
C:1891, 0: No space allowed before bracket
            { "archtype": Monitored_IndexPolicy, "params": { "horizon": HORIZON, "w": WINDOW_SIZE, "b": np.sqrt(WINDOW_SIZE/2 * np.log(2 * NB_ARMS * HORIZON**2)), "policy": policy, "per_arm_restart": per_arm_restart, } }
                                                                                                                                                                                                                           ^ (bad-whitespace)
C:1903, 0: No space allowed after bracket
            { "archtype": SWHash_IndexPolicy, "params": { "alpha": alpha, "lmbda": lmbda, "policy": UCB } }
            ^ (bad-whitespace)
C:1903, 0: No space allowed after bracket
            { "archtype": SWHash_IndexPolicy, "params": { "alpha": alpha, "lmbda": lmbda, "policy": UCB } }
                                                        ^ (bad-whitespace)
C:1903, 0: No space allowed before bracket
            { "archtype": SWHash_IndexPolicy, "params": { "alpha": alpha, "lmbda": lmbda, "policy": UCB } }
                                                                                                        ^ (bad-whitespace)
C:1903, 0: No space allowed before bracket
            { "archtype": SWHash_IndexPolicy, "params": { "alpha": alpha, "lmbda": lmbda, "policy": UCB } }
                                                                                                          ^ (bad-whitespace)
C:1920, 0: No space allowed after bracket
            { "archtype": SWUCBPlus, "params": { "horizon": HORIZON, "alpha": alpha, } }
            ^ (bad-whitespace)
C:1920, 0: No space allowed after bracket
            { "archtype": SWUCBPlus, "params": { "horizon": HORIZON, "alpha": alpha, } }
                                               ^ (bad-whitespace)
C:1920, 0: No space allowed before bracket
            { "archtype": SWUCBPlus, "params": { "horizon": HORIZON, "alpha": alpha, } }
                                                                                       ^ (bad-whitespace)
C:1930, 0: No space allowed after bracket
            { "archtype": DiscountedUCBPlus, "params": { "max_nb_random_events": max_nb_random_events, "alpha": alpha, "horizon": HORIZON, } }
            ^ (bad-whitespace)
C:1930, 0: No space allowed after bracket
            { "archtype": DiscountedUCBPlus, "params": { "max_nb_random_events": max_nb_random_events, "alpha": alpha, "horizon": HORIZON, } }
                                                       ^ (bad-whitespace)
C:1930, 0: No space allowed before bracket
            { "archtype": DiscountedUCBPlus, "params": { "max_nb_random_events": max_nb_random_events, "alpha": alpha, "horizon": HORIZON, } }
                                                                                                                                             ^ (bad-whitespace)
C:1937, 0: No space allowed after bracket
            { "archtype": OracleSequentiallyRestartPolicy, "params": { "changePoints": CHANGE_POINTS, "policy": policy,
            ^ (bad-whitespace)
C:1937, 0: No space allowed after bracket
            { "archtype": OracleSequentiallyRestartPolicy, "params": { "changePoints": CHANGE_POINTS, "policy": policy,
                                                                     ^ (bad-whitespace)
C:1938, 0: Wrong continued indentation (add 55 spaces).
                "per_arm_restart": per_arm_restart,
                ^                                                      | (bad-continuation)
C:1939, 0: Wrong continued indentation (add 55 spaces).
                # "full_restart_when_refresh": full_restart_when_refresh,
                ^                                                      | (bad-continuation)
C:1940, 0: Wrong continued indentation (add 57 spaces).
            } }
            ^                                                        | (bad-continuation)
C:1940, 0: No space allowed before bracket
            } }
              ^ (bad-whitespace)
C:  1, 0: Too many lines in module (1976/1000) (too-many-lines)
W: 25, 4: Wildcard import Arms (wildcard-import)
W: 27, 4: Wildcard import SMPyBandits.Arms (wildcard-import)
W: 31, 4: Wildcard import Policies (wildcard-import)
W: 33, 4: Wildcard import SMPyBandits.Policies (wildcard-import)
C:199, 0: Import "import numpy as np" should be placed at the top of the module (wrong-import-position)
C:1685, 0: Import "from itertools import product" should be placed at the top of the module (wrong-import-position)
W: 27, 4: Unused import json from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import shuffled from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import uniformMeansWithSparsity from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import randomMeansWithGapBetweenMbestMworst from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import randomMeansWithSparsity from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import randomMeansWithSparsity2 from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import array_from_str from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import list_from_str from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import tuple_from_str from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import optimal_selection_probabilities from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import geometricChangePoints from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import continuouslyVaryingMeans from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import randomContinuouslyVaryingMeans from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import shuffle from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import copy from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Constant from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import UniformArm from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Binomial from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Poisson from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import UnboundedPoisson from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gaussian from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gaussian_0_1 from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gaussian_0_2 from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gaussian_0_5 from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gaussian_0_10 from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gaussian_0_100 from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gaussian_m1_1 from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gaussian_m2_2 from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gaussian_m5_5 from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gaussian_m10_10 from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gaussian_m100_100 from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import UnboundedGaussian from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Exponential from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import ExponentialFromMean from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import UnboundedExponential from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import Gamma from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import GammaFromMean from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import UnboundedGamma from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import DiscreteArm from wildcard import (unused-wildcard-import)
W: 27, 4: Unused import testmod from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import BasePolicy from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import BaseWrapperPolicy from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Gauss from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UniformOnSome from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import TakeRandomFixedArm from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import EpsilonGreedy from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import EpsilonFirst from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import EpsilonDecreasing from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import EpsilonDecreasingMEGA from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import EpsilonExpDecreasing from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import EmpiricalMeans from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import ETC_KnownGap from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import ETC_RandomStop from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import ETC_FixedBudget from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import ETC_SPRT from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import ETC_BAI from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import DeltaUCB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Softmax from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SoftmaxDecreasing from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SoftMix from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SoftmaxWithHorizon from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Exp3 from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Exp3Decreasing from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Exp3SoftMix from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Exp3WithHorizon from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Exp3ELM from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import ProbabilityPursuit from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import BoltzmannGumbel from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import Hedge from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import HedgeDecreasing from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import HedgeWithHorizon from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBH from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBmin from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBplus from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBrandomInit from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBimproved from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBV from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBVtuned from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SparseUCB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SparseklUCB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SparseWrapper from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import CPUCB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import MOSS from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import MOSSH from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import MOSSAnytime from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import MOSSExperimental from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import klUCBloglog from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import klUCBPlus from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import klUCBH from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import klUCBHPlus from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import klUCBswitch from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import DMED from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import DMEDPlus from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import IMED from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import OCUCBH from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import AOCUCBH from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import OCUCB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBdagger from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import OSSB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import GaussianOSSB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SparseOSSB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import OSSB_DecreasingRate from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import OSSB_AutoDecreasingRate from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCB_sq from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCB_bq from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCB_h from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCB_lb from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCB_t from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBoost_bq_h_lb from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBoost_bq_h_lb_t from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBoost_bq_h_lb_t_sq from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBoost from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import UCBoostEpsilon from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import CORRAL from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import LearnExp from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import GenericAggregation from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SlidingWindowRestart from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SWR_UCB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SWR_UCBalpha from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SWR_klUCB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SWUCB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import DiscountedUCB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import next_horizon__exponential_generic from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import MusicalChair from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import optimalT0 from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import MusicalChairNoSensing from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SIC_MMAB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SIC_MMAB_UCB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import SIC_MMAB_klUCB from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import TrekkingTSN from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import MEGA from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import with_proba from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import jit from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import klucbExp from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import klucbGauss from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import klucbPoisson from wildcard import (unused-wildcard-import)
W: 33, 4: Unused import klucbGamma from wildcard import (unused-wildcard-import)
W:1685, 0: Unused product imported from itertools (unused-import)
C:1685, 0: standard import "from itertools import product" should be placed before "import numpy as np" (wrong-import-order)
C: 33, 4: Imports from package SMPyBandits are not grouped (ungrouped-imports)
************* Module SMPyBandits.example_of_configuration_singleplayer
W: 93, 0: XXX Default (fixme)
W:104, 0: XXX Bernoulli arms (fixme)
C: 76, 0: No space allowed after bracket
    MEANS = [ float(m) for m in MEANS_STR.replace('[', '').replace(']', '').split(',') ]
            ^ (bad-whitespace)
C: 76, 0: No space allowed before bracket
    MEANS = [ float(m) for m in MEANS_STR.replace('[', '').replace(']', '').split(',') ]
                                                                                       ^ (bad-whitespace)
