A recent blog entry by a Jeff Atwood says that you should never parse HTML using regular expressions - yet doesn't give an alternative.
I want to scrape search search results, extracting values:
<div class="used_result_container">
...
...
<div class="vehicleInfo">
...
...
<div class="makemodeltrim">
...
<a class="carlink" href="[Url]">[MakeAndModel]</a>
...
</div>
<div class="kilometers">[Kilometers]</div>
<div class="price">[Price]</div>
<div class="location">
<span class='locationText'>Location:</span>[Location]
</div>
...
...
</div>
...
...
</div>
...and it repeats
You can see the values I want to extract, [enclosed in brackets]:
Url
MakeAndModel
Kilometers
Price
Location
Assuming we accept the premise that parsing HTML:
generally a bad idea
rapidly devolves into madness
What's the way to do it?
Assumptions:
native Win32
loose html
Assumption clarifications:
Native Win32
.NET/CLR is not native Win32
Java is not native Win32
perl, python, ruby are not native Win32
assume C++, in Visual Studio 2000, compiled into a native Win32 application
Native Win32 applications can call library code:
copied source code
DLLs containing function entry points
DLLs containing COM objects
DLLs containing COM objects that are COM-callable wrappers (CCW) around managed .NET objects
Loose HTML
xml is not loose HTML
xhtml is not loose HTML
strict HTML is not loose HTML
Loose HTML implies that the HTML is not well-formed xml (strict HTML is not well-formed xml anyway), and so an XML parser cannot be used. In reality I was present the assumption that any HTML parser must be generous in the HTML it accepts.
Clarification#2
Assuming you like the idea of turning the HTML into a Document Object Model (DOM), how then do you access repeating structures of data? How would you walk a DOM tree? I need a DIV node that is a class of used_result_container, which has a child DIV of class of vehicleInfo. But the nodes don't necessarily have to be direct children of one another.
It sounds like I'm trading one set of regular expression problems for another. If they change the structure of the HTML, I will have to re-write my code to match - as I would with regular expressions. And assuming we want to avoid those problems, because those are the problems with regular expressions, what do I do instead?
And would I not be writing a regular expression parser for DOM nodes? i'm writing an engine to parse a string of objects, using an internal state machine and forward and back capture. No, there must be a better way - the way that Jeff alluded to.
I intentionally kept the original question vague, so as not to lead people down the wrong path. I didn't want to imply that the solution, necessarily, had anything to do with:
walking a DOM tree
xpath queries
Clarification#3
The sample HTML I provided I trimmed down to the important elements and attributes. The mechanism I used to trim the HTML down was based on my internal bias that uses regular expressions. I naturally think that I need various "sign-posts in the HTML that I look for.
So don't confuse the presented HTML for the entire HTML. Perhaps some other solution depends on the presence of all the original HTML.
Update 4
The only proposed solutions seem to involve using a library to convert the HTML into a Document Object Model (DOM). The question then would have to become: then what?
Now that I have the DOM, what do I do with it? It seems that I still have to walk the tree with some sort of regular DOM expression parser, capable of forward matching and capture.
In this particular case i need all the used_result_container DIV nodes which contain vehicleInfo DIV nodes as children. Any used_result_container DIV nodes that do not contain vehicleInfo has a child are not relevant.
Is there a DOM regular expression parser with capture and forward matching? I don't think XPath can select higher level nodes based on criteria of lower level nodes:
\\div[#class="used_result_container" && .\div[#class="vehicleInfo"]]\*
Note: I use XPath so infrequently that I cannot make up hypothetical xpath syntax very goodly.
Python:
lxml - faster, perhaps better at parsing bad HTML
BeautifulSoup - if lxml fails on your input try this.
Ruby: (heard of the following libraries, but never tried them)
Nokogiri
hpricot
Though if your parsers choke, and you can roughly pinpoint what is causing the choking, I frankly think it's okay to use a regex hack to remove that portion before passing it to the parser.
