From 56de370cec275e998bffd0fdd591cc7620dda392 Mon Sep 17 00:00:00 2001 From: Kiefer Katovich Date: Thu, 22 Feb 2018 22:01:37 -0500 Subject: [PATCH 1/7] docs and some new additions like degroup --- dfply/base.py | 97 +++++++++++++++++++++++++- dfply/summarize.py | 4 +- docs/Makefile | 20 ++++++ docs/conf.py | 166 ++++++++++++++++++++++++++++++++++++++++++++ docs/dfply.data.rst | 10 +++ docs/dfply.rst | 117 +++++++++++++++++++++++++++++++ docs/index.rst | 20 ++++++ docs/modules.rst | 7 ++ 8 files changed, 438 insertions(+), 3 deletions(-) create mode 100644 docs/Makefile create mode 100644 docs/conf.py create mode 100644 docs/dfply.data.rst create mode 100644 docs/dfply.rst create mode 100644 docs/index.rst create mode 100644 docs/modules.rst diff --git a/dfply/base.py b/dfply/base.py index a25adcb..7f07dd7 100644 --- a/dfply/base.py +++ b/dfply/base.py @@ -51,6 +51,44 @@ def _delayed_function(function, args, kwargs): def make_symbolic(f): + """Decorator to convert a function into a symbolic function. Decorating a + function with `make_symbolic` enables the use of symbolic arguments that + will need to be delayed later. + + Example: + Sometimes, like in the window and summary functions that operate on + series, it is necessary to defer the evaluation of a function. For + example, in the code below: + + >>> diamonds >> summarize(price_third=nth(X.price, 3)) + + The `nth()`` function would typically be evaluated before `summarize()` + and the symbolic argument `X.price` would not be evaluated at the right + time. + + The `@make_symbolic` decorator can be placed above functions to convert + them into symbolic functions that will wait to evaluate. Again, this is + used primarily for functions that are embedded inside the function call + within the piping syntax. + + The nth() code, for example, is below: + + ```python + @make_symbolic + def nth(series, n, order_by=None): + if order_by is not None: + series = order_series_by(series, order_by) + try: + return series.iloc[n] + except: + return np.nan + ``` + + Functions you write that you want to be able to embed as an argument can + use the @make_symbolic to wait until they have access to the DataFrame + to evaluate. + + """ def wrapper(*args, **kwargs): delay = _check_delayed_eval(args, kwargs) if delay: @@ -63,6 +101,12 @@ def wrapper(*args, **kwargs): class Intention(object): + """The `Intention` class defers evaluation. Python does not evaluate lazily + by design; this is emulated by chaining lambda functions. + + `Intention` is not intended to be used directly. As the name implies it is + the representation of an intended action to be done at a later time. + """ def __init__(self, function=lambda x: x, invert=False): self.function = function self.inverted = invert @@ -119,6 +163,32 @@ def magic_method(self, *args, **kwargs): class pipe(object): + """The pipe decorator allows functions to send a dataframe from one operation + to the next via the >> piping operator. + + For functions to work with the piping syntax they must be decorated with `@pipe.` + + Any function decorated with `@pipe` implicitly receives a single first + argument expected to be a pandas DataFrame. This is the DataFrame being + passed through the pipe. For example, mutate and select have function + specifications mutate(df, **kwargs) and select(df, *args, **kwargs), + but when used do not require the user to insert the DataFrame as an argument. + + ```python + diamonds >> mutate(new_var=X.price + X.depth) >> select(X.new_var) + ``` + + If you create a new function decorated by `@pipe`, the function definition + should contain an initial argument that represents the DataFrame being + passed through the piping operations. + + ```python + @pipe + def myfunc(df, *args, **kwargs): + # code + ``` + """ + __name__ = "pipe" def __init__(self, function): @@ -329,13 +399,38 @@ def __call__(self, *args, **kwargs): with warnings.catch_warnings(): warnings.simplefilter("ignore") applied._grouped_by = grouped_by - + return applied +class degroup(object): + __name__ = "degroup" + + def __init__(self, function): + self.function = function + self.__doc__ = function.__doc__ + + + def __call__(self, *args, **kwargs): + applied = self.function(*args, **kwargs) + setattr(applied, '_grouped_by', None) + return applied + + + def dfpipe(f): return pipe( group_delegation( symbolic_evaluation(f) ) ) + + +def dfpipe_degroup(f): + return pipe( + degroup( + group_delegation( + symbolic_evaluation(f) + ) + ) + ) diff --git a/dfply/summarize.py b/dfply/summarize.py index 6afaf2e..313f4f6 100644 --- a/dfply/summarize.py +++ b/dfply/summarize.py @@ -1,12 +1,12 @@ from .base import * -@dfpipe +@dfpipe_degroup def summarize(df, **kwargs): return pd.DataFrame({k: [v] for k, v in kwargs.items()}) -@dfpipe +@dfpipe_degroup def summarize_each(df, functions, *args): columns, values = [], [] for arg in args: diff --git a/docs/Makefile b/docs/Makefile new file mode 100644 index 0000000..9c68eb1 --- /dev/null +++ b/docs/Makefile @@ -0,0 +1,20 @@ +# Minimal makefile for Sphinx documentation +# + +# You can set these variables from the command line. +SPHINXOPTS = +SPHINXBUILD = sphinx-build +SPHINXPROJ = dfply +SOURCEDIR = . +BUILDDIR = _build + +# Put it first so that "make" without argument is like "make help". +help: + @$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) + +.PHONY: help Makefile + +# Catch-all target: route all unknown targets to Sphinx using the new +# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS). +%: Makefile + @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) \ No newline at end of file diff --git a/docs/conf.py b/docs/conf.py new file mode 100644 index 0000000..b0ad19e --- /dev/null +++ b/docs/conf.py @@ -0,0 +1,166 @@ +#!/usr/bin/env python3 +# -*- coding: utf-8 -*- +# +# dfply documentation build configuration file, created by +# sphinx-quickstart on Thu Feb 22 21:25:10 2018. +# +# This file is execfile()d with the current directory set to its +# containing dir. +# +# Note that not all possible configuration values are present in this +# autogenerated file. +# +# All configuration values have a default; values that are commented out +# serve to show the default. + +# 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. +# +# import os +# import sys +# sys.path.insert(0, os.path.abspath('.')) + + +# -- General configuration ------------------------------------------------ + +# If your documentation needs a minimal Sphinx version, state it here. +# +# 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. +extensions = ['sphinx.ext.autodoc', + 'sphinx.ext.intersphinx', + 'sphinx.ext.todo', + 'sphinx.ext.coverage', + 'sphinx.ext.mathjax', + 'sphinx.ext.viewcode', + 'sphinx.ext.napoleon'] + +# Add any paths that contain templates here, relative to this directory. +templates_path = ['_templates'] + +# The suffix(es) of source filenames. +# You can specify multiple suffix as a list of string: +# +# source_suffix = ['.rst', '.md'] +source_suffix = '.rst' + +# The master toctree document. +master_doc = 'index' + +# General information about the project. +project = 'dfply' +copyright = '2018, Kiefer Katovich' +author = 'Kiefer Katovich' + +# The version info for the project you're documenting, acts as replacement for +# |version| and |release|, also used in various other places throughout the +# built documents. +# +# The short X.Y version. +version = '0.3.1' +# The full version, including alpha/beta/rc tags. +release = '0.3.1' + +# The language for content autogenerated by Sphinx. Refer to documentation +# for a list of supported languages. +# +# This is also used if you do content translation via gettext catalogs. +# Usually you set "language" from the command line for these cases. +language = None + +# List of patterns, relative to source directory, that match files and +# directories to ignore when looking for source files. +# This patterns also effect to html_static_path and html_extra_path +exclude_patterns = ['_build', 'Thumbs.db', '.DS_Store'] + +# The name of the Pygments (syntax highlighting) style to use. +pygments_style = 'sphinx' + +# If true, `todo` and `todoList` produce output, else they produce nothing. +todo_include_todos = True + + +# -- Options for HTML output ---------------------------------------------- + +# The theme to use for HTML and HTML Help pages. See the documentation for +# a list of builtin themes. +# +html_theme = 'alabaster' + +# Theme options are theme-specific and customize the look and feel of a theme +# further. For a list of options available for each theme, see the +# documentation. +# +# html_theme_options = {} + +# 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, +# so a file named "default.css" will overwrite the builtin "default.css". +html_static_path = ['_static'] + + +# -- Options for HTMLHelp output ------------------------------------------ + +# Output file base name for HTML help builder. +htmlhelp_basename = 'dfplydoc' + + +# -- Options for LaTeX output --------------------------------------------- + +latex_elements = { + # The paper size ('letterpaper' or 'a4paper'). + # + # 'papersize': 'letterpaper', + + # The font size ('10pt', '11pt' or '12pt'). + # + # 'pointsize': '10pt', + + # Additional stuff for the LaTeX preamble. + # + # 'preamble': '', + + # Latex figure (float) alignment + # + # 'figure_align': 'htbp', +} + +# Grouping the document tree into LaTeX files. List of tuples +# (source start file, target name, title, +# author, documentclass [howto, manual, or own class]). +latex_documents = [ + (master_doc, 'dfply.tex', 'dfply Documentation', + 'Kiefer Katovich', 'manual'), +] + + +# -- Options for manual page output --------------------------------------- + +# One entry per manual page. List of tuples +# (source start file, name, description, authors, manual section). +man_pages = [ + (master_doc, 'dfply', 'dfply Documentation', + [author], 1) +] + + +# -- Options for Texinfo output ------------------------------------------- + +# Grouping the document tree into Texinfo files. List of tuples +# (source start file, target name, title, author, +# dir menu entry, description, category) +texinfo_documents = [ + (master_doc, 'dfply', 'dfply Documentation', + author, 'dfply', 'One line description of project.', + 'Miscellaneous'), +] + + + + +# Example configuration for intersphinx: refer to the Python standard library. +intersphinx_mapping = {'https://docs.python.org/': None} diff --git a/docs/dfply.data.rst b/docs/dfply.data.rst new file mode 100644 index 0000000..20b3258 --- /dev/null +++ b/docs/dfply.data.rst @@ -0,0 +1,10 @@ +dfply\.data package +=================== + +Module contents +--------------- + +.. automodule:: dfply.data + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/dfply.rst b/docs/dfply.rst new file mode 100644 index 0000000..6ff776a --- /dev/null +++ b/docs/dfply.rst @@ -0,0 +1,117 @@ +dfply package +============= + +Subpackages +----------- + +.. toctree:: + + dfply.data + +Submodules +---------- + +dfply\.base module +------------------ + +.. automodule:: dfply.base + :members: + :undoc-members: + :show-inheritance: + +dfply\.group module +------------------- + +.. automodule:: dfply.group + :members: + :undoc-members: + :show-inheritance: + +dfply\.join module +------------------ + +.. automodule:: dfply.join + :members: + :undoc-members: + :show-inheritance: + +dfply\.reshape module +--------------------- + +.. automodule:: dfply.reshape + :members: + :undoc-members: + :show-inheritance: + +dfply\.select module +-------------------- + +.. automodule:: dfply.select + :members: + :undoc-members: + :show-inheritance: + +dfply\.set\_ops module +---------------------- + +.. automodule:: dfply.set_ops + :members: + :undoc-members: + :show-inheritance: + +dfply\.subset module +-------------------- + +.. automodule:: dfply.subset + :members: + :undoc-members: + :show-inheritance: + +dfply\.summarize module +----------------------- + +.. automodule:: dfply.summarize + :members: + :undoc-members: + :show-inheritance: + +dfply\.summary\_functions module +-------------------------------- + +.. automodule:: dfply.summary_functions + :members: + :undoc-members: + :show-inheritance: + +dfply\.transform module +----------------------- + +.. automodule:: dfply.transform + :members: + :undoc-members: + :show-inheritance: + +dfply\.vector module +-------------------- + +.. automodule:: dfply.vector + :members: + :undoc-members: + :show-inheritance: + +dfply\.window\_functions module +------------------------------- + +.. automodule:: dfply.window_functions + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dfply + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/index.rst b/docs/index.rst new file mode 100644 index 0000000..e7d4392 --- /dev/null +++ b/docs/index.rst @@ -0,0 +1,20 @@ +.. dfply documentation master file, created by + sphinx-quickstart on Thu Feb 22 21:25:10 2018. + You can adapt this file completely to your liking, but it should at least + contain the root `toctree` directive. + +Welcome to dfply's documentation! +================================= + +.. toctree:: + :maxdepth: 2 + :caption: Contents: + + + +Indices and tables +================== + +* :ref:`genindex` +* :ref:`modindex` +* :ref:`search` diff --git a/docs/modules.rst b/docs/modules.rst new file mode 100644 index 0000000..df77548 --- /dev/null +++ b/docs/modules.rst @@ -0,0 +1,7 @@ +dfply +===== + +.. toctree:: + :maxdepth: 4 + + dfply From 27293531cdff4f86df55508a6e661bf67cb69781 Mon Sep 17 00:00:00 2001 From: Kiefer Katovich Date: Thu, 22 Feb 2018 22:08:11 -0500 Subject: [PATCH 2/7] trying sphinx autodoc again --- docs/source/dfply.data.rst | 10 ++++ docs/source/dfply.rst | 117 +++++++++++++++++++++++++++++++++++++ docs/source/modules.rst | 9 +++ docs/source/setup.rst | 7 +++ docs/source/test.rst | 102 ++++++++++++++++++++++++++++++++ 5 files changed, 245 insertions(+) create mode 100644 docs/source/dfply.data.rst create mode 100644 docs/source/dfply.rst create mode 100644 docs/source/modules.rst create mode 100644 docs/source/setup.rst create mode 100644 docs/source/test.rst diff --git a/docs/source/dfply.data.rst b/docs/source/dfply.data.rst new file mode 100644 index 0000000..20b3258 --- /dev/null +++ b/docs/source/dfply.data.rst @@ -0,0 +1,10 @@ +dfply\.data package +=================== + +Module contents +--------------- + +.. automodule:: dfply.data + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/source/dfply.rst b/docs/source/dfply.rst new file mode 100644 index 0000000..6ff776a --- /dev/null +++ b/docs/source/dfply.rst @@ -0,0 +1,117 @@ +dfply package +============= + +Subpackages +----------- + +.. toctree:: + + dfply.data + +Submodules +---------- + +dfply\.base module +------------------ + +.. automodule:: dfply.base + :members: + :undoc-members: + :show-inheritance: + +dfply\.group module +------------------- + +.. automodule:: dfply.group + :members: + :undoc-members: + :show-inheritance: + +dfply\.join module +------------------ + +.. automodule:: dfply.join + :members: + :undoc-members: + :show-inheritance: + +dfply\.reshape module +--------------------- + +.. automodule:: dfply.reshape + :members: + :undoc-members: + :show-inheritance: + +dfply\.select module +-------------------- + +.. automodule:: dfply.select + :members: + :undoc-members: + :show-inheritance: + +dfply\.set\_ops module +---------------------- + +.. automodule:: dfply.set_ops + :members: + :undoc-members: + :show-inheritance: + +dfply\.subset module +-------------------- + +.. automodule:: dfply.subset + :members: + :undoc-members: + :show-inheritance: + +dfply\.summarize module +----------------------- + +.. automodule:: dfply.summarize + :members: + :undoc-members: + :show-inheritance: + +dfply\.summary\_functions module +-------------------------------- + +.. automodule:: dfply.summary_functions + :members: + :undoc-members: + :show-inheritance: + +dfply\.transform module +----------------------- + +.. automodule:: dfply.transform + :members: + :undoc-members: + :show-inheritance: + +dfply\.vector module +-------------------- + +.. automodule:: dfply.vector + :members: + :undoc-members: + :show-inheritance: + +dfply\.window\_functions module +------------------------------- + +.. automodule:: dfply.window_functions + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dfply + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/source/modules.rst b/docs/source/modules.rst new file mode 100644 index 0000000..5d75e6f --- /dev/null +++ b/docs/source/modules.rst @@ -0,0 +1,9 @@ +dfply +===== + +.. toctree:: + :maxdepth: 4 + + dfply + setup + test diff --git a/docs/source/setup.rst b/docs/source/setup.rst new file mode 100644 index 0000000..31789b1 --- /dev/null +++ b/docs/source/setup.rst @@ -0,0 +1,7 @@ +setup module +============ + +.. automodule:: setup + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/source/test.rst b/docs/source/test.rst new file mode 100644 index 0000000..80b5613 --- /dev/null +++ b/docs/source/test.rst @@ -0,0 +1,102 @@ +test package +============ + +Submodules +---------- + +test\.test\_base module +----------------------- + +.. automodule:: test.test_base + :members: + :undoc-members: + :show-inheritance: + +test\.test\_group module +------------------------ + +.. automodule:: test.test_group + :members: + :undoc-members: + :show-inheritance: + +test\.test\_join module +----------------------- + +.. automodule:: test.test_join + :members: + :undoc-members: + :show-inheritance: + +test\.test\_reshape module +-------------------------- + +.. automodule:: test.test_reshape + :members: + :undoc-members: + :show-inheritance: + +test\.test\_select module +------------------------- + +.. automodule:: test.test_select + :members: + :undoc-members: + :show-inheritance: + +test\.test\_subset module +------------------------- + +.. automodule:: test.test_subset + :members: + :undoc-members: + :show-inheritance: + +test\.test\_summarize module +---------------------------- + +.. automodule:: test.test_summarize + :members: + :undoc-members: + :show-inheritance: + +test\.test\_summary\_functions module +------------------------------------- + +.. automodule:: test.test_summary_functions + :members: + :undoc-members: + :show-inheritance: + +test\.test\_transform module +---------------------------- + +.. automodule:: test.test_transform + :members: + :undoc-members: + :show-inheritance: + +test\.test\_vector module +------------------------- + +.. automodule:: test.test_vector + :members: + :undoc-members: + :show-inheritance: + +test\.test\_window\_functions module +------------------------------------ + +.. automodule:: test.test_window_functions + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: test + :members: + :undoc-members: + :show-inheritance: From 0d69eadc1e85b72a7723e2f114b03c6a525aaa89 Mon Sep 17 00:00:00 2001 From: Kiefer Katovich Date: Thu, 22 Feb 2018 22:10:57 -0500 Subject: [PATCH 3/7] renaming --- docs/{source => sources}/dfply.data.rst | 0 docs/{source => sources}/dfply.rst | 0 docs/{source => sources}/modules.rst | 0 docs/{source => sources}/setup.rst | 0 docs/{source => sources}/test.rst | 0 5 files changed, 0 insertions(+), 0 deletions(-) rename docs/{source => sources}/dfply.data.rst (100%) rename docs/{source => sources}/dfply.rst (100%) rename docs/{source => sources}/modules.rst (100%) rename docs/{source => sources}/setup.rst (100%) rename docs/{source => sources}/test.rst (100%) diff --git a/docs/source/dfply.data.rst b/docs/sources/dfply.data.rst similarity index 100% rename from docs/source/dfply.data.rst rename to docs/sources/dfply.data.rst diff --git a/docs/source/dfply.rst b/docs/sources/dfply.rst similarity index 100% rename from docs/source/dfply.rst rename to docs/sources/dfply.rst diff --git a/docs/source/modules.rst b/docs/sources/modules.rst similarity index 100% rename from docs/source/modules.rst rename to docs/sources/modules.rst diff --git a/docs/source/setup.rst b/docs/sources/setup.rst similarity index 100% rename from docs/source/setup.rst rename to docs/sources/setup.rst diff --git a/docs/source/test.rst b/docs/sources/test.rst similarity index 100% rename from docs/source/test.rst rename to docs/sources/test.rst From 4e03a1dbbc19701881f8e8fd017f7a60a12c9908 Mon Sep 17 00:00:00 2001 From: Kiefer Katovich Date: Fri, 23 Feb 2018 20:34:06 -0500 Subject: [PATCH 4/7] rename dir in docs --- docs/{sources => source}/dfply.data.rst | 0 docs/{sources => source}/dfply.rst | 0 docs/{sources => source}/modules.rst | 2 - docs/sources/setup.rst | 7 -- docs/sources/test.rst | 102 ------------------------ 5 files changed, 111 deletions(-) rename docs/{sources => source}/dfply.data.rst (100%) rename docs/{sources => source}/dfply.rst (100%) rename docs/{sources => source}/modules.rst (75%) delete mode 100644 docs/sources/setup.rst delete mode 100644 docs/sources/test.rst diff --git a/docs/sources/dfply.data.rst b/docs/source/dfply.data.rst similarity index 100% rename from docs/sources/dfply.data.rst rename to docs/source/dfply.data.rst diff --git a/docs/sources/dfply.rst b/docs/source/dfply.rst similarity index 100% rename from docs/sources/dfply.rst rename to docs/source/dfply.rst diff --git a/docs/sources/modules.rst b/docs/source/modules.rst similarity index 75% rename from docs/sources/modules.rst rename to docs/source/modules.rst index 5d75e6f..df77548 100644 --- a/docs/sources/modules.rst +++ b/docs/source/modules.rst @@ -5,5 +5,3 @@ dfply :maxdepth: 4 dfply - setup - test diff --git a/docs/sources/setup.rst b/docs/sources/setup.rst deleted file mode 100644 index 31789b1..0000000 --- a/docs/sources/setup.rst +++ /dev/null @@ -1,7 +0,0 @@ -setup module -============ - -.. automodule:: setup - :members: - :undoc-members: - :show-inheritance: diff --git a/docs/sources/test.rst b/docs/sources/test.rst deleted file mode 100644 index 80b5613..0000000 --- a/docs/sources/test.rst +++ /dev/null @@ -1,102 +0,0 @@ -test package -============ - -Submodules ----------- - -test\.test\_base module ------------------------ - -.. automodule:: test.test_base - :members: - :undoc-members: - :show-inheritance: - -test\.test\_group module ------------------------- - -.. automodule:: test.test_group - :members: - :undoc-members: - :show-inheritance: - -test\.test\_join module ------------------------ - -.. automodule:: test.test_join - :members: - :undoc-members: - :show-inheritance: - -test\.test\_reshape module --------------------------- - -.. automodule:: test.test_reshape - :members: - :undoc-members: - :show-inheritance: - -test\.test\_select module -------------------------- - -.. automodule:: test.test_select - :members: - :undoc-members: - :show-inheritance: - -test\.test\_subset module -------------------------- - -.. automodule:: test.test_subset - :members: - :undoc-members: - :show-inheritance: - -test\.test\_summarize module ----------------------------- - -.. automodule:: test.test_summarize - :members: - :undoc-members: - :show-inheritance: - -test\.test\_summary\_functions module -------------------------------------- - -.. automodule:: test.test_summary_functions - :members: - :undoc-members: - :show-inheritance: - -test\.test\_transform module ----------------------------- - -.. automodule:: test.test_transform - :members: - :undoc-members: - :show-inheritance: - -test\.test\_vector module -------------------------- - -.. automodule:: test.test_vector - :members: - :undoc-members: - :show-inheritance: - -test\.test\_window\_functions module ------------------------------------- - -.. automodule:: test.test_window_functions - :members: - :undoc-members: - :show-inheritance: - - -Module contents ---------------- - -.. automodule:: test - :members: - :undoc-members: - :show-inheritance: From 3ff50130516add4455e4cb323190ba9686dc0718 Mon Sep 17 00:00:00 2001 From: Kiefer Katovich Date: Fri, 23 Feb 2018 20:46:27 -0500 Subject: [PATCH 5/7] new docs --- docs/_build/doctrees/dfply.data.doctree | Bin 0 -> 2849 bytes docs/_build/doctrees/dfply.doctree | Bin 0 -> 77805 bytes docs/_build/doctrees/environment.pickle | Bin 0 -> 1571318 bytes docs/_build/doctrees/index.doctree | Bin 0 -> 4710 bytes docs/_build/doctrees/modules.doctree | Bin 0 -> 2513 bytes .../_build/doctrees/source/dfply.data.doctree | Bin 0 -> 2856 bytes docs/_build/doctrees/source/dfply.doctree | Bin 0 -> 87369 bytes docs/_build/doctrees/source/modules.doctree | Bin 0 -> 2534 bytes docs/_build/html/.buildinfo | 4 + docs/_build/html/_modules/dfply/base.html | 589 + docs/_build/html/_modules/dfply/join.html | 387 + docs/_build/html/_modules/dfply/reshape.html | 417 + docs/_build/html/_modules/dfply/select.html | 249 + docs/_build/html/_modules/dfply/set_ops.html | 242 + docs/_build/html/_modules/index.html | 91 + docs/_build/html/_sources/dfply.data.rst.txt | 10 + docs/_build/html/_sources/dfply.rst.txt | 117 + docs/_build/html/_sources/index.rst.txt | 20 + docs/_build/html/_sources/modules.rst.txt | 7 + .../html/_sources/source/dfply.data.rst.txt | 10 + .../_build/html/_sources/source/dfply.rst.txt | 117 + .../html/_sources/source/modules.rst.txt | 7 + docs/_build/html/_static/ajax-loader.gif | Bin 0 -> 673 bytes docs/_build/html/_static/alabaster.css | 693 ++ docs/_build/html/_static/basic.css | 632 + docs/_build/html/_static/comment-bright.png | Bin 0 -> 756 bytes docs/_build/html/_static/comment-close.png | Bin 0 -> 829 bytes docs/_build/html/_static/comment.png | Bin 0 -> 641 bytes docs/_build/html/_static/custom.css | 1 + docs/_build/html/_static/doctools.js | 287 + docs/_build/html/_static/down-pressed.png | Bin 0 -> 222 bytes docs/_build/html/_static/down.png | Bin 0 -> 202 bytes docs/_build/html/_static/file.png | Bin 0 -> 286 bytes docs/_build/html/_static/jquery-3.1.0.js | 10074 ++++++++++++++++ docs/_build/html/_static/jquery.js | 4 + docs/_build/html/_static/minus.png | Bin 0 -> 90 bytes docs/_build/html/_static/plus.png | Bin 0 -> 90 bytes docs/_build/html/_static/pygments.css | 69 + docs/_build/html/_static/searchtools.js | 758 ++ docs/_build/html/_static/underscore-1.3.1.js | 999 ++ docs/_build/html/_static/underscore.js | 31 + docs/_build/html/_static/up-pressed.png | Bin 0 -> 214 bytes docs/_build/html/_static/up.png | Bin 0 -> 203 bytes docs/_build/html/_static/websupport.js | 808 ++ docs/_build/html/dfply.data.html | 109 + docs/_build/html/dfply.html | 392 + docs/_build/html/genindex.html | 289 + docs/_build/html/index.html | 114 + docs/_build/html/modules.html | 126 + docs/_build/html/objects.inv | 6 + docs/_build/html/py-modindex.html | 171 + docs/_build/html/search.html | 105 + docs/_build/html/searchindex.js | 1 + docs/_build/html/source/dfply.data.html | 109 + docs/_build/html/source/dfply.html | 392 + docs/_build/html/source/modules.html | 126 + 56 files changed, 18563 insertions(+) create mode 100644 docs/_build/doctrees/dfply.data.doctree create mode 100644 docs/_build/doctrees/dfply.doctree create mode 100644 docs/_build/doctrees/environment.pickle create mode 100644 docs/_build/doctrees/index.doctree create mode 100644 docs/_build/doctrees/modules.doctree create mode 100644 docs/_build/doctrees/source/dfply.data.doctree create mode 100644 docs/_build/doctrees/source/dfply.doctree create mode 100644 docs/_build/doctrees/source/modules.doctree create mode 100644 docs/_build/html/.buildinfo create mode 100644 docs/_build/html/_modules/dfply/base.html create mode 100644 docs/_build/html/_modules/dfply/join.html create mode 100644 docs/_build/html/_modules/dfply/reshape.html create mode 100644 docs/_build/html/_modules/dfply/select.html create mode 100644 docs/_build/html/_modules/dfply/set_ops.html create mode 100644 docs/_build/html/_modules/index.html create mode 100644 docs/_build/html/_sources/dfply.data.rst.txt create mode 100644 docs/_build/html/_sources/dfply.rst.txt create mode 100644 docs/_build/html/_sources/index.rst.txt create mode 100644 docs/_build/html/_sources/modules.rst.txt create mode 100644 docs/_build/html/_sources/source/dfply.data.rst.txt create mode 100644 docs/_build/html/_sources/source/dfply.rst.txt create mode 100644 docs/_build/html/_sources/source/modules.rst.txt create mode 100644 docs/_build/html/_static/ajax-loader.gif create mode 100644 docs/_build/html/_static/alabaster.css create mode 100644 docs/_build/html/_static/basic.css create mode 100644 docs/_build/html/_static/comment-bright.png create mode 100644 docs/_build/html/_static/comment-close.png create mode 100644 docs/_build/html/_static/comment.png create mode 100644 docs/_build/html/_static/custom.css create mode 100644 docs/_build/html/_static/doctools.js create mode 100644 docs/_build/html/_static/down-pressed.png create mode 100644 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    +
    +
    +
    + +

    Source code for dfply.base

    +import pandas as pd
+import numpy as np
+import warnings
+from functools import partial, wraps
+
+
+def _recursive_apply(f, l):
+    if isinstance(l, (list, tuple)):
+        out = [_recursive_apply(f, l_) for l_ in l]
+        if isinstance(l, tuple):
+            out = tuple(out)
+        return out
+    else:
+        return f(l)
+
+
+
    [docs]def contextualize(arg, context):
+    if isinstance(arg, Intention):
+        arg = arg.evaluate(context)
+    return arg
    
+
+
+
    [docs]def flatten(l):
+    for el in l:
+        if isinstance(el, (tuple, list)):
+            yield from flatten(el)
+        else:
+            yield el
    
+
+
+def _check_delayed_eval(args, kwargs):
+    check = lambda x: isinstance(x, Intention)
+    delay = any([a for a in flatten(_recursive_apply(check, args))])
+    delay = delay or any(
+        [v for v in flatten(_recursive_apply(check, list(kwargs.values())))])
+    return delay
+
+
+def _context_args(args):
+    return lambda x: _recursive_apply(partial(contextualize, context=x), args)
+
+
+def _context_kwargs(kwargs):
+    values_ = lambda x: _recursive_apply(partial(contextualize, context=x),
+                                         list(kwargs.values()))
+    return lambda x: {k: v for k, v in zip(kwargs.keys(), values_(x))}
+
+
+def _delayed_function(function, args, kwargs):
+    return lambda x: function(*_context_args(args)(x),
+                              **_context_kwargs(kwargs)(x))
+
+
+
    [docs]def make_symbolic(f):
+    """Decorator to convert a function into a symbolic function. Decorating a
+    function with `make_symbolic` enables the use of symbolic arguments that
+    will need to be delayed later.
+
+    Example:
+        Sometimes, like in the window and summary functions that operate on
+        series, it is necessary to defer the evaluation of a function. For
+        example, in the code below:
+
+        >>> diamonds >> summarize(price_third=nth(X.price, 3))
+
+        The `nth()`` function would typically be evaluated before `summarize()`
+        and the symbolic argument `X.price` would not be evaluated at the right
+        time.
+
+        The `@make_symbolic` decorator can be placed above functions to convert
+        them into symbolic functions that will wait to evaluate. Again, this is
+        used primarily for functions that are embedded inside the function call
+        within the piping syntax.
+
+        The nth() code, for example, is below:
+
+        ```python
+        @make_symbolic
+        def nth(series, n, order_by=None):
+            if order_by is not None:
+                series = order_series_by(series, order_by)
+            try:
+                return series.iloc[n]
+            except:
+                return np.nan
+        ```
+
+        Functions you write that you want to be able to embed as an argument can
+        use the @make_symbolic to wait until they have access to the DataFrame
+        to evaluate.
+
+    """
+
+    def wrapper(*args, **kwargs):
+        delay = _check_delayed_eval(args, kwargs)
+        if delay:
+            delayed = _delayed_function(f, args, kwargs)
+            return Intention(delayed)
+        else:
+            return f(*args, **kwargs)
+
+    return wrapper
    
+
+
+
    [docs]class Intention(object):
+    """The `Intention` class defers evaluation. Python does not evaluate lazily
+    by design; this is emulated by chaining lambda functions.
+
+    `Intention` is not intended to be used directly. As the name implies it is
+    the representation of an intended action to be done at a later time.
+    """
+
+    def __init__(self, function=lambda x: x, invert=False):
+        self.function = function
+        self.inverted = invert
+
+
    [docs]    def evaluate(self, context):
+        return self.function(context)
    
