From 89de48562fb3ed9fd5a5267f4a96dbe8bf224643 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 4 May 2026 21:14:31 +0000
Subject: [PATCH 1/2] [pre-commit.ci] pre-commit autoupdate
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/pre-commit/pre-commit-hooks: v5.0.0 → v6.0.0](https://github.com/pre-commit/pre-commit-hooks/compare/v5.0.0...v6.0.0)
- [github.com/codespell-project/codespell: v2.3.0 → v2.4.2](https://github.com/codespell-project/codespell/compare/v2.3.0...v2.4.2)
- [github.com/astral-sh/ruff-pre-commit: v0.7.2 → v0.15.12](https://github.com/astral-sh/ruff-pre-commit/compare/v0.7.2...v0.15.12)
- [github.com/abravalheri/validate-pyproject: v0.22 → v0.25](https://github.com/abravalheri/validate-pyproject/compare/v0.22...v0.25)
---
 .pre-commit-config.yaml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 6557e47..3878b93 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,6 +1,6 @@
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v5.0.0
+    rev: v6.0.0
     hooks:
       - id: check-toml
       - id: check-yaml
@@ -19,21 +19,21 @@ repos:
       - id: requirements-txt-fixer
 
   - repo: https://github.com/codespell-project/codespell
-    rev: v2.3.0
+    rev: v2.4.2
     hooks:
       - id: codespell
         additional_dependencies:
           - tomli
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.7.2
+    rev: v0.15.12
     hooks:
       - id: ruff
         args: ["--fix", "--show-fixes"]
       - id: ruff-format
 
   - repo: https://github.com/abravalheri/validate-pyproject
-    rev: v0.22
+    rev: v0.25
     hooks:
       - id: validate-pyproject
 

From 1fe00be250a4816af7fc68373a5280fd6e368a7d Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 4 May 2026 21:14:39 +0000
Subject: [PATCH 2/2] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 aok/core/kd_utils/Kd_analysis.py | 6 ++----
 aok/core/main.py                 | 6 +++---
 2 files changed, 5 insertions(+), 7 deletions(-)

diff --git a/aok/core/kd_utils/Kd_analysis.py b/aok/core/kd_utils/Kd_analysis.py
index 7d1504b..136d8fb 100644
--- a/aok/core/kd_utils/Kd_analysis.py
+++ b/aok/core/kd_utils/Kd_analysis.py
@@ -612,9 +612,7 @@ def _fit_kd_with_method(
         )
         return kd, e0, nf
 
-    raise ValueError(
-        f"Unknown kd_fit_method: {method!r}. " f"Choose from {KD_FIT_METHODS}"
-    )
+    raise ValueError(f"Unknown kd_fit_method: {method!r}. Choose from {KD_FIT_METHODS}")
 
 
 # another solution is to calculate kd without hist
@@ -849,7 +847,7 @@ def calculate_kd(
         else:
             expected_nf_per_bin = None
             logging.info(
-                "Hybrid: insufficient noise floor estimates (%d), " "skipping pass 2",
+                "Hybrid: insufficient noise floor estimates (%d), skipping pass 2",
                 len(valid_nf_all),
             )
 
diff --git a/aok/core/main.py b/aok/core/main.py
index 9168ef0..864c21b 100644
--- a/aok/core/main.py
+++ b/aok/core/main.py
@@ -284,9 +284,9 @@ def run_pipeline(args):
             ["relative_AT_dist", "lat_bins", "photon_height"]
         ].drop_duplicates()
         unique_photon_dataset["relative_AT_dist_center"] = (
-            unique_photon_dataset.groupby(
-                "lat_bins", observed=False
-            )["relative_AT_dist"].transform("mean")
+            unique_photon_dataset.groupby("lat_bins", observed=False)[
+                "relative_AT_dist"
+            ].transform("mean")
         )
 
         _closest_rows = []