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scrapy/docs/topics/selectors.rst
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.. _topics-selectors:
=========
Selectors
=========
When you're scraping web pages, the most common task you need to perform is
to extract data from the HTML source. There are several libraries available to
achieve this:
* `BeautifulSoup`_ is a very popular screen scraping library among Python
programmers which constructs a Python object based on the
structure of the HTML code and also deals with bad markup reasonably well,
but it has one drawback: it's slow.
* `lxml`_ is a XML parsing library (which also parses HTML) with a pythonic
API based on `ElementTree`_ (which is not part of the Python standard
library).
Scrapy comes with its own mechanism for extracting data. They're called XPath
selectors (or just "selectors", for short) because they "select" certain parts
of the HTML document specified by `XPath`_ expressions.
`XPath`_ is a language for selecting nodes in XML documents, which can also be used with HTML.
Both `lxml`_ and Scrapy Selectors are built over the `libxml2`_ library, which
means they're very similar in speed and parsing accuracy.
This page explains how selectors work and describes their API which is very
small and simple, unlike the `lxml`_ API which is much bigger because the
`lxml`_ library can be used for many other tasks, besides selecting markup
documents.
For a complete reference of the selectors API see the :ref:`XPath selector
reference <topics-selectors-ref>`.
.. _BeautifulSoup: http://www.crummy.com/software/BeautifulSoup/
.. _lxml: http://codespeak.net/lxml/
.. _ElementTree: http://docs.python.org/library/xml.etree.elementtree.html
.. _libxml2: http://xmlsoft.org/
.. _XPath: http://www.w3.org/TR/xpath
Using selectors
===============
Constructing selectors
----------------------
There are two types of selectors bundled with Scrapy. Those are:
* :class:`~scrapy.selector.HtmlXPathSelector` - for working with HTML documents
* :class:`~scrapy.selector.XmlXPathSelector` - for working with XML documents
.. highlight:: python
Both share the same selector API, and are constructed with a Response object as
their first parameter. This is the Response they're going to be "selecting".
Example::
hxs = HtmlXPathSelector(response) # a HTML selector
xxs = XmlXPathSelector(response) # a XML selector
Using selectors with XPaths
---------------------------
To explain how to use the selectors we'll use the `Scrapy shell` (which
provides interactive testing) and an example page located in the Scrapy
documentation server:
http://doc.scrapy.org/en/latest/_static/selectors-sample1.html
.. _topics-selectors-htmlcode:
Here's its HTML code:
.. literalinclude:: ../_static/selectors-sample1.html
:language: html
.. highlight:: sh
First, let's open the shell::
scrapy shell http://doc.scrapy.org/en/latest/_static/selectors-sample1.html
Then, after the shell loads, you'll have some selectors already instantiated and
ready to use.
Since we're dealing with HTML, we'll be using the
:class:`~scrapy.selector.HtmlXPathSelector` object which is found, by default, in
the ``hxs`` shell variable.
.. highlight:: python
So, by looking at the :ref:`HTML code <topics-selectors-htmlcode>` of that page,
let's construct an XPath (using an HTML selector) for selecting the text inside
the title tag::
>>> hxs.select('//title/text()')
[<HtmlXPathSelector (text) xpath=//title/text()>]
As you can see, the select() method returns an XPathSelectorList, which is a list of
new selectors. This API can be used quickly for extracting nested data.
To actually extract the textual data, you must call the selector ``extract()``
method, as follows::
>>> hxs.select('//title/text()').extract()
[u'Example website']
Now we're going to get the base URL and some image links::
>>> hxs.select('//base/@href').extract()
[u'http://example.com/']
>>> hxs.select('//a[contains(@href, "image")]/@href').extract()
[u'image1.html',
u'image2.html',
u'image3.html',
u'image4.html',
u'image5.html']
>>> hxs.select('//a[contains(@href, "image")]/img/@src').extract()
[u'image1_thumb.jpg',
u'image2_thumb.jpg',
u'image3_thumb.jpg',
u'image4_thumb.jpg',
u'image5_thumb.jpg']
Using selectors with regular expressions
----------------------------------------
Selectors also have a ``re()`` method for extracting data using regular
expressions. However, unlike using the ``select()`` method, the ``re()`` method
does not return a list of :class:`~scrapy.selector.XPathSelector` objects, so you
can't construct nested ``.re()`` calls.
