openml · mfeurer · Feb 23, 2019 · Feb 21, 2019 · Feb 21, 2019 · Feb 21, 2019
diff --git a/ci_scripts/flake8_diff.sh b/ci_scripts/flake8_diff.sh
@@ -140,7 +140,8 @@ check_files() {
     if [ -n "$files" ]; then
         # Conservative approach: diff without context (--unified=0) so that code
         # that was not changed does not create failures
-        git diff --no-ext-diff --unified=0 $COMMIT_RANGE -- $files | flake8 --ignore E402 --diff --show-source $options
+        # git diff --no-ext-diff --unified=0 $COMMIT_RANGE -- $files | flake8 --ignore E402 --diff --show-source $options
+        flake8 --ignore E402,W503 --show-source --max-line-length 100 $options
     fi
 }
 

diff --git a/doc/conf.py b/doc/conf.py
@@ -15,7 +15,6 @@
 import os
 import sys
 import sphinx_bootstrap_theme
-from sphinx_gallery.sorting import ExplicitOrder, FileNameSortKey
 import openml
 
 
@@ -27,19 +26,19 @@
 # If extensions (or modules to document with autodoc) are in another directory,
 # add these directories to sys.path here. If the directory is relative to the
 # documentation root, use os.path.abspath to make it absolute, like shown here.
-#sys.path.insert(0, os.path.abspath('.')# )
+# sys.path.insert(0, os.path.abspath('.')# )
 
 sys.path.insert(0, os.path.join(os.path.dirname(__file__), '..'))
 sys.path.insert(0, os.path.join(os.path.dirname(__file__), '..', '..'))
 
 # -- General configuration ------------------------------------------------
 
 # If your documentation needs a minimal Sphinx version, state it here.
-#needs_sphinx = '1.0'
+# needs_sphinx = '1.0'
 
-# Add any Sphinx extension module names here, as strings. They can be
-# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
-# ones.
+#  Add any Sphinx extension module names here, as strings. They can be
+#  extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
+#  ones.
 extensions = [
     'sphinx.ext.autodoc',
     'sphinx.ext.autosummary',
@@ -64,7 +63,7 @@
 source_suffix = '.rst'
 
 # The encoding of source files.
-#source_encoding = 'utf-8-sig'
+# source_encoding = 'utf-8-sig'
 
 # The master toctree document.
 master_doc = 'index'
@@ -87,41 +86,41 @@
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
-#language = None
+# language = None
 
 # There are two options for replacing |today|: either, you set today to some
 # non-false value, then it is used:
-#today = ''
+# today = ''
 # Else, today_fmt is used as the format for a strftime call.
-#today_fmt = '%B %d, %Y'
+# today_fmt = '%B %d, %Y'
 
 # List of patterns, relative to source directory, that match files and
 # directories to ignore when looking for source files.
 exclude_patterns = ['_build', '_templates', '_static']
 
 # The reST default role (used for this markup: `text`) to use for all
 # documents.
-#default_role = None
+# default_role = None
 
 # If true, '()' will be appended to :func: etc. cross-reference text.
-#add_function_parentheses = True
+# add_function_parentheses = True
 
 # If true, the current module name will be prepended to all description
 # unit titles (such as .. function::).
-#add_module_names = True
+# add_module_names = True
 
 # If true, sectionauthor and moduleauthor directives will be shown in the
 # output. They are ignored by default.
-#show_authors = False
+# show_authors = False
 
 # The name of the Pygments (syntax highlighting) style to use.
 pygments_style = 'sphinx'
 
 # A list of ignored prefixes for module index sorting.
-#modindex_common_prefix = []
+# modindex_common_prefix = []
 
 # If true, keep warnings as "system message" paragraphs in the built documents.
-#keep_warnings = False
+# keep_warnings = False
 
 
 # -- Options for HTML output ----------------------------------------------
@@ -135,7 +134,7 @@
     'navbar_title': "OpenML",
 
     # Tab name for entire site. (Default: "Site")
-    #'navbar_site_name': "Site",
+    # 'navbar_site_name': "Site",
 
     # A list of tuples containting pages to link to.  The value should
     # be in the form [(name, page), ..]
@@ -198,19 +197,19 @@
 
 # The name for this set of Sphinx documents.  If None, it defaults to
 # "<project> v<release> documentation".
-#html_title = None
+# html_title = None
 
