May
30
How to Extract Data from Websites, from Jan-Petter Janssen
May 30, 2011 |
One of the more useful skills one can have, at least if one is a researcher, is knowing how to program a computer to extract online data, e.g. stock market prices.
I personally use VB.NET, but I'm sure most programming languages have built-in functions that make the process quite easy.
I wrote "quite" easy, as in everyone can do it, assuming they know basic programming. An introductory book, or a little tutoring from an experienced programmer, should be sufficient.
Two line are all it takes to download a web page:
Dim wc As New System.Net.WebClient wc.DownloadFile("http://EXAMPLE.com/DOWNLOADME.html", "savedFile.txt")
The above lines tell the computer to save the webpage's source as a text file named "savedFile.txt" in the same directory as the VB.NET program.
Naturally, one wouldn't make a program just to download a single page. It's when one needs to download dozens or more pages that the programming approach pays off. If these pages are numbered (they often are), then all one needs to do is to loop through them, e.g:
For i = 0 to 1000 Dim wc As New System.Net.WebClient wc.DownloadFile("http://EXAMPLE.com/DOWNLOADME.php?id=" & cstr(i), "savedFile-" & cstr(i) & ".txt") Next
With stock market data, one often needs to specify the tickers. Thankfully, this is easily overcome:
Dim tickerList() as String = {"ABC", "XYZ", "JPJ"} For i = 0 to tickerList.getUpperBound(0) Dim wc As New System.Net.WebClient wc.DownloadFile("http://EXAMPLE.com/DOWNLOADME.php?ticker=" & tickerList(i), "savedFile-" & tickerList(i) & ".txt") Next
If neither of these approaches work, then the process is slightly more challenging. One needs to search for links within the downloaded source files. It's doable, but too complicated to include in this text.
Although it's very fast to write the code for downloading webpages, the actual execution is very slow. This varies a lot with the internet line and proximity to the remote server, but a rule of thumb is that one page takes one second to download (one should also consider waiting a a short while between each download). One hour, as you know, exists of 3,600 seconds. One day is 86,400, and one month is 2.6 million seconds.
Because of these time concerns, I almost always download all the raw source files to a hard drive, and I do not manipulate them. You never want to find out that there's a bug in the data extraction algorithm, and then having to do all the downloading again. Once the files are on the hard drive, one can easily read them and then save the relevant information into new files again. Reading a file takes something like a hundredth of second or less. The downside with this approach, is that raw data takes up tremendous amounts of space. But with affordable 1TB external usb-connected drives, this is not a problem.
Although reading files from the HD is many, many times faster than downloading them in the first place, working with data loaded to the memory (RAM, as variables in the program) is many, many times faster than reading and writing files. I therefore prefer to make one, only one, text file (CSV) with all the relevant data from the raw data, and every time the program starts up, this file is loaded. When the program finishes, the manipulated variables are then saved to a text file.
I know I only scratched the surface here, but I hope this short text will inspire other researchers to learn the skill of automated data downloading. Once fluent in instructing computers to do your dirty work, you have an extremely valuable slave at your disposal.
P.S. Some useful codes can be found here.
Work in progress!
Comments
2 Comments so far
Archives
- May 2013
- April 2013
- March 2013
- February 2013
- January 2013
- December 2012
- November 2012
- October 2012
- September 2012
- August 2012
- July 2012
- June 2012
- May 2012
- April 2012
- March 2012
- February 2012
- January 2012
- December 2011
- November 2011
- October 2011
- September 2011
- August 2011
- July 2011
- June 2011
- May 2011
- April 2011
- March 2011
- February 2011
- January 2011
- December 2010
- November 2010
- October 2010
- September 2010
- August 2010
- July 2010
- June 2010
- May 2010
- April 2010
- March 2010
- February 2010
- January 2010
- December 2009
- November 2009
- October 2009
- September 2009
- August 2009
- July 2009
- June 2009
- May 2009
- April 2009
- March 2009
- February 2009
- January 2009
- December 2008
- November 2008
- October 2008
- September 2008
- August 2008
- July 2008
- June 2008
- May 2008
- April 2008
- March 2008
- February 2008
- January 2008
- December 2007
- November 2007
- October 2007
- September 2007
- August 2007
- July 2007
- June 2007
- May 2007
- April 2007
- March 2007
- February 2007
- January 2007
- December 2006
- November 2006
- October 2006
- September 2006
- August 2006
- Older Archives
Resources & Links
- The Letters Prize
- Pre-2007 Victor Niederhoffer Posts
- Vic’s NYC Junto
- Reading List
- Programming in 60 Seconds
- The Objectivist Center
- Foundation for Economic Education
- Tigerchess
- Dick Sears' G.T. Index
- Pre-2007 Daily Speculations
- Laurel & Vics' Worldly Investor Articles
Thanks for that Jan-Petter, I (an arts major) am in the process of teaching myself to program a computer. I wonder if you would recommend VB.NET as a good language for a beginner like me? Any books you could recommend?
@Jan-Petter Janseen
You may find the Google Finance API to be quite helpful:
http://code.google.com/apis/finance/
Although Google recently announced that the API will be deprecated - as of May 26, 2011 - they do state “we have no current plans to remove existing functionality”.
@Johan Grobler
I would highly recommend looking at Python as a beginning language. It is Open Source, and there are several nice editors available.
http://www.python.org/
Aptana Studio 3
http://aptana.com/products/studio3
The following Python resources may be of some help in quickly writing some code to download quotes:
http://vermeulen.ca/python-stock-market.html
http://www.goldb.org/ystockquote.html
http://stackoverflow.com/questions/5081710/how-to-create-a-stock-quote-fetching-app-in-python
http://digitalpbk.com/stock/google-finance-get-stock-quote-realtime
http://code.activestate.com/recipes/576495-get-a-stock-historical-value-from-google-finance/