C:137, 0: No space allowed after bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 0 }},  # Take worse arm!
        ^ (bad-whitespace)
C:137, 0: No space allowed after bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 0 }},  # Take worse arm!
                                              ^ (bad-whitespace)
C:137, 0: No space allowed before bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 0 }},  # Take worse arm!
                                                              ^ (bad-whitespace)
C:138, 0: No space allowed after bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 1 }},  # Take second worse arm!
        ^ (bad-whitespace)
C:138, 0: No space allowed after bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 1 }},  # Take second worse arm!
                                              ^ (bad-whitespace)
C:138, 0: No space allowed before bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 1 }},  # Take second worse arm!
                                                              ^ (bad-whitespace)
C:139, 0: No space allowed after bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": min(2, nbArms - 1) }},  # Take third worse arm!
        ^ (bad-whitespace)
C:139, 0: No space allowed after bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": min(2, nbArms - 1) }},  # Take third worse arm!
                                              ^ (bad-whitespace)
C:139, 0: No space allowed before bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": min(2, nbArms - 1) }},  # Take third worse arm!
                                                                               ^ (bad-whitespace)
C:155, 0: Wrong continued indentation (add 20 spaces).
)
^                   | (bad-continuation)
C: 13, 0: Import "from os import getenv" should be placed at the top of the module (wrong-import-position)
C: 14, 0: Import "import numpy as np" should be placed at the top of the module (wrong-import-position)
E: 17, 0: Unable to import 'Arms' (import-error)
W: 17, 0: Wildcard import Arms (wildcard-import)
C: 17, 0: Import "from Arms import *" should be placed at the top of the module (wrong-import-position)
E: 19, 0: Unable to import 'Environment' (import-error)
C: 19, 0: Import "from Environment import MAB" should be placed at the top of the module (wrong-import-position)
E: 21, 0: Unable to import 'Policies' (import-error)
W: 21, 0: Wildcard import Policies (wildcard-import)
C: 21, 0: Import "from Policies import *" should be placed at the top of the module (wrong-import-position)
E: 63,11: Undefined variable 'mapping_ARM_TYPE' (undefined-variable)
E: 70, 8: Undefined variable 'uniformMeans' (undefined-variable)
W: 72, 0: Reimport 'numpy' (imported line 14) (reimported)
C: 72, 0: Import "import numpy as np" should be placed at the top of the module (wrong-import-position)
E:108,28: Undefined variable 'randomMeans' (undefined-variable)
E:133,24: Undefined variable 'Uniform' (undefined-variable)
E:137,22: Undefined variable 'TakeFixedArm' (undefined-variable)
E:138,22: Undefined variable 'TakeFixedArm' (undefined-variable)
E:139,22: Undefined variable 'TakeFixedArm' (undefined-variable)
E:141,24: Undefined variable 'UCB' (undefined-variable)
E:146,24: Undefined variable 'Thompson' (undefined-variable)
E:151,24: Undefined variable 'klUCB' (undefined-variable)
W: 14, 0: Unused numpy imported as np (unused-import)
W: 19, 0: Unused MAB imported from Environment (unused-import)
C: 72, 0: Imports from package numpy are not grouped (ungrouped-imports)
************* Module SMPyBandits.example_of_main_multiplayers_more
W: 22, 4: Redefining built-in 'exit' (redefined-builtin)
E: 11, 0: Unable to import 'Environment' (import-error)
************* Module SMPyBandits.example_of_main_singleplayer
W: 33, 0: XXX To plot without saving (fixme)
E: 15, 0: Unable to import 'Environment' (import-error)
C: 15, 0: Import "from Environment import Evaluator, notify" should be placed at the top of the module (wrong-import-position)
************* Module SMPyBandits.main_multiplayers
W: 44, 0: XXX dont keep it like this (fixme)
W: 50, 0: XXX dont keep it like this (fixme)
W: 74, 0: XXX turn on XKCD-like style ?! cf. http://matplotlib.org/xkcd/ for more details (fixme)
W:161, 0: XXX To save the figure (fixme)
W:163, 0: XXX To plot without saving (fixme)
W:169, 0: XXX To save the figure (fixme)
W:171, 0: XXX To plot without saving (fixme)
W:180, 0: XXX To plot without saving (fixme)
W:190, 0: XXX To plot without saving (fixme)
W:199, 0: XXX To plot without saving (fixme)
W:208, 0: XXX To plot without saving (fixme)
W:217, 0: XXX To plot without saving (fixme)
W:226, 0: XXX To plot without saving (fixme)
W:235, 0: XXX To plot without saving (fixme)
W:244, 0: XXX To plot without saving (fixme)
W:253, 0: XXX To plot without saving (fixme)
W:262, 0: XXX To plot without saving (fixme)
W:271, 0: XXX To plot without saving (fixme)
W:280, 0: XXX To plot without saving (fixme)
W:289, 0: XXX To plot without saving (fixme)
W:298, 0: XXX To plot without saving (fixme)
W:300, 0: XXX Also plotting the cumulative number of pulls of all arms (fixme)
W:307, 0: XXX To plot without saving (fixme)
W:316, 0: XXX To plot without saving (fixme)
W:325, 0: XXX To plot without saving (fixme)
W:335, 0: XXX To plot without saving (fixme)
E: 19, 0: Unable to import 'Environment' (import-error)
C:110,25: More than one statement on a single line (multiple-statements)
C:124,25: More than one statement on a single line (multiple-statements)
************* Module SMPyBandits.main_sparse_multiplayers
W: 46, 0: XXX dont keep it like this (fixme)
W: 57, 0: XXX dont keep it like this (fixme)
W: 74, 0: XXX turn on XKCD-like style ?! cf. http://matplotlib.org/xkcd/ for more details (fixme)
W:170, 0: XXX To plot without saving (fixme)
W:180, 0: XXX To plot without saving (fixme)
W:189, 0: XXX To plot without saving (fixme)
W:198, 0: XXX To plot without saving (fixme)
W:207, 0: XXX To plot without saving (fixme)
W:216, 0: XXX To plot without saving (fixme)
W:225, 0: XXX To plot without saving (fixme)
W:234, 0: XXX To plot without saving (fixme)
W:243, 0: XXX To plot without saving (fixme)
W:252, 0: XXX To plot without saving (fixme)
W:262, 0: XXX To plot without saving (fixme)
W:263, 0: XXX To plot without saving (fixme)
W:272, 0: XXX To plot without saving (fixme)
W:281, 0: XXX To plot without saving (fixme)
W:290, 0: XXX To plot without saving (fixme)
W:292, 0: XXX Also plotting the cumulative number of pulls of all arms (fixme)
W:299, 0: XXX To plot without saving (fixme)
W:308, 0: XXX To plot without saving (fixme)
W:317, 0: XXX To plot without saving (fixme)
W:327, 0: XXX To plot without saving (fixme)
W:361, 0: XXX To plot without saving (fixme)
W:370, 0: XXX To plot without saving (fixme)
W:379, 0: XXX To plot without saving (fixme)
W:388, 0: XXX To plot without saving (fixme)
W:398, 0: XXX To plot without saving (fixme)
W:407, 0: XXX To plot without saving (fixme)
W:416, 0: XXX To plot without saving (fixme)
W:425, 0: XXX To plot without saving (fixme)
W:437, 0: XXX To save the figure (fixme)
W:441, 0: XXX To save the figure (fixme)
W:443, 0: XXX To plot without saving (fixme)
W:445, 0: XXX To plot without saving (fixme)
W:446, 0: XXX To plot without saving (fixme)
E: 22, 0: Unable to import 'Environment' (import-error)
C:430,24: More than one statement on a single line (multiple-statements)
C:443,24: More than one statement on a single line (multiple-statements)
C: 19, 0: standard import "import pickle" should be placed before "import numpy as np" (wrong-import-order)
************* Module SMPyBandits.main
W: 84, 0: XXX dont keep it like this when experimenting (fixme)
W: 98, 0: XXX dont keep it like this (fixme)
