diff --git a/2023/python/day03.py b/2023/python/day03.py
index 05b9802..c8d454f 100644
--- a/2023/python/day03.py
+++ b/2023/python/day03.py
@@ -2,6 +2,8 @@ import matrix
 import shared
 import itertools
 import functools
+from pprint import pprint
+from collections import defaultdict
 
 SYMBOLS="*%@#+-/$=&"
 
@@ -49,13 +51,23 @@ def process_number(mx, coords, num):
 
 # @shared.profile
 def part2(mat):
-    print(matrix.ppmx(mat, pad=False))
-    _nums = get_all_numbers_and_starting_coords(mat)
-    nums = []
-    #get_row_coords(*coords, len(num))
-
     splats = matrix.find_in_matrix(mat, "*", False)
-    print(splats)
+    _nums = get_all_numbers_and_starting_coords(mat)
+
+    symbols = defaultdict(list)
+    nums = get_all_numbers_and_starting_coords(mat)
+    for coords, num in nums:
+        valid, sc = process_number(mat, coords, num)
+        if valid:
+            symbols[(sc[0]['r'],sc[0]['c'])].append(num)
+    total = 0
+    for splat in splats:
+        neighbors = symbols[splat]
+        if len(neighbors) != 2:
+            continue
+        ratio = int(neighbors[0]) * int(neighbors[1])
+        total += ratio
+    print(total)