diff --git a/src/aoc/aoc2024/day_02.py b/src/aoc/aoc2024/day_02.py
index 3333bbb..7ea2312 100644
--- a/src/aoc/aoc2024/day_02.py
+++ b/src/aoc/aoc2024/day_02.py
@@ -1,40 +1,49 @@
-from collections.abc import Iterable
-from itertools import pairwise
+from itertools import combinations
+from pathlib import Path
 from typing import TypeAlias
 
+import numpy as np
+
 from src.aoc.aoc2024 import YEAR, get_day
 from src.aoc.aoc_helper import Aoc
 
-Nums: TypeAlias = Iterable[int]
+NDArray: TypeAlias = np.ndarray
 
 
-def safe(nums: Nums, /) -> bool:
-    match [b - a for a, b in pairwise(nums)]:
-        case [*diffs] if all(d in {1, 2, 3} for d in diffs) or all(
-            d in {-1, -2, -3} for d in diffs
-        ):
-            return True
-        case _:
-            return False
+def safe(nums: NDArray, /) -> bool:
+    diffs = np.diff(nums)
+    return np.all((diffs >= 1) & (diffs <= 3)) or np.all((diffs >= -3) & (diffs <= -1))
 
 
 def part_a(txt: str) -> int:
-    return sum(safe(map(int, nums)) for nums in map(str.split, txt.splitlines()))
+    return sum(safe(np.fromstring(line, sep=" ")) for line in txt.splitlines())
 
 
 def part_b(txt: str) -> int:
     return sum(
-        safe(nums := list(map(int, line.split())))
-        or any(safe(nums[:i] + nums[i + 1 :]) for i in range(len(nums)))
-        for line in txt.splitlines()
+        safe(nums) or any(map(lambda i: safe(np.delete(nums, i)), range(len(nums))))
+        for nums in map(lambda x: np.fromstring(x, sep=" "), txt.splitlines())
     )
 
 
 def main(txt: str) -> None:
-    print("part_a: ", part_a(txt))
-    print("part_b: ", part_b(txt))
+    print(f"part_a: {part_a(txt)}")
+    print(f"part_b: {part_b(txt)}")
 
 
 if __name__ == "__main__":
     aoc = Aoc(day=get_day(), years=YEAR)
     aoc.run(main, submit=True, part="both", readme_update=True)
+
+# def part_a(txt: str) -> int:
+#     return sum(
+#         safe(np.array([int(n) for n in line.split()])) for line in txt.splitlines()
+#     )
+#
+#
+# def part_b(txt: str) -> int:
+#     return sum(
+#         safe(nums := np.array([int(n) for n in line.split()]))
+#         or any(safe(np.delete(nums, i)) for i in range(len(nums)))
+#         for line in txt.splitlines()
+#     )