W:122, 0: XXX turn on XKCD-like style ?! cf. http://matplotlib.org/xkcd/ for more details (fixme)
W:182, 0: XXX To plot without saving (fixme)
W:215, 0: XXX To save the figure (fixme)
W:217, 0: XXX To plot without saving (fixme)
W:224, 0: XXX To plot without saving (fixme)
W:230, 0: XXX To save the figure (fixme)
W:232, 0: XXX To plot without saving (fixme)
W:238, 0: XXX To save the figure (fixme)
W:240, 0: XXX To plot without saving (fixme)
W:246, 0: XXX To save the figure (fixme)
W:248, 0: XXX To plot without saving (fixme)
W:254, 0: XXX To save the figure (fixme)
W:255, 0: XXX To save the figure (fixme)
W:259, 0: XXX To save the figure (fixme)
W:262, 0: XXX To save the figure (fixme)
W:264, 0: XXX To save the figure (fixme)
W:267, 0: XXX To save the figure (fixme)
W:271, 0: XXX To save the figure (fixme)
W:274, 0: XXX To save the figure (fixme)
W:276, 0: XXX To plot without saving (fixme)
W:277, 0: XXX To plot without saving (fixme)
W:279, 0: XXX To plot without saving (fixme)
W:281, 0: XXX To plot without saving (fixme)
W:282, 0: XXX To plot without saving (fixme)
W:287, 0: XXX To plot without saving (fixme)
W:289, 0: XXX To plot without saving (fixme)
W:295, 0: XXX To save the figure (fixme)
W:299, 0: XXX To save the figure (fixme)
W:302, 0: XXX To save the figure (fixme)
W:304, 0: XXX To plot without saving (fixme)
W:307, 0: XXX To plot without saving (fixme)
W:309, 0: XXX To plot without saving (fixme)
W:316, 0: XXX 3 out of 4 were UGLY! (fixme)
W:323, 0: XXX To save the figure (fixme)
W:327, 0: XXX To save the figure (fixme)
W:329, 0: XXX To plot without saving (fixme)
W:330, 0: XXX 3 out of 4 were UGLY! (fixme)
W:332, 0: XXX To plot without saving (fixme)
W:333, 0: XXX To plot without saving (fixme)
C: 73, 0: Exactly one space required before assignment
loglog   = False  #: Plot in loglog   by default?
         ^ (bad-whitespace)
C:169, 0: Exactly one space required before assignment
        h5pyname   = mainfig + '.hdf5'
                   ^ (bad-whitespace)
C:158,25: More than one statement on a single line (multiple-statements)
C:196,25: More than one statement on a single line (multiple-statements)
W: 16, 0: Unused product imported from itertools (unused-import)
************* Module SMPyBandits.very_simple_configuration
W: 35, 0: XXX Default (fixme)
C: 48, 0: No space allowed after bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 0 }},  # Take worse arm!
        ^ (bad-whitespace)
C: 48, 0: No space allowed after bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 0 }},  # Take worse arm!
                                              ^ (bad-whitespace)
C: 48, 0: No space allowed before bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 0 }},  # Take worse arm!
                                                              ^ (bad-whitespace)
C: 49, 0: No space allowed after bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 1 }},  # Take second worse arm!
        ^ (bad-whitespace)
C: 49, 0: No space allowed after bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 1 }},  # Take second worse arm!
                                              ^ (bad-whitespace)
C: 49, 0: No space allowed before bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 1 }},  # Take second worse arm!
                                                              ^ (bad-whitespace)
C: 50, 0: No space allowed after bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 2 }},  # Take third worse arm!
        ^ (bad-whitespace)
C: 50, 0: No space allowed after bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 2 }},  # Take third worse arm!
                                              ^ (bad-whitespace)
C: 50, 0: No space allowed before bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 2 }},  # Take third worse arm!
                                                              ^ (bad-whitespace)
C: 51, 0: No space allowed after bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 3 }},  # Take forth worse arm!
        ^ (bad-whitespace)
C: 51, 0: No space allowed after bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 3 }},  # Take forth worse arm!
                                              ^ (bad-whitespace)
C: 51, 0: No space allowed before bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 3 }},  # Take forth worse arm!
                                                              ^ (bad-whitespace)
C: 52, 0: No space allowed after bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 4 }},  # Take fifth worse arm!
        ^ (bad-whitespace)
C: 52, 0: No space allowed after bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 4 }},  # Take fifth worse arm!
                                              ^ (bad-whitespace)
C: 52, 0: No space allowed before bracket
        { "archtype": TakeFixedArm, "params": { "armIndex": 4 }},  # Take fifth worse arm!
                                                              ^ (bad-whitespace)
C: 91, 0: Wrong continued indentation (add 20 spaces).
)
^                   | (bad-continuation)
C:  1, 0: Missing module docstring (missing-docstring)
E:  3, 0: Unable to import 'Arms' (import-error)
W:  3, 0: Wildcard import Arms (wildcard-import)
E:  5, 0: Unable to import 'Environment' (import-error)
E:  7, 0: Unable to import 'Policies' (import-error)
W:  7, 0: Wildcard import Policies (wildcard-import)
E: 16,11: Undefined variable 'Bernoulli' (undefined-variable)
E: 48,22: Undefined variable 'TakeFixedArm' (undefined-variable)
E: 49,22: Undefined variable 'TakeFixedArm' (undefined-variable)
E: 50,22: Undefined variable 'TakeFixedArm' (undefined-variable)
E: 51,22: Undefined variable 'TakeFixedArm' (undefined-variable)
E: 52,22: Undefined variable 'TakeFixedArm' (undefined-variable)
E: 55,24: Undefined variable 'Uniform' (undefined-variable)
E: 60,24: Undefined variable 'UCB' (undefined-variable)
E: 65,24: Undefined variable 'Thompson' (undefined-variable)
E: 70,24: Undefined variable 'klUCB' (undefined-variable)
E: 75,24: Undefined variable 'BESA' (undefined-variable)
E: 82,24: Undefined variable 'MOSS' (undefined-variable)
E: 87,24: Undefined variable 'Exp3PlusPlus' (undefined-variable)
W:  5, 0: Unused MAB imported from Environment (unused-import)
************* Module SMPyBandits.policy_server
C: 38, 0: Wrong hanging indentation (remove 4 spaces).
        "nbArms": 10,
    |   ^ (bad-continuation)
C: 39, 0: Wrong hanging indentation (remove 4 spaces).
        "archtype": "UCBalpha",   # This basic UCB is very worse than the other
    |   ^ (bad-continuation)
C: 40, 0: Wrong hanging indentation (remove 4 spaces).
        "params": {
    |   ^ (bad-continuation)
C:169, 0: No space allowed after bracket
        means = [ float(m) for m in means.split(',') ]
                ^ (bad-whitespace)
C:169, 0: No space allowed before bracket
        means = [ float(m) for m in means.split(',') ]
                                                     ^ (bad-whitespace)
C: 24, 0: Import "import json" should be placed at the top of the module (wrong-import-position)
C: 25, 0: Import "import socket" should be placed at the top of the module (wrong-import-position)
C: 26, 0: Import "import numpy as np" should be placed at the top of the module (wrong-import-position)
E: 32, 0: Unable to import 'Policies' (import-error)
W: 32, 0: Wildcard import Policies (wildcard-import)
C: 32, 0: Import "from Policies import *" should be placed at the top of the module (wrong-import-position)
R: 52, 0: Too many local variables (22/15) (too-many-locals)
R: 80, 4: Too many nested blocks (7/5) (too-many-nested-blocks)
R: 80, 4: Too many nested blocks (6/5) (too-many-nested-blocks)
R: 52, 0: Too many branches (13/12) (too-many-branches)
