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Re: I want to create something like AMAZON: those who liked page A also liked page B

Posted by Ian B on 10/26/05 12:52

The problem is actually not as difficult as you might think - and you
can get accurate results

:-)


First thing you need to realise is that you need your table in two
ways:

a) you need to look up id's which have accessed same page as the
current page
b) you need to look up the pages which those id's have accessed

also

c) you need to exclude the current page in b)
d) you need to count the number of times each related page occurs
e) you need to rank the results in order of popularity


This might sound like a programming problem, but it can be done in one
SQL statement

I'll build it up so you can see how I got there:

SELECT * FROM mytable AS t1

gets the whole table and lets you refer to it as "t1"


SELECT * FROM mytable AS t1
LEFT JOIN mytable AS t2 ON t1.session_id = t2.session_id

this gets you shedloads of results - one line for every combination
so if id#1 has visited pages a, b & c then you get

a-a
a-b
a-c
b-a
b-b
b-c
c-a
c-b
c-c

but we only want the ones for, say, page "a", and we only need
(from this data) the 'other' page

SELECT t2.page_name FROM mytable AS t1
LEFT JOIN mytable AS t2 ON t1.session_id = t2.session_id
WHERE t1.page_name = 'a'

this (for id#1)

would produce

b
c

running against all the data, would produce a whole list of pages - all
the pages that anyone who has visited page 'a' has also been to

If we group by page name, we'll get one line per page name


SELECT t2.page_name FROM mytable AS t1
LEFT JOIN mytable AS t2 ON t1.session_id = t2.session_id
WHERE t1.page_name = 'a'
AND t2.page_name <> 'a'
GROUP BY t2.page_name

g
d
e
f
b
c

If we add a count, we get the number of times that page turned up


SELECT t2.page_name,Count(t2.page_name) AS popularity FROM mytable AS
t1
LEFT JOIN mytable AS t2 ON t1.session_id = t2.session_id
WHERE t1.page_name = 'a'
AND t2.page_name <> 'a'
GROUP BY t2.page_name


g 10
d 27
e 19
f 41
b 110
c 83


And if we order by descending popularity, we're almost there



SELECT t2.page_name,Count(t2.page_name) AS popularity FROM mytable AS
t1
LEFT JOIN mytable AS t2 ON t1.session_id = t2.session_id
WHERE t1.page_name = 'a'
AND t2.page_name <> 'a'
GROUP BY t2.page_name
ORDER BY Count(t2.page_name) DESC

b 110
c 83
f 41
d 27
e 19
g 10



The last thing to do is limit the results to the top 5 results


SELECT t2.page_name,Count(t2.page_name) AS popularity FROM mytable AS
t1
LEFT JOIN mytable AS t2 ON t1.session_id = t2.session_id
WHERE t1.page_name = 'a'
AND t2.page_name <> 'a'
GROUP BY t2.page_name
ORDER BY Count(t2.page_name) DESC
LIMIT 5


b 110
c 83
f 41
d 27
e 19

And there's your list


....

Ian

 

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