If you do decide on using lxml, here are some XPath tutorials that you may find useful. The lxml tutorials kind of assume that you know what XPath is (which I didn't when I first read them.)
Edit: Your post has really grown since it first came out... I'll try to answer what I can.
i don't think XPath can select higher level nodes based on criteria of lower level nodes:
It can. Try //div[#class='vehicleInfo']/parent::div[#class='used_result_container']. Use ancestor if you need to go up more levels. lxml also provides a getparent() method on its search results, and you could use that too. Really, you should look at the XPath sites I linked; you can probably solve your problems from there.
how then do you access repeating structures of data?
It would seem that DOM queries are exactly suited to your needs. XPath queries return you a list of the elements found -- what more could you want? And despite its name, lxml does accept 'loose HTML'. Moreover, the parser recognizes the 'sign-posts' in the HTML and structures the whole document accordingly, so you don't have to do it yourself.
Yes, you are still have to do a search on the structure, but at a higher level of abstraction. If the site designers decide to do a page overhaul and completely change the names and structure of their divs, then that's too bad, you have to rewrite your queries, but it should take less time than rewriting your regex. Nothing will do it automatically for you, unless you want to write some AI capabilities into your page-scraper...
I apologize for not providing 'native Win32' libraries, I'd assumed at first that you simply meant 'runs on Windows'. But the others have answered that part.
Native Win32
You can always use IHtmlDocument2. This is built-in to Windows at this point. With this COM interface, you get native access to a powerful DOM parser (IE's DOM parser!).
Use Html Agility Pack for .NET
Update
Since you need something native/antique, and the markup is likely bad, I would recommend running the markup through Tidy and then parsing it with Xerces
Use Beautiful Soup.
Beautiful Soup is an HTML/XML parser
for Python that can turn even invalid
markup into a parse tree. It provides
simple, idiomatic ways of navigating,
searching, and modifying the parse
tree. It commonly saves programmers
hours or days of work. There's also a
Ruby port called Rubyful Soup.
If you are really under Win32 you can use a tiny and fast COM object to do it
example code with vbs:
Set dom = CreateObject("htmlfile")
dom.write("<div>Click for <img src='http://www.google.com/images/srpr/logo1w.png'>Google</a></div>")
WScript.Echo(dom.Images.item(0).src)
You can also do this in JScript, or VB/Dephi/C++/C#/Python etc on Windows. It use mshtml.dll dom layout and parser directly.
The alternative is to use an html dom parser. Unfortunately, it seems like most of them have problems with poorly formed html, so in addition you need to run it through html tidy or something similar first.
If a DOM parser is out of the question - for whatever reason,
I'd go for some variant of PHP's explode() or whatever is available in the programming language that you use.
You could for example start out by splitting by <div class="vehicleInfo">, which would give you each result (remember to ignore the first place). After that you could loop the results split each result by <div class="makemodeltrim"> etc.
This is by no means an optimal solution, and it will be quite fragile (almost any change in the layout of the document would break the code).
Another option would be to go after some CSS selector library like phpQuery or similar for your programming language.
Use a DOM parser
e.g. for java check this list
Open Source HTML Parsers in Java (I like to use cobra)
Or if you are sure e.g. that you only want to parse a certain subset of your html which ideally is also xml valid you could use some xml parser to parse only fragment you pass it in and then even use xpath to request the values your are interested in.
Open Source XML Parsers in Java (e.g. dom4j is easy to use)
I think libxml2, despite its name, also does its best to parse tag soup HTML. It is a C library, so it should satisfy your requirements. You can find it here.
BTW, another answer recommended lxml, which is a Python library, but is actually built on libxml2. If lxml worked well for him, chances are libxml2 is going to work well for you.
How about using Internet Explorer as an ActiveX control? It will give you a fully rendered structure as it viewed the page.
The HTML::Parser and HTML::Tree modules in Perl are pretty good at parsing most typical so-called HTML on the web. From there, you can locate elements using XPath-like queries.
What do you think about ihtmldocument2,
I think it should help.
Related
I have a situation where the underlying application provides a UI layer and this in turn has to be rendered as a portlet. However, I do not want all parts of the UI originally presented to be rendered in Portlet.
Proposed solution: Using Datapower for parsing an XML being a norm, I am wondering if it is possible to parse a HTML. I understand HTML may not be always well formed. But if there are very few HTML pages in underlying application, then a contract can be enforced..
Also, if one manages to parse and extract data out of HTML using DP, then the resultant (perhaps and XML) can be used to produce HTML5 with all its goodies.
So question: Is it advisable to use Datapower to parse an HTML page to extract an XML out of it? Prerequisite: number of HTML pages per application could vary in data but not with many pages.
I suspect you will be unable to parse HTML using DataPower. DataPower can parse well-formed XML, but HTML - unless it is explicitly designed as xHTML - is likely to be full of tags that break well-formedness.
Many web pages are full of tags like <br> or <ul><li>Item1<li>Item2<li>Item3</ul>, all of which will cause the parsing to fail.
If you really want to follow your suggested approach, you'll probably need to do something on a more flexible platform such as WAS where you can build (or reuse) a parser that takes care of all of that for you.
If you think about it, this is what your web browser does - it has all the complex rules that turn badly-formed XML tags (i.e. HTML) into a valid DOM structure. It sounds like you may be better off doing manipulation at the level of the DOM rather than the HTML, as that way you can leverage existing, well-tested parsing solutions and focus on the structure of the data. You could do this client-side using JavaScript or you could look at a server-side JavaScript option such as Rhino or PhantomJS.
All of this might be doing things the hard way, though. Have you confirmed whether or not the underlying application has any APIs or web services that IT uses to render the pages, allowing you to get to the data without the existing presentation layer getting in the way?
Cheers,
Chris
Question of parsing and HTML page originates when you want to do some processing over it. If this is the case you can face problems because datapower by default will not allow hyperlinks inside the well formed XML or HTML document [It is considered to be a security risk], however this can be overcome with appropriate settings in XML manager present.
As far as question of HTML page parsing is concerned, Datapower being and ESB layer is expected to provide message format translation and that it indeed does. So design wise it is a good place to do message format translation. Practically however you will face above mentioned problem when you try to parse HTML as XML document.
The parsing can produce any message format model you wish [theoretically] hence you can use the XSLT to achieve what you wish.
Ajitabh
I have a project where my input files used to be XML. I'm now being asked to start processing HTML with embedded CSS instead, and I'd like to accomplish this as cleanly and with as few code changes as possible. I was using XML::LibXML to parse the XML files, but now that we're moving to HTML with CSS, I'm thinking I'll need to move to something else. That said, before I dig myself knee deep into silly decisions I'll likely regret, I wanted to ask here: what do you guys use for this kind of task?
The structures of the old XML and the new HTML input files are pretty similar, with both holding the same information. The HTML uses divs in place of the XML's text nodes, and holds its style information in style tags and attributes instead of separated xml attributes.
An example of the old XML is:
<text font="TimesNewRoman,BoldItalic" size="11.04" x="59" y="405" w="52"
h="12" bold="yes" italic="yes" cs="4.6" o_bbox="59,405;52,12"
o_size="11.04" o_cs="4.6">
Some text
</text>
An example of the new HTML is:
<div o="9ka" style="position:absolute;top:145;left:89;x-pdf-top:744;x-pdf-left:60;x-pdf-bottom:732;x-pdf-right:536;">
<span class="ft19" >
Some text
</span></nobr>
</div>
where "ft19" refers to a css style element from the top of the page of the format:
.ft19{ vertical-align:top;font-size:14px;x-pdf-font-size:14px;
font-family:Times;color:#000000;x-pdf-color:#000000;font-style:italic;
x-pdf-letter-spacing:0.83px;}
Basically, all I want is a parser that can read the stylistic elements of each node as attributes, so I could do something like:
my #texts_arr = $page_node->findnodes('text');
my $test_node = $texts_arr[1];
print "node\'s bold value is: " . $text_node->getAttribute('bold');
as I'm able to do with the XML. Does anything like that exist for parsing HTML? I'd really like to make sure I start this the right way instead of finding something that sort of does what I want on CPAN and realizing two months later that there was another module that was way better for what I'm trying to do.
