diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 4fb038d..f846280 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -22,14 +22,14 @@ repos:
         args: [--unsafe]
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.15.20
+    rev: v0.16.10
     hooks:
       - id: ruff
         args: [--fix, --exit-non-zero-on-fix]
       - id: ruff-format
 
   - repo: https://github.com/codespell-project/codespell
-    rev: v2.4.2
+    rev: v2.4.3
     hooks:
     - id: codespell
 
diff --git a/docs/developer/best.md b/docs/developer/best.md
index 2463c5e..8d2de2f 100644
--- a/docs/developer/best.md
+++ b/docs/developer/best.md
@@ -28,11 +28,11 @@ The following metadata values are often useful:
         "year": "yr",
         "country_id": "no_unit",
         "shape_id": "no_unit",
-        "demand": "mwh"
-        }
+        "demand": "mwh",
+    }
     dataframe.attrs["source"] = "github.com/modelblocks-org/docs"
     dataframe.attrs["license"] = "CC-BY-4.0"
-    dataframe.to_parquet('my_data.parquet')
+    dataframe.to_parquet("my_data.parquet")
     ```
 
 ### Consistent naming
@@ -83,7 +83,7 @@ Follow [ISO 8601](https://en.wikipedia.org/wiki/ISO_8601) specifications and ens
 
     ```python
     # if the timeseries is already recorded in UTC.
-    df["timestamp"] = pd.to_datetime(df["timestamp"], utc=True) # (1)!
+    df["timestamp"] = pd.to_datetime(df["timestamp"], utc=True)  # (1)!
     # if the timeseries was recorded for a different timezone
     df["timestamp"] = (
         pd.to_datetime(df["timestamp"])
@@ -149,7 +149,7 @@ However, it might be necessary to write additional tests to catch problems that
 You can write these tests in a separate validation function.
 
 ```python title="Snakefile"
-include: "rules/_utils.smk" # (1)
+include: "rules/_utils.smk"  # (1)
 configfile: workflow.source_path("../config/config.yaml")
 validate(config, workflow.source_path("internal/config.schema.yaml"))
 additional_validation(config)  # (2)