Here's an example used to extract images names from the :ref:`HTML code
<topics-selectors-htmlcode>` above::
>>> hxs.select('//a[contains(@href, "image")]/text()').re(r'Name:\s*(.*)')
[u'My image 1',
u'My image 2',
u'My image 3',
u'My image 4',
u'My image 5']
.. _topics-selectors-nesting-selectors:
Nesting selectors
-----------------
The ``select()`` selector method returns a list of selectors, so you can call the
``select()`` for those selectors too. Here's an example::
>>> links = hxs.select('//a[contains(@href, "image")]')
>>> links.extract()
[u'<a href="image1.html">Name: My image 1 <br><img src="image1_thumb.jpg"></a>',
u'<a href="image2.html">Name: My image 2 <br><img src="image2_thumb.jpg"></a>',
u'<a href="image3.html">Name: My image 3 <br><img src="image3_thumb.jpg"></a>',
u'<a href="image4.html">Name: My image 4 <br><img src="image4_thumb.jpg"></a>',
u'<a href="image5.html">Name: My image 5 <br><img src="image5_thumb.jpg"></a>']
>>> for index, link in enumerate(links):
args = (index, link.select('@href').extract(), link.select('img/@src').extract())
print 'Link number %d points to url %s and image %s' % args
Link number 0 points to url [u'image1.html'] and image [u'image1_thumb.jpg']
Link number 1 points to url [u'image2.html'] and image [u'image2_thumb.jpg']
Link number 2 points to url [u'image3.html'] and image [u'image3_thumb.jpg']
Link number 3 points to url [u'image4.html'] and image [u'image4_thumb.jpg']
Link number 4 points to url [u'image5.html'] and image [u'image5_thumb.jpg']
.. _topics-selectors-relative-xpaths:
Working with relative XPaths
----------------------------
Keep in mind that if you are nesting XPathSelectors and use an XPath that
starts with ``/``, that XPath will be absolute to the document and not relative
to the ``XPathSelector`` you're calling it from.
For example, suppose you want to extract all ``<p>`` elements inside ``<div>``
elements. First, you would get all ``<div>`` elements::
>>> divs = hxs.select('//div')
At first, you may be tempted to use the following approach, which is wrong, as
it actually extracts all ``<p>`` elements from the document, not only those
inside ``<div>`` elements::
>>> for p in divs.select('//p') # this is wrong - gets all <p> from the whole document
>>> print p.extract()
This is the proper way to do it (note the dot prefixing the ``.//p`` XPath)::
>>> for p in divs.select('.//p') # extracts all <p> inside
>>> print p.extract()
Another common case would be to extract all direct ``<p>`` children::
>>> for p in divs.select('p')
>>> print p.extract()
For more details about relative XPaths see the `Location Paths`_ section in the
XPath specification.
.. _Location Paths: http://www.w3.org/TR/xpath#location-paths
.. _topics-selectors-ref:
Built-in XPath Selectors reference
==================================
.. module:: scrapy.selector
:synopsis: XPath selectors classes
There are two types of selectors bundled with Scrapy:
:class:`HtmlXPathSelector` and :class:`XmlXPathSelector`. Both of them
implement the same :class:`XPathSelector` interface. The only different is that
one is used to process HTML data and the other XML data.
XPathSelector objects
---------------------
.. class:: XPathSelector(response)
A :class:`XPathSelector` object is a wrapper over response to select
certain parts of its content.
``response`` is a :class:`~scrapy.http.Response` object that will be used
for selecting and extracting data
.. method:: select(xpath)
Apply the given XPath relative to this XPathSelector and return a list
of :class:`XPathSelector` objects (ie. a :class:`XPathSelectorList`) with
the result.
``xpath`` is a string containing the XPath to apply
.. method:: re(regex)
Apply the given regex and return a list of unicode strings with the
matches.
``regex`` can be either a compiled regular expression or a string which
will be compiled to a regular expression using ``re.compile(regex)``
.. method:: extract()
Return a unicode string with the content of this :class:`XPathSelector`
object.