Ideas?
The basic one I am aware of is HTML::Parser.
There is also a project that works with it, Marpa::HTML which is the work of the larger parser project Marpa, which parses any language that can be described in BNF, documented on the author's blog which is very interesting but much newer and experimental.
I also see that wildly successful WWW::Mechanize uses HTML::TokeParser, and it uses HTML::PullParser, so there's that too.
If you need something even more generic (and evil) you can look into "writing" your own using something like Text::Balanced (which has some nice methods for tags, not sure about tag properties though) or even Regexp::Grammars, but again this means reinventing the wheel somewhat, I would only choose these routes if the above don't do what you need.
Perhaps I haven't helped. Perhaps I have just done a literature search for you, but maybe one of these will work better for you than others.
Edit: one more parser for you, seems like it might do what you need HTML::Tree. Then look at methods like look_down from HTML::Element to act on the tree. I saw an example here.
It's not clear - is the Perl parsing for the purposes of doing the conversion to HTML (with embedded CSS)? If so, why not forget Perl and use XSLT which is designed to transform XML documents?
I need to parse HTML fragments, by which I mean the files lack <html>, <head> and <body> elements, otherwise having well-formed XHTML syntax, UTF8 encoding guaranteed. It looks like libxml is ideal for this task, but I have certain constraints which I just don't know how to implement.
htmlSAXParseFile() does its job well enough, but it seems to create DOM itself, inserting body and html elements in the process. I would like to create DOM myself because I may need to skip some elements and modify others on the fly. Is it possible to somehow tell libxml not to create DOM at all and just parse HTML and call my handlers?
If that's not possible for libxml HTML parser, I might as well use xmlSAXUserParseFile() which doesn't seem to create DOM. However, since the files have a structure like <p>...</p><p>...</p>, the parser just spits "Extra content at the end of the document" too early. Is there a way to suppress some parsing errors while still getting notified about them (just because nobody guarantees there will never be other errors in those files)?
There is a whole heck of parsing functions in libxml, some of which accept xmlParserOption as a parameter. Alas, xmlSAXUserParseFile() does not. And those which do all seem to create DOM for some irrelevant API design reasons. Am I missing an obvious candidate?
Oh, and I confess that my reluctance to use libxml's DOM looks like a quirk. I am extremely constrained with RAM, so I desperately need total control over DOM to be able to drop some nodes on low memory conditions and re-read them if necessary.
Thanks in advance.
OK, since nobody has answered the question, I'll try to do it myself.
I wrote all the start/end element handlers and it looks like libxml does not create the DOM any more. At least, the returned document pointer is NULL. It still insists on html and body elements, but I can live with that.
One major problem is that libxml preserves all whitespace nodes, no matter what. So I have to parse text content to eliminate ignorable whitespace. It's ugly, but it works. Should I mention that parsing UTF-8 is the kind of fun you rarely miss?
To be honest, libxml documentation is atrocious. My advice to anybody who ever tries reading the docs: read the source code instead. The code is much more readable and documented.
Thanks for attention.
I have some html (in this case created via TinyMCE) that I would like to add to a page. However, for security reason, I don't want to just print everything the user has entered.
Does anyone know of a templatetag (a filter, preferably) that will allow only a safe subset of html to be rendered?
I realize that markdown and others do this. However, they also add additional markup syntax which could be confusing for my users, since they are using a rich text editor that doesn't know about markdown.
There's removetags, but it's a blacklisting approach which fails to remove tags when they don't look exactly like the well-formed tags Django expects, and of course since it doesn't attempt to remove attributes it is totally vulnerable to the 1,000 other ways of script-injection that don't involve the <script> tag. It's a trap, offering the illusion of safety whilst actually providing no real security at all.
HTML-sanitisation approaches based on regex hacking are almost inevitably a total fail. Using a real HTML parser to get an object model for the submitted content, then filtering and re-serialising in a known-good format, is generally the most reliable approach.
If your rich text editor outputs XHTML it's easy, just use minidom or etree to parse the document then walk over it removing all but known-good elements and attributes and finally convert back to safe XML. If, on the other hand, it spits out HTML, or allows the user to input raw HTML, you may need to use something like BeautifulSoup on it. See this question for some discussion.
Filtering HTML is a large and complicated topic, which is why many people prefer the text-with-restrictive-markup languages.
Use HTML Purifier, html5lib, or another library that is built to do HTML sanitization.
You can use removetags to specify list of tags to be remove:
{{ data|removetags:"script" }}
I have to parse a series of web pages in order to import data into an application. Each type of web page provides the same kind of data. The problem is that the HTML of each page is different, so the location of the data varies. Another problem is that the HTML code is poorly formatted, making it impossible to use a XML-like parser.
So far, the best strategy I can think of, is to define a template for each kind of page, like:
Template A:
<html>
...
<tr><td>Table column that is missing a td
<td> Another table column</td></tr>
<tr><td>$data_item_1$</td>
...
</html>
Template B:
<html>
...
<ul><li>Yet another poorly formatted page <li>$data_item_1$</td></tr>
...
</html>
This way I would only need one single parser for all the pages, that would compare each page with its template and retrieving the $data_item_1$, $data_item_2$, etc. Still, it is going to be a lot of work. Can you think of any simpler solution? Any library that can help?
Thanks
You can pass the page's source through tidy to get a valid page. You can find tidy here
. Tidy has bindings for a lot of programming languages. After you've done this, you can use your favorite parser/content extraction technique.
I'd recommend Html Agility Pack. It has the ability to work with poorly structured HTML while giving you Xml like selection using Xpath. You would still have to template items or select using different selections and analyze but it will get you past the poor structure hump.
As mentioned here and on other SO answers before, Beautiful Soup can parse weird HTML.
Beautiful Soup is a Python HTML/XML parser designed for quick turnaround projects like screen-scraping. Three features make it powerful:
Beautiful Soup won't choke if you give it bad markup. It yields a parse tree that makes approximately as much sense as your original document. This is usually good enough to collect the data you need and run away.
Beautiful Soup provides a few simple methods and Pythonic idioms for navigating, searching, and modifying a parse tree: a toolkit for dissecting a document and extracting what you need. You don't have to create a custom parser for each application.
Beautiful Soup automatically converts incoming documents to Unicode and outgoing documents to UTF-8. You don't have to think about encodings, unless the document doesn't specify an encoding and Beautiful Soup can't autodetect one. Then you just have to specify the original encoding.
Beautiful Soup parses anything you give it, and does the tree traversal stuff for you. You can tell it "Find all the links", or "Find all the links of class externalLink", or "Find all the links whose urls match "foo.com", or "Find the table heading that's got bold text, then give me that text."
Use HTML5 parser like html5lib.
Unlike HTML Tidy, this will give you error handling very close to what browsers do.
There's a couple C# specific threads on this, like Looking for C# HTML parser.
Depending on what data you need to extract regular expressions might be an option. I know a lot of people will shudder at the thought of using RegExes on structured data but the plain fact is (as you have discovered) that a lot of HTML isn't actually well structured and can be very hard to parse.
I had a similar problem to you, but in my case I only wanted one specific piece of data from the page which was easy to identify without parsing the HTML so a RegEx worked very nicely.