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Project Description
Home-page: https://github.com/thombashi/DataProperty
Author: Tsuyoshi Hombashi
Author-email: gogogo.vm@gmail.com
License: MIT License
Description: **DataProperty**

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.. contents:: Table of contents
:backlinks: top
:local:


Summary
=======
A python library for extract property from data.


Installation
============

::

pip install DataProperty


Usage
=====

Extract property of data
------------------------

e.g. Extract a ``float`` value property
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

.. code:: python

>>> from dataproperty import DataProperty
>>> DataProperty(-1.1)
data=-1.1, typename=REAL_NUMBER, align=right, length=None, ascii_char_width=4, integer_digits=1, decimal_places=1, additional_format_len=1


e.g. Extract a ``int`` value property
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

.. code:: python

>>> from dataproperty import DataProperty
>>> DataProperty(123456789)
data=123456789, typename=INTEGER, align=right, length=None, ascii_char_width=9, integer_digits=9, decimal_places=0, additional_format_len=0

e.g. Extract a ``str`` (ascii) value property
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

.. code:: python

>>> from dataproperty import DataProperty
>>> DataProperty("sample string")
data=sample string, typename=STRING, align=left, length=13, ascii_char_width=13, integer_digits=nan, decimal_places=nan, additional_format_len=0

e.g. Extract a ``str`` (multi-byte) value property
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

.. code:: python

>>> import six
>>> from dataproperty import DataProperty
>>> six.text_type(DataProperty("吾輩は猫である"))
data=吾輩は猫である, typename=STRING, align=left, length=7, ascii_char_width=14, integer_digits=nan, decimal_places=nan, additional_format_len=0

::

e.g. Extract a time (``datetime``) value property
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

.. code:: python

>>> import datetime
>>> from dataproperty import DataProperty
>>> DataProperty(datetime.datetime(2017, 1, 1, 0, 0, 0))
data=2017-01-01 00:00:00, typename=DATETIME, align=left, length=None, ascii_char_width=19, integer_digits=nan, decimal_places=nan, additional_format_len=0

e.g. Extract a ``bool`` value property
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

.. code:: python

>>> from dataproperty import DataProperty
>>> DataProperty(True)
data=True, typename=BOOL, align=left, length=None, ascii_char_width=4, integer_digits=nan, decimal_places=nan, additional_format_len=0


Extract data property for each element from a matrix
----------------------------------------------------
``DataPropertyExtractor.to_dataproperty_matrix`` method will return a matrix of ``DataProperty`` instances from a data matrix.
An example data set and the result are as follows:

.. code:: python

dt = datetime.datetime(2017, 1, 1, 0, 0, 0)
inf = float("inf")
nan = float("nan")

data_matrix = [
[1, 1.1, "aa", 1, 1, True, inf, nan, dt],
[2, 2.2, "bbb", 2.2, 2.2, False, "inf", "nan", dt],
[3, 3.33, "cccc", -3, "ccc", "true", inf, "NAN", "2017-01-01T01:23:45+0900"],
]

::

$ ./to_dataproperty_matrix.py
---------- typename ----------
['INTEGER', 'REAL_NUMBER', 'STRING', 'INTEGER', 'INTEGER', 'BOOL', 'INFINITY', 'NAN', 'DATETIME']
['INTEGER', 'REAL_NUMBER', 'STRING', 'REAL_NUMBER', 'REAL_NUMBER', 'BOOL', 'INFINITY', 'NAN', 'DATETIME']
['INTEGER', 'REAL_NUMBER', 'STRING', 'INTEGER', 'STRING', 'BOOL', 'INFINITY', 'NAN', 'STRING']

---------- data ----------
[1, Decimal('1.1'), 'aa', 1, 1, True, Decimal('Infinity'), Decimal('NaN'), datetime.datetime(2017, 1, 1, 0, 0)]
[2, Decimal('2.2'), 'bbb', Decimal('2.2'), Decimal('2.2'), False, Decimal('Infinity'), Decimal('NaN'), datetime.datetime(2017, 1, 1, 0, 0)]
[3, Decimal('3.33'), 'cccc', -3, 'ccc', True, Decimal('Infinity'), Decimal('NaN'), '2017-01-01T01:23:45+0900']

---------- align ----------
[right, right, left, right, right, left, left, left, left]
[right, right, left, right, right, left, left, left, left]
[right, right, left, right, left, left, left, left, left]