.. method:: register_namespace(prefix, uri)
Register the given namespace to be used in this :class:`XPathSelector`.
Without registering namespaces you can't select or extract data from
non-standard namespaces. See examples below.
.. method:: __nonzero__()
Returns ``True`` if there is any real content selected by this
:class:`XPathSelector` or ``False`` otherwise. In other words, the boolean
value of an XPathSelector is given by the contents it selects.
XPathSelectorList objects
-------------------------
.. class:: XPathSelectorList
The :class:`XPathSelectorList` class is subclass of the builtin ``list``
class, which provides a few additional methods.
.. method:: select(xpath)
Call the :meth:`XPathSelector.select` method for all :class:`XPathSelector`
objects in this list and return their results flattened, as a new
:class:`XPathSelectorList`.
``xpath`` is the same argument as the one in :meth:`XPathSelector.select`
.. method:: re(regex)
Call the :meth:`XPathSelector.re` method for all :class:`XPathSelector`
objects in this list and return their results flattened, as a list of
unicode strings.
``regex`` is the same argument as the one in :meth:`XPathSelector.re`
.. method:: extract()
Call the :meth:`XPathSelector.extract` method for all :class:`XPathSelector`
objects in this list and return their results flattened, as a list of
unicode strings.
.. method:: extract_unquoted()
Call the :meth:`XPathSelector.extract_unoquoted` method for all
:class:`XPathSelector` objects in this list and return their results
flattened, as a list of unicode strings. This method should not be applied
to all kinds of XPathSelectors. For more info see
:meth:`XPathSelector.extract_unoquoted`.
HtmlXPathSelector objects
-------------------------
.. class:: HtmlXPathSelector(response)
A subclass of :class:`XPathSelector` for working with HTML content. It uses
the `libxml2`_ HTML parser. See the :class:`XPathSelector` API for more info.
.. _libxml2: http://xmlsoft.org/
HtmlXPathSelector examples
~~~~~~~~~~~~~~~~~~~~~~~~~~
Here's a couple of :class:`HtmlXPathSelector` examples to illustrate several
concepts. In all cases, we assume there is already an :class:`HtmlPathSelector`
instantiated with a :class:`~scrapy.http.Response` object like this::
x = HtmlXPathSelector(html_response)
1. Select all ``<h1>`` elements from a HTML response body, returning a list of
:class:`XPathSelector` objects (ie. a :class:`XPathSelectorList` object)::
x.select("//h1")
2. Extract the text of all ``<h1>`` elements from a HTML response body,
returning a list of unicode strings::
x.select("//h1").extract() # this includes the h1 tag
x.select("//h1/text()").extract() # this excludes the h1 tag
3. Iterate over all ``<p>`` tags and print their class attribute::
for node in x.select("//p"):
... print node.select("@href")
4. Extract textual data from all ``<p>`` tags without entities, as a list of
unicode strings::
x.select("//p/text()").extract_unquoted()
# the following line is wrong. extract_unquoted() should only be used
# with textual XPathSelectors
x.select("//p").extract_unquoted() # it may work but output is unpredictable
XmlXPathSelector objects
------------------------
.. class:: XmlXPathSelector(response)
A subclass of :class:`XPathSelector` for working with XML content. It uses
the `libxml2`_ XML parser. See the :class:`XPathSelector` API for more info.
XmlXPathSelector examples
~~~~~~~~~~~~~~~~~~~~~~~~~
Here's a couple of :class:`XmlXPathSelector` examples to illustrate several
concepts. In both cases we assume there is already an :class:`XmlPathSelector`
instantiated with a :class:`~scrapy.http.Response` object like this::
x = XmlPathSelector(xml_response)
1. Select all ``<product>`` elements from a XML response body, returning a list of
:class:`XPathSelector` objects (ie. a :class:`XPathSelectorList` object)::
x.select("//product")
2. Extract all prices from a `Google Base XML feed`_ which requires registering
a namespace::
x.register_namespace("g", "http://base.google.com/ns/1.0")
x.select("//g:price").extract()
.. _Google Base XML feed: http://base.google.com/support/bin/answer.py?hl=en&answer=59461