+
+    def __getattr__(self, attribute):
+        return Intention(
+            lambda x: getattr(self.function(x), attribute),
+            invert=self.inverted)
+
+    def __invert__(self):
+        return Intention(self.function, invert=not self.inverted)
+
+    def __call__(self, *args, **kwargs):
+        return Intention(
+            lambda x: self.function(x)(*_context_args(args)(x), **_context_kwargs(kwargs)(x)),
+            invert=self.inverted)
    
+
+
+_magic_method_names = [
+    '__abs__',
+    '__add__',
+    '__and__',
+    '__cmp__',
+    '__complex__',
+    '__contains__',
+    '__delattr__',
+    '__delete__',
+    '__delitem__',
+    '__delslice__',
+    '__div__',
+    '__divmod__',
+    '__enter__',
+    '__eq__',
+    '__exit__',
+    '__float__',
+    '__floordiv__',
+    '__ge__',
+    '__get__',
+    '__getitem__',
+    '__getslice__',
+    '__gt__',
+    '__hash__',
+    '__hex__',
+    '__iadd__',
+    '__iand__',
+    '__idiv__',
+    '__ifloordiv__',
+    '__ilshift__',
+    '__imod__',
+    '__imul__',
+    '__index__',
+    '__int__',
+    '__ior__',
+    '__ipow__',
+    '__irshift__',
+    '__isub__',
+    '__iter__',
+    '__itruediv__',
+    '__ixor__',
+    '__le__',
+    '__len__',
+    '__long__',
+    '__lshift__',
+    '__lt__',
+    '__mod__',
+    '__mul__',
+    '__ne__',
+    '__neg__',
+    '__nonzero__',
+    '__oct__',
+    '__or__',
+    '__pos__',
+    '__pow__',
+    '__radd__',
+    '__rand__',
+    '__rcmp__',
+    '__rdiv__',
+    '__rdivmod__',  # '__repr__',
+    '__reversed__',
+    '__rfloordiv__',
+    '__rlshift__',
+    '__rmod__',
+    '__rmul__',
+    '__ror__',
+    '__rpow__',
+    '__rrshift__',
+    '__rshift__',
+    '__rsub__',
+    '__rtruediv__',
+    '__rxor__',
+    '__set__',
+    '__setitem__',
+    '__setslice__',
+    '__sub__',
+    '__truediv__',
+    '__unicode__',
+    '__xor__',
+    '__str__',
+]
+
+
+def _set_magic_method(name):
+
+    def magic_method(self, *args, **kwargs):
+        return Intention(
+            lambda x: getattr(self.function(x), name)(*_context_args(args)(x), **_context_kwargs(kwargs)(x)),
+            invert=self.inverted)
+
+    return magic_method
+
+
+for name in _magic_method_names:
+    setattr(Intention, name, _set_magic_method(name))
+
+# Initialize the global X symbol
+X = Intention()
+
+
+
    [docs]class pipe(object):
+    """The pipe decorator allows functions to send a dataframe from one operation
+    to the next via the >> piping operator.
+
+    For functions to work with the piping syntax they must be decorated with `@pipe.`
+
+    Any function decorated with `@pipe` implicitly receives a single first
+    argument expected to be a pandas DataFrame. This is the DataFrame being
+    passed through the pipe. For example, mutate and select have function
+    specifications mutate(df, **kwargs) and select(df, *args, **kwargs),
+    but when used do not require the user to insert the DataFrame as an argument.
+
+    ```python
+    diamonds >> mutate(new_var=X.price + X.depth) >> select(X.new_var)
+    ```
+
+    If you create a new function decorated by `@pipe`, the function definition
+    should contain an initial argument that represents the DataFrame being
+    passed through the piping operations.
+
+    ```python
+    @pipe
+    def myfunc(df, *args, **kwargs):
+      # code
+    ```
+    """
+
+    __name__ = "pipe"
+
+    def __init__(self, function):
+        self.function = function
+        self.__doc__ = function.__doc__
+
+        self.chained_pipes = []
+
+    def __rshift__(self, other):
+        assert isinstance(other, pipe)
+        self.chained_pipes.append(other)
+        return self
+
+    def __rrshift__(self, other):
+        other_copy = other.copy()
+
+        with warnings.catch_warnings():
+            warnings.simplefilter("ignore")
+            other_copy._grouped_by = getattr(other, '_grouped_by', None)
+
+        result = self.function(other_copy)
+
+        for p in self.chained_pipes:
+            result = p.__rrshift__(result)
+        return result
+
+    def __call__(self, *args, **kwargs):
+        return pipe(lambda x: self.function(x, *args, **kwargs))
    
+
+
+
    [docs]class IntentionEvaluator(object):
+    """
+    Parent class for symbolic argument decorators.
+    Default behavior is to recursively turn the arguments and keyword
+    arguments of a decorated function into `symbolic.Call` objects that
+    can be evaluated against a pandas DataFrame as it comes down a pipe.
+    """
+
+    __name__ = "IntentionEvaluator"
+
+    def __init__(self,
+                 function,
+                 eval_symbols=True,
+                 eval_as_label=[],
+                 eval_as_selector=[]):
+        super(IntentionEvaluator, self).__init__()
+        self.function = function
+        self.__doc__ = function.__doc__
+
+        self.eval_symbols = eval_symbols
+        self.eval_as_label = eval_as_label
+        self.eval_as_selector = eval_as_selector
+
+    def _evaluate(self, df, arg):
+        if isinstance(arg, Intention):
+            negate = arg.inverted
+            arg = arg.evaluate(df)
+            if negate:
+                arg = ~arg
+        return arg
+
+    def _evaluate_label(self, df, arg):
+        arg = self._evaluate(df, arg)
+
+        cols = list(df.columns)
+        if isinstance(arg, pd.Series):
+            arg = arg.name
+        if isinstance(arg, pd.Index):
+            arg = list(arg)
+        if isinstance(arg, int):
+            arg = cols[arg]
+        return arg
+
+    def _evaluate_selector(self, df, arg):
+        negate = False
+        if isinstance(arg, Intention):
+            negate = arg.inverted
+            arg = arg.evaluate(df)
+
+        cols = list(df.columns)
+        if isinstance(arg, pd.Series):
+            arg = [cols.index(arg.name)]
+        if isinstance(arg, pd.Index):
+            arg = [cols.index(i) for i in list(arg)]
+        if isinstance(arg, pd.DataFrame):
+            arg = [cols.index(i) for i in arg.columns]
+        if isinstance(arg, int):
+            arg = [arg]
+        if isinstance(arg, str):
+            arg = [cols.index(arg)]
+        if isinstance(arg, (list, tuple)):
+            arg = [cols.index(i) if isinstance(i, str) else i for i in arg]
+
+        selection_vector = np.zeros(df.shape[1])
+        col_idx = np.array(arg)
+
+        if negate and len(col_idx) > 0:
+            selection_vector[col_idx] = -1
+        elif len(col_idx) > 0:
+            selection_vector[col_idx] = 1
+        return selection_vector
+
+    def _evaluator_loop(self, df, arg, eval_func):
+        if isinstance(arg, (list, tuple)):
+            return [self._evaluator_loop(df, a_, eval_func) for a_ in arg]
+        else:
+            return eval_func(df, arg)
+
+    def _symbolic_eval(self, df, arg):
+        return self._evaluator_loop(df, arg, self._evaluate)
+
+    def _symbolic_to_label(self, df, arg):
+        return self._evaluator_loop(df, arg, self._evaluate_label)
+
+    def _symbolic_to_selector(self, df, arg):
+        return self._evaluator_loop(df, arg, self._evaluate_selector)
+
+    def _recursive_arg_eval(self, df, args):
+        eval_symbols = self._find_eval_args(self.eval_symbols, args)
+        eval_as_label = self._find_eval_args(self.eval_as_label, args)
+        eval_as_selector = self._find_eval_args(self.eval_as_selector, args)
+
+        return [
+            self._symbolic_to_label(df, a)
+            if i in eval_as_label else self._symbolic_to_selector(df, a)
+            if i in eval_as_selector else self._symbolic_eval(df, a)
+            if i in eval_symbols else a for i, a in enumerate(args)
+        ]
+
+    def _recursive_kwarg_eval(self, df, kwargs):
+        eval_symbols = self._find_eval_kwargs(self.eval_symbols, kwargs)
+        eval_as_label = self._find_eval_kwargs(self.eval_as_label, kwargs)
+        eval_as_selector = self._find_eval_kwargs(self.eval_as_selector, kwargs)
+
+        return {
+            k: (self._symbolic_to_label(df, v)
+                if k in eval_as_label else self._symbolic_to_selector(df, v)
+                if k in eval_as_selector else self._symbolic_eval(df, v)
+                if k in eval_symbols else v)
+            for k, v in kwargs.items()
+        }
+
+    def _find_eval_args(self, request, args):
+        if (request == True) or ('*' in request):
+            return [i for i in range(len(args))]
+        elif request in [None, False]:
+            return []
+        return request
+
+    def _find_eval_kwargs(self, request, kwargs):
+        if (request == True) or ('**' in request):
+            return [k for k in kwargs.keys()]
+        elif request in [None, False]:
+            return []
+        return request
+
+    def __call__(self, *args, **kwargs):
+        df = args[0]
+
+        args = self._recursive_arg_eval(df, args[1:])
+        kwargs = self._recursive_kwarg_eval(df, kwargs)
+
+        return self.function(df, *args, **kwargs)
    
+
+
+
    [docs]def symbolic_evaluation(function=None,
+                        eval_symbols=True,
+                        eval_as_label=[],
+                        eval_as_selector=[]):
+    if function:
+        return IntentionEvaluator(function)
+    else:
+
+        @wraps(function)
+        def wrapper(function):
+            return IntentionEvaluator(
+                function,
+                eval_symbols=eval_symbols,
+                eval_as_label=eval_as_label,
+                eval_as_selector=eval_as_selector)
+
+        return wrapper
    
+
+
+
    [docs]class group_delegation(object):
+    __name__ = "group_delegation"
+
+    def __init__(self, function):
+        self.function = function
+        self.__doc__ = function.__doc__
+
+    def _apply(self, df, *args, **kwargs):
+        grouped = df.groupby(df._grouped_by)
+
+        df = grouped.apply(self.function, *args, **kwargs)
+
+        for name in df.index.names[:-1]:
+            if name in df:
+                df.reset_index(level=0, drop=True, inplace=True)
+            else:
+                df.reset_index(level=0, inplace=True)
+
+        if (df.index == 0).all():
+            df.reset_index(drop=True, inplace=True)
+
+        return df
+
+    def __call__(self, *args, **kwargs):
+        grouped_by = getattr(args[0], '_grouped_by', None)
+        if (grouped_by is None) or not all(
+            [g in args[0].columns for g in grouped_by]):
+            return self.function(*args, **kwargs)
+        else:
+            applied = self._apply(args[0], *args[1:], **kwargs)
+
+            with warnings.catch_warnings():
+                warnings.simplefilter("ignore")
+                applied._grouped_by = grouped_by
+
+            return applied
    
+
+
+
    [docs]class degroup(object):
+    __name__ = "degroup"
+
+    def __init__(self, function):
+        self.function = function
+        self.__doc__ = function.__doc__
+
+    def __call__(self, *args, **kwargs):
+        applied = self.function(*args, **kwargs)
+        setattr(applied, '_grouped_by', None)
+        return applied
    
+
+
+
    [docs]def dfpipe(f):
+    return pipe(group_delegation(symbolic_evaluation(f)))
    
+
+
+
    [docs]def dfpipe_degroup(f):
+    return pipe(degroup(group_delegation(symbolic_evaluation(f))))
    
+
    + +
    +
    +
    + +
    +
    +
    + ©2018, Kiefer Katovich. + + | + Powered by Sphinx 1.5.6 + & Alabaster 0.7.10 + +
    + + + + + + \ No newline at end of file diff --git a/docs/_build/html/_modules/dfply/join.html b/docs/_build/html/_modules/dfply/join.html new file mode 100644 index 0000000..a79285c --- /dev/null +++ b/docs/_build/html/_modules/dfply/join.html @@ -0,0 +1,387 @@ + + + + + + + + dfply.join — dfply 0.3.1 documentation + + + + + + + + + + + + + + + + + + + + + +
    +
    +
    +
    + +

    Source code for dfply.join

    +from .base import *
+
+
+# ------------------------------------------------------------------------------
+# SQL-style joins
+# ------------------------------------------------------------------------------
+
+
    [docs]def get_join_parameters(join_kwargs):
+    """
+    Convenience function to determine the columns to join the right and
+    left DataFrames on, as well as any suffixes for the columns.
+    """
+
+    by = join_kwargs.get('by', None)
+    suffixes = join_kwargs.get('suffixes', ('_x', '_y'))
+    if by is None:
+        left_on, right_on = None, None
+    else:
+        if isinstance(by, str):
+            left_on, right_on = by, by
+        else:
+            left_on = [col if isinstance(col, str) else col[0] for col in by]
+            right_on = [col if isinstance(col, str) else col[1] for col in by]
+    return left_on, right_on, suffixes
    
