diff --git a/README.md b/README.md
index 68885055..a16a2732 100644
--- a/README.md
+++ b/README.md
@@ -8,7 +8,7 @@
 <!-- @BEGIN:ImplementationsTable:2023@ -->
 | | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 |
 | ---| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| python3 | [✓](src/main/python/AoC2023_01.py) | [✓](src/main/python/AoC2023_02.py) | [✓](src/main/python/AoC2023_03.py) | [✓](src/main/python/AoC2023_04.py) | [✓](src/main/python/AoC2023_05.py) | [✓](src/main/python/AoC2023_06.py) | [✓](src/main/python/AoC2023_07.py) | [✓](src/main/python/AoC2023_08.py) | [✓](src/main/python/AoC2023_09.py) | [✓](src/main/python/AoC2023_10.py) | [✓](src/main/python/AoC2023_11.py) | [✓](src/main/python/AoC2023_12.py) | [✓](src/main/python/AoC2023_13.py) | [✓](src/main/python/AoC2023_14.py) |  |  |  |  |  |  |  |  |  |  |  |
+| python3 | [✓](src/main/python/AoC2023_01.py) | [✓](src/main/python/AoC2023_02.py) | [✓](src/main/python/AoC2023_03.py) | [✓](src/main/python/AoC2023_04.py) | [✓](src/main/python/AoC2023_05.py) | [✓](src/main/python/AoC2023_06.py) | [✓](src/main/python/AoC2023_07.py) | [✓](src/main/python/AoC2023_08.py) | [✓](src/main/python/AoC2023_09.py) | [✓](src/main/python/AoC2023_10.py) | [✓](src/main/python/AoC2023_11.py) | [✓](src/main/python/AoC2023_12.py) | [✓](src/main/python/AoC2023_13.py) | [✓](src/main/python/AoC2023_14.py) | [✓](src/main/python/AoC2023_15.py) |  |  |  |  |  |  |  |  |  |  |
 | java | [✓](src/main/java/AoC2023_01.java) | [✓](src/main/java/AoC2023_02.java) | [✓](src/main/java/AoC2023_03.java) | [✓](src/main/java/AoC2023_04.java) | [✓](src/main/java/AoC2023_05.java) | [✓](src/main/java/AoC2023_06.java) | [✓](src/main/java/AoC2023_07.java) | [✓](src/main/java/AoC2023_08.java) | [✓](src/main/java/AoC2023_09.java) | [✓](src/main/java/AoC2023_10.java) | [✓](src/main/java/AoC2023_11.java) | [✓](src/main/java/AoC2023_12.java) | [✓](src/main/java/AoC2023_13.java) | [✓](src/main/java/AoC2023_14.java) |  |  |  |  |  |  |  |  |  |  |  |
 | bash |  |  |  |  |  |  |  |  |  |  |  |  |  |  |  |  |  |  |  |  |  |  |  |  |  |
 | c++ |  |  |  |  |  |  |  |  |  |  |  |  |  |  |  |  |  |  |  |  |  |  |  |  |  |
diff --git a/src/main/python/AoC2023_15.py b/src/main/python/AoC2023_15.py
index bbba0c7b..8099bf28 100644
--- a/src/main/python/AoC2023_15.py
+++ b/src/main/python/AoC2023_15.py
@@ -4,10 +4,12 @@
 #
 
 import sys
+from collections import defaultdict
 
 from aoc.common import InputData
 from aoc.common import SolutionBase
 from aoc.common import aoc_samples
+from aoc.common import log
 
 Input = list[str]
 Output1 = int
@@ -23,24 +25,52 @@ class Solution(SolutionBase[Input, Output1, Output2]):
     def parse_input(self, input_data: InputData) -> Input:
         return list(input_data)[0].split(",")
 
+    def hash(self, s: str) -> int:
+        ans = 0
+        for ch in s:
+            ans += ord(ch)
+            ans *= 17
+            ans %= 256
+        return ans
+
     def part_1(self, steps: Input) -> Output1:
         ans = 0
         for step in steps:
-            prev = 0
-            for ch in step:
-                prev += ord(ch)
-                prev *= 17
-                prev %= 256
-            ans += prev
+            ans += self.hash(step)
         return ans
 
-    def part_2(self, input: Input) -> Output2:
-        return 0
+    def part_2(self, steps: Input) -> Output2:
+        boxes = defaultdict[int, list[tuple[str, int]]](list)
+        for step in steps:
+            if "=" in step:
+                label, fl = step.split("=")
+                box = self.hash(label)
+                lst = boxes[box]
+                for x in lst:
+                    if x[0] == label:
+                        idx = lst.index(x)
+                        lst[idx] = (label, int(fl))
+                        break
+                else:
+                    lst.append((label, int(fl)))
+            else:
+                label = step[:-1]
+                box = self.hash(label)
+                lst = boxes[box]
+                for x in lst:
+                    if x[0] == label:
+                        lst.remove(x)
+            log(boxes)
+        ans = 0
+        for box in boxes:
+            for i, x in enumerate(boxes[box]):
+                ans += (box + 1) * (i + 1) * x[1]
+        return ans
 
     @aoc_samples(
         (
             ("part_1", TEST, 1320),
-            # ("part_2", TEST, "TODO"),
+            ("part_2", TEST, 145),
         )
     )
     def samples(self) -> None: