Created
September 11, 2015 18:45
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import Data.List (intersect) | |
import qualified Data.Map as Map | |
prefs = Map.fromList | |
[("Lisa Rose", Map.fromList [("Lady in the Water", 2.5) | |
, ("Snakes on a Plane", 3.5) | |
, ("Just My Luck", 3.0) | |
, ("Superman Returns", 3.5) | |
, ("You, Me and Dupree", 2.5) | |
, ("The Night Listener", 3.0)]) | |
, ("Gene Seymour", Map.fromList [("Lady in the Water", 3.0) | |
, ("Snakes on a Plane", 3.5) | |
, ("Just My Luck", 1.5) | |
, ("Superman Returns", 5.0) | |
, ("The Night Listener", 3.0) | |
, ("You, Me and Dupree", 3.5)]) | |
] | |
sim_pearson :: String -> String -> Double | |
sim_pearson prefs p1 p2 = | |
if siLength > 0 | |
then si | |
else [] | |
where p1Movies = snd (prefs !! p1) | |
p2Movies = snd (prefs !! p2) | |
si = Map.keys p1Movies `intersect` Map.keys p2Movies | |
siLength = length si | |
sum movies = foldl (\acc movie -> case (Map.lookup movie movies) of | |
Just val -> acc + val | |
Nothing -> acc) 0 si | |
sum1 = sum p1Movies | |
sum2 = sum p2Movies | |
sumsq movies = foldl (\acc movie -> case (Map.lookup movie movies) of | |
Just val -> acc + (val**2) | |
Nothing -> acc) 0 si | |
sum1sq = sumsq p1Movies | |
sum2sq = sumsq p2Movies | |
pSum = foldl (\acc movie -> acc + ((Map.lookup movie p1Movies) * (Map.lookup movie p2Movies))) 0 si | |
num = pSum - ((sum1 * sum2) / siLength) |
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