+
+
+@pipe
+def inner_join(df, other, **kwargs):
+    """
+    Joins on values present in both DataFrames.
+
+    Args:
+        df (pandas.DataFrame): Left DataFrame (passed in via pipe)
+        other (pandas.DataFrame): Right DataFrame
+
+    Kwargs:
+        by (str or list): Columns to join on. If a single string, will join
+            on that column. If a list of lists which contain strings or
+            integers, the right/left columns to join on.
+        suffixes (list): String suffixes to append to column names in left
+            and right DataFrames.
+
+    Example:
+        a >> inner_join(b, by='x1')
+
+          x1  x2     x3
+        0  A   1   True
+        1  B   2  False
+    """
+
+    left_on, right_on, suffixes = get_join_parameters(kwargs)
+    joined = df.merge(other, how='inner', left_on=left_on,
+                      right_on=right_on, suffixes=suffixes)
+    return joined
+
+
+@pipe
+def full_join(df, other, **kwargs):
+    """
+    Joins on values present in either DataFrame. (Alternate to `outer_join`)
+
+    Args:
+        df (pandas.DataFrame): Left DataFrame (passed in via pipe)
+        other (pandas.DataFrame): Right DataFrame
+
+    Kwargs:
+        by (str or list): Columns to join on. If a single string, will join
+            on that column. If a list of lists which contain strings or
+            integers, the right/left columns to join on.
+        suffixes (list): String suffixes to append to column names in left
+            and right DataFrames.
+
+    Example:
+        a >> outer_join(b, by='x1')
+
+          x1   x2     x3
+        0  A  1.0   True
+        1  B  2.0  False
+        2  C  3.0    NaN
+        3  D  NaN   True
+    """
+
+    left_on, right_on, suffixes = get_join_parameters(kwargs)
+    joined = df.merge(other, how='outer', left_on=left_on,
+                      right_on=right_on, suffixes=suffixes)
+    return joined
+
+
+@pipe
+def outer_join(df, other, **kwargs):
+    """
+    Joins on values present in either DataFrame. (Alternate to `full_join`)
+
+    Args:
+        df (pandas.DataFrame): Left DataFrame (passed in via pipe)
+        other (pandas.DataFrame): Right DataFrame
+
+    Kwargs:
+        by (str or list): Columns to join on. If a single string, will join
+            on that column. If a list of lists which contain strings or
+            integers, the right/left columns to join on.
+        suffixes (list): String suffixes to append to column names in left
+            and right DataFrames.
+
+    Example:
+        a >> full_join(b, by='x1')
+
+          x1   x2     x3
+        0  A  1.0   True
+        1  B  2.0  False
+        2  C  3.0    NaN
+        3  D  NaN   True
+    """
+
+    left_on, right_on, suffixes = get_join_parameters(kwargs)
+    joined = df.merge(other, how='outer', left_on=left_on,
+                      right_on=right_on, suffixes=suffixes)
+    return joined
+
+
+@pipe
+def left_join(df, other, **kwargs):
+    """
+    Joins on values present in in the left DataFrame.
+
+    Args:
+        df (pandas.DataFrame): Left DataFrame (passed in via pipe)
+        other (pandas.DataFrame): Right DataFrame
+
+    Kwargs:
+        by (str or list): Columns to join on. If a single string, will join
+            on that column. If a list of lists which contain strings or
+            integers, the right/left columns to join on.
+        suffixes (list): String suffixes to append to column names in left
+            and right DataFrames.
+
+    Example:
+        a >> left_join(b, by='x1')
+
+          x1  x2     x3
+        0  A   1   True
+        1  B   2  False
+        2  C   3    NaN
+    """
+
+    left_on, right_on, suffixes = get_join_parameters(kwargs)
+    joined = df.merge(other, how='left', left_on=left_on,
+                      right_on=right_on, suffixes=suffixes)
+    return joined
+
+
+@pipe
+def right_join(df, other, **kwargs):
+    """
+    Joins on values present in in the right DataFrame.
+
+    Args:
+        df (pandas.DataFrame): Left DataFrame (passed in via pipe)
+        other (pandas.DataFrame): Right DataFrame
+
+    Kwargs:
+        by (str or list): Columns to join on. If a single string, will join
+            on that column. If a list of lists which contain strings or
+            integers, the right/left columns to join on.
+        suffixes (list): String suffixes to append to column names in left
+            and right DataFrames.
+
+    Example:
+        a >> right_join(b, by='x1')
+
+          x1   x2     x3
+        0  A  1.0   True
+        1  B  2.0  False
+        2  D  NaN   True
+    """
+
+    left_on, right_on, suffixes = get_join_parameters(kwargs)
+    joined = df.merge(other, how='right', left_on=left_on,
+                      right_on=right_on, suffixes=suffixes)
+    return joined
+
+
+@pipe
+def semi_join(df, other, **kwargs):
+    """
+    Returns all of the rows in the left DataFrame that have a match
+    in the right DataFrame.
+
+    Args:
+        df (pandas.DataFrame): Left DataFrame (passed in via pipe)
+        other (pandas.DataFrame): Right DataFrame
+
+    Kwargs:
+        by (str or list): Columns to join on. If a single string, will join
+            on that column. If a list of lists which contain strings or
+            integers, the right/left columns to join on.
+
+    Example:
+        a >> semi_join(b, by='x1')
+
+          x1  x2
+        0  A   1
+        1  B   2
+    """
+
+    left_on, right_on, suffixes = get_join_parameters(kwargs)
+    if not right_on:
+        right_on = [col_name for col_name in df.columns.values.tolist() if col_name in other.columns.values.tolist()]
+        left_on = right_on
+    elif not isinstance(right_on, (list, tuple)):
+        right_on = [right_on]
+    other_reduced = other[right_on].drop_duplicates()
+    joined = df.merge(other_reduced, how='inner', left_on=left_on,
+                      right_on=right_on, suffixes=('', '_y'),
+                      indicator=True).query('_merge=="both"')[df.columns.values.tolist()]
+    return joined
+
+
+@pipe
+def anti_join(df, other, **kwargs):
+    """
+    Returns all of the rows in the left DataFrame that do not have a
+    match in the right DataFrame.
+
+    Args:
+        df (pandas.DataFrame): Left DataFrame (passed in via pipe)
+        other (pandas.DataFrame): Right DataFrame
+
+    Kwargs:
+        by (str or list): Columns to join on. If a single string, will join
+            on that column. If a list of lists which contain strings or
+            integers, the right/left columns to join on.
+
+    Example:
+        a >> anti_join(b, by='x1')
+
+          x1  x2
+        2  C   3
+    """
+
+    left_on, right_on, suffixes = get_join_parameters(kwargs)
+    if not right_on:
+        right_on = [col_name for col_name in df.columns.values.tolist() if col_name in other.columns.values.tolist()]
+        left_on = right_on
+    elif not isinstance(right_on, (list, tuple)):
+        right_on = [right_on]
+    other_reduced = other[right_on].drop_duplicates()
+    joined = df.merge(other_reduced, how='left', left_on=left_on,
+                      right_on=right_on, suffixes=('', '_y'),
+                      indicator=True).query('_merge=="left_only"')[df.columns.values.tolist()]
+    return joined
+
+
+# ------------------------------------------------------------------------------
+# Binding
+# ------------------------------------------------------------------------------
+
+@pipe
+def bind_rows(df, other, join='outer', ignore_index=False):
+    """
+    Binds DataFrames "vertically", stacking them together. This is equivalent
+    to `pd.concat` with `axis=0`.
+
+    Args:
+        df (pandas.DataFrame): Top DataFrame (passed in via pipe).
+        other (pandas.DataFrame): Bottom DataFrame.
+
+    Kwargs:
+        join (str): One of `"outer"` or `"inner"`. Outer join will preserve
+            columns not present in both DataFrames, whereas inner joining will
+            drop them.
+        ignore_index (bool): Indicates whether to consider pandas indices as
+            part of the concatenation (defaults to `False`).
+    """
+
+    df = pd.concat([df, other], join=join, ignore_index=ignore_index, axis=0)
+    return df
+
+
+@pipe
+def bind_cols(df, other, join='outer', ignore_index=False):
+    """
+    Binds DataFrames "horizontally". This is equivalent to `pd.concat` with
+    `axis=1`.
+
+    Args:
+        df (pandas.DataFrame): Left DataFrame (passed in via pipe).
+        other (pandas.DataFrame): Right DataFrame.
+
+    Kwargs:
+        join (str): One of `"outer"` or `"inner"`. Outer join will preserve
+            rows not present in both DataFrames, whereas inner joining will
+            drop them.
+        ignore_index (bool): Indicates whether to consider pandas indices as
+            part of the concatenation (defaults to `False`).
+    """
+
+    df = pd.concat([df, other], join=join, ignore_index=ignore_index, axis=1)
+    return df
+
    + +
    +
    +
    + +
    +
    +
    + ©2018, Kiefer Katovich. + + | + Powered by Sphinx 1.5.6 + & Alabaster 0.7.10 + +
    + + + + + + \ No newline at end of file diff --git a/docs/_build/html/_modules/dfply/reshape.html b/docs/_build/html/_modules/dfply/reshape.html new file mode 100644 index 0000000..3679b19 --- /dev/null +++ b/docs/_build/html/_modules/dfply/reshape.html @@ -0,0 +1,417 @@ + + + + + + + + dfply.reshape — dfply 0.3.1 documentation + + + + + + + + + + + + + + + + + + + + + +
    +
    +
    +
    + +

    Source code for dfply.reshape

    +from .base import *
+import re
+
+
+# ------------------------------------------------------------------------------
+# Sorting
+# ------------------------------------------------------------------------------
+
+@dfpipe
+def arrange(df, *args, **kwargs):
+    """Calls `pandas.DataFrame.sort_values` to sort a DataFrame according to
+    criteria.
+
+    See:
+    http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.sort_values.html
+
+    For a list of specific keyword arguments for sort_values (which will be
+    the same in arrange).
+
+    Args:
+        *args: Symbolic, string, integer or lists of those types indicating
+            columns to sort the DataFrame by.
+
+    Kwargs:
+        **kwargs: Any keyword arguments will be passed through to the pandas
+            `DataFrame.sort_values` function.
+    """
+
+    flat_args = [a for a in flatten(args)]
+
+    series = [df[arg] if isinstance(arg, str) else
+              df.iloc[:, arg] if isinstance(arg, int) else
+              pd.Series(arg) for arg in flat_args]
+
+    sorter = pd.concat(series, axis=1).reset_index(drop=True)
+    sorter = sorter.sort_values(sorter.columns.tolist(), **kwargs)
+    return df.iloc[sorter.index, :]
+
+
+# ------------------------------------------------------------------------------
+# Renaming
+# ------------------------------------------------------------------------------
+
+@pipe
+@symbolic_evaluation(eval_as_label=True)
+def rename(df, **kwargs):
+    """Renames columns, where keyword argument values are the current names
+    of columns and keys are the new names.
+
+    Args:
+        df (:obj:`pandas.DataFrame`): DataFrame passed in via `>>` pipe.
+
+    Kwargs:
+        **kwargs: key:value pairs where keys are new names for columns and
+            values are current names of columns.
+    """
+
+    return df.rename(columns={v: k for k, v in kwargs.items()})
+
+
+# ------------------------------------------------------------------------------
+# Elongate
+# ------------------------------------------------------------------------------
+
+@pipe
+@symbolic_evaluation(eval_as_label=['*'])
+def gather(df, key, values, *args, **kwargs):
+    """
+    Melts the specified columns in your DataFrame into two key:value columns.
+
+    Args:
+        key (str): Name of identifier column.
+        values (str): Name of column that will contain values for the key.
+        *args (str, int, symbolic): Columns to "melt" into the new key and
+            value columns. If no args are specified, all columns are melted
+            into they key and value columns.
+
+    Kwargs:
+        add_id (bool): Boolean value indicating whether to add a `"_ID"`
+            column that will preserve information about the original rows
+            (useful for being able to re-widen the data later).
+
+    Example:
+        diamonds >> gather('variable', 'value', ['price', 'depth','x','y','z']) >> head(5)
+
+           carat      cut color clarity  table variable  value
+        0   0.23    Ideal     E     SI2   55.0    price  326.0
+        1   0.21  Premium     E     SI1   61.0    price  326.0
+        2   0.23     Good     E     VS1   65.0    price  327.0
+        3   0.29  Premium     I     VS2   58.0    price  334.0
+        4   0.31     Good     J     SI2   58.0    price  335.0
+    """
+
+    if len(args) == 0:
+        args = df.columns.tolist()
+    else:
+        args = [a for a in flatten(args)]
+
+    if kwargs.get('add_id', False):
+        df = df.assign(_ID=np.arange(df.shape[0]))
+
+    columns = df.columns.tolist()
+    id_vars = [col for col in columns if col not in args]
+    return pd.melt(df, id_vars, list(args), key, values)
+
+
+# ------------------------------------------------------------------------------
+# Widen
+# ------------------------------------------------------------------------------
+
+
    [docs]def convert_type(df, columns):
+    """
+    Helper function that attempts to convert columns into their appropriate
+    data type.
+    """
+    # taken in part from the dplython package
+    out_df = df.copy()
+    for col in columns:
+        column_values = pd.Series(out_df[col].unique())
+        column_values = column_values[~column_values.isnull()]
+        # empty
+        if len(column_values) == 0:
+            continue
+        # boolean
+        if set(column_values.values) < {'True', 'False'}:
+            out_df[col] = out_df[col].map({'True': True, 'False': False})
+            continue
+        # numeric
+        if pd.to_numeric(column_values, errors='coerce').isnull().sum() == 0:
+            out_df[col] = pd.to_numeric(out_df[col], errors='ignore')
+            continue
+        # datetime
+        if pd.to_datetime(column_values, errors='coerce').isnull().sum() == 0:
+            out_df[col] = pd.to_datetime(out_df[col], errors='ignore',
+                                         infer_datetime_format=True)
+            continue
+
+    return out_df
    
+
+
+@pipe
+@symbolic_evaluation(eval_as_label=['*'])
+def spread(df, key, values, convert=False):
+    """
+    Transforms a "long" DataFrame into a "wide" format using a key and value
+    column.
+
+    If you have a mixed datatype column in your long-format DataFrame then the
+    default behavior is for the spread columns to be of type `object`, or
+    string. If you want to try to convert dtypes when spreading, you can set
+    the convert keyword argument in spread to True.
+
+    Args:
+        key (str, int, or symbolic): Label for the key column.
+        values (str, int, or symbolic): Label for the values column.
+
+    Kwargs:
+        convert (bool): Boolean indicating whether or not to try and convert
+            the spread columns to more appropriate data types.
+
+
+    Example:
+        widened = elongated >> spread(X.variable, X.value)
+        widened >> head(5)
+
+            _ID carat clarity color        cut depth price table     x     y     z
+        0     0  0.23     SI2     E      Ideal  61.5   326    55  3.95  3.98  2.43
+        1     1  0.21     SI1     E    Premium  59.8   326    61  3.89  3.84  2.31
+        2    10   0.3     SI1     J       Good    64   339    55  4.25  4.28  2.73
+        3   100  0.75     SI1     D  Very Good  63.2  2760    56   5.8  5.75  3.65
+        4  1000  0.75     SI1     D      Ideal  62.3  2898    55  5.83   5.8  3.62
+    """
+
+    # Taken mostly from dplython package
+    columns = df.columns.tolist()
+    id_cols = [col for col in columns if not col in [key, values]]
+
+    temp_index = ['' for i in range(len(df))]
+    for id_col in id_cols:
+        temp_index += df[id_col].map(str)
+
+    out_df = df.assign(temp_index=temp_index)
+    out_df = out_df.set_index('temp_index')
+    spread_data = out_df[[key, values]]
+
+    if not all(spread_data.groupby([spread_data.index, key]).agg(
+            'count').reset_index()[values] < 2):
+        raise ValueError('Duplicate identifiers')
+
+    spread_data = spread_data.pivot(columns=key, values=values)
+
+    if convert and (out_df[values].dtype.kind in 'OSaU'):
+        columns_to_convert = [col for col in spread_data if col not in columns]
+        spread_data = convert_type(spread_data, columns_to_convert)
+
+    out_df = out_df[id_cols].drop_duplicates()
+    out_df = out_df.merge(spread_data, left_index=True, right_index=True).reset_index(drop=True)
+
+    out_df = (out_df >> arrange(id_cols)).reset_index(drop=True)
+
+    return out_df
+
+
+# ------------------------------------------------------------------------------
+# Separate columns
+# ------------------------------------------------------------------------------
+
+@pipe
+@symbolic_evaluation(eval_as_label=['*'])
+def separate(df, column, into, sep="[\W_]+", remove=True, convert=False,
+             extra='drop', fill='right'):
+    """
+    Splits columns into multiple columns.
+
+    Args:
+        df (pandas.DataFrame): DataFrame passed in through the pipe.
+        column (str, symbolic): Label of column to split.
+        into (list): List of string names for new columns.
+
+    Kwargs:
+        sep (str or list): If a string, the regex string used to split the
+            column. If a list, a list of integer positions to split strings
+            on.
+        remove (bool): Boolean indicating whether to remove the original column.
+        convert (bool): Boolean indicating whether the new columns should be
+            converted to the appropriate type.
+        extra (str): either `'drop'`, where split pieces beyond the specified
+            new columns are dropped, or `'merge'`, where the final split piece
+            contains the remainder of the original column.
+        fill (str): either `'right'`, where `np.nan` values are filled in the
+            right-most columns for missing pieces, or `'left'` where `np.nan`
+            values are filled in the left-most columns.
+    """
+
+    assert isinstance(into, (tuple, list))
+
+    if isinstance(sep, (tuple, list)):
+        inds = [0] + list(sep)
+        if len(inds) > len(into):
+            if extra == 'drop':
+                inds = inds[:len(into) + 1]
+            elif extra == 'merge':
+                inds = inds[:len(into)] + [None]
+        else:
+            inds = inds + [None]
+
+        splits = df[column].map(lambda x: [str(x)[slice(inds[i], inds[i + 1])]
+                                           if i < len(inds) - 1 else np.nan
+                                           for i in range(len(into))])
+
+    else:
+        maxsplit = len(into) - 1 if extra == 'merge' else 0
+        splits = df[column].map(lambda x: re.split(sep, x, maxsplit))
+
+    right_filler = lambda x: x + [np.nan for i in range(len(into) - len(x))]
+    left_filler = lambda x: [np.nan for i in range(len(into) - len(x))] + x
+
+    if fill == 'right':
+        splits = [right_filler(x) for x in splits]
+    elif fill == 'left':
+        splits = [left_filler(x) for x in splits]
+
+    for i, split_col in enumerate(into):
+        df[split_col] = [x[i] if not x[i] == '' else np.nan for x in splits]
+
+    if convert:
+        df = convert_type(df, into)
+
+    if remove:
+        df.drop(column, axis=1, inplace=True)
+
+    return df
+
+
+# ------------------------------------------------------------------------------
+# Unite columns
+# ------------------------------------------------------------------------------
+
+@pipe
+@symbolic_evaluation(eval_as_label=['*'])
+def unite(df, colname, *args, **kwargs):
+    """
+    Does the inverse of `separate`, joining columns together by a specified
+    separator.
+
+    Any columns that are not strings will be converted to strings.
+
+    Args:
+        df (pandas.DataFrame): DataFrame passed in through the pipe.
+        colname (str): the name of the new joined column.
+        *args: list of columns to be joined, which can be strings, symbolic, or
+            integer positions.
+
+    Kwargs:
+        sep (str): the string separator to join the columns with.
+        remove (bool): Boolean indicating whether or not to remove the
+            original columns.
+        na_action (str): can be one of `'maintain'` (the default),
+            '`ignore'`, or `'as_string'`. The default will make the new column
+            row a `NaN` value if any of the original column cells at that
+            row contained `NaN`. '`ignore'` will treat any `NaN` value as an
+            empty string during joining. `'as_string'` will convert any `NaN`
+            value to the string `'nan'` prior to joining.
+    """
+
+    to_unite = list([a for a in flatten(args)])
+    sep = kwargs.get('sep', '_')
+    remove = kwargs.get('remove', True)
+    # possible na_action values
+    # ignore: empty string
+    # maintain: keep as np.nan (default)
+    # as_string: becomes string 'nan'
+    na_action = kwargs.get('na_action', 'maintain')
+
+    print(to_unite, sep, remove, na_action)
+
+    if na_action == 'maintain':
+        df[colname] = df[to_unite].apply(lambda x: np.nan if any(x.isnull())
+        else sep.join(x.map(str)), axis=1)
+    elif na_action == 'ignore':
+        df[colname] = df[to_unite].apply(lambda x: sep.join(x[~x.isnull()].map(str)),
+                                         axis=1)
+    elif na_action == 'as_string':
+        df[colname] = df[to_unite].astype(str).apply(lambda x: sep.join(x), axis=1)
+
+    if remove:
+        df.drop(to_unite, axis=1, inplace=True)
+
+    return df
+
    + +
    +
    +
    + +
    +
    +
    + ©2018, Kiefer Katovich. + + | + Powered by Sphinx 1.5.6 + & Alabaster 0.7.10 + +
    + + + + + + \ No newline at end of file diff --git a/docs/_build/html/_modules/dfply/select.html b/docs/_build/html/_modules/dfply/select.html new file mode 100644 index 0000000..be4be51 --- /dev/null +++ b/docs/_build/html/_modules/dfply/select.html @@ -0,0 +1,249 @@ + + + + + + + + dfply.select — dfply 0.3.1 documentation + + + + + + + + + + + + + + + + + + + + + +
    +
    +
    +
    + +