R: 52, 0: Too many statements (59/50) (too-many-statements)
************* Module SMPyBandits.main_multiplayers_more
W: 57, 0: XXX dont keep it like this (fixme)
W: 68, 0: XXX dont keep it like this (fixme)
W: 92, 0: XXX turn on XKCD-like style ?! cf. http://matplotlib.org/xkcd/ for more details (fixme)
W:195, 0: XXX To save the figure (fixme)
W:197, 0: XXX To plot without saving (fixme)
W:203, 0: XXX To save the figure (fixme)
W:205, 0: XXX To plot without saving (fixme)
W:214, 0: XXX To plot without saving (fixme)
W:224, 0: XXX To plot without saving (fixme)
W:233, 0: XXX To plot without saving (fixme)
W:242, 0: XXX To plot without saving (fixme)
W:251, 0: XXX To plot without saving (fixme)
W:260, 0: XXX To plot without saving (fixme)
W:269, 0: XXX To plot without saving (fixme)
W:278, 0: XXX To plot without saving (fixme)
W:287, 0: XXX To plot without saving (fixme)
W:296, 0: XXX To plot without saving (fixme)
W:306, 0: XXX To plot without saving (fixme)
W:307, 0: XXX To plot without saving (fixme)
W:316, 0: XXX To plot without saving (fixme)
W:325, 0: XXX To plot without saving (fixme)
W:334, 0: XXX To plot without saving (fixme)
W:336, 0: XXX Also plotting the cumulative number of pulls of all arms (fixme)
W:343, 0: XXX To plot without saving (fixme)
W:352, 0: XXX To plot without saving (fixme)
W:361, 0: XXX To plot without saving (fixme)
W:371, 0: XXX To plot without saving (fixme)
W:406, 0: XXX To save the figure (fixme)
W:408, 0: XXX To plot without saving (fixme)
W:414, 0: XXX To save the figure (fixme)
W:416, 0: XXX To plot without saving (fixme)
W:425, 0: XXX To plot without saving (fixme)
W:434, 0: XXX To plot without saving (fixme)
W:443, 0: XXX To plot without saving (fixme)
W:452, 0: XXX To plot without saving (fixme)
W:462, 0: XXX To plot without saving (fixme)
W:471, 0: XXX To plot without saving (fixme)
W:480, 0: XXX To plot without saving (fixme)
W:489, 0: XXX To plot without saving (fixme)
W:501, 0: XXX To save the figure (fixme)
W:505, 0: XXX To save the figure (fixme)
W:507, 0: XXX To plot without saving (fixme)
W:509, 0: XXX To plot without saving (fixme)
W:510, 0: XXX To plot without saving (fixme)
C:143,29: More than one statement on a single line (multiple-statements)
C:159,29: More than one statement on a single line (multiple-statements)
C:395,25: More than one statement on a single line (multiple-statements)
C:494,24: More than one statement on a single line (multiple-statements)
C:507,24: More than one statement on a single line (multiple-statements)
************* Module SMPyBandits.complete_tree_exploration_for_MP_bandits
W: 60, 0: XXX (fixme)
W: 65, 0: XXX (fixme)
W: 69, 0: XXX (fixme)
W: 74, 0: XXX (fixme)
W:635, 0: XXX OK memory efficient: only a pointer to the (never modified) list (fixme)
W:636, 0: XXX OK memory efficient: only a pointer to the (never modified) list (fixme)
W:772, 0: FIXME still not sure about the characterization of absorbing states (fixme)
W:1060, 0: XXX it is probably impossible to have a code managing larger values... (fixme)
W:1061, 0: XXX it is probably impossible to have a code managing larger values... (fixme)
W:1139, 0: XXX save the graph and maybe display it, in different versions (fixme)
W:1171, 0: XXX just for testing (fixme)
W:1172, 0: XXX just for testing (fixme)
W:1176, 0: XXX complete comparison (fixme)
W:1177, 0: XXX comparison (fixme)
W:1179, 0: XXX comparison (fixme)
W:1184, 0: XXX  comparison (fixme)
W:1216, 0: XXX default start state (fixme)
W:1222, 0: XXX default start state (fixme)
W:1230, 0: XXX What if we start from an absorbing state? (fixme)
W:1239, 0: XXX default start state (fixme)
W:1243, 0: XXX What if we start from an absorbing state? (fixme)
C:740, 0: Exactly one space required after :
            if version_info.major < 3:  source = unicode(source, 'utf_8')
                                     ^ (bad-whitespace)
C:779, 0: No space allowed after bracket
                are_all_equal = [ tupleit1(a[j1]) == tupleit1(a[j2]) for a in A ]
                                ^ (bad-whitespace)
C:779, 0: No space allowed before bracket
                are_all_equal = [ tupleit1(a[j1]) == tupleit1(a[j2]) for a in A ]
                                                                                ^ (bad-whitespace)
C:879, 0: No space allowed after bracket
        all_decisions = [ player(j, self) for j, player in enumerate(self.players) ]
                        ^ (bad-whitespace)
C:879, 0: No space allowed before bracket
        all_decisions = [ player(j, self) for j, player in enumerate(self.players) ]
                                                                                   ^ (bad-whitespace)
C:1017, 0: No space allowed after bracket
        all_decisions = [ player(j, self) for j, player in enumerate(self.players) ]
                        ^ (bad-whitespace)
C:1017, 0: No space allowed before bracket
        all_decisions = [ player(j, self) for j, player in enumerate(self.players) ]
                                                                                   ^ (bad-whitespace)
C:1022, 0: No space allowed after bracket
            all_memories = [ update_memory(j, self, decisions[j], collisions[decisions[j]]) for j, update_memory in enumerate(self.update_memories) ]
                           ^ (bad-whitespace)
C:1022, 0: No space allowed before bracket
            all_memories = [ update_memory(j, self, decisions[j], collisions[decisions[j]]) for j, update_memory in enumerate(self.update_memories) ]
                                                                                                                                                    ^ (bad-whitespace)
C:1070, 0: Exactly one space required after comma
        Ntilde = np.zeros((M, K),  dtype=int)
                                ^ (bad-whitespace)
C:1132, 0: No space allowed after bracket
        players = [ policy for _ in range(M) ]
                  ^ (bad-whitespace)
C:1132, 0: No space allowed before bracket
        players = [ policy for _ in range(M) ]
                                             ^ (bad-whitespace)
C:1133, 0: No space allowed after bracket
        update_memories = [ update_memory for _ in range(M) ] if update_memory is not None else None
                          ^ (bad-whitespace)
C:1133, 0: No space allowed before bracket
        update_memories = [ update_memory for _ in range(M) ] if update_memory is not None else None
                                                            ^ (bad-whitespace)
C:1141, 0: Exactly one space required after :
                if nb_absorbing == 0 and onlyabsorbing:  continue
                                                      ^ (bad-whitespace)
C:1142, 0: Exactly one space required after :
                if depth == 1 and onlyleafs:  continue
                                           ^ (bad-whitespace)
C:1146, 0: Wrong hanging indentation (remove 8 spaces).
                                    K, M, depth, policy.__name__,
                            |       ^ (bad-continuation)
C:1147, 0: Wrong hanging indentation (remove 8 spaces).
                                    "__{}".format(update_memory.__name__) if update_memory is not None else "",
                            |       ^ (bad-continuation)
C:1148, 0: Wrong hanging indentation (remove 8 spaces).
                                    "__absorbing" if onlyabsorbing else "",
                            |       ^ (bad-continuation)
C:1149, 0: Wrong hanging indentation (remove 8 spaces).
                                    "__leafs" if onlyleafs else ""
                            |       ^ (bad-continuation)
C:1153, 0: Wrong continued indentation (add 95 spaces).
                                                      " and {}".format(update_memory.__name__) if update_memory is not None else "",
                                                      ^                                                                                              | (bad-continuation)
C:1154, 0: Wrong continued indentation (add 95 spaces).
                                                      depth, len(leafs), nb_absorbing),
                                                      ^                                                                                              | (bad-continuation)
C:  1, 0: Too many lines in module (1257/1000) (too-many-lines)
W: 80, 4: Redefining built-in 'input' (redefined-builtin)
W: 82, 4: Redefining built-in 'open' (redefined-builtin)
C: 78, 0: Import "from sys import version_info" should be placed at the top of the module (wrong-import-position)
E: 80,12: Undefined variable 'raw_input' (undefined-variable)
C: 82, 4: Missing function docstring (missing-docstring)
E: 87, 0: Unable to import 'Arms.usenumba' (import-error)
C: 87, 0: Import "from Arms.usenumba import jit" should be placed at the top of the module (wrong-import-position)
C:112, 0: Missing function docstring (missing-docstring)
W:134,16: Unused argument 'state' (unused-argument)
W:139,23: Unused argument 'j' (unused-argument)
W:144,27: Unused argument 'decision' (unused-argument)
W:144,37: Unused argument 'collision' (unused-argument)
E:209, 0: Unable to import 'Policies' (import-error)
C:209, 0: Import "from Policies import klucbBern" should be placed at the top of the module (wrong-import-position)
R:302, 4: Unnecessary "else" after "return" (no-else-return)
W:300,28: Unused argument 'decision' (unused-argument)
R:320, 4: Unnecessary "else" after "return" (no-else-return)
R:332, 4: Unnecessary "else" after "return" (no-else-return)
R:344, 4: Unnecessary "else" after "return" (no-else-return)
R:356, 4: Unnecessary "else" after "return" (no-else-return)
R:368, 4: Unnecessary "else" after "return" (no-else-return)
R:380, 4: Unnecessary "else" after "return" (no-else-return)
W:386,42: Unused argument 'decision' (unused-argument)
R:414, 4: Unnecessary "else" after "return" (no-else-return)
W:410,16: Unused variable 'sitted' (unused-variable)
R:429, 4: Unnecessary "else" after "return" (no-else-return)
W:425,16: Unused variable 'sitted' (unused-variable)
R:444, 4: Unnecessary "else" after "return" (no-else-return)
W:440,16: Unused variable 'sitted' (unused-variable)
R:459, 4: Unnecessary "else" after "return" (no-else-return)
W:455,16: Unused variable 'sitted' (unused-variable)
R:474, 4: Unnecessary "else" after "return" (no-else-return)
W:470,16: Unused variable 'sitted' (unused-variable)
R:489, 4: Unnecessary "else" after "return" (no-else-return)
W:485,16: Unused variable 'sitted' (unused-variable)
R:499, 4: Unnecessary "else" after "return" (no-else-return)
R:500, 8: Unnecessary "else" after "return" (no-else-return)
W:514,17: Redefining name 'K' from outer scope (line 1206) (redefined-outer-name)
W:518,25: Redefining name 'K' from outer scope (line 1206) (redefined-outer-name)
W:541, 4: Redefining name 'mus' from outer scope (line 1198) (redefined-outer-name)
W:546,36: Redefining name 'K' from outer scope (line 1206) (redefined-outer-name)
R:562, 4: Unnecessary "else" after "return" (no-else-return)
R:618, 0: Too many instance attributes (12/7) (too-many-instance-attributes)
W:629,45: Redefining name 'mus' from outer scope (line 1198) (redefined-outer-name)
W:629,59: Redefining name 'depth' from outer scope (line 1204) (redefined-outer-name)
R:651, 8: Unnecessary "else" after "return" (no-else-return)
R:658, 8: Unnecessary "else" after "return" (no-else-return)
R:663, 4: Too many local variables (23/15) (too-many-locals)
C:678,18: More than one statement on a single line (multiple-statements)
C:700,18: Do not use `len(SEQUENCE)` as condition value (len-as-condition)
R:663, 4: Too many branches (18/12) (too-many-branches)
C:727, 4: Missing method docstring (missing-docstring)
C:740,40: More than one statement on a single line (multiple-statements)
E:740,49: Undefined variable 'unicode' (undefined-variable)
R:762, 8: Unnecessary "else" after "return" (no-else-return)
R:791, 8: Unnecessary "else" after "return" (no-else-return)
W:798,41: Redefining name 'depth' from outer scope (line 1204) (redefined-outer-name)
C:815,27: More than one statement on a single line (multiple-statements)
W:830,35: Redefining name 'depth' from outer scope (line 1204) (redefined-outer-name)
C:853,27: More than one statement on a single line (multiple-statements)
C:887,16: Missing function docstring (missing-docstring)
W:890,43: Cell variable decisions defined in loop (cell-var-from-loop)
W:891,38: Cell variable coin_flips defined in loop (cell-var-from-loop)
W:893,31: Cell variable collisions defined in loop (cell-var-from-loop)
W:894,47: Cell variable coin_flips defined in loop (cell-var-from-loop)
C:899,31: More than one statement on a single line (multiple-statements)
W:928,16: Redefining name 'c' from outer scope (line 212) (redefined-outer-name)
R:921, 8: Unnecessary "else" after "return" (no-else-return)
W:967,45: Redefining name 'mus' from outer scope (line 1198) (redefined-outer-name)
W:967,91: Redefining name 'depth' from outer scope (line 1204) (redefined-outer-name)
R:975, 8: Unnecessary "else" after "return" (no-else-return)
R:982, 8: Unnecessary "else" after "return" (no-else-return)
R:994, 8: Unnecessary "else" after "return" (no-else-return)
R:1005, 8: Unnecessary "else" after "return" (no-else-return)
C:1028,20: Missing function docstring (missing-docstring)
W:1029,37: Cell variable memories defined in loop (cell-var-from-loop)
W:1032,47: Cell variable decisions defined in loop (cell-var-from-loop)
W:1033,42: Cell variable coin_flips defined in loop (cell-var-from-loop)
W:1035,35: Cell variable collisions defined in loop (cell-var-from-loop)
W:1036,51: Cell variable coin_flips defined in loop (cell-var-from-loop)
C:1041,35: More than one statement on a single line (multiple-statements)
W:1047, 9: Redefining name 'depth' from outer scope (line 1204) (redefined-outer-name)
W:1047,54: Redefining name 'mus' from outer scope (line 1198) (redefined-outer-name)
W:1047,64: Redefining name 'M' from outer scope (line 1205) (redefined-outer-name)
W:1047,69: Redefining name 'K' from outer scope (line 1206) (redefined-outer-name)
W:1047,116: Redefining name 'find_only_N' from outer scope (line 1209) (redefined-outer-name)
R:1047, 0: Too many local variables (22/15) (too-many-locals)
R:1047, 0: Too many branches (23/12) (too-many-branches)
R:1047, 0: Too many statements (53/50) (too-many-statements)
W:1124, 9: Redefining name 'depth' from outer scope (line 1204) (redefined-outer-name)
W:1124,18: Redefining name 'M' from outer scope (line 1205) (redefined-outer-name)
W:1124,23: Redefining name 'K' from outer scope (line 1206) (redefined-outer-name)
W:1124,70: Redefining name 'mus' from outer scope (line 1198) (redefined-outer-name)
W:1124,92: Redefining name 'all_players' from outer scope (line 1171) (redefined-outer-name)
W:1124,110: Redefining name 'all_update_memories' from outer scope (line 1170) (redefined-outer-name)
W:1124,136: Redefining name 'find_only_N' from outer scope (line 1209) (redefined-outer-name)
W:1126, 4: Redefining name 'results' from outer scope (line 1214) (redefined-outer-name)
R:1124, 0: Too many local variables (28/15) (too-many-locals)
C:1141,57: More than one statement on a single line (multiple-statements)
C:1142,46: More than one statement on a single line (multiple-statements)
C:1210,25: More than one statement on a single line (multiple-statements)


