Skip to main content

Sample randomly from an sqlite database

If you have a large database you often want to sample rows from it. For many uses the sampling should be randomly done. A reasonably fast way to do this completely in SQL is the following:

SELECT * FROM my_table WHERE rowid in (SELECT abs(random()) % N FROM my_table LIMIT k);

Where N is the maximum number of rows the table has and k is the number of samples we want

There is an alternative form popular on the internet

SELECT * FROM my_table WHERE random() % L = 0 LIMIT k;

where L is the factor deciding how likely it is we pick a particular row.

This form is slower AND has a bias to picking samples from the beginning of the database.

In this method, we go through each row sequentially, deciding if we select that row for the sample, which makes things slow for large L. If we make L small we pick faster, but our sample is biased towards the start of the database.

Comments

Popular posts from this blog

A note on Python's __exit__() and errors

Python's context managers are a very neat way of handling code that needs a teardown once you are done. Python objects have do have a destructor method ( __del__ ) called right before the last instance of the object is about to be destroyed. You can do a teardown there. However there is a lot of fine print to the __del__ method. A cleaner way of doing tear-downs is through Python's context manager , manifested as the with keyword. class CrushMe: def __init__(self): self.f = open('test.txt', 'w') def foo(self, a, b): self.f.write(str(a - b)) def __enter__(self): return self def __exit__(self, exc_type, exc_val, exc_tb): self.f.close() return True with CrushMe() as c: c.foo(2, 3) One thing that is important, and that got me just now, is error handling. I made the mistake of ignoring all those 'junk' arguments ( exc_type, exc_val, exc_tb ). I just skimmed the docs and what popped out is that you need to return True or

Using adminer on Mac OS X

adminer is a nice php based sqlite manager. I prefer the firefox plugin "sqlite manager" but it currently has a strange issue with FF5 that basically makes it unworkable, so I was looking for an alternative to tide me over. I really don't want apache running all the time on my computer and don't want people browsing to my computer, so what I needed to do was: Download the adminer php script into /Library/WebServer/Documents/ Change /etc/apache2/httpd.conf to allow running of php scripts (uncomment the line that begins: LoadModule php5_module Start the apache server: sudo apachectl -k start Operate the script by going to localhost Stop the server: sudo apachectl -k stop