    Source code for dfply.select

    +from .base import *
+
+
+# ------------------------------------------------------------------------------
+# Select and drop operators
+# ------------------------------------------------------------------------------
+
+
    [docs]def selection_context(arg, context):
+    if isinstance(arg, Intention):
+        arg = arg.evaluate(context)
+        if isinstance(arg, pd.Index):
+            arg = list(arg)
+        if isinstance(arg, pd.Series):
+            arg = arg.name
+    return arg
    
+
+
+
    [docs]def selection_filter(f):
+    def wrapper(*args, **kwargs):
+        return Intention(lambda x: f(list(x.columns),
+                                     *(selection_context(a, x) for a in args),
+                                     **{k: selection_context(v, x) for k, v in kwargs.items()}))
+
+    return wrapper
    
+
+
+
    [docs]def resolve_selection(df, *args, drop=False):
+    if len(args) > 0:
+        args = [a for a in flatten(args)]
+        ordering = []
+        column_indices = np.zeros(df.shape[1])
+        for selector in args:
+            visible = np.where(selector != 0)[0]
+            if not drop:
+                column_indices[visible] = selector[visible]
+            else:
+                column_indices[visible] = selector[visible] * -1
+            for selection in np.where(selector == 1)[0]:
+                if not df.columns[selection] in ordering:
+                    ordering.append(df.columns[selection])
+    else:
+        ordering = list(df.columns)
+        column_indices = np.ones(df.shape[1])
+    return ordering, column_indices
    
+
+
+@pipe
+@group_delegation
+@symbolic_evaluation(eval_as_selector=True)
+def select(df, *args):
+    ordering, column_indices = resolve_selection(df, *args)
+    if (column_indices == 0).all():
+        return df[[]]
+    selection = np.where((column_indices == np.max(column_indices)) &
+                         (column_indices >= 0))[0]
+    df = df.iloc[:, selection]
+    if all([col in ordering for col in df.columns]):
+        ordering = [c for c in ordering if c in df.columns]
+        return df[ordering]
+    else:
+        return df
+
+
+@pipe
+@group_delegation
+@symbolic_evaluation(eval_as_selector=True)
+def drop(df, *args):
+    _, column_indices = resolve_selection(df, *args, drop=True)
+    if (column_indices == 0).all():
+        return df[[]]
+    selection = np.where((column_indices == np.max(column_indices)) &
+                         (column_indices >= 0))[0]
+    return df.iloc[:, selection]
+
+
+@pipe
+def select_if(df, fun):
+    """Selects columns where fun(ction) is true
+    Args:
+        fun: a function that will be applied to columns
+    """
+
+    def _filter_f(col):
+        try:
+            return fun(df[col])
+        except:
+            return False
+
+    cols = list(filter(_filter_f, df.columns))
+    return df[cols]
+
+
+@pipe
+def drop_if(df, fun):
+    """Drops columns where fun(ction) is true
+    Args:
+        fun: a function that will be applied to columns
+    """
+
+    def _filter_f(col):
+        try:
+            return fun(df[col])
+        except:
+            return False
+
+    cols = list(filter(_filter_f, df.columns))
+    return df.drop(cols, axis=1)
+
+
+@selection_filter
+
    [docs]def starts_with(columns, prefix):
+    return [c for c in columns if c.startswith(prefix)]
    
+
+
+@selection_filter
+
    [docs]def ends_with(columns, suffix):
+    return [c for c in columns if c.endswith(suffix)]
    
+
+
+@selection_filter
+
    [docs]def contains(columns, substr):
+    return [c for c in columns if substr in c]
    
+
+
+@selection_filter
+
    [docs]def everything(columns):
+    return columns
    
+
+
+@selection_filter
+
    [docs]def num_range(columns, prefix, range):
+    colnames = [prefix + str(i) for i in range]
+    return [c for c in columns if c in colnames]
    
+
+
+@selection_filter
+
    [docs]def one_of(columns, specified):
+    return [c for c in columns if c in specified]
    
+
+
+@selection_filter
+
    [docs]def columns_between(columns, start_col, end_col, inclusive=True):
+    if isinstance(start_col, str):
+        start_col = columns.index(start_col)
+    if isinstance(end_col, str):
+        end_col = columns.index(end_col)
+    return columns[start_col:end_col + int(inclusive)]
    
+
+
+@selection_filter
+
    [docs]def columns_from(columns, start_col):
+    if isinstance(start_col, str):
+        start_col = columns.index(start_col)
+    return columns[start_col:]
    
+
+
+@selection_filter
+
    [docs]def columns_to(columns, end_col, inclusive=False):
+    if isinstance(end_col, str):
+        end_col = columns.index(end_col)
+    return columns[:end_col + int(inclusive)]
    
+
    + +
    +
    +
    + +
    +
    +
    + ©2018, Kiefer Katovich. + + | + Powered by Sphinx 1.5.6 + & Alabaster 0.7.10 + +
    + + + + + + \ No newline at end of file diff --git a/docs/_build/html/_modules/dfply/set_ops.html b/docs/_build/html/_modules/dfply/set_ops.html new file mode 100644 index 0000000..0f7221c --- /dev/null +++ b/docs/_build/html/_modules/dfply/set_ops.html @@ -0,0 +1,242 @@ + + + + + + + + dfply.set_ops — dfply 0.3.1 documentation + + + + + + + + + + + + + + + + + + + + + +
    +
    +
    +
    + +

    Source code for dfply.set_ops

    +from .base import *
+import warnings
+import pandas as pd
+
+
+
    [docs]def validate_set_ops(df, other):
+    """
+    Helper function to ensure that DataFrames are valid for set operations.
+    Columns must be the same name in the same order, and indices must be of the
+    same dimension with the same names.
+    """
+
+    if df.columns.values.tolist() != other.columns.values.tolist():
+        not_in_df = [col for col in other.columns if col not in df.columns]
+        not_in_other = [col for col in df.columns if col not in other.columns]
+        error_string = 'Error: not compatible.'
+        if len(not_in_df):
+            error_string += ' Cols in y but not x: ' + str(not_in_df) + '.'
+        if len(not_in_other):
+            error_string += ' Cols in x but not y: ' + str(not_in_other) + '.'
+        raise ValueError(error_string)
+    if len(df.index.names) != len(other.index.names):
+        raise ValueError('Index dimension mismatch')
+    if df.index.names != other.index.names:
+        raise ValueError('Index mismatch')
+    else:
+        return
    
+
+
+# ------------------------------------------------------------------------------
+# `union`
+# ------------------------------------------------------------------------------
+
+@pipe
+def union(df, other, index=False, keep='first'):
+    """
+    Returns rows that appear in either DataFrame.
+
+    Args:
+        df (pandas.DataFrame): data passed in through the pipe.
+        other (pandas.DataFrame): other DataFrame to use for set operation with
+            the first.
+
+    Kwargs:
+        index (bool): Boolean indicating whether to consider the pandas index
+            as part of the set operation (default `False`).
+        keep (str): Indicates which duplicate should be kept. Options are `'first'`
+            and `'last'`.
+    """
+    validate_set_ops(df, other)
+    stacked = df.append(other)
+    if index:
+        stacked_reset_indexes = stacked.reset_index()
+        index_cols = [col for col in stacked_reset_indexes.columns if col not in df.columns]
+        index_name = df.index.names
+        return_df = stacked_reset_indexes.drop_duplicates(keep=keep).set_index(index_cols)
+        return_df.index.names = index_name
+        return return_df
+    else:
+        return stacked.drop_duplicates(keep=keep)
+
+
+# ------------------------------------------------------------------------------
+# `intersect`
+# ------------------------------------------------------------------------------
+
+
+@pipe
+def intersect(df, other, index=False, keep='first'):
+    """
+    Returns rows that appear in both DataFrames.
+
+    Args:
+        df (pandas.DataFrame): data passed in through the pipe.
+        other (pandas.DataFrame): other DataFrame to use for set operation with
+            the first.
+
+    Kwargs:
+        index (bool): Boolean indicating whether to consider the pandas index
+            as part of the set operation (default `False`).
+        keep (str): Indicates which duplicate should be kept. Options are `'first'`
+            and `'last'`.
+    """
+
+    validate_set_ops(df, other)
+    if index:
+        df_reset_index = df.reset_index()
+        other_reset_index = other.reset_index()
+        index_cols = [col for col in df_reset_index.columns if col not in df.columns]
+        df_index_names = df.index.names
+        return_df = (pd.merge(df_reset_index, other_reset_index,
+                              how='inner',
+                              left_on=df_reset_index.columns.values.tolist(),
+                              right_on=df_reset_index.columns.values.tolist())
+                     .set_index(index_cols))
+        return_df.index.names = df_index_names
+        return_df = return_df.drop_duplicates(keep=keep)
+        return return_df
+    else:
+        return_df = pd.merge(df, other,
+                             how='inner',
+                             left_on=df.columns.values.tolist(),
+                             right_on=df.columns.values.tolist())
+        return_df = return_df.drop_duplicates(keep=keep)
+        return return_df
+
+
+# ------------------------------------------------------------------------------
+# `set_diff`
+# ------------------------------------------------------------------------------
+
+
+@pipe
+def set_diff(df, other, index=False, keep='first'):
+    """
+    Returns rows that appear in the first DataFrame but not the second.
+
+    Args:
+        df (pandas.DataFrame): data passed in through the pipe.
+        other (pandas.DataFrame): other DataFrame to use for set operation with
+            the first.
+
+    Kwargs:
+        index (bool): Boolean indicating whether to consider the pandas index
+            as part of the set operation (default `False`).
+        keep (str): Indicates which duplicate should be kept. Options are `'first'`
+            and `'last'`.
+    """
+
+    validate_set_ops(df, other)
+    if index:
+        df_reset_index = df.reset_index()
+        other_reset_index = other.reset_index()
+        index_cols = [col for col in df_reset_index.columns if col not in df.columns]
+        df_index_names = df.index.names
+        return_df = (pd.merge(df_reset_index, other_reset_index,
+                              how='left',
+                              left_on=df_reset_index.columns.values.tolist(),
+                              right_on=other_reset_index.columns.values.tolist(),
+                              indicator=True)
+                     .set_index(index_cols))
+        return_df = return_df[return_df._merge == 'left_only']
+        return_df.index.names = df_index_names
+        return_df = return_df.drop_duplicates(keep=keep)[df.columns]
+        return return_df
+    else:
+        return_df = pd.merge(df, other,
+                             how='left',
+                             left_on=df.columns.values.tolist(),
+                             right_on=df.columns.values.tolist(),
+                             indicator=True)
+        return_df = return_df[return_df._merge == 'left_only']
+        return_df = return_df.drop_duplicates(keep=keep)[df.columns]
+        return return_df
+
    + +
    +
    +
    + +
    +
    +
    + ©2018, Kiefer Katovich. + + | + Powered by Sphinx 1.5.6 + & Alabaster 0.7.10 + +
    + + + + + + \ No newline at end of file diff --git a/docs/_build/html/_modules/index.html b/docs/_build/html/_modules/index.html new file mode 100644 index 0000000..4c3f68b --- /dev/null +++ b/docs/_build/html/_modules/index.html @@ -0,0 +1,91 @@ + + + + + + + + Overview: module code — dfply 0.3.1 documentation + + + + + + + + + + + + + + + + + + + + + +
    +
    +
    +
    + +

    All modules for which code is available

    + + +
    +
    +
    + +
    +
    +
    + ©2018, Kiefer Katovich. + + | + Powered by Sphinx 1.5.6 + & Alabaster 0.7.10 + +
    + + + + + + \ No newline at end of file diff --git a/docs/_build/html/_sources/dfply.data.rst.txt b/docs/_build/html/_sources/dfply.data.rst.txt new file mode 100644 index 0000000..20b3258 --- /dev/null +++ b/docs/_build/html/_sources/dfply.data.rst.txt @@ -0,0 +1,10 @@ +dfply\.data package +=================== + +Module contents +--------------- + +.. automodule:: dfply.data + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/_build/html/_sources/dfply.rst.txt b/docs/_build/html/_sources/dfply.rst.txt new file mode 100644 index 0000000..6ff776a --- /dev/null +++ b/docs/_build/html/_sources/dfply.rst.txt @@ -0,0 +1,117 @@ +dfply package +============= + +Subpackages +----------- + +.. toctree:: + + dfply.data + +Submodules +---------- + +dfply\.base module +------------------ + +.. automodule:: dfply.base + :members: + :undoc-members: + :show-inheritance: + +dfply\.group module +------------------- + +.. automodule:: dfply.group + :members: + :undoc-members: + :show-inheritance: + +dfply\.join module +------------------ + +.. automodule:: dfply.join + :members: + :undoc-members: + :show-inheritance: + +dfply\.reshape module +--------------------- + +.. automodule:: dfply.reshape + :members: + :undoc-members: + :show-inheritance: + +dfply\.select module +-------------------- + +.. automodule:: dfply.select + :members: + :undoc-members: + :show-inheritance: + +dfply\.set\_ops module +---------------------- + +.. automodule:: dfply.set_ops + :members: + :undoc-members: + :show-inheritance: + +dfply\.subset module +-------------------- + +.. automodule:: dfply.subset + :members: + :undoc-members: + :show-inheritance: + +dfply\.summarize module +----------------------- + +.. automodule:: dfply.summarize + :members: + :undoc-members: + :show-inheritance: + +dfply\.summary\_functions module +-------------------------------- + +.. automodule:: dfply.summary_functions + :members: + :undoc-members: + :show-inheritance: + +dfply\.transform module +----------------------- + +.. automodule:: dfply.transform + :members: + :undoc-members: + :show-inheritance: + +dfply\.vector module +-------------------- + +.. automodule:: dfply.vector + :members: + :undoc-members: + :show-inheritance: + +dfply\.window\_functions module +------------------------------- + +.. automodule:: dfply.window_functions + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dfply + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/_build/html/_sources/index.rst.txt b/docs/_build/html/_sources/index.rst.txt new file mode 100644 index 0000000..e7d4392 --- /dev/null +++ b/docs/_build/html/_sources/index.rst.txt @@ -0,0 +1,20 @@ +.. dfply documentation master file, created by + sphinx-quickstart on Thu Feb 22 21:25:10 2018. + You can adapt this file completely to your liking, but it should at least + contain the root `toctree` directive. + +Welcome to dfply's documentation! +================================= + +.. toctree:: + :maxdepth: 2 + :caption: Contents: + + + +Indices and tables +================== + +* :ref:`genindex` +* :ref:`modindex` +* :ref:`search` diff --git a/docs/_build/html/_sources/modules.rst.txt b/docs/_build/html/_sources/modules.rst.txt new file mode 100644 index 0000000..df77548 --- /dev/null +++ b/docs/_build/html/_sources/modules.rst.txt @@ -0,0 +1,7 @@ +dfply +===== + +.. toctree:: + :maxdepth: 4 + + dfply diff --git a/docs/_build/html/_sources/source/dfply.data.rst.txt b/docs/_build/html/_sources/source/dfply.data.rst.txt new file mode 100644 index 0000000..20b3258 --- /dev/null +++ b/docs/_build/html/_sources/source/dfply.data.rst.txt @@ -0,0 +1,10 @@ +dfply\.data package +=================== + +Module contents +--------------- + +.. automodule:: dfply.data + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/_build/html/_sources/source/dfply.rst.txt b/docs/_build/html/_sources/source/dfply.rst.txt new file mode 100644 index 0000000..6ff776a --- /dev/null +++ b/docs/_build/html/_sources/source/dfply.rst.txt @@ -0,0 +1,117 @@ +dfply package +============= + +Subpackages +----------- + +.. toctree:: + + dfply.data + +Submodules +---------- + +dfply\.base module +------------------ + +.. automodule:: dfply.base + :members: + :undoc-members: + :show-inheritance: + +dfply\.group module +------------------- + +.. automodule:: dfply.group + :members: + :undoc-members: + :show-inheritance: + +dfply\.join module +------------------ + +.. automodule:: dfply.join + :members: + :undoc-members: + :show-inheritance: + +dfply\.reshape module +--------------------- + +.. automodule:: dfply.reshape + :members: + :undoc-members: + :show-inheritance: + +dfply\.select module +-------------------- + +.. automodule:: dfply.select + :members: + :undoc-members: + :show-inheritance: + +dfply\.set\_ops module +---------------------- + +.. automodule:: dfply.set_ops + :members: + :undoc-members: + :show-inheritance: + +dfply\.subset module +-------------------- + +.. automodule:: dfply.subset + :members: + :undoc-members: + :show-inheritance: + +dfply\.summarize module +----------------------- + +.. automodule:: dfply.summarize + :members: + :undoc-members: + :show-inheritance: + +dfply\.summary\_functions module +-------------------------------- + +.. automodule:: dfply.summary_functions + :members: + :undoc-members: + :show-inheritance: + +dfply\.transform module +----------------------- + +.. automodule:: dfply.transform + :members: + :undoc-members: + :show-inheritance: + +dfply\.vector module +-------------------- + +.. automodule:: dfply.vector + :members: + :undoc-members: + :show-inheritance: + +dfply\.window\_functions module +------------------------------- + +.. automodule:: dfply.window_functions + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: dfply + :members: + :undoc-members: + :show-inheritance: diff --git 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underline on images */ +a.image-reference, a.image-reference:hover { + border-bottom: none; +} + +a.reference:hover { + border-bottom: 1px solid #6D4100; +} + +a.footnote-reference { + text-decoration: none; + font-size: 0.7em; + vertical-align: top; + border-bottom: 1px dotted #004B6B; +} + +a.footnote-reference:hover { + border-bottom: 1px solid #6D4100; +} + +a:hover tt, a:hover code { + background: #EEE; +} + + +@media screen and (max-width: 870px) { + + div.sphinxsidebar { + display: none; + } + + div.document { + width: 100%; + + } + + div.documentwrapper { + margin-left: 0; + margin-top: 0; + margin-right: 0; + margin-bottom: 0; + } + + div.bodywrapper { + margin-top: 0; + margin-right: 0; + margin-bottom: 0; + margin-left: 0; + } + + ul { + margin-left: 0; + } + + li > ul { + /* Matches the 30px from the "ul, ol" selector above */ + margin-left: 30px; + } + + .document { + width: auto; + } + + .footer { + width: auto; + } + + .bodywrapper { + margin: 0; + } + + .footer { + width: auto; + } + + .github { + display: none; + } + + + +} + + + +@media screen and (max-width: 875px) { + + body { + margin: 0; + padding: 20px 30px; + } + + div.documentwrapper { + float: none; + background: #fff; + } + + div.sphinxsidebar { + display: block; + float: none; + width: 102.5%; + margin: 50px -30px -20px -30px; + padding: 10px 20px; + background: #333; + color: #FFF; + } + + div.sphinxsidebar h3, div.sphinxsidebar h4, div.sphinxsidebar p, + div.sphinxsidebar h3 a { + color: #fff; + } + + div.sphinxsidebar a { + color: #AAA; + } + + div.sphinxsidebar p.logo { + display: none; + } + + div.document { + width: 100%; + margin: 0; + } + + div.footer { + display: none; + } + + div.bodywrapper { + margin: 0; + } + + div.body { + min-height: 0; + padding: 0; + } + + .rtd_doc_footer { + display: none; + } + + .document { + width: auto; + } + + .footer { + width: auto; + } + + .footer { + width: auto; + } + + .github { + display: none; + } +} + + +/* misc. */ + +.revsys-inline { + display: none!important; +} + +/* Make nested-list/multi-paragraph items look better in Releases changelog + * pages. Without this, docutils' magical list fuckery causes inconsistent + * formatting between different release sub-lists. + */ +div#changelog > div.section > ul > li > p:only-child { + margin-bottom: 0; +} + +/* Hide fugly table cell borders in ..bibliography:: directive output */ +table.docutils.citation, table.docutils.citation td, table.docutils.citation th { + border: none; + /* Below needed in some edge cases; if not applied, bottom shadows appear */ + -moz-box-shadow: none; + -webkit-box-shadow: none; + box-shadow: none; +} \ No newline at end of file diff --git a/docs/_build/html/_static/basic.css b/docs/_build/html/_static/basic.css new file mode 100644 index 0000000..dc88b5a --- /dev/null +++ b/docs/_build/html/_static/basic.css @@ -0,0 +1,632 @@ +/* + * basic.css + * ~~~~~~~~~ + * + * Sphinx stylesheet -- basic theme. + * + * :copyright: Copyright 2007-2017 by the Sphinx team, see AUTHORS. + * :license: BSD, see LICENSE for details. + * + */ + +/* -- main layout ----------------------------------------------------------- */ + +div.clearer { + clear: both; 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+} + +table.indextable td { + text-align: left; + vertical-align: top; +} + +table.indextable ul { + margin-top: 0; + margin-bottom: 0; + list-style-type: none; +} + +table.indextable > tbody > tr > td > ul { + padding-left: 0em; +} + +table.indextable tr.pcap { + height: 10px; +} + +table.indextable tr.cap { + margin-top: 10px; + background-color: #f2f2f2; +} + +img.toggler { + margin-right: 3px; + margin-top: 3px; + cursor: pointer; +} + +div.modindex-jumpbox { + border-top: 1px solid #ddd; + border-bottom: 1px solid #ddd; + margin: 1em 0 1em 0; + padding: 0.4em; +} + +div.genindex-jumpbox { + border-top: 1px solid #ddd; + border-bottom: 1px solid #ddd; + margin: 1em 0 1em 0; + padding: 0.4em; +} + +/* -- domain module index --------------------------------------------------- */ + +table.modindextable td { + padding: 2px; + border-collapse: collapse; +} + +/* -- general body styles --------------------------------------------------- */ + +div.body p, div.body dd, div.body li, div.body blockquote { + -moz-hyphens: auto; + -ms-hyphens: auto; + -webkit-hyphens: auto; + hyphens: auto; +} + +a.headerlink { + visibility: hidden; +} + +h1:hover > a.headerlink, +h2:hover > a.headerlink, +h3:hover > a.headerlink, +h4:hover > a.headerlink, +h5:hover > a.headerlink, +h6:hover > a.headerlink, +dt:hover > a.headerlink, +caption:hover > a.headerlink, +p.caption:hover > a.headerlink, +div.code-block-caption:hover > a.headerlink { + visibility: visible; +} + +div.body p.caption { + text-align: inherit; +} + +div.body td { + text-align: left; +} + +.first { + margin-top: 0 !important; +} + +p.rubric { + margin-top: 30px; + font-weight: bold; +} + +img.align-left, .figure.align-left, object.align-left { + clear: left; + float: left; + margin-right: 1em; +} + +img.align-right, .figure.align-right, object.align-right { + clear: right; + float: right; + margin-left: 1em; +} + +img.align-center, .figure.align-center, object.align-center { + display: block; + margin-left: auto; + margin-right: auto; +} + +.align-left { + text-align: left; +} + +.align-center { + text-align: center; +} + +.align-right { + text-align: right; +} + +/* -- sidebars -------------------------------------------------------------- */ + +div.sidebar { + margin: 0 0 0.5em 1em; + border: 1px solid #ddb; + padding: 7px 7px 0 7px; + background-color: #ffe; + width: 40%; + float: right; +} + +p.sidebar-title { + font-weight: bold; +} + +/* -- topics ---------------------------------------------------------------- */ + +div.topic { + border: 1px solid #ccc; + padding: 7px 7px 0 7px; + margin: 10px 0 10px 0; +} + +p.topic-title { + font-size: 1.1em; + font-weight: bold; + margin-top: 10px; +} + +/* -- admonitions ----------------------------------------------------------- */ + +div.admonition { + margin-top: 10px; + margin-bottom: 10px; + padding: 7px; +} + +div.admonition dt { + font-weight: bold; +} + +div.admonition dl { + margin-bottom: 0; +} + +p.admonition-title { + margin: 0px 10px 5px 0px; + font-weight: bold; +} + +div.body p.centered { + text-align: center; + margin-top: 25px; +} + +/* -- tables ---------------------------------------------------------------- */ + +table.docutils { + border: 0; + border-collapse: collapse; +} + +table caption span.caption-number { + font-style: italic; +} + +table caption span.caption-text { +} + +table.docutils td, table.docutils th { + padding: 1px 8px 1px 5px; + border-top: 0; + border-left: 0; + border-right: 0; + border-bottom: 1px solid #aaa; +} + +table.footnote td, table.footnote th { + border: 0 !important; +} + +th { + text-align: left; + padding-right: 5px; +} + +table.citation { + border-left: solid 1px gray; + margin-left: 1px; +} + +table.citation td { + border-bottom: none; +} + +/* -- figures --------------------------------------------------------------- */ + +div.figure { + margin: 0.5em; + padding: 0.5em; +} + +div.figure p.caption { + padding: 0.3em; +} + +div.figure p.caption span.caption-number { + font-style: italic; +} + +div.figure p.caption span.caption-text { +} + +/* -- field list styles ----------------------------------------------------- */ + +table.field-list td, table.field-list th { + border: 0 !important; +} + +.field-list ul { + margin: 0; + padding-left: 1em; +} + +.field-list p { + margin: 0; +} + +/* -- other body styles ----------------------------------------------------- */ + +ol.arabic { + list-style: decimal; +} + +ol.loweralpha { + list-style: lower-alpha; +} + +ol.upperalpha { + list-style: upper-alpha; +} + +ol.lowerroman { + list-style: lower-roman; +} + +ol.upperroman { + list-style: upper-roman; +} + +dl { + margin-bottom: 15px; +} + +dd p { + margin-top: 0px; +} + +dd ul, dd table { + margin-bottom: 10px; +} + +dd { + margin-top: 3px; + margin-bottom: 10px; + margin-left: 30px; +} + +dt:target, .highlighted { + background-color: #fbe54e; +} + +dl.glossary dt { + font-weight: bold; + font-size: 1.1em; +} + +.optional { + font-size: 1.3em; +} + +.sig-paren { + font-size: larger; +} + +.versionmodified { + font-style: italic; +} + +.system-message { + background-color: #fda; + padding: 5px; + border: 3px solid red; +} + +.footnote:target { + background-color: #ffa; +} + +.line-block { + display: block; 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+ +/** + * make the code below compatible with browsers without + * an installed firebug like debugger +if (!window.console || !console.firebug) { + var names = ["log", "debug", "info", "warn", "error", "assert", "dir", + "dirxml", "group", "groupEnd", "time", "timeEnd", "count", "trace", + "profile", "profileEnd"]; + window.console = {}; + for (var i = 0; i < names.length; ++i) + window.console[names[i]] = function() {}; +} + */ + +/** + * small helper function to urldecode strings + */ +jQuery.urldecode = function(x) { + return decodeURIComponent(x).replace(/\+/g, ' '); +}; + +/** + * small helper function to urlencode strings + */ +jQuery.urlencode = encodeURIComponent; + +/** + * This function returns the parsed url parameters of the + * current request. Multiple values per key are supported, + * it will always return arrays of strings for the value parts. + */ +jQuery.getQueryParameters = function(s) { + if (typeof s == 'undefined') + s = document.location.search; + var parts = s.substr(s.indexOf('?') + 1).split('&'); + var result = {}; + for (var i = 0; i < parts.length; i++) { + var tmp = parts[i].split('=', 2); + var key = jQuery.urldecode(tmp[0]); + var value = jQuery.urldecode(tmp[1]); + if (key in result) + result[key].push(value); + else + result[key] = [value]; + } + return result; +}; + +/** + * highlight a given string on a jquery object by wrapping it in + * span elements with the given class name. + */ +jQuery.fn.highlightText = function(text, className) { + function highlight(node) { + if (node.nodeType == 3) { + var val = node.nodeValue; + var pos = val.toLowerCase().indexOf(text); + if (pos >= 0 && !jQuery(node.parentNode).hasClass(className)) { + var span = document.createElement("span"); + span.className = className; + span.appendChild(document.createTextNode(val.substr(pos, text.length))); + node.parentNode.insertBefore(span, node.parentNode.insertBefore( + document.createTextNode(val.substr(pos + text.length)), + node.nextSibling)); + node.nodeValue = val.substr(0, pos); + } + } + else if (!jQuery(node).is("button, select, textarea")) { + jQuery.each(node.childNodes, function() { + highlight(this); + }); + } + } + return this.each(function() { + highlight(this); + }); +}; + +/* + * backward compatibility for jQuery.browser + * This will be supported until firefox bug is fixed. + */ +if (!jQuery.browser) { + jQuery.uaMatch = function(ua) { + ua = ua.toLowerCase(); + + var match = /(chrome)[ \/]([\w.]+)/.exec(ua) || + /(webkit)[ \/]([\w.]+)/.exec(ua) || + /(opera)(?:.*version|)[ \/]([\w.]+)/.exec(ua) || + /(msie) ([\w.]+)/.exec(ua) || + ua.indexOf("compatible") < 0 && /(mozilla)(?:.*? rv:([\w.]+)|)/.exec(ua) || + []; + + return { + browser: match[ 1 ] || "", + version: match[ 2 ] || "0" + }; + }; + jQuery.browser = {}; + jQuery.browser[jQuery.uaMatch(navigator.userAgent).browser] = true; +} + +/** + * Small JavaScript module for the documentation. + */ +var Documentation = { + + init : function() { + this.fixFirefoxAnchorBug(); + this.highlightSearchWords(); + this.initIndexTable(); + + }, + + /** + * i18n support + */ + TRANSLATIONS : {}, + PLURAL_EXPR : function(n) { return n == 1 ? 0 : 1; }, + LOCALE : 'unknown', + + // gettext and ngettext don't access this so that the functions + // can safely bound to a different name (_ = Documentation.gettext) + gettext : function(string) { + var translated = Documentation.TRANSLATIONS[string]; + if (typeof translated == 'undefined') + return string; + return (typeof translated == 'string') ? translated : translated[0]; + }, + + ngettext : function(singular, plural, n) { + var translated = Documentation.TRANSLATIONS[singular]; + if (typeof translated == 'undefined') + return (n == 1) ? singular : plural; + return translated[Documentation.PLURALEXPR(n)]; + }, + + addTranslations : function(catalog) { + for (var key in catalog.messages) + this.TRANSLATIONS[key] = catalog.messages[key]; + this.PLURAL_EXPR = new Function('n', 'return +(' + catalog.plural_expr + ')'); + this.LOCALE = catalog.locale; + }, + + /** + * add context elements like header anchor links + */ + addContextElements : function() { + $('div[id] > :header:first').each(function() { + $('\u00B6'). + attr('href', '#' + this.id). + attr('title', _('Permalink to this headline')). + appendTo(this); + }); + $('dt[id]').each(function() { + $('\u00B6'). + attr('href', '#' + this.id). + attr('title', _('Permalink to this definition')). + appendTo(this); + }); + }, + + /** + * workaround a firefox stupidity + * see: https://bugzilla.mozilla.org/show_bug.cgi?id=645075 + */ + fixFirefoxAnchorBug : function() { + if (document.location.hash) + window.setTimeout(function() { + document.location.href += ''; + }, 10); + }, + + /** + * highlight the search words provided in the url in the text + */ + highlightSearchWords : function() { + var params = $.getQueryParameters(); + var terms = (params.highlight) ? params.highlight[0].split(/\s+/) : []; + if (terms.length) { + var body = $('div.body'); + if (!body.length) { + body = $('body'); + } + window.setTimeout(function() { + $.each(terms, function() { + body.highlightText(this.toLowerCase(), 'highlighted'); + }); + }, 10); + $('

