diff --git a/Main.hs b/Main.hs
index bbd5eec..711ac3f 100644
--- a/Main.hs
+++ b/Main.hs
@@ -39,7 +39,4 @@ toChord = fromJust . mapM toPitch . words
 -- | Prompt for a target and use guessTest to try to guess it.
 main :: IO ()
 main = do
-  putStr "Target chord (3 pitches separated by spaces): "
-  hFlush stdout
-  text <- getLine
-  guessTest $ toChord text
+  putStr $ show avgGuesses
diff --git a/Proj2.hs b/Proj2.hs
index 757234d..496aba1 100644
--- a/Proj2.hs
+++ b/Proj2.hs
@@ -54,13 +54,14 @@ module Proj2
     GameState,
     initialGuess,
     nextGuess,
+    avgGuesses,
   )
 where
 
-import Data.Function
+import Data.Function (on)
 import Data.List
 import Data.Map qualified as Map
-import Data.Ord
+import Data.Ord (comparing)
 import Data.Set qualified as Set
 
 -- ==== DATA STRUCTURES =======================================================
@@ -107,9 +108,10 @@ instance Show Octave where
 toPitch :: String -> Maybe Pitch
 toPitch [note, octave] = Pitch <$> charToNote note <*> charToOctave octave
   where
-    charToNote =
-      flip
-        lookup
+    charToNote :: Char -> Maybe Note
+    charToNote c =
+      lookup
+        c
         [ ('A', A),
           ('B', B),
           ('C', C),
@@ -118,9 +120,10 @@ toPitch [note, octave] = Pitch <$> charToNote note <*> charToOctave octave
           ('F', F),
           ('G', G)
         ]
-    charToOctave =
-      flip
-        lookup
+    charToOctave :: Char -> Maybe Octave
+    charToOctave c =
+      lookup
+        c
         [ ('1', One),
           ('2', Two),
           ('3', Three)
@@ -199,8 +202,8 @@ nextGuess (prevGuess, state) prevFeedback = (chosen, newState)
     chosen = fst $ minimumBy (comparing snd) scored
     newState = filter (/= chosen) candidates
 
-    scored = map ((,) <*> (`score` candidates)) candidates
-    candidates = filter ((== prevFeedback) . feedback prevGuess) state
+    scored = map (\x -> (x, score x candidates)) candidates
+    candidates = filter (\x -> prevFeedback == feedback prevGuess x) state
 
     -- average number of possible targets per candidate
     score candidate candidates = ((/) `on` fromIntegral) (sum l) (length l)
@@ -223,7 +226,7 @@ matches :: (Eq a, Show a) => [a] -> [a] -> Int
 matches xs ys = maximum permutationMatches
   where
     permutationMatches = map (pairwiseMatches xs) (permutations ys)
-    pairwiseMatches xs ys = length $ filter (uncurry (==)) $ zip xs ys
+    pairwiseMatches xs = length . filter (uncurry (==)) . zip xs
 
 -- outputs a list of all possible chords, where a chord is a list of unique
 -- pitches. this function happens to generate chords such that the pitches are
@@ -234,11 +237,12 @@ matches xs ys = maximum permutationMatches
 --
 allChords :: [[Pitch]]
 allChords =
-  [ [p1, p2, p3]
+  [ chord
     | p1 <- allPitches,
       p2 <- allPitches,
-      p1 < p2,
       p3 <- allPitches,
+      let chord = [p1, p2, p3],
+      p1 < p2,
       p2 < p3
   ]
   where
@@ -247,3 +251,22 @@ allChords =
         | note <- [minBound .. maxBound],
           octave <- [minBound .. maxBound]
       ]
+
+-- ==== TESTING ===============================================================
+
+guessTest :: [Pitch] -> Int
+guessTest target = loop target guess other 1
+  where
+    (guess, other) = initialGuess
+
+loop :: [Pitch] -> [Pitch] -> GameState -> Int -> Int
+loop target guess other guesses
+  | answer == (3, 0, 0) = guesses
+  | otherwise = loop target guess' other' (guesses + 1)
+  where
+    answer = feedback target guess
+    (guess', other') = nextGuess (guess, other) answer
+
+avgGuesses = fromIntegral (sum results) / fromIntegral (length results)
+  where
+    results = map guessTest allChords
diff --git a/README.md b/README.md
index 1490f0c..d84db88 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,12 @@
 # Spec
+## Best first guess 
+### All different
+[C1, D2, E3]: 4.27
+[A1, D2, G3]: 4.25 
+### Same notes 
+[D1, D2, D3]: 4.80 
+### Same octaves 
+[C2, D2, E2]: 4.34 
 ## Tips to improve `nextGuess`
 The best results can be had by carefully choosing each guess so that it is most
 likely to leave a small remaining list of possible targets. You can do this by
diff --git a/justfile b/justfile
index d0b0bdf..de6de60 100644
--- a/justfile
+++ b/justfile
@@ -12,4 +12,4 @@ build:
 
 # run musician 
 run:
-  ./target/{{exec}}
+  time ./target/{{exec}}