Report
======
5110 statements analysed.

Statistics by type
------------------

+---------+-------+-----------+-----------+------------+---------+
|type     |number |old number |difference |%documented |%badname |
+=========+=======+===========+===========+============+=========+
|module   |39     |1          |+38.00     |66.67       |28.21    |
+---------+-------+-----------+-----------+------------+---------+
|class    |14     |2          |+12.00     |42.86       |14.29    |
+---------+-------+-----------+-----------+------------+---------+
|method   |76     |26         |+50.00     |97.37       |9.21     |
+---------+-------+-----------+-----------+------------+---------+
|function |196    |53         |+143.00    |56.63       |47.96    |
+---------+-------+-----------+-----------+------------+---------+



External dependencies
---------------------
::

    IPython 
      \-core 
      | \-page (Unsupervised_Learning_for_Bandit_problem)
      \-display (Experiments_of_statistical_tests_for_piecewise_stationary_bandit)
    SMPyBandits (setup)
      \-Arms (SMPyBandits)
      | \-Bernoulli (Unsupervised_Learning_for_Bandit_problem)
      | \-Gaussian (Unsupervised_Learning_for_Bandit_problem)
      \-Environment (SMPyBandits.main_multiplayers_more)
      | \-CollisionModels (Example_of_a_small_Multi-Player_Simulation__with_rhoRand_and_Selfish_Algorithms)
      | \-Evaluator (SMPyBandits.main)
      | \-EvaluatorMultiPlayers (SMPyBandits.main_multiplayers_more)
      | \-MAB (SMPyBandits.configuration_multiplayers)
      | \-notify (SMPyBandits.main_multiplayers_more)
      | \-plotsettings (Lai_Robbins_Lower_Bound_for_Doubling_Trick_with_Restarting_Algorithms)
      \-Policies (SMPyBandits)
      | \-EmpiricalMeans (Unsupervised_Learning_for_Bandit_problem)
      | \-IndexPolicy (Do_we_even_need_UCB)
      | \-Thompson (Unsupervised_Learning_for_Bandit_problem)
      | \-UCB (Unsupervised_Learning_for_Bandit_problem)
      | \-UCBalpha (Do_we_even_need_UCB)
      | \-klUCB (Unsupervised_Learning_for_Bandit_problem)
      \-PoliciesMultiPlayers (SMPyBandits)
      \-configuration (SMPyBandits.main)
      \-configuration_all_singleplayer (SMPyBandits.main)
      \-configuration_comparing_aggregation_algorithms (SMPyBandits.main)
      \-configuration_comparing_doubling_algorithms (SMPyBandits.main)
      \-configuration_markovian (SMPyBandits.main)
      \-configuration_multiplayers (SMPyBandits.main_multiplayers_more)
      \-configuration_multiplayers_with_aggregation (SMPyBandits.main_multiplayers_more)
      \-configuration_nonstationary (SMPyBandits.main)
      \-configuration_sparse (SMPyBandits.main)
    configuration (SMPyBandits.main)
    configuration_all_singleplayer (SMPyBandits.main)
    configuration_comparing_aggregation_algorithms (SMPyBandits.main)
    configuration_comparing_doubling_algorithms (SMPyBandits.main)
    configuration_markovian (SMPyBandits.main)
    configuration_multiplayers (SMPyBandits.main_multiplayers_more)
    configuration_multiplayers_with_aggregation (SMPyBandits.main_multiplayers_more)
    configuration_nonstationary (SMPyBandits.main)
    configuration_sparse (SMPyBandits.main)
    configuration_sparse_multiplayers (SMPyBandits.main_sparse_multiplayers)
    docopt (SMPyBandits.policy_server)
    dot2tex 
      \-dot2tex (SMPyBandits.complete_tree_exploration_for_MP_bandits)
    example_of_configuration_multiplayers (SMPyBandits.example_of_main_multiplayers_more)
    example_of_configuration_singleplayer (SMPyBandits.example_of_main_singleplayer)
    graphviz (SMPyBandits.complete_tree_exploration_for_MP_bandits)
    joblib (Experiments_of_statistical_tests_for_piecewise_stationary_bandit)
    matplotlib (SMPyBandits.main_multiplayers_more)
      \-pyplot (SMPyBandits.main_multiplayers_more)
      \-ticker (Experiments_of_statistical_tests_for_piecewise_stationary_bandit)
    numba (Experiments_of_statistical_tests_for_piecewise_stationary_bandit)
    numpy (SMPyBandits.complete_tree_exploration_for_MP_bandits)
      \-random (my_small_slack_bot)
    recommonmark 
      \-parser (conf)
      \-transform (conf)
    scipy 
      \-special (Experiments_of_statistical_tests_for_piecewise_stationary_bandit)
      \-stats (Unsupervised_Learning_for_Bandit_problem)
    seaborn (simulate_musical_chair_orthogonalization_process)
    setuptools (setup)
    sklearn 
      \-neighbors 
        \-kde (Unsupervised_Learning_for_Bandit_problem)
    skopt (BlackBox_Bayesian_Optimization_for_Bandit_problems)
      \-learning (BlackBox_Bayesian_Optimization_for_Bandit_problems)
    sphinx (conf)
      \-apidoc (conf)
      \-application (conf)
      \-ext 
        \-apidoc (conf)
    sphinx_rtd_theme (conf)
    sphinxcontrib 
      \-googleanalytics (conf)
    sympy (SMPyBandits.complete_tree_exploration_for_MP_bandits)
    tqdm (Experiments_of_statistical_tests_for_piecewise_stationary_bandit)
    very_simple_configuration (SMPyBandits.example_of_main_singleplayer)



Raw metrics
-----------

+----------+-------+------+---------+-----------+
|type      |number |%     |previous |difference |
+==========+=======+======+=========+===========+
|code      |7117   |40.29 |NC       |NC         |
+----------+-------+------+---------+-----------+
|docstring |1797   |10.17 |NC       |NC         |
+----------+-------+------+---------+-----------+
|comment   |5092   |28.83 |NC       |NC         |
+----------+-------+------+---------+-----------+
|empty     |3658   |20.71 |NC       |NC         |
+----------+-------+------+---------+-----------+



Duplication
-----------

+-------------------------+------+---------+-----------+
|                         |now   |previous |difference |
+=========================+======+=========+===========+
|nb duplicated lines      |0     |0        |=          |
+-------------------------+------+---------+-----------+
|percent duplicated lines |0.000 |0.000    |=          |
+-------------------------+------+---------+-----------+



Messages by category
--------------------

+-----------+-------+---------+-----------+
|type       |number |previous |difference |
+===========+=======+=========+===========+
|convention |1058   |41       |+1017.00   |
+-----------+-------+---------+-----------+
|refactor   |73     |32       |+41.00     |
+-----------+-------+---------+-----------+
|warning    |2421   |68       |+2353.00   |
+-----------+-------+---------+-----------+
|error      |401    |2        |+399.00    |
+-----------+-------+---------+-----------+