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    ') + .appendTo($('#searchbox')); + } + }, + + /** + * init the domain index toggle buttons + */ + initIndexTable : function() { + var togglers = $('img.toggler').click(function() { + var src = $(this).attr('src'); + var idnum = $(this).attr('id').substr(7); + $('tr.cg-' + idnum).toggle(); + if (src.substr(-9) == 'minus.png') + $(this).attr('src', src.substr(0, src.length-9) + 'plus.png'); + else + $(this).attr('src', src.substr(0, src.length-8) + 'minus.png'); + }).css('display', ''); + if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) { + togglers.click(); + } + }, + + /** + * helper function to hide the search marks again + */ + hideSearchWords : function() { + $('#searchbox .highlight-link').fadeOut(300); + $('span.highlighted').removeClass('highlighted'); + }, + + /** + * make the url absolute + */ + makeURL : function(relativeURL) { + return DOCUMENTATION_OPTIONS.URL_ROOT + '/' + relativeURL; + }, + + /** + * get the current relative url + */ + getCurrentURL : function() { + var path = document.location.pathname; + var parts = path.split(/\//); + $.each(DOCUMENTATION_OPTIONS.URL_ROOT.split(/\//), function() { + if (this == '..') + parts.pop(); + }); + var url = parts.join('/'); + return path.substring(url.lastIndexOf('/') + 1, path.length - 1); + }, + + initOnKeyListeners: function() { + $(document).keyup(function(event) { + var activeElementType = document.activeElement.tagName; + // don't navigate when in search box or textarea + if (activeElementType !== 'TEXTAREA' && activeElementType !== 'INPUT' && activeElementType !== 'SELECT') { + switch (event.keyCode) { + case 37: // left + var prevHref = $('link[rel="prev"]').prop('href'); + if (prevHref) { + window.location.href = prevHref; + return false; + } + case 39: // right + var nextHref = $('link[rel="next"]').prop('href'); + if (nextHref) { + window.location.href = nextHref; + return false; + } + } + } + }); + } +}; + +// quick alias for translations +_ = Documentation.gettext; + +$(document).ready(function() { + Documentation.init(); +}); \ No newline at end of file diff --git a/docs/_build/html/_static/down-pressed.png b/docs/_build/html/_static/down-pressed.png new file mode 100644 index 0000000000000000000000000000000000000000..5756c8cad8854722893dc70b9eb4bb0400343a39 GIT binary patch literal 222 zcmeAS@N?(olHy`uVBq!ia0vp^0wB!61|;P_|4#%`OFdm2Ln;`PZ^+1>KjR?B@S0W7 z%OS_REiHONoJ6{+Ks@6k3590|7k9F+ddB6!zw3#&!aw#S`x}3V3&=A(a#84O-&F7T z^k3tZB;&iR9siw0|F|E|DAL<8r-F4!1H-;1{e*~yAKZN5f0|Ei6yUmR#Is)EM(Po_ zi`qJR6|P<~+)N+kSDgL7AjdIC_!O7Q?eGb+L+qOjm{~LLinM4NHn7U%HcK%uoMYO5 VJ~8zD2B3o(JYD@<);T3K0RV0%P>BEl literal 0 HcmV?d00001 diff --git a/docs/_build/html/_static/down.png b/docs/_build/html/_static/down.png new file mode 100644 index 0000000000000000000000000000000000000000..1b3bdad2ceffae91cee61b32f3295f9bbe646e48 GIT binary patch literal 202 zcmeAS@N?(olHy`uVBq!ia0vp^0wB!60wlNoGJgf6CVIL!hEy=F?b*7pIY7kW{q%Rg zx!yQ<9v8bmJwa`TQk7YSw}WVQ()mRdQ;TC;* literal 0 HcmV?d00001 diff --git a/docs/_build/html/_static/file.png b/docs/_build/html/_static/file.png new file mode 100644 index 0000000000000000000000000000000000000000..a858a410e4faa62ce324d814e4b816fff83a6fb3 GIT binary patch literal 286 zcmV+(0pb3MP)s`hMrGg#P~ix$^RISR_I47Y|r1 z_CyJOe}D1){SET-^Amu_i71Lt6eYfZjRyw@I6OQAIXXHDfiX^GbOlHe=Ae4>0m)d(f|Me07*qoM6N<$f}vM^LjV8( literal 0 HcmV?d00001 diff --git a/docs/_build/html/_static/jquery-3.1.0.js b/docs/_build/html/_static/jquery-3.1.0.js new file mode 100644 index 0000000..f2fc274 --- /dev/null +++ b/docs/_build/html/_static/jquery-3.1.0.js @@ -0,0 +1,10074 @@ +/*eslint-disable no-unused-vars*/ +/*! + * jQuery JavaScript Library v3.1.0 + * https://jquery.com/ + * + * Includes Sizzle.js + * https://sizzlejs.com/ + * + * Copyright jQuery Foundation and other contributors + * Released under the MIT license + * https://jquery.org/license + * + * Date: 2016-07-07T21:44Z + */ +( function( global, factory ) { + + "use strict"; + + if ( typeof module === "object" && typeof module.exports === "object" ) { + + // For CommonJS and CommonJS-like environments where a proper `window` + // is present, execute the factory and get jQuery. + // For environments that do not have a `window` with a `document` + // (such as Node.js), expose a factory as module.exports. + // This accentuates the need for the creation of a real `window`. + // e.g. var jQuery = require("jquery")(window); + // See ticket #14549 for more info. + module.exports = global.document ? + factory( global, true ) : + function( w ) { + if ( !w.document ) { + throw new Error( "jQuery requires a window with a document" ); + } + return factory( w ); + }; + } else { + factory( global ); + } + +// Pass this if window is not defined yet +} )( typeof window !== "undefined" ? window : this, function( window, noGlobal ) { + +// Edge <= 12 - 13+, Firefox <=18 - 45+, IE 10 - 11, Safari 5.1 - 9+, iOS 6 - 9.1 +// throw exceptions when non-strict code (e.g., ASP.NET 4.5) accesses strict mode +// arguments.callee.caller (trac-13335). But as of jQuery 3.0 (2016), strict mode should be common +// enough that all such attempts are guarded in a try block. +"use strict"; + +var arr = []; + +var document = window.document; + +var getProto = Object.getPrototypeOf; + +var slice = arr.slice; + +var concat = arr.concat; + +var push = arr.push; + +var indexOf = arr.indexOf; + +var class2type = {}; + +var toString = class2type.toString; + +var hasOwn = class2type.hasOwnProperty; + +var fnToString = hasOwn.toString; + +var ObjectFunctionString = fnToString.call( Object ); + +var support = {}; + + + + function DOMEval( code, doc ) { + doc = doc || document; + + var script = doc.createElement( "script" ); + + script.text = code; + doc.head.appendChild( script ).parentNode.removeChild( script ); + } +/* global Symbol */ +// Defining this global in .eslintrc would create a danger of using the global +// unguarded in another place, it seems safer to define global only for this module + + + +var + version = "3.1.0", + + // Define a local copy of jQuery + jQuery = function( selector, context ) { + + // The jQuery object is actually just the init constructor 'enhanced' + // Need init if jQuery is called (just allow error to be thrown if not included) + return new jQuery.fn.init( selector, context ); + }, + + // Support: Android <=4.0 only + // Make sure we trim BOM and NBSP + rtrim = /^[\s\uFEFF\xA0]+|[\s\uFEFF\xA0]+$/g, + + // Matches dashed string for camelizing + rmsPrefix = /^-ms-/, + rdashAlpha = /-([a-z])/g, + + // Used by jQuery.camelCase as callback to replace() + fcamelCase = function( all, letter ) { + return letter.toUpperCase(); + }; + +jQuery.fn = jQuery.prototype = { + + // The current version of jQuery being used + jquery: version, + + constructor: jQuery, + + // The default length of a jQuery object is 0 + length: 0, + + toArray: function() { + return slice.call( this ); + }, + + // Get the Nth element in the matched element set OR + // Get the whole matched element set as a clean array + get: function( num ) { + return num != null ? + + // Return just the one element from the set + ( num < 0 ? this[ num + this.length ] : this[ num ] ) : + + // Return all the elements in a clean array + slice.call( this ); + }, + + // Take an array of elements and push it onto the stack + // (returning the new matched element set) + pushStack: function( elems ) { + + // Build a new jQuery matched element set + var ret = jQuery.merge( this.constructor(), elems ); + + // Add the old object onto the stack (as a reference) + ret.prevObject = this; + + // Return the newly-formed element set + return ret; + }, + + // Execute a callback for every element in the matched set. + each: function( callback ) { + return jQuery.each( this, callback ); + }, + + map: function( callback ) { + return this.pushStack( jQuery.map( this, function( elem, i ) { + return callback.call( elem, i, elem ); + } ) ); + }, + + slice: function() { + return this.pushStack( slice.apply( this, arguments ) ); + }, + + first: function() { + return this.eq( 0 ); + }, + + last: function() { + return this.eq( -1 ); + }, + + eq: function( i ) { + var len = this.length, + j = +i + ( i < 0 ? len : 0 ); + return this.pushStack( j >= 0 && j < len ? [ this[ j ] ] : [] ); + }, + + end: function() { + return this.prevObject || this.constructor(); + }, + + // For internal use only. + // Behaves like an Array's method, not like a jQuery method. + push: push, + sort: arr.sort, + splice: arr.splice +}; + +jQuery.extend = jQuery.fn.extend = function() { + var options, name, src, copy, copyIsArray, clone, + target = arguments[ 0 ] || {}, + i = 1, + length = arguments.length, + deep = false; + + // Handle a deep copy situation + if ( typeof target === "boolean" ) { + deep = target; + + // Skip the boolean and the target + target = arguments[ i ] || {}; + i++; + } + + // Handle case when target is a string or something (possible in deep copy) + if ( typeof target !== "object" && !jQuery.isFunction( target ) ) { + target = {}; + } + + // Extend jQuery itself if only one argument is passed + if ( i === length ) { + target = this; + i--; + } + + for ( ; i < length; i++ ) { + + // Only deal with non-null/undefined values + if ( ( options = arguments[ i ] ) != null ) { + + // Extend the base object + for ( name in options ) { + src = target[ name ]; + copy = options[ name ]; + + // Prevent never-ending loop + if ( target === copy ) { + continue; + } + + // Recurse if we're merging plain objects or arrays + if ( deep && copy && ( jQuery.isPlainObject( copy ) || + ( copyIsArray = jQuery.isArray( copy ) ) ) ) { + + if ( copyIsArray ) { + copyIsArray = false; + clone = src && jQuery.isArray( src ) ? src : []; + + } else { + clone = src && jQuery.isPlainObject( src ) ? src : {}; + } + + // Never move original objects, clone them + target[ name ] = jQuery.extend( deep, clone, copy ); + + // Don't bring in undefined values + } else if ( copy !== undefined ) { + target[ name ] = copy; + } + } + } + } + + // Return the modified object + return target; +}; + +jQuery.extend( { + + // Unique for each copy of jQuery on the page + expando: "jQuery" + ( version + Math.random() ).replace( /\D/g, "" ), + + // Assume jQuery is ready without the ready module + isReady: true, + + error: function( msg ) { + throw new Error( msg ); + }, + + noop: function() {}, + + isFunction: function( obj ) { + return jQuery.type( obj ) === "function"; + }, + + isArray: Array.isArray, + + isWindow: function( obj ) { + return obj != null && obj === obj.window; + }, + + isNumeric: function( obj ) { + + // As of jQuery 3.0, isNumeric is limited to + // strings and numbers (primitives or objects) + // that can be coerced to finite numbers (gh-2662) + var type = jQuery.type( obj ); + return ( type === "number" || type === "string" ) && + + // parseFloat NaNs numeric-cast false positives ("") + // ...but misinterprets leading-number strings, particularly hex literals ("0x...") + // subtraction forces infinities to NaN + !isNaN( obj - parseFloat( obj ) ); + }, + + isPlainObject: function( obj ) { + var proto, Ctor; + + // Detect obvious negatives + // Use toString instead of jQuery.type to catch host objects + if ( !obj || toString.call( obj ) !== "[object Object]" ) { + return false; + } + + proto = getProto( obj ); + + // Objects with no prototype (e.g., `Object.create( null )`) are plain + if ( !proto ) { + return true; + } + + // Objects with prototype are plain iff they were constructed by a global Object function + Ctor = hasOwn.call( proto, "constructor" ) && proto.constructor; + return typeof Ctor === "function" && fnToString.call( Ctor ) === ObjectFunctionString; + }, + + isEmptyObject: function( obj ) { + + /* eslint-disable no-unused-vars */ + // See https://github.com/eslint/eslint/issues/6125 + var name; + + for ( name in obj ) { + return false; + } + return true; + }, + + type: function( obj ) { + if ( obj == null ) { + return obj + ""; + } + + // Support: Android <=2.3 only (functionish RegExp) + return typeof obj === "object" || typeof obj === "function" ? + class2type[ toString.call( obj ) ] || "object" : + typeof obj; + }, + + // Evaluates a script in a global context + globalEval: function( code ) { + DOMEval( code ); + }, + + // Convert dashed to camelCase; used by the css and data modules + // Support: IE <=9 - 11, Edge 12 - 13 + // Microsoft forgot to hump their vendor prefix (#9572) + camelCase: function( string ) { + return string.replace( rmsPrefix, "ms-" ).replace( rdashAlpha, fcamelCase ); + }, + + nodeName: function( elem, name ) { + return elem.nodeName && elem.nodeName.toLowerCase() === name.toLowerCase(); + }, + + each: function( obj, callback ) { + var length, i = 0; + + if ( isArrayLike( obj ) ) { + length = obj.length; + for ( ; i < length; i++ ) { + if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) { + break; + } + } + } else { + for ( i in obj ) { + if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) { + break; + } + } + } + + return obj; + }, + + // Support: Android <=4.0 only + trim: function( text ) { + return text == null ? + "" : + ( text + "" ).replace( rtrim, "" ); + }, + + // results is for internal usage only + makeArray: function( arr, results ) { + var ret = results || []; + + if ( arr != null ) { + if ( isArrayLike( Object( arr ) ) ) { + jQuery.merge( ret, + typeof arr === "string" ? + [ arr ] : arr + ); + } else { + push.call( ret, arr ); + } + } + + return ret; + }, + + inArray: function( elem, arr, i ) { + return arr == null ? -1 : indexOf.call( arr, elem, i ); + }, + + // Support: Android <=4.0 only, PhantomJS 1 only + // push.apply(_, arraylike) throws on ancient WebKit + merge: function( first, second ) { + var len = +second.length, + j = 0, + i = first.length; + + for ( ; j < len; j++ ) { + first[ i++ ] = second[ j ]; + } + + first.length = i; + + return first; + }, + + grep: function( elems, callback, invert ) { + var callbackInverse, + matches = [], + i = 0, + length = elems.length, + callbackExpect = !invert; + + // Go through the array, only saving the items + // that pass the validator function + for ( ; i < length; i++ ) { + callbackInverse = !callback( elems[ i ], i ); + if ( callbackInverse !== callbackExpect ) { + matches.push( elems[ i ] ); + } + } + + return matches; + }, + + // arg is for internal usage only + map: function( elems, callback, arg ) { + var length, value, + i = 0, + ret = []; + + // Go through the array, translating each of the items to their new values + if ( isArrayLike( elems ) ) { + length = elems.length; + for ( ; i < length; i++ ) { + value = callback( elems[ i ], i, arg ); + + if ( value != null ) { + ret.push( value ); + } + } + + // Go through every key on the object, + } else { + for ( i in elems ) { + value = callback( elems[ i ], i, arg ); + + if ( value != null ) { + ret.push( value ); + } + } + } + + // Flatten any nested arrays + return concat.apply( [], ret ); + }, + + // A global GUID counter for objects + guid: 1, + + // Bind a function to a context, optionally partially applying any + // arguments. + proxy: function( fn, context ) { + var tmp, args, proxy; + + if ( typeof context === "string" ) { + tmp = fn[ context ]; + context = fn; + fn = tmp; + } + + // Quick check to determine if target is callable, in the spec + // this throws a TypeError, but we will just return undefined. + if ( !jQuery.isFunction( fn ) ) { + return undefined; + } + + // Simulated bind + args = slice.call( arguments, 2 ); + proxy = function() { + return fn.apply( context || this, args.concat( slice.call( arguments ) ) ); + }; + + // Set the guid of unique handler to the same of original handler, so it can be removed + proxy.guid = fn.guid = fn.guid || jQuery.guid++; + + return proxy; + }, + + now: Date.now, + + // jQuery.support is not used in Core but other projects attach their + // properties to it so it needs to exist. + support: support +} ); + +if ( typeof Symbol === "function" ) { + jQuery.fn[ Symbol.iterator ] = arr[ Symbol.iterator ]; +} + +// Populate the class2type map +jQuery.each( "Boolean Number String Function Array Date RegExp Object Error Symbol".split( " " ), +function( i, name ) { + class2type[ "[object " + name + "]" ] = name.toLowerCase(); +} ); + +function isArrayLike( obj ) { + + // Support: real iOS 8.2 only (not reproducible in simulator) + // `in` check used to prevent JIT error (gh-2145) + // hasOwn isn't used here due to false negatives + // regarding Nodelist length in IE + var length = !!obj && "length" in obj && obj.length, + type = jQuery.type( obj ); + + if ( type === "function" || jQuery.isWindow( obj ) ) { + return false; + } + + return type === "array" || length === 0 || + typeof length === "number" && length > 0 && ( length - 1 ) in obj; +} +var Sizzle = +/*! + * Sizzle CSS Selector Engine v2.3.0 + * https://sizzlejs.com/ + * + * Copyright jQuery Foundation and other contributors + * Released under the MIT license + * http://jquery.org/license + * + * Date: 2016-01-04 + */ +(function( window ) { + +var i, + support, + Expr, + getText, + isXML, + tokenize, + compile, + select, + outermostContext, + sortInput, + hasDuplicate, + + // Local document vars + setDocument, + document, + docElem, + documentIsHTML, + rbuggyQSA, + rbuggyMatches, + matches, + contains, + + // Instance-specific data + expando = "sizzle" + 1 * new Date(), + preferredDoc = window.document, + dirruns = 0, + done = 0, + classCache = createCache(), + tokenCache = createCache(), + compilerCache = createCache(), + sortOrder = function( a, b ) { + if ( a === b ) { + hasDuplicate = true; + } + return 0; + }, + + // Instance methods + hasOwn = ({}).hasOwnProperty, + arr = [], + pop = arr.pop, + push_native = arr.push, + push = arr.push, + slice = arr.slice, + // Use a stripped-down indexOf as it's faster than native + // https://jsperf.com/thor-indexof-vs-for/5 + indexOf = function( list, elem ) { + var i = 0, + len = list.length; + for ( ; i < len; i++ ) { + if ( list[i] === elem ) { + return i; + } + } + return -1; + }, + + booleans = "checked|selected|async|autofocus|autoplay|controls|defer|disabled|hidden|ismap|loop|multiple|open|readonly|required|scoped", + + // Regular expressions + + // http://www.w3.org/TR/css3-selectors/#whitespace + whitespace = "[\\x20\\t\\r\\n\\f]", + + // http://www.w3.org/TR/CSS21/syndata.html#value-def-identifier + identifier = "(?:\\\\.|[\\w-]|[^\0-\\xa0])+", + + // Attribute selectors: http://www.w3.org/TR/selectors/#attribute-selectors + attributes = "\\[" + whitespace + "*(" + identifier + ")(?:" + whitespace + + // Operator (capture 2) + "*([*^$|!~]?=)" + whitespace + + // "Attribute values must be CSS identifiers [capture 5] or strings [capture 3 or capture 4]" + "*(?:'((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\"|(" + identifier + "))|)" + whitespace + + "*\\]", + + pseudos = ":(" + identifier + ")(?:\\((" + + // To reduce the number of selectors needing tokenize in the preFilter, prefer arguments: + // 1. quoted (capture 3; capture 4 or capture 5) + "('((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\")|" + + // 2. simple (capture 6) + "((?:\\\\.|[^\\\\()[\\]]|" + attributes + ")*)|" + + // 3. anything else (capture 2) + ".*" + + ")\\)|)", + + // Leading and non-escaped trailing whitespace, capturing some non-whitespace characters preceding the latter + rwhitespace = new RegExp( whitespace + "+", "g" ), + rtrim = new RegExp( "^" + whitespace + "+|((?:^|[^\\\\])(?:\\\\.)*)" + whitespace + "+$", "g" ), + + rcomma = new RegExp( "^" + whitespace + "*," + whitespace + "*" ), + rcombinators = new RegExp( "^" + whitespace + "*([>+~]|" + whitespace + ")" + whitespace + "*" ), + + rattributeQuotes = new RegExp( "=" + whitespace + "*([^\\]'\"]*?)" + whitespace + "*\\]", "g" ), + + rpseudo = new RegExp( pseudos ), + ridentifier = new RegExp( "^" + identifier + "$" ), + + matchExpr = { + "ID": new RegExp( "^#(" + identifier + ")" ), + "CLASS": new RegExp( "^\\.(" + identifier + ")" ), + "TAG": new RegExp( "^(" + identifier + "|[*])" ), + "ATTR": new RegExp( "^" + attributes ), + "PSEUDO": new RegExp( "^" + pseudos ), + "CHILD": new RegExp( "^:(only|first|last|nth|nth-last)-(child|of-type)(?:\\(" + whitespace + + "*(even|odd|(([+-]|)(\\d*)n|)" + whitespace + "*(?:([+-]|)" + whitespace + + "*(\\d+)|))" + whitespace + "*\\)|)", "i" ), + "bool": new RegExp( "^(?:" + booleans + ")$", "i" ), + // For use in libraries implementing .is() + // We use this for POS matching in `select` + "needsContext": new RegExp( "^" + whitespace + "*[>+~]|:(even|odd|eq|gt|lt|nth|first|last)(?:\\(" + + whitespace + "*((?:-\\d)?\\d*)" + whitespace + "*\\)|)(?=[^-]|$)", "i" ) + }, + + rinputs = /^(?:input|select|textarea|button)$/i, + rheader = /^h\d$/i, + + rnative = /^[^{]+\{\s*\[native \w/, + + // Easily-parseable/retrievable ID or TAG or CLASS selectors + rquickExpr = /^(?:#([\w-]+)|(\w+)|\.([\w-]+))$/, + + rsibling = /[+~]/, + + // CSS escapes + // http://www.w3.org/TR/CSS21/syndata.html#escaped-characters + runescape = new RegExp( "\\\\([\\da-f]{1,6}" + whitespace + "?|(" + whitespace + ")|.)", "ig" ), + funescape = function( _, escaped, escapedWhitespace ) { + var high = "0x" + escaped - 0x10000; + // NaN means non-codepoint + // Support: Firefox<24 + // Workaround erroneous numeric interpretation of +"0x" + return high !== high || escapedWhitespace ? + escaped : + high < 0 ? + // BMP codepoint + String.fromCharCode( high + 0x10000 ) : + // Supplemental Plane codepoint (surrogate pair) + String.fromCharCode( high >> 10 | 0xD800, high & 0x3FF | 0xDC00 ); + }, + + // CSS string/identifier serialization + // https://drafts.csswg.org/cssom/#common-serializing-idioms + rcssescape = /([\0-\x1f\x7f]|^-?\d)|^-$|[^\x80-\uFFFF\w-]/g, + fcssescape = function( ch, asCodePoint ) { + if ( asCodePoint ) { + + // U+0000 NULL becomes U+FFFD REPLACEMENT CHARACTER + if ( ch === "\0" ) { + return "\uFFFD"; + } + + // Control characters and (dependent upon position) numbers get escaped as code points + return ch.slice( 0, -1 ) + "\\" + ch.charCodeAt( ch.length - 1 ).toString( 16 ) + " "; + } + + // Other potentially-special ASCII characters get backslash-escaped + return "\\" + ch; + }, + + // Used for iframes + // See setDocument() + // Removing the function wrapper causes a "Permission Denied" + // error in IE + unloadHandler = function() { + setDocument(); + }, + + disabledAncestor = addCombinator( + function( elem ) { + return elem.disabled === true; + }, + { dir: "parentNode", next: "legend" } + ); + +// Optimize for push.apply( _, NodeList ) +try { + push.apply( + (arr = slice.call( preferredDoc.childNodes )), + preferredDoc.childNodes + ); + // Support: Android<4.0 + // Detect silently failing push.apply + arr[ preferredDoc.childNodes.length ].nodeType; +} catch ( e ) { + push = { apply: arr.length ? + + // Leverage slice if possible + function( target, els ) { + push_native.apply( target, slice.call(els) ); + } : + + // Support: IE<9 + // Otherwise append directly + function( target, els ) { + var j = target.length, + i = 0; + // Can't trust NodeList.length + while ( (target[j++] = els[i++]) ) {} + target.length = j - 1; + } + }; +} + +function Sizzle( selector, context, results, seed ) { + var m, i, elem, nid, match, groups, newSelector, + newContext = context && context.ownerDocument, + + // nodeType defaults to 9, since context defaults to document + nodeType = context ? context.nodeType : 9; + + results = results || []; + + // Return early from calls with invalid selector or context + if ( typeof selector !== "string" || !selector || + nodeType !== 1 && nodeType !== 9 && nodeType !== 11 ) { + + return results; + } + + // Try to shortcut find operations (as opposed to filters) in HTML documents + if ( !seed ) { + + if ( ( context ? context.ownerDocument || context : preferredDoc ) !== document ) { + setDocument( context ); + } + context = context || document; + + if ( documentIsHTML ) { + + // If the selector is sufficiently simple, try using a "get*By*" DOM method + // (excepting DocumentFragment context, where the methods don't exist) + if ( nodeType !== 11 && (match = rquickExpr.exec( selector )) ) { + + // ID selector + if ( (m = match[1]) ) { + + // Document context + if ( nodeType === 9 ) { + if ( (elem = context.getElementById( m )) ) { + + // Support: IE, Opera, Webkit + // TODO: identify versions + // getElementById can match elements by name instead of ID + if ( elem.id === m ) { + results.push( elem ); + return results; + } + } else { + return results; + } + + // Element context + } else { + + // Support: IE, Opera, Webkit + // TODO: identify versions + // getElementById can match elements by name instead of ID + if ( newContext && (elem = newContext.getElementById( m )) && + contains( context, elem ) && + elem.id === m ) { + + results.push( elem ); + return results; + } + } + + // Type selector + } else if ( match[2] ) { + push.apply( results, context.getElementsByTagName( selector ) ); + return results; + + // Class selector + } else if ( (m = match[3]) && support.getElementsByClassName && + context.getElementsByClassName ) { + + push.apply( results, context.getElementsByClassName( m ) ); + return results; + } + } + + // Take advantage of querySelectorAll + if ( support.qsa && + !compilerCache[ selector + " " ] && + (!rbuggyQSA || !rbuggyQSA.test( selector )) ) { + + if ( nodeType !== 1 ) { + newContext = context; + newSelector = selector; + + // qSA looks outside Element context, which is not what we want + // Thanks to Andrew Dupont for this workaround technique + // Support: IE <=8 + // Exclude object elements + } else if ( context.nodeName.toLowerCase() !== "object" ) { + + // Capture the context ID, setting it first if necessary + if ( (nid = context.getAttribute( "id" )) ) { + nid = nid.replace( rcssescape, fcssescape ); + } else { + context.setAttribute( "id", (nid = expando) ); + } + + // Prefix every selector in the list + groups = tokenize( selector ); + i = groups.length; + while ( i-- ) { + groups[i] = "#" + nid + " " + toSelector( groups[i] ); + } + newSelector = groups.join( "," ); + + // Expand context for sibling selectors + newContext = rsibling.test( selector ) && testContext( context.parentNode ) || + context; + } + + if ( newSelector ) { + try { + push.apply( results, + newContext.querySelectorAll( newSelector ) + ); + return results; + } catch ( qsaError ) { + } finally { + if ( nid === expando ) { + context.removeAttribute( "id" ); + } + } + } + } + } + } + + // All others + return select( selector.replace( rtrim, "$1" ), context, results, seed ); +} + +/** + * Create key-value caches of limited size + * @returns {function(string, object)} Returns the Object data after storing it on itself with + * property name the (space-suffixed) string and (if the cache is larger than Expr.cacheLength) + * deleting the oldest entry + */ +function createCache() { + var keys = []; + + function cache( key, value ) { + // Use (key + " ") to avoid collision with native prototype properties (see Issue #157) + if ( keys.push( key + " " ) > Expr.cacheLength ) { + // Only keep the most recent entries + delete cache[ keys.shift() ]; + } + return (cache[ key + " " ] = value); + } + return cache; +} + +/** + * Mark a function for special use by Sizzle + * @param {Function} fn The function to mark + */ +function markFunction( fn ) { + fn[ expando ] = true; + return fn; +} + +/** + * Support testing using an element + * @param {Function} fn Passed the created element and returns a boolean result + */ +function assert( fn ) { + var el = document.createElement("fieldset"); + + try { + return !!fn( el ); + } catch (e) { + return false; + } finally { + // Remove from its parent by default + if ( el.parentNode ) { + el.parentNode.removeChild( el ); + } + // release memory in IE + el = null; + } +} + +/** + * Adds the same handler for all of the specified attrs + * @param {String} attrs Pipe-separated list of attributes + * @param {Function} handler The method that will be applied + */ +function addHandle( attrs, handler ) { + var arr = attrs.split("|"), + i = arr.length; + + while ( i-- ) { + Expr.attrHandle[ arr[i] ] = handler; + } +} + +/** + * Checks document order of two siblings + * @param {Element} a + * @param {Element} b + * @returns {Number} Returns less than 0 if a precedes b, greater than 0 if a follows b + */ +function siblingCheck( a, b ) { + var cur = b && a, + diff = cur && a.nodeType === 1 && b.nodeType === 1 && + a.sourceIndex - b.sourceIndex; + + // Use IE sourceIndex if available on both nodes + if ( diff ) { + return diff; + } + + // Check if b follows a + if ( cur ) { + while ( (cur = cur.nextSibling) ) { + if ( cur === b ) { + return -1; + } + } + } + + return a ? 1 : -1; +} + +/** + * Returns a function to use in pseudos for input types + * @param {String} type + */ +function createInputPseudo( type ) { + return function( elem ) { + var name = elem.nodeName.toLowerCase(); + return name === "input" && elem.type === type; + }; +} + +/** + * Returns a function to use in pseudos for buttons + * @param {String} type + */ +function createButtonPseudo( type ) { + return function( elem ) { + var name = elem.nodeName.toLowerCase(); + return (name === "input" || name === "button") && elem.type === type; + }; +} + +/** + * Returns a function to use in pseudos for :enabled/:disabled + * @param {Boolean} disabled true for :disabled; false for :enabled + */ +function createDisabledPseudo( disabled ) { + // Known :disabled false positives: + // IE: *[disabled]:not(button, input, select, textarea, optgroup, option, menuitem, fieldset) + // not IE: fieldset[disabled] > legend:nth-of-type(n+2) :can-disable + return function( elem ) { + + // Check form elements and option elements for explicit disabling + return "label" in elem && elem.disabled === disabled || + "form" in elem && elem.disabled === disabled || + + // Check non-disabled form elements for fieldset[disabled] ancestors + "form" in elem && elem.disabled === false && ( + // Support: IE6-11+ + // Ancestry is covered for us + elem.isDisabled === disabled || + + // Otherwise, assume any non-