---------- length ----------
[1, 3, 2, 1, 1, 4, 8, 3, 19]
[1, 3, 3, 3, 3, 5, 8, 3, 19]
[1, 4, 4, 2, 3, 4, 8, 3, 24]

---------- integer_digits ----------
[1, 1, nan, 1, 1, nan, nan, nan, nan]
[1, 1, nan, 1, 1, nan, nan, nan, nan]
[1, 1, nan, 1, nan, nan, nan, nan, nan]

---------- decimal_places ----------
[0, 1, nan, 0, 0, nan, nan, nan, nan]
[0, 1, nan, 1, 1, nan, nan, nan, nan]
[0, 2, nan, 0, nan, nan, nan, nan, nan]

Full example source code can be found at *examples/py/to_dataproperty_matrix.py*


Extract property for each column from a matrix
------------------------------------------------------
``DataPropertyExtractor.to_col_dataproperty_list`` method will return a list of ``DataProperty`` instances from a data matrix. The list represents the properties for each column.
An example data set and the result are as follows:

Example data set and result are as follows:

.. code:: python

dt = datetime.datetime(2017, 1, 1, 0, 0, 0)
inf = float("inf")
nan = float("nan")

data_matrix = [
[1, 1.1, "aa", 1, 1, True, inf, nan, dt],
[2, 2.2, "bbb", 2.2, 2.2, False, "inf", "nan", dt],
[3, 3.33, "cccc", -3, "ccc", "true", inf, "NAN", "2017-01-01T01:23:45+0900"],
]

::

$ ./to_col_dataproperty_list.py
---------- typename ----------
['INTEGER', 'REAL_NUMBER', 'STRING', 'REAL_NUMBER', 'STRING', 'BOOL', 'INFINITY', 'NAN', 'STRING']

---------- align ----------
[right, right, left, right, left, left, left, left, left]

---------- ascii_char_width ----------
[3, 5, 4, 4, 3, 5, 8, 3, 24]

---------- decimal_places ----------
[0, 2, nan, 1, 1, nan, nan, nan, nan]


Full example source code can be found at *examples/py/to_col_dataproperty_list.py*


Dependencies
============

Python 2.7+ or 3.3+

- `typepy <https://github.com/thombashi/typepy>`__

Test dependencies
-----------------

- `pytest <https://pypi.python.org/pypi/pytest>`__
- `pytest-runner <https://pypi.python.org/pypi/pytest-runner>`__
- `tox <https://pypi.python.org/pypi/tox>`__

Keywords: data,property
Platform: UNKNOWN
Classifier: Development Status :: 3 - Alpha
Classifier: Intended Audience :: Developers
Classifier: Intended Audience :: Information Technology
Classifier: License :: OSI Approved :: MIT License
Classifier: Operating System :: OS Independent
Classifier: Programming Language :: Python :: 2
Classifier: Programming Language :: Python :: 2.7
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.3
Classifier: Programming Language :: Python :: 3.4
Classifier: Programming Language :: Python :: 3.5
Classifier: Programming Language :: Python :: 3.6
Classifier: Topic :: Software Development :: Libraries
Classifier: Topic :: Software Development :: Libraries :: Python Modules
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Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

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0.5.4

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

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0.5.3

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

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0.5.2

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

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0.5.1

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

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0.5.0

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

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0.4.1

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

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0.4.0

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

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0.3.1

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

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0.3.0

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

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0.2.9

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

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0.2.8

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

Show More

0.2.7

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

Show More

0.2.6

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

Show More

0.2.5

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

Show More

0.2.4

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

Show More

0.2.3

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

Show More

0.2.2

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

Show More

0.2.1

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

Show More

0.2.0

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

Show More

0.1.0

History Node

TODO: Figure out how to actually get changelog content.

Changelog content for this version goes here.

Donec et mollis dolor. Praesent et diam eget libero egestas mattis sit amet vitae augue. Nam tincidunt congue enim, ut porta lorem lacinia consectetur. Donec ut libero sed arcu vehicula ultricies a non tortor. Lorem ipsum dolor sit amet, consectetur adipiscing elit.

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Download Files

Download Files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

File Name & Checksum SHA256 Checksum Help Version File Type Upload Date
DataProperty-0.22.0-py2.py3-none-any.whl (18.9 kB) Copy SHA256 Checksum SHA256 py2.py3 Wheel May 14, 2017
DataProperty-0.22.0.tar.gz (23.9 kB) Copy SHA256 Checksum SHA256 Source May 14, 2017

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