 # A shorter title for the navigation bar.  Default is the same as html_title.
-#html_short_title = None
+# html_short_title = None
 
 # The name of an image file (relative to this directory) to place at the top
 # of the sidebar.
-#html_logo = None
+# html_logo = None
 
 # The name of an image file (within the static path) to use as favicon of the
 # docs.  This file should be a Windows icon file (.ico) being 16x16 or 32x32
 # pixels large.
-#html_favicon = None
+# html_favicon = None
 
 # Add any paths that contain custom static files (such as style sheets) here,
 # relative to this directory. They are copied after the builtin static files,
@@ -220,48 +219,48 @@
 # Add any extra paths that contain custom files (such as robots.txt or
 # .htaccess) here, relative to this directory. These files are copied
 # directly to the root of the documentation.
-#html_extra_path = []
+# html_extra_path = []
 
 # If not '', a 'Last updated on:' timestamp is inserted at every page bottom,
 # using the given strftime format.
-#html_last_updated_fmt = '%b %d, %Y'
+# html_last_updated_fmt = '%b %d, %Y'
 
 # If true, SmartyPants will be used to convert quotes and dashes to
 # typographically correct entities.
-#html_use_smartypants = True
+# html_use_smartypants = True
 
 # Custom sidebar templates, maps document names to template names.
 html_sidebars = {'**': ['localtoc.html']}
 
 # Additional templates that should be rendered to pages, maps page names to
 # template names.
-#html_additional_pages = {}
+# html_additional_pages = {}
 
 # If false, no module index is generated.
-#html_domain_indices = True
+# html_domain_indices = True
 
 # If false, no index is generated.
-#html_use_index = True
+# html_use_index = True
 
 # If true, the index is split into individual pages for each letter.
-#html_split_index = False
+# html_split_index = False
 
 # If true, links to the reST sources are added to the pages.
-#html_show_sourcelink = True
+# html_show_sourcelink = True
 
 # If true, "Created using Sphinx" is shown in the HTML footer. Default is True.
-#html_show_sphinx = True
+# html_show_sphinx = True
 
 # If true, "(C) Copyright ..." is shown in the HTML footer. Default is True.
-#html_show_copyright = True
+# html_show_copyright = True
 
 # If true, an OpenSearch description file will be output, and all pages will
 # contain a <link> tag referring to it.  The value of this option must be the
 # base URL from which the finished HTML is served.
-#html_use_opensearch = ''
+# html_use_opensearch = ''
 
 # This is the file name suffix for HTML files (e.g. ".xhtml").
-#html_file_suffix = None
+# html_file_suffix = None
 
 # Output file base name for HTML help builder.
 htmlhelp_basename = 'OpenMLdoc'
@@ -271,13 +270,13 @@
 
 latex_elements = {
     # The paper size ('letterpaper' or 'a4paper').
-    #'papersize': 'letterpaper',
+    # 'papersize': 'letterpaper',
 
     # The font size ('10pt', '11pt' or '12pt').
-    #'pointsize': '10pt',
+    # 'pointsize': '10pt',
 
     # Additional stuff for the LaTeX preamble.
-    #'preamble': '',
+    # 'preamble': '',
 }
 
 # Grouping the document tree into LaTeX files. List of tuples
@@ -288,23 +287,23 @@
 
 # The name of an image file (relative to this directory) to place at the top of
 # the title page.
-#latex_logo = None
+# latex_logo = None
 
 # For "manual" documents, if this is true, then toplevel headings are parts,
 # not chapters.
-#latex_use_parts = False
+# latex_use_parts = False
 
 # If true, show page references after internal links.
-#latex_show_pagerefs = False
+# latex_show_pagerefs = False
 
 # If true, show URL addresses after external links.
-#latex_show_urls = False
+# latex_show_urls = False
 
 # Documents to append as an appendix to all manuals.
-#latex_appendices = []
+# latex_appendices = []
 
 # If false, no module index is generated.
-#latex_domain_indices = True
+# latex_domain_indices = True
 
 
 # -- Options for manual page output ---------------------------------------
@@ -317,7 +316,7 @@
 ]
 
 # If true, show URL addresses after external links.
-#man_show_urls = False
+# man_show_urls = False
 
 
 # -- Options for Texinfo output -------------------------------------------
@@ -332,19 +331,20 @@
 ]
 
 # Documents to append as an appendix to all manuals.
-#texinfo_appendices = []
+# texinfo_appendices = []
 
 # If false, no module index is generated.
-#texinfo_domain_indices = True
+# texinfo_domain_indices = True
 
 # How to display URL addresses: 'footnote', 'no', or 'inline'.
-#texinfo_show_urls = 'footnote'
+# texinfo_show_urls = 'footnote'
 
 # If true, do not generate a @detailmenu in the "Top" node's menu.
-#texinfo_no_detailmenu = False
+# texinfo_no_detailmenu = False
 
-# prefix each section label with the name of the document it is in, in order to avoid
-# ambiguity when there are multiple same section labels in different documents.
+# prefix each section label with the name of the document it is in,
+# in order to avoid ambiguity when there are multiple same section
+# labels in different documents.
 autosectionlabel_prefix_document = True
 # Sphinx-gallery configuration.
 sphinx_gallery_conf = {
@@ -356,5 +356,5 @@
     'gallery_dirs': 'examples',
     # compile execute examples in the examples dir
     'filename_pattern': '.*example.py$|.*tutorial.py$',
-    #TODO: fix back/forward references for the examples.
+    # TODO: fix back/forward references for the examples.
 }
diff --git a/examples/datasets_tutorial.py b/examples/datasets_tutorial.py
@@ -54,8 +54,9 @@
 
 ############################################################################
 # Get the actual data.
-#
-# Returned as numpy array, with meta-info (e.g. target feature, feature names,...)
+# 
+# Returned as numpy array, with meta-info
+# (e.g. target feature, feature names, ...)
 X, y, attribute_names = dataset.get_data(
     target=dataset.default_target_attribute,
     return_attribute_names=True,
@@ -77,4 +78,4 @@
     hist_kwds={'bins': 20},
     alpha=.8,
     cmap='plasma'
-)
+)
diff --git a/examples/flows_and_runs_tutorial.py b/examples/flows_and_runs_tutorial.py
@@ -6,8 +6,6 @@
 """
 
 import openml
-import pandas as pd
-import seaborn as sns
 from pprint import pprint
 from sklearn import ensemble, neighbors, preprocessing, pipeline, tree
 
@@ -60,7 +58,7 @@
 ############################################################################
 # Share the run on the OpenML server
 #
-# So far the run is only available locally. By calling the publish function, the run is send to the OpenML server:
+# So far the run is only available locally. By calling the publish function, the run is sent to the OpenML server:
 
 myrun = run.publish()
 # For this tutorial, our configuration publishes to the test server

diff --git a/openml/__init__.py b/openml/__init__.py
@@ -9,7 +9,7 @@
 * analyze experiments (uploaded by you and other collaborators) and conduct
   meta studies
 
-In particular, this module implemts a python interface for the
+In particular, this module implements a python interface for the
 `OpenML REST API <https://www.openml.org/guide#!rest_services>`_
 (`REST on wikipedia
 <http://en.wikipedia.org/wiki/Representational_state_transfer>`_).
@@ -22,15 +22,15 @@
 from . import runs
 from . import flows
 from . import setups
-from . import study
 from . import evaluations
-from . import utils
+
 from .runs import OpenMLRun
 from .tasks import OpenMLTask, OpenMLSplit
 from .flows import OpenMLFlow
 from .evaluations import OpenMLEvaluation
+from .study import OpenMLStudy
 
-from .__version__ import __version__
+from .__version__ import __version__  # noqa: F401
 
 
 def populate_cache(task_ids=None, dataset_ids=None, flow_ids=None,
@@ -71,5 +71,5 @@ def populate_cache(task_ids=None, dataset_ids=None, flow_ids=None,
 
 __all__ = ['OpenMLDataset', 'OpenMLDataFeature', 'OpenMLRun',
            'OpenMLSplit', 'OpenMLEvaluation', 'OpenMLSetup',
-           'OpenMLTask', 'OpenMLFlow', 'datasets', 'evaluations',
-           'config', 'runs', 'flows', 'tasks', 'setups']
+           'OpenMLTask', 'OpenMLFlow', 'OpenMLStudy', 'datasets',
+           'evaluations', 'config', 'runs', 'flows', 'tasks', 'setups']