% errors / warnings by module
-----------------------------

+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|module                                                                          |error |warning |refactor |convention |
+================================================================================+======+========+=========+===========+
|Experiments_of_statistical_tests_for_piecewise_stationary_bandit                |31.67 |4.21    |35.62    |22.59      |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|SMPyBandits.configuration_sparse                                                |10.47 |0.91    |0.00     |1.42       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|SMPyBandits.example_of_configuration_multiplayers                               |9.23  |0.58    |0.00     |2.17       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|SMPyBandits.configuration_sparse_multiplayers                                   |5.49  |0.37    |0.00     |0.47       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|Example_of_a_small_Multi-Player_Simulation__with_rhoRand_and_Selfish_Algorithms |4.24  |8.22    |0.00     |2.46       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|SMPyBandits.configuration_comparing_doubling_algorithms                         |4.24  |0.37    |0.00     |0.47       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|Example_of_a_small_Multi-Player_Simulation__with_Centralized_Algorithms         |3.99  |8.26    |0.00     |2.46       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|SMPyBandits.very_simple_configuration                                           |3.99  |0.17    |0.00     |1.61       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|SMPyBandits.configuration_comparing_aggregation_algorithms                      |3.74  |0.70    |0.00     |0.47       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|SMPyBandits.configuration_markovian                                             |3.74  |0.50    |0.00     |0.19       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|SMPyBandits.example_of_configuration_singleplayer                               |3.24  |0.29    |0.00     |1.80       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|Unsupervised_Learning_for_Bandit_problem                                        |2.99  |1.45    |5.48     |10.59      |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|BlackBox_Bayesian_Optimization_for_Bandit_problems                              |2.99  |0.17    |0.00     |7.56       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|Exploring_different_doubling_tricks_for_different_kinds_of_regret_bounds        |1.75  |0.66    |1.37     |4.63       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|Example_of_a_small_Single-Player_Simulation                                     |1.50  |6.11    |0.00     |2.17       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|SMPyBandits.complete_tree_exploration_for_MP_bandits                            |1.00  |2.81    |43.84    |3.88       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|my_small_slack_bot                                                              |1.00  |0.54    |4.11     |0.76       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|Do_we_even_need_UCB                                                             |1.00  |0.21    |0.00     |2.46       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|Lai_Robbins_Lower_Bound_for_Doubling_Trick_with_Restarting_Algorithms           |0.75  |6.11    |1.37     |1.13       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|Easily_creating_MAB_problems                                                    |0.75  |1.86    |0.00     |2.17       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|SMPyBandits.env_client                                                          |0.50  |0.08    |0.00     |0.66       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|SMPyBandits.configuration_all_singleplayer                                      |0.25  |6.98    |0.00     |0.95       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|SMPyBandits.main_sparse_multiplayers                                            |0.25  |1.49    |0.00     |0.28       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|SMPyBandits.main_multiplayers                                                   |0.25  |1.07    |0.00     |0.19       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|conf                                                                            |0.25  |0.21    |0.00     |0.76       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|SMPyBandits.policy_server                                                       |0.25  |0.04    |6.85     |0.85       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|SMPyBandits.example_of_main_singleplayer                                        |0.25  |0.04    |0.00     |0.09       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|SMPyBandits.example_of_main_multiplayers_more                                   |0.25  |0.04    |0.00     |0.00       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|SMPyBandits.configuration_multiplayers                                          |0.00  |11.48   |0.00     |1.70       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|SMPyBandits.configuration_multiplayers_with_aggregation                         |0.00  |10.33   |0.00     |0.38       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|SMPyBandits.configuration_nonstationary                                         |0.00  |9.29    |0.00     |5.58       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|SMPyBandits.configuration                                                       |0.00  |9.25    |0.00     |8.98       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|SMPyBandits.main_multiplayers_more                                              |0.00  |1.82    |0.00     |0.47       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|SMPyBandits.main                                                                |0.00  |1.73    |0.00     |0.38       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|simulate_musical_chair_orthogonalization_process                                |0.00  |0.99    |0.00     |2.84       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|test_compute_and_plot_regret_bounds2                                            |0.00  |0.37    |1.37     |2.36       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|test_compute_and_plot_regret_bounds                                             |0.00  |0.17    |0.00     |0.09       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+
|setup                                                                           |0.00  |0.12    |0.00     |1.98       |
+--------------------------------------------------------------------------------+------+--------+---------+-----------+



Messages
--------

+------------------------------+------------+
|message id                    |occurrences |
+==============================+============+
|unused-wildcard-import        |1584        |
+------------------------------+------------+
|fixme                         |444         |
+------------------------------+------------+
|undefined-variable            |309         |
+------------------------------+------------+
|bad-whitespace                |266         |
+------------------------------+------------+
|bad-continuation              |251         |
+------------------------------+------------+
|trailing-whitespace           |216         |
+------------------------------+------------+
|redefined-outer-name          |168         |
+------------------------------+------------+
|wrong-import-position         |120         |
+------------------------------+------------+
|missing-docstring             |108         |
+------------------------------+------------+
|wildcard-import               |59          |
+------------------------------+------------+
|multiple-statements           |58          |
+------------------------------+------------+
|no-member                     |51          |
+------------------------------+------------+
|unused-argument               |39          |
+------------------------------+------------+
|no-else-return                |39          |
+------------------------------+------------+
|import-error                  |36          |
+------------------------------+------------+
|pointless-statement           |34          |
+------------------------------+------------+
|unused-import                 |21          |
+------------------------------+------------+
|unused-variable               |19          |
+------------------------------+------------+
|ungrouped-imports             |16          |
+------------------------------+------------+
|too-many-locals               |15          |
+------------------------------+------------+
|wrong-import-order            |14          |
+------------------------------+------------+
|cell-var-from-loop            |9           |
+------------------------------+------------+
|too-few-public-methods        |8           |
+------------------------------+------------+
|misplaced-future              |7           |
+------------------------------+------------+
|logging-format-interpolation  |7           |
+------------------------------+------------+
|using-constant-test           |6           |
+------------------------------+------------+
|reimported                    |6           |
+------------------------------+------------+
|redefined-builtin             |5           |
+------------------------------+------------+
|expression-not-assigned       |4           |
+------------------------------+------------+
|too-many-lines                |3           |
+------------------------------+------------+
|too-many-branches             |3           |
+------------------------------+------------+
|broad-except                  |3           |
+------------------------------+------------+
|undefined-loop-variable       |2           |
+------------------------------+------------+
|too-many-statements           |2           |
+------------------------------+------------+
|too-many-nested-blocks        |2           |
+------------------------------+------------+
|too-many-instance-attributes  |2           |
+------------------------------+------------+
|no-self-use                   |2           |
+------------------------------+------------+
|missing-format-argument-key   |2           |
+------------------------------+------------+
|logging-too-many-args         |2           |
+------------------------------+------------+
|unneeded-not                  |1           |
+------------------------------+------------+
|superfluous-parens            |1           |
+------------------------------+------------+
|super-init-not-called         |1           |
+------------------------------+------------+
|mixed-line-endings            |1           |
+------------------------------+------------+
|missing-final-newline         |1           |
+------------------------------+------------+
|misplaced-comparison-constant |1           |
+------------------------------+------------+
|len-as-condition              |1           |
+------------------------------+------------+
|invalid-sequence-index        |1           |
+------------------------------+------------+
|function-redefined            |1           |
+------------------------------+------------+
|duplicate-key                 |1           |
+------------------------------+------------+
|assignment-from-no-return     |1           |
+------------------------------+------------+




-------------------------------------------------------------------
Your code has been rated at -0.87/10 (previous run: 